{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Python xarray seminar\n", "\n", "## Index\n", "\n", "* [Before start](#start)\n", "* [Python syntax crash course](#syntax)\n", "* [Why xarray?](#why)\n", "* [Dataset and DataArray](#datasets)\n", "* [Examples](#examples)\n", " * [Example 1: Extracting and manipulating time series](#example1)\n", " * [Example 2: Grouping, averaging and plotting maps](#example2)\n", " * [Example 3: Dealing with ensembles of forecasts](#example3)\n", "* [Conclusions](#conclusions)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "## Before start\n", "\n", "\n", "* The goal of this seminar is to demonstrate some of the capabilities of the xarray and pandas python packages.\n", "\n", "* To be able to use these packages, only a very superficial knowledge of the python syntax is needed.\n", "\n", "* Most of you already know Matlab or R. For you, learning python is going to be easy if you want. Try resources as [Think Python](http://greenteapress.com/wp/think-python/) and [Python for Data Analysis](http://shop.oreilly.com/product/0636920023784.do).\n", "\n", "* Now we will see a very brief crash course of python syntax for those of you that see it for the first time." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "## Python syntax crash course\n", "\n", "* In python we always deal with objects. The \"=\" is the assignation operator, as \"<-\" in R. \n", "\n", "* Python is designed to be readable and intuitive:" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Hello world\n" ] } ], "source": [ "text = \"Hello world\"\n", "print(text)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "* There are different types of objects, and the user can define its own kinds of objects, this is, classes.\n", "\n", "* The most important built-in classes are String (like the text in the previous example), Tuple, Set, List and Dictionary.\n", "\n", "* More interestingly, there are high-level packages, like pandas and xarray, that define custom classes to easily deal with structured data as time series, data frames and netCDFs.\n", "\n", "* We will be skipping the introduction to basic python classes, and see an example with the pandas package." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### import statement\n", "\n", "We use the import statement to get the pandas package into our namespace. " ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": false }, "outputs": [], "source": [ "import pandas as pd" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "* All the pandas functions will be available under the \"pd\" name. We don't use the full pandas name to keep the names shorter.\n", "\n", "* For example the read_csv function, which we can use to read data from comma sepparated ASCII files, is called typing pd.read_csv(arguments). \n", "\n", "* In python, parentheses () are used always to call functions.\n", "\n", "* We are going to open the famous [iris flower dataset](https://en.wikipedia.org/wiki/Iris_flower_data_set)." ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
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SepalLengthSepalWidthPetalLengthPetalWidthName
05.13.51.40.2Iris-setosa
14.93.01.40.2Iris-setosa
24.73.21.30.2Iris-setosa
34.63.11.50.2Iris-setosa
45.03.61.40.2Iris-setosa
55.43.91.70.4Iris-setosa
64.63.41.40.3Iris-setosa
75.03.41.50.2Iris-setosa
84.42.91.40.2Iris-setosa
94.93.11.50.1Iris-setosa
105.43.71.50.2Iris-setosa
114.83.41.60.2Iris-setosa
124.83.01.40.1Iris-setosa
134.33.01.10.1Iris-setosa
145.84.01.20.2Iris-setosa
155.74.41.50.4Iris-setosa
165.43.91.30.4Iris-setosa
175.13.51.40.3Iris-setosa
185.73.81.70.3Iris-setosa
195.13.81.50.3Iris-setosa
205.43.41.70.2Iris-setosa
215.13.71.50.4Iris-setosa
224.63.61.00.2Iris-setosa
235.13.31.70.5Iris-setosa
244.83.41.90.2Iris-setosa
255.03.01.60.2Iris-setosa
265.03.41.60.4Iris-setosa
275.23.51.50.2Iris-setosa
285.23.41.40.2Iris-setosa
294.73.21.60.2Iris-setosa
..................
1206.93.25.72.3Iris-virginica
1215.62.84.92.0Iris-virginica
1227.72.86.72.0Iris-virginica
1236.32.74.91.8Iris-virginica
1246.73.35.72.1Iris-virginica
1257.23.26.01.8Iris-virginica
1266.22.84.81.8Iris-virginica
1276.13.04.91.8Iris-virginica
1286.42.85.62.1Iris-virginica
1297.23.05.81.6Iris-virginica
1307.42.86.11.9Iris-virginica
1317.93.86.42.0Iris-virginica
1326.42.85.62.2Iris-virginica
1336.32.85.11.5Iris-virginica
1346.12.65.61.4Iris-virginica
1357.73.06.12.3Iris-virginica
1366.33.45.62.4Iris-virginica
1376.43.15.51.8Iris-virginica
1386.03.04.81.8Iris-virginica
1396.93.15.42.1Iris-virginica
1406.73.15.62.4Iris-virginica
1416.93.15.12.3Iris-virginica
1425.82.75.11.9Iris-virginica
1436.83.25.92.3Iris-virginica
1446.73.35.72.5Iris-virginica
1456.73.05.22.3Iris-virginica
1466.32.55.01.9Iris-virginica
1476.53.05.22.0Iris-virginica
1486.23.45.42.3Iris-virginica
1495.93.05.11.8Iris-virginica
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" ], "text/plain": [ " SepalLength SepalWidth PetalLength PetalWidth Name\n", "0 5.1 3.5 1.4 0.2 Iris-setosa\n", "1 4.9 3.0 1.4 0.2 Iris-setosa\n", "2 4.7 3.2 1.3 0.2 Iris-setosa\n", "3 4.6 3.1 1.5 0.2 Iris-setosa\n", "4 5.0 3.6 1.4 0.2 Iris-setosa\n", "5 5.4 3.9 1.7 0.4 Iris-setosa\n", "6 4.6 3.4 1.4 0.3 Iris-setosa\n", "7 5.0 3.4 1.5 0.2 Iris-setosa\n", "8 4.4 2.9 1.4 0.2 Iris-setosa\n", "9 4.9 3.1 1.5 0.1 Iris-setosa\n", "10 5.4 3.7 1.5 0.2 Iris-setosa\n", "11 4.8 3.4 1.6 0.2 Iris-setosa\n", "12 4.8 3.0 1.4 0.1 Iris-setosa\n", "13 4.3 3.0 1.1 0.1 Iris-setosa\n", "14 5.8 4.0 1.2 0.2 Iris-setosa\n", "15 5.7 4.4 1.5 0.4 Iris-setosa\n", "16 5.4 3.9 1.3 0.4 Iris-setosa\n", "17 5.1 3.5 1.4 0.3 Iris-setosa\n", "18 5.7 3.8 1.7 0.3 Iris-setosa\n", "19 5.1 3.8 1.5 0.3 Iris-setosa\n", "20 5.4 3.4 1.7 0.2 Iris-setosa\n", "21 5.1 3.7 1.5 0.4 Iris-setosa\n", "22 4.6 3.6 1.0 0.2 Iris-setosa\n", "23 5.1 3.3 1.7 0.5 Iris-setosa\n", "24 4.8 3.4 1.9 0.2 Iris-setosa\n", "25 5.0 3.0 1.6 0.2 Iris-setosa\n", "26 5.0 3.4 1.6 0.4 Iris-setosa\n", "27 5.2 3.5 1.5 0.2 Iris-setosa\n", "28 5.2 3.4 1.4 0.2 Iris-setosa\n", "29 4.7 3.2 1.6 0.2 Iris-setosa\n", ".. ... ... ... ... ...\n", "120 6.9 3.2 5.7 2.3 Iris-virginica\n", "121 5.6 2.8 4.9 2.0 Iris-virginica\n", "122 7.7 2.8 6.7 2.0 Iris-virginica\n", "123 6.3 2.7 4.9 1.8 Iris-virginica\n", "124 6.7 3.3 5.7 2.1 Iris-virginica\n", "125 7.2 3.2 6.0 1.8 Iris-virginica\n", "126 6.2 2.8 4.8 1.8 Iris-virginica\n", "127 6.1 3.0 4.9 1.8 Iris-virginica\n", "128 6.4 2.8 5.6 2.1 Iris-virginica\n", "129 7.2 3.0 5.8 1.6 Iris-virginica\n", "130 7.4 2.8 6.1 1.9 Iris-virginica\n", "131 7.9 3.8 6.4 2.0 Iris-virginica\n", "132 6.4 2.8 5.6 2.2 Iris-virginica\n", "133 6.3 2.8 5.1 1.5 Iris-virginica\n", "134 6.1 2.6 5.6 1.4 Iris-virginica\n", "135 7.7 3.0 6.1 2.3 Iris-virginica\n", "136 6.3 3.4 5.6 2.4 Iris-virginica\n", "137 6.4 3.1 5.5 1.8 Iris-virginica\n", "138 6.0 3.0 4.8 1.8 Iris-virginica\n", "139 6.9 3.1 5.4 2.1 Iris-virginica\n", "140 6.7 3.1 5.6 2.4 Iris-virginica\n", "141 6.9 3.1 5.1 2.3 Iris-virginica\n", "142 5.8 2.7 5.1 1.9 Iris-virginica\n", "143 6.8 3.2 5.9 2.3 Iris-virginica\n", "144 6.7 3.3 5.7 2.5 Iris-virginica\n", "145 6.7 3.0 5.2 2.3 Iris-virginica\n", "146 6.3 2.5 5.0 1.9 Iris-virginica\n", "147 6.5 3.0 5.2 2.0 Iris-virginica\n", "148 6.2 3.4 5.4 2.3 Iris-virginica\n", "149 5.9 3.0 5.1 1.8 Iris-virginica\n", "\n", "[150 rows x 5 columns]" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data = pd.read_csv(\"iris.csv\")\n", "data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Indexing objects\n", "\n", "* The name \"data\" is now assigned to an object that belongs to the pandas.DataFrame class.\n", "\n", "* These objects are _indexable_. This means thay it is possible to subset it using python indexing syntax, with square brackets data[start:stop:step].\n", "\n", "* In the case of data frames, this subsets them by rows. Let's see the first ten rows of data." ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
