diff --git a/7.UAS-ChRmine-attP5_Red_Stimulus.ipynb b/7.UAS-ChRmine-attP5_Red_Stimulus.ipynb new file mode 100644 index 0000000..4967279 --- /dev/null +++ b/7.UAS-ChRmine-attP5_Red_Stimulus.ipynb @@ -0,0 +1,933 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 36, + "id": "b8cae812-466a-4fb0-9bca-c884b65e7a85", + "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" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "5289d86c-0107-4089-83e3-327b70168e08", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'2.1.0'" + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "etho.__version__" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "id": "3d32b423-cc70-43f2-a2cc-ed9bd08c2981", + "metadata": {}, + "outputs": [], + "source": [ + "meta = '/home/rdingjin/attP5_2026-04-21/metadata_Phase5_2026-04-21_ChRmine.csv'\n", + "local = '/mnt/ethoscope_results'" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "id": "df11ef6f-5475-45b0-95c3-2a8672a21219", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Ethoscopes ('ETHOSCOPE_278',) have multiple files for their day, the largest file has been kept. If you want all files for that day please add a time column\n" + ] + } + ], + "source": [ + "metadata = etho.link_meta_index(meta, local)" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "id": "ebfbf3dc-d405-4f7b-a4a1-1eacff24f3a5", + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Loading ROI_1 from ETHOSCOPE_278\n", + "Loading ROI_2 from ETHOSCOPE_278\n", + "Loading ROI_3 from ETHOSCOPE_278\n", + "Loading ROI_4 from ETHOSCOPE_278\n", + "Loading ROI_5 from ETHOSCOPE_278\n", + "Loading ROI_6 from ETHOSCOPE_278\n", + "Loading ROI_7 from ETHOSCOPE_278\n", + "Loading ROI_8 from ETHOSCOPE_278\n", + "Loading ROI_9 from ETHOSCOPE_278\n", + "Loading ROI_10 from ETHOSCOPE_278\n", + "Loading ROI_11 from ETHOSCOPE_278\n", + "Loading ROI_12 from ETHOSCOPE_278\n", + "Loading ROI_13 from ETHOSCOPE_278\n", + "Loading ROI_14 from ETHOSCOPE_278\n", + "Loading ROI_15 from ETHOSCOPE_278\n", + "Loading ROI_16 from ETHOSCOPE_278\n", + "Loading ROI_17 from ETHOSCOPE_278\n", + "Loading ROI_18 from ETHOSCOPE_278\n", + "Loading ROI_19 from ETHOSCOPE_278\n", + "Loading ROI_20 from ETHOSCOPE_278\n", + "Loading ROI_1 from ETHOSCOPE_302\n", + "Loading ROI_2 from ETHOSCOPE_302\n", + "Loading ROI_3 from ETHOSCOPE_302\n", + "Loading ROI_4 from ETHOSCOPE_302\n", + "Loading ROI_5 from ETHOSCOPE_302\n", + "Loading ROI_6 from ETHOSCOPE_302\n", + "Loading ROI_7 from ETHOSCOPE_302\n", + "Loading ROI_8 from ETHOSCOPE_302\n", + "Loading ROI_9 from ETHOSCOPE_302\n", + "Loading ROI_10 from ETHOSCOPE_302\n", + "Loading ROI_11 from ETHOSCOPE_302\n", + "Loading ROI_12 from ETHOSCOPE_302\n", + "Loading ROI_13 from ETHOSCOPE_302\n", + "Loading ROI_14 from ETHOSCOPE_302\n", + "Loading ROI_15 from ETHOSCOPE_302\n", + "Loading ROI_16 from ETHOSCOPE_302\n", + "Loading