From cc4c0469ea1858c31308fd9570163d6f4d46f805 Mon Sep 17 00:00:00 2001
From: caichac-dhi <97288080+caichac-dhi@users.noreply.github.com>
Date: Fri, 1 Mar 2024 14:27:34 +0100
Subject: [PATCH] example notebook
---
notebooks/Compare_with_auxiliary.ipynb | 374 +++++++++++++++++++++++++
1 file changed, 374 insertions(+)
create mode 100644 notebooks/Compare_with_auxiliary.ipynb
diff --git a/notebooks/Compare_with_auxiliary.ipynb b/notebooks/Compare_with_auxiliary.ipynb
new file mode 100644
index 000000000..3d5aa2bfe
--- /dev/null
+++ b/notebooks/Compare_with_auxiliary.ipynb
@@ -0,0 +1,374 @@
+{
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "id": "ede4124b",
+ "metadata": {},
+ "source": [
+ "Simple notebook that shows how to create a comparer from scratch with Auxiliary date and filter"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 90,
+ "id": "6a66e03a",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "import modelskill as ms\n",
+ "import mikeio\n",
+ "import numpy as np"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 91,
+ "id": "c1b44aae",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "file=r'../tests/testdata/obs_two_items.dfs0'"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "2cf784c5",
+ "metadata": {},
+ "source": [
+ "First we create some random data for this example"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 92,
+ "id": "25c80a1d",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "
\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " | \n",
+ " Temperature | \n",
+ " Water Level | \n",
+ " Waves | \n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " 2015-01-01 01:00:00 | \n",
+ " 3.765260 | \n",
+ " 3.862235 | \n",
+ " 3.785870 | \n",
+ "
\n",
+ " \n",
+ " 2015-01-01 02:00:00 | \n",
+ " 3.488153 | \n",
+ " 3.530358 | \n",
+ " 3.977829 | \n",
+ "
\n",
+ " \n",
+ " 2015-01-01 03:00:00 | \n",
+ " 3.763207 | \n",
+ " 4.587785 | \n",
+ " 4.493785 | \n",
+ "
\n",
+ " \n",
+ " 2015-01-01 04:00:00 | \n",
+ " 4.090368 | \n",
+ " 4.645924 | \n",
+ " 4.143113 | \n",
+ "
\n",
+ " \n",
+ " 2015-01-01 05:00:00 | \n",
+ " 3.374945 | \n",
+ " 3.554441 | \n",
+ " 4.344376 | \n",
+ "
\n",
+ " \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ "
\n",
+ " \n",
+ " 2020-09-27 20:00:00 | \n",
+ " 3.421887 | \n",
+ " 3.531873 | \n",
+ " 3.615233 | \n",
+ "
\n",
+ " \n",
+ " 2020-09-27 21:00:00 | \n",
+ " 3.282840 | \n",
+ " 3.322007 | \n",
+ " 4.156146 | \n",
+ "
\n",
+ " \n",
+ " 2020-09-27 22:00:00 | \n",
+ " 3.553412 | \n",
+ " 4.319250 | \n",
+ " 3.682936 | \n",
+ "
\n",
+ " \n",
+ " 2020-09-27 23:00:00 | \n",
+ " 4.089186 | \n",
+ " 4.575870 | \n",
+ " 5.012598 | \n",
+ "
\n",
+ " \n",
+ " 2020-09-28 00:00:00 | \n",
+ " 3.798033 | \n",
+ " 3.798321 | \n",
+ " 4.789514 | \n",
+ "
\n",
+ " \n",
+ "
\n",
+ "
50328 rows × 3 columns
\n",
+ "
"
+ ],
+ "text/plain": [
+ " Temperature Water Level Waves\n",
+ "2015-01-01 01:00:00 3.765260 3.862235 3.785870\n",
+ "2015-01-01 02:00:00 3.488153 3.530358 3.977829\n",
+ "2015-01-01 03:00:00 3.763207 4.587785 4.493785\n",
+ "2015-01-01 04:00:00 4.090368 4.645924 4.143113\n",
+ "2015-01-01 05:00:00 3.374945 3.554441 4.344376\n",
+ "... ... ... ...\n",
+ "2020-09-27 20:00:00 3.421887 3.531873 3.615233\n",
+ "2020-09-27 21:00:00 3.282840 3.322007 4.156146\n",
+ "2020-09-27 22:00:00 3.553412 4.319250 3.682936\n",
+ "2020-09-27 23:00:00 4.089186 4.575870 5.012598\n",
+ "2020-09-28 00:00:00 3.798033 3.798321 4.789514\n",
+ "\n",
+ "[50328 rows x 3 columns]"
+ ]
+ },
+ "execution_count": 92,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "data=mikeio.Dfs0(file).read().to_dataframe()\n",
+ "data['Temperature']=data['Temperature']+np.random.random(size=len(data))\n",
+ "data['Waves']=data['Temperature']+np.random.random(size=len(data))\n",
+ "data['Water Level']=data['Temperature']+np.random.random(size=len(data))\n",
+ "data"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 93,
+ "id": "ef31be5f",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 93,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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\n",
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