/
terrain-tiles.ipynb
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terrain-tiles.ipynb
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Terrain Tiles\n",
"\n",
"https://registry.opendata.aws/terrain-tiles/"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## TerrainTiles"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"from podpac.datalib.terraintiles import TerrainTiles\n",
"from podpac import Coordinates, clinspace\n",
"import numpy as np\n",
"%matplotlib inline"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"node = TerrainTiles(zoom=2)"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"c = Coordinates([clinspace(43, 0, 1000), clinspace(-73, 0, 1000)], dims=['lat', 'lon'])\n",
"data = node.eval(c)"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<xarray.UnitsDataArray (lat: 1000, lon: 1000)>\n",
"array([[-1887., -1887., -2260., ..., -4946., -4931., -4931.],\n",
" [-1887., -1887., -2260., ..., -4946., -4931., -4931.],\n",
" [-1887., -1887., -2260., ..., -4946., -4931., -4931.],\n",
" ...,\n",
" [ 413., 413., 405., ..., -3201., -3169., -3169.],\n",
" [ 413., 413., 405., ..., -3201., -3169., -3169.],\n",
" [ 413., 413., 405., ..., -3201., -3169., -3169.]])\n",
"Coordinates:\n",
" * lat (lat) float64 43.0 42.96 42.91 42.87 42.83 42.78 42.74 42.7 ...\n",
" * lon (lon) float64 -73.0 -72.93 -72.85 -72.78 -72.71 -72.63 -72.56 ...\n",
"Attributes:\n",
" layer_style: <podpac.core.style.Style object at 0x1c257af438>\n",
" units: None"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"data"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.collections.QuadMesh at 0x1c25a372e8>"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"data.plot()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## TerrainTilesSource"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/Users/marcus/computing/python/anaconda3/envs/podpac2/lib/python3.6/site-packages/h5py/__init__.py:36: FutureWarning: Conversion of the second argument of issubdtype from `float` to `np.floating` is deprecated. In future, it will be treated as `np.float64 == np.dtype(float).type`.\n",
