1042 lines
563 KiB
Text
1042 lines
563 KiB
Text
{
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"cells": [
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{
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"cell_type": "code",
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"execution_count": 24,
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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\n",
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"from scipy.stats import wilcoxon, shapiro, ttest_rel"
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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": 4,
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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/CantonS_2026-05-01/metadata_CantonS_2026-05-01_green.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": 5,
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"id": "df11ef6f-5475-45b0-95c3-2a8672a21219",
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"metadata": {},
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"outputs": [],
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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": 6,
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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_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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]
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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": 7,
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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": 8,
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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/CantonS_2026-05-01/phase3.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": 9,
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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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"import numpy as np\n",
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"from scipy.stats import wilcoxon, shapiro, ttest_rel\n",
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"df = pd.read_pickle('/home/rdingjin/CantonS_2026-05-01/phase3.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": 10,
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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": 11,
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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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"2026-05-01_14-02-36_13005e|01 2026-05-01 ETHOSCOPE_130 1 \n",
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"2026-05-01_14-02-36_13005e|02 2026-05-01 ETHOSCOPE_130 2 \n",
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"2026-05-01_14-02-36_13005e|03 2026-05-01 ETHOSCOPE_130 3 \n",
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"2026-05-01_14-02-36_13005e|04 2026-05-01 ETHOSCOPE_130 4 \n",
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"2026-05-01_14-02-36_13005e|05 2026-05-01 ETHOSCOPE_130 5 \n",
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"2026-05-01_14-02-36_13005e|06 2026-05-01 ETHOSCOPE_130 6 \n",
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"2026-05-01_14-02-36_13005e|07 2026-05-01 ETHOSCOPE_130 7 \n",
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"2026-05-01_14-02-36_13005e|08 2026-05-01 ETHOSCOPE_130 8 \n",
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"2026-05-01_14-02-36_13005e|09 2026-05-01 ETHOSCOPE_130 9 \n",
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"2026-05-01_14-02-36_13005e|10 2026-05-01 ETHOSCOPE_130 10 \n",
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"2026-05-01_14-02-36_13005e|11 2026-05-01 ETHOSCOPE_130 11 \n",
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"2026-05-01_14-02-36_13005e|12 2026-05-01 ETHOSCOPE_130 12 \n",
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"2026-05-01_14-02-36_13005e|13 2026-05-01 ETHOSCOPE_130 13 \n",
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"2026-05-01_14-02-36_13005e|14 2026-05-01 ETHOSCOPE_130 14 \n",
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"2026-05-01_14-02-36_13005e|15 2026-05-01 ETHOSCOPE_130 15 \n",
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"2026-05-01_14-02-36_13005e|16 2026-05-01 ETHOSCOPE_130 16 \n",
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"2026-05-01_14-02-36_13005e|17 2026-05-01 ETHOSCOPE_130 17 \n",
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"2026-05-01_14-02-36_13005e|18 2026-05-01 ETHOSCOPE_130 18 \n",
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"2026-05-01_14-02-36_13005e|19 2026-05-01 ETHOSCOPE_130 19 \n",
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"2026-05-01_14-02-36_13005e|20 2026-05-01 ETHOSCOPE_130 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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"2026-05-01_14-02-36_13005e|01 True CantonS normal_food 0 \n",
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"2026-05-01_14-02-36_13005e|02 False CantonS normal_food 0 \n",
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"2026-05-01_14-02-36_13005e|03 True CantonS normal_food 0 \n",
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"2026-05-01_14-02-36_13005e|04 False CantonS normal_food 0 \n",
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"2026-05-01_14-02-36_13005e|05 True CantonS normal_food 0 \n",
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"2026-05-01_14-02-36_13005e|06 False CantonS normal_food 0 \n",
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"2026-05-01_14-02-36_13005e|07 True CantonS normal_food 0 \n",
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"2026-05-01_14-02-36_13005e|08 False CantonS normal_food 0 \n",
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"2026-05-01_14-02-36_13005e|09 True CantonS normal_food 0 \n",
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"2026-05-01_14-02-36_13005e|10 False CantonS normal_food 0 \n",
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"2026-05-01_14-02-36_13005e|11 False CantonS normal_food 0 \n",
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"2026-05-01_14-02-36_13005e|12 True CantonS normal_food 0 \n",
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"2026-05-01_14-02-36_13005e|13 False CantonS normal_food 0 \n",
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"2026-05-01_14-02-36_13005e|14 True CantonS normal_food 0 \n",
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"2026-05-01_14-02-36_13005e|15 False CantonS normal_food 0 \n",
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"2026-05-01_14-02-36_13005e|16 True CantonS normal_food 0 \n",
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"2026-05-01_14-02-36_13005e|17 False CantonS normal_food 0 \n",
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"2026-05-01_14-02-36_13005e|18 True CantonS normal_food 0 \n",
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"2026-05-01_14-02-36_13005e|19 False CantonS normal_food 0 \n",
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"2026-05-01_14-02-36_13005e|20 True CantonS normal_food 0 \n",
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"\n",
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" sex time \n",
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"id \n",
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"2026-05-01_14-02-36_13005e|01 male 14-02-36 \n",
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"2026-05-01_14-02-36_13005e|02 male 14-02-36 \n",
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"2026-05-01_14-02-36_13005e|03 male 14-02-36 \n",
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"2026-05-01_14-02-36_13005e|04 male 14-02-36 \n",
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"2026-05-01_14-02-36_13005e|05 male 14-02-36 \n",
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"2026-05-01_14-02-36_13005e|06 male 14-02-36 \n",
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"2026-05-01_14-02-36_13005e|07 male 14-02-36 \n",
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"2026-05-01_14-02-36_13005e|08 male 14-02-36 \n",
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"2026-05-01_14-02-36_13005e|09 male 14-02-36 \n",
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"2026-05-01_14-02-36_13005e|10 male 14-02-36 \n",
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"2026-05-01_14-02-36_13005e|11 male 14-02-36 \n",
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"2026-05-01_14-02-36_13005e|12 male 14-02-36 \n",
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"2026-05-01_14-02-36_13005e|13 male 14-02-36 \n",
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"2026-05-01_14-02-36_13005e|14 male 14-02-36 \n",
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"2026-05-01_14-02-36_13005e|15 male 14-02-36 \n",
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"2026-05-01_14-02-36_13005e|16 male 14-02-36 \n",
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"2026-05-01_14-02-36_13005e|17 male 14-02-36 \n",
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"2026-05-01_14-02-36_13005e|18 male 14-02-36 \n",
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"2026-05-01_14-02-36_13005e|19 male 14-02-36 \n",
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"2026-05-01_14-02-36_13005e|20 male 14-02-36 \n",
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" ====== DATA ======\n",
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"\n",
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" t x y w \\\n",
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"id \n",
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"2026-05-01_14-02-36_13005e|01 18180 159.250000 46.350000 27.100000 \n",
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"2026-05-01_14-02-36_13005e|01 18190 239.650000 43.200000 28.650000 \n",
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"2026-05-01_14-02-36_13005e|01 18200 249.578947 42.052632 28.526316 \n",
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"2026-05-01_14-02-36_13005e|01 18210 261.684211 44.684211 27.052632 \n",
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"2026-05-01_14-02-36_13005e|01 18220 321.666667 47.555556 25.500000 \n",
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"... ... ... ... ... \n",
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"2026-05-01_14-02-36_13005e|20 359410 269.000000 26.000000 27.111111 \n",
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"2026-05-01_14-02-36_13005e|20 359420 269.000000 26.000000 27.400000 \n",
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"2026-05-01_14-02-36_13005e|20 359430 269.000000 26.000000 27.117647 \n",
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"2026-05-01_14-02-36_13005e|20 359440 269.000000 26.000000 27.133333 \n",
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"2026-05-01_14-02-36_13005e|20 359450 269.000000 26.000000 27.000000 \n",
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"\n",
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" h phi max_velocity \\\n",
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"id \n",
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"2026-05-01_14-02-36_13005e|01 12.600000 160.450000 10.324731 \n",
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"2026-05-01_14-02-36_13005e|01 12.150000 16.800000 3.082327 \n",