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SepalLengthSepalWidthPetalLengthPetalWidthName
05.13.51.40.2Iris-setosa
14.93.01.40.2Iris-setosa
24.73.21.30.2Iris-setosa
34.63.11.50.2Iris-setosa
45.03.61.40.2Iris-setosa
55.43.91.70.4Iris-setosa
64.63.41.40.3Iris-setosa
75.03.41.50.2Iris-setosa
84.42.91.40.2Iris-setosa
94.93.11.50.1Iris-setosa
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" ], "text/plain": [ " SepalLength SepalWidth PetalLength PetalWidth Name\n", "0 5.1 3.5 1.4 0.2 Iris-setosa\n", "1 4.9 3.0 1.4 0.2 Iris-setosa\n", "2 4.7 3.2 1.3 0.2 Iris-setosa\n", "3 4.6 3.1 1.5 0.2 Iris-setosa\n", "4 5.0 3.6 1.4 0.2 Iris-setosa\n", "5 5.4 3.9 1.7 0.4 Iris-setosa\n", "6 4.6 3.4 1.4 0.3 Iris-setosa\n", "7 5.0 3.4 1.5 0.2 Iris-setosa\n", "8 4.4 2.9 1.4 0.2 Iris-setosa\n", "9 4.9 3.1 1.5 0.1 Iris-setosa" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data[0:10]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Hashable objects\n", "\n", "* Pandas data frames are also _hashable_ objects. This means that they can be subsetted like python Dictionaries. This is used to select columns." ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "0 5.1\n", "1 4.9\n", "2 4.7\n", "3 4.6\n", "4 5.0\n", "5 5.4\n", "6 4.6\n", "7 5.0\n", "8 4.4\n", "9 4.9\n", "10 5.4\n", "11 4.8\n", "12 4.8\n", "13 4.3\n", "14 5.8\n", "15 5.7\n", "16 5.4\n", "17 5.1\n", "18 5.7\n", "19 5.1\n", "20 5.4\n", "21 5.1\n", "22 4.6\n", "23 5.1\n", "24 4.8\n", "25 5.0\n", "26 5.0\n", "27 5.2\n", "28 5.2\n", "29 4.7\n", " ... \n", "120 6.9\n", "121 5.6\n", "122 7.7\n", "123 6.3\n", "124 6.7\n", "125 7.2\n", "126 6.2\n", "127 6.1\n", "128 6.4\n", "129 7.2\n", "130 7.4\n", "131 7.9\n", "132 6.4\n", "133 6.3\n", "134 6.1\n", "135 7.7\n", "136 6.3\n", "137 6.4\n", "138 6.0\n", "139 6.9\n", "140 6.7\n", "141 6.9\n", "142 5.8\n", "143 6.8\n", "144 6.7\n", "145 6.7\n", "146 6.3\n", "147 6.5\n", "148 6.2\n", "149 5.9\n", "Name: SepalLength, dtype: float64" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data[\"SepalLength\"]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Attributes and methods\n", "\n", "* Python objects may contain attributes, which are objects that can be called by typing object_name.attribute_name.\n", "\n", "* For example, the \"columns\" attribute of data frames, is a list of the columns names (not exactly a list but a pandas.Index)." ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "Index([u'SepalLength', u'SepalWidth', u'PetalLength', u'PetalWidth', u'Name'], dtype='object')" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data.columns" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "* Methods are attributes which are functions. The first argument of these functions is implied to be the object itself. They can be interpretated as the object acting on himself and other objects, in the object-oriented programming paradigm\n", "\n", "* But you don't have to worry about this. They are just functions. For example, in pandas you can easily compute the mean of each column of the data frame with the mean method.\n", "\n", "* Note the parentheses (), needed because we are calling a function, not like in the .columns examples.\n", "\n", "* When we call this function, there are no explicit arguments but, as \"mean\" is a method, the first argument is implicitly the \"data\" object." ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "SepalLength 5.843333\n", "SepalWidth 3.054000\n", "PetalLength 3.758667\n", "PetalWidth 1.198667\n", "dtype: float64" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data.mean()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "* Methods can be chained, so we can do many actions in one line, and keep it readable.\n", "\n", "* Pandas plot method is great for easy and fast visualization.\n", "\n", "* %matplotlib inline is a \"magic command\", used to tell ipython to embed the plots in the notebook." ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": false }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/scratch/python_envs/python2.7/local/lib/python2.7/site-packages/matplotlib/font_manager.py:273: UserWarning: Matplotlib is building the font cache using fc-list. This may take a moment.\n", " warnings.warn('Matplotlib is building the font cache using fc-list. This may take a moment.')\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "%matplotlib inline\n", "data.mean().plot(kind='bar')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "* The open your appetite, here is an example with an advanced visualization library called [seaborn](https://stanford.edu/~mwaskom/software/seaborn/), prepared to work with pandas data frames.\n", "\n", "* Note how many lines of code were used to produce this plot." ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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e/iBkamWpaPtgaZ+e6XCgd/cu9NbVQ+9wIGPOJYA6xr+HvB70H/ko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\nMGbMGBw7dgy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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import seaborn as sns\n", "sns.pairplot(data, hue=\"Name\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "## Why xarray?\n", "\n", "* Xarray is a python package designed to manipulate _labeled N-dimensional arrays_. It is very well documented in http://xray.readthedocs.io/en/stable/.\n", "\n", "* An \"unlabeled\" array is simply a n-dimensional matrix of numbers. In python, the [numpy](http://www.numpy.org/) package is the way to deal with these arrays, defining, subsetting, and performing all kind of arithmetical operations. \n", "\n", "* Together with the [matplotlib](http://matplotlib.org/) package for plotting, numpy provides a similar environment to matlab. [scipy](https://www.scipy.org/), [statsmodels](http://statsmodels.sourceforge.net/), [scikit-learn](http://scikit-learn.org/stable/) and [pandas](http://pandas.pydata.org/) are also the essential packages for scientific programming with python. They will not be part of this seminar, except pandas.\n", "\n", "* The following is an example of a 1D _unlabeled_ array." ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": false }, "outputs": [], "source": [ "import numpy as np\n", "\n", "array1d = np.random.normal(size=365) # Define a random 1D array with 365 numbers" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "* We can subset it by using the python indexing syntax, which is not very different to those used by matlab, R or IDL." ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "array([ 1.00022171, 0.11722803, -1.90668339, 1.13775088, 2.02045995,\n", " -0.08039749, 0.5807175 , -0.22269263, 0.59487397, 0.63681616])" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "array1d[10:20]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "* The pandas package provides an interface for dealing with 1D and 2D labeled arrays, named Series and DataFrames.\n", "\n", "* Series are 1D arrays (i.e. vectors) with an index, which can be, for example, a list of times:" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "2001-01-01 3.343761\n", "2001-01-02 1.217277\n", "2001-01-03 0.141928\n", "2001-01-04 0.185559\n", "2001-01-05 -1.103481\n", "2001-01-06 0.060170\n", "2001-01-07 -0.608201\n", "2001-01-08 0.454098\n", "2001-01-09 -0.558229\n", "2001-01-10 -1.531346\n", "2001-01-11 1.000222\n", "2001-01-12 0.117228\n", "2001-01-13 -1.906683\n", "2001-01-14 1.137751\n", "2001-01-15 2.020460\n", "2001-01-16 -0.080397\n", "2001-01-17 0.580718\n", "2001-01-18 -0.222693\n", "2001-01-19 0.594874\n", "2001-01-20 0.636816\n", "2001-01-21 0.177022\n", "2001-01-22 0.610783\n", "2001-01-23 0.374424\n", "2001-01-24 -0.477728\n", "2001-01-25 -0.481080\n", "2001-01-26 -0.958895\n", "2001-01-27 0.660522\n", "2001-01-28 0.681850\n", "2001-01-29 -0.540039\n", "2001-01-30 -0.043397\n", " ... \n", "2001-12-02 0.693111\n", "2001-12-03 0.067234\n", "2001-12-04 -0.385553\n", "2001-12-05 -0.995801\n", "2001-12-06 0.475032\n", "2001-12-07 0.281666\n", "2001-12-08 0.571524\n", "2001-12-09 -1.926343\n", "2001-12-10 0.558822\n", "2001-12-11 -0.804413\n", "2001-12-12 0.050581\n", "2001-12-13 1.121038\n", "2001-12-14 -1.695906\n", "2001-12-15 0.160854\n", "2001-12-16 -0.900969\n", "2001-12-17 -0.677434\n", "2001-12-18 2.369169\n", "2001-12-19 -0.206439\n", "2001-12-20 -0.748104\n", "2001-12-21 0.992268\n", "2001-12-22 -0.026136\n", "2001-12-23 2.464066\n", "2001-12-24 0.693946\n", "2001-12-25 0.300979\n", "2001-12-26 -0.306885\n", "2001-12-27 0.630863\n", "2001-12-28 -0.089751\n", "2001-12-29 -0.140893\n", "2001-12-30 0.587930\n", "2001-12-31 -0.007245\n", "Freq: D, dtype: float64" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "times = pd.date_range(\"2001-01-01\", \"2001-12-31\", freq=\"D\") # Defines a 365 dates list\n", "time_series = pd.Series(array1d, index=times) # Defines the pandas.Series object\n", "time_series" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "* This time series is a _labeled_ array, and the date list we have defined are the labels.\n", "* This means that it can be indexed using the dates directly, which is handy. We do this with the \"loc\" attribute. Suppose we want to select the spring:" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "2001-03-01 1.398323\n", "2001-03-02 -1.190053\n", "2001-03-03 0.349219\n", "2001-03-04 1.033881\n", "2001-03-05 0.767886\n", "2001-03-06 -1.819828\n", "2001-03-07 -1.576297\n", "2001-03-08 0.092542\n", "2001-03-09 0.937956\n", "2001-03-10 -0.736763\n", "2001-03-11 -0.616264\n", "2001-03-12 0.041831\n", "2001-03-13 -0.934485\n", "2001-03-14 -0.264704\n", "2001-03-15 -0.989144\n", "2001-03-16 0.082985\n", "2001-03-17 0.379253\n", "2001-03-18 0.595663\n", "2001-03-19 -0.772515\n", "2001-03-20 -1.857160\n", "2001-03-21 -1.168810\n", "2001-03-22 -0.392759\n", "2001-03-23 0.032113\n", "2001-03-24 0.387125\n", "2001-03-25 -2.331421\n", "2001-03-26 -1.060874\n", "2001-03-27 -0.075963\n", "2001-03-28 1.010483\n", "2001-03-29 -0.335488\n", "2001-03-30 -0.983218\n", " ... \n", "2001-05-02 0.779538\n", "2001-05-03 1.215977\n", "2001-05-04 -0.620293\n", "2001-05-05 -0.700033\n", "2001-05-06 0.216107\n", "2001-05-07 -1.996419\n", "2001-05-08 1.005130\n", "2001-05-09 2.144721\n", "2001-05-10 0.671188\n", "2001-05-11 1.058983\n", "2001-05-12 -1.524401\n", "2001-05-13 1.158835\n", "2001-05-14 -0.714350\n", "2001-05-15 1.322181\n", "2001-05-16 -0.478535\n", "2001-05-17 0.362488\n", "2001-05-18 0.112110\n", "2001-05-19 0.114333\n", "2001-05-20 -0.766076\n", "2001-05-21 1.176116\n", "2001-05-22 -0.547810\n", "2001-05-23 -0.182961\n", "2001-05-24 -0.708896\n", "2001-05-25 0.122996\n", "2001-05-26 -0.590479\n", "2001-05-27 1.766299\n", "2001-05-28 -0.264708\n", "2001-05-29 1.472344\n", "2001-05-30 0.711416\n", "2001-05-31 1.516700\n", "Freq: D, dtype: float64" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "time_series.loc[\"2001-03-01\":\"2001-05-31\"]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "* We can directly use the plot method to see what we selected. \n", "\n", "* pandas also is able to label the x axis with the dates appropiatedly formatted automatically." ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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ac3GHvzzdHMqI07IOO3GGGKAN/odvSiQQ8yx8AIBKcHBJK1l+9bV9/Pf/+1P4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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "time_series.loc[\"2001-03-01\":\"2001-05-31\"].plot()" ] }, { "cell_type": "markdown", "metadata": { "collapsed": false }, "source": [ "* In order to do this with the standard indexing syntax, we would need to know which are the index numbers for the first day of March and the last day of May. \n", "\n", "* We can still use this syntax with the \"iloc\" attribute. But this is not intuitive and error prone!" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "2001-03-01 1.398323\n", "2001-03-02 -1.190053\n", "2001-03-03 0.349219\n", "2001-03-04 1.033881\n", "2001-03-05 0.767886\n", "2001-03-06 -1.819828\n", "2001-03-07 -1.576297\n", "2001-03-08 0.092542\n", "2001-03-09 0.937956\n", "2001-03-10 -0.736763\n", "2001-03-11 -0.616264\n", "2001-03-12 0.041831\n", "2001-03-13 -0.934485\n", "2001-03-14 -0.264704\n", "2001-03-15 -0.989144\n", "2001-03-16 0.082985\n", "2001-03-17 0.379253\n", "2001-03-18 0.595663\n", "2001-03-19 -0.772515\n", "2001-03-20 -1.857160\n", "2001-03-21 -1.168810\n", "2001-03-22 -0.392759\n", "2001-03-23 0.032113\n", "2001-03-24 0.387125\n", "2001-03-25 -2.331421\n", "2001-03-26 -1.060874\n", "2001-03-27 -0.075963\n", "2001-03-28 1.010483\n", "2001-03-29 -0.335488\n", "2001-03-30 -0.983218\n", " ... \n", "2001-05-02 0.779538\n", "2001-05-03 1.215977\n", "2001-05-04 -0.620293\n", "2001-05-05 -0.700033\n", "2001-05-06 0.216107\n", "2001-05-07 -1.996419\n", "2001-05-08 1.005130\n", "2001-05-09 2.144721\n", "2001-05-10 0.671188\n", "2001-05-11 1.058983\n", "2001-05-12 -1.524401\n", "2001-05-13 1.158835\n", "2001-05-14 -0.714350\n", "2001-05-15 1.322181\n", "2001-05-16 -0.478535\n", "2001-05-17 0.362488\n", "2001-05-18 0.112110\n", "2001-05-19 0.114333\n", "2001-05-20 -0.766076\n", "2001-05-21 1.176116\n", "2001-05-22 -0.547810\n", "2001-05-23 -0.182961\n", "2001-05-24 -0.708896\n", "2001-05-25 0.122996\n", "2001-05-26 -0.590479\n", "2001-05-27 1.766299\n", "2001-05-28 -0.264708\n", "2001-05-29 1.472344\n", "2001-05-30 0.711416\n", "2001-05-31 1.516700\n", "Freq: D, dtype: float64" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "time_series.iloc[59:151]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "* Pandas is an extremely powerful and useful package, however, it is not able to deal with labeled arrays of more than two dimensions, and gridded climate data usually has at least 3: time, latitude and longitude.