" from ._conv import register_converters as _register_converters\n"
]
}
],
"source": [
"from podpac.datalib.terraintiles import TerrainTilesSource\n",
"%matplotlib inline"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"node = TerrainTilesSource(source='geotiff/10/10/0.tif')\n",
"data = node.eval(node.native_coordinates)"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"'WGS84'"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"node.native_coordinates['lat'].coord_ref_sys"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.collections.QuadMesh at 0x1c255cdfd0>"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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buFXSJCJz1xLgXIB4E8+5Zna2ma2SdBlwXyzu0lipFPG12FRmwFPAn1T9TI7jON0QmcIGTVRYbdS6QdLMLiYKG05yZE7bRcDZifurgasLZD8FvCNxf3q78xszegMH7PjC5vtHX9szt21o2pekbyXLz1Ikp520Ly3/Sp6fJU9WWdqXvFDiZL9OUsckKcqwXFTWLnnhwGVpVvJ8EMl+RaHFoSHNIXVF8wntnyWrk5M7y0N8s78wx64aqCU1TZmfJW/MsnQvdftePFeY4ziOUxmtcOPhjisWx3GcxnBTmNMBT7+yW0dhyoOFbs1cnZAVMlxlSHKL0AzGnWY2bvWrOlNyVZmWk7LqCDluMhNza7wqQ5i3yK03U7Ofee84juNURhQVVv2PpsGGKxbHcZyG8KOJHcdxnMpxU9gIoSjMuEUVfpOykOUqUrSUhSy3kwG5CfJ8OlWdWlnkq2kqtUnZCZa9SLGSJsSPU4c/ow6qyHxcFx4V5jiO41SOR4U5juM4lWEmNrpicaoidOd+N7Szc38kUEfIcje0uyPfaZ+mQ547wU1hjuM4TmW4j8VxHMepHFcsjuM4TmX4PpYRRDLDcbfkhS5XneYly2cz2E6ULPL5FKWOaSckukhOVSHLVZHl80n6XdL+ljrCkAdzyHM75D3HUAiJ9n0sjuM4TmWYwcYGDvrqNa5YHMdxGsRNYc42pE1daTNa+j5kV38nJE1rTYQyV0kVGZR7kYW5RV4Yc6emt6IsyyEmqqZClusYJ9QEN1zCst3H4jiO41SOjQDFMvyNfY7jOIOIARR0dYOkGZKWSRqQND1RfqqkJYlrQNI0STulyldK+nrcZ4ykGyT9UtK9kvYpG99XLI7jOA1h1piPZSlwEvDtrce364DrACQdDNxsZkvi6mmtdpIWAz+Mb88CVpvZWyXNBL4KnFI0+IhWLDuM+g0HjXtu8/2ydVNy2+b5SpLlWWHL7fhc2vGVJH0sWaHMebIGQ9qXvHDilt8kz3+S7FdVSHI7aV9aPpR2fCkh8otOnAwJD64yVLjIl1FnSHLZuO2OXSSv3bQv1YYwi00NRIWZ2XIAqVCJzQKuTxdK2h/YA7g7LjoeuCT+PAe4SpLMzPIEj2jF4jiO0zSDyMdyCpHSSDMLuCGhOKYAzwKY2UZJa4HdgZV5gl2xOI7jNESbucImSlqUuJ9tZrNbN5LuAPbK6HeRmd1cJFjSocA6M1uaUT0TOD3ZPKNN7moFXLE4juM0h0V+lkBWmtn0vEozO7qLmcwk2wz2LqDPzBYnivuBNwP9kvqAXYBVRcI9KiyQKtO+ONmM3nV9pu8krzyEqv0rTdDyKeT5FerydfRyr0jWM3XiW6maOlLENBEVVoSkUcAM4AcZ1Vl+l3nAGfHnPwR+XORfAV+xOI7jNIY15LyXdCLwDWAScIukJWZ2bFx9ONBvZk9kdD0Z+Eiq7J+B70n6JdFKZWbZ+LU+oaTPxrHUSyVdL2mspO9KejIRLz0tp+8Zkh6LrzMy6udJWpq4nyBpQdx+gaShtR3dcZwRgVnY1d0YNtfMpprZGDPbM6FUMLOFZnZYTr/9zOznqbI3zGyGmb3VzA7JUUhbUduKRdIU4NPAgWb2uqQb2aLpzjOzOQV9JwAXA9OJnESLJc0zs9Vx/UnAa6luFwB3mtlXJF0Q358fOt+iUGMIS83y6Gt7FprMymR0mwE5JFx5KGRADjF7pZ8jS05Z2pduzVvpeWaN1+4YafNcqCkodJwi81+TZqcss1vI+EWh2el2gzUD8iCKCquNut9wH7BD7PAZBzwf2O9YYIGZrYqVyQLgOABJOwKfAy5P9TkeuDb+fC1wQpdzdxzHqZRoNaKgayhTm2Ixs+eAK4BngBXAWjO7Pa7+kqSHJF0pKetn5ea46Zj+uAzgMuDvgHWpPnua2Yp47BVEG3wcx3EGFQOmoGsoU5tiiX0cxwP7Am8Cxks6DbgQeBvwPmAC2eaqzLjp2B/zVjOb28W8zpG0SNKiV1dt7FSM4zhORzThY+k1dUaFHQ08aWYvAUj6IfABM/t+XL9e0jXA5zP69gNHJO6nAguB9wPvlfQU0dz3kLTQzI4AXpA02cxWSJoMvJg1qXiD0WyA/Q4eX/k/X8uPkpfepa40+kONdlPLFPmGepGmJi8sukVTaf1DfCvthFU3RZEPpKhPUVnICZy9Tr9viIERcNBXnU/4DHCYpHGKEtYcBSyPv/SJy04gSpaWZj5wjKTd4pXPMcB8M/ummb3JzPYBfht4NFYqsHWs9RlA4c5Tx3GcXmCB11CmthWLmd0raQ5wP7AReIBopXCrpElE5q4lwLkAcWrnc83sbDNbJeky4L5Y3KVmVrjTE/gKcKOks4iU2ozKH8pxHKcbbGREhdW6QdLMLiYKG05yZE7bRcDZifurgasLZD8FvCNx/zLRqqgWut15X2QC60R2lrxuw5XrIC8Eupuw51DTV6e79YsoysBcln05zzxWZKoqMnX1rRkd1LfbkOcWdZmR8sKM0+OVhSiHhCK3azqrhaG+HAnAd947juM0iK9YHMdxnMowYGDAFYvjOI5TFQb4imVkUJbOpW6KQpTzSLbtJIQ5z/dRtZ8mLa+dUzIHw2mXScpCiDetGVN6OmYVdOqT6VZ2XfQiBDhrzFZZ3b6Wob5HJQRXLI7jOE3iisVxHMepjqGfBywEVyzAQeOeq0xWnlktxMwVatJKy8qSXSSryBzVqkuasNoxX6VJm8LaMY1VlYk5z6TWjnmq08PGQsbIM1+FhhMXUVXYM/T+0K0QQs1qRaHJnWZeDsZXLI7jOE5lGJhHhTmO4zjV4orFcRzHqRI3hTlpsnwoSR9Nlr8mNJw5JPtxlb6aPKoMOU76UHqRcmawhSy3Q8uHkvZ9FPlWyvxAnfpXhjuNpnpxxeI4juNUxgjZIDn8DwZwHMcZRDRx0JekGZKWSRqIM8e3yk+VtCRxDUiaJmmnVPlKSV+P+3xO0iPxqb93Stq7bPwRvWLZQRs4eMwW09XD6/NNVkXmrFZdXthysrxITogJq2yXfpmMkNDhdMhxHSasrHl0Ok7eM5WZwbrNfpwOh84aL3SMorDkTsOKQ+WHjjGYyDPdtWu2qj20OItmosKWAicB304Wmtl1wHUAkg4GbjazJXH1tFY7SYuBH8a3DwDTzWydpD8FvgacUjT4iFYsjuM4TaMGfCxmthwgOk8xl1nA9elCSfsDewB3x7LuSlT/DDitbHxXLI7jOE0xuI6HPAU4PqN8FnCDWaZB7izg1jLBrlgcx3EaQ+047ydKWpS4n21mszdLku4A9srod5GZFR7NLulQYJ2ZZR0NPxM4PaPPacB04ENlE3fFMswICVkOIdTfkfb1hI69986rt/GNdBKa3E26marJSkETEu7cSebjbn0qndBOSHIVPpvQ8fLCssvoRVZloJ0Vy0ozm55XaWZHdzGLmWSbwd4F9JnZ4lT50cBFwIfMrNRx6IrFcRynSQZ6O7ykUcAM4PCM6m38LpLeTRQEcJyZvRgyRlC4saSvhpQ5juM4BbT2sYRcXSDpREn9wPuBWyTNT1QfDvSb2RMZXU9m25XM3wI7AjfFocjzysYPXbF8GDg/VfZ7GWVDlqJQ46oo24HfzkFfeZSZoqoIHS6aZ+gBZGUmrCpMXFVlR06SNG1lmbnSY1YZkgxbTFxFpq5OMzGXye3GvNWJGa3d8ZLti8YLMYHVGXLcUFTYXGBuTt1C4LCcuv0yyto2uRUqljhm+c+A/SQ9lKjaCbin3cEcx3FGPIMnKqw2ylYs/0oUWvY3wAWJ8lfNbFVts3Icx3GGLIWKxczWAmuJHDpI2gMYC+woaUcze6b+KTqO4wwfmjCF9ZogH4ukPwD+L/Am4EVgb2A5cFB9U3OcZgjxlSTLi0KIk3VZMkJ8LlmEhA93m6KmjhDlFp2GBPeKMWtq8rMYTaV06SmhSSgvJ3L2PGpm+wJH4T4Wx3Gc9rHAawgTqlg2mNnLwChJo+LcMdPKOjmO4zhbIwu7hjKh4cZrJO0I/AS4TtKLwMayTpI+C5xNpH8fBj4OfIsoJcDauNmZieyayb5nAF+Iby83s2vj8tuAyfHc7wb+3Mw2SboE+CTwUtznr83sPwOfr5SDxj0XfGBXkYyqyJtLFSHLadJhw3lhxK2xQ3bfN3noVyfZj9N1SRNWaBhznvwiWXl9OjVz5c2127DnMvLMaukQ4izTWN+a0bmhxllzzBqryPRWe/biMoa40gghVLEcD7wBfBY4FdgFuLSog6QpwKeBA83sdUk3EqURADjPzOYU9J0AXEyUl8aAxZLmmdlq4GQze0VR2s45RDtIfxB3vdLMrgh8JsdxnOZxxRJhZsmfPde2KX8HSRuAccDzgf2OBRa0QpolLQCOA643s1cSsrdnRPwzOY4zHBgOZq4QCn0skl6V9ErG9aqkV4r6mtlzwBXAM8AKYK2Z3R5Xfyk+jexKSVlr5inAs4n7/risNa/5RNFprxKtWlp8KpZ7taRM+4ekcyQtkrRo9aoeJ+1xHGfkMaCwawhTto9lp04Fx1/sxwP7AmuI8sycBlwI/IpotTGbKC1M2qyW9VY363kzO1bSWKKT0I4EFgDfBC6L210G/B3wiYxnmh2Py0Hv3L6x3w5Jn0gVvpa0jHb9P2k/SBPpZHpBL1PD5IUmF4Ukt+5Dw5A7JTluu2Nl+TTSvo88f026b2galmT/orGK5LczTp2M+BVLlxwNPGlmL5nZBqJjLj9gZissYj1wDXBIRt9+4M2J+6mkzGhm9gYwj/igGjN7wcw2mdkA8J0cuY7jOL3Fw4274hngMEnjYkf7UcBySZMB4rITiM5mTjMfOEbSbvHK5xhgvqQdE/37gI8AP4/vJyf6n5gj13Ecp3cEhhoP9VVNbeexmNm9kuYA9xOFJj9AZIK6VdIkInPXEuBcAEnTgXPN7GwzWyXpMuC+WNylcdmewLzYLzMa+DFR+DLA1yRNI9L1TwF/UuXzVB1q3I28LFNaO/KzTFZZZS3zWB0hzFXSqQmu2+zHWSHTadNbWbhvkRmq0/mVZWBOyw4NeS7amZ+uyzOFtWu2yhurE/npcdImsSoOJwtiiCuNEGo96MvMLiYKG05yZE7bRUR7Xlr3VwNXp9q8ALwvp/82R2k6juMMNjQCYobqNIU5juM4IxA/mthxHKdJ3BTm1EWnKWJCQpW79QdB/eHHVfltehni/PQru23jZ0nf54U7h4T7lmVKLmpfRJGsqsKci/wgLUbvur6jjMpVpJ7JSyUDNftahoFjPgRXLI7jOE3iisVxHMepFFcsTosiE1TL9FSlaStPVtkO/pA5HLDjC1uZkELMUu2OVWaiCjVhFc2tTEbRrvtOsyunZSbvs2SGmMaqMnN1Ez4dIr8bE1SZyatMdrJ/FQeSFe3IzzKTVWUeE81EhUmaAVwCvB04JI66RdKpwHmJpu8E3gM8TpQtvsVU4Ptm9pmEzD8EbgLe15KXhysWx3GcpmjOx7IUOAn49lbDm11HlAoLSQcDNyeOLdl8xpakxUTZUlr3OxFlq783ZHAPN3Ycx2mSBlK6mNlyM/tFSbNZwPXpQkn7A3uw9QrmMuBrRMenlOKKxXEcp0kGT66wU8hQLEQK5wYzMwBJ7wbebGb/ESrYTWEV0PI/tONjCfHZdNo/hDK/Spn8KkKas+bR8puE+H3SvqJ2aPk62vG1lGVKTtd36nPpBXmZmIvapynq3/Kh5PlHkuVVnmQZeuIkNJfqpQ1T2ERJSV/G7Dg7eyRHugPYK6PfRWZ2c+EcpEOBdWaWlVNxJnB63G4UcCVwZvCsccXiOI7TLOGKZaWZTc8VY3Z0F7OYSbYZ7F1An5ktjot2At4BLIzyBrMXUb7GjxY58F2xOI7jNIX1PldYvAqZARyeUb2V38XM1gITE30XAp/3qLBADh7zHA+vn7L5cxGtdmk6NU/lmZU6kVe0oz80xLiKg8hCd9bnmbKqOIiszMz19Cu7BZmiWnJC5OXd5/VtwjQWkoUZus/2HJJNoMjMVRRGXJd5LGvM2rMcN+A/kXQi8A1gEnCLpCVmdmxcfTjQb2ZPZHQ9meg4kq5wxeI4jtMgTYQbm9lcYG5O3ULgsJy6/UrkHhEyvisWx3FtCwQ6AAAVF0lEQVScJvGd947jOE5lDINjh0NwxRKT9Jtk+VDK/C4h7cp8My3fSDc+jqrCgMuoIhy5nVDhvBMuu0n5svfOqyvzaXSbPqbOsOOs0OpQv0uaspDklp+l7OTMLNrxo5T5g0JCp6tIDdMuwrMbO47jOBXjisVxHMepFlcsI4M8E1VWm4PHPBdsFkvT6tdJuHJ6zCIZeWao0JDdKjIIFGUjyDNrtcOjr+1ZGpKcvM8zi4WYw7o1U1Vh5grZ6f7y2vFdhQy3zGPdzLc1p7x5lO3wD9mBH/KM7WYSKBqvclyxOI7jOJXhJ0g6juM4leOKxXEcx6mSXqd0aQJXLGydzqWsXbeEjFM2VqiMEDo9hTKvb7tyOknV0uqX9ptkZUbu5pTJXpAXmlyWgqVb/0rROO3SzTxG77qeTWvGFPo7Qp61Xf8K1JdhOY2bwhzHcZzq8A2SjuM4TuW4YukOSZ8FziZ6lQ8DHwe+BXwIWBs3OzNx5nKy7xnAF+Lby83s2rj8NmByPPe7gT83s02SJgA3APsATwEnm1nwKU4hZq4qTVChY7YzhyLTU+hu/ip2/5fNpZNDxrLklcnpxAzWzsFfTVIWFh1ifnr6ld0Kn6/MDJY2L3Vi8goxUdUd9huy476uXfkjZed9bUcTS5oCfBqYbmbvAEYTHS4DcJ6ZTYuvLKUyAbgYOBQ4BLhYUuuv/mQzexfR4TOTiM4VALgAuNPM9gfujO8dx3EGFRqwoGsoU/eZ933ADpL6gHHA84H9jgUWmNmqeNWxADgOwMxeScjeni0Ly+OBa+PP1wIndD99x3GcCgk9735o65X6FIuZPQdcATwDrADWmtntcfWXJD0k6UpJWWvOKcCzifv+uAwASfOBF4FXgTlx8Z5mtiIeewWwR5XP4ziOUwWysGsoU5uPJTZdHQ/sC6wBbpJ0GnAh8Cui1cZs4Hzg0nT3DJGbX7WZHStpLHAdcCTRiiZ0XucA5wC8ZUofB203DoBlG9YV9qsiHDktI33fbThzUTqXtO+k7izIRXMp6tNOXZn8rJDkLMr8Knm+nHayMxfJ6kROHYRme64irLkbuh2/FdLcM4a40gihTlPY0cCTZvaSmW0Afgh8wMxWWMR64BoiH0qafuDNifuppMxoZvYGMI9IeQG8IGkyQPzfF7MmZWazzWy6mU2ftPvoLh7PcRynfUbCiqVOxfIMcJikcZIEHAUsT3z5i8gPsjSj73zgGEm7xSufY4D5knZM9O8jOpv553GfecAZ8eczgJtrei7HcZzOGQE+ltpMYWZ2r6Q5wP3ARuABItPXrZImEZm7lgDnAkiaDpxrZmeb2SpJlwH3xeIujcv2BObFfpnRwI+JwpcBvgLcKOksIqXWihYL4qDtxpWaw7qlbId/si7PLFYmIyRMuMyEVEWW5U5kt0jOL8Q81qlZr1MTWGh9KC05RSaxbg8SC6HMDFZkgkrPIU9WXtbhdnbSd7KrPk1jmYzTmKd06Rozu5gobDjJkTltFxHteWndXw1cnWrzAvC+nP4vE62KHMdxBiVN7WORNAO4BHg7cEj8/YqkU4HzEk3fCbwHeJxoX2CLqcD3zewzcb+TY3kGPGhmf1Q0vu+8dxzHaRJrxM61FDgJ+PbWQ9t1REFPSDoYuDmxl3Baq52kxUR+cSTtTxR09UEzWy2pNOLWFYvjOE6DNLFiMbPlAJErO5dZwPXpwliR7MGWFcwngX9sZTIxs8zAqCSuWGLq9q9Avj8i6bdotSlqW3fm42XrpuT6NrqVX+Y/CfWvZLXvlBBfyaOv7VnYrsg/Eiq/U1r+jCbS0YSM0UmG5KTfJMvfks7kPGQZXI75U9gSVZtkFnCD2eal1QEAku4h8m1fYma3FQl2xeI4jtMgbTjvJ0palLifbWazN8uR7gD2yuh3kZkVRsVKOhRYZ2ZZUbkzgdMT933A/sARRL6XuyW9w8zW5Ml3xeI4jtMgbSiWlWY2Pa/SzI7uYhozyTaDvQvoM7PFieJ+4GfxfsQnJf2CSNHcl+7fwhVLj+g0nPjh9VMKTWGtuqozMddBt2assv7dmqfSMjo1V2UdQJY3Rl2E7PivwpTWbobkTujVzv8nqhBiNOW8z0XSKKLtGIdnVGf5Xf49Lv+upIlEprHC11F3EkrHcRwnQRM77yWdKKkfeD9wS5xfscXhQL+ZZSmHk9lWscwHXpb0CHAXUXb6l4vG9xWL4zhOkzQTFTYXmJtTtxA4LKduv4wyAz4XX0G4YnEcx2mIkXLQlyuWHtHygbSbIqUXJ13WRScZi9P9y06qzPNflPk9ymQk+5X5SDodo0qywqXT9yFzSPtQenXiZtm4ISHPRf6e2vw4NvQP8QrBFYvjOE6TDH+94orFcRynSdwU5lRKVihxMny4ChNWHdmGofusxqHjJjMWF2UACKXMDBVixgrNclxmMutUBhSbfkJ3updlDwjJstzp2C2KTEyhocgh5reyQ8vKxnp57fh6zGEGuCnMcRzHqZThr1dcsTiO4zSJm8Icx3GcSvGoMKdS0n6JtN+iLJ1LCCEyyvwWISHN3VLmP2mFEndz2mVrnG4o80u02rQISZ2SRatfJxmUQ0N+u/U3hdBN9uNQn8bTr+zWdbhx3kmWeVSWUXlwZTeuDVcsjuM4DRFtkBz+msUVi+M4TpP4mfeOM7Qp251fFaFhxXmEZgJwmqOuA8V8xeI4juNUh/tYHMdxnGrxXGGO4zhO1bgpzBlqVJUWpomQ4yZowr8C24bqtuMrCWnbxCmTVVAWChyadbhXp0S2yBq/qhMk2ziaeMjiisVxHKdJfMXiOI7jVMrw1yv1KhZJnwXOJnqVDwMfB74FfAhYGzc708yWZPQ9A/hCfHu5mV0raRxwE/BbwCbgR2Z2Qdz+TOBvgZYN5yoz+6c6nssZGjRlBsuibDf+YKSqA8da5q52DwFLhvcWmcO6PVwsK4y4SdObBoa/Law2xSJpCvBp4EAze13SjcDMuPo8M5tT0HcCcDEwnUgpLZY0D1gPXGFmd0naHrhT0u+Z2a1x1xvM7FN1PZPjOE5XGCNig+SomuX3ATtI6gPGAc8H9jsWWGBmq8xsNbAAOM7M1pnZXQBm9hvgfmBqDfN2HMepHGHIwq6uxpFmSFomaUDS9ET5qZKWJK4BSdMk7ZQqXynp63Gft0i6S9IDkh6S9JGy8WtTLGb2HHAF8AywAlhrZrfH1V+KJ3ilpDEZ3acAzybu++OyzUjaFfgD4M5E8cdiuXMkvbmqZ3Ecx6kMs7CrO5YCJwE/2Xpou87MppnZNOB04CkzW2Jmr7bK47qngR/G3b4A3Ghm7yayOv2/ssHrNIXtBhwP7AusAW6SdBpwIfArYHtgNnA+cGm6e4bIzW86XgFdD/yDmbWiAH8EXG9m6yWdC1wLHJkxr3OAcwDeMmX4xS5UkSF5uNBUOpduSWZo7nS+IRl/y+jWv9LtyY5VZjcuImScLPn3dTxiigaiwsxsOYCU9VW6mVlE36NbIWl/YA/g7pY4YOf48y4EWJ7qNIUdDTxpZi+Z2QYi7fcBM1thEeuBa4BDMvr2A8kVx1S2fpjZwGNm9vVWgZm9HMsE+A7w3qxJmdlsM5tuZtMn7T6644dzHMdpm5aPJeSqn1PIUCxECucGs80a8BLgNEn9wH8Cf1EmuE7F8gxwmKRxitTmUcBySZMB4rITiJZsaeYDx0jaLV75HBOXIelyIq35mWSHltyYjwLLK34ex3GcrtHAQNAFTJS0KHGds5Uc6Q5JSzOu40vnIB0KrDOzrO/fmWytcGYB3zWzqcBHgO9JKtQdtdmCzOxeSXOIHOwbgQeIVhq3SppEZO5aApwLEDuYzjWzs81slaTL2LL6vDQumwpcBPwcuD9e5rXCij8t6aPxWKuAM+t6tk5pwkxVhfzhsut+KNKu+S5pVuo0zLfdceoaox1CdvB3Sr3P1pb/ZKWZTc+rNLOju5hIWnkAIOldQJ+ZLU4UnwUcF4/5U0ljgYnAi3nCa3UymNnFRGHDSbbxe8RtFxHteWndXw1cnWrTT7b/BTO7kMh/4ziOMzgxer7zPl5tzAAOz6jO8rs8Q2Rx+q6ktwNjgZeKxqg73NhxHMdJ0oCPRdKJsU/k/cAtkuYnqg8H+hOBT0lOZlvF8pfAJyU9GNedmfC/ZDL8wqIcx3EGMU0c9GVmc4G5OXULgcNy6vbLKHsE+GA747tiaZAmwoCr8OMMp+zGQ4FuQqKb8nWEjJNMXdNp6HKvfTdQr/8G6LkprAlcsTiO4zSFGWwa/jldXLE4juM0ia9YnDrpxOQ0XMxUyd3mztBmqGRvLqJ281cSVyyO4zhOZRjgZ947juM41WFg7mNxHMdxqsJw5/1I4qDtxrFsw7pax0iHAnfiKynrM1QyGy9bN8X9LBVS5ud49LU9S0OAq/CVdJshOSRzccg8y+ZR5lMZ6tmNe40rFsdxnCZxxeI4juNURyWHeA16PFdYwxw85rnNV159r2lqDkPhEK4m6NYkWGQaCjGBDUcGbQi0AQMDYdcQxlcsjuM4TTICViyuWBzHcRrDU7o4juM4VWJgvo9lePO6DdQeYtyiqjDgspQuQyW7sYcab6FbX1PLh5LlV2jH1xDqiymSecCOL9Tu03n0tT2DwquL2Hvn1YUhx8mw58rTvfjOe8dxHKdS3MfiOI7jVIbZkI/4CsEVS4UMll3vVZjD6qBd89dB457zkGSnZ9SW8dhXLI7jOE51GLZpU68nUTuuWBzHcZpihKTN9533juM4TWIDYVcXSJohaZmkAUnTE+WnSlqSuAYkTYvrZkl6WNJDkm6TNDEunyBpgaTH4v+W2ghH9IrlddsuyBdRlIJlMBHyLCFZhet6VveX9Ib0v3c3/w7dhvkOFerKbmyANbNiWQqcBHx7q/HNrgOuA5B0MHCzmS2R1Af8PXCgma2U9DXgU8AlwAXAnWb2FUkXxPfnFw3uKxbHcZymMGtkxWJmy83sFyXNZgHXx58VX+MlCdgZeD6uOx64Nv58LXBC2fgjesXiOI7TNIPIeX8KkdLAzDZI+lPgYeDXwGPAn8ft9jSzFXG7FZL2KBMsGwGhb3lIegl4uoGhJgIrGxinXQbrvGDwzs3n1R7DaV57m9mkbgaVdFs8dghjgTcS97PNbHZC1h3AXhn9LjKzm+M2C4HPm9mi1DwOBf7JzA6O77cDbgPOAZ4AvgH8yswul7TGzHZN9F1tZoV+lhG9Yun2jyQUSYvMbHp5y2YZrPOCwTs3n1d7+Ly2xsyOq1DW0V10n8kWMxjAtFjm4wCSbiTypQC8IGlyvFqZDLxYJtx9LI7jOCMISaOAGcAPEsXPAQdKav3Y/jCwPP48Dzgj/nwGcHPZGK5YHMdxhhmSTpTUD7wfuEXS/ET14UC/mT3RKjCz54EvAj+R9BDRCubLcfVXgA9LeoxI4XylbPwRbQprkNnlTXrCYJ0XDN65+bzaw+fVA8xsLjA3p24hcFhG+beAb2WUvwwc1c74I9p57ziO41SPm8Icx3GcSnHF0iYdpkrYXtJsSY9K+rmkjxXIf4uk1yR9PlH2VJxqYYmkRTn9ejGv4yT9QtIv4x25jc1L0iGJvg9KOnEwvK+SefXyfX1Y0uL4vSyWdGSibmE8r5bsbfYp9Ghe743LfynpHySpwXntLumu+G/+qlRd6fsa8ZiZX21cwNuB/wUsBKbntDkYeCJx/0Xg8vjzKGBigfx/A24iij1vlT1V1KcX8wJGA48D+wHbAw8SpYNoZF7AOKAv/twKgWzd9+x95c1rELyvdwNvij+/A3guUZc7Vo/n9T9EzmcBtwK/1+C8xgO/DZwLXJWqK31fI/1y532bmNlygIwfT0mSqRIAPgG8Le4/QM7GLEknEG1O+vUQmNchwC8tjiyR9AOiXbyPNDEvM0ueKT2WKA1TMD2YV6/f1wOJ22XAWEljzGx90UC9mhcwAdjZzH4aj/svRKlEbm1oXr8G/lvSW4sEO9m4KaweTiH+Q5bU2rF6maT7Jd0kaZtMfZLGEyV2+2KGPANuj00F5wySeU0Bnk3c98dljcwrbnuopGVEaSjONbONcVXP3lfBvHr+vhJ8DHggpVSuic06/zvL5NSDeU0hekctevm+sqjifQ1bXLFkIOkOSUszruMD+h4KrDOzpXFRHzAVuMfM3gP8FLgio+sXgSvN7LWMug/GfV8D/l7SE4NgXpv/Z1KUWuLLwKwG54WZ3WtmBwHvAy6UNDau6uX7yptXz99X3P8g4KvAnySKT7Uotcdq4K+AZwfBvNLv61rg8KbnlUPrff1OfJ3eZv/hT69tcUP1IsfOClwJ/HXiXkQmpFHx/ZuBZRn97ibyDTwFrAFWAZ/KaHcJCf9Lr+ZFZPuen2h3IXBhU/PKkHNXjvxG31fevAbD+yL6Qn2USPHmjXsmKZ9CL+ZF5J/6eeJ+FvDtpv8dA95HYf1IvXzFUiHKSJVg0V/fj4Aj4qKjSNnV43a/Y2b7mNk+wNeBL5vZVZLGS9oplj8eOIborIWezovoeIr9Je0raXui3EPzmppXPG5f/HlvIgfuU71+X3nzovfva1fgFiJldk+ivE9bDnTaDvh9mn1fmfOyKJvuq5IOi01Nf0xAKpGq5lUgs+v3NSLotWYbahdwIpG9dz3wAlv/Cj0C+FlGn72BnwAPAXcCb4nLPwpcmtH+ErZEX+1HFEH0IJFz86LBMK/4/iNEvzQfb3peROaHZcAS4H7ghMHwvvLmNQje1xeIfqkvSVx7EEU/LY77LiM67Gl0r+cV100n+tJ+HLiKeEN3U3/3RD8IVhGZVPuBA0Pf10i/fOe94ziOUyluCnMcx3EqxRWL4ziOUymuWBzHcZxKccXiOI7jVIorFsdxHKdSXLE4IxJJWRkOHMepAFcsjuM4TqW4YnFGNIr42zj31MOSTonLj1B07sYcRWd2XOfJBh0nDE+b74x0TgKmAe8CJgL3SfpJXPdu4CDgeeAe4IPAf/diko4zlPAVizPS+W3gejPbZGYvAP9FlJUY4H/MrN+iMzuWAPv0aI6OM6RwxeKMdIrMW8nzSjbhK3zHCcIVizPS+QlwiqTRkiYBhxMdies4Tof4LzBnpDOX6KyUB4lOnvwrM/uVpLf1dlqOM3Tx7MaO4zhOpbgpzHEcx6kUVyyO4zhOpbhicRzHcSrFFYvjOI5TKa5YHMdxnEpxxeI4juNUiisWx3Ecp1JcsTiO4ziV8v8BPlFvoChOtlgAAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"data.plot()"
]
}
],
"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": "3.6.5"
}
},
"nbformat": 4,
"nbformat_minor": 2
}