{
 "cells": [
  {
   "source": [
    "# PIVPy graphics tutorial"
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import xarray as xr\n",
    "import numpy as np\n",
    "from pivpy import io, pivpy, graphics\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "## Let's create a sample dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "\n",
       ".xr-var-attrs-in:checked ~ .xr-var-attrs,\n",
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       "\n",
       ".xr-attrs dt, dd {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
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       "  width: auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt {\n",
       "  font-weight: normal;\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-attrs dt:hover span {\n",
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       "\n",
       ".xr-attrs dd {\n",
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       "\n",
       ".xr-icon-database,\n",
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       "  stroke: currentColor;\n",
       "  fill: currentColor;\n",
       "}\n",
       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt;\n",
       "Dimensions:  (t: 5, x: 8, y: 5)\n",
       "Coordinates:\n",
       "  * x        (x) float64 32.0 45.71 59.43 73.14 86.86 100.6 114.3 128.0\n",
       "  * y        (y) float64 16.0 44.0 72.0 100.0 128.0\n",
       "  * t        (t) int64 0 1 2 3 4\n",
       "Data variables:\n",
       "    u        (x, y, t) float64 1.0 1.0 1.0 1.0 1.0 2.75 ... 8.0 8.0 8.0 8.0 8.0\n",
       "    v        (x, y, t) float64 -0.1917 0.4701 -0.3205 ... 0.8455 0.5244 0.3326\n",
       "    chc      (x, y, t) float64 1.0 1.0 1.0 1.0 1.0 1.0 ... 1.0 1.0 1.0 1.0 1.0\n",
       "Attributes:\n",
       "    variables:  [&#x27;x&#x27;, &#x27;y&#x27;, &#x27;u&#x27;, &#x27;v&#x27;]\n",
       "    units:      [&#x27;pix&#x27;, &#x27;pix&#x27;, &#x27;pix/dt&#x27;, &#x27;pix/dt&#x27;]\n",
       "    dt:         1.0\n",
       "    files:      </pre><div class='xr-wrap' hidden><div class='xr-header'><div class='xr-obj-type'>xarray.Dataset</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-20b1799b-4a41-4dc8-b6b5-8527df5d68d7' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-20b1799b-4a41-4dc8-b6b5-8527df5d68d7' class='xr-section-summary'  title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span class='xr-has-index'>t</span>: 5</li><li><span class='xr-has-index'>x</span>: 8</li><li><span class='xr-has-index'>y</span>: 5</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-82404f45-b7d3-45ac-8af2-bc7131f6e2f3' class='xr-section-summary-in' type='checkbox'  checked><label for='section-82404f45-b7d3-45ac-8af2-bc7131f6e2f3' class='xr-section-summary' >Coordinates: <span>(3)</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'>x</span></div><div class='xr-var-dims'>(x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>32.0 45.71 59.43 ... 114.3 128.0</div><input id='attrs-3da514fd-4cf0-45e7-b1fd-9015dafeefbd' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-3da514fd-4cf0-45e7-b1fd-9015dafeefbd' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ad26373d-b905-4391-967c-c2d2909f436e' class='xr-var-data-in' type='checkbox'><label for='data-ad26373d-b905-4391-967c-c2d2909f436e' 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([ 32.      ,  45.714286,  59.428571,  73.142857,  86.857143, 100.571429,\n",
       "       114.285714, 128.      ])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>y</span></div><div class='xr-var-dims'>(y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>16.0 44.0 72.0 100.0 128.0</div><input id='attrs-621bcb1d-736d-4db0-b25b-b62a433a4667' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-621bcb1d-736d-4db0-b25b-b62a433a4667' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-8d49bfef-e63e-45e1-887f-e13394a40ed3' class='xr-var-data-in' type='checkbox'><label for='data-8d49bfef-e63e-45e1-887f-e13394a40ed3' 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([ 16.,  44.,  72., 100., 128.])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>t</span></div><div class='xr-var-dims'>(t)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 1 2 3 4</div><input id='attrs-34133563-e69c-410b-8951-ae78a01db60e' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-34133563-e69c-410b-8951-ae78a01db60e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-edb5da44-dbee-46be-baf9-9c8c89ef9151' class='xr-var-data-in' type='checkbox'><label for='data-edb5da44-dbee-46be-baf9-9c8c89ef9151' 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([0, 1, 2, 3, 4])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-cc139f9a-ee8c-46c1-93b6-90f6ddf61194' class='xr-section-summary-in' type='checkbox'  checked><label for='section-cc139f9a-ee8c-46c1-93b6-90f6ddf61194' class='xr-section-summary' >Data variables: <span>(3)</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>u</span></div><div class='xr-var-dims'>(x, y, t)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>1.0 1.0 1.0 1.0 ... 8.0 8.0 8.0 8.0</div><input id='attrs-9e288303-f923-4137-b530-31c50a6bc8c7' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-9e288303-f923-4137-b530-31c50a6bc8c7' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b3273279-e34e-4533-bcd3-ee623b9bfd40' class='xr-var-data-in' type='checkbox'><label for='data-b3273279-e34e-4533-bcd3-ee623b9bfd40' 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([[[1.  , 1.  , 1.  , 1.  , 1.  ],\n",
       "        [2.75, 2.75, 2.75, 2.75, 2.75],\n",
       "        [4.5 , 4.5 , 4.5 , 4.5 , 4.5 ],\n",
       "        [6.25, 6.25, 6.25, 6.25, 6.25],\n",
       "        [8.  , 8.  , 8.  , 8.  , 8.  ]],\n",
       "\n",
       "       [[1.  , 1.  , 1.  , 1.  , 1.  ],\n",
       "        [2.75, 2.75, 2.75, 2.75, 2.75],\n",
       "        [4.5 , 4.5 , 4.5 , 4.5 , 4.5 ],\n",
       "        [6.25, 6.25, 6.25, 6.25, 6.25],\n",
       "        [8.  , 8.  , 8.  , 8.  , 8.  ]],\n",
       "\n",
       "       [[1.  , 1.  , 1.  , 1.  , 1.  ],\n",
       "        [2.75, 2.75, 2.75, 2.75, 2.75],\n",
       "        [4.5 , 4.5 , 4.5 , 4.5 , 4.5 ],\n",
       "        [6.25, 6.25, 6.25, 6.25, 6.25],\n",
       "        [8.  , 8.  , 8.  , 8.  , 8.  ]],\n",
       "\n",
       "       [[1.  , 1.  , 1.  , 1.  , 1.  ],\n",
       "        [2.75, 2.75, 2.75, 2.75, 2.75],\n",
       "...\n",
       "        [6.25, 6.25, 6.25, 6.25, 6.25],\n",
       "        [8.  , 8.  , 8.  , 8.  , 8.  ]],\n",
       "\n",
       "       [[1.  , 1.  , 1.  , 1.  , 1.  ],\n",
       "        [2.75, 2.75, 2.75, 2.75, 2.75],\n",
       "        [4.5 , 4.5 , 4.5 , 4.5 , 4.5 ],\n",
       "        [6.25, 6.25, 6.25, 6.25, 6.25],\n",
       "        [8.  , 8.  , 8.  , 8.  , 8.  ]],\n",
       "\n",
       "       [[1.  , 1.  , 1.  , 1.  , 1.  ],\n",
       "        [2.75, 2.75, 2.75, 2.75, 2.75],\n",
       "        [4.5 , 4.5 , 4.5 , 4.5 , 4.5 ],\n",
       "        [6.25, 6.25, 6.25, 6.25, 6.25],\n",
       "        [8.  , 8.  , 8.  , 8.  , 8.  ]],\n",
       "\n",
       "       [[1.  , 1.  , 1.  , 1.  , 1.  ],\n",
       "        [2.75, 2.75, 2.75, 2.75, 2.75],\n",
       "        [4.5 , 4.5 , 4.5 , 4.5 , 4.5 ],\n",