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"2026-05-01_14-02-36_13005e|01 12.105263 107.105263 7.996110 \n",
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"2026-05-01_14-02-36_13005e|01 11.210526 14.210526 13.548111 \n",
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"2026-05-01_14-02-36_13005e|01 11.444444 107.777778 10.253656 \n",
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"... ... ... ... \n",
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"2026-05-01_14-02-36_13005e|20 11.944444 10.333333 0.714297 \n",
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"2026-05-01_14-02-36_13005e|20 12.000000 13.000000 0.747961 \n",
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"2026-05-01_14-02-36_13005e|20 11.941176 10.941176 0.888953 \n",
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"2026-05-01_14-02-36_13005e|20 11.933333 12.400000 0.730935 \n",
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"2026-05-01_14-02-36_13005e|20 12.000000 0.000000 0.655962 \n",
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"\n",
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" mean_velocity dist has_interacted \\\n",
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"id \n",
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"2026-05-01_14-02-36_13005e|01 5.212167 0.312730 0.0 \n",
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"2026-05-01_14-02-36_13005e|01 0.983852 0.059031 0.0 \n",
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"2026-05-01_14-02-36_13005e|01 1.723054 0.098214 0.0 \n",
|
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"2026-05-01_14-02-36_13005e|01 2.109787 0.120258 0.0 \n",
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"2026-05-01_14-02-36_13005e|01 4.167080 0.225022 0.0 \n",
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"... ... ... ... \n",
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"2026-05-01_14-02-36_13005e|20 0.649865 0.035093 0.0 \n",
|
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"2026-05-01_14-02-36_13005e|20 0.653423 0.029404 0.0 \n",
|
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"2026-05-01_14-02-36_13005e|20 0.671835 0.034264 0.0 \n",
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"2026-05-01_14-02-36_13005e|20 0.644651 0.029009 0.0 \n",
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"2026-05-01_14-02-36_13005e|20 0.655962 0.001968 0.0 \n",
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"\n",
|
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" beam_cross moving micro walk \\\n",
|
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"id \n",
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|
"2026-05-01_14-02-36_13005e|01 0.0 True False True \n",
|
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"2026-05-01_14-02-36_13005e|01 0.0 True False True \n",
|
|
"2026-05-01_14-02-36_13005e|01 0.0 True False True \n",
|
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"2026-05-01_14-02-36_13005e|01 0.0 True False True \n",
|
|
"2026-05-01_14-02-36_13005e|01 0.0 True False True \n",
|
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"... ... ... ... ... \n",
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"2026-05-01_14-02-36_13005e|20 0.0 False False False \n",
|
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"2026-05-01_14-02-36_13005e|20 0.0 False False False \n",
|
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"2026-05-01_14-02-36_13005e|20 0.0 False False False \n",
|
|
"2026-05-01_14-02-36_13005e|20 0.0 False False False \n",
|
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"2026-05-01_14-02-36_13005e|20 0.0 False False False \n",
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"\n",
|
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" is_interpolated asleep \n",
|
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"id \n",
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"2026-05-01_14-02-36_13005e|01 False False \n",
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"2026-05-01_14-02-36_13005e|01 False False \n",
|
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"2026-05-01_14-02-36_13005e|01 False False \n",
|
|
"2026-05-01_14-02-36_13005e|01 False False \n",
|
|
"2026-05-01_14-02-36_13005e|01 False False \n",
|
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"... ... ... \n",
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"2026-05-01_14-02-36_13005e|20 False False \n",
|
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"2026-05-01_14-02-36_13005e|20 False False \n",
|
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"2026-05-01_14-02-36_13005e|20 False False \n",
|
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"2026-05-01_14-02-36_13005e|20 False False \n",
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"2026-05-01_14-02-36_13005e|20 False False \n",
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"\n",
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"[683112 rows x 16 columns]\n"
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]
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}
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],
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"source": [
|
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"df.display()"
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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": 22,
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"id": "76cd7456-6246-4665-a08a-d6f270a8567d",
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"metadata": {},
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"outputs": [
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{
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"name": "stderr",
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"output_type": "stream",
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"text": [
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"/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",
|
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" tdf.groupby(\"id\", group_keys=False).apply(\n"
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]
|
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},
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{
|
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"data": {
|
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"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 800x200 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": 41,
|
|
"id": "64a23e70-b06a-4c0e-8aad-0fee653d74b3",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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",
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"text/plain": [
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"<Figure size 1200x475 with 1 Axes>"
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]
|
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},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
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],
|
|
"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",
|
|
"# Add shading stimulus shading\n",
|
|
"ax.axvspan(72, 96, color='#51ff4c', alpha=0.3, zorder=1)\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_3A.png\", dpi=600, bbox_inches='tight')"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 42,
|
|
"id": "3a8d183b-f839-4168-b72f-53f1a05b5826",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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",
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"<Figure size 1066.67x458.333 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"start_hour = 24\n",
|
|
"\n",
|
|
"# Generate plot from Ethoscopy\n",
|
|
"fig = df.t_filter(start_time=start_hour).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",
|
|
"# Add shading stimulus shading\n",
|
|
"ax.axvspan(72, 96, color='#51ff4c', alpha=0.3, zorder=1)\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_3A(start24h).png\", dpi=600, bbox_inches='tight')"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 28,
|
|
"id": "522d1ddd-247d-4f1f-b20f-fcd0e9516b41",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"--- Individual Fly Sleep (Baseline: 0h to 72h, Averaged per day) ---\n",
|
|
" Fly_Label Base_Sleep_24h Base_Day_12h Base_Night_12h\n",
|
|
"ETHOSCOPE_130 - Fly 01 11.659259 4.414647 7.863889\n",
|
|
"ETHOSCOPE_130 - Fly 02 12.112037 3.861450 8.791667\n",
|
|
"ETHOSCOPE_130 - Fly 03 12.719444 5.493898 7.995370\n",
|
|
"ETHOSCOPE_130 - Fly 04 13.904630 5.667265 9.031481\n",
|
|
"ETHOSCOPE_130 - Fly 05 14.106481 5.855707 9.071296\n",
|
|
"ETHOSCOPE_130 - Fly 06 12.323148 5.013640 8.012037\n",
|
|
"ETHOSCOPE_130 - Fly 07 13.837963 5.827679 8.827778\n",
|
|
"ETHOSCOPE_130 - Fly 08 12.409259 4.860732 8.229630\n",
|
|
"ETHOSCOPE_130 - Fly 09 13.751852 6.071070 8.531481\n",
|
|
"ETHOSCOPE_130 - Fly 10 12.789815 5.192246 8.325926\n",
|
|
"ETHOSCOPE_130 - Fly 11 8.700926 4.479541 4.849074\n",
|
|
"ETHOSCOPE_130 - Fly 12 11.645370 4.888729 7.441667\n",
|
|
"ETHOSCOPE_130 - Fly 13 14.201852 6.862527 8.300926\n",
|
|
"ETHOSCOPE_130 - Fly 14 12.330556 5.414214 7.675000\n",
|
|
"ETHOSCOPE_130 - Fly 15 11.861111 4.684976 7.833333\n",
|
|
"ETHOSCOPE_130 - Fly 16 12.712963 4.843503 8.548148\n",
|
|
"ETHOSCOPE_130 - Fly 17 14.035185 5.260230 9.512037\n",
|
|
"ETHOSCOPE_130 - Fly 18 12.533333 5.007450 8.228704\n",
|
|
"ETHOSCOPE_130 - Fly 19 12.372222 5.780330 7.401852\n",
|
|
"ETHOSCOPE_130 - Fly 20 12.086111 4.534458 8.187037\n",
|
|
"... (Showing first 20 rows)\n",
|
|
"\n",
|
|
"--- Grand Summary Statistics (Baseline: 0h to 72h) ---\n",
|
|
"Total Flies Analyzed: n = 20\n",
|
|
"\n",
|
|
"[ OVERALL SLEEP (Scaled to 24h Baseline Average) ]\n",
|
|
"Mean ± SEM: 12.60 ± 0.28 hours\n",
|
|
"Median: 12.47 hours\n",
|
|
"\n",
|
|
"[ DAY TIME (ZT 0-12, Averaged to 12h blocks) ]\n",
|
|
"Mean ± SEM: 5.20 ± 0.15 hours\n",
|
|
"Median: 5.10 hours\n",
|
|
"\n",
|
|
"[ NIGHT TIME (ZT 12-24, Averaged to 12h blocks) ]\n",
|
|
"Mean ± SEM: 8.13 ± 0.21 hours\n",
|
|
"Median: 8.23 hours\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"# BASELINE\n",
|
|
"\n",
|
|
"# Define baseline time period\n",
|
|
"start_hour = 0\n",
|
|
"end_hour = 72\n",
|
|
"\n",
|
|
"# Filter the dataset to ONLY include data within specific baseline window\n",
|
|
"base_df = df.t_filter(start_time=start_hour, end_time=end_hour).copy()\n",
|
|
"\n",
|
|
"# Calculate Overall 24h Baseline Average\n",
|
|
"sleep_hours = (base_df.groupby('id')['asleep'].sum() * 10) / 3600\n",
|
|
"\n",
|
|
"# (48 - 0) / 24 evaluates to exactly 2 days. \n",
|
|
"# Dividing total sleep by 2 to average the 48 hours into a single 24-hour metric\n",
|
|
"days_tracked = (end_hour - start_hour) / 24 \n",
|
|
"base_overall = (sleep_hours / days_tracked).reset_index(name='Base_Sleep_24h')\n",
|
|
"\n",
|
|
"# Calculate Day/Night 12h Baseline Averages\n",
|
|
"base_df['zt_hour'] = (base_df['t'] / 3600) % 24\n",
|
|
"base_df['Phase'] = np.where(base_df['zt_hour'] < 12, 'Day', 'Night')\n",
|
|
"\n",
|
|
"base_phase = base_df.groupby(['id', 'Phase']).agg(\n",
|
|
" total_sleep_epochs=('asleep', 'sum'),\n",
|
|
" total_tracking_epochs=('t', 'count')\n",
|
|
").reset_index()\n",
|
|
"\n",
|
|
"# Tracking_Hours will be ~24 for Day and ~24 for Night \n",
|
|
"# Dividing sleep by 24 and multiplying by 12 averages it to a single 12h block.\n",
|
|
"base_phase['Sleep_Hours'] = (base_phase['total_sleep_epochs'] * 10) / 3600\n",
|
|
"base_phase['Tracking_Hours'] = (base_phase['total_tracking_epochs'] * 10) / 3600\n",