\n", "\n", "* xarray is devoted exactly to this, labeled N-dimensional arrays. As they say in their web\n", "\n", ">Our goal is to provide a pandas-like and pandas-compatible toolkit for analytics on multidimensional arrays, rather than the tabular data for which pandas excels. Our approach adopts the Common Data Model for self- describing scientific data in widespread use in the Earth sciences: xarray.Dataset is an in-memory representation of a netCDF file.\n", "\n", "* xarray can directly read netCDFs, modify, combine, or concatenate them and then write the result to a new netCDF directly with \"to_netcdf\" method or either plot it with a \"plot\" method!!" ] }, { "cell_type": "markdown", "metadata": { "collapsed": false }, "source": [ "\n", "## Dataset and DataArray\n", "\n", "* These are the basic classes of xarray.\n", "\n", "* xarray.DataArray objects are the labeled arrays themselves, while xarray.Dataset objects are essentially collections (dictionaries) of named DataArrays.\n", "\n", "* xarray supports attributes, so Datasets are full a in-memory representation of netCDF files.\n", "\n", "* For example, lets play with this netCDF. It contains global gridded temperatures from the Berkeley Earth dataset, from the year 1750." ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "netcdf BEST_tasmean {\r\n", "dimensions:\r\n", "\tlon = 360 ;\r\n", "\tlat = 180 ;\r\n", "\ttime = UNLIMITED ; // (3192 currently)\r\n", "variables:\r\n", "\tfloat lon(lon) ;\r\n", "\t\tlon:standard_name = \"longitude\" ;\r\n", "\t\tlon:long_name = \"Longitude\" ;\r\n", "\t\tlon:units = \"degrees_east\" ;\r\n", "\tfloat lat(lat) ;\r\n", "\t\tlat:standard_name = \"latitude\" ;\r\n", "\t\tlat:long_name = \"Latitude\" ;\r\n", "\t\tlat:units = \"degrees_north\" ;\r\n", "\tfloat tasmean(time, lat, lon) ;\r\n", "\t\ttasmean:_FillValue = -9999.f ;\r\n", "\t\ttasmean:units = \"degree C\" ;\r\n", "\t\ttasmean:long_name = \"Mean surface air temperature\" ;\r\n", "\t\ttasmean:standard_name = \"air_temperature\" ;\r\n", "\tdouble time(time) ;\r\n", "\t\ttime:units = \"days since 1950-01-01 00:00:00\" ;\r\n", "}\r\n" ] } ], "source": [ "!ncdump -h BEST_tasmean.nc # Prepending ! we can call the shell from ipython" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can open it easily with xarray by using the open_dataset function:" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "\n", "Dimensions: (lat: 180, lon: 360, time: 3192)\n", "Coordinates:\n", " * lon (lon) float32 -179.5 -178.5 -177.5 -176.5 -175.5 -174.5 -173.5 ...\n", " * lat (lat) float32 -89.5 -88.5 -87.5 -86.5 -85.5 -84.5 -83.5 -82.5 ...\n", " * time (time) datetime64[ns] 1750-01-01 1750-02-01 1750-03-01 ...\n", "Data variables:\n", " tasmean (time, lat, lon) float64 nan nan nan nan nan nan nan nan nan ..." ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import xarray as xr\n", "\n", "tasmean_file = \"BEST_tasmean.nc\"\n", "dataset = xr.open_dataset(tasmean_file)\n", "dataset" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "* At this point, xarray did not load into the memory of the computer the data in the netCDF, it just parsed the structure. This philosophy is called \"lazy loading\". \n", "\n", "* The netCDF is opened as a xarray.Dataset object with one data variable and three coordinates. \n", "\n", "* We can get the data variable as a xarray.DataArray object as an attribute with the variable name." ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "\n", "[206841600 values with dtype=float64]\n", "Coordinates:\n", " * lon (lon) float32 -179.5 -178.5 -177.5 -176.5 -175.5 -174.5 -173.5 ...\n", " * lat (lat) float32 -89.5 -88.5 -87.5 -86.5 -85.5 -84.5 -83.5 -82.5 ...\n", " * time (time) datetime64[ns] 1750-01-01 1750-02-01 1750-03-01 ...\n", "Attributes:\n", " units: degree C\n", " long_name: Mean surface air temperature\n", " standard_name: air_temperature" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "dataset.tasmean" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "* We can easily add new variables to a dataset. Let's transform the temperaturee to kelvin degrees and add it as a new variable:" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "\n", "Dimensions: (lat: 180, lon: 360, time: 3192)\n", "Coordinates:\n", " * lon (lon) float32 -179.5 -178.5 -177.5 -176.5 -175.5 -174.5 ...\n", " * lat (lat) float32 -89.5 -88.5 -87.5 -86.5 -85.5 -84.5 -83.5 -82.5 ...\n", " * time (time) datetime64[ns] 1750-01-01 1750-02-01 1750-03-01 ...\n", "Data variables:\n", " tasmean (time, lat, lon) float64 nan nan nan nan nan nan nan nan nan ...\n", " tasmean_K (time, lat, lon) float64 nan nan nan nan nan nan nan nan nan ..." ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" } ], "source": [ "dataset[\"tasmean_K\"] = dataset.tasmean + 273.15\n", "dataset" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "* We can add an attribute to tasmean_K easily, for example the units, using the dictionary syntax.\n", "\n", "* After this, saving to a netCDF is trivial, with the \"to_netcdf\" method." ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "netcdf dataset {\r\n", "dimensions:\r\n", "\tlon = 360 ;\r\n", "\tlat = 180 ;\r\n", "\ttime = 3192 ;\r\n", "variables:\r\n", "\tfloat lon(lon) ;\r\n", "\t\tstring lon:standard_name = \"longitude\" ;\r\n", "\t\tstring lon:long_name = \"Longitude\" ;\r\n", "\t\tstring lon:units = \"degrees_east\" ;\r\n", "\tfloat lat(lat) ;\r\n", "\t\tstring lat:standard_name = \"latitude\" ;\r\n", "\t\tstring lat:long_name = \"Latitude\" ;\r\n", "\t\tstring lat:units = \"degrees_north\" ;\r\n", "\tfloat tasmean(time, lat, lon) ;\r\n", "\t\ttasmean:_FillValue = -9999.f ;\r\n", "\t\tstring tasmean:units = \"degree C\" ;\r\n", "\t\tstring tasmean:long_name = \"Mean surface air temperature\" ;\r\n", "\t\tstring tasmean:standard_name = \"air_temperature\" ;\r\n", "\tdouble time(time) ;\r\n", "\t\tstring time:units = \"days since 1950-01-01\" ;\r\n", "\t\ttime:calendar = \"proleptic_gregorian\" ;\r\n", "\tdouble tasmean_K(time, lat, lon) ;\r\n", "\t\ttasmean_K:units = \"degrees_kelvin\" ;\r\n", "}\r\n" ] } ], "source": [ "dataset.tasmean_K.attrs[\"units\"] = \"degrees_kelvin\"\n", "dataset.to_netcdf(\"dataset.nc\")\n", "!ncdump -h dataset.nc\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "## Examples:\n", "\n", "* The following is a non-exahustive list of examples about how xarray makes your life easier when dealing with netCDFs. \n", "\n", "* I know by experience that programming these tasks with lower level packages (in python we woudl use scipy.io.netcdf or netCDF4, numpy and datetime), requires way more lines and is way more prone to errors." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "### Example 1: Extracting and manipulating time series from a netCDF\n", "\n", "* Suppose we want to know how the temperature evolved in a given location during the past decades. We know the longitude and latitude of the location. \n", "\n", "* With xarray we can extract this time series almost immediatly by using the \"sel\" method." ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "\n", "array([ nan, nan, nan, ..., 19.7899437 ,\n", " 15.44524574, 13.49675369])\n", "Coordinates:\n", " lon float32 -5.5\n", " lat float32 36.5\n", " * time (time) datetime64[ns] 1750-01-01 1750-02-01 1750-03-01 ...