ROI_17 from ETHOSCOPE_302\n", + "Loading ROI_18 from ETHOSCOPE_302\n", + "Loading ROI_19 from ETHOSCOPE_302\n", + "Loading ROI_20 from ETHOSCOPE_302\n" + ] + } + ], + "source": [ + "#fetch data from ethoscope\n", + "data = etho.load_ethoscope(metadata, reference_hour = 9.0, FUN = etho.sleep_annotation)" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "id": "a32d69f8-e66c-47fc-9b9a-2273f2c5082b", + "metadata": {}, + "outputs": [], + "source": [ + "df = etho.behavpy(data, metadata, check = True)" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "id": "e633d7d9-99db-4815-900d-e79d11dd65b1", + "metadata": {}, + "outputs": [], + "source": [ + "df.to_pickle('/home/rdingjin/attP5_2026-04-21/phase5_ChRmine.pkl')" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "id": "ae2ff7e0-2f6c-4cc0-9afd-a1c021140760", + "metadata": {}, + "outputs": [], + "source": [ + "import ethoscopy as etho\n", + "import pandas as pd\n", + "import numpy as np\n", + "from scipy.stats import wilcoxon, shapiro, ttest_rel\n", + "df = pd.read_pickle('/home/rdingjin/attP5_2026-04-21/phase5_ChRmine.pkl')" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "id": "94a0854d-4b5a-475f-a856-c61ec01d080e", + "metadata": {}, + "outputs": [], + "source": [ + "df = df.baseline(column = 'baseline')" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "id": "cae6a067-5fd7-493a-9f23-c75d63e6ae06", + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + " ==== METADATA ====\n", + "\n", + " date machine_name region_id \\\n", + "id \n", + "2026-04-21_16-50-58_278441|01 2026-04-21 ETHOSCOPE_278 1 \n", + "2026-04-21_16-50-58_278441|02 2026-04-21 ETHOSCOPE_278 2 \n", + "2026-04-21_16-50-58_278441|03 2026-04-21 ETHOSCOPE_278 3 \n", + "2026-04-21_16-50-58_278441|04 2026-04-21 ETHOSCOPE_278 4 \n", + "2026-04-21_16-50-58_278441|05 2026-04-21 ETHOSCOPE_278 5 \n", + "2026-04-21_16-50-58_278441|06 2026-04-21 ETHOSCOPE_278 6 \n", + "2026-04-21_16-50-58_278441|07 2026-04-21 ETHOSCOPE_278 7 \n", + "2026-04-21_16-50-58_278441|08 2026-04-21 ETHOSCOPE_278 8 \n", + "2026-04-21_16-50-58_278441|09 2026-04-21 ETHOSCOPE_278 9 \n", + "2026-04-21_16-50-58_278441|10 2026-04-21 ETHOSCOPE_278 10 \n", + "2026-04-21_16-50-58_278441|11 2026-04-21 ETHOSCOPE_278 11 \n", + "2026-04-21_16-50-58_278441|12 2026-04-21 ETHOSCOPE_278 12 \n", + "2026-04-21_16-50-58_278441|13 2026-04-21 ETHOSCOPE_278 13 \n", + "2026-04-21_16-50-58_278441|14 2026-04-21 ETHOSCOPE_278 14 \n", + "2026-04-21_16-50-58_278441|15 2026-04-21 ETHOSCOPE_278 15 \n", + "2026-04-21_16-50-58_278441|16 2026-04-21 ETHOSCOPE_278 16 \n", + "2026-04-21_16-50-58_278441|17 2026-04-21 ETHOSCOPE_278 17 \n", + "2026-04-21_16-50-58_278441|18 2026-04-21 ETHOSCOPE_278 18 \n", + "2026-04-21_16-50-58_278441|19 2026-04-21 ETHOSCOPE_278 19 \n", + "2026-04-21_16-50-58_278441|20 2026-04-21 ETHOSCOPE_278 20 \n", + "2026-04-21_17-13-12_30232c|01 