From 8b99f79baee49b55fc463cb926b420a46fce380e Mon Sep 17 00:00:00 2001 From: rdingjin Date: Tue, 26 May 2026 14:23:23 +0000 Subject: [PATCH] 8. 11H06-GAL4 with Red Stimulus --- 8.11H06-GAL4_Red_Stimulus.ipynb | 841 ++++++++++++++++++++++++++++++++ 1 file changed, 841 insertions(+) create mode 100644 8.11H06-GAL4_Red_Stimulus.ipynb diff --git a/8.11H06-GAL4_Red_Stimulus.ipynb b/8.11H06-GAL4_Red_Stimulus.ipynb new file mode 100644 index 0000000..42c1427 --- /dev/null +++ b/8.11H06-GAL4_Red_Stimulus.ipynb @@ -0,0 +1,841 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "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": 2, + "id": "7f242b06-500e-40a9-a557-f1155e891c3e", + "metadata": {}, + "outputs": [], + "source": [ + "df = df.baseline(column = 'baseline')" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "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": 4, + "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": 5, + "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": [ + "
" + ] + }, + "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_302').heatmap(variable = 'asleep')\n", + "fig.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "0b3ffab2-d453-4425-a13e-e9abbf3f872b", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "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_302').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(\"11H05_plot.png\", dpi=600, bbox_inches='tight')" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "id": "da40a2bc-0034-4384-8433-ad8fad16b2b6", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "start_hour = 24\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_302').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(\"24h_11H05_plot.png\", dpi=600, bbox_inches='tight')" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "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_302 - Fly 01 3.781481 1.632707 2.259259\n", + "ETHOSCOPE_302 - Fly 02 4.176852 2.221634 2.105556\n", + "ETHOSCOPE_302 - Fly 03 3.610185 1.957461 1.785185\n", + "ETHOSCOPE_302 - Fly 04 4.727778 2.544310 2.357407\n", + "ETHOSCOPE_302 - Fly 05 5.679630 1.831333 3.972222\n", + "ETHOSCOPE_302 - Fly 06 3.236111 1.273194 2.049074\n", + "ETHOSCOPE_302 - Fly 07 4.310185 1.145080 3.242593\n", + "ETHOSCOPE_302 - Fly 08 2.302778 1.371514 1.024074\n", + "ETHOSCOPE_302 - Fly 09 4.587037 1.963420 2.756481\n", + "ETHOSCOPE_302 - Fly 11 4.266667 1.079623 3.260185\n", + "ETHOSCOPE_302 - Fly 12 4.501852 1.575236 3.033333\n", + "ETHOSCOPE_302 - Fly 13 4.706481 1.763946 3.062037\n", + "ETHOSCOPE_302 - Fly 14 7.125000 2.549578 4.748148\n", + "ETHOSCOPE_302 - Fly 15 8.109259 4.418805 3.989815\n", + "ETHOSCOPE_302 - Fly 16 6.000926 2.834630 3.358333\n", + "ETHOSCOPE_302 - Fly 17 6.412963 2.786655 3.815741\n", + "ETHOSCOPE_302 - Fly 18 5.621296 2.933951 2.886111\n", + "ETHOSCOPE_302 - Fly 19 4.327778 1.962914 2.498148\n", + "... (Showing first 20 rows)\n", + "\n", + "--- Grand Summary Statistics (Baseline: 0h to 72h) ---\n", + "Total Flies Analyzed: n = 18\n", + "\n", + "[ OVERALL SLEEP (Scaled to 24h Baseline Average) ]\n", + "Mean ± SEM: 4.86 ± 0.33 hours\n", + "Median: 4.54 hours\n", + "\n", + "[ DAY TIME (ZT 0-12, Averaged to 12h blocks) ]\n", + "Mean ± SEM: 2.10 ± 0.19 hours\n", + "Median: 1.96 hours\n", + "\n", + "[ NIGHT TIME (ZT 12-24, Averaged to 12h blocks) ]\n", + "Mean ± SEM: 2.90 ± 0.21 hours\n", + "Median: 2.96 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_302').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": 8, + "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_302 - Fly 01 0.816667 0.000000 0.816667\n", + "ETHOSCOPE_302 - Fly 02 2.472222 0.663889 1.808333\n", + "ETHOSCOPE_302 - Fly 03 0.000000 0.000000 0.000000\n", + "ETHOSCOPE_302 - Fly 04 0.777778 0.500000 0.277778\n", + "ETHOSCOPE_302 - Fly 05 0.900000 0.000000 0.900000\n", + "ETHOSCOPE_302 - Fly 06 2.313889 0.636111 1.677778\n", + "ETHOSCOPE_302 - Fly 07 0.302778 0.111111 0.191667\n", + "ETHOSCOPE_302 - Fly 08 0.852778 0.400000 0.452778\n", + "ETHOSCOPE_302 - Fly 09 0.000000 0.000000 0.000000\n", + "ETHOSCOPE_302 - Fly 11 1.627778 0.677778 0.950000\n", + "ETHOSCOPE_302 - Fly 12 2.013889 0.347222 1.666667\n", + "ETHOSCOPE_302 - Fly 13 1.705556 0.505556 1.200000\n", + "ETHOSCOPE_302 - Fly 14 2.411111 1.069444 1.341667\n", + "ETHOSCOPE_302 - Fly 15 4.408333 1.633333 2.775000\n", + "ETHOSCOPE_302 - Fly 16 3.780556 2.138889 1.641667\n", + "ETHOSCOPE_302 - Fly 17 3.733333 1.441667 2.291667\n", + "ETHOSCOPE_302 - Fly 18 0.319444 0.222222 0.097222\n", + "ETHOSCOPE_302 - Fly 19 0.441667 0.000000 0.441667\n", + "... (Showing first 20 rows)\n", + "\n", + "--- Grand Summary Statistics (Stimulus: 72h to 96h) ---\n", + "Total Flies Analyzed: n = 18\n", + "\n", + "[ OVERALL SLEEP (24h Stimulus Block) ]\n", + "Mean ± SEM: 1.60 ± 0.32 hours\n", + "Median: 1.26 hours\n", + "\n", + "[ DAY TIME (ZT 0-12 during Stimulus) ]\n", + "Mean ± SEM: 0.57 ± 0.15 hours\n", + "Median: 0.45 hours\n", + "\n", + "[ NIGHT TIME (ZT 12-24 during Stimulus) ]\n", + "Mean ± SEM: 1.03 ± 0.19 hours\n", + "Median: 0.92 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_302').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": 9, + "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): 0.8814\n", + "Result: Data is normal. Used Paired T-test.\n", + "P-value: 2.8287e-09\n", + "Significance: ****\n", + "\n", + "--- Daytime Statistical Analysis ---\n", + "Shapiro-Wilk P-value (Normality of differences): 0.7962\n", + "Result: Data is normal. Used Paired T-test.\n", + "P-value: 2.0532e-08\n", + "Significance: ****\n", + "\n", + "--- Nighttime Statistical Analysis ---\n", + "Shapiro-Wilk P-value (Normality of differences): 0.6437\n", + "Result: Data is normal. Used Paired T-test.\n", + "P-value: 1.3753e-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": 27, + "id": "424e27a6-a502-4e9e-b710-a93f73ffcafa", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/tmp/ipykernel_46102/3180483404.py:46: 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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" + ] + }, + "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", + "\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", + "\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", + "\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", + "\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 to the outside right\n", + "plt.legend(title='', frameon=False, loc='center left', bbox_to_anchor=(1, 0.5))\n", + "\n", + "plt.tight_layout()\n", + "\n", + "plt.savefig(\"11H_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", + "pygments_lexer": "ipython3", + "version": "3.12.3" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +}