{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Quick start\n",
    "\n",
    "This tutorial shows how to open and plot your data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "import xarray_well_ice.xw_load as xwl\n",
    "import xarray_well_ice.xw_tilt\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Piezometer\n",
    "\n",
    "Load data from file"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "adr_P='data/Planpincieux_2_Press.dat'\n",
    "ds_p=xwl.load_xw_pressure(adr_P)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
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       "array([5.761, 5.76 , 5.762, ..., 5.882, 5.88 , 5.88 ])\n",
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       "    unit:     bar</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-array-name'></div><ul class='xr-dim-list'><li><span class='xr-has-index'>time</span>: 4291</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-40cb6fd4-1303-40f2-af07-7c2f0ce0131b' class='xr-array-in' type='checkbox' checked><label for='section-40cb6fd4-1303-40f2-af07-7c2f0ce0131b' title='Show/hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-array-preview xr-preview'><span>5.761 5.76 5.762 5.764 5.763 5.762 ... 5.878 5.883 5.882 5.88 5.88</span></div><div class='xr-array-data'><pre>array([5.761, 5.76 , 5.762, ..., 5.882, 5.88 , 5.88 ])</pre></div></div></li><li class='xr-section-item'><input id='section-7ce4d811-6a66-4a13-b93b-334c7c889fa3' class='xr-section-summary-in' type='checkbox'  checked><label for='section-7ce4d811-6a66-4a13-b93b-334c7c889fa3' class='xr-section-summary' >Coordinates: <span>(1)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>2024-06-13T12:55:00 ... 2024-08-...</div><input id='attrs-c798d2ca-57e4-42c2-9754-c829658b1e8e' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-c798d2ca-57e4-42c2-9754-c829658b1e8e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-3379b818-5181-4e8e-ba47-2ce587c3cac7' class='xr-var-data-in' type='checkbox'><label for='data-3379b818-5181-4e8e-ba47-2ce587c3cac7' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([&#x27;2024-06-13T12:55:00.000000000&#x27;, &#x27;2024-06-13T12:56:00.000000000&#x27;,\n",
       "       &#x27;2024-06-13T12:57:00.000000000&#x27;, ..., &#x27;2024-08-06T05:10:00.000000000&#x27;,\n",
       "       &#x27;2024-08-06T05:20:00.000000000&#x27;, &#x27;2024-08-06T05:30:00.000000000&#x27;],\n",
       "      dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-d4d8e536-27fb-4156-90ef-c4490550e4f5' class='xr-section-summary-in' type='checkbox'  ><label for='section-d4d8e536-27fb-4156-90ef-c4490550e4f5' class='xr-section-summary' >Indexes: <span>(1)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-index-name'><div>time</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-a5dc721d-7cbb-43a4-864c-f60dc58e3583' class='xr-index-data-in' type='checkbox'/><label for='index-a5dc721d-7cbb-43a4-864c-f60dc58e3583' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(DatetimeIndex([&#x27;2024-06-13 12:55:00&#x27;, &#x27;2024-06-13 12:56:00&#x27;,\n",
       "               &#x27;2024-06-13 12:57:00&#x27;, &#x27;2024-06-13 12:58:00&#x27;,\n",
       "               &#x27;2024-06-13 12:59:00&#x27;, &#x27;2024-06-13 13:00:00&#x27;,\n",
       "               &#x27;2024-06-13 13:01:00&#x27;, &#x27;2024-06-13 13:02:00&#x27;,\n",
       "               &#x27;2024-06-13 13:03:00&#x27;, &#x27;2024-06-13 13:04:00&#x27;,\n",
       "               ...\n",
       "               &#x27;2024-08-06 04:00:00&#x27;, &#x27;2024-08-06 04:10:00&#x27;,\n",
       "               &#x27;2024-08-06 04:20:00&#x27;, &#x27;2024-08-06 04:30:00&#x27;,\n",
       "               &#x27;2024-08-06 04:40:00&#x27;, &#x27;2024-08-06 04:50:00&#x27;,\n",
       "               &#x27;2024-08-06 05:00:00&#x27;, &#x27;2024-08-06 05:10:00&#x27;,\n",
       "               &#x27;2024-08-06 05:20:00&#x27;, &#x27;2024-08-06 05:30:00&#x27;],\n",
       "              dtype=&#x27;datetime64[ns]&#x27;, name=&#x27;time&#x27;, length=4291, freq=None))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-ff18d25d-ad90-4891-b744-fc1990d528c3' class='xr-section-summary-in' type='checkbox'  checked><label for='section-ff18d25d-ad90-4891-b744-fc1990d528c3' class='xr-section-summary' >Attributes: <span>(1)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>unit :</span></dt><dd>bar</dd></dl></div></li></ul></div></div>"
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  {
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   "metadata": {},
   "source": [
    "Plot pressure evolution with time"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ds_p.sel(time=slice(\"2024-07-13\", \"2024-08-06\")).plot(label='presuure')\n",
    "plt.grid()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Inclinometer\n",
    "\n",
    "Load data from file"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "adr_i='data/Planpincieux_2_Tilt.dat'\n",
    "ds_i=xwl.load_xw_tilt(adr_i)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x74b67adf74d0>"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ds_i.sel(time=slice(\"2024-07-13\", \"2024-08-06\")).xwt.plot_raw()\n",
    "plt.grid()\n",
    "plt.legend()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "PPpy",
   "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": "3.11.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}