       "        [6.25, 6.25, 6.25, 6.25, 6.25],\n",
       "        [8.  , 8.  , 8.  , 8.  , 8.  ]]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>v</span></div><div class='xr-var-dims'>(x, y, t)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-0.1917 0.4701 ... 0.5244 0.3326</div><input id='attrs-be27d8b8-b582-4087-b08e-b21283cd0a5e' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-be27d8b8-b582-4087-b08e-b21283cd0a5e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0650d6f1-acc0-41de-866b-ee20cf283460' class='xr-var-data-in' type='checkbox'><label for='data-0650d6f1-acc0-41de-866b-ee20cf283460' 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([[[-0.19173369,  0.47013406, -0.32054064, -0.0757848 ,\n",
       "          0.08673771],\n",
       "        [-0.06673369,  0.59513406, -0.19554064,  0.0492152 ,\n",
       "          0.21173771],\n",
       "        [ 0.05826631,  0.72013406, -0.07054064,  0.1742152 ,\n",
       "          0.33673771],\n",
       "        [ 0.18326631,  0.84513406,  0.05445936,  0.2992152 ,\n",
       "          0.46173771],\n",
       "        [ 0.30826631,  0.97013406,  0.17945936,  0.4242152 ,\n",
       "          0.58673771]],\n",
       "\n",
       "       [[-0.25754662,  0.23238447, -0.1176686 ,  0.05972362,\n",
       "         -0.23222527],\n",
       "        [-0.13254662,  0.35738447,  0.0073314 ,  0.18472362,\n",
       "         -0.10722527],\n",
       "        [-0.00754662,  0.48238447,  0.1323314 ,  0.30972362,\n",
       "          0.01777473],\n",
       "        [ 0.11745338,  0.60738447,  0.2573314 ,  0.43472362,\n",
       "          0.14277473],\n",
       "        [ 0.24245338,  0.73238447,  0.3823314 ,  0.55972362,\n",
       "...\n",
       "         -0.28413527],\n",
       "        [ 0.52145588, -0.36426683,  0.14361845, -0.21303802,\n",
       "         -0.15913527],\n",
       "        [ 0.64645588, -0.23926683,  0.26861845, -0.08803802,\n",
       "         -0.03413527],\n",
       "        [ 0.77145588, -0.11426683,  0.39361845,  0.03696198,\n",
       "          0.09086473],\n",
       "        [ 0.89645588,  0.01073317,  0.51861845,  0.16196198,\n",
       "          0.21586473]],\n",
       "\n",
       "       [[ 0.35206705,  0.12177763,  0.34548154,  0.02444069,\n",
       "         -0.16737367],\n",
       "        [ 0.47706705,  0.24677763,  0.47048154,  0.14944069,\n",
       "         -0.04237367],\n",
       "        [ 0.60206705,  0.37177763,  0.59548154,  0.27444069,\n",
       "          0.08262633],\n",
       "        [ 0.72706705,  0.49677763,  0.72048154,  0.39944069,\n",
       "          0.20762633],\n",
       "        [ 0.85206705,  0.62177763,  0.84548154,  0.52444069,\n",
       "          0.33262633]]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>chc</span></div><div class='xr-var-dims'>(x, y, t)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>1.0 1.0 1.0 1.0 ... 1.0 1.0 1.0 1.0</div><input id='attrs-11869a42-49f1-40fa-ac7e-75094ece700f' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-11869a42-49f1-40fa-ac7e-75094ece700f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-df8a95f3-bf35-411e-9fb6-8327f3305d6b' class='xr-var-data-in' type='checkbox'><label for='data-df8a95f3-bf35-411e-9fb6-8327f3305d6b' 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([[[1., 1., 1., 1., 1.],\n",
       "        [1., 1., 1., 1., 1.],\n",
       "        [1., 1., 1., 1., 1.],\n",
       "        [1., 1., 1., 1., 1.],\n",
       "        [1., 1., 1., 1., 1.]],\n",
       "\n",
       "       [[1., 1., 1., 1., 1.],\n",
       "        [1., 1., 1., 1., 1.],\n",
