Optogenetics-Sleep-Deprivation/9.60D05-GAL4_Red_Stimulus.ipynb

797 lines
387 KiB
Text

{
"cells": [
{
"cell_type": "code",
"execution_count": 4,
"id": "d523fe6f-ca8e-4a3b-94b1-832704ace7f7",
"metadata": {},
"outputs": [],
"source": [
"import ethoscopy as etho\n",
"import pandas as pd\n",
"from scipy.stats import mannwhitneyu\n",
"import matplotlib.pyplot as plt\n",
"import numpy as np\n",
"import seaborn as sns\n",
"from scipy.stats import wilcoxon, shapiro, ttest_rel\n",
"df = pd.read_pickle('/home/rdingjin/Gal4_2026-05-17/phase5.pkl')"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "7f242b06-500e-40a9-a557-f1155e891c3e",
"metadata": {},
"outputs": [],
"source": [
"df = df.baseline(column = 'baseline')"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "3de9d377-3ad7-4f41-b62a-f8338179f383",
"metadata": {
"scrolled": true
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
" ==== METADATA ====\n",
"\n",
" date machine_name region_id \\\n",
"id \n",
"2026-05-17_11-29-42_13005e|01 2026-05-17 ETHOSCOPE_130 1 \n",
"2026-05-17_11-29-42_13005e|02 2026-05-17 ETHOSCOPE_130 2 \n",
"2026-05-17_11-29-42_13005e|03 2026-05-17 ETHOSCOPE_130 3 \n",
"2026-05-17_11-29-42_13005e|04 2026-05-17 ETHOSCOPE_130 4 \n",
"2026-05-17_11-29-42_13005e|05 2026-05-17 ETHOSCOPE_130 5 \n",
"2026-05-17_11-29-42_13005e|06 2026-05-17 ETHOSCOPE_130 6 \n",
"2026-05-17_11-29-42_13005e|07 2026-05-17 ETHOSCOPE_130 7 \n",
"2026-05-17_11-29-42_13005e|08 2026-05-17 ETHOSCOPE_130 8 \n",
"2026-05-17_11-29-42_13005e|09 2026-05-17 ETHOSCOPE_130 9 \n",
"2026-05-17_11-29-42_13005e|10 2026-05-17 ETHOSCOPE_130 10 \n",
"2026-05-17_11-29-42_13005e|11 2026-05-17 ETHOSCOPE_130 11 \n",
"2026-05-17_11-29-42_13005e|12 2026-05-17 ETHOSCOPE_130 12 \n",
"2026-05-17_11-29-42_13005e|13 2026-05-17 ETHOSCOPE_130 13 \n",
"2026-05-17_11-29-42_13005e|14 2026-05-17 ETHOSCOPE_130 14 \n",
"2026-05-17_11-29-42_13005e|15 2026-05-17 ETHOSCOPE_130 15 \n",
"2026-05-17_11-29-42_13005e|16 2026-05-17 ETHOSCOPE_130 16 \n",
"2026-05-17_11-29-42_13005e|17 2026-05-17 ETHOSCOPE_130 17 \n",
"2026-05-17_11-29-42_13005e|18 2026-05-17 ETHOSCOPE_130 18 \n",
"2026-05-17_11-29-42_13005e|19 2026-05-17 ETHOSCOPE_130 19 \n",
"2026-05-17_11-29-42_13005e|20 2026-05-17 ETHOSCOPE_130 20 \n",
"2026-05-17_11-26-13_30232c|01 2026-05-17 ETHOSCOPE_302 1 \n",
"2026-05-17_11-26-13_30232c|02 2026-05-17 ETHOSCOPE_302 2 \n",
"2026-05-17_11-26-13_30232c|03 2026-05-17 ETHOSCOPE_302 3 \n",
"2026-05-17_11-26-13_30232c|04 2026-05-17 ETHOSCOPE_302 4 \n",
"2026-05-17_11-26-13_30232c|05 2026-05-17 ETHOSCOPE_302 5 \n",
"2026-05-17_11-26-13_30232c|06 2026-05-17 ETHOSCOPE_302 6 \n",
"2026-05-17_11-26-13_30232c|07 2026-05-17 ETHOSCOPE_302 7 \n",
"2026-05-17_11-26-13_30232c|08 2026-05-17 ETHOSCOPE_302 8 \n",
"2026-05-17_11-26-13_30232c|09 2026-05-17 ETHOSCOPE_302 9 \n",
"2026-05-17_11-26-13_30232c|10 2026-05-17 ETHOSCOPE_302 10 \n",