\n", "Attributes:\n", " units: degree C\n", " long_name: Mean surface air temperature\n", " standard_name: air_temperature" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" } ], "source": [ "lon_st = -5.3795 # Location of the Grazalema station of CLIMADAT\n", "lat_st = 36.6956\n", "\n", "tasmean_st = dataset.tasmean.sel(lon=lon_st, lat=lat_st, method='nearest')\n", "tasmean_st" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "* With the method=\"nearest\" we are telling xarray to automatically search for the gridpoint nearest to the point given. In this case, we can see that it is (-5.5, 36.5). \n", "\n", "* xarray automatically decoded the time coordinate\n", "\n", "* Now lets plot the series." ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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+19Ec1UkmpL6H4+8XIjp/srOL8d36E7Jz4xcXV9Tl22xGVn7db/Sftzfiig4p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\n50sdFTqbUfCodyVvuQutT1oTp4Xl3eVqz1Itbhn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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "tasmean_st.plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now, that was easy! But the plot is noisy. Let's say we want the data averaged by year. We can use the resample method." ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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uek03HKNfNXe9bcxPnj8D37nmNMyxlTz/uWxHuoZw4dQ6MvIEQRBEQRx3/TSX8gf7E9hx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\n27Zt+MQnP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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "tasmean_st_yearly = tasmean_st.resample(dim='time', freq='AS', how='mean')\n", "tasmean_st_yearly.plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "* We have seen how to select a lon, lat point. But what if we cant to select an interval? \n", "\n", "* To subset interval from a labeled axis, we can use the slice(start, stop, step) objects of python. Here we use it to get the last 115 years:" ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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W1BhV15sFE1q9dvTnubmVkjJGxmM5It6ZigDsOuQDkOvkWxvssAh8jpMf18L1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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "tasmean_lastc = tasmean_st_yearly.sel(time=slice(\"1900-01-01\", \"2015-01-01\"))\n", "tasmean_lastc.plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "## Example 2: Grouping, averaging, and plotting maps\n", "\n", "Task: Plot the 1971-2000 temperature climatology over the Iberian Peninsula. We can do this easily with the sel and the mean methods." ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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VscMuxcXFys/PV7du3dSnTx9t2LDhihXS1+JV4S0uLr5i7De/+Y3XCRYWFmrQoEEtX7/4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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Select the box\n", "tasmean_ip = dataset.tasmean.sel(lon=slice(-11, 3), lat=slice(35, 45))\n", "# Select the time period \n", "tasmean_ip_bp = tasmean_ip.sel(time=slice(\"1971-01-01\", \"2000-12-31\"))\n", "# Compute the mean along the time axis\n", "tasmean_ip_clim = tasmean_ip_bp.mean(dim=\"time\")\n", "# Plot!\n", "tasmean_ip_clim.plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "* We get axis and colorbar labels automatically, but no coastline. \n", "\n", "* In order to plot the coastline, we need to use the [cartopy](http://scitools.org.uk/cartopy/) package. It can be difficult to install... try with conda install -c scitools cartopy.\n", "\n", "* Appart from cartopy, the [basemap](http://matplotlib.org/basemap/) package can also be used to plot maps. It is a good package, but it is not integrated with xarray as cartopy.\n", "\n", "* We need to import pyplot from matplotlib as well." ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" }, { "name": "stderr", "output_type": "stream", "text": [ "/scratch/python_envs/python2.7/local/lib/python2.7/site-packages/matplotlib/artist.py:221: MatplotlibDeprecationWarning: This has been deprecated in mpl 1.5, please use the\n", "axes property. A removal date has not been set.\n", " warnings.warn(_get_axes_msg, mplDeprecation, stacklevel=1)\n" ] }, { "data": { "image/png": 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FvQv34Nr3rlM6FCLC8Vrd59vR674ubG3xNX6Q7MLCwnDrrbc26VxVJjtJkrBl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\n2YYvX9yDmCQTXpjfE1EJZ2Y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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import cartopy.crs as crs\n", "from matplotlib import pyplot as plt\n", "\n", "# Define an axes object with a projection\n", "ax = plt.axes(projection=crs.PlateCarree())\n", "# Plot the coastline\n", "ax.coastlines(lw=1) \n", "# Plot the mesh\n", "tasmean_ip_clim.plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "* Now lets say that we want to see the anomaly of the year 2010 respect to this baseline.\n", "\n", "* Arrays with different dimensions are automatically aligned when doing arithmetics, taking into account dimension names.\n" ] }, { "cell_type": "code", "execution_count": 27, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Aggregate by years\n", "tasmean_ip_yearly = tasmean_ip.resample(dim='time', freq='AS', how='mean')\n", "# Select the year 2010\n", "tasmean_ip_2010 = tasmean_ip_yearly.sel(time=\"2010-01-01\")\n", "# Compute the anomaly\n", "tasmean_ip_2010_anom = tasmean_ip_2010 - tasmean_ip_clim\n", "# Plot!\n", "tasmean_ip_2010_anom.plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "* Note that the colorbar was changed to a diverging scheme automatically." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "* Now suppose we want to plot the climatology for the four seasons sepparatedly. We can do this using groupby. \n", "\n", "* This method lets us divide a dataset into groups and then apply a function over them.\n", "\n", "* In order to do group our dataset by seasons, we need a vector with the season of each date. In xarray there is a way to get this fast:" ] }, { "cell_type": "code", "execution_count": 28, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "\n", "array(['DJF', 'DJF', 'MAM', ..., 'SON', 'SON', 'DJF'], \n", " dtype='|S3')\n", "Coordinates:\n", " * time (time) datetime64[ns] 1750-01-01 1750-02-01 1750-03-01 ..." ] }, "execution_count": 28, "metadata": {}, "output_type": "execute_result" } ], "source": [ "tasmean_ip[\"time.season\"]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "So we can use this feature to group the data by seasons and average each group." ] }, { "cell_type": "code", "execution_count": 29, "metadata": { "collapsed": false }, "outputs": [], "source": [ "dates_seasons = tasmean_ip[\"time.season\"]\n", "tasmean_ip_seas_clim = tasmean_ip.groupby(dates_seasons).mean(dim='time')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now, the keyword arguments \"col\" and \"col_wrap\" can be used to plot many maps at the same time, along a dimension:" ] }, { "cell_type": "code", "execution_count": 30, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 30, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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KO5h4iYhIU1qsx3vmzBkcP34cPXv2VL1uJl4iItKU2qsTVVZWIj4+HsnJyfD09FS1boCJ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\nZgwOHz58x/u8mY8//hgjR45EWFgY3nz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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "tasmean_ip_seas_clim.plot(col='season', col_wrap=2)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "## Example 3: Dealing with ensembles of forecasts\n", "\n", "* One aspect in which xarray excels is when our data has many dimensions. \n", "\n", "* In our last example we had three dimensions but a typical ensemble has four, time, ensemble member, latitude and longitude.