2026-04-21 ETHOSCOPE_302 1 \n", + "2026-04-21_17-13-12_30232c|02 2026-04-21 ETHOSCOPE_302 2 \n", + "2026-04-21_17-13-12_30232c|03 2026-04-21 ETHOSCOPE_302 3 \n", + "2026-04-21_17-13-12_30232c|04 2026-04-21 ETHOSCOPE_302 4 \n", + "2026-04-21_17-13-12_30232c|05 2026-04-21 ETHOSCOPE_302 5 \n", + "2026-04-21_17-13-12_30232c|06 2026-04-21 ETHOSCOPE_302 6 \n", + "2026-04-21_17-13-12_30232c|07 2026-04-21 ETHOSCOPE_302 7 \n", + "2026-04-21_17-13-12_30232c|08 2026-04-21 ETHOSCOPE_302 8 \n", + "2026-04-21_17-13-12_30232c|09 2026-04-21 ETHOSCOPE_302 9 \n", + "2026-04-21_17-13-12_30232c|10 2026-04-21 ETHOSCOPE_302 10 \n", + "2026-04-21_17-13-12_30232c|11 2026-04-21 ETHOSCOPE_302 11 \n", + "2026-04-21_17-13-12_30232c|12 2026-04-21 ETHOSCOPE_302 12 \n", + "2026-04-21_17-13-12_30232c|13 2026-04-21 ETHOSCOPE_302 13 \n", + "2026-04-21_17-13-12_30232c|14 2026-04-21 ETHOSCOPE_302 14 \n", + "2026-04-21_17-13-12_30232c|15 2026-04-21 ETHOSCOPE_302 15 \n", + "2026-04-21_17-13-12_30232c|16 2026-04-21 ETHOSCOPE_302 16 \n", + "2026-04-21_17-13-12_30232c|17 2026-04-21 ETHOSCOPE_302 17 \n", + "2026-04-21_17-13-12_30232c|18 2026-04-21 ETHOSCOPE_302 18 \n", + "2026-04-21_17-13-12_30232c|19 2026-04-21 ETHOSCOPE_302 19 \n", + "2026-04-21_17-13-12_30232c|20 2026-04-21 ETHOSCOPE_302 20 \n", + "\n", + " sleep_deprived species food \\\n", + "id \n", + "2026-04-21_16-50-58_278441|01 True UAS_ChRmine_attP5 normal_food \n", + "2026-04-21_16-50-58_278441|02 True UAS_ChRmine_attP5 normal_food \n", + "2026-04-21_16-50-58_278441|03 True UAS_ChRmine_attP5 normal_food \n", + "2026-04-21_16-50-58_278441|04 True UAS_ChRmine_attP5 normal_food \n", + "2026-04-21_16-50-58_278441|05 True UAS_ChRmine_attP5 normal_food \n", + "2026-04-21_16-50-58_278441|06 True UAS_ChRmine_attP5 normal_food \n", + "2026-04-21_16-50-58_278441|07 True UAS_ChRmine_attP5 normal_food \n", + "2026-04-21_16-50-58_278441|08 True UAS_ChRmine_attP5 normal_food \n", + "2026-04-21_16-50-58_278441|09 True UAS_ChRmine_attP5 normal_food \n", + "2026-04-21_16-50-58_278441|10 True UAS_ChRmine_attP5 normal_food \n", + "2026-04-21_16-50-58_278441|11 True UAS_ChRmine_attP5 normal_food \n", + "2026-04-21_16-50-58_278441|12 True UAS_ChRmine_attP5 normal_food \n", + "2026-04-21_16-50-58_278441|13 True UAS_ChRmine_attP5 normal_food \n", + "2026-04-21_16-50-58_278441|14 True UAS_ChRmine_attP5 normal_food \n", + "2026-04-21_16-50-58_278441|15 True UAS_ChRmine_attP5 normal_food \n", + "2026-04-21_16-50-58_278441|16 True UAS_ChRmine_attP5 normal_food \n", + "2026-04-21_16-50-58_278441|17 True UAS_ChRmine_attP5 normal_food \n", + "2026-04-21_16-50-58_278441|18 True UAS_ChRmine_attP5 normal_food \n", + "2026-04-21_16-50-58_278441|19 True UAS_ChRmine_attP5 normal_food \n", + "2026-04-21_16-50-58_278441|20 True UAS_ChRmine_attP5 normal_food \n", + "2026-04-21_17-13-12_30232c|01 True UAS_ChRmine_attP5 normal_food \n", + "2026-04-21_17-13-12_30232c|02 True UAS_ChRmine_attP5 normal_food \n", + "2026-04-21_17-13-12_30232c|03 True UAS_ChRmine_attP5 normal_food \n", + "2026-04-21_17-13-12_30232c|04 True UAS_ChRmine_attP5 normal_food \n", + "2026-04-21_17-13-12_30232c|05 True UAS_ChRmine_attP5 normal_food \n", + "2026-04-21_17-13-12_30232c|06 True UAS_ChRmine_attP5 normal_food \n", + "2026-04-21_17-13-12_30232c|07 True UAS_ChRmine_attP5 normal_food \n", + "2026-04-21_17-13-12_30232c|08 True UAS_ChRmine_attP5 normal_food \n", + "2026-04-21_17-13-12_30232c|09 True UAS_ChRmine_attP5 normal_food \n", + "2026-04-21_17-13-12_30232c|10 True UAS_ChRmine_attP5 normal_food \n", + "2026-04-21_17-13-12_30232c|11 True UAS_ChRmine_attP5 normal_food \n", + "2026-04-21_17-13-12_30232c|12 True UAS_ChRmine_attP5 normal_food \n", + "2026-04-21_17-13-12_30232c|13 True UAS_ChRmine_attP5 normal_food \n", + "2026-04-21_17-13-12_30232c|14 True UAS_ChRmine_attP5 normal_food \n", + "2026-04-21_17-13-12_30232c|15 True UAS_ChRmine_attP5 normal_food \n", + "2026-04-21_17-13-12_30232c|16 True UAS_ChRmine_attP5 normal_food \n", + "2026-04-21_17-13-12_30232c|17 True UAS_ChRmine_attP5 normal_food \n", + "2026-04-21_17-13-12_30232c|18 True UAS_ChRmine_attP5 normal_food \n", + "2026-04-21_17-13-12_30232c|19 True UAS_ChRmine_attP5 normal_food \n", + "2026-04-21_17-13-12_30232c|20 True UAS_ChRmine_attP5 normal_food \n", + "\n", + " baseline sex time \n", + "id \n", + "2026-04-21_16-50-58_278441|01 0 male 16-50-58 \n", + "2026-04-21_16-50-58_278441|02 0 male 16-50-58 \n", + "2026-04-21_16-50-58_278441|03 0 male 16-50-58 \n", + "2026-04-21_16-50-58_278441|04 0 male 16-50-58 \n", + "2026-04-21_16-50-58_278441|05 0 male 16-50-58 \n", + "2026-04-21_16-50-58_278441|06 0 male 16-50-58 \n", + "2026-04-21_16-50-58_278441|07 0 male 16-50-58 \n", + "2026-04-21_16-50-58_278441|08 0 male 16-50-58 \n", + "2026-04-21_16-50-58_278441|09 0 male 16-50-58 \n", + "2026-04-21_16-50-58_278441|10 0 male 16-50-58 \n", + "2026-04-21_16-50-58_278441|11 0 male 16-50-58 \n", + "2026-04-21_16-50-58_278441|12 0 male 16-50-58 \n", + "2026-04-21_16-50-58_278441|13 0 male 16-50-58 \n", + "2026-04-21_16-50-58_278441|14 0 male 16-50-58 \n", + "2026-04-21_16-50-58_278441|15 0 male 16-50-58 \n", + "2026-04-21_16-50-58_278441|16 0 male 16-50-58 \n", + "2026-04-21_16-50-58_278441|17 0 male 16-50-58 \n", + "2026-04-21_16-50-58_278441|18 0 male 16-50-58 \n", + "2026-04-21_16-50-58_278441|19 0 male 16-50-58 \n", + "2026-04-21_16-50-58_278441|20 0 male 16-50-58 \n", + "2026-04-21_17-13-12_30232c|01 0 male 17-13-12 \n", + "2026-04-21_17-13-12_30232c|02 0 male 17-13-12 \n", + "2026-04-21_17-13-12_30232c|03 0 male 17-13-12 \n", + "2026-04-21_17-13-12_30232c|04 0 male 17-13-12 \n", + "2026-04-21_17-13-12_30232c|05 0 male 17-13-12 \n", + "2026-04-21_17-13-12_30232c|06 0 male 17-13-12 \n", + "2026-04-21_17-13-12_30232c|07 0 male 17-13-12 \n", + "2026-04-21_17-13-12_30232c|08 0 male 17-13-12 \n", + "2026-04-21_17-13-12_30232c|09 0 male 17-13-12 \n", + "2026-04-21_17-13-12_30232c|10 0 male 17-13-12 \n", + "2026-04-21_17-13-12_30232c|11 0 male 17-13-12 \n", + "2026-04-21_17-13-12_30232c|12 0 male 17-13-12 \n", + "2026-04-21_17-13-12_30232c|13 0 male 17-13-12 \n", + "2026-04-21_17-13-12_30232c|14 0 male 17-13-12 \n", + "2026-04-21_17-13-12_30232c|15 0 male 17-13-12 \n", + "2026-04-21_17-13-12_30232c|16 0 male 17-13-12 \n", + "2026-04-21_17-13-12_30232c|17 0 male 17-13-12 \n", + "2026-04-21_17-13-12_30232c|18 0 male 17-13-12 \n", + "2026-04-21_17-13-12_30232c|19 0 male 17-13-12 \n", + "2026-04-21_17-13-12_30232c|20 0 male 17-13-12 \n", + " ====== DATA ======\n", + "\n", + " t x y w \\\n", + "id \n", + "2026-04-21_16-50-58_278441|01 28370 505.360000 47.280000 18.280000 \n", + "2026-04-21_16-50-58_278441|01 28380 529.000000 47.000000 19.000000 \n", + "2026-04-21_16-50-58_278441|01 28390 526.275000 47.475000 17.600000 \n", + "2026-04-21_16-50-58_278441|01 28400 346.589744 37.076923 14.153846 \n", + "2026-04-21_16-50-58_278441|01 28410 19.000000 8.000000 16.000000 \n", + "... ... ... ... ... \n", + "2026-04-21_17-13-12_30232c|20 529000 137.000000 29.000000 22.541667 \n", + "2026-04-21_17-13-12_30232c|20 529010 137.000000 29.000000 22.633333 \n", + "2026-04-21_17-13-12_30232c|20 529020 137.000000 29.000000 22.741935 \n", + "2026-04-21_17-13-12_30232c|20 529030 137.000000 29.000000 22.482759 \n", + "2026-04-21_17-13-12_30232c|20 529040 137.000000 29.000000 22.333333 \n", + "\n", + " h phi max_velocity \\\n", + "id \n", + "2026-04-21_16-50-58_278441|01 7.760000 86.680000 234.897690 \n", + "2026-04-21_16-50-58_278441|01 8.000000 90.000000 34.584281 \n", + "2026-04-21_16-50-58_278441|01 7.575000 89.475000 34.584281 \n", + "2026-04-21_16-50-58_278441|01 6.769231 111.205128 150.618648 \n", + "2026-04-21_16-50-58_278441|01 10.000000 159.000000 1.530660 \n", + "... ... ... ... \n", + "2026-04-21_17-13-12_30232c|20 12.083333 153.125000 0.808870 \n", + "2026-04-21_17-13-12_30232c|20 12.133333 151.133333 0.888953 \n", + "2026-04-21_17-13-12_30232c|20 11.935484 141.064516 0.758366 \n", + "2026-04-21_17-13-12_30232c|20 12.034483 115.206897 0.814477 \n", + "2026-04-21_17-13-12_30232c|20 12.000000 131.500000 0.846991 \n", + "\n", + " mean_velocity dist has_interacted \\\n", + "id \n", + "2026-04-21_16-50-58_278441|01 39.210140 2.940760 0.0 \n", + "2026-04-21_16-50-58_278441|01 34.584281 3.423844 0.0 \n", + "2026-04-21_16-50-58_278441|01 30.934718 3.712166 0.0 \n", + "2026-04-21_16-50-58_278441|01 24.359208 2.850027 0.0 \n", + "2026-04-21_16-50-58_278441|01 1.530660 0.146943 0.0 \n", + "... ... ... ... \n", + "2026-04-21_17-13-12_30232c|20 0.687834 0.049524 0.0 \n", + "2026-04-21_17-13-12_30232c|20 0.697910 0.062812 0.0 \n", + "2026-04-21_17-13-12_30232c|20 