"2026-05-17_11-26-13_30232c|11 2026-05-17 ETHOSCOPE_302 11 \n",
"2026-05-17_11-26-13_30232c|12 2026-05-17 ETHOSCOPE_302 12 \n",
"2026-05-17_11-26-13_30232c|13 2026-05-17 ETHOSCOPE_302 13 \n",
"2026-05-17_11-26-13_30232c|14 2026-05-17 ETHOSCOPE_302 14 \n",
"2026-05-17_11-26-13_30232c|15 2026-05-17 ETHOSCOPE_302 15 \n",
"2026-05-17_11-26-13_30232c|16 2026-05-17 ETHOSCOPE_302 16 \n",
"2026-05-17_11-26-13_30232c|17 2026-05-17 ETHOSCOPE_302 17 \n",
"2026-05-17_11-26-13_30232c|18 2026-05-17 ETHOSCOPE_302 18 \n",
"2026-05-17_11-26-13_30232c|19 2026-05-17 ETHOSCOPE_302 19 \n",
"2026-05-17_11-26-13_30232c|20 2026-05-17 ETHOSCOPE_302 20 \n",
"\n",
" sleep_deprived species food \\\n",
"id \n",
"2026-05-17_11-29-42_13005e|01 True 60D05_Gal4 normal_food \n",
"2026-05-17_11-29-42_13005e|02 True 60D05_Gal4 normal_food \n",
"2026-05-17_11-29-42_13005e|03 True 60D05_Gal4 normal_food \n",
"2026-05-17_11-29-42_13005e|04 True 60D05_Gal4 normal_food \n",
"2026-05-17_11-29-42_13005e|05 True 60D05_Gal4 normal_food \n",
"2026-05-17_11-29-42_13005e|06 True 60D05_Gal4 normal_food \n",
"2026-05-17_11-29-42_13005e|07 True 60D05_Gal4 normal_food \n",
"2026-05-17_11-29-42_13005e|08 True 60D05_Gal4 normal_food \n",
"2026-05-17_11-29-42_13005e|09 True 60D05_Gal4 normal_food \n",
"2026-05-17_11-29-42_13005e|10 True 60D05_Gal4 normal_food \n",
"2026-05-17_11-29-42_13005e|11 True 60D05_Gal4 normal_food \n",
"2026-05-17_11-29-42_13005e|12 True 60D05_Gal4 normal_food \n",
"2026-05-17_11-29-42_13005e|13 True 60D05_Gal4 normal_food \n",
"2026-05-17_11-29-42_13005e|14 True 60D05_Gal4 normal_food \n",
"2026-05-17_11-29-42_13005e|15 True 60D05_Gal4 normal_food \n",
"2026-05-17_11-29-42_13005e|16 True 60D05_Gal4 normal_food \n",
"2026-05-17_11-29-42_13005e|17 True 60D05_Gal4 normal_food \n",
"2026-05-17_11-29-42_13005e|18 True 60D05_Gal4 normal_food \n",
"2026-05-17_11-29-42_13005e|19 True 60D05_Gal4 normal_food \n",
"2026-05-17_11-29-42_13005e|20 True 60D05_Gal4 normal_food \n",
"2026-05-17_11-26-13_30232c|01 True 11H05_Gal4 normal_food \n",
"2026-05-17_11-26-13_30232c|02 True 11H05_Gal4 normal_food \n",
"2026-05-17_11-26-13_30232c|03 True 11H05_Gal4 normal_food \n",
"2026-05-17_11-26-13_30232c|04 True 11H05_Gal4 normal_food \n",
"2026-05-17_11-26-13_30232c|05 True 11H05_Gal4 normal_food \n",
"2026-05-17_11-26-13_30232c|06 True 11H05_Gal4 normal_food \n",
"2026-05-17_11-26-13_30232c|07 True 11H05_Gal4 normal_food \n",
"2026-05-17_11-26-13_30232c|08 True 11H05_Gal4 normal_food \n",
"2026-05-17_11-26-13_30232c|09 True 11H05_Gal4 normal_food \n",
"2026-05-17_11-26-13_30232c|10 True 11H05_Gal4 normal_food \n",
"2026-05-17_11-26-13_30232c|11 True 11H05_Gal4 normal_food \n",
"2026-05-17_11-26-13_30232c|12 True 11H05_Gal4 normal_food \n",
"2026-05-17_11-26-13_30232c|13 True 11H05_Gal4 normal_food \n",
"2026-05-17_11-26-13_30232c|14 True 11H05_Gal4 normal_food \n",
"2026-05-17_11-26-13_30232c|15 True 11H05_Gal4 normal_food \n",
"2026-05-17_11-26-13_30232c|16 True 11H05_Gal4 normal_food \n",
"2026-05-17_11-26-13_30232c|17 True 11H05_Gal4 normal_food \n",
"2026-05-17_11-26-13_30232c|18 True 11H05_Gal4 normal_food \n",
"2026-05-17_11-26-13_30232c|19 True 11H05_Gal4 normal_food \n",
"2026-05-17_11-26-13_30232c|20 True 11H05_Gal4 normal_food \n",
"\n",
" baseline sex time \n",
"id \n",
"2026-05-17_11-29-42_13005e|01 0 male 11-29-42 \n",
"2026-05-17_11-29-42_13005e|02 0 male 11-29-42 \n",
"2026-05-17_11-29-42_13005e|03 0 male 11-29-42 \n",
"2026-05-17_11-29-42_13005e|04 0 male 11-29-42 \n",
"2026-05-17_11-29-42_13005e|05 0 male 11-29-42 \n",
"2026-05-17_11-29-42_13005e|06 0 male 11-29-42 \n",
"2026-05-17_11-29-42_13005e|07 0 male 11-29-42 \n",
"2026-05-17_11-29-42_13005e|08 0 male 11-29-42 \n",
"2026-05-17_11-29-42_13005e|09 0 male 11-29-42 \n",
"2026-05-17_11-29-42_13005e|10 0 male 11-29-42 \n",
"2026-05-17_11-29-42_13005e|11 0 male 11-29-42 \n",
"2026-05-17_11-29-42_13005e|12 0 male 11-29-42 \n",
"2026-05-17_11-29-42_13005e|13 0 male 11-29-42 \n",
"2026-05-17_11-29-42_13005e|14 0 male 11-29-42 \n",
"2026-05-17_11-29-42_13005e|15 0 male 11-29-42 \n",
"2026-05-17_11-29-42_13005e|16 0 male 11-29-42 \n",
"2026-05-17_11-29-42_13005e|17 0 male 11-29-42 \n",
"2026-05-17_11-29-42_13005e|18 0 male 11-29-42 \n",
"2026-05-17_11-29-42_13005e|19 0 male 11-29-42 \n",
"2026-05-17_11-29-42_13005e|20 0 male 11-29-42 \n",
"2026-05-17_11-26-13_30232c|01 0 male 11-26-13 \n",
"2026-05-17_11-26-13_30232c|02 0 male 11-26-13 \n",
"2026-05-17_11-26-13_30232c|03 0 male 11-26-13 \n",
"2026-05-17_11-26-13_30232c|04 0 male 11-26-13 \n",
"2026-05-17_11-26-13_30232c|05 0 male 11-26-13 \n",
"2026-05-17_11-26-13_30232c|06 0 male 11-26-13 \n",
"2026-05-17_11-26-13_30232c|07 0 male 11-26-13 \n",
"2026-05-17_11-26-13_30232c|08 0 male 11-26-13 \n",
"2026-05-17_11-26-13_30232c|09 0 male 11-26-13 \n",
"2026-05-17_11-26-13_30232c|10 0 male 11-26-13 \n",
"2026-05-17_11-26-13_30232c|11 0 male 11-26-13 \n",
"2026-05-17_11-26-13_30232c|12 0 male 11-26-13 \n",
"2026-05-17_11-26-13_30232c|13 0 male 11-26-13 \n",
"2026-05-17_11-26-13_30232c|14 0 male 11-26-13 \n",
"2026-05-17_11-26-13_30232c|15 0 male 11-26-13 \n",
"2026-05-17_11-26-13_30232c|16 0 male 11-26-13 \n",
"2026-05-17_11-26-13_30232c|17 0 male 11-26-13 \n",
"2026-05-17_11-26-13_30232c|18 0 male 11-26-13 \n",
"2026-05-17_11-26-13_30232c|19 0 male 11-26-13 \n",
"2026-05-17_11-26-13_30232c|20 0 male 11-26-13 \n",
" ====== DATA ======\n",
"\n",
" t x y w \\\n",
"id \n",
"2026-05-17_11-26-13_30232c|01 8770 277.625000 41.375000 37.875000 \n",
"2026-05-17_11-26-13_30232c|01 8780 366.000000 47.925926 33.333333 \n",
"2026-05-17_11-26-13_30232c|01 8790 366.848485 33.727273 35.303030 \n",
"2026-05-17_11-26-13_30232c|01 8800 369.000000 31.000000 34.000000 \n",
"2026-05-17_11-26-13_30232c|01 8810 332.333333 46.787879 25.090909 \n",
"... ... ... ... ... \n",
"2026-05-17_11-29-42_13005e|20 518160 350.625000 20.000000 29.312500 \n",
"2026-05-17_11-29-42_13005e|20 518170 350.625000 19.875000 29.312500 \n",
"2026-05-17_11-29-42_13005e|20 518180 350.588235 19.882353 29.235294 \n",
"2026-05-17_11-29-42_13005e|20 518190 350.411765 19.882353 29.117647 \n",
"2026-05-17_11-29-42_13005e|20 518200 350.500000 20.000000 29.500000 \n",
"\n",
" h phi max_velocity \\\n",
"id \n",
"2026-05-17_11-26-13_30232c|01 14.250000 70.125000 122.427433 \n",
"2026-05-17_11-26-13_30232c|01 13.555556 123.407407 8.767560 \n",
"2026-05-17_11-26-13_30232c|01 15.818182 30.757576 7.796124 \n",
"2026-05-17_11-26-13_30232c|01 15.000000 11.000000 2.991429 \n",
"2026-05-17_11-26-13_30232c|01 10.060606 10.393939 12.760825 \n",
"... ... ... ... \n",
"2026-05-17_11-29-42_13005e|20 11.312500 12.125000 0.722568 \n",
"2026-05-17_11-29-42_13005e|20 11.625000 13.000000 0.862738 \n",
"2026-05-17_11-29-42_13005e|20 11.235294 0.000000 0.776030 \n",
"2026-05-17_11-29-42_13005e|20 11.058824 10.352941 0.699647 \n",
"2026-05-17_11-29-42_13005e|20 12.000000 0.000000 0.680579 \n",
"\n",
" mean_velocity dist has_interacted \\\n",
"id \n",
"2026-05-17_11-26-13_30232c|01 24.095140 0.578283 0.0 \n",
"2026-05-17_11-26-13_30232c|01 3.064496 0.248224 0.0 \n",
"2026-05-17_11-26-13_30232c|01 3.442244 0.340782 0.0 \n",
"2026-05-17_11-26-13_30232c|01 2.991429 0.367946 0.0 \n",
"2026-05-17_11-26-13_30232c|01 3.324311 0.329107 0.0 \n",
"... ... ... ... \n",
"2026-05-17_11-29-42_13005e|20 0.649101 0.031157 0.0 \n",
"2026-05-17_11-29-42_13005e|20 0.682539 0.032762 0.0 \n",
"2026-05-17_11-29-42_13005e|20 0.658967 0.033607 0.0 \n",
"2026-05-17_11-29-42_13005e|20 0.647799 0.033038 0.0 \n",
"2026-05-17_11-29-42_13005e|20 0.675138 0.004051 0.0 \n",
"\n",
" beam_cross moving micro walk \\\n",
"id \n",
"2026-05-17_11-26-13_30232c|01 0.0 True False True \n",
"2026-05-17_11-26-13_30232c|01 0.0 True False True \n",
"2026-05-17_11-26-13_30232c|01 0.0 True False True \n",
"2026-05-17_11-26-13_30232c|01 0.0 True False True \n",
"2026-05-17_11-26-13_30232c|01 0.0 True False True \n",
"... ... ... ... ... \n",
"2026-05-17_11-29-42_13005e|20 0.0 False False False \n",
"2026-05-17_11-29-42_13005e|20 0.0 False False False \n",
"2026-05-17_11-29-42_13005e|20 0.0 False False False \n",
"2026-05-17_11-29-42_13005e|20 0.0 False False False \n",
"2026-05-17_11-29-42_13005e|20 0.0 False False False \n",
"\n",
" is_interpolated asleep \n",
"id \n",
"2026-05-17_11-26-13_30232c|01 False False \n",
"2026-05-17_11-26-13_30232c|01 False False \n",
"2026-05-17_11-26-13_30232c|01 False False \n",
"2026-05-17_11-26-13_30232c|01 False False \n",
"2026-05-17_11-26-13_30232c|01 False False \n",
"... ... ... \n",
"2026-05-17_11-29-42_13005e|20 False True \n",
"2026-05-17_11-29-42_13005e|20 False True \n",
"2026-05-17_11-29-42_13005e|20 False True \n",
"2026-05-17_11-29-42_13005e|20 False True \n",
"2026-05-17_11-29-42_13005e|20 False True \n",
"\n",
"[2002709 rows x 16 columns]\n"
]
}
],
"source": [
"#display metadata\n",
"df.display()"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "f29bb098-e4a8-4d98-baaa-eae45c3174dd",
"metadata": {},
"outputs": [],
"source": [
"dead_flies = ['2026-05-17_11-29-42_13005e|03','2026-05-17_11-26-13_30232c|10','2026-05-17_11-26-13_30232c|20' ]"
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "d9bbb35f-e126-4afc-9c25-5f099fa8e979",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/srv/venv/lib/python3.12/site-packages/ethoscopy/behavpy_core.py:1611: FutureWarning: DataFrameGroupBy.apply operated on the grouping columns. This behavior is deprecated, and in a future version of pandas the grouping columns will be excluded from the operation. Either pass `include_groups=False` to exclude the groupings or explicitly select the grouping columns after groupby to silence this warning.\n",
" tdf.groupby(\"id\", group_keys=False).apply(\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1000x190 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"start_hour = 0\n",
"end_hour = 120\n",
"fig = df.remove('id', *dead_flies).t_filter(start_time=start_hour, end_time=end_hour).xmv('machine_name', 'ETHOSCOPE_130').heatmap(variable = 'asleep')\n",
"fig.show()"
]
},
{
"cell_type": "code",
"execution_count": 25,
"id": "0b3ffab2-d453-4425-a13e-e9abbf3f872b",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1266.67x483.333 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"start_hour = 0\n",
"end_hour = 120\n",
"\n",
"# Generate plot from Ethoscopy\n",
"fig = df.remove('id', *dead_flies).t_filter(start_time=start_hour, end_time=end_hour).xmv('machine_name', 'ETHOSCOPE_130').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",
"# Draw a vertical span from ZT 48 to ZT 72\n",
"ax.axvspan(72, 96, color='#ff4c4c', 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(\"60D05_plot.png\", dpi=600, bbox_inches='tight')"
]
},
{
"cell_type": "code",
"execution_count": 11,
"id": "7f4311b7-83f0-4e0d-b675-8a59d4daf17c",
"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 8.227778 4.070967 4.438889\n",
"ETHOSCOPE_130 - Fly 02 14.323148 5.709405 9.011111\n",
"ETHOSCOPE_130 - Fly 04 14.232407 5.266545 9.332407\n",
"ETHOSCOPE_130 - Fly 05 13.747222 5.116271 8.987037\n",
"ETHOSCOPE_130 - Fly 06 5.305556 1.126368 4.257407\n",
"ETHOSCOPE_130 - Fly 07 13.333333 4.039131 9.574074\n",
"ETHOSCOPE_130 - Fly 08 15.550926 5.728403 10.219444\n",
"ETHOSCOPE_130 - Fly 09 16.981481 7.141104 10.335185\n",
"ETHOSCOPE_130 - Fly 10 13.337963 5.388161 8.323148\n",
"ETHOSCOPE_130 - Fly 11 10.094444 3.410380 6.920370\n",
