From 33e81464210eece5f2ca5f494da3e0b837d230bb Mon Sep 17 00:00:00 2001 From: Luciano Lorenti Date: Mon, 17 Jun 2024 11:33:18 +0200 Subject: [PATCH] Analysis: Fix plot with of constant features --- docs/dataset/analysis/Sensor Validation.ipynb | 10 +++++----- 1 file changed, 5 insertions(+), 5 deletions(-) diff --git a/docs/dataset/analysis/Sensor Validation.ipynb b/docs/dataset/analysis/Sensor Validation.ipynb index 7588514..6a02cc4 100644 --- a/docs/dataset/analysis/Sensor Validation.ipynb +++ b/docs/dataset/analysis/Sensor Validation.ipynb @@ -1380,13 +1380,13 @@ }, { "cell_type": "code", - "execution_count": 31, + "execution_count": 122, "id": "ff355bed", "metadata": {}, "outputs": [ { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -1397,9 +1397,9 @@ ], "source": [ "fig, ax = plt.subplots(3, 1, figsize=(17, 5))\n", - "ax[0].plot(transformed_dataset[2][0][\"ROTATIONSPEED\"])\n", - "ax[1].plot(transformed_dataset[3][0][\"ROTATIONSPEED\"])\n", - "ax[2].plot(transformed_dataset[4][0][\"ROTATIONSPEED\"])\n", + "ax[0].plot(transformed_dataset[3][0][\"ROTATIONSPEED\"])\n", + "ax[1].plot(transformed_dataset[6][0][\"ROTATIONSPEED\"])\n", + "ax[2].plot(transformed_dataset[-2][0][\"ROTATIONSPEED\"])\n", "fig.tight_layout()" ] },