0.676596 0.062923 0.0 \n", + "2026-04-21_17-13-12_30232c|20 0.686109 0.059691 0.0 \n", + "2026-04-21_17-13-12_30232c|20 0.684123 0.024628 0.0 \n", + "\n", + " beam_cross moving micro walk \\\n", + "id \n", + "2026-04-21_16-50-58_278441|01 0.0 True False True \n", + "2026-04-21_16-50-58_278441|01 0.0 True False True \n", + "2026-04-21_16-50-58_278441|01 0.0 True False True \n", + "2026-04-21_16-50-58_278441|01 0.0 True False True \n", + "2026-04-21_16-50-58_278441|01 0.0 True True False \n", + "... ... ... ... ... \n", + "2026-04-21_17-13-12_30232c|20 0.0 False False False \n", + "2026-04-21_17-13-12_30232c|20 0.0 False False False \n", + "2026-04-21_17-13-12_30232c|20 0.0 False False False \n", + "2026-04-21_17-13-12_30232c|20 0.0 False False False \n", + "2026-04-21_17-13-12_30232c|20 0.0 False False False \n", + "\n", + " is_interpolated asleep \n", + "id \n", + "2026-04-21_16-50-58_278441|01 False False \n", + "2026-04-21_16-50-58_278441|01 False False \n", + "2026-04-21_16-50-58_278441|01 False False \n", + "2026-04-21_16-50-58_278441|01 False False \n", + "2026-04-21_16-50-58_278441|01 False False \n", + "... ... ... \n", + "2026-04-21_17-13-12_30232c|20 False False \n", + "2026-04-21_17-13-12_30232c|20 False False \n", + "2026-04-21_17-13-12_30232c|20 False False \n", + "2026-04-21_17-13-12_30232c|20 False False \n", + "2026-04-21_17-13-12_30232c|20 False False \n", + "\n", + "[1973478 rows x 16 columns]\n" + ] + } + ], + "source": [ + "df.display()" + ] + }, + { + "cell_type": "code", + "execution_count": 91, + "id": "75ace6ce-053d-4644-b356-0d984e5bf9e8", + "metadata": {}, + "outputs": [], + "source": [ + "#define dead and/or escaped flies\n", + "dead_flies = ['2026-04-21_16-50-58_278441|12', '2026-04-21_17-13-12_30232c|02', '2026-04-21_17-13-12_30232c|10',\n", + " '2026-04-21_16-50-58_278441|11', \n", + " '2026-04-21_17-13-12_30232c|16','2026-04-21_17-13-12_30232c|07', '2026-04-21_17-13-12_30232c|01'\n", + " ]" + ] + }, + { + "cell_type": "code", + "execution_count": 92, + "id": "76cd7456-6246-4665-a08a-d6f270a8567d", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/srv/venv/lib/python3.12/site-packages/ethoscopy/behavpy_core.py:1611: FutureWarning: DataFrameGroupBy.apply operated on the grouping columns. This behavior is deprecated, and in a future version of pandas the grouping columns will be excluded from the operation. Either pass `include_groups=False` to exclude the groupings or explicitly select the grouping columns after groupby to silence this warning.\n", + " tdf.groupby(\"id\", group_keys=False).apply(\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#heatmap of UAS-ChRmine-attP5 sleep\n", + "start_hour = 0\n", + "end_hour = 120\n", + "fig = df.remove('id', *dead_flies).t_filter(start_time=start_hour, end_time=end_hour).heatmap(variable = 'asleep')\n", + "fig.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 107, + "id": "00063f93-97a5-4bc3-aa27-c509e78a1a0e", + "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).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(\"Figure_5.png\", dpi=600, bbox_inches='tight')" + ] + }, + { + "cell_type": "code", + "execution_count": 94, + "id": "9f7a8ef1-7d73-40af-9da1-2efe6926690c", + "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_278 - Fly 01 6.937963 3.901215 3.890741\n", + "ETHOSCOPE_278 - Fly 02 5.021296 2.897451 2.758333\n", + "ETHOSCOPE_278 - Fly 03 9.868519 5.322676 5.706481\n", + "ETHOSCOPE_278 - Fly 04 8.947222 7.247184 3.287037\n", + "ETHOSCOPE_278 - Fly 05 13.071296 7.177238 7.465741\n", + "ETHOSCOPE_278 - Fly 06 18.107407 8.880854 11.171296\n", + "ETHOSCOPE_278 - Fly 07 9.376852 4.353301 5.973148\n", + "ETHOSCOPE_278 - Fly 08 16.220370 7.709544 10.199074\n", + "ETHOSCOPE_278 - Fly 09 13.152778 6.304683 8.228704\n", + "ETHOSCOPE_278 - Fly 10 5.661111 3.347955 3.046296\n", + "ETHOSCOPE_278 - Fly 13 13.331481 6.891652 7.942593\n", + "ETHOSCOPE_278 - Fly 14 11.434259 5.816242 6.891667\n", + "ETHOSCOPE_278 - Fly 15 7.667593 3.616341 4.839815\n", + "ETHOSCOPE_278 - Fly 16 9.789815 6.105513 5.021296\n", + "ETHOSCOPE_278 - Fly 17 9.799074 4.573120 6.223148\n", + "ETHOSCOPE_278 - Fly 18 11.271296 4.963679 7.390741\n", + "ETHOSCOPE_278 - Fly 19 9.343519 5.845880 4.777778\n", + "ETHOSCOPE_278 - Fly 20 13.079630 5.521043 8.767593\n", + "ETHOSCOPE_302 - Fly 03 10.271296 4.022809 7.168519\n", + "ETHOSCOPE_302 - Fly 04 13.408333 6.266507 8.575000\n", + "... (Showing first 20 rows)\n", + "\n", + "--- Grand Summary Statistics (Baseline: 0h to 72h) ---\n", + "Total Flies Analyzed: n = 33\n", + "\n", + "[ OVERALL SLEEP (Scaled to 24h Baseline Average) ]\n", + "Mean ± SEM: 11.93 ± 0.56 hours\n", + "Median: 12.77 hours\n", + "\n", + "[ DAY TIME (ZT 0-12, Averaged to 12h blocks) ]\n", + "Mean ± SEM: 5.93 ± 0.26 hours\n", + "Median: 6.11 hours\n", + "\n", + "[ NIGHT TIME (ZT 12-24, Averaged to 12h blocks) ]\n", + "Mean ± SEM: 7.33 ± 0.41 hours\n", + "Median: 7.79 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", + "# 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": 95, + "id": "ac65afcf-69b7-4ae8-b409-11e2ffb5ae94", + "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_278 - Fly 01 2.544444 1.677778 0.866667\n", + "ETHOSCOPE_278 - Fly 02 8.975000 5.325000 3.650000\n", + "ETHOSCOPE_278 - Fly 03 8.883333 2.972222 5.911111\n", + "ETHOSCOPE_278 - Fly 04 13.900000 6.030556 7.869444\n", + "ETHOSCOPE_278 - Fly 05 10.372222 5.900000 4.472222\n", + "ETHOSCOPE_278 - Fly 06 13.061111 3.652778 9.408333\n", + "ETHOSCOPE_278 - Fly 07 6.900000 3.025000 3.875000\n", + "ETHOSCOPE_278 - Fly 08 8.205556 6.894444 1.311111\n", + "ETHOSCOPE_278 - Fly 09 1.513889 1.416667 0.097222\n", + "ETHOSCOPE_278 - Fly 10 7.452778 3.280556 4.172222\n", + "ETHOSCOPE_278 - Fly 13 