"ETHOSCOPE_130 - Fly 12 10.923148 3.923727 7.271296\n",
"ETHOSCOPE_130 - Fly 13 13.678704 4.956392 9.065741\n",
"ETHOSCOPE_130 - Fly 14 14.388889 6.815785 8.045370\n",
"ETHOSCOPE_130 - Fly 15 15.353704 6.004974 9.764815\n",
"ETHOSCOPE_130 - Fly 16 16.628704 7.177710 9.950000\n",
"ETHOSCOPE_130 - Fly 17 5.344444 2.644338 2.883333\n",
"ETHOSCOPE_130 - Fly 18 13.358333 5.662687 8.088889\n",
"ETHOSCOPE_130 - Fly 19 9.916667 3.738929 6.437963\n",
"ETHOSCOPE_130 - Fly 20 13.319444 5.744321 7.973148\n",
"... (Showing first 20 rows)\n",
"\n",
"--- Grand Summary Statistics (Baseline: 0h to 72h) ---\n",
"Total Flies Analyzed: n = 19\n",
"\n",
"[ OVERALL SLEEP (Scaled to 24h Baseline Average) ]\n",
"Mean ± SEM: 12.53 ± 0.78 hours\n",
"Median: 13.36 hours\n",
"\n",
"[ DAY TIME (ZT 0-12, Averaged to 12h blocks) ]\n",
"Mean ± SEM: 4.93 ± 0.36 hours\n",
"Median: 5.27 hours\n",
"\n",
"[ NIGHT TIME (ZT 12-24, Averaged to 12h blocks) ]\n",
"Mean ± SEM: 7.94 ± 0.49 hours\n",
"Median: 8.32 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).xmv('machine_name', 'ETHOSCOPE_130').copy()\n",
"\n",
"# Exclude dead flies\n",
"base_df = base_df[~base_df.index.get_level_values('id').isin(dead_flies)]\n",
"\n",
"# Calculate Overall 24h Baseline Average\n",
"sleep_hours = (base_df.groupby('id')['asleep'].sum() * 10) / 3600\n",
"\n",
"# (72 - 0) / 24 evaluates to exactly 3 days. \n",
"# Dividing total sleep by 3 to average the 72 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 tracking hours 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": 12,
"id": "0119fcf6-de9b-46c9-a8a2-afbf512f7b8a",
"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 4.436111 1.966667 2.469444\n",
"ETHOSCOPE_130 - Fly 02 4.436111 2.011111 2.425000\n",
"ETHOSCOPE_130 - Fly 04 11.913889 3.213889 8.700000\n",
"ETHOSCOPE_130 - Fly 05 6.136111 2.425000 3.711111\n",
"ETHOSCOPE_130 - Fly 06 1.408333 0.536111 0.872222\n",
"ETHOSCOPE_130 - Fly 07 6.363889 2.466667 3.897222\n",
"ETHOSCOPE_130 - Fly 08 7.444444 6.069444 1.375000\n",
"ETHOSCOPE_130 - Fly 09 14.205556 7.161111 7.044444\n",
"ETHOSCOPE_130 - Fly 10 7.286111 4.919444 2.366667\n",
"ETHOSCOPE_130 - Fly 11 6.913889 2.719444 4.194444\n",
"ETHOSCOPE_130 - Fly 12 3.169444 0.877778 2.291667\n",
"ETHOSCOPE_130 - Fly 13 7.330556 2.655556 4.675000\n",
"ETHOSCOPE_130 - Fly 14 6.347222 5.269444 1.077778\n",
"ETHOSCOPE_130 - Fly 15 11.594444 5.947222 5.647222\n",
"ETHOSCOPE_130 - Fly 16 3.736111 1.530556 2.205556\n",
"ETHOSCOPE_130 - Fly 17 3.311111 2.358333 0.952778\n",
"ETHOSCOPE_130 - Fly 18 3.905556 3.591667 0.313889\n",
"ETHOSCOPE_130 - Fly 19 7.533333 2.641667 4.891667\n",
"ETHOSCOPE_130 - Fly 20 5.500000 0.222222 5.277778\n",
"... (Showing first 20 rows)\n",
"\n",
"--- Grand Summary Statistics (Stimulus: 72h to 96h) ---\n",
"Total Flies Analyzed: n = 19\n",
"\n",
"[ OVERALL SLEEP (24h Stimulus Block) ]\n",