       "        [1., 1., 1., 1., 1.],\n",
       "        [1., 1., 1., 1., 1.],\n",
       "        [1., 1., 1., 1., 1.]],\n",
       "\n",
       "       [[1., 1., 1., 1., 1.],\n",
       "        [1., 1., 1., 1., 1.],\n",
       "        [1., 1., 1., 1., 1.],\n",
       "        [1., 1., 1., 1., 1.],\n",
       "        [1., 1., 1., 1., 1.]],\n",
       "\n",
       "       [[1., 1., 1., 1., 1.],\n",
       "        [1., 1., 1., 1., 1.],\n",
       "...\n",
       "        [1., 1., 1., 1., 1.],\n",
       "        [1., 1., 1., 1., 1.]],\n",
       "\n",
       "       [[1., 1., 1., 1., 1.],\n",
       "        [1., 1., 1., 1., 1.],\n",
       "        [1., 1., 1., 1., 1.],\n",
       "        [1., 1., 1., 1., 1.],\n",
       "        [1., 1., 1., 1., 1.]],\n",
       "\n",
       "       [[1., 1., 1., 1., 1.],\n",
       "        [1., 1., 1., 1., 1.],\n",
       "        [1., 1., 1., 1., 1.],\n",
       "        [1., 1., 1., 1., 1.],\n",
       "        [1., 1., 1., 1., 1.]],\n",
       "\n",
       "       [[1., 1., 1., 1., 1.],\n",
       "        [1., 1., 1., 1., 1.],\n",
       "        [1., 1., 1., 1., 1.],\n",
       "        [1., 1., 1., 1., 1.],\n",
       "        [1., 1., 1., 1., 1.]]])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-a1712879-c4b8-4c54-b4a3-fa90c9e55eeb' class='xr-section-summary-in' type='checkbox'  checked><label for='section-a1712879-c4b8-4c54-b4a3-fa90c9e55eeb' class='xr-section-summary' >Attributes: <span>(4)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>variables :</span></dt><dd>[&#x27;x&#x27;, &#x27;y&#x27;, &#x27;u&#x27;, &#x27;v&#x27;]</dd><dt><span>units :</span></dt><dd>[&#x27;pix&#x27;, &#x27;pix&#x27;, &#x27;pix/dt&#x27;, &#x27;pix/dt&#x27;]</dd><dt><span>dt :</span></dt><dd>1.0</dd><dt><span>files :</span></dt><dd></dd></dl></div></li></ul></div></div>"
      ],
      "text/plain": [
       "<xarray.Dataset>\n",
       "Dimensions:  (t: 5, x: 8, y: 5)\n",
       "Coordinates:\n",
       "  * x        (x) float64 32.0 45.71 59.43 73.14 86.86 100.6 114.3 128.0\n",
       "  * y        (y) float64 16.0 44.0 72.0 100.0 128.0\n",
       "  * t        (t) int64 0 1 2 3 4\n",
       "Data variables:\n",
       "    u        (x, y, t) float64 1.0 1.0 1.0 1.0 1.0 2.75 ... 8.0 8.0 8.0 8.0 8.0\n",
       "    v        (x, y, t) float64 -0.1917 0.4701 -0.3205 ... 0.8455 0.5244 0.3326\n",
       "    chc      (x, y, t) float64 1.0 1.0 1.0 1.0 1.0 1.0 ... 1.0 1.0 1.0 1.0 1.0\n",
       "Attributes:\n",
       "    variables:  ['x', 'y', 'u', 'v']\n",
       "    units:      ['pix', 'pix', 'pix/dt', 'pix/dt']\n",
       "    dt:         1.0\n",
       "    files:      "
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = io.create_sample_dataset()\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10,10))\n",
    "graphics.quiver(df.piv.average,arrScale=3,streamlines=True);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(<Figure size 720x720 with 1 Axes>,\n",
       " <AxesSubplot:xlabel='x(pix)', ylabel='y (pix)'>)"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10,10)) \n",
    "# plot quiver of the first frame (t[0]), selected by .isel and apply quiver()\n",
    "df.isel(t=0).piv.quiver(arrScale=7,streamlines=True) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig,ax = graphics.contour_plot(df.isel(t=-1),colbar='vertical')\n",
    "fig.set_size_inches(6,6)\n",
    "ax.set_xlabel('$x$ (pix)',fontsize=16);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "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": "3.8.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}