|
|
"base_phase['Base_Sleep_12h'] = (base_phase['Sleep_Hours'] / base_phase['Tracking_Hours']) * 12\n",
|
|
"\n",
|
|
"base_pivot = base_phase.pivot(index='id', columns='Phase', values='Base_Sleep_12h').reset_index()\n",
|
|
"# Rename columns\n",
|
|
"base_pivot.columns = ['id', 'Base_Day_12h', 'Base_Night_12h']\n",
|
|
"\n",
|
|
"# Merge and clean up data\n",
|
|
"merged_df = pd.merge(base_overall, base_pivot, on='id')\n",
|
|
"\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",
|
|
"clean_table = merged_df.dropna(subset=['Machine']).sort_values(by=['Machine', 'Tube'])\n",
|
|
"baseline_stats = clean_table[['Fly_Label', 'Base_Sleep_24h', 'Base_Day_12h', 'Base_Night_12h']]\n",
|
|
"\n",
|
|
"# PRINT RESULTS\n",
|
|
"print(f\"--- Individual Fly Sleep (Baseline: {start_hour}h to {end_hour}h, Averaged per day) ---\")\n",
|
|
"print(baseline_stats.head(20).to_string(index=False)) \n",
|
|
"print(\"... (Showing first 20 rows)\\n\")\n",
|
|
"\n",
|
|
"print(f\"--- Grand Summary Statistics (Baseline: {start_hour}h to {end_hour}h) ---\")\n",
|
|
"print(f\"Total Flies Analyzed: n = {len(baseline_stats)}\")\n",
|
|
"\n",
|
|
"# 1. OVERALL 24H STATS\n",
|
|
"print(\"\\n[ OVERALL SLEEP (Scaled to 24h Baseline Average) ]\")\n",
|
|
"print(f\"Mean ± SEM: {baseline_stats['Base_Sleep_24h'].mean():.2f} ± {baseline_stats['Base_Sleep_24h'].sem():.2f} hours\")\n",
|
|
"print(f\"Median: {baseline_stats['Base_Sleep_24h'].median():.2f} hours\")\n",
|
|
"\n",
|
|
"# 2. DAY TIME STATS\n",
|
|
"print(f\"\\n[ DAY TIME (ZT 0-12, Averaged to 12h blocks) ]\")\n",
|
|
"print(f\"Mean ± SEM: {baseline_stats['Base_Day_12h'].mean():.2f} ± {baseline_stats['Base_Day_12h'].sem():.2f} hours\")\n",
|
|
"print(f\"Median: {baseline_stats['Base_Day_12h'].median():.2f} hours\")\n",
|
|
"\n",
|
|
"# 3. NIGHT TIME STATS\n",
|
|
"print(f\"\\n[ NIGHT TIME (ZT 12-24, Averaged to 12h blocks) ]\")\n",
|
|
"print(f\"Mean ± SEM: {baseline_stats['Base_Night_12h'].mean():.2f} ± {baseline_stats['Base_Night_12h'].sem():.2f} hours\")\n",
|
|
"print(f\"Median: {baseline_stats['Base_Night_12h'].median():.2f} hours\")"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 29,
|
|
"id": "8c8013b6-ce63-4e0e-9963-67bd0e0c8f87",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"--- Individual Fly Sleep (Stimulus: 72h to 96h) ---\n",
|
|
" Fly_Label Stim_Sleep_24h Stim_Day_12h Stim_Night_12h\n",
|
|
"ETHOSCOPE_130 - Fly 01 6.961111 3.391667 3.569444\n",
|
|
"ETHOSCOPE_130 - Fly 02 3.258333 1.925000 1.333333\n",
|
|
"ETHOSCOPE_130 - Fly 03 7.050000 3.061111 3.988889\n",
|
|
"ETHOSCOPE_130 - Fly 04 7.122222 1.158333 5.963889\n",
|
|
"ETHOSCOPE_130 - Fly 05 10.422222 4.269444 6.152778\n",
|
|
"ETHOSCOPE_130 - Fly 06 7.719444 2.850000 4.869444\n",
|
|
"ETHOSCOPE_130 - Fly 07 8.080556 2.966667 5.113889\n",
|
|
"ETHOSCOPE_130 - Fly 08 3.063889 0.525000 2.538889\n",
|
|
"ETHOSCOPE_130 - Fly 09 4.530556 2.419444 2.111111\n",
|
|
"ETHOSCOPE_130 - Fly 10 6.758333 1.197222 5.561111\n",
|
|
"ETHOSCOPE_130 - Fly 11 6.300000 2.147222 4.152778\n",
|
|
"ETHOSCOPE_130 - Fly 12 11.144444 4.952778 6.191667\n",
|
|
"ETHOSCOPE_130 - Fly 13 13.136111 5.805556 7.330556\n",
|
|
"ETHOSCOPE_130 - Fly 14 13.988889 5.394444 8.594444\n",
|
|
"ETHOSCOPE_130 - Fly 15 11.983333 5.033333 6.950000\n",
|
|
"ETHOSCOPE_130 - Fly 16 9.280556 3.386111 5.894444\n",
|
|
"ETHOSCOPE_130 - Fly 17 15.661111 7.102778 8.558333\n",
|
|
"ETHOSCOPE_130 - Fly 18 10.841667 5.033333 5.808333\n",
|
|
"ETHOSCOPE_130 - Fly 19 9.988889 4.502778 5.486111\n",
|
|
"ETHOSCOPE_130 - Fly 20 10.294444 3.077778 7.216667\n",
|
|
"... (Showing first 20 rows)\n",
|
|
"\n",
|
|
"--- Grand Summary Statistics (Stimulus: 72h to 96h) ---\n",
|
|
"Total Flies Analyzed: n = 20\n",
|
|
"\n",
|
|
"[ OVERALL SLEEP (24h Stimulus Block) ]\n",
|
|
"Mean ± SEM: 8.88 ± 0.76 hours\n",
|
|
"Median: 8.68 hours\n",
|
|
"\n",
|
|
"[ DAY TIME (ZT 0-12 during Stimulus) ]\n",
|
|
"Mean ± SEM: 3.51 ± 0.39 hours\n",
|
|
"Median: 3.23 hours\n",
|
|
"\n",
|
|
"[ NIGHT TIME (ZT 12-24 during Stimulus) ]\n",
|
|
"Mean ± SEM: 5.37 ± 0.44 hours\n",
|
|
"Median: 5.68 hours\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"# Define stimulus time period\n",
|
|
"start_hour = 72\n",
|
|
"end_hour = 96\n",
|
|
"\n",
|
|
"# Filter the dataset to ONLY include data within specific stimulus window\n",
|
|
"stim_df = df.t_filter(start_time=start_hour, end_time=end_hour).copy()\n",
|
|
"\n",
|
|
"# Calculate Overall 24h Stimulus Average\n",
|
|
"sleep_hours = (stim_df.groupby('id')['asleep'].sum() * 10) / 3600\n",
|
|
"days_tracked = (end_hour - start_hour) / 24 \n",
|
|
"stim_overall = (sleep_hours / days_tracked).reset_index(name='Stim_Sleep_24h')\n",
|
|
"\n",
|
|
"# Calculate Day/Night 12h Stimulus Averages\n",
|
|
"stim_df['zt_hour'] = (stim_df['t'] / 3600) % 24\n",
|
|
"stim_df['Phase'] = np.where(stim_df['zt_hour'] < 12, 'Day', 'Night')\n",
|
|
"\n",
|
|
"stim_phase = stim_df.groupby(['id', 'Phase']).agg(\n",
|
|
" total_sleep_epochs=('asleep', 'sum'),\n",
|
|
" total_tracking_epochs=('t', 'count')\n",
|
|
").reset_index()\n",
|
|
"\n",
|
|
"# Tracking_Hours will now be ~12 for Day and ~12 for Night\n",
|
|
"# Dividing sleep by tracking hours and multiplying by 12 averages it to a single 12h block.\n",
|
|
"stim_phase['Sleep_Hours'] = (stim_phase['total_sleep_epochs'] * 10) / 3600\n",
|
|
"stim_phase['Tracking_Hours'] = (stim_phase['total_tracking_epochs'] * 10) / 3600\n",
|
|
"stim_phase['Stim_Sleep_12h'] = (stim_phase['Sleep_Hours'] / stim_phase['Tracking_Hours']) * 12\n",
|
|
"\n",
|
|
"stim_pivot = stim_phase.pivot(index='id', columns='Phase', values='Stim_Sleep_12h').reset_index()\n",
|
|
"# Rename columns \n",
|
|
"stim_pivot.columns = ['id', 'Stim_Day_12h', 'Stim_Night_12h']\n",
|
|
"\n",
|
|
"# Merge and clean up data\n",
|
|
"merged_df = pd.merge(stim_overall, stim_pivot, on='id')\n",
|
|
"\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",
|
|
"clean_table = merged_df.dropna(subset=['Machine']).sort_values(by=['Machine', 'Tube'])\n",
|
|
"stim_stats = clean_table[['Fly_Label', 'Stim_Sleep_24h', 'Stim_Day_12h', 'Stim_Night_12h']]\n",
|
|
"\n",
|
|
"# PRINT RESULTS\n",
|
|
"print(f\"--- Individual Fly Sleep (Stimulus: {start_hour}h to {end_hour}h) ---\")\n",
|
|
"print(stim_stats.head(20).to_string(index=False)) \n",
|
|
"print(\"... (Showing first 20 rows)\\n\")\n",
|
|
"\n",
|
|
"print(f\"--- Grand Summary Statistics (Stimulus: {start_hour}h to {end_hour}h) ---\")\n",
|
|
"print(f\"Total Flies Analyzed: n = {len(stim_stats)}\")\n",
|
|
"\n",
|
|
"# 1. OVERALL 24H STATS\n",
|
|
"print(\"\\n[ OVERALL SLEEP (24h Stimulus Block) ]\")\n",
|
|
"print(f\"Mean ± SEM: {stim_stats['Stim_Sleep_24h'].mean():.2f} ± {stim_stats['Stim_Sleep_24h'].sem():.2f} hours\")\n",
|
|
"print(f\"Median: {stim_stats['Stim_Sleep_24h'].median():.2f} hours\")\n",
|
|
"\n",
|
|
"# 2. DAY TIME STATS\n",
|
|
"print(f\"\\n[ DAY TIME (ZT 0-12 during Stimulus) ]\")\n",
|
|
"print(f\"Mean ± SEM: {stim_stats['Stim_Day_12h'].mean():.2f} ± {stim_stats['Stim_Day_12h'].sem():.2f} hours\")\n",
|
|
"print(f\"Median: {stim_stats['Stim_Day_12h'].median():.2f} hours\")\n",
|
|
"\n",
|
|
"# 3. NIGHT TIME STATS\n",
|
|
"print(f\"\\n[ NIGHT TIME (ZT 12-24 during Stimulus) ]\")\n",
|
|
"print(f\"Mean ± SEM: {stim_stats['Stim_Night_12h'].mean():.2f} ± {stim_stats['Stim_Night_12h'].sem():.2f} hours\")\n",
|
|
"print(f\"Median: {stim_stats['Stim_Night_12h'].median():.2f} hours\")"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 30,
|
|
"id": "4483ebc9-77bb-4624-86a6-01ccc201fb15",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"\n",
|
|
"--- 24h Total Statistical Analysis ---\n",
|
|
"Shapiro-Wilk P-value (Normality of differences): 0.5755\n",
|
|
"Result: Data is normal. Used Paired T-test.\n",
|
|
"P-value: 8.5647e-05\n",
|
|
"Significance: ****\n",
|
|
"\n",
|
|
"--- Daytime Statistical Analysis ---\n",
|
|
"Shapiro-Wilk P-value (Normality of differences): 0.8039\n",
|
|
"Result: Data is normal. Used Paired T-test.\n",
|
|
"P-value: 2.3748e-04\n",
|
|
"Significance: ***\n",
|
|
"\n",
|
|
"--- Nighttime Statistical Analysis ---\n",
|
|
"Shapiro-Wilk P-value (Normality of differences): 0.4164\n",
|
|
"Result: Data is normal. Used Paired T-test.\n",
|
|
"P-value: 1.1008e-05\n",
|
|
"Significance: ****\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"# 1. Merge Baseline and Stimulus data on Fly_Label\n",
|
|
"# This ensures comparing the SAME fly to itself\n",
|
|
"paired_df = pd.merge(baseline_stats, stim_stats, on='Fly_Label')\n",
|
|
"\n",
|
|
"def run_paired_stats(df, base_col, stim_col, label):\n",
|
|
" # Calculate the differences for the paired test\n",
|
|
" diffs = df[stim_col] - df[base_col]\n",
|
|
" \n",
|
|
" # 2. Shapiro-Wilk Test for Normality\n",
|
|
" _, p_shapiro = shapiro(diffs)\n",
|
|
" \n",
|
|
" print(f\"\\n--- {label} Statistical Analysis ---\")\n",
|
|
" print(f\"Shapiro-Wilk P-value (Normality of differences): {p_shapiro:.4f}\")\n",
|
|
" \n",
|
|
" # 3. Determine Test: If P > 0.05, data is normal (use t-test). If P < 0.05, use Wilcoxon.\n",
|
|
" if p_shapiro > 0.05:\n",
|
|
" stat, p_val = ttest_rel(df[base_col], df[stim_col])\n",
|
|
" print(f\"Result: Data is normal. Used Paired T-test.\")\n",
|
|
" else:\n",
|
|
" stat, p_val = wilcoxon(df[base_col], df[stim_col])\n",
|
|
" print(f\"Result: Data is not normal. Used Wilcoxon Signed-Rank test.\")\n",
|
|
" \n",
|
|
" print(f\"P-value: {p_val:.4e}\")\n",
|
|
" if p_val < 0.0001: print(\"Significance: ****\")\n",
|
|
" elif p_val < 0.001: print(\"Significance: ***\")\n",
|
|
" elif p_val < 0.01: print(\"Significance: **\")\n",
|
|
" elif p_val < 0.05: print(\"Significance: *\")\n",
|
|
" else: print(\"Significance: ns\")\n",
|
|
"\n",
|
|
"# Run for all three metrics\n",
|
|
"run_paired_stats(paired_df, 'Base_Sleep_24h', 'Stim_Sleep_24h', '24h Total')\n",
|
|
"run_paired_stats(paired_df, 'Base_Day_12h', 'Stim_Day_12h', 'Daytime')\n",
|
|
"run_paired_stats(paired_df, 'Base_Night_12h', 'Stim_Night_12h', 'Nighttime')"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 55,
|
|
"id": "45dd6526-92ed-4b4b-a924-1a33eda0d28b",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stderr",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"/tmp/ipykernel_42207/12866365.py:27: FutureWarning: \n",
|
|
"\n",
|
|
"Setting a gradient palette using color= is deprecated and will be removed in v0.14.0. Set `palette='dark:black'` for the same effect.\n",
|
|
"\n",
|
|
" sns.stripplot(\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
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"text/plain": [
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"<Figure size 700x600 with 1 Axes>"
|
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]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
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}
|
|
],
|
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"source": [
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"# 1. PREPARE DATA\n",
|
|
"combined = pd.merge(baseline_stats, stim_stats, on='Fly_Label')\n",
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"plot_df = combined.melt(id_vars=['Fly_Label'], var_name='Variable', value_name='Hours')\n",
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"plot_df['Condition'] = plot_df['Variable'].apply(lambda x: '24h' if '24h' in x else ('Day' if 'Day' in x else 'Night'))\n",
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"plot_df['State'] = plot_df['Variable'].apply(lambda x: 'Baseline' if 'Base' in x else 'Stimulus')\n",
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"\n",
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"# 2. GENERATE PLOT\n",
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"plt.figure(figsize=(7, 6))\n",
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"sns.set_theme(style=\"ticks\")\n",
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"\n",
|
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"order = ['24h', 'Day', 'Night']\n",
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"hue_order = ['Baseline', 'Stimulus']\n",
|
|
"palette = {'Baseline': '#cccccc', 'Stimulus': '#51ff4c'}\n",
|
|
"\n",
|
|
"# Boxplot\n",
|
|
"sns.boxplot(\n",
|
|
" data=plot_df, x='Condition', y='Hours', hue='State', \n",
|
|
" order=order, hue_order=hue_order, palette=palette,\n",
|
|
" width=0.6, \n",
|
|
" gap=0.2, \n",
|
|
" boxprops={'edgecolor': 'black', 'alpha': 0.7},\n",
|
|
" medianprops={'color': 'black', 'linewidth': 1.5}, showfliers=False\n",
|
|
")\n",
|
|
"\n",
|
|
"# Stripplot \n",
|
|
"sns.stripplot(\n",
|
|
" data=plot_df, x='Condition', y='Hours', hue='State', \n",
|
|
" order=order, hue_order=hue_order, dodge=True,\n",
|
|
" color='black', alpha=0.5, size=4, jitter=0.05,\n",
|
|
" legend=False\n",
|
|
")\n",
|
|
"\n",
|
|
"# 3. ADD MEDIAN LABELS\n",
|
|
"ax = plt.gca()\n",
|
|
"medians = plot_df.groupby(['Condition', 'State'], sort=False)['Hours'].median()\n",
|
|
"offsets = {'Baseline': -0.4, 'Stimulus': 0.4}\n",
|
|
"\n",
|
|
"for i, cond in enumerate(order):\n",
|
|
" for state in hue_order:\n",
|
|
" val = medians[(cond, state)]\n",
|
|
" ax.text(i + offsets[state], val, f\"{val:.1f}h\", \n",
|
|
" ha='center', va='bottom', fontsize=10)\n",
|
|
"\n",
|
|
"# 4. FORMATTING\n",
|
|
"sns.despine()\n",
|
|
"plt.ylabel('Average time spent asleep (hours)', fontsize=12)\n",
|
|
"plt.xlabel('')\n",
|
|
"plt.ylim(0, 18) \n",
|
|
"plt.legend(title='', frameon=False)\n",
|
|
"plt.tight_layout()\n",
|
|
"\n",
|
|
"plt.savefig(\"CantonS_Green.png\", dpi=600, bbox_inches='tight')\n",
|
|
"\n",
|
|
"plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 53,
|
|
"id": "579fdddd-eb38-428c-8f44-fbccd3020ca6",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stderr",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"/tmp/ipykernel_42207/1824297848.py:45: FutureWarning: \n",
|
|
"\n",
|
|
"Setting a gradient palette using color= is deprecated and will be removed in v0.14.0. Set `palette='dark:black'` for the same effect.\n",
|
|
"\n",
|
|
" sns.stripplot(\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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AmoYbN27g8uXLUCgUaNeuHXr27AmxmH/vEBERkf6xYKXHun//Pk6cOKHevnjxIkxMTNCjRw8DpiIiIqKWggUrPVZMTAwAoLCwEIWFhRCJRDh37hxcXFy0up5UKoWTk5MuIxIREVEzxoKVHsvc3ByFhYX4/fffoVAoAFQUnVeuXIFIJKr39cRiMVasWAEbGxtdRyUiIqJmqMEFa2lpKUQiEczMzHSRh4xQcHAwDhw4AC8vLyiVSgCAp6cnhg8fjqCgIPVxqampWLduHWbMmAE3N7caryeVSlmsEhERUZ3Vu2A9d+4cIiIiEBUVhXv37qGkpAQAYGFhAX9/f3Tt2hVDhgxBz549dR6WDMPe3h4BAQEQBAHZ2dkoLCzEw4cPcfLkSfTs2RMODg4ax7u5ucHb29tAaYmIiKi5qVPBWl5ejm3btmHjxo1ITk6Gra0tOnTogLFjx8LW1haCIEAulyMpKQl79uzBli1b4O7ujpdeegmTJk2Cqampvt8H6ZmHhweysrKQkpICExMTAIBCocCRI0fw7LPPGjidbsTExOD8+fNQKpUICQlBx44dDR2JiIiIUMeCddiwYSgvL8e4ceMwcuRIdOjQodbjb9y4gUOHDuG7777Dhg0bcPz4cZ2EJcPp1asXLl68qN62tLSEq6srMjMzUVxcDEtLSwOma7gHDx7g+PHjEAQBABAXFweVSoXg4GADJyMiIqI6FayzZs3CU089Ved+qh07dkTHjh3x2muvYdeuXQ0KSIaVm5uLjIwMuLi44Nlnn8XWrVshFotha2sLkUgEqVQKc3NzQ8dssBs3bqiL1UoXL15kwUpERGQE6lSwavvI18zMrNk8Lm6JLly4gHPnzkEQBIhEIvTq1Qtdu3ZFQkICAEAkEqFv377NdgEBbWZAICIiIt3T6bRWZWVlUCgUkEqlurwsGUBBQQHOnTuH8vJy5OTkQCQS4fTp03jppZeQk5OD3NxceHl5wdbW1tBRdaJTp07IyMjQuMsaGhpqwERERERUSauCdf/+/bh69SreeecddduqVavw3XffQRAEDBgwAMuXL4eVlZXOglLjys7ORkFBAW7fvq2eezU5ORmpqakICAhA69atDZxQt1q3bo0XX3xRPeiqa9euaN++vaFjEREREbQsWDds2KAx/2ZUVBRWrVqFAQMGwM/PDz/++CO+++47LFq0SGdBqXE5OzsjNTVVXawCFbNFpKSkICAgwIDJ9MfX1xe+vr6GjkFERER/o1XBmpiYiPHjx6u39+3bB0dHR6xatQoSiQSCIODIkSMsWJswCwsL+Pj4IC8vDwqFAhKJBL6+vsjKysKBAweQlJQEBwcH9O3bt9ZFAoiIiIgaSquCtaysTGNk+KlTp9C/f39IJBWX8/f3x9atW3WTkBpFZmYm5HK5Rpu7uztyc3NRVlamniHiypUr6nlYU1NTcffuXYwbNw7m5uZIS0sDACQlJWncmdWGTCaDk5NTg65BREREzYNWBaunpydOnz6NCRMm4Pr160hISMCCBQvU+7OysjjwqgnJzMzEzJkzUVxcrNEuCAIKCwtRXl4OADA1NUVZWVmV0fPHjh2DmZkZxGIxrK2tsXTpUqhUqgZlsrS0xNq1a1m0EhERkXYF66RJk7B06VLExsYiPT0drq6uGDhwoHp/VFQU2rRpo7OQpF9yuRzFxcWYMmUKXF1dq+yvLFIFQcCxY8eqFKM9e/bUaWGZlpaGLVu2QC6Xs2AlIiIi7QrWKVOmwNzcHJGRkejYsSNmzJgBCwsLABUTzWdmZuK5557TaVDSP1dXV3h7e9d6TF5eHu7cuaPednR0RLdu3ThnKREREelNvQvW8vJy3Lt3D/3798fEiROr7Lezs+PqVs1Yt27d4OTkhPT0dNja2sLPz4/FKhEREelVvZcoEovFePrpp3HkyBF95CEjJxKJ4O3tjR49eiAwMBCmpqaGjkRERETNXL0LVhMTE7i7u6OsrEwfeYiIiIiINGi1CPwLL7yA7du3Izc3V8dxiIiIiIg0aTXoSqVSwczMDEOHDsXw4cPh4eGhHnRVSSQSYdq0abrISEREREQtmFYF6xdffKH+eseOHdUew4KViIiIiHRBq4I1IiJC1zmIiIiIiKqlVcHq4eGh6xxERERERNXSatAVEREREVFj0eoO66BBgx47WbxIJMKxY8e0CkVEREREVEmrgrVHjx5VClalUomUlBRERUUhICAAQUFBOglIRERERC2bVgXr559/XuO+27dvY/r06Rg7dqzWoYiIiIiIKum8D2u7du0wadIk/Otf/9L1pYkMRhAEZGVlobS01NBRiIiIWhyt7rA+TqtWrRAbG6uPSxM1upSUFPz666/IycmBqakpBg0ahN69exs6FhERUYuh8zusOTk52LlzJ1xdXXV9aSKD2LVrF3JycgAA5eXlOHz4MNLT0w2cioiIqOXQ6g7riy++WG17fn4+4uLiUF5ejuXLlzcoGJExKCgowMOHD6u0JyQkwMXFxQCJiIiIWh6tClZBEKq0iUQieHp6onfv3nj66afh7+/f4HBEhiaVSmFtbY2CggKNdicnJwMlIiIianm0Kli3bNmi6xxERkksFmPEiBH47bffoFQqAQCdOnWCr6+vgZMRERG1HHoZdEXUnHTs2BHe3t64f/8+HBwc4OnpaehIRERELYrWBWtBQQE2bdqEP/74AykpKQAAd3d3DBgwANOmTYO1tbXOQhIZmo2NDYKDgw0dg4iIqEXSapaA9PR0jBs3DqtWrUJRURFCQkIQEhKC4uJirFq1CuPHj0dGRoausxIRERFRC6TVHdZ//etfePjwIdasWYPw8HCNfZGRkViwYAFWrFiBL774QichiYiIiKjl0uoO68mTJzF16tQqxSoAhIeHY8qUKYiMjGxwONKdwMBAHDt2TKfXLCkpQX5+vk6vSURERPR3Wt1hLS4uRqtWrWrc7+joiOLiYq1DNWcXLlzA+vXrcePGDWRmZmL16tUYMmQIgIpJ6f/zn//gzz//RGJiIqytrdGnTx8sWrSo1jk/V65ciVWrVmm0+fr64tChQ3p5D4Ig4Pz587h37x4EQUCrVq3Qv39/SKVSvbweERERtWxa3WH19/fH/v37UVZWVmVfeXk59u/fz3lYa1BUVITAwEB8+OGHVfaVlJTg1q1bePXVV7Fr1y6sWrUK9+/fx6uvvvrY6wYEBOCvv/5S/7d161Z9xEdJSQlu376N2NhY9Xy8WVlZiIqK0svrEREREWl1h/Xll1/G66+/jgkTJuD555+Hj48PAOD+/fv45ZdfcOfOHXz11Ve6zNlshIeHV9uVAqgYib5x40aNtvfffx8TJkxASkoK3N3da7yuiYnJYyezz8nJwZw5c/DXX3/BxcUFb731FgYPHlyn3EqlEufOnUN8fDwSEhLw8OFDmJmZwczMDM7OzrCwsKjTdYiIiIjqS6uCdeTIkSguLsaKFSvw4YcfQiQSAYD68fBnn32GESNG6DRoS1VQUACRSASZTFbrcQkJCQgLC4O5uTm6dOmCRYsWVSlwV61ahTfeeANvvvkmtmzZgsWLF+PEiRN1ynH37l3cv38fQMUSvFlZWbCysoK1tTUSExM5NykRERHpjdbzsD711FN44okncOPGDY15WDt27AiJhOsR6EJpaSn+9a9/YfTo0bXOaxscHIxly5bB19dX3S928uTJ2Lt3r8Z548ePx5gxYwAACxcuxJYtW3Dt2jV4eHg8Nkt6err6a5VKBVNTU3WXELFYDDs7Oy3fJREREVHtGlRZSiQSdOnSBV26dNFRHKpUXl6O+fPnQxAEfPzxx7Ue+2gXg3bt2qFz584YOHAgDh48iAkTJqj3BQYGqr+WSqWwtrZGdnZ2nQpWGxsb9dempqZwcHCAubk5XFxcYGNj89juCERERETaalDBGhsbi8TEROTl5VW7f9y4cfW6XkJCAtavX4+rV68iJiYGfn5+2Ldvn3p/QUEBNm7ciMjISMTHx8PMzAzBwcF4/fXXNYqx6pw7dw4vvvhilfZRo0YZXX/b8vJyLFiwACkpKfjhhx/qvWqYTCaDj48PHjx4oNFuamqqsS0SiaBSqep0zfbt2yMpKQkFBQVwdnZGWloavL29YWFhAalUCj8/v3plJCIiIqorrQrWBw8e4I033sC1a9fUI8X/TiQS1btgjYmJQWRkJDp37gyVSlXl2ikpKdi2bRuefvppLFiwAKWlpdiwYQMmTZqEnTt31mlmgmXLlmkUV/b29vXKqG+VxWpCQgI2b96sVb7CwkIkJibq9K6nVCrFmDFjkJycjIKCAsTHxyM5ORk2NjYYPHgwB10RERGR3mhVsH7wwQe4e/cu3nnnHXTv3v2xA4LqatCgQeo5SZcsWYIbN25o7Pf09MTRo0dhaWmpbuvVqxcGDRqErVu34v3333/sawQEBKBTp046yauNwsJCjTufSUlJiI6Ohq2tLZycnPDaa6/h1q1bWLNmDZRKJTIzMwEAtra2MDMzAwBMnToVQ4cOxQsvvAAA+OKLLzBw4EC4u7sjIyMDK1euhFgsVvdX1RUTExO4ublh7969KC4uhlQqRX5+Pi5fvoywsDCdvhYRERFRJa0K1qioKMyaNQtTpkzRaRixuPZpYaubmN7KygpeXl7IyMjQaRZ9uXHjhkbXhGXLlgGoGBA1d+5cHD9+HADw5JNPapy3efNm9OzZEwCQmJiInJwc9b60tDQsXLgQubm5cHBwQLdu3bB9+3Y4ODjoPH9ycnKVRSEePHiA0tJSmJub6/z1iIiIiLQqWO3t7TUG4RiSXC5HTEwM+vTpU6fjZ86cidzcXDg5OWH06NGYP3/+Yx9n1zZXaWpqKtzc3Oqct2fPnrhz506N+2vbV6myqK1Ulz641V334sWLAIB79+5BoVCguLgYRUVFNV5DLpcjJycH5eXlGu0ikQhFRUVQKpWPzVEXXCWNiIiIHqVVwfrss89iz549mDx5MkxMTHSdqV6+/PJLiEQiPPfcc7UeZ2NjgxkzZiA0NBTm5uY4e/YsNmzYgLi4OKxZs6aR0hqviIgIREREVLtPLBbDxsYGEokEgiDA1NQUCoVCvb+0tBSffvqpTvMMHz5cp9cjIiKipqtOBeuRI0c0tn19faFSqfDkk0/i6aefhqura7WF67Bhw3STsgY7d+7E9u3b8fnnn8PV1bXWY4OCghAUFKTe7t27N5ydnfHJJ5/g2rVrCA4OrvHcmgo5oPa7r82FVCqFRCKBqampeo5dQRBQUlKC8vJy3hElIiIivapTwfraa69BJBKpR+0/+vUXX3xR7TkikQjR0dE6illVZGQkPvjgA8yePRvjx4/X6hojR47EJ598ghs3btRasLYEgwcPxoIFC+Dl5aVuS09Px40bN3D+/Hl1YVpSUgJBEODi4oLRo0fr5fv24MEDrFq1SufXJSIioqapTgXr5s2b9Z2jXq5cuYL58+dj3LhxmD9/vqHjNAsSiQSWlpbqgW2FhYU4d+4clEolzMzMkJqaisLCQvXAqtzcXMTExKBXr146z/LoLBBEREREdSpYe/Tooe8cdRYbG4tZs2ahV69ej10B6nH2798PAAad5spYJSYmqgdRubq64v79+1AoFDA3N4eZmRksLS2Rm5tr2JBERETUIjRopStdKy4uRmRkJACoJ6g/dOgQgIqiWRAETJ8+Hebm5pg6darGPK3W1tZo06aN+tyhQ4di9uzZmDt3LgBg8eLF8Pb2RlBQkHrQ1aZNmzBkyBAWrNV4dFUsqVQKHx8fxMXFwd7eHmZmZpBIJI/tN0xERESkC3UqWKdPn45XXnkFoaGh9br42bNn8f3332P9+vV1Oj4rK6vKI/7K7cpuCWlpaQCAadOmaRzXo0cPbNmyBUDFgCClUqmxUlZAQAD27t2LDRs2oLy8HB4eHnjllVcwc+bMer2nlsLLyws3b95Efn4+gIq7rFZWVrCwsIAgCJDJZOjYsaOBUxIREVFLUKeCtXXr1vjHP/6B1q1bY9SoUejduzfat28PKysrjeMKCgpw8+ZNnD59GocOHUJKSgqeeeaZOofx9PR87DykdZmntLrrzJo1C7NmzapzlpbO1NQUw4YNQ2xsLAoKCuDu7g6RSITbt29DoVDA19cXgYGBho5JRERELUCdCtaPPvoI06dPx+bNm7F161b897//hUgkgq2trXpZ1ry8PMjlcgiCAFtbW4wdOxYvvvgiWrdurdc3QPpjYWEBf39/xMbGIj09Ha1bt8bQoUMNHYuIiIhamDr3YW3dujXeffddvPXWW7h48SKuXLmCuLg49cAbOzs7+Pn5oUuXLujWrZtGH0hqmkpKSnDo0CEUFRVBEAT89ddfsLe3h4eHB4KCguDh4WHoiERERNQC1HvQlUQiQa9evfQynREZVmX/4Er37t1DSkoKgIr+xVlZWUhOTkZhYaF6OVx7e3u95yAiIqKWzahmCSDDkMlksLS0VA9aq1S5UABQsfyqSqWCSCRCamoqAODixYvqeVuBiiVcra2tUVBQAJVK1aBMlpaW6u4mRERE1LKxYCU4OTlh7dq1kMvlGu1ZWVk4dOgQBEHA3bt3UVJSglatWqm7AgQFBSEkJER9fFpaGjZu3Ij58+c3eMormUwGJyenBl2jIQoLC3H06FHEx8fDyckJgwcP5jReREREBsKClQBUFK1/LxD9/f3h4OCA8+fPQyKRIDs7G61bt4aJiQlMTU0xZMgQjS4BEknFx8nT0xPe3t6Nml/Xtm/fjoSEBAAVq3olJSVhwYIF6pW+iIiIqPGwYKVatWnTRr0gw/3793H37l2Ym5sjODhYL/1XjUFubq66WK1UXFyMmJgYzj1LRERkACxYqc58fX3h6+sLoOKR+d27dyGTyZrdo3JTU1OIxeIq/XB5d5WIiMgwWLBSvd27dw+HDx+GUqkEUHEXdsSIEQZOpTtWVlbo0qULoqKi1G2urq7w9/c3YCoiIqKWq0EF64kTJxAZGYnk5GQAgIeHB8LDwzFw4ECdhCPjIwgC/vzzT3WxCgCxsbF48OCBAVPp3pgxY+Dp6akedBUaGgqxWGzoWERERC2SVgWrXC7HnDlzcPHiRZiYmKgH65w5cwbbtm1D9+7dsXr1ak5L1AyVlpaioKCgSntWVhZatWplgET6IRaLERISojELAhERERmGVreMli5dikuXLmHx4sU4f/48Tpw4gRMnTuD8+fNYtGgRLl26hKVLl+o6KxkBCwuLagtTrnpFRERE+qJVwXrs2DE8//zzmD59usbE8VKpFDNmzMBzzz2HY8eO6SwkGZchQ4ao756bmJigV69ecHFxMXAqIiIiaq606hIgkUjUo8Wr4+fnp56Tk5oulUqFe/fu4eHDh7C2tkbbtm1hbm4OZ2dnvPjii8jJyYGVlRVHzxMREZFeaVVVDh8+HIcOHcKzzz4LExMTjX0KhQIHDx5sVqPGW6pDhw4hOjoasbGxyM/Ph5ubG8aPH48+ffpAJBLBwcHB0BGJiIioBdCqYH3iiSfwySef4Nlnn8XEiRPVqxolJCRg27ZtKC8vx9ixY3Hz5k2N8zp06NDwxNQoMjMzce/ePcTHxyM/Px9AxdKrp0+fhqurK/z8/AyckIiIiFoKrQrWF154Qf319evXIRKJAFRMeVRpypQp6q8FQYBIJEJ0dLS2OamRFRYWAqiYEaJSWVkZsrKycOnSpSp31gEgNTVV439rIpVKqywDS0RERFQTrQrWZcuW6ToHGRl3d3eYm5vDwsIChYWFUCqViI+PR1ZWFuLi4nD48OEaz123bl2t1xaLxVixYgVsbGx0HZuIiIiaIa0K1vHjx+s6BxkZMzMzjB07FkqlEmfPnoW1tTVGjBgBV1dXDBs2rEGD6qRSKYtVIiIiqrMGD+XPyMhAdnY2vLy8NKa4oqbPzc0Nr776KqZOnYr4+HhYWlrC29ubKz4RERFRo9K68jh27BhGjBiB8PBwjB8/HlevXgUAZGdnY9y4cTh69KjOQpJhSaVSBAUFwdfXl8UqERERNTqtqo/jx49j3rx5sLe3x5w5czQGWzk4OMDFxQW7du3SWUgiIiIiarm0KlhXr16N7t274+eff8bkyZOr7O/SpQtnBCAiIiIindCqYI2JicHIkSNr3O/o6IisrCytQxERERERVdKqYLW0tERxcXGN+xMTE2FnZ6dtJiIiIiIiNa0K1p49e2L37t1QKBRV9mVmZmL79u0ICwtrcDgiIiIiIq0K1gULFiAtLQ3PPPMMtm3bBpFIhL/++gtfffUVxo4dC0EQMGfOHF1nJSIiIqIWSKuC1c/PD1u3boWdnR2+/vprCIKA9evXY82aNWjbti22bt0KT09PXWclIiIiohZI64UDAgICsGnTJuTl5SEhIQGCIKB169ZwcHDQZT4ig7t79y5u3LgBS0tL9OjRA61atTJ0JCIiohalwStd2draIjg4WBdZiIzOpUuXsHfvXvX2lStX8Morr8De3t6AqYiIiFoWrZctSklJwQcffIDhw4ejR48euHDhAoCKla4+/fRT3Lp1S2chiQzlzJkzGtulpaWIiooyUBoiIqKWSauCNTY2FuPHj8fBgwfh6emJ/Px89YwBDg4OuHTpEn788UedBiUyhLKysjq1ERERkf5oVbB++eWXsLGxweHDh/Hll19qLM0KAOHh4bh06ZJOAhIZUufOnTW2xWIxu8AQERE1Mq36sF64cAFz5syBg4MDcnJyqux3d3dHenp6g8MRGdrAgQMhkUjUg67CwsLg4eFh6FhEREQtilYFqyAIsLCwqHF/dnY2zMzMtA5FZCzEYjHCw8MRHh5u6ChEREQtllZdAoKCghAZGVntPoVCgf3791d5lEpEREREpA2tCtaZM2fi5MmT+PDDDxETEwMAyMrKwunTp/HSSy8hLi4OM2fO1GlQIiIiImqZtOoSEB4ejmXLluGzzz7D9u3bAQBvvPEGBEGAtbU1vvjiC4SGhuo