"Mean ± SEM: 6.47 ± 0.74 hours\n",
"Median: 6.35 hours\n",
"\n",
"[ DAY TIME (ZT 0-12 during Stimulus) ]\n",
"Mean ± SEM: 3.08 ± 0.45 hours\n",
"Median: 2.64 hours\n",
"\n",
"[ NIGHT TIME (ZT 12-24 during Stimulus) ]\n",
"Mean ± SEM: 3.39 ± 0.52 hours\n",
"Median: 2.47 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).xmv('machine_name', 'ETHOSCOPE_130').copy()\n",
"\n",
"# Exclude dead flies\n",
"stim_df = stim_df[~stim_df.index.get_level_values('id').isin(dead_flies)]\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": 13,
"id": "b583d55c-d9c3-4920-8630-33b3387a5964",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"--- 24h Total Statistical Analysis ---\n",
"Shapiro-Wilk P-value (Normality of differences): 0.1812\n",
"Result: Data is normal. Used Paired T-test.\n",
"P-value: 8.0904e-08\n",
"Significance: ****\n",
"\n",
"--- Daytime Statistical Analysis ---\n",
"Shapiro-Wilk P-value (Normality of differences): 0.0684\n",
"Result: Data is normal. Used Paired T-test.\n",
"P-value: 1.8841e-04\n",
"Significance: ***\n",
"\n",
"--- Nighttime Statistical Analysis ---\n",
"Shapiro-Wilk P-value (Normality of differences): 0.7893\n",
"Result: Data is normal. Used Paired T-test.\n",
"P-value: 1.2479e-07\n",
"Significance: ****\n"
]
}
],
"source": [
"# STATISTICS\n",
"\n",
"# Merge Baseline and Stimulus data on Fly_Label\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": 30,
"id": "68c7182a-83d0-4806-a1fc-60e456598d4c",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/tmp/ipykernel_45912/2339438175.py:43: 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": {
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",
"text/plain": [
"<Figure size 700x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"#PLOT\n",
"\n",
"# 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",
" 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",
"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': '#ff4c4c'}\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 remain exactly as provided\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 \n",
"h = 0.4 \n",
"\n",
"for i, cond in enumerate(order):\n",
" p = p_values[cond]\n",
" \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",
" x1, x2 = i - 0.2, i + 0.2\n",
" plt.plot([x1, x1, x2, x2], [y_line, y_line+h, y_line+h, y_line], lw=1.5, c='k')\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",
"plt.xlim(-0.6, 2.5) \n",
"plt.ylim(0, max(20, y_line + h + 1.5)) \n",
"\n",
"# Legend moved outside the plot to the right\n",
"plt.legend(title='', frameon=False, loc='center left', bbox_to_anchor=(1, 0.5))\n",
"plt.tight_layout()\n",
"\n",
"plt.savefig(\"60D_Baseline_vs_Stimulus.png\", dpi=600, bbox_inches='tight')\n",
"plt.show()"
]
}
],
"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",
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