14.208333 5.588889 8.619444\n", + "ETHOSCOPE_278 - Fly 14 13.511111 7.300000 6.211111\n", + "ETHOSCOPE_278 - Fly 15 12.263889 4.763889 7.500000\n", + "ETHOSCOPE_278 - Fly 16 13.011111 6.691667 6.319444\n", + "ETHOSCOPE_278 - Fly 17 9.977778 4.872222 5.105556\n", + "ETHOSCOPE_278 - Fly 18 14.775000 5.833333 8.941667\n", + "ETHOSCOPE_278 - Fly 19 5.666667 2.138889 3.527778\n", + "ETHOSCOPE_278 - Fly 20 11.283333 5.755556 5.527778\n", + "ETHOSCOPE_302 - Fly 03 10.577778 4.802778 5.775000\n", + "ETHOSCOPE_302 - Fly 04 11.647222 6.002778 5.644444\n", + "... (Showing first 20 rows)\n", + "\n", + "--- Grand Summary Statistics (Stimulus: 72h to 96h) ---\n", + "Total Flies Analyzed: n = 33\n", + "\n", + "[ OVERALL SLEEP (24h Stimulus Block) ]\n", + "Mean ± SEM: 11.63 ± 0.67 hours\n", + "Median: 12.26 hours\n", + "\n", + "[ DAY TIME (ZT 0-12 during Stimulus) ]\n", + "Mean ± SEM: 5.30 ± 0.33 hours\n", + "Median: 5.76 hours\n", + "\n", + "[ NIGHT TIME (ZT 12-24 during Stimulus) ]\n", + "Mean ± SEM: 6.33 ± 0.46 hours\n", + "Median: 6.23 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", + "# 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": 96, + "id": "5fa83974-cf50-4d0a-8e07-0c01d583ed21", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "--- 24h Total Statistical Analysis ---\n", + "Shapiro-Wilk P-value (Normality of differences): 0.1517\n", + "Result: Data is normal. Used Paired T-test.\n", + "P-value: 6.6325e-01\n", + "Significance: ns\n", + "\n", + "--- Daytime Statistical Analysis ---\n", + "Shapiro-Wilk P-value (Normality of differences): 0.0569\n", + "Result: Data is normal. Used Paired T-test.\n", + "P-value: 5.9746e-02\n", + "Significance: ns\n", + "\n", + "--- Nighttime Statistical Analysis ---\n", + "Shapiro-Wilk P-value (Normality of differences): 0.1283\n", + "Result: Data is normal. Used Paired T-test.\n", + "P-value: 5.2551e-02\n", + "Significance: ns\n" + ] + } + ], + "source": [ + "# STATISTICS\n", + "\n", + "# Merge Baseline and Stimulus data on Fly_Label\n", + "# This ensures we are 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", + " # We test if the differences are normally distributed\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": 106, + "id": "09e3b6c5-5971-44c5-91b4-51cc0ab88aad", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "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", + " 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", + " palette=['black', '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. 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", + "\n", + "plt.ylim(0, max(20, y_line + h + 1.5)) \n", + "\n", + "# Legend is moved outside\n", + "plt.legend(title='', frameon=False, loc='center left', bbox_to_anchor=(1, 0.5))\n", + "plt.tight_layout()\n", + "\n", + "plt.savefig(\"ChRmine-attP5_RED.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 +}