\n", "\n", "* In this example we are going to open a temperature forecast from the ECMWF sub-seasonal ensemble, with 10 members, started the July 30th of 2003." ] }, { "cell_type": "code", "execution_count": 31, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "\n", "Dimensions: (lat: 82, lon: 148, member: 10, time: 93)\n", "Coordinates:\n", " * lon (lon) float64 -35.25 -34.5 -33.75 -33.0 -32.25 -31.5 -30.75 ...\n", " * lat (lat) float64 80.25 79.5 78.75 78.0 77.25 76.5 75.75 75.0 74.25 ...\n", " * time (time) datetime64[ns] 2003-07-30 2003-07-30T12:00:00 2003-07-31 ...\n", " * member (member) int64 1 2 3 4 5 6 7 8 9 10\n", "Data variables:\n", " tas (member, time, lat, lon) float32 270.661 270.848 271.102 ...\n", "Attributes:\n", " CDI: Climate Data Interface version 1.6.1 (http://code.zmaw.de/projects/cdi)\n", " Conventions: CF-1.4\n", " history: Tue Oct 06 15:02:05 2015: cdo -f nc -t ecmwf copy ./tmp/tas_ens_20030730_1.grb ./tmp/tas_ens_20030730_1.nc\n", " institution: European Centre for Medium-Range Weather Forecasts\n", " CDO: Climate Data Operators version 1.6.1 (http://code.zmaw.de/projects/cdo)" ] }, "execution_count": 31, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ds = xr.open_dataset(\"tas_ens_20030730.nc\")\n", "ds" ] }, { "cell_type": "markdown", "metadata": { "collapsed": false }, "source": [ "* We are going to plot the forecast fro the august 3rd 12UTC." ] }, { "cell_type": "code", "execution_count": 32, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "\n", "[121360 values with dtype=float32]\n", "Coordinates:\n", " * lon (lon) float64 -35.25 -34.5 -33.75 -33.0 -32.25 -31.5 -30.75 ...\n", " * lat (lat) float64 80.25 79.5 78.75 78.0 77.25 76.5 75.75 75.0 74.25 ...\n", " time datetime64[ns] 2003-08-03T12:00:00\n", " * member (member) int64 1 2 3 4 5 6 7 8 9 10\n", "Attributes:\n", " long_name: 2 metre temperature\n", " units: K\n", " code: 167\n", " table: 128" ] }, "execution_count": 32, "metadata": {}, "output_type": "execute_result" } ], "source": [ "tas_0803 = ds.tas.sel(time=\"2003-08-03T12:00\")\n", "tas_0803" ] }, { "cell_type": "markdown", "metadata": { "collapsed": false }, "source": [ "We can easily plot the ensemble mean:" ] }, { "cell_type": "code", "execution_count": 42, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 42, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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hYrEQ0WAXPa11GHqUnPxqfAXVVE1ZiMtdgM3hxqa5UNVkKEmF9qbtfPz2o/R2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0ITJN5ZrUPsPpFnhHkcK+i9ITT/CaTwMKE5VYyEQSIUQTsM2b+A4nSAbqC5nehdMVAVjIRumXfc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\nAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ax = plt.axes(projection=crs.PlateCarree())\n", "ax.coastlines(lw=1)\n", "tas_0803.mean(dim=\"member\").plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can plot the ensemble spread, using the standard deviation, to see the places with more ensemble spread:" ] }, { "cell_type": "code", "execution_count": 41, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 41, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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1cEahEI44GyMnDabP4Dz6HNeDPsfl44izUbJ9P21uLwFfkPXLt+L3BsjJS0HR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rgD+fn5ePrpp9G1a1c4HI59/1BY656f1QrYbJoCCgCQugqtLFkogpyhrO5iPFSAXtAGihC0sSy7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\nYxiGYWKO/we90VgPJj+W1QAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ax = plt.axes(projection=crs.PlateCarree())\n", "ax.coastlines(color=\"white\", lw=1)\n", "tas_0803.std(dim=\"member\").plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can also plot all the ensemble members, but the coastline here doesn't work." ] }, { "cell_type": "code", "execution_count": 49, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 49, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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cRsueO2Msom0aRQmi71P2i2gdif23CxrYjusVP+++JC9rwPSA/IQkgK/vA00z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StILblwcHjZ8LLf5X/2z/4ZH/rQhxCtb6+dnR3W113gb2xsBG3FAgsssMACCyywwAIL3A5e\nVib2v/23/8b6+jqPPfYYf/Inf3LD5cRtmGOqyMzpRNtrtGe9x0jVUKnavHucqXXuBMdmzY220PrP\nb+ic7Gb8algGjdtaOiYSmnGSUvckkzoh11Ewhq6tJJaGpWzKlcMhkW9P28yIH1u9zlO7myg5r4Nt\nsDPpsdkZcW00QAqLEjZUVIdlrWtLmyUVe9MuUtjAYjatMztJRZ1KsqRiVKZz7QkBKhTn1g8ZVets\n9EaMStdMABwTe39vB2MFqay5VgwdY+cZuERpDqYZvaRgKZsGw/zaM2SduGR75Fjkfq9gPEnpdgvu\nOedYg6df2mT7qMdLw2Ue6V3ne5de5A9e+p5wjhpBbZze+MnROR7tXeO56TpnEscUF9YZxEe+KrYw\nEaWJHLsdZvsWKWaNELpRyX2DMujktvMu//3ZR9DTCDFSXN67QHIIOpmFVU9ANYTi3jvzphVeO9ho\nXhtTciFmrZJvJLgPsQ5gxawdJ56Yaj0AQWfYmMjPOiC0Ntj6t4XXP/x1ALqq5LsGl8lEzZHOeG3/\nCntVj6m/APtVh+UkZ7/MyFTNs/uOlVHSBHbz+zYv8edb98yyBP7YmyYbV0ZDzncP+PrRcjgEdczb\nNFKuLe1KZ8LVkdPNX9ZOPx5HmlGRcn5wwEt2iX5auBaq00bv550HasFwOWcn77LWHQcd32ZnzLVJ\nn6U0ZzmZcF9nl6uF23Zj0L6UTDmqMkhz0qim1K6pQFHNhs6jqdOcR72SPI/JuiVnzu4A8PWtVfZG\nXa6VQx7tXuP7hi/ysUtvmLu/7jk2fHb3Qf7K0kt8bbrOY70r7j7IAo1EYenKkiOdMdJpaIYQCe2Y\nXCsDcxXFhqTv2XBhuDIe8j8uPYDdTZGlYGdfEE1aF9lApwc6g8kjFXcEC3FcB+cIcONLK/c1C7nW\n3ybeXSvwmV7bGv8+4mSotrTk1oiZZvYG8X3uvCNHJjrmYrZHKismOuXR3jUmOg3s6uVqGSkMG9mI\nM9kRn7t2r8uCtTIjbz7zIv/z+r3hfhkr5lpYb437XOztc2U0dE1V8LHc0rgD7OZdhIArExfLTQvk\nSBl2J11WuxOqWjHs5Ggj2Wu0q34beRkR9V3G4uHVHXb9+onU5DribPeIXlSyHE+Z6Hnf744qKY1i\nOXVOFqVWQeNe6IhY6uCiM+jljPOEbqdgZdU1jbi0s8zuqMvlpSUe613lsd5V/suV7w7bb5xqhLD8\n8bVH+Wvnvsh21efe1D0LuY0xVhKLmMoqIqEoTIRsngUJCudYEgkdGiWc67jvhdoq9soun3ruYapp\nhNxL+PquIPFJQGEgrmEYQ7EKkwde+d7sC/zl8bL+iH3iiSf44z/+Yz71qU9RFAXj8Zi///f/Puvr\n62xvb7O+vs7W1harq3fYe36BBW6Awr587e0WWOBughSv7MKWRVvcBb5TcKdNBRa4fbysP2J/6Zd+\niV/6pV8C4HOf+xz/9t/+W371V3+Vf/Ev/gUf//jH+cAHPsAnPvEJfviHf/iW2xK4SmBrRXAmgJnH\n4/FlwVsPtt0I2oxtIxUUM81gw+OG6ulQ6Xq8srZZwP1ZWxoziF0VqLaCjjQsx1OeGa2TSO1aPzpK\nl1hqrBWsZ2Oueu/WTlwFZueZvfUTFdxtWAvP7q8H9qY5n1lVsNPrNT6tQjg/3dDm0vt2TsuY9cGY\nl7aXObd2QC91bOLhNA37/v9eeoAfuPgMR1VG6bWjAL3IVe5GUmO0JJW1qyz3etFEagZJwbhK6MqK\n1XTC+tIonMN+1WE9m2AQjKqEw7hi+6AfmN433v91nt1f4/JkyHNHq6xlE7SRcyy6tq7V5nbe47V9\nw73ZLjuVYxGksAyjaajmlsK6lodSBqa1Wa62kl5UUhlFKmu2auct+dxfnCc6lNC1WAXligEhGbzg\nY0gKygEwguwvEu4EqnHa8IySEBbl2dkT3W9uMPg5tqq93E1+EISPLKdp9cJ+LLxh2TGxK9EYhSEW\nmlRWPHF0H+vJiE6ran6qahJV01EVL+yvECkTnDHAuUeEVpf+mLWRM69jI/jS3lkq71UcCs9bvpTW\n37+x128KQXDJaPDS0RJn+kdsT3oMkoKO9yseF0m4nl/ePcMbNl5iXCfB9zOSmpVsGpwI9qouwyif\n23/iq6MntWtjvJpNWUvG4Ry28j551+lpJ3XMOE3ZH3dY6ziqc+PeMS8crvDCaIVnD9fY9Hre5j5E\nyjszeB/bS+ky93V2uV46Rrgf5XSlu+ax0KxGYzJZcVB7f1GvCNNWMNUxfd/qcxg5cetu1eWFL58j\n3ZFUfYuNYHrGkG1LVp7y44eAsi8plyCa3NkkME3qcC6S07s3NZrZ4z6wc77TzYG0ta/HIVpOHtI6\nZxCOuRi0/rx25RoAj3Suk1s3vg5UzpVyiaVoNp7dk+2zU/YZ6YSer+YXwgYf1GmV8MTWxRMdC9tj\nbq0lX9w5FzSpJ5bxkMJihWVv3GW5Ow3jsvVZlZ1xj/PLB6F9eOZ1sVWrre/Xtte4f22XYTwN7zXj\nXG0U2gpGdUI/KkNdgPKV/ZEw7HtHls3OEct+G7VR7FZdVtMpBsFhmbqM2iRjY9XF7Ll7D3l2f52r\n0yEvjlZYzybUVob7GftY1v553q76rMRjdv2YGsuaTNQgIaamMDGx0EEzm9ra6Zcx1FbRlSWVVaT+\ned4u+zzxxEPEBxLVsZjYUmxYrHLXcPVJg1GCciCIjyA+vGts8Bf4S+Dbonz+wAc+wGc+8xl+9Ed/\nlM9+9rN84AMf+HYcxgLHcDj9Nreh/CbgbmiNu8ArH6+GVpq7VffbfQgLLLDAAi8rvmVTlbe85S28\n5S1vAWB5eZmPfvSjd7S+L24ljnTQUjVfNHMdSrzG6vj7J7bX+G5yjFi1BA/Dxsdztp1j4i6/4tb2\ngC0GfO8Dl4iFYb/qUFvJcuJmuYnUZMrNNl+qlrh/uBtWF8JS1tFc1fbNUg9CQFErv7z0ncecdrCB\n9uxe04Vofv0ZK3uYZ6wOx4yKlLXumF5SUOgoeLv2s4LSRPSigshoUl9F2ugip777CsBqMualyRmA\n0NmpqSJPlVvvfOqqgb+ne4mJSXh6eoYv5PcQK+06OrU0yZE07Ocd9g+7bMd9lntTYtl00PHnpZwG\n+GqxREfN/DHHdcqntx7k4ZVtzncOwDj3B2kda1zbGavREY7lipRmp+jzzI4rOFx7ZIezfSe22p72\nuPLMOtXAMrrgjlGWLkzydUs0vrMfPI0DRcNQNTpQY6RvsOXun9GSU7MHAfNM1okOc5zi1iFu8L7X\nKf5fz7wBgP/ztf8dhGSiU450xkPd617P5ljLA9Fhd9plKZ4y1TFxpJHYwMKeNpk4/jxGyjAuE7ds\na/nEx8uoSKmMIotqrIWidt7E7XOLhaEyir1plyyqGZcJm72R3/7Mp9g2rGpkg3YbnEba6aUlY50y\n1Qln0kMQ8OLUyZxy7TpigdPIRlKzFrvYfrR7jcoqXpiu8eSB07JbM9NLgmNJdyY9jsYZ15MBG/0R\nWs4YuDY77Zg0GRwevjo+w1d2z/J9G1/nfLofmPG+Z59GOnVV39KG5zO1NVtFn0gYntrb5MHXvcR6\nNqEbFVyeLPHUly9gYth5nSTbhmgMNnKdu9SM3LstNNmxZjw+mTlqsbCtYfR4pilkFuxs7GrrtYOn\ncmusDprVY1rwppbh/33OGazf89oDNDKMV811Gkh3T42VjHRCX5WMdRpqDRr2v9HAnjj3xk3Bu9nk\ntesSaK0bl4zPGCxlU0ZlSqmV8/e2gm5Szo3Nwu8TJFvjPklcczDJODN0Y9C4TDmaOlebNK69L3ca\n/IQjqdkvuxgEtVEYK6mtYuAZ+Wv5gI6qqK1kPXWxO4xyv084l+3yhv4LTEzCU5Nz7EzPEfk6jy9e\nO8ujG1tIYeklBUdlys5Rj62ozyArWkz87DoJYamsIhN1qBe5Wi7zue17+a7lqzzY2XZx2xrDDAKN\nRWEA52SQiporhXMn+OLOOe7/rss+lkuuTgc89ZUL1F23jdE9kmjq6hbydUInr1cEFtzKy4ZXkAfF\n3Y3vfeDSt/sQ/tJozKbvZjQG5TdC+wfsKxGvBgbw1cCGNz9g72Y8tbd508+z7W/RgdwA3wk6waYd\n+N2MR32DlwUWeCVi8SN2gQUWWGCBBRZYYIG7DncN9aakIWq3mm2hnRptfpVbODUt1ZhoS9/MQEqL\nbSiBVirEun/MFRO0CxLCv5XFViq095PC0IuKYHkz1QmHVRbYKSUMz+6vMyldCladwlodT7VJbDA3\nj6Umr2JnKi6cwbuSFnyGtEml7kx7TKvIddo91iO5MSWXwtJJKlJbU5mZ8XUcaWotOZpmfObS/fzg\nvc8AsFe61GxpFI/0r3trLcFqMqY2KhTI9OOCpXiKwnJfZ5tH0mvkJubIuFRzLGq6Er6v/wJSWJ45\n2iDvxuz7VPS0SkLqarBe8PWtVUTfUvuitKYxxKRKXAvFqktHHTCuU760dxaATlLx7P46f3rpIu+4\n72usJRNoMc3jOiVVLi2ncHZb/z97bxYsSXaf9/3OObnVeuvufXvvwfRsWAYYYeGAJEgKkERJtClQ\nUpgUbUkRDNoMha0gacqmH2z5zU+2KPmFZDAkBrVEWBQJWrRIiQABEUHsGwfAgJiZnpne++5Lrbmd\nc/xwMrOybt/pngHYABqsL6Kj761cKjPr5LmV3//7f99iMObZ01erzzEpysxSWG5HS8ihoqhEogtH\nMm8ksG/wUdAaN648pSsbKGNcYa0cJ1W5tFZuPW71Vm47+2L533EpTH0/d69fbpOm7hpl1iMziraK\nWfeP0Fawr9vcSJyVVqI9jBW8OlzmzqBblb/LUirczciWjWwlJJa8OC0hChbaiio45OLCAVJYXjpY\nIS+kFVmuqlCIUoZRvnfkZQgxjT8uw0KMkUwSnz+68Sh//eLzDLVj6wdZRD+LuNzZYSvuoK2g48ck\nxiMu7IkilfGW7m06KqYpE5Y8Z7R+qKd6U99q3tZ2DXEv9VdoNhIOEtd4lRUl5GaQsNgYc2NvcbZB\n0ciKfVfShW4YKxhqt/314SJKGr64c46Pjh7jR970PBfDHUwhRzAIxjqomr8AIpkhQ8OlM45qDWXG\nMI/Qxez4QvsU7E0rElkHjAdCg/4GZPGvJSWA2ngT03Wny8rXausWQQjHQ23u3m9dQWBnb41izs6T\nciwr7sQLrIRDLje26MgJu3mX68VYNkjGecjL/RUOxw3CQr5SjuPj52UQzqy/WF42VWkz/VuTF42o\nOyPX1HR50X0WqVHcGXbvujdUIUOwws1zvrQEviYt5qw485DSorWLSX51d5mnN25XQS7DNCTWHpfa\nexykTSKZ0VJJ1cgaa59Y+6xGA3yheaSxw8VgSsWX47kpU55uX0cKw9eOTrHUHjMs4si3Rh2EsERe\nxqMru7y0s0rQGjEpllspqntSYRnlITIy7BZNii/01whVzlf2T/Px0Zv4SxdeYC0YVNcxs341L3tC\nI9GumbGQ7vzgxkv4QjMxAboYRy+2M+Shm4ytgKQHVoKKecPz8hwPJx6aL7FzzDHHHHPMMcccDxvm\ndnIPDg/Nl1jf0zOMYv3Jv978UrKks7bXNdQaWyqSoMYI1J+6Swuu0sKlDECY2iMVK0r4xMuPuHWk\n2+Z7Ll5lmIVsj9uMkqBiOctggvJ84sI6pTyvR5b2kMISqYxXj5Z5ZvUGxgraRaTkq6NlVsMBDZVx\nmDX48u5prBWVgfvVAxeXGPh6hqmrsz9C2IrV1kYyTAI8ZU5sArNW8Ec3HmW5PeJc25leD7OAFwbr\nnGkecmvcw5Mav7AYAugFE756sMEH1l9wsZnFuT0V3nLXoPhkNIKnwtvsLLTZzHr88+vvBWC9NaDt\nJ3zpzhkWWxOENByNI+Kxe+LvLrgAhW4Yc6Z9xHM7p/nU5CILrQmPLTn9Vj+NWAhiJqnPcztnCJTm\nmdUb+IWtTqhyBlmEsYJIZXhS01Yp/dw91cfaZ8GfkFjJ1cNF5EhVDX8w7UOKtsC8MYctpLSVTZy1\n04jO12ogmY2epdiuHJPl7+6gxHTl6YJ600t9t6XFXAHlmWqc/PKffp+zzGpO+Ilzn+Nz/Uvsxq3K\nHB1gkvsM4hAlXSxyGWJQHtu7N647u5/MRdJeXtzFk5ol39lPvThYpell9IIxh2mTW4MFF3lc2M19\nPXaazvJaGTNlYwGscsEapY2XNpJJ5mM99/5xPju9GSP4/WtPsdxyzM5Ti5vsJ02+sHeWy91dbox7\nrlHMyop9ilTGH20/ygdPP0dHxUQiRduQt0fXAUitQglDZhVvjW6yvdhhK1vgX117D+DGctNL+fLW\naZbbIzxPE+c+e31X1ei1xyjpAkDWGiNeOVzipYMVgqIZ5vHFbfpZxDj30Ubwia1LPB+d4n0rLwFF\nLK2V7KVtEuMRypxQ5XTVpLIuuh0vshwMybTixcM1GHlYz7Gv4KoKVkDrDhTOXa8b9/vjLGtVKzjW\nkFVA2GnjIsXyMgzEvcfJ71ePXq5eq20ji3Hzm199BqksYZTypie2+YP9t9DPomosp1oxSkPGqe/Y\nTiurqk/5nm9Zu0NuFMM84NbRAheXd6umpIVgwo1Rj0jldP2YYR5yvd8rKmgOL+ytoo2kE027jWb/\nhrn/y6ZcgDRTGFM0l0lL6SlW2kp+ZcsxpQDn2occJhEv9Ve50D7g2nCRs63DqqIwzn3WGgO+vH+a\nv3zq6/hCk1pFVliPXfQdKxuJjNj6PBXe4rDX5Ha2yK9ffxaAM50jmirlyzsbBB1NFLpm2lHi7pWg\nsMLqRRPOtw/48t5p/mT3DM3COvFSd49+1iBSOcMk4JObl2gFKd+7+grgLORClbOXOla4oTJCmVdV\nhrEJ2M3bLPkjEhPw4uEqduRj1fQilmO6sQNZmzn+HGBOuM8xxxxzzDHHHHPM8dBBWPtw9Ii+9d//\n4+rnqbXW3brAUp913BTr9cAaUTECttDnzUR5Mhss4NZxr1cm3MoiCybB8zRZwSpV5uaerljQXnPC\nhfZBZYsCsFAzsAvkEYQAACAASURBVN6KO3jSsByMqtcaKuWwMGUH+OTWxRl2otQOljGQ5TUqtUoS\nO9VhMmXO6gygOcaoCWHpREnFGAZeXoUPSGFZDCccJI2KmVDScLZ1xGo4ZM3v01YxZ/wDfFFY2wh3\n7IHQdGSKLyybeZMbudOoffzoMa6NlsiNpBsk3Bos0PBTLncdW/CFnbMcHLYwsYdqZpxa6vPM8k1u\nTnqcbzr7MmMlm3G30qB1wphI5fTCSXUdQpUzygPGecDNwQLjOKi0eJNRgPQM3XZM//kl1EQgDGRd\nt9w/EhgfdGRpX3fX6bl/9nOvMbJm8eb/93+vWFetp1rY+ucgj4cZFDhuBD9rLwe2zqbXmOO7IGaj\nb0vbrzprq6Qh8HMafs7BqIGSptIjl+O5HGvPrN3kXZ1X2dctbseLAPTzqGKC9pOGC/2opUhFKifW\nHr3AMetf21uvImthqjU0VmCMmGGsy/f2lMGTZmYOKPehjcDUokFLjexS07FXeWFlVVYxtJGcag3Y\nHrdn7pcnelucDo84HRwQioxlb1jYAEGzsGhTwtASGb4wXM0X2cmdDvBT/TdxbbREqhVL4YTboy7d\nMOZc01U1Prt1nqODJiZRNBZjNnpHPNnb4s7E2QpdbLnITjeWPTZHHVYao8q+r+ePizAPzWHWZKQD\nbgx7DJOwMt3f7zdpNlKWWyOuffkM0a4bu2nPXbRwz43tvAFtRzDzxV95fWP5bb/7v9UM+6fjsa7z\nLWHt7LxSH9/l2DsxCKE233N8m+oXwfGI1zqkdGN8pTNib9BCHhvLdeb38aUd/sLCtSpQ4naywDgP\nSY1CCsthEs0EGrhqTo6xgqaX0fRSvrK7MdM7UaIMqDk+B5dzZzl2j1dkymtbv75KmorZLX+vv18v\nnHCUusqSJwxKGk41B6yFA86H+zRlwqrXL47L0hQJkcgIhCYSOZHQbOo2t3J3P3+q/yjXx+7nrh9z\ne9xlKZxwKnL7+PTWBXb3O0hl6XQmLDbGPL6wzVbs7oWzDTfmN+MuBsHtYZeVxoiosNRbDMZFVU/T\nzyPGecjN4QLDgun1lOHwqEUYpSy2Jtx5fp3gaNqTkLUt4b7ABJD2DJ1X3IIv/5PXN5YfJC79q//j\n230Ir4lX/+v/5dt9CN8U5kzsHHPMMcccc8wxxxwPHR4aTexJqHd2gzPedlrXWW1sieP93fdiaUuH\nAjGjRJzVJc50j8vadhbecnoTgC/fPI2UlsfXtwGnWT2zcMRKOKpiT1PtsRg4dqjUtIXC6YG+drRO\nPw1pei5+MFI5Hd8xmaHKibx8RvtXsrxT82yH8ufX0l1aC+0ievaR7h49f8Inty6SZh5CWEZpUOn0\nMq1mumuXwhFv6d7mk7uXAMcKbE46dL2YWPlkVjHUEReKbtjIy/DRleOCwnLOGxFbx9q9v/c1Piae\nJDeKg7TJhe4BW+M2B4VW6ofP/CnN8ykHeYs1v8921iUUGe9ePKj0treSHmebB+ynLdKm4pXdZR5d\n2WWcT7WOaI8bwx53dnvo/QCZSEqi0LQNxsDRzSa6a8hbgG9BF6yQkoisWPeNamJr7CJMddL1z0UU\nLOpdY/RYiUHIace/EIA85uBRfk4FUzVlUGvvc8LP5ec7iQP+8ZP/H7938DSfuHEJ33OsyeNL2/zp\n3jr/xfmvciHcJbUeu3mHG/Eig0JXLHHBAg2V0fQSXu0vz7BTY+mz1hjSUO5CBp4mzWeuVBHBLACJ\nKIIWymNX0jjdYe26aTMNCtjoDlmJRvhS8/mtc2S5cwo4jB3DFigNHlN2WDqG6U1ru3x+91y1z624\ny7I/4lA3MVaym3d5NHT3d09OCocLQ1NqImF5a7DH1wqm9v29r/F75m2kxuMwabDSGLE9bldOHj98\n7k9ZuDTmKG+y4I3Zyzq0VczFaK/4HAybaY8zjSN2kjbd0Oel3RXeuu7e/5AmYRGN++LRKjd2F9F7\nITKVFJcL3dEcDQKGwx66kzPqgBqpiqRPuyCMwBtBvMwbQl1Hf9wB5TjKz74MSJiZhYpllhp7edxI\n465py971U51Rrb9vGWf7lza+jtyw/OYr76DbcPPo08u3+NzWef72hS/hC01sPXazNluJYxBToyoX\ngLaXEKmMq/0lMl32MzjHlNXmkKaX0lApnjQzgRezPQlTVrk+R7uqWVHpEcaZ/xf7WGsPeWphk1Dm\n/Ierb57en5mbMwOlqyphOb+sRCOeXHDRu1/aP1OwyA02oj6x9Yi1x1HhSrDhH9AsHHY0oggasDzi\nDxhZN8F9oPc8v2/fSm4VifZYCifcGXeq4//hs39K80LCUd6ko2J2szZKWM71rgHOJeNGvMTpxiH7\naYulaMzLe8s8XvjQHmUNNy8DL/eX3bx8ECBTdw1EDvmCJh95xNc76G7OpC2Qk6ISEFj0RJE3LWos\