0KNHfZWZmQi6XN+gaaWlpAICkpCT1TBeVlEolzpw5g9u3b8PMzAzdu3dHUFBQjdeSyWRwcnJqUB4iIiKqSiT8fYh/PRQVFeHUqVNISEiASqWCl5cXwsLCYG1trcuMRm3w4MEAgIiICAMnaVkyMzMx7ZVpkJfkNeg6JmIT2EntkVuUA6VKqbEv92Eu8rI1C2IXT2dYSKvvvy2zsMWm7zaxaCUiItKxBq10JZVKMXToUF1lIaozuVwOeUkeQl7tCjsP/aw6dW7rOTjINZdhdWvvisDwwCrH5ibnIOrby5DL5SxYiYiIdKxOBWtKSopWF3d3d9fqPKK6svOwh5Ovo16ube9hD7GJ5h1cR+9Wens9IiIiql6dCtZBgwZBJBLV++LR0dH1PofIWPj39kPU7svA/3eaMbUwhVdXL8OGIiIiaoHqVLB+9tlnWhWsRE2Za6Arer/QGym3UiAxl8Crc2tY2loaOhYREVGLU6eC9amnntJ3DiKjZO9hB3sPO0PHICIiatG0moe1JmVlZSgqKtLlJYmIiIiohdOqYN2/fz8+++wzjbZVq1YhJCQEoaGhmDNnDgoLC3USkIiIiIhaNq0K1g0bNqC4uFi9HRUVhVWrViEsLAxTp07FyZMn8d133+ksJBERERG1XFrNw5qYmIjx48ert/ft2wdHR0esWrUKEokEgiDgyJEjWLRokc6CEhEREVHLpNUd1rKyMpibm6u3T506hf79+0Miqah//f391UteEhERERE1hFYFq6enJ06fPg0AuH79OhISEtCvXz/1/qysLEilUt0kJDICaXfScHbrOZzZcgaJVxMNHYeIiKhF0apLwKRJk7B06VLExsYiPT0drq6uGDhwoHp/VFQU2rRpo7OQRIaUGZeJqN8uq7dzknMhCIBXl9YGTEVERNRyaFWwTpkyBebm5oiMjETHjh0xY8YMWFhYAAByc3ORmZmJ5557TqdBiQwl6Xpy1bZrSSxYiYiIGolWBSsATJw4ERMnTqzSbmdnh127djUoFJExUSmVUJQpIDH73z8XsQlXfiMiImosOl04gKg5UalUuHbgOhIuPcD9C/FIvpkCpUIJAPDu5mPYcERERC2I1ndYMzMzsWPHDty6dQv5+flQqVQa+0UiEX744YcGByQylAeXE5F0LQkWNhbw7OSBvNQ8CCoB3Sd0g7O/s6HjERERtRhaFay3b9/Giy++iJKSEvj6+uLu3bto06YN5HI50tPT4eXlBVdXV11nJWpUWfFZ6q8tZZawlFnC2tGaxSoREVEj06pLwIoVKyCVSnHo0CFs3LgRgiDgnXfeQWRkJL766ivk5eVh8eLFus5K1KisWllVabNuZW2AJERERC2bVgVrVFQUJk2aBHd3d4jFFZcQBAEAMHLkSIwdOxbLly/XXUoiA/Dt7gOp/f/mEzazNENAGKdrIyIiamxadQlQqVRwdHQEAMhkMpiYmCA3N1e9PzAwEDt37tRJQCJDMbc2R7/pYciIzYRKoYRzgAtMzbXu9k1ERERa0nqlq6SkpIoLiMXw9PTEmTNn1PujoqJgY2NT7+smJCTggw8+wJNPPomgoCCMGTOm2uN+/fVXDB8+HJ06dcITTzyBEydO1On66enpmDdvHrp27YoePXrg3XffRUFBQb1zUsthIjGBWztXeHT0YLFKRERkIFoVrGFhYTh06JB6+7nnnsOvv/6KadOmYerUqdi9e3eNxWZtYmJiEBkZCW9vb/j7+1d7zP79+/H+++9j5MiR+P7779GlSxfMnTsXV65cqfXa5eXlmDFjBuLj47FixQp89NFH+Ouvv7Bo0aJ65yQiIiKixqPVLaNXXnkFo0ePRnl5OUxNTTF16lQUFRXhyJEjEIvFmD17NmbNmlXv6w4aNAhDhgwBACxZsgQ3btyocsw333yD0aNHY8GCBQCAXr164e7du1i9ejW+//77Gq99+PBhxMTE4MCBA/Dz8wNQ0Z1h+vTpuHbtGoKDg+udl5qvwuxCFGQVwN7DHmZSM0PHISIiatG0KlhtbW1ha2ur3haJRJg9ezZmz57doDCVA7hqkpiYiPj4eLzxxhsa7aNGjcLy5ctRVlYGM7Pqi4s///wTgYGB6mIVAPr27Qs7OztERkayYCW16Iho3L8QDwAQS8ToPKYz3NpxmjYiIiJDaVKd8uLi4gAAvr6+Gu3+/v4oLy9HYmJijV0J4uLiNIpVoKLQ9vX1VV+3JoMHD65xX2pqKtzc3OoSn5qAvLQ8dbEKACqFCjeP3IRLgDPEJlwYjoiIyBCa1G/gvLw8ABWP8h9VuV25vzpyubzagWC2tra1nkctizxdXqWtrKgMJfklBkhDREREQBO7w2ooERERNe6r7e4rNT12HvZV2ixsLGAhszBAGiIiIgKaWMFa2W82Pz8fTk5O6na5XK6xvzoymazaKazy8vL4SJ/UbBytERjeFjF/xUKlVMHM0gzBozs9tn81ERE1nszMTPXv/sYkk8k06g9qPE2qYK3sg/r3/qhxcXEwNTVF69ataz337t27Gm2CIOD+/fvo27evfgJTk+Tf2x+tO7dGUW4RbJxtYCIxMXQkIiL6f5mZmZg5cyaKi4sb/bUtLS2xdu3aehetK1euxKpVq9TbZmZm8PT0xFNPPYXp06c3+k2Rc+fO4cUXX8SOHTvQqVMnABWLPr355puYPn16o2apK60K1lWrVmHYsGFo27ZttftjYmJw+PBhzJ07t0Hh/q5169bw8fHBoUOH1NNfAcCBAwfQu3fvGmcIAID+/ftjz549iI+Ph4+PDwDgzJkzyM3NRXh4uE5zUtNnJjXjdFZEREZILpejuLgYU6ZMgatr483gkpaWhi1btkAul2t1l9XCwgI//PADAKCkpATnzp3DihUrIAgCZs6cqeu49bZt2za4u7sbOkaNtC5Yvb29ay1YV69eXe+Ctbi4GJGRkQCA5ORkFBQUqBco6NGjBxwcHDBv3jwsXrwYXl5e6NmzJw4cOIBr167hxx9/VF8nOTkZQ4cOxezZs9UZhg8fjjVr1mDevHlYuHAhiouLsXz5cgwYMIBTWhERETUxrq6u8Pb2NnSMOhOLxejSpYt6u3Ie+SNHjhhFwfpoNmOkly4Bubm5MDU1rfd5WVlZmD9/vkZb5fbmzZvRs2dPjBkzBsXFxfj++++xdu1a+Pr6YtWqVejatav6HEEQoFQqIQiCus3U1BTr1q3Dp59+ioULF0IikWDo0KF45513tHyXRERERNqzsrKCQqFQb//rX/9CZGQkkpKSYG1tjdDQUCxZsgTOzs7qYy5duoR///vfuH37NlQqFTw9PfHSSy9h/Pjx6mP++OMPrF69Gnfu3IFUKsXw4cPx1ltvQSqV1pjl710CpkyZAqlUivHjx+Orr75CRkYGOnXqhE8//RReXl7q88rKyrBq1Srs3bsXmZmZaN26NWbPno2xY8fq8ltV94L1woULOHfunHr76NGjSEhIqHJcfn4+Dhw4UOPd19p4enrizp07jz1uwoQJmDBhQr2v4+LigpUrV9Y7FxEREVFDVRanlV0Cjhw5orEyaFZWFmbNmgVnZ2dkZ2dj48aNmDJlCvbv3w+JRIKCggLMmjUL3bp1w7///W+YmZkhNjZWYwDaoUOH8Prrr+Opp57CvHnzkJmZiRUrVkAul+Orr76qV97o6GhkZ2dj8eLFUCqV+Pzzz/HGG29g27Zt6mPmz5+PqKgozJkzB/7+/oiMjMQbb7wBmUym0y6XdS5Yz507p+4wLBKJcOTIERw5cqTaY9u0aYP3339fNwmJiIiImriioiJ06NBBo23UqFEa3QGWLVum/lqpVKJr167o378/zp49i7CwMNy/fx/5+flYuHAhAgMDAQC9e/dWnyMIApYvX45Ro0Zh6dKl6nYnJyfMnDkTs2fPRkBAQJ0z5+fnY/fu3XBwcFC/h7fffhtpaWlwdXXF2bNncfz4caxfvx5hYWEAKlYRzczMxMqVKw1TsM6YMQOTJ0+GIAjo06cPPv74YwwbNkzjGJFIBEtLS5ibm+ssIBEREVFTZ2FhoR5vU1ZWhps3b+Kbb77Be++9py5UIyMj8e233yImJkZjKs74+HiEhYXBy8sL1tbW+OijjzBlyhT06tVLXUwCwP3795GcnIx33nlHo6tBjx49IBaLcePGjXoVrO3atdO4fps2bQBAXbCeOnUKdnZ26NWrl8br9enTBx999BGUSiVMTHQz006dC1YLCwtYWFRMnh4REQEHBwdYWlrqJAQRERFRcyYWi9VTSAFAt27d1I/Z//GPf6CkpASzZ8/G4MGD8fLLL6NVq1YQiUSYOHEiSktLAVTMN79x40Z88803ePPNN6FUKtG9e3e89957CAwMRE5ODgBgzpw51WZITU2tV+a/ryxaOT6pMk9OTg5yc3Or3DmulJmZqbOZHLQadOXh4aGTFyciItKHnJwc3L17FyYmJmjXrh2sra0NHYmoiso55WNjY3H79m1YW1vjP//5j3pe1uTk5CrnBAcHY926dep+sF988QXmzJmDY8eOwc7ODgDwwQcfVDsD0qODt3TB1tYWDg4OWLt2bbX7H70721BaFayCIGDbtm3YsWMHEhMTq11tQiQS4datWw0OSEREVB+pqan47bffoFQqAQBRUVF45plndPrLk0gXYmJiAAD29vYoKSmBqakpRCKRev/evXtrPNfCwgLh4eF48OABli5ditLSUvj5+cHV1RWJiYmYPHmy3vP36dMH69atg6mpKdq1a6fX19KqYF2+fDk2bdqE9u3b44knnqh1SVQiIqLGdPHiRcjlcpSXl6vbjh49il69etX7WlKplEtxGqm0tLQm9XoqlQpXrlwBAJSXl+PmzZv49ttv0aZNG3Tv3h1lZWX44Ycf8M9//hNDhw7F5cuX8fvvv2tc448//sCOHTswZMgQuLu74+HDh/jxxx8REhKiHj+0ZMkSLF68GEVFRRgwYAAsLS2RkpKCyMhIvP766/D19W3Q+3hU3759MXDgQMyYMQMzZsxAYGAgiouLERsbi4SEBI2BXw2lVcG6e/duDBs2DF9//bXOghAREelCdnY2IiIiNNouXLiAo0eP1vtaYrEYK1asgI2Nja7iUQPJZDJYWlpiy5Ytjf7alpaWVfp11lVJSQkmTZoEAJBIJHB1dcUTTzyBuXPnwtTUFOHh4Vi8eDF+/PFH7Nq1CyEhIVizZg2GDx+uvoaXlxfEYjH+85//ICsrC3Z2dggLC8PChQvVx4wcORIymQzfffed+g6th4cH+vXrB0dHxwa8++p98803WLt2LX7++WckJyfDxsYGAQEBeOqpp3T6OiLh0dn166hr165YsmSJ+hvfkg0ePBgAqvxwJP26d+8epr02FYM+HQQnX93/A6yvzPsPcfy949j0zQ/w9/c3dByiFu3ixYs4duyYxh3Wvn37avzbTE1Nxbp16zBjxgy4ubnVeC3eYTVOmZmZ1XZH1DeZTMbPg4FodYe1d+/euH79OgtWIiIyOiEhISguLkZ0dDTEYjE6d+6M0NDQao91c3NrUst7UgUnJycWji2MVgXrhx9+iBkzZuC7777DpEmTYG9vr+tcREREWhGLxejXrx/69etn6ChEpCNaFawjRoyAIAj4+uuv8fXXX8Pc3Fw9BUMlkUiES5cu6SQkkSGkx6Qj7mwcyksUcA9yg19vvyqfcyIiItI/rQrW4cOHa0y7QNTc5CTl4NKuKOD/e3jfPRkDlUpA2351XyGEiIiIdEOrgvXzzz/XdQ4io5J8M0VdrKrbbiSzYCUiIjIAPt8kqobErOraxyamulkPmYiIiOpH64I1JSUFH3zwAYYPH47Q0FBcuHABQMX8d59++ilXuaImrXWX1pCYaT6A8O2hu8mWiYiIqO606hIQGxuLyZMnQ6VSITg4GA8ePIBCoQBQsW7spUuXUFRUhM8++0ynYYkai5W9FfpM7Y2ESwkoL60YdOXsr9s1mImIiKhutCpYv/zyS9jY2GD79u0AKtaSfVR4eDgOHjzY8HREBmTdyhodhnUwdAwiaoBr167hzp07kEgk6Ny5M/z8/AwdiYi0oFXBeuHCBcyZMwcODg7Iycmpst/d3R3p6ekNDkdE1ZsyZQratWuHd99919BRiIxKVlYWrl27hvLycgiCgLt376r3JScnY9y4cfD09DRgQtIFrnTV8mhVsAqCAAsLixr3Z2dnw8zMTOtQRM2FUqnEypUrsWfPHjx8+BDOzs4YP348Zs+eXePUcEuWLMFvv/1Wpb1NmzbYv3+/viMTNVlZWVnYvn27uovajRs34ObmhlatWgGo+N11+/ZtFqxNXGZmJqa9Mg3ykrxGf22ZhS02fbdJq6J1z5492Lx5M+7fvw9BEODi4oKQkBAsXLhQ/RndtGkTfH19ER4ernHuoEGDMGDAAHzwwQc6eR+Pk5SUhMGDB+Prr7/GiBEjGuU1H0ergjUoKAiRkZGYPHlylX0KhQL79+9H586dGxyOqKn7/vvv8fPPP+OLL75AmzZtcOPGDbz99tuwsbHBiy++WO057777LhYtWqTeViqVePLJJ43mhwaRsbpx44a6WAUqFrBJTU1VFwMAuPhHMyCXyyEvyUPIq11h59F4K23mJucg6tvLkMvl9S5Yv//+e6xYsQLTpk3Da6+9BkEQEBMTg7179yIjI0P9Gd28eTMGDBhQpWBdtWoVZDKZzt5LU6RVwTpz5ky88sor+PDDDzF69GgAFX/Znj59Gt999x3i4uIa7a8AImN2+fJlDB48GAMGDAAAeHp6Yv/+/bh27VqN59jY2MDGxka9fezYMeTl5eGpp57SOE4QBCxfvhw7duyAqakpnn32WcybN08v74OoKSgvL9fYdnFxQUpKinpbLBajY8eOjR2L9MTOwx5Ovo6GjlEnW7Zswfjx47FkyRJ1W3h4OGbMmAGVSvXY84OCgvQZr0nQ6k/N8PBwLFu2DAcPHsTUqVMBAG+88QZeeukl3Lp1C1988QVCQ0N1GpSoKeratSvOnj2L+/fvAwBu376NS5cuoX///nW+xo4dO9CnTx94eHhotP/222+QSqXYvn073njjDaxevRqnTp3SaX6ipiQwMFCjq42joyOeeOIJ+Pv7o127dnjmmWfg7MzZPqjxyeXyGj97lXf9Bw0ahOTkZPz0008IDAxEYGAgdu3apd73ySefqM9ZsmQJxowZg9OnT2Ps2LEIDg7GCy+8gKSkJOTm5mL+/PkICQnBkCFDcODAAY3X+/u1gIobI4GBgUhKSqrxPQQGBmL9+vUabZs2bUJgYKB6u7y8HF988QUGDBiAjh07IiwsDK+88gry8/Pr8F2qnVZ3WAFg3LhxGDZsGE6dOoWEhASoVCp4eXkhLCwM1tbWDQ5G1BzMnDkTBQUFGDlyJExMTKBUKvH666/jiSeeqNP56enp+PPPP/Gvf/2ryr7AwEDMnTsXAODj44Mff/wRZ86cQd++fXX6HoiaitatW2PEiBG4fPkyysvL0a5dO3Tt2pVLiZPBdejQAb/88gs8PT0xYMCAarsUrFq1CjNnzkRISAheeuklAICXl1eN18zMzMTnn3+OV199FRKJBJ9++ikWL14MS0tLdO/eHRMnTlTf0OjcuXOVmx76sGbNGvzyyy9YvHgxAgICkJOTg1OnTqGsrKzB19a6YAUAqVSKoUOHNjgEUXN18OBB7N27FytWrECbNm0QHR2NZcuWqQdfPc7u3bthY2ODIUOGVNn36F+1AODk5ISsrCydZSdqitq0aQN/f39cv34dd+/eRXJyMkJCQhrllzVRTT788EPMnTsX7733HoCK7mEDBw7EtGnT1IMAg4KCYGZmBkdHR3Tp0uWx18zLy8OPP/6IgICKJcMzMjLwz3/+Ey+//DLmzJkDAOjUqROOHj2KY8eOqZ+I69P169cRFhamMcZp+PDhOrl2gwrWEydOIDIyEsnJyQAADw8PhIeHY+DAgToJR9TULV++HDNnzlT39Q4MDERKSgrWrFnz2IJVEATs3LkTTz75ZLWzbkgkmv98RSIRBEHQXXiiJiY9PR1XrlzBrVu3kJ2drX4E++DBA0ycOJHTEZHBtG3bFvv27cOZM2fw119/4cKFC9iyZQt27dqFn376Ce3bt6/3NZ2dndXFKlDxpA3QnBtfJpPBwcEBaWlpDX4PdREUFIT169dj5cqVCA8PR8eOHXU20FGrglUul2POnDm4ePEiTExM1D8Ezpw5g23btqF79+5YvXp1ix/RRlRSUlLlcaSJiUmdCsvz588jISEBzzzzjL7iETUb2dnZ2LVrFxQKBW7evImSkhIoFAq4u7tDpVIhOjqaBSsZlJmZGcLDw9UzAJw8eRKzZs3C6tWrsWrVqnpf7+81lqmpKQBoDNqtfN3S0lItU9fPq6++CrFYjN9++w2rVq2Cg4MDJk+ejDlz5jS4a45WZe/SpUtx6dIlLF68GOfPn8eJEydw4sQJnD9/HosWLcKlS5ewdOnSBgUj41ZQUKCTPinN3cCBA/Hdd9/hjz/+QFJSEo4ePYqNGzdqPOJfsWIF3nzzzSrn7tixA507d0bbtm0bMzJRk3T79m2NKa2AikeklTidFRmbfv36oV27drh3716jvq6ZmVmVGTXy8h4/p2115/198QYzMzPMmzcPx48fx5EjRzBhwgSsXLkSv//+e4Nza3WH9dixY3j++ecxffp0jXapVIoZM2YgNTUVu3fvbnA4Mj5yuRyHDh1Ceno6JBIJunbtil69ehk6ltF677338PXXX+Pjjz9GVlYWnJ2dMWnSJHX/IqCi43xqaqrGefn5+Thy5AhXsiKqo0efWri4uCAhIUHdJpFIOC0QGdTDhw/h6Kg5BVdJSQlSU1PRpk0bdZupqane74a6urpWKZLrMsNMdeedPn26xuO9vb2xcOFCbNu2DXFxcdqFfYRWBatEIoGvr2+N+/38/Kr0r6Pm4cSJE+pldxUKBS5cuAB3d/daRzLqi1KhRFlxGUoLG+dRR23Kiqu/22xtbY1333231sLz888/r9JmY2ODq1ev1njOli1bqrT997//rUNSouapffv2uHr1KpRKJVxdXSGRSGBvb4/AwEB07twZDg4Oho5IOpabXHVpeGN9vbFjx2LgwIEICwuDs7Mz0tPT8eOPPyInJ0djMJSfnx/Onj2LU6dOQSaTwdPTE/b2ul0cYfjw4fjoo4+watUqdO3aFZGRkbhy5Uqdzvvhhx/QqVMn+Pr6Ys+ePep6oNLs2bPRoUMHBAUFwdLSEidOnEBeXp5ObmxpVVUOHz4chw4dwrPPPgsTExONfQqFAgcPHuSqPM1UdXO0JSYmGqRgPXPkLM4cOdvor1uTsFGcTorIUBwcHDB+/HhcvnwZxcXFCA8PR6dOnVrklFalpaUwMzNrtu9dJpNBZmGLqG8vN/5rW9hqNT5n7ty5OHHiBD7//HNkZ2er/5jatGmTRjG3cOFCfPTRR5g3bx4KCwuxbNmyKovGNNSECRPw4MED/Pzzz9i0aRNGjRqFhQsXaqywWJ3Zs2cjKysLq1evhkgkwqRJk/Diiy9q3HQJCQnBwYMHsXHjRiiVSvj6+uJf//qXxkAwbYkELYYVX7x4EZ988gnMzc0xceJEeHt7AwASEhKwbds2lJeX4/3334elpaXGeR06dGhwYGMzePBgAEBERISBkzSOn376CdnZ2RptgwcPbvTHbffu3dN4jGIMwkb1xaZvfoC/v7+hoxA1KVOmTEG7du0atQtMQkIC/vnPf+L9999X/w5r6tLT07F7926kpKTA3t4eI0eOrDL9XXORmZlZpf9kY5DJZBy8ZyBa3WF94YUX1F9fv35d/Vfco7XvlClT1F8LggCRSITo6Ghtc5KR6NevH/bt2welUgkAcHNzM9igoN7DeiH8w3A4erd6/MF69jAhC38t/cvQMYj0SqlUYuXKldizZw8ePnyonk949uzZNd7NO3LkCH7++WdER0ejrKwMAQEBmDt3Lvr166d1juqKldLSUuTl5cHOzg5paWm4f/8+TE1NERgYqF6n/VGV0/wkJSVVGaxVX8ZQxAiCgJ9++gnnzp1DRkYGJBIJbt26hX//+9/NcjEfJycng3/PqXFpVbAuW7ZM1zmoifDy8sLUqVORkJAAKysreHl5Geyxk4nEBGaWZjC3MjfI6z/KzLLqPKlEzc3333+Pn3/+GV988QXatGmDGzdu4O2334aNjQ1efPHFas+5cOEC+vTpg9dffx0ymQy7du3Cq6++iu3bt2v1ZCYzMxMzZ85EcXGxuq20tBRFRUUAoP5j+tHuajKZrEr3NbFYDGtrayxdurROa7nXxtLSEmvXrm1wAZWZmal+H/WVk5ODP/74AxkZGRCLxRAEAXfv3sWJEycwduzYBuUiMgZaFax1WaGHmi8rKyuOuCVqgS5fvozBgwdjwIABACpW69m/fz+uXbtW4zl/f8y/cOFCRERE4Pjx4xo/RwRBwPLly7Fjxw6Ympri2Wefxbx586pcTy6Xo7i4GFOmTIGrqytKSkpw/PhxddGZkJCA8vJy+Pn5qaey8vX11VuXtLS0NGzZsgVyubxBBWt+fj7eeecdrRf/UCgUiIqKUhfs/v7+kEgkePjwodaZiIyJTofyJyYmoqysjH34iIiaoa5du2L79u24f/8+fH19cfv2bVy6dAlLliyp8zVUKhUKCwthZ2en0f7bb7/hH//4B7Zv344rV65gyZIlCAkJQd++1Q9mdHV1hbe3N5KTkzUGwaSnp0MkEsHc3BxWVlYAAEdHR6Pvp2pjY4PPPvus1jusqampWLduHWbMmAE3N7cq+83MzHDt2jWIxWJIJBI4OjrCz89Pn7GJGo1WBevmzZtx+fJlfPXVV+q2t99+Wz33avv27fH9999X22+IiIiappkzZ6KgoAAjR46EiYkJlEolXn/9dTzxxBN1vsb69etRVFSEkSNHarQHBgZi7ty5ACqWmPzxxx9x5syZGgvWSvb29hrLEjs4OCA9PR3m5hVdhUQiUZMp2up6h9bNza3aAnzx4sVYu3YtsrOzIZVK4efnh+7du+s6JpFBaFWw/vrrr+jZs6d6++TJk/jtt98wadIktG3bFl9//TVWrVqFDz/8UGdBiYjIsA4ePIi9e/dixYoVaNOmDaKjo7Fs2TL14KvH2bt3L1avXo3//ve/VW5o/H00u5OTE7Kysh57TalUii5duuDKlSsQBAHOzs7o2LEjlEolTE1N0b59+yoTtjdXbdu2xZIlS3Dr1i1YWFigU6dOVWbrIWqqtCpYU1JSNB77Hzx4EJ6envj4448BVKzooItluIiIyHgsX74cM2fOxOjRowFUFJkpKSlYs2bNYwvW/fv3q1d+q25Oxr8vNvPoXdPHCQoKgo+PD5KTkyESieDu7g6pVFrHd9W8ODo6on///oaOQaRzWhWsf/8hcurUKfV8pADg4eHBjt5ERM1MSUlJlVlBTExMHltY7tu3D++88w7+/e9/qwds6Vp8fLz6LqtIJEL37t3Rtm1bpKSkICUlBVZWVvD394eZGWf0IGqKtCpYfXx8cOzYMTz33HM4efIkMjIyNP6iS0tL02olCCIiMl4DBw7Ed999B3d3d3WXgI0bN+Lpp59WH7NixQqkp6dj+fLlACq6ASxZsgTvvPMOOnfujMzMTACAhYUFbGxsdJKrqKhIXawCFTdVoqKiUFRUhJs3b6qPi42NxciRI7l0OFETpNW/2unTp2PRokUIDQ1FcXEx/P39ERYWpt5/7tw5tGvXTmchiYjI8Cof6X/88cfIysqCs7MzJk2ahDlz5qiPyczMRGpqqnp7+/btUCgU+OSTT/DJJ5+o28ePH6+xpGND5ObmqovV3NxcpKenQyKRIDc3V6MolsvlSEhI4Ew2RE2QVgXr6NGjYWdnh8jISMhkMjz//PPqv1hzc3Nha2uLJ598UqdBiYjIsKytrfHuu+/WuoTq34vQLVu2PPa61R3z3//+t8bjFQoFiouL1VNAWVhYQKlU4sGDB4iNjVUXr/Hx8ejYsSMcHBzU58rlcq0n56/OowsYEJH+aP1cpG/fvtVON2JnZ4dVq1Y1KBQREVFNIiIiEBERodFmbm4OFxcXjRWtRCKRen7w0tJSCIKA3NzcBq9s9XfDhw/X6fWIqCp25CEioiavvLwc5eXlEAQBYrFYvTxp5SAsoGI1KV0Xq0TUOFiwElVDUaZAfmYBrBykMLPkqGIiYzJ48GAsWLAAXl5eGu2bN2/GvXv3kJWVBaVSCZFIhPbt28PFxQU+Pj7o0aOHzrM8ePCATxWJGgELVqK/Sbubjmv7r0FRqoBYIka7ge3g0824l3UkakkkEgksLS2rzLX67LPP4tdff0VUVBQUCgU8PT3h4eEBkUgEDw8PvczNyon5iRoHC1aiRyjLlbh+4DoUpQoAgEqhQnRENFzaOMPSlr+YiIyZSqXC008/jYkTJ+LPP/+EXC4HALRu3brJLM9KRNVjwUr0iIKsApSXlGu0CSoBual5LFiJjFRZWRn++OMP9RyvlpaWsLe3h0KhgJeXF0JCQqoseEBETUuDC9aMjAxkZ2fDy8urxS6FR82H1N4KJqYmUJYr/9coAmQuupngnIh07+bNm+pitaysDDdv3oS9vT3c3d1x+/ZtmJiYoEuXLoYNSUQNItb2xGPHjmHEiBEIDw/H+PHjcfXqVQBAdnY2xo0bh2PHjuksJFFjMTWXIGhoEMQm//9PQwQE9G0DK3srwwYjoho9uhR4bm4ulEqlxvyod+/eNUQsItIhrQrW48ePY968ebC3t8ecOXM01pF2cHCAi4sLdu7cqbOQRI2pdbAnBr46AN2eDsGAWeEICAswdCQiqkWrVq2qtFlYWBggCRHpi1YF6+rVq9G9e3f8/PPPmDx5cpX9Xbp0QXR0dIPDERmKubU5XAJcILVjNxciYxcUFAQHBwdkZGQgPT0deXl5UCgUUCoruvYEBPCPTqKmTquCNSYmBiNHjqxxv6OjI7KysrQORUREVFcWFhYICAiAlZUVvLy84OzsjAcPHuDmzZuwtbVl/1WiZkCrQVeWlpa1rp+cmJgIOzs7bTMRERHVKi0tTWP7ypUrKC8vR1paGuRyOczNzQEACQkJOH/+PFxdXRslBxHph1YFa8+ePbF7925MnTq1yr7MzExs374dAwcObHA4IiKiR8lkMlhaWmLLli0a7YWFhSgrK0NJSYl6XIWJiQmSkpJw6dKlKrPYiMViWFtbo6CgoMHLtVpaWkImkzXoGkRUO60K1gULFmDSpEl45plnMGLECIhEIvz11184e/Ystm3bBkEQMGfOHF1nJWoUZcVliPkrFrkpuZA52aBNWAAsZRzAQWQMnJycsHbtWvWiAJXy8vJw6NAhREdHo6ioCGKxGL6+vrCyskJISAiCgoI0jk9LS8PGjRsxf/78Bt99lclkcHJyatA1iKh2WhWsfn5+2Lp1K5YuXYqvv/4agiBg/fr1AIAePXrgww8/hKenp06DEjWWSzsuISc5FwCQl5qH7KQc9JsRBrFY61ngiEiHnJycqhSIOTk56NOnD2xtbREfHw8nJydYWlrCwcEBw4YNU3cRqCSRVPz68/T0hLc3l14mMnZaLxwQEBCATZs2IS8vDwkJCRAEAa1bt4aDg4Mu8xE1qvyHBepitVJhdiGyH2TD0cfRMKGIqFaJiYnYs2eP+tG+n58funbtCnt7e/j7+6uLUyJquhr8r9jW1hbBwcG6yEJkcGJx9cs3impoJyLDO3/+vEY/VIVCAZVKhcDAQAOmIiJdalDBeuHCBSQmJkIul2ssHgAAIpEI06ZNa8jlqzVlyhScP3++2n3//ve/MXr06Gr3DRo0CMnJyVXar127VuVREbVcVg5WaOXTClnx/5uWzcbJBg6t+eSAyFgVFBRUaSssLDRAEiLSF60K1ujoaCxYsAAPHjyoUqhW0lfB+uGHH1b54fTDDz/gyJEj6N27d63nDh8+HC+99JJGm5mZmc4zUtPW7akQ3D9/HzlJuZC52MCvpx9EIt5hJTJWfn5+uHLlikabr6+vYcIQkV5oVbC+++67yM7Oxscff4zg4GDY2NjoOleN2rRpU6Vt0aJF6Nu372P7zzo6OnICaXosiZmEy7ESNSG9evVCaWkp7ty5A1NTU4SEhFT7u4KImi6tCtbY2Fi89tprmDhxoq7z1FtUVBSSkpKwYMECQ0chIiIDMDU1xZAhQzB48GA+DSFqprQqWL29vY3mh8K+ffsglUoxePDgxx67d+9ebN++HaampujevTsWL15cp075tV07NTUVbm5u9cpMRES69+jvJZVKhStXriAuLg7W1tbo1q0b50olasK0KljnzZuHzz//HGPGjIGLi4uuM9WZQqHAwYMHMWjQoCqrmPzdoEGDEBwcDHd3dyQmJuK7777D888/j927d6N169aNlJiIiPRJEATcvn0bR44cQXp6OpydnWFiYoKEhARMnjwZ1tbWho5IRFrQqmAdNmwYSktLMWLECPTq1Quurq4wMTGpctx7773X4IC1OXXqFLKzszFmzJjHHvtolu7du6Nv374YOXIk1q9fj48++qjWcyMiImrcV5c7u0RE1Dj++OMPXL9+HVFRUVAqlcjKykKHDh1QVlaGO3fuoFu3boaOSERa0KpgPX/+PD766CMUFxfjxIkT1R4jEon0XrDu27cPdnZ2CAsLq/e5zs7O6NatG27evKmHZERE1NiKi4vVP9PLyspQXl6OkpISJCYmQiaTIT09HQkJCQAqunM9+r81kUqlTaYrQXFxMS5fvoz8/Hy0a9eOK3hRs6JVwfrPf/4T1tbW+Oabb9C5c2eDPGIpKSnBsWPH8MQTT8DU1LTRX5+IiIxLeXk5BEFAWVkZkpKSUFJSAgDIzMyEhYUF7t27V2XVq3Xr1tV6TbFYjBUrVjTqbDjaKCkpwdq1a5GTkwMAOHPmDMaMGYPu3bsbOBmRbmhVsD548EA9lZShHD9+HEVFRRg7dqxW56enp+PSpUt48skndZyMiIgMQSaTwdXVFWlpaRg9ejRSU1NRVFSEfv36oXPnzrCzs6v3NaVSqdEXq0DFIjiVxWqlyMhIFqzUbGhVsLZp0wb5+fm6zlIve/fuhbu7e7X9kaZOnYqUlBQcPXoUQEXXgRMnTiA8PBzOzs5ITEzE2rVrYWJign/84x+NHZ2IiPRk1KhROHXqFJKTk9GuXTv07t3boIODG0thYSGKiopQUlICW1tbmJiYoKioyNCxiHRGq4L1rbfewuLFi9GvXz8EBwfrOtNj5eXl4eTJk5g6dWq102upVCoolUr1tqenJzIyMvDZZ58hPz8fNjY26NWrF1577TXOEEBE1IxYWVlh2LBhho7R6JKTk9XLlkskEgQFBSE8PNzAqYh0R6uCdcOGDbCyssKkSZPQpk0buLm5QSwWaxwjEonw7bff6iTk39na2uLGjRs17t+yZYvGdpcuXaq0ERERNQfx8fGIjY1FUFAQ4uPjUVpaisLCQowaNcrQ0Yh0RquC9e7duwAANzc3FBYWIjY2tsoxxrKwAFF9KMoUSL6RjKLcYjj6OsLJ19HQkYiIapWSkgKgYvYbZ2dnA6ch0g+tCtbjx4/rOgeRwamUKpz96Rzk6XIAwP3z99G2XwDa9OWa5NQwgiDgxIkTOH/+PARBQLdu3TBkyJAqT6aItOHp6VmlrVWrVrCwsDBAGiL94E9Lov+XHpOhLlYr3T5xB7Gn7yHpejKU5coaziSq3cWLF/Hnn3+ipKQEpaWlOH36NM6ePWvoWNRMeHl5oU+fPuonm1KpFE888QSfdFKzUqc7rJWPG9zd3TW2H6fyeKKmoLSwVGO7MLsQqdGpEAQBJqYmiDsbh94v9oapuVYPJqgZyczMrNcI7L/++gu5ublV2gICAprMpPRk3IYNG4aePXsiLy8P7u7uVeabJWrq6vSJHjRoEEQiEa5evQozMzP19uNER0c3OCBRY3Fp44zbx29DpVQBAB7GZ8FCZgET04plhwuyCpB0LQm+oT4GTEmGlp+fj3feeQeCINT5nPj4eGRnZ2u02dnZITY2tklMSk9Ng62tLWxtbQ0dg0gv6lSwfvbZZxCJROoVpSq3iZoTS1tLhDzVFXf+uIuinCJYWJtDai9F4rUklJeUw8peCs9gD0PHJAOzsbHBZ599Vusd1tTUVKxbtw4zZsyAm5sbHj58iG3btqGsrAwAYGZmhmeeeQa+vr4sVklrDx8+xJUrVwAAnTt35t16atbqVLA+9dRTtW4TNRfO/s5w9q8YZXv+l/M4u/U8BFXFHVd5uhxZ8VmGjEdGoq6FgZubG7y9veHt7Y2AgABcvXoVgiAgODhYq1WXiCqlpKRg48aNKC8vBwCcPXsW06ZNq3YAFlFzoNWgq7fffhtXr16tcf+1a9fw9ttvax2KyBg4eDlAamcJQASxxASOPo4ozi9BeUm5oaM1O+Xl5RqLfTRHMpkM/fr1Q//+/VmsUoOdPn1aXawCgEKhwOnTpw2YiEi/tOqV/dtvv6FPnz7o3LlztfuTkpKwe/duLFu2rEHhiB4nNznn8QdpqaSgFLZudrBxkUEkEkEkEqFEXoKsB9nqfq2NkaM5KykpQUREBO7fvw9TU1OEhIQgNDTU0LGIjF51XVK4FCs1Z3oZRpiRkcH530ivZDIZZBa2iPr2coOuYyI2gZ3UHrlFOVCqNO/wqVQqpD1IR3nZ/+5i2DrIEBkfWX0mC1vIZLIG5Wlp/vrrL8TFxQEAysrKcPbsWbRq1Qp+fn4GTkZk3Dp06KD+t/NoG1FzVeeC9dixY4iIiFBvb9++vdrHD/n5+Th9+jQ6duyom4RE1XBycsKm7zZBLpc//uBapKWlYePGjXjjtTfg6upaZX9JSQmuX7+O3NxcuLu71/oLQSaTcdBDPcXHx6OwsFDj0eaFCxdgYmJSy1nVk0ql/P5Ti9GtWzcUFxfjwoULEAQB3bt3R/fu3Q0di0hv6lyw3rt3D4cOHQIA9RRXN27c0DhGJBJBKpUiNDQUS5Ys0W1Sor9xcnJqcIFSOVehp6cnvL29qz3G2toa+/btQ1RUFBITEzFmzJgaj6X6MTMz0/hDGKjoA3/06NF6X0ssFnOKKGpRwsLCEBYWZugYRI2izgXrrFmzMGvWLABAu3btsHTpUowdO1ZvwYiMQXl5ObZt26buG5aZmYlt27bh9ddfV0/zRtobMGAA0tPTUVJSAqDiLvXIkSNhbm6uPubvU0TVRCqVslglImqmtOrDevv2bV3nIDJKycnJVQYyFBUVITk5GT4+PoYJ1Yx4eXlh1qxZuHfvHiwsLODv7w8zM7Nqj62cIoqIiFoert1GVAtbW1uIRCKNVY1EIhFXk9EhmUyGrl27GjoGEREZMa3mYSVqKezt7asMZOjevTvs7e0NlIiIiKjl4R1WoscYPXo02rdvj5SUFLi7u3PKJSIiokbGgpWoDvz8/FioEhERGQi7BBARERGRUWvQHdaysjLcvHkTWVlZCAkJgYODg65yEREREREBaMAd1s2bNyMsLAzPP/885s2bhzt37gAAsrOz0bNnT+zYsUNnIYmIiIio5dKqYN25cyc+++wz9OvXD0uXLtWY8sfBwQG9evXCgQMHdBaSiIiIiFourQrWjRs3YvDgwVixYgUGDhxYZX+HDh0QExPT4HBERERERFoVrAkJCejfv3+N++3s7JCbm6ttJiIiIiIiNa0GXclkMuTk5NS4PzY2Fk5OTlqHIjK0mzdv4vz581CpVAgJCeFKTETUIJmZmZDL5Q26RlpaGgAgKSkJCoWiQdeSyWT8PU1NilYFa//+/bF9+3Y8//zzVfbFxMTg119/xdNPP93gcESGcOfOHfz666/q7cTERIhEInTp0sVwoYioycrMzMS0V6ZBXpLXoOuYiE1gJ7XHu5+/A6VK2aBrySxssem7TSxaqcnQqmBdsGABJk6ciDFjxmDgwIEQiUTYvXs3du7ciSNHjsDJyQmzZ8/WdVaiRnHlypUqbZcvX2bBSkRakcvlkJfkIeTVrrDzMPyyzrnJOYj69jLkcjkLVmoytCpYXVxcsGvXLvz73//GwYMHIQgCfv/9d1hZWWH06NFYvHgx52SlJsvExKRObURE9WHnYQ8nX0e9v07S9WSkx6TDwtocPqE+sLK30vtrEumb1gsHtGrVCkuXLsXSpUuRnZ0NlUoFBwcHiMVcPIuattDQUNy6dQsqlQoAIBKJ0LNnTwOnIiKqnUqlwvmfz+P2H3dhYW0OGycbpEanod/0MJhbmxs6HlGDNGilq0q8m0rNibe3N6ZNm4aLFy9CpVKha9eu8Pf3N3QsIqJaXT9wHRd+vQSVQok8AAVZBXAPckfyjWT49fIzdDyiBtGqYF21alWt+0UiEczNzeHq6orQ0FC4uLhoFY7IULy8vODl5WXoGM1Wfn4+iouL4eTkBJFIZOg4RE1eUW4Rkm+mAI8s5FOYXYjSglIolSoDJiPSDa0L1spfMo+ucgWgSruJiQkmTJiADz74gN0FiFo4QRBw4sQJ3Lp1C4IgwNbWFmPGjOFTGqIGKisqAwTAxlmGvNRcdbtKEOAe5Ga4YEQ6olUFGRkZicDAQIwbNw67du3CxYsXcfHiRezcuRPjxo1D+/btcfjwYfz2228YO3Ystm3bhu+++07X2Ymoibl37x5u3ryp/oM2Ly8PkZGRBk5F1PTJXGWQ2lnCydcRDl4OMLMyh8xFhvCX+xl00NWgQYOwadMmg70+NR9a3WH9+OOP4efnh2XLlmm0d+jQAcuWLcPrr7+OFStW4JtvvsHnn3+OrKws/P7775zqiqiFS01NrVMbEdWNSqlCaUEpLGQW6D6hO24evQWJuQQBfWVoP7g9bF1t63ytlStXVuny5+vri0OHDlV7/JQpU3D+/Pkq7eHh4Vi7dm393gjRY2hVsJ49exZvvPFGjftDQ0OxYsUK9XZ4eDi++OILbV6KiJqR6uZ85DyQRNpJu5OGm0duobSwFJa2lgge3Qk9n+3RoGsGBARg48aN6u3apvRbuXIlysvL1du5ubl48sknMWLEiAZlIKqOVl0CzMzMcO3atRr3X716FaampupthUIBqVSqzUsRUTMSEBAAHx8f9ba5uTn69+9vuEBETVRZURmu7L2K0sJSABUDrM5vuwhVAwdYmZiYwMnJSf1fbf3L7ezsNI49deoULCwsqhSsJSUlePvtt9G1a1cMGDAA27Zta1BGapm0usM6ZswY/PTTT7Czs8Nzzz0HT09PABXrG2/duhV79uzB5MmT1cefO3cObdq00U1iImqyTExMMHbsWKSnp6OoqAgeHh4wMzMzdCyiJic7KQcqRUVxmpOUg+zEbKiUKkhMTdB3Wh9I7bS7SZSQkICwsDCYm5ujS5cuWLRoEdzd3et07s6dOzF69OgqN6g2btyI1157Da+88goOHz6Mjz76CKGhofDz41RbVHdaFaxvvPEGHj58iI0bN2LTpk3q0f8qlQqCIGDYsGHqLgOlpaXo0KEDQkJCdJeaiJq0R6e6S0lJwZ9//omHDx/C2dkZXbt2haenJywtLQ2YkMi4WTlUDKQqlhfjYfxDABWz9BTLi3HtwHX0er7+i50EBwdj2bJl8PX1RWZmJlavXo3Jkydj7969sLa2rvXca9eu4e7du1i6dGmVff3791ffxHr55ZexadMmnDt3jgUr1YtWBau5uTn+85//4NatWzh58iSSk5MBAB4eHggLC0OHDh00jp07d65u0hJRs1JWVoZ9+/ahtLQUhYWFuHz5Mg4fPoyQkBB069YNvXr1MnREvSkrK8O1a9eQk5ODNm3awNfX19CRqAkxtzKDmaUpYk/HorSwFGZSM7TyagWJmQTZDypWn6zvVJLh4eHqr9u1a4fOnTtj4MCBOHjwICZMmFDruTt27EDbtm0RHBxcZV9gYKD6a5FIBEdHR2RlZdUrG1GDVroKCgpCUFCQrrIQUQsRFxeHq1evIjU1FSkpKXBxcUFcXBxKSyv64+Xn5+PChQvw9vY2cFL9UCgU2Lhxo3qGhFOnTmHo0KHo27evgZNRU6BUKHH2x3MoKy6HnZsdUvPSYO1oAweviv6mUjtLncx7LpPJ4OPjgwcPHtR6XFFREfbv34/XXnut2v0SiWapIRKJqszhTvQ4nMmfiBpVYmIiDhw4gKSkJOTl5SE+Ph4pKSkoKioCUPHLrHLQZuXTm+bmzp07VabzOnnyJJRKpYESUVOSEZOBgqwCAEAr71aw97RDUU4RVEoVxCZitBvUXievU1hYiMTExMfO5HHo0CGUlZXhiSee0MnrElVH6zuskZGR2LRpE27duoX8/Pxq/1qKjo5uUDgian5u376t/nlhbW0Ne3t7ZGVlwdzcHKWlpXB2dlYPxHJ0dDRkVL0pKCio0lZSUoLy8vJapxEiAoDyUoX6a5FYBI+OHijKKUL7we3h3t4Nlrba9f/+4osvMHDgQLi7uyMjIwMrV66EWCzGmDFjAABvvvkmXFxcsGjRIo3zduzYgSFDhsDe3l77N0X0GFoVrIcPH8aCBQvQpk0bjBo1Cj///DPGjBkDQRBw/PhxeHt7Y8iQIbrOSkTNwN8fVQYEBEChUEAQBMTHx8PZ2RkA0KZNG3h7ez/2cWRT1LZtWxw5ckTjjqqfnx8sLCwMmIqaCpcAZ0RHmEBZXvH5EYlE8OnmDf9eDRvElJaWhoULFyI3NxcODg7o1q0btm/frp7aKjU1tcq/37i4OFy6dAkbNmxo0GsTPY5WBeuaNWsQHByMrVu3Ii8vDz///DOefvpp9O7dG0lJSZg0aZJ6qisiarkyMzMhl8s12mxsbJCbmwuVqmJKntLSUigUClhZWcHOzg4ZGRkYNGgQ2rZti7i4OKSlpQGomDZPoVBUeY36kMlkRrFQgb29PSZOnIhjx46pB12NHj3a0LFIj5QKJcqKy9TzpjZUlyc6I+avWBTlFqGVdyu07R9Q52uXFZdV2/7VV1/Vet6WLVuqtPn5+eHOnTs1nnP8+PEqbb///vtjEhJVpVXBeu/ePSxcuBAmJibqztSVv0g8PT3x3HPP4fvvv8e4ceN0FpSImpbMzEzMnDkTxcXFVfYpFAqUlpZCEASoVKoqfTfPnTunnkZHLBbD2toaS5cuVRe52rK0tMTatWuNomgNDAzUGD1NzduZI2dx5shZQ8dQCxvFAX7UtGhVsFpYWKgHRchkMpiZmSEzM1O939HREUlJSbpJSERNklwuR3FxMaZMmQJXV9caj7t48aL6LmolmUym8xWw0tLSsGXLFsjlcqMoWImIqO60Klh9fX1x79499Xb79u3x+++/44knnoBSqcS+ffvg5uams5BE1HS5urrWOj2VIAg4deqURlvnzp2b7ZRW1DL1HtYL4R+Gw9G7VYOvdePQDSTfTFFve3VpjfaD6z4zwMOELPy19K8G5yBqTFpNazV06FBERESgrKyiH8wrr7yC8+fPIzQ0FL169cLFixcxc+ZMnQYloubJzMwMUqkUhYWFkEgkaN++Ped3pmbHRGICM0szmFuZN+i/suJypMdkQGImUf+XEp0KlUIFcytzSMwkyEvNQ2FWIcyk1b+emSWXQ6amR6s7rNOnT8f06dPV2wMHDsSWLVtw5MgRmJiYIDw8vFmvUEPUEk2ZMgXt2rXDu+++q7NrXr16FTdu3AAA9aCrLl266GTSc6LmqCS/pGqjUNFeXlqOC9suqgdf2XvaI3Rid0jMGrRGEJFRqPenuKysDCdPnoSHhwfatWunbu/evTu6d++u03BEpJ2VK1di1apVGm2+vr44dOhQtcfHxMTgm2++wc2bN5GcnIy3334b06ZN02vG8vLyKnM1Z2Zm4ubNm/Dy8oKtra1eX5+oKbL3sIPEXALFI3OxmluZw9bNFpd2XNKYKSAnKQeJVxLh24PL/lLTV++C1dTUFPPnz8e7776rUbASkXEJCAjAxo0b1du1TUhfXFwMT09PjBgxAsuWLWuMeCgvL9eYHaC0tBTx8fHIycmBg4MDPDw80K9fv2YzkX5ZWRnOnz+P5ORkeHh4oEePHuoFEojqSmImQfenu+HG4ZsoyCqAzNkGHUd0hNhEDHlmfpXjq2sjaorqXbCKRCL4+PggJydHH3mISEdMTEzqPBo+ODgYwcHBAIAVK1bUeJwgCFi+fDl27NgBU1NTPPvss5g3b55W+aRSKRwdHfHw4UMAFZOSl5eXw8bGBkDFsqxxcXEICAjQ6vrG5pdffkFcXByAilUAY2Nj9X4Xm5onBy8H9H+5H5QKJUwk//uDzsHTHqm3NWfccPDk6lPUPGjVUWzWrFn46aef1D98icj4JCQkICwsDIMHD8aiRYuQkpLy+JMe47fffoNUKsX27dvxxhtvYPXq1VVG+NdHWFgYPDw81HdRvb291VPmAVAXs01dWlpalZ+X8fHxSE1NNVAiag4eLVYBoN3AdrBxqviDDyLAPcgNHp08DJCMSPe06ol99epV2NnZYezYsejRowc8PDyqXVLwvffea3BAIqq/4OBgLFu2DL6+vsjMzMTq1asxefJk7N27Vz0hvzYCAwMxd+5cAICPjw9+/PFHnDlzBn37ajcJuZWVFQYMGAAA+OOPP5CcnKyxv3JJyKauphW6ysvLGzkJNWeWtpboNz0M+Zn5kJhJYGlraehIRDqjVcH6448/qr8+c+ZMtceIRCIWrEQGEh4erv66Xbt26Ny5MwYOHIiDBw9iwoQJWl/37yszOTk5ISsrS+vrVYqJiUFeXh5SUlJgY2MDGxsbuLm5oU2bNg2+tjHw8PCAk5NTlQVWWrdubcBU1Fyp77ISNSNaFay3b9/WdQ4i0iOZTAYfHx88ePCgQdepXIq5kkgkgiAIDbrm7du3cenSJQCAm5sbioqK0KNHj2bTdxWo+D698MILOH78OJKTk+Hu7o7BgwdDJBIZOhoRUZPAydmIWoDCwkIkJiYaxZKkqampuHXrFkpKStC6dWskJCSo94lEIlhZWSErK6tZFawAYGtri/Hjxxs6BhFRk9SggvXKlSs4d+4csrKy8Pzzz8PHxwfFxcWIi4uDj48PrKysdJWTiOrhiy++wMCBA+Hu7o6MjAysXLkSYrEYY8aMAQC8+eabcHFxwaJFiwBUTLlUudxyWVkZ0tPTER0dDalUqtMlUnNzc/HHH39ApVKptwsKCqr0q+XCAURE9CitCtaysjIsXLgQEREREAQBIpEIAwcOhI+PD8RiMV566SVMmzYNr776qq7zElEdpKWlYeHChcjNzYWDgwO6deuG7du3qwcxpaamahSFGRkZGDdunHp7w4YN2LBhA3r06IEtW7boLFd8fLy6WK2JWCxuNn1XiRqbSqVCys1U5KXmwtbNFu5B7hCb8A9Aavq0Kli//vpr/PHHH/joo4/Qs2dPjBgxQr3P3NwcI0aMQEREhF4K1l27duHtt9+u0v7yyy9j8eLFNZ4nCAK+//57bN26FdnZ2Wjfvj3efvttdOnSRecZiQztq6++qnX/34tQT09P3Llzp17nAMB///vfWs9RKBQoLi5GUVERgIpR8X8fGW9nZ4euXbsiISEBEokEbdq0gYWFhfocXSkuLtbp9YiM0dU9VzXmYk2/m4FuT4cYMBGRbmhVsO7fvx/PPvssJk2aVO0CAv7+/jUuAakr69atU08wDgAuLi61Hv/999/jm2++weLFixEYGIiffvoJL730En7//XeO1CXSk4iICERERKi3xWIxbG1tNe7uFhYWoqSkmvXR9WD48OGN8jp/l56ejri4OPj7+8PZ2dkgGaj5K8gqqLJwQHpMOvIz8zlzADV5WhWsWVlZVaa3eZSJiYnefwF16NChznM0lpaWYs2aNequCgDQrVs3jBgxAuvXr8dHH32kv6BEpKZSqZCXlwdLS0uYm5tDJBLBwsICKpUKZWVlho6nc0qlEt9//z127NiB0tJSWFhY4JlnnsFLL73Efrqkc2VF1f8bKitufv+2qOXRqmB1c3OrdZWrqKgoeHl5aR1K16KiolBQUICRI0eq28zMzDB06FAcPXrUgMmImrfBgwdjwYIFVX4enDhxAtHR0UhPTwdQsYBAaGgowsPD9VbIPXjwAKtWrdLLtWsSHR2NAwcOoLS0FABQUlKCAwcOIDQ0FJ07d27ULNT82XnYwUJmgRL5/24YmVubw96Dy7NS06dVwTpmzBhs3LgRw4YNg4+PDwCo5xPcvn07Dh48qB59rC9jxoxBTk4O3N3dMXHiRMyYMUO9vOPfVRbXfn5+Gu3+/v744YcfUFJSUu1KXZUGDx5c477U1FS4ublp8Q6Imj+JRAJLS0tIpVJ1W1ZWFrKzs5Gdna0uTouLi5Gamoq8vDx4eOhnKUlLy8Zf9Sc9PR35+fkabXK5HGfOnMGZM2eQn5+Pdu3aYfjw4TAzM2v0fNS8iMVihE4MRfSxaOSmVAy6aj+4HQddUbOgVcH6yiuv4OrVq3jhhRfg5+cHkUiEZcuWIS8vD2lpaQgPD1c/etc1JycnzJs3D507d4ZIJMLx48fxn//8B+np6fjggw+qPUcul8PMzAzm5uYa7TKZDIIgIC8vr9aClYh0R6lUqv+rJAgClEqlzgdaaSMzMxNyubxB10hL+18/QrFYrDHgy8LCAidPnkSrVq0AAImJiUhOTsbQoUOrvZZMJjOK+XOpabBxtEaPZ0MNHYNI57QqWM3MzLBu3Trs2bMHhw8fVvc/CwwMxIIFC/Dkk0/qbQWXfv36oV+/furtsLAwmJub44cffsArr7yilwENjw4a+bva7r4SUVVOTk5wcHCAWCxGaWkpiouLoVAoEB8fj6SkJPj5+dX4tETfMjMzMe2VaZCX5DXoOiZiE9hJ7fHDrk1ITklGVloWVCoBYhMxLG0sEZccp/Ez8vfDv+OnvT9Wey2ZhS02fbeJRSvVKicpBxlxmZDaWsI9yB0mpob5N0SkL1ovHCASifDkk0/iySef1GUerYwcORIbNmxAdHR0tQWrTCZDWVkZSktLNe6yyuVyiEQi2NraNmZcohZNLpejpKQEUqkUKSkpKC4uRqtWrdCqVSukpKTg1q1b6NSpk8GyyUvyEPJqV9jpsN+fPEOO3ORc2HvaIy81D7Gn72nsN7cyQ+8pvaucl5ucg6hvL0Mul7NgfQyVSoWzZ8/i9u3bkEgk6Nq1q8E+R40tISoBN4/cemT7AXpP6QUTCYtWaj60KliXL1+OMWPGICgoSNd59KKy7+r9+/fRrl07dXtcXBzc3d3ZHYCoEV2+fBnl5eWwtbVV/wFpamqKhw8fwtbWFikpKQYvNOw87OHk66iz6z16rbLiMuQk52gMjOkwLEinr9cSnT9/HpcuXVJv//HHH7C2toavr68BU+mfSqVCzMlYjTZ5uhxpt9Pg0VE//cGJDEGrntg//vgjnn76aQwbNgz/+c9/HjvhuL4dOHAAJiYmNRbQISEhsLa2xsGDB9Vt5eXlOHLkCPr3799YMYkIFYOuACA7OxsmJiYQiUQoLy+HIAjIzs7WmF+5OTKzNEPfqX3Qtn9beId4ocezofAO0d3yty1VbGxslbaYmBgDJGlcglJAWUnVaatKC0oNkIZIf7S6w3r69GkcO3YMBw4cwLp167BmzRr4+flh1KhRGDlyZJXR+Lo0ffp09OzZUz0PbEREBLZv344XX3xR/chs6tSpSElJUU9ZZW5ujlmzZmHlypVwcHBA27Zt8fPPPyM3NxfTp0/XW1Yi0hyABFQMsMrNzUVRUREkEglUKhUEQUBJSQlKS0tha2uLhIQEvecwJHMrc7Tp42/oGM3K3wfVAmgRT89MTE3g6O2Ih/EP1W0isQjOAVyggpoXrQpWa2trjBs3DuPGjYNcLsfhw4dx6NAhfPvtt1i1ahXatm2L0aNHY+bMmbrOC19fX+zcuRNpaWlQqVTw8fHBO++8gylTpqiPUalUGiOQgYqlWwVBwIYNG9RLs65fv56rXBHpiUwmg6WlZZUlXZVKJQoKClBWVoaysjL14CuRSITi4mJ8++23GseLxWJYW1ujoKAAKpWqQZksLS0hk8kadA0yTt27d8f+/fshCAKAigI2ODjYwKkaR+cxwbh+6AYy4zJhKbNAYHggrFtZGzoWkU5pPeiqkkwmw4QJEzBhwgTk5OTg999/x8qVK/HVV1/ppWB97733HntMdWuei0QizJo1C7NmzdJ5JiKqysnJCWvXrq12iii5XI4DBw4gJSUFRUVFcHV1xZgxY+Dq6lrl2LS0NGzcuBHz58+vdn99cIqo5svX1xcTJkzA3bt3YWpqiqCgoBbzx4m5tTm6P9PN0DGI9KrBBStQ0R/0zz//xIEDB3DixAkUFRVxMn0igpOTU7UF4oEDByCTyTQKCgcHB/j7V31MLpFU/Jjy9PSEtzf7elLNXFxc4OLiYugYRKQHWhesCoUCp06dwoEDBxAREYGCggI4OTnhqaeewqhRoxASEqLLnETUjKSkpFTb1r59ewOkISIiY6dVwfrOO+8gIiICeXl5sLe3x+jRozF69GiEhobqbcEAImo+HB0dkZiYqNHGR/VERFQTrQrWiIgIDBkyBKNGjUKvXr2qXZUmLy+PE/JTk3f16lVcv34dlpaW6NWrl97WuW9p+vbti19//RUxMTHIz8+Hh4cHuxEREVGNtCpYT506pe5X9qiysjJERERg7969OHnyJK5fv97ggESGcvbsWRw6dEi9HR0djVmzZvFOoA44OTnBzs4O9vb2cHJygo2NDfbu3YshQ4ZAKpXC0bF5T6KffCMZsafvoby4HK7tXNF+UDsupUlEVAutCtZHi1VBEHDmzBns3bsXR48eRUFBARwcHDBmzBidhSQyhAsXLmhsKxQKREVFYfjw4QZK1HxkZ2cjKysL9vYVy58WFxfjypUrSE5Ohp2dHby9vTFq1Khq/zBu6rITs3F1/zWgYvYlPLj8ACIR0GFYB8MGIyIyYlr/Nrhx4wb27t2L/fv34+HDhxCJRBg1ahReeOEFdOnShX1Zqcmrbs7PyjkeqWH+3o0oMTERpaWlUKlUePjwIbKzs+Hl5YUuXboYJqAepd1JVxerlVKj01iwEhHVol4Fa2JiIvbs2YO9e/ciISEBLi4uGDt2LIKDg/H6669j+PDh6Nq1q76yEjWq7t27q1dLAyqKrOZYQBmCra0t/P39ce/ePQBAYWEhTE1NERcXp170Y+fOnWjbtq0hY+qFmaVplTbTatqIiOh/6lywTpo0CdeuXYO9vT2GDx+OTz/9FN27dwcAPHjwQG8BiQylT58+MDc3x/Xr12FhYYE+ffo0eOJ6+p9hw4bhxo0bSElJgSAIuH37tsYiA4Ig4OrVq3B3dzdgSt1r3bk1EqIeoLTw/9d6F4HLtBIRPUadC9arV6/C09MTS5YswYABA5pl3zKiR4lEInTv3l39hxnplkQiQZcuXdClSxfk5ubi/fffV++rHIyVk5PT7ApWc2tzhP2jLxKvJqKsuByugS5waO1g6FhEREatzlXn+++/j3379mHu3LmwtbXF8OHDMWrUKPTs2VOf+YioBbCzs8P48eNx9uxZSCQSWFpaAgBat25t4GT6UVZcBvcO7pDaSQ0dhYioSahzwTp58mRMnjwZiYmJ2Lt3L/bt24ft27fD0dERPXv2hEgk4kArItJanz59kJ+fjwcPHkAkEqF9+/bo0KFDlQUGmrKS/BJc2hmFvLQ8AIBLWxd0eaIzTCSc0oqIqDb1fq7funVrzJ49G7Nnz1bPFHDgwAEIgoCPP/4Yf/75JwYNGqTu/0dEVBcWFhZ48sknUVhYCBMTE1hYWBg6ks7d+fOuulgFgPS76Ui8kgif7j6GC0VE1AQ0qCNqx44d0bFjR7z11ls4e/Ys9uzZgwMHDuDXX3+FpaUlLl++rKucRNRCWFlZGTqC3uQk5VTbxoKViKh2Ohk5JRaL0adPH/Tp0wcff/yxerUrIiL6H5mzDEU5RRptNs4yA6Wh5qi0oBR3T8YgJykHMhcbtO3fln2lqVnQ+VB/c3NzjBo1CqNGjdL1pYmImrTA8LbITclFSX4JAMDWzRbe3bwNnIqak4s7LyEvtaLbSUFWAXKScxE+sz/EJmIDJyNqGM5NRUTUSKwcrBA+qz+yErIgMZXAvrU9B6uSzuRn5quL1UrFecXIepANJ19HA6Ui0g0WrEREjchEYgJnf2dDxyADyE2u2odZl4rzilH4ty4nAJCbktuoOYj0gQUrERGRHslkMsgsbBH1bcMGIpuITWAntUduUQ6UKmW1x2QkZ6K4sAgqlQCxWARzC3MoExVV7uTLLGwhk7H/NDUdLFiJiIj0yMnJCZu+26Sx9LA20tLSsHHjRrzx2hs1LhN969YtbN++HZmZmXB2dsbUqVPh4+NT5TiZTAYnJ6cG5SFqTCxYiYiI9MzJyanBBWLlkuienp7w9q46WK+goABbt26Fv78//P39AVQsqz5w4ECIxRx0RU0bP8FERETNQEJCApRKza4CcrkcmZmZBkpEpDu8w0pEBiUIAhISEiCXy+Hl5QU7OztDRyJqkhwcHKq0mZqawtbW1gBpiHSLBSsRGYxKpcKePXuQmJgIABCJRBgyZAjatWtn4GRETY+bmxu6du2qscrkgAEDmuUyx9TysGAlIoO5f/8+bt++jfLycnXbvn37YG5uru5zl5qaqvG/NZFKpRxEQi3ek08+iS5duiA9PR3e3t5wcXExdCQinWDBSkQGk5qaioiIiCrtt27dqjJIZN26dbVeSywWY8WKFbCxsdFpRqKmxtvbu9pBWURNGQtWIjKYwMBADB48WOMOq5OTE0aOHFnva0mlUharRETNFAtWIjIYJycnjBo1CmfPnkVpaSmcnJwwfPhw2NvbGzoaEREZERasRGRQwcHBCAoKQmlpKaysrAwdh4iIjBALViIyOIlEop4UnYiI6O+4cAARERERGTXe0iAiIgwaNAgvvvgipk2bZugopKXExEQcOHAAaWlp8PT0xJgxYzitFTUbvMNKRNTEbN26FWPHjkVISAhCQkIwadIkREZG1nj89u3b8fzzzyM0NBShoaGYNm0arl271oiJSd/KysqwdetWpKamQhAEJCYmYuvWrVCpVIaORqQTLFiJiJoYV1dXLF68GLt27cLOnTvRq1cvzJkzBzExMdUef+7cOYwePRqbN2/GL7/8Ajc3N7z00ktIT09v5OSkLwkJCSguLtZoy8vLe+yCG0RNBQtWIqImZtCgQQgPD4ePjw98fX3x+uuvQyqV4sqVK9Uev2LFCkyePBnt27eHv78/Pv30U6hUKpw5c0bjuJKSErz99tvo2rUrBgwYgG3btjXCuyFdqG4OYpFIBGtrawOkIdI9FqxERE2YUqnE/v37UVRUhK5du9bpnOLiYigUCtja2mq0b9y4ER07dsTu3bvx/PPP46OPPkJcXJw+YpOOubq6IigoSKOtW7duVf4/JmqqOOiKiKiRJF1PRsrNZGTGZUJiYQoHTwe07R8AW9f6FxV37tzBs88+i9LSUkilUqxevRpt2rSp07n/+te/4OzsjD59+mi09+/fH5MnTwYAvPzyy9i0aRPOnTsHPz+/euejxvfMM88gOjpaPeiqbdu2ho5EpDMsWImIGkHs6Xu4++ddJN9MQVFOIcQSE3h19UJOcg4GvBIOM0uzel3P19cXu3fvRn5+Pg4fPoy33noLP/7442OL1rVr1+LAgQPYvHkzzM3NNfYFBgaqvxaJRHB0dERWVla9cpHhiMVidOjQAR06dDB0FCKdY5cAIqJGEH8xHooyBYpyCgEAKoUS+RlyKEoVSI/JqPf1zMzM4O3tjY4dO2LRokVo164dNm/eXOs569evx9q1a7F+/Xq0a9euyv6/L94gEokgCEK9sxER6RrvsBLVUeUvbpFIZOAk1BSplCqIxGKNIrDyfyWmJg2/vkqFsrKyGvd///33+O6777B+/Xp06tSpwa9HRNSYWLASPYZKpcLhw4cRFRUFkUiE0NBQDBkyhIUr1UvrYE/cvxAPmYsMeWl5EInFsHGygZWDFZwDnOt1rRUrVqB///5wc3NDYWEh9u3bh/Pnz2P9+vUAgDfffBMuLi5YtGgRgIpuAN988w1WrFgBDw8PZGZmAgCkUimsrKx0+0aJiPSABSvRY5w+fRrnzp1Tb586dQq2trbo0aOHAVNRUxM4MBCmlmaQudigILsIVvZSuAS4wKebN0wk9bvDmpWVhbfeegsZGRmwsbFBYGAg1q9fj759+wIAUlNTIRb/r8fXL7/8gvLycrz22msa15k7dy7mzZvX8DdHRKRnLFiJHuPOnTvVtrFgbZ6UCiXKistQWliq82u37uyJ1p09NdoEQajxtcqKq3/E/9lnn9X6Olu2bNHYPn78+GOzVXfM77///tjziIgaAwtWoseQyWR1aqPm4cyRszhz5KyhY6iFjepr6AhERAbHWQKIHiMsLExj+h9LS8sq81cSERGR/vAOK1ENEhMTkZGRAS8vL8yZMwfXr1+HWCxGx44dq10GkZqH3sN6IfzDcDh6t9LL9YtyinDvzD3kPyyAqYUpvLq2hpO/k0af00oPE7Lw19K/9JKDiKgpYcFKVI09e/YgKipKvT18+HD1gBZq3kwkJjCzNIO5lfnjD64nZbkSUbsvoyCrEMk3klFeXIbo47cR2L8tej7XA+bWmq9Z38UEiIiaKxas1KxlZmaiqKioxv2pqaka/wsAGRkZVQag7N27F127doWFhYV+glKLkBGbgdKCUuQkZqP8/wdUFeUUIjclF3Hn4tB+cHsDJyQiMk4sWKnZys/PxzvvvFOnlXrWrVun/jo7Oxvx8fEa+0UiEaZPnw5/f39dx6QWQJ4hR/KNFOSm5KKs6O8zEIgAESDPyDdYPiIiY8eClZotGxsbfPbZZ7XeYa1OQUEBNmzYAKVSqW6zt7eHr6+vriNSC5D9IBvnt12ASqmCSqVC2p00SMxN1futHa0hMZPA3tPegCmJiIwbC1Zq1pycnLQ6b9q0aTh48CCKiopgZ2eHp556qtpBMUSPE3cuDiqlCgAgFovhHuQOkViEgiwpVAoVbN1t4ejjCN8e/IOIiKgmLFiJqtGpUycEBQWhoKAAMpmMy7CS1spLyisWBygohVgihpmlGZz9ndB9QncUZhcCIsDKnsujEhHVhgUrUQ1MTExga2tr6BjUxNl52OHynqvqQVbWjjboNKoTAMDKgYUqEVFd8BknEZEeFWQVQuZsA4m5KUwtTGFho/vpsoiImjveYSUi0qO8lDw4tHaAQ2sHdVtuci5aB3saMBURUdPCO6xERHokc5FV08aV0oiI6oMFKxGRHrUf3E5jBStHH0d48u4qEVG9sEsAEZEe2TjZYMAr4chOzIGZhSls3TiQj4iovliwEhHpmYnEBE6+joaOQUTUZLFLABEREREZtSZ3h/XgwYPYs2cPbt68CblcDm9vb0yZMgVPP/10rZO7Dxo0CMnJyVXar127BnNzTjNDRERNm0KhQHJyMmxtbWFnZ2foOEQ61eQK1k2bNsHDwwNLliyBvb09Tp8+jffffx9paWmYO3durecOHz4cL730kkabmZmZPuMSERHpXWJiIn755RcUFhZCJBIhNDQUo0aNMnQsIp1pcgXrt99+CweH/81n2Lt3b+Tm5mLjxo2YPXt2reu9Ozo6okuXLo2QkoiIqPHs3bsXhYWFAABBEHD+/Hm0a9cOfn5+Bk5GpBtNrg/ro8Vqpfbt26OgoABFRUUGSERERGQ4ZWVlyMjIqNJeXTc4oqaqyd1hrc6lS5fg4uICa2vrWo/bu3fv/7V370FV1/kfx18c5LJHbppIIipKilgqqGhEYurqxhhjTLqZ7ma5q5Rmo61NbFujaJHr1s60qKWumWvOCnnbXSfvweIPV3dQGbOmKDHFBKTlcg7ITTi/PxzP7omLlzw3fD7+ks/38/n6/o7f+fricz7n+1FWVpa8vLw0atQoLVmyRJGRkTc8/8SJE9s9VlJSol69et1yzQDubnWmen3zf1/LdNmsoNBADXx4oLyNLFHCrfP29laPHj30/fff27SHhoY6qSLgznP7wJqfn69PPvlEr7zySof9JkyYoGHDhik0NFTFxcV6//33NXPmTO3evVt9+vRxULUAILW0tOjf2/6t2oprH+FWl1arutSkh56Oc3JlcFdJSUnatm2b6urqJEkjRoxgOQA6FbcOrKWlpVq8eLHGjBmjp59+usO+r732mvXPo0aNUnx8vBITE7Vx40YtW7asw7GHDx9u91hHs68A0JbKi5XWsHpd1aUqmS6bFNCz9VauwI3069dPL730koqLixUYGKh77rnH2SUBd5TbBlaTyaS5c+cqKChIGRkZHX7Zqi09e/bUyJEj9fnnn9upQgBoW3uv4PO4xecY8L+8vLyYVUWn5ZaBtb6+XikpKTKbzcrMzJS/v7+zSwLQiVR9V2nX81ssFhk8DTJ/X2Nt69Y7SPXmetWb6x1WBwC4C7cLrFevXtWiRYtUVFSkrVu3KiQk5LbOU1ZWphMnTmjq1Kl3uEIA7iogIEABvoE6+d6pH3UeT4OngozdVHWlUs0tzW32aW5ulrnSrMaGRnn7+ujq+SZ9evzT1jX5BioggGUCAO5ubhdY09LSlJ2drdTUVNXU1KigoMB6bMiQIfL29tbs2bN16dIlHTx4UJK0Z88eZWdna9y4cerZs6eKi4u1fv16eXp66tlnn3XSlQBwNcHBwfrw/Q9lMpl+1HlKS0u1adMmvfziy7r33nt/1LkCAgIUHBz8o84BAO7O7QJrXl6eJGnlypWtjh0+fFhhYWFqaWlRc/N/ZzXCwsJ0+fJlpaeny2w2y9/fXw8++KBefPFF3hAAwEZwcPCPDohdulx7tIaFhalfv353oiwAuKu5XWD99NPWH5n90JYtW2x+jo6ObtUGAI5WWVmpffv26fz58+rZs6d+9rOfqXfv3s4uCwBcntsFVgBwV9u2bVNZWZkk6cKFC/roo4+0aNEi+fj4OLkydBanT59WXl6eGhsbNXz4cCUkJNzyW3QAV8RdDAAOUF5ebg2r19XV1amoqMhJFaGzOXv2rHbu3KmysjJVVlYqJydHR44ccXZZwB1BYAUAB/jJT37S5vtXjUajE6pBZ/TZZ5/dVBvgjgisAOAAfn5+GjlypE1beHi4+vbt66SK0Nn4+vreVBvgjljDCgAOMmXKFIWHh+vChQvq2bOnhg8f3u6uV8Ctio2N1alTp9TQ0CDp2o5q8fHxTq4KuDMIrADgILW1tTKZTOratav69+8vLy8vZ5eETuSee+5RSkqK8vPz1djYqGHDhjGDj06DwAoADlBVVaUNGzaotrZWknTkyBH94he/UHh4uHMLQ6fSvXt3TZ482dllAHcca1gBwAGOHTtmDavStW2mc3NznVgRALgPAisAOIDZbL6pNgBAawRWAHCAqKioVm2DBw92QiUA4H5YwwoADvDAAw+osrJS//rXv9TU1KTo6GiNGzfO2WUBgFsgsAKAg4wdO1Zjx451dhkA4HZYEgAAAACXRmAFAACASyOwAgAAwKURWAEAAODSCKwAAABwaQRWAAAAuDQCKwAAAFwagRUAAAAujcAKAAAAl0ZgBQAAgEtja1YAANxMfX29vvjiC1ksFkVFRcloNDq7JMCuCKwAALiR6upqffzxx6qpqZEkHTp0SHPmzFFwcLCTKwPsh8AKAIALKC8v15UrV9o9XlJSIkk6cOCALl68aG2vqqrSjh07lJiYKEkyGo2EV3Q6BFYAAJzMbDbr1VdflcViuWHff/zjHzKbzTZtJ06cUH5+viTJYDDonXfekb+/v11qBZyBwAoADtbc3KwvvvhC5eXl6t+/v/r37+/skuBk/v7+Sk9P73CG9boTJ04oNzfXpu3BBx9UXFycpGszrIRVdDYEVgCwo4aGBhUWFsrT01ODBg2Sp6entm7dqqKiIklSbm6uxo0bp/Hjxzu5UjjbzX6M36dPH3l5eamgoEAWi0VDhw5VUlKSunThv3R0XtzdAGAn//nPf5SVlaXa2lpJUvfu3TVhwgRrWL0uLy9PcXFx8vX1dUaZcDMGg0FJSUl69NFHZbFY5O3t7eySALvjPawAYCfHjh2zhlVJqqio0JEjR1r1u3r1qurq6hxZGjoBLy8vwiruGgRWALCTioqKVm0+Pj6tProNCQlRt27dHFUWALgdAisA2EmfPn1atQ0ZMkQzZsxQjx49JEnh4eH6+c9/7ujSAMCtsIYVAOwkLi5OXl5eKiwslMFg0NChQxUbGytPT0+98MILslgs8vDwcHaZAODyCKwAYCc+Pj6aOXOmampqZDAYWm2fSVgFgJtDYAUAO/Pz83N2CQDg1ljDCgAAAJdGYAUAAIBLI7ACAADApRFYAQAA4NIIrAAAAHBpBFYAAAC4NAIrAAAAXBqBFQAAAC6NwAoAAACXRmAFAACASyOwAoCdmc1mNTU1ObsMAHBbXZxdAAB0VpWVldq3b59KSkrk4+OjRx55RHFxcc4uCwDcDjOsAGAnBw4cUElJiSSpoaFB+/fv13fffefkqgDA/TDDCgC3qLy8XFeuXGn3eElJiVpaWlRYWCg/Pz+bY0ePHtXo0aMlSUajUcHBwXatFQA6AwIrANwCs9msV199VRaLpcN+Hh4eOnPmjBobG23ai4uLtX//fkmSwWDQO++8I39/f7vVCwCdAYEVAG6Bv7+/0tPTO5xhva6wsFB79+5VS0uLJKlv375KTk6WwXBtNZbRaCSsAsBNILACwC262Y/x+/Xrp9jYWH3zzTcKCgpSRESEPDw87FwdAHQ+BFYAsKOgoCCNGjXK2WUAgFvjLQEAAABwaQRWAAAAuDQCKwAAAFwagRUAAAAujcAKAAAAl0ZgBQAAgEtzy8B69uxZPfvss4qOjlZ8fLxWrVrVajeZtlgsFq1fv16PPPKIhg0bpieffFIFBQX2LxgAAAC3ze0Ca3V1tWbPnq2mpiZlZGRo8eLFysrK0sqVK284dsOGDfrTn/6kZ555RuvWrVNwcLDmzJmj4uJiB1QOAACA2+F2Gwds27ZNtbW1Wr16tYKCgiRJzc3NSktLU0pKikJCQtoc19DQoHXr1mnOnDl65plnJEkjR47Uo48+qo0bN2rZsmWOuQAAAADcErebYc3NzVVcXJw1rEpSYmKiWlpalJeX1+64kydPqqamRomJidY2b29vTZo0Sbm5ufYsGQAAAD+C282wFhUV6YknnrBpCwgIUHBwsIqKijocJ0kDBgywaY+IiNDmzZtVX18vX1/fNsdOnDixzfbLly+rsbFRnp6e7fYBAABt69Wrlz766CNnlwE34HYzrCaTSQEBAa3aAwMDVV1d3eE4b29v+fj42LQHBATIYrF0OPZGunRxu9zvVkpKSlRSUuLsMtDJcF/BHrivAPsgad2Ew4cPO7uEu9r12Wv+HXAncV/BHrivAPtwuxnWgIAAmc3mVu3V1dUKDAzscFxjY6MaGhps2k0mkzw8PDocCwAAAOdxu8A6YMCAVmtVzWazysvLW61P/eE4STp37pxNe1FRkUJDQ9tdvwoAAADncrvAmpCQoKNHj8pkMlnb9u3bJ4PBoPj4+HbHjRgxQn5+ftq7d6+1rampSQcOHFBCQoJdawYAAMDtc7s1rDNmzNCWLVu0YMECpaSkqKysTKtWrdKMGTNs3sE6e/ZsXbp0SQcPHpQk+fj4KCUlRRkZGerevbsGDRqkv/71r6qqqtKvfvUrZ10OAAAAbsDtAmtgYKA2b96sFStWaMGCBerataumTZumxYsX2/RraWlRc3OzTdvcuXNlsVj0wQcfqKKiQlFRUdq4caP69OnjyEsAAADALfCwWCwWZxcBdIRv3cIeuK9gD9xXgH0QWAEAAODS3O5LVwAAALi7EFgBAADg0gisAAAAcGkEVgAAALg0AisAAABcGoEVDrd37149//zzSkhIUHR0tKZOnart27ervRdWHDp0SJGRkXrsscds2nfu3KnIyEhVVFQ4omy4uIyMDEVGRioyMlKDBw/WyJEjlZSUpOXLl+vs2bPOLg8u7vr9M2vWrFbH3nzzTU2YMEGSdPz4cUVGRuqzzz67pfPf7LhDhw5p69att3Ru4G7gdhsHwP19+OGH6t27t1JTU9WtWzcdPXpUr7/+ukpLS/XCCy/Y9K2vr1d6erp69OjhpGrhTnx9fbV582ZJUm1trQoLC5WZmamsrCy9+eabmjp1qpMrhKvLz8/X8ePHNWbMmDaP33///crMzFRERIRd/v5Dhw7pzJkzbQZn4G5GYIXDvffee+revbv157i4OFVVVWnTpk2aP3++DIb/TvyvW7dOoaGhCgsL05kzZ5xRLtyIwWBQdHS09ef4+HjNnDlT8+bN0+9+9zuNGDGCne3QLqPRqPvuu09r165tN7D6+fnZ3GMAHIMlAXC4/w2r10VFRammpkZXrlyxtl24cEGbNm3Sa6+91uH5SktL9etf/1rR0dGaPHmydu/efadLhhvz8fHR66+/rqamJn388ceSpN27d+upp57S6NGjFRsbq1/+8pc6ffq0dcxXX32lyMhI5eXl2ZyrublZY8eO1apVqxx6DXCc+fPn69ixYzp58mSbx9v6aN9sNmvJkiWKiYlRXFyc/vjHP+qDDz5QZGRkq/Emk0m/+c1vFBMTo/Hjx2vDhg3WY6mpqdq1a5e+/vpr6/KW1NTUO3+RgBsisMIlnDhxQiEhIfLz87O2Xf8Id/DgwR2OXbJkiR5++GGtWbNGUVFRSk1NZc0ibNx3330KCQnRqVOnJEkXL17U448/rnfffVdvv/22evXqpVmzZuncuXOSpMjISA0fPlw7duywOc+RI0d0+fJlPfHEEw6/BjjG+PHjNWTIEK1Zs+amx/z2t79VTk6OXn75Za1cuVJnz57VX/7ylzb7Ll26VOHh4VqzZo3Gjx+vt99+W7m5uZKuheVx48apT58+yszMVGZmpubPn39HrgtwdywJgNPl5+frk08+0SuvvGJt+/TTT3Xq1Cnt27fvhuNnzZplXe8VExOjf/7zn9q/fz8Petjo1auXvv/+e0myWSvd0tKi+Ph4nT59Wrt27dJLL70kSZo+fbpWrFih6upqBQYGSpJ27NihmJgYu61fhGt4/vnntXDhQp0+fVrDhg3rsO8333yjgwcP6ve//70ef/xxSdLYsWOVmJjYZv/Jkydr4cKFkq4th8rJydH+/fuVkJCgvn37qnv37rp06RLLDoAfYIYVTlVaWqrFixdrzJgxevrppyVJDQ0NSk9P18KFC9tcPvBDDz/8sPXPRqNRoaGhKi0ttVvNcE8Wi0UeHh6SpLNnz2rBggV66KGHFBUVpfvvv1/nzp3Tt99+a+0/ZcoUdenSRXv27JEkVVRUKDs7W9OmTXNG+XCgSZMmadCgQTc1y3p9acDEiROtbQaDQePHj2+z//8+rzw8PBQREcHzCrgJBFY4jclk0ty5cxUUFKSMjAzrl602b94sg8GgKVOmyGQyyWQyqampSS0tLTKZTGpsbLQ5j7+/v83PXl5erfoApaWl6tGjh2pqajRnzhxdunRJqamp2rp1q7Zv367BgweroaHB2t9oNOqxxx7T9u3bJUl///vf5eXl1e7MGToPDw8PPffcc8rJydHnn3/eYd/y8nJ5eXm1eg6198s2zyvg9rAkAE5RX1+vlJQUmc1mZWZm2jzEi4qKdP78ecXFxbUaFxsbq2XLlumpp55yZLlwc19//bXKysqUnJysgoIClZaWat26dTbro81ms+69916bcdOnT1dmZqa+/PJL7dy5U4mJierataujy4cTJCYmKiMjQ2vXrlVoaGi7/YKDg9XU1CSz2WzzHOP90MCdRWCFw129elWLFi1SUVGRtm7dqpCQEJvjc+fOVXJysk3b+vXrde7cOb311lsKDw93YLVwdw0NDVqxYoW8vb01ffp0ffnll5KuzWxdd/LkSX333XcaOHCgzdihQ4cqKipKb7zxhr766istXbrUobXDeQwGg5577jmlpqZq9OjR7fZ74IEHJEmHDx+2rmFtaWlRdnb2bf29Xl5eNjP9AK4hsMLh0tLSlJ2drdTUVNXU1KigoMB6bMiQIYqIiGj1pZZdu3aprKys3XcjAtK1oHD9frpy5Yp144Di4mKtXLlSYWFh8vX1ldFoVFpamubNm6eysjJlZGS0+sXpuunTp2v58uXq37+/Ro4c6cCrgbMlJSVpzZo1On78uHr37t1mn4EDB2rSpEl64403VFdXp9DQUGVlZam+vt66ZvpWREREaMeOHdqzZ4/69eunbt26KSws7MdeCuD2CKxwuOvvtly5cmWrY4cPH+bhjNtWX1+vJ598UtK1NahhYWGKi4vT6tWrrb8E9ejRQ++++65WrVql+fPnKzw8XGlpafrzn//c5jknTZqk5cuX8yqru5Cnp6fmzZt3w3dBp6ena/ny5Vq1apW8vb2VnJysgQMH3tYWq9OmTdPp06e1YsUKVVVVKTk5uc1nJXC38bC0t4E7AEDbt2/X0qVLlZOTo+DgYGeXAzcxa9YsGQwGbdmyxdmlAJ0CM6wA0IaLFy/q/PnzWrt2rRITEwmraNf+/ftVUlKiQYMGqa6uTnv27FF+fv4tbT4AoGMEVgBow+rVq7Vnzx7FxMSwPSY6ZDQa9be//U3ffvutmpqaNGDAAP3hD3/QT3/6U2eXBnQaLAkAAACAS2PjAAAAALg0AisAAABcGoEVAAAALo3ACgAAAJdGYAUAAIBLI7ACAADApRFYAQAA4NIIrAAAAHBp/w/R6sU0+xmUdQAAAABJRU5ErkJggg==",
|
|
"text/plain": [
|
|
"<Figure size 700x600 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"# 1. PREPARE DATA & CALCULATE STATS\n",
|
|
"combined = pd.merge(baseline_stats, stim_stats, on='Fly_Label')\n",
|
|
"\n",
|
|
"# Calculate the paired statistics for the brackets\n",
|
|
"p_values = {}\n",
|
|
"metrics = {\n",
|
|
" '24h': ('Base_Sleep_24h', 'Stim_Sleep_24h'),\n",
|
|
" 'Day': ('Base_Day_12h', 'Stim_Day_12h'),\n",
|
|
" 'Night': ('Base_Night_12h', 'Stim_Night_12h')\n",
|
|
"}\n",
|
|
"\n",
|
|
"for phase, (base_col, stim_col) in metrics.items():\n",
|
|
" diffs = combined[stim_col] - combined[base_col]\n",
|
|
" _, p_shapiro = shapiro(diffs)\n",
|
|
" \n",
|
|
" # Use Paired T-Test if normal, Wilcoxon if not\n",
|
|
" if p_shapiro > 0.05:\n",
|
|
" _, p_val = ttest_rel(combined[base_col], combined[stim_col])\n",
|
|
" else:\n",
|
|
" _, p_val = wilcoxon(combined[base_col], combined[stim_col])\n",
|
|
" p_values[phase] = p_val\n",
|
|
"\n",
|
|
"# Melt the data for plotting\n",
|
|
"plot_df = combined.melt(id_vars=['Fly_Label'], var_name='Variable', value_name='Hours')\n",
|
|
"plot_df['Condition'] = plot_df['Variable'].apply(lambda x: '24h' if '24h' in x else ('Day' if 'Day' in x else 'Night'))\n",
|
|
"plot_df['State'] = plot_df['Variable'].apply(lambda x: 'Baseline' if 'Base' in x else 'Stimulus')\n",
|
|
"\n",
|
|
"# 2. GENERATE PLOT\n",
|
|
"plt.figure(figsize=(7, 6))\n",
|
|
"sns.set_theme(style=\"ticks\")\n",
|
|
"\n",
|
|
"order = ['24h', 'Day', 'Night']\n",
|
|
"hue_order = ['Baseline', 'Stimulus']\n",
|
|
"palette = {'Baseline': '#cccccc', 'Stimulus': '#51ff4c'}\n",
|
|
"\n",
|
|
"# Boxplot\n",
|
|
"sns.boxplot(\n",
|
|
" data=plot_df, x='Condition', y='Hours', hue='State', \n",
|
|
" order=order, hue_order=hue_order, palette=palette,\n",
|
|
" width=0.6, gap=0.2, boxprops={'edgecolor': 'black', 'alpha': 0.7},\n",
|
|
" medianprops={'color': 'black', 'linewidth': 1.5}, showfliers=False\n",
|
|
")\n",
|
|
"\n",
|
|
"# Stripplot\n",
|
|
"sns.stripplot(\n",
|
|
" data=plot_df, x='Condition', y='Hours', hue='State', \n",
|
|
" order=order, hue_order=hue_order, dodge=True,\n",
|
|
" color='black', alpha=0.5, size=4, jitter=0.05,\n",
|
|
" legend=False\n",
|
|
")\n",
|
|
"\n",
|
|
"# 3. ADD MEDIAN LABELS\n",
|
|
"ax = plt.gca()\n",
|
|
"medians = plot_df.groupby(['Condition', 'State'], sort=False)['Hours'].median()\n",
|
|
"\n",
|
|
"offsets = {'Baseline': -0.4, 'Stimulus': 0.4}\n",
|
|
"\n",
|
|
"for i, cond in enumerate(order):\n",
|
|
" for state in hue_order:\n",
|
|
" val = medians[(cond, state)]\n",
|
|
" ax.text(i + offsets[state], val, f\"{val:.1f}h\", \n",
|
|
" ha='center', va='bottom', fontsize=10)\n",
|
|
"\n",
|
|
"# 4. ADD SIGNIFICANCE BRACKETS\n",
|
|
"y_max = plot_df['Hours'].max()\n",
|
|
"y_line = y_max + 1.0 # Float the bracket 1 hour above the highest data point\n",
|
|
"h = 0.4 # Height of the bracket's downward ticks\n",
|
|
"\n",
|
|
"for i, cond in enumerate(order):\n",
|
|
" p = p_values[cond]\n",
|
|
" \n",
|
|
" # Determine the correct asterisk\n",
|
|
" if p < 0.0001: star = '****'\n",
|
|
" elif p < 0.001: star = '***'\n",
|
|
" elif p < 0.01: star = '**'\n",
|
|
" elif p < 0.05: star = '*'\n",
|
|
" else: star = 'ns'\n",
|
|
" \n",
|
|
" # Bracket coordinates (Centers of the Baseline and Stimulus boxes)\n",
|
|
" x1, x2 = i - 0.2, i + 0.2\n",
|
|
" \n",
|
|
" # Draw the bracket line\n",
|
|
" plt.plot([x1, x1, x2, x2], [y_line, y_line+h, y_line+h, y_line], lw=1.5, c='k')\n",
|
|
" \n",
|
|
" # Place the text above the bracket\n",
|
|
" plt.text((x1+x2)*.5, y_line+h, star, ha='center', va='bottom', fontsize=12)\n",
|
|
"\n",
|
|
"# 5. FORMATTING\n",
|
|
"sns.despine()\n",
|
|
"plt.ylabel('Average time spent asleep (hours)', fontsize=12)\n",
|
|
"plt.xlabel('')\n",
|
|
"\n",
|
|
"plt.xlim(-0.6, 2.5) \n",
|
|
"\n",
|
|
"plt.legend(title='', frameon=False)\n",
|
|
"plt.tight_layout()\n",
|
|
"plt.ylim(0, max(18, y_line + h + 1.5))\n",
|
|
"\n",
|
|
"plt.legend(title='', frameon=False, loc='center left', bbox_to_anchor=(1, 0.5))\n",
|
|
"plt.tight_layout()\n",
|
|
"\n",
|
|
"plt.savefig(\"CantonS_Green.png\", dpi=600, bbox_inches='tight')\n",
|
|
"plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 36,
|
|
"id": "3cc80754-211a-4020-904a-85f00a2ccfc7",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"--- Delta Sleep (Stimulus - Baseline) per Fly ---\n",
|
|
" Fly_Label Delta_24h Delta_Day Delta_Night\n",
|
|
"ETHOSCOPE_130 - Fly 01 -4.698148 -1.022981 -4.294444\n",
|
|
"ETHOSCOPE_130 - Fly 02 -8.853704 -1.936450 -7.458333\n",
|
|
"ETHOSCOPE_130 - Fly 03 -5.669444 -2.432787 -4.006481\n",
|
|
"ETHOSCOPE_130 - Fly 04 -6.782407 -4.508932 -3.067593\n",
|
|
"ETHOSCOPE_130 - Fly 05 -3.684259 -1.586263 -2.918519\n",
|
|
"ETHOSCOPE_130 - Fly 06 -4.603704 -2.163640 -3.142593\n",
|
|
"ETHOSCOPE_130 - Fly 07 -5.757407 -2.861012 -3.713889\n",
|
|
"ETHOSCOPE_130 - Fly 08 -9.345370 -4.335732 -5.690741\n",
|
|
"ETHOSCOPE_130 - Fly 09 -9.221296 -3.651625 -6.420370\n",
|
|
"ETHOSCOPE_130 - Fly 10 -6.031481 -3.995023 -2.764815\n",
|
|
"ETHOSCOPE_130 - Fly 11 -2.400926 -2.332318 -0.696296\n",
|
|
"ETHOSCOPE_130 - Fly 12 -0.500926 0.064048 -1.250000\n",
|
|
"ETHOSCOPE_130 - Fly 13 -1.065741 -1.056971 -0.970370\n",
|
|
"ETHOSCOPE_130 - Fly 14 1.658333 -0.019769 0.919444\n",
|
|
"ETHOSCOPE_130 - Fly 15 0.122222 0.348358 -0.883333\n",
|
|
"ETHOSCOPE_130 - Fly 16 -3.432407 -1.457392 -2.653704\n",
|
|
"ETHOSCOPE_130 - Fly 17 1.625926 1.842548 -0.953704\n",
|
|
"ETHOSCOPE_130 - Fly 18 -1.691667 0.025883 -2.420370\n",
|
|
"ETHOSCOPE_130 - Fly 19 -2.383333 -1.277552 -1.915741\n",
|
|
"ETHOSCOPE_130 - Fly 20 -1.791667 -1.456680 -0.970370\n",
|
|
"\n",
|
|
"==================================================\n",
|
|
"\n",
|
|
"--- Average Change (Delta) across all flies ---\n",
|
|
"Delta_24h: -3.73 ± 0.75 hours\n",
|
|
"Delta_Day: -1.69 ± 0.37 hours\n",
|
|
"Delta_Night: -2.76 ± 0.47 hours\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"# 1. Ensure have the merged paired data\n",
|
|
"combined = pd.merge(baseline_stats, stim_stats, on='Fly_Label')\n",
|
|
"\n",
|
|
"# 2. Calculate the Delta (Stimulus - Baseline) for each fly\n",
|
|
"combined['Delta_24h'] = combined['Stim_Sleep_24h'] - combined['Base_Sleep_24h']\n",
|
|
"combined['Delta_Day'] = combined['Stim_Day_12h'] - combined['Base_Day_12h']\n",
|
|
"combined['Delta_Night'] = combined['Stim_Night_12h'] - combined['Base_Night_12h']\n",
|
|
"\n",
|
|
"# 3. Print the Delta for each individual fly\n",
|
|
"print(\"--- Delta Sleep (Stimulus - Baseline) per Fly ---\")\n",
|
|
"delta_table = combined[['Fly_Label', 'Delta_24h', 'Delta_Day', 'Delta_Night']]\n",
|
|
"print(delta_table.to_string(index=False))\n",
|
|
"print(\"\\n\" + \"=\"*50 + \"\\n\")\n",
|
|
"\n",
|
|
"# 4. Calculate and print the group averages\n",
|
|
"print(\"--- Average Change (Delta) across all flies ---\")\n",
|
|
"avg_delta = delta_table[['Delta_24h', 'Delta_Day', 'Delta_Night']].mean()\n",
|
|
"sem_delta = delta_table[['Delta_24h', 'Delta_Day', 'Delta_Night']].sem()\n",
|
|
"\n",
|
|
"for metric in ['Delta_24h', 'Delta_Day', 'Delta_Night']:\n",
|
|
" print(f\"{metric}: {avg_delta[metric]:.2f} ± {sem_delta[metric]:.2f} hours\")"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 37,
|
|
"id": "4515719c-4438-462c-a989-f2cff18003d4",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"#export to csv\n",
|
|
"delta_table['Condition'] = 'Green'\n",
|
|
"delta_table.to_csv('delta_green.csv', index=False)"
|
|
]
|
|
}
|
|
],
|
|
"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
|
|
}
|