From 8a36805bc18e7a3dd12a3caf761b6b58a37fbd27 Mon Sep 17 00:00:00 2001 From: charliebrownies Date: Tue, 13 Aug 2024 21:17:46 +0200 Subject: [PATCH] cropped labelmaps --- data/cropped/00001_cropped.nii | 3 + data/cropped/00002_cropped.nii | 3 + data/cropped/00011_cropped.nii | 3 + data/cropped/00013_cropped.nii | 3 + notebooks/experiments_plots.ipynb | 130 ++++++++++++++++++++++++++++++ 5 files changed, 142 insertions(+) create mode 100644 data/cropped/00001_cropped.nii create mode 100644 data/cropped/00002_cropped.nii create mode 100644 data/cropped/00011_cropped.nii create mode 100644 data/cropped/00013_cropped.nii create mode 100644 notebooks/experiments_plots.ipynb diff --git a/data/cropped/00001_cropped.nii b/data/cropped/00001_cropped.nii new file mode 100644 index 0000000..45af98e --- /dev/null +++ b/data/cropped/00001_cropped.nii @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:a3b4312afd8b5d40775d77f87c8321aab5f3dd97b3e49daa742328e88e6f06de +size 13455976 diff --git a/data/cropped/00002_cropped.nii b/data/cropped/00002_cropped.nii new file mode 100644 index 0000000..bd1e3f1 --- /dev/null +++ b/data/cropped/00002_cropped.nii @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:cf3d2dc57a5f7dab0c336f4a2c3cb0ddcb22a8393067858cc92165869ca052b1 +size 1238224 diff --git a/data/cropped/00011_cropped.nii b/data/cropped/00011_cropped.nii new file mode 100644 index 0000000..3cfa4bd --- /dev/null +++ b/data/cropped/00011_cropped.nii @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:384ba11a418d41a01034969a979621da9b57636233e39561beacd2b5876f09a0 +size 6043312 diff --git a/data/cropped/00013_cropped.nii b/data/cropped/00013_cropped.nii new file mode 100644 index 0000000..1c23870 --- /dev/null +++ b/data/cropped/00013_cropped.nii @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:7c130606d539e6959e8ce7546775f697c5d85b0a3141201c64216fc15feff714 +size 9759376 diff --git a/notebooks/experiments_plots.ipynb b/notebooks/experiments_plots.ipynb new file mode 100644 index 0000000..c514600 --- /dev/null +++ b/notebooks/experiments_plots.ipynb @@ -0,0 +1,130 @@ +{ + "cells": [ + { + "metadata": {}, + "cell_type": "markdown", + "source": "# Plotting experiments", + "id": "ad96e9219242767a" + }, + { + "cell_type": "code", + "id": "ee0abd69add1b729", + "metadata": { + "collapsed": true, + "ExecuteTime": { + "end_time": "2024-08-13T18:14:02.054009Z", + "start_time": "2024-08-13T18:14:02.047853Z" + } + }, + "source": [ + "import os.path\n", + "\n", + "import pandas as pd\n", + "import matplotlib.pyplot as plt\n", + "import seaborn as sns" + ], + "outputs": [], + "execution_count": 2 + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2024-08-13T18:17:26.243684Z", + "start_time": "2024-08-13T18:17:26.227561Z" + } + }, + "cell_type": "code", + "source": [ + "file_dir = os.path.dirname(__file__) if \"__file__\" in locals() else os.getcwd()\n", + "experiments_dir = os.path.join(file_dir, os.pardir, \"data/experiments\")" + ], + "id": "14c4e3fd775638c7", + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "/mnt/c/Users/Utente/Documents/10_Git/armscan_env/notebooks /mnt/c/Users/Utente/Documents/10_Git/armscan_env/notebooks/../data/experiments\n" + ] + } + ], + "execution_count": 6 + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2024-08-13T18:41:32.339914Z", + "start_time": "2024-08-13T18:41:31.331798Z" + } + }, + "cell_type": "code", + "source": [ + "experiment_name = \"run-sac-characteristic-array-rew-details-y_42_20240630-191219-tag-train_lens_stat_mean.csv\"\n", + "experiment_path = os.path.join(experiments_dir, experiment_name)\n", + "df = pd.read_csv(experiment_path)\n", + "\n", + "# Simple Matplotlib plot\n", + "plt.plot(df['Step'], df['Value'])\n", + "plt.xlabel('Step')\n", + "plt.ylabel('Value')\n", + "plt.title('Plot Title')\n", + "plt.show()\n", + "\n", + "# Seaborn plot for enhanced aesthetics\n", + "sns.lineplot(data=df, x='Step', y='Value')\n", + "plt.show()" + ], + "id": "initial_id", + "outputs": [ + { + "data": { + "text/plain": [ + "
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" 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" 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