nyeeBdX8u8FB/iZ1jjjnmmGOOOeb4TsbcneDB4aH5EjujQy1Q6YRq6804FBzb5iRW1nKfAVbv+OaE\nTtiiw7vOcFnr2J22H/O+R66QGq/SunaDmHEeMMzDio3xpCYp2ioHeYixklPREV1vwntXXsVYwV7m\nuplHuYviDGTOcwen0UbORPdxjGl7LcWzECDt1OtQCBil7on7+b1T1XrTWEnIxVT7poq4VAPcHi9w\nfbg4vUZW0PZTMisZm4B1v8+SN6yWZ1aBgNj4RCKnKdx+zhT6LJMLlv0RE+MiQK9PllhujCs2JLE+\nC2LCojdCCsOyP6j2rREYK2mojH7uOpAf62yzFg05TBsVg7E57nBjdxGjJSZT0NaYpoZjndMLF4Ys\nNsZEKmeUBdXnvHnUZTKIYKQw/htLAat3Jcuats59DrNOG3dpWo/fB/YENpa6B3K12gxLddy/86Rj\nlIVWtqfG/Njy5/me7stciV20sC80b+nc5iBv8ZXRWcDFEZfjGJzmNDUeDZXR8ye8e+UaBkk/c0xt\nua4UhlvjXqGzrrNUheeksEipq7FaotJgiykbK4WtNK63BgtsjjqO/RPTeN9y/9o6pksqixIGD8PN\n0QKvDpZmWPHcSBfvKjUb/iEdFVed/6lVKBxrpsjoCA+J4JnwCICXspjT4RFjE7AR9bk2WmKlMdW4\nJ8ZzXpjeiKZMiIIcjagqClIYumpCXzcwVvBoe5e1aFhpjY0V3Bj3eGV3GaMlOinGsi1o2KJaJASc\nfrNjbz1h6CdRdX0Ph02y/Yi8A9H2N55oV44pY+TMuD4+v9bn5uPbWyswx7Y5ae53r8/stXrtrrFt\ni+oHghVvwLlgn7NP7PNqsgrApXCHU0GfW0mv8oYe6aDyaHXVMsfGdv2YjhfzzPJNsmI+OkhblTOL\nsYKX+qszrGqJ+jx9N6vsXvOLyO685h8MsDNq88cT54BTRi8bI2ZcFDwrCIpKiRSWzUmH68Nede00\nrpLXzyI8odkIDukpVwFUwpLhxnJsfFoiQ0lQCN4auKrAS1mX1WDIxAR0owmbhf9ricR4dFRMR8WE\nMmMt6M8sz6yioTJGeUhqPB5p77ESjar5wFjB9WGPG7uLWFOM5VaOaU6rSgI33529OE0RO5oUul9l\n6C81MPsRpmXx4ofm680c3wTmmtg5vqtg5g7Xc8zhcJ/AgDnmmGOOhx0PzaPKcQbW1PVGxf+lj+Ts\nuidTTSULe+IyMdUn2VrXq9uuxhAcY9HAuQ+87dQdAIZZVD3F78aOSW16WaXBK5dJYZG+0yOtFE4E\ndU2ZLzU9v+xGnmCsILMKr9AAK8lMV3sdmZX4xzpp6+cprS2Y5JqejSlD6ynnv3kvD4tJ7heuB9OV\n+mnIpdaee7K3Hjt5h6gQkaZWEcms+n1LR/Rkgj+j4TU0ZEpiPHr+GF9qvELk99JglWEjYNkfMdYB\nbS9mM1ngXLQPQnOQtZhoH19ohlnInVGX9eaQM83DqlNWW4m1Ai/Q6MK3daE1IS10boN+A6Fces7L\nN9dQvuHU8hFrTccoN5czbng9+kmHyfob+7JgCi/I0gmhHGue0jPjul5VgGPjtT6Aa2O1dMmYau2m\n3d4zzFBVhih3MatDFNKy3BnxP1z8GHu6zc10mbEJKh/d3ChC6VjD0lkjs449KhknTxrnwSuKSkNx\nal5RgQhlTmYlEx1Uvqy6tn2drVLScpy8Oz7W9Qn3usRihLuWpV58hmUtmCwjBZ4wdzkglJ3n5T00\nMBGZVTSlX+2jHMurxByanFUVEBZMbU8mNFWKLzVjHbAYjBnpgE7hLnJlsMooD1kNBsTSp6kSdrMO\n50PHfm1nXYY6IjOOwb4x7LHeHHK61uk9yXzy1EP5Gi/K8TzDYuEfqo1k77BNEGakucfWrR6qmdNb\nGFfXt9VMSP2c8VGD+Pzdc9q9ULqfwOy8efK6J8/F5X1gjjlv3KX/vsd+T2I26zdMM0r5by59lgU1\n5qVknbEOOcycaPLTyZtoqJSRDkm0R2q8am6GaVWiqbLCWzYgl7oab5HKKi1nrP3pGCoOwCAqV5iZ\n8z7Wn1Afz8d7GurbK6Wdv7SQd/U3uMqCRmJJar0S9XlkKRihMIxNUFUUIpGhrajGskawqUNW5dTX\ntiVSIunOs18kyi0GY2Tx9+yFwTr9RsSyP2KgIzoqZjvt8EjDsaa7WYeJ9tEI+plzHjjd6rPRcFWL\nW+MeqfYwuUR6BhWCF+QsNN29Yi3sHbbxfM1Ov81ktwmhZmnFzcndMKbhZ+x5mslhg8m5jO8YzJ8n\nHxjmtNUc31U4KGQXc8zx5x3Hw0vm+NbjuARmjjnm+LPFQ8PEwvRp8rU0VXUfvfL3++Gkdep+h3f5\nFd7Di/CtZ+7Q9hJCldNSCVcGq3SDmGaRtrU9aTPOfdp+SiDzKpmrZGbLLmNwmsPS/9HgnpB1wXQZ\nFLlRnGsecqZ5xJ2xYxf34+Zd5+MfY4tVrXvdFOxUyTjMrCemesq6HrHuUyisONZd65Zd6BwQSqe9\nerTZJzY+GR5jQnyZ4wtNIDRKGkYmYEd3iPzdSrt22uvzvvbXuZG5VumtbIHPHV6sjqHrx7S9lM/u\nX+Dpxdv4RnMu2me70GhJYTkTHjLQEb1gwu6kxZXDZZbXh6xHfVLj8abWDu31hM/sX2SUBaw2RhUT\n8tyd0wRRznJnxP6wifQMj25sE0hNbiS9YMJ23ma1PYRTkGZv7DaSctpBXCZ21T+1Gfa1zpyX1/n4\nC8WL9US56Wcy1QnOjGlbMsLT38vlShn+uyf/GF/kpFZhrM8X++fJraw8Ie9MFmh6KS3l2PLSQ7Ou\n+3MMFtU4Bsfg1hPbwFUk1hojaIzYjR07NkpdUpE2U5at7oNZ78KujltY8pq3bInSVaNcr0wWq49p\nbSTIu9mxS519ev6EUGQseiOSYiwfaQ9f5PgiRwlLJDIOjc+hadCTBQuKpSkMP9J5jq+np5DCcDtb\n5JMHj1Y6yqaX0fISPr13kXcs3UIJU7Gwd1KnZ3wk2uZO2nPenIMuL8SrrG04HXjHSzi1fJPvX3uZ\nzx+cZ5L5XOgcVA4Nn7l9AZ1JgnbO9vYCqpmz3BtWHqlKGqSwbHT65L0jjuI3GNlVoP5ZvBZjWkf9\nc6x028W2Ama130XVYHab4zrbY3rYGv7G5S9zMdolEhljE/Jc/1xVDVgOxmzGXQYydG4xRhFrrxoD\nbr6dVgfKOSIzarpOsdwgSI2iEySsNkYcFh6tr3VNj1fP6v7nvjRktYcQU+ikq3UR1d+Nut9suZ/j\nVQprBZe6e6wGjrXcCA450k3qXGVkfQKrQbiKw6Fpshw4d4NICHoy4S93vsrXk1MYZDUvA/SzkLVo\nSChzPrt/gXcs3kRbOcPCGiu43NjierJM10/YHrV5YW+VF1jlezau0fVjzjcPaKy9whf2zxHnPqda\nbpx3/Qkff/kyfpjTbcRs3+mhWhkbq0fV8Te9jEEmObXQJ25NGKc+c3z346H6EvudjLeeuXPP5duT\ne2fghTK/53J9H63nfvzg/US+2Q5L/z7neJItzxvF/faRmnsP+efunL7n8tJk/kHhfl8A7nuF7vMR\n3W//ZcTrtxPlF9jXwv3O4cTo3j9jlMEdrwV9n0+qbAR6LZRfYL8ZfOb2hXsuVyfIob6VuO9Yf8Cf\n43Jha/ha+LMYR/d7KPhm57xvRVRRdKJWY4p+du/7dTfr3HP592xcu+fyrv9g59xvDeaM/IPCvN40\nxxxzzDHHHHPMMcdDh4eGiXVlxZNL/MdL/zOSgto+jltsnQQhLFJZZ710zLao3Kp6z+J93nnh+tRC\ny48JRcbXBhvsx00iL6epUp5acPY2mVWkxqPjxTRlytgEzkKIKSsihaUp04q5NHZqo5VYD1M8e5QR\nfY+09zjXOgCcBZcUlnEecK2/OLPP+rU51zmk6aVF05ThpcEqtwfd6nxlYRBelbysrZqG7or5ZWph\nAy4ad6KDoqzlzisxXnU+ujh+Z00kOecfzHwGAYZz3oCLheVWFgnW/SP+7Z13uuUyR1vBOxZvspV0\nWW4P+FL/PEv+mFZh2H2UN9gIDml2EnIr2Rx3yI3isaYrj234B4xNyPetXEFh2c663Bgv8vTGbQCG\nWUCsPWeeH+a0/bRq3gA41RiwG7fY6PbfMGNTxp9KXHDEzLg8qYnrBNw11o9ZZ1mEk2fUOtRnZQq4\niNrKQk1gjeBHH/tKcYwGX2gimfHvd9/BK/1l1ppDDjPHLJ1tHJIYj0EeEqmMVmH7I7HVZ26srPYT\nyhyDxAhzl4OExIV+SCy9MKbtO/lNahSRysmNZGvUQTKVEbj9u+NebQ4JlKbrT/CF4cbYsZi7o1Z1\n7/pKo42sbLxgamdUXkdtJPYYM9byEjIrqwYYgLEJaJdNYsVYds0wklNqyMAamsKt35KSQGjWG7dQ\nQkBjk8vhJr9y6wcBJ6VIjMfbFm+zFXfotiZ86vBNrISu7LvgTTjIW2wErpHrMG2wHzcre7LHWpus\ne0d0Vcxj0R0y63En63Ftssyzp68C8LXmOpv7XbwoQypLK0hZCOPqfFy8c0xuVHXtXy+quYKprVv5\nc3ldX2s+rtvHnSSfmdlIQODnZJkq3ndWUjC1lpuO77/1xJ8A8LbmDVoyQVvB7x08zZWjFU63p/ZP\nZ5sHJMZjL2kjhbmLHW2qzEllhItN9qVrnMpq49hYWYUbGCvIraQXxPQCd53HuU/k5aRasTVyzGQ5\nD9SP+/HFbXr+hJaXkFvFjSLm9fqgV0k2pHCBPraQOoAby+U+wY2r4/Ke5WBczMOmCpYZa8eiLnhT\nVjoQrmHzlDoitpKo2GdHQpOEc83rZFgUgsejO/zyzR8o9hWwxIi/sHSDraTDWrvP548ush45SUBb\nxRzpJufDPRb9EePcZ2fcZlLYxV1ubbPuH9FRMRejXYwVbGULXJ8sAfBDj77IIIu4OVzAb6fOkkzq\nqqIQa4+FIK5s9koZ0Rzf3XhovsTOMcccc8wxxxxzPHSYuxM8MDx0X2LLpqvX0lPNWEgd35Z7W2tV\nDQTHrF6OM4/uB4E18OZzd5DC0FCOwbgTd7k96pIZxTtXbnA6OmCYRzSL5b7QZFYRG2ens8CEgY6q\nxhf3pKyrBigAUztiXzpGKROSzHjsZy1yKyt2SwoXxRmpjFaQMErDGWahbCZaDod0vRiDRGJ4R+8G\nb1uQ1THciRcAuDHskWhvhvXQVrDR7vNIe5fP7Z6vWNgLbceohjLn1rjH491tEuOjhKGpUqJCR6gw\n1XFqhGOjZYxPySZQNf9kVtCUlsvBJo92XJNAP494sb/GudYBl5q7fHLvTTzS3mXZH/Gp/UsAvGfp\nKgtqzKo3wHQkHW/ZseSFRUwkMxLr05ExmfXoqgmXWpqXhmvVebb9tGiAksS5R6SyivmIC2bFWHFi\nY9y9kGtZMVal9VXFhp6w/j3H7DHcz1i+zvxYC5hpgMXT52/RkNNxejNd4l9cfS+e0rxz5ToXoz32\n81a1fGwCun5MoqehBTD16s1wY8GXphjLGk/V2SvhGMViFhrm4cz92/SyyuIq8p1FVMn8l+dgrKDp\nZSwG0wCBC619AM41D2moFF+6QIyP7152Jv+197dGcKZ7xJtaO3x889Fq3xe7bh9tL+VO3OVCw9nF\n+UJX/0qUVRRjBQMbACkUjUORkPgFTZhZS1t4POXv8ZauY/xvxou8OlzmTNMdwyf2HuGxzg6LBTP2\nqf1LfN/yy/TUmE40wSwIrgbL1XwTiYyeGhOIHN/LGRnHrK14A75ahFAshhPumB5GC6SamuG3i6qF\nKWzSPKlnzPPfCMxr2VzVUB/DM9aFx5jau9jYomEry9Xs9tXPxWpi+vsPPnKFxyJX/dJW8NnhI3x6\n7yKJ9njHyk26Xlyx2WU/QsePGeUBgdQzzVGyqB5M2ViNsXKmqTUv/mZ4wpALWVnGlfuIVI4nDFGQ\ncZRGtcjaaQOZtoL1aEBbxUX1IuORyMWVB8s52rpmqswqPrt/gWEazoxlbSRnWgPONg74/O75GWvI\nS909JIbtZIG3dG5X92hHOaY4Epn7uyGzIspZ0reRqwpaN05aUuLXrPgioXhrsMWbiyrjVtzh6/11\nLrX3eLK1ycd2Huex7nYVRvPHu4/yQ6svVPHj417I19WpKnY6khkdFdOSCZFIiYu427IK8aej0+yZ\nFu0gYdN2i9Adc1clLDfOPrEMPZnjuxsP9Etsmqb85E/+JFmWkWUZ73//+/n5n/95jo6O+Lmf+zlu\n3brF2bNn+aVf+iU6nXuLv+eYY4455phjjjnmmKPEA/0SGwQBv/Ebv0Gj0UBrzU/8xE/whS98gY9+\n9KM8++yz/PRP/zS/+qu/yq/8yq/wC7/wC697v8djZV8L5dIZa5b6cjtrJs8M4zq7TrWfuqbQCi4W\nrE/5VD/OA97S26ShUs6EB0QioylndWYhGe3iCTizio6KK7uhpkoqFnJ6wobShElaicI4jaGVeFK7\n+MGSCZBTK5jz7cPKamcvcQzarcEC2kpyq2iqFInFlzkdGc8wthvBEbH1eKK9Wdh9GTaLjuk1v09T\nJjRlyjMXrvJysk5mFFuFxVVbJXg1i5imTGc0hRpJZj3GNsTHMQwaQUukxfoZAQYpIBROe3VKTfhr\nvecA+I3t763cGCY64PuXr/CFowt0vZgnuk7z+kfbj/LY+U1OeweMTMhu1p6Jp93P22gcu7Kbthnq\n0DHkhUH49qjNqfaAS6t7XN1b4iiNiLXHSuQYstI2LdY+sX5jt5Ebb1Mm9iQdbJ19rVcQ7rLZmtnx\nsR1wdwd49V5GuqpD+boRdP2YiXHsxwvjU7w4WOM9a1dpqIxL4Q4aWWnnFJaOitnN2khlKr1eZhWy\nYCk9pqxlObZ8kVVOGxmqxtQaPKlJjVdFqkosgcoJpOZC+8CNdSsZ5o5tvDVYwFqnkXb7LqzqSrYR\nVwEIZYbC8n3LL1cMF8BB3mLFc2NCCsv5C3vcSZ32cCd1biJtFeOJNolxrP2CGjMurlEJg2RkQiKR\nYZBoI8ise48FmRMUFGFYxDYvSZ+/u/hpAP7J9vud5nfSYZBFPLv8Ks/3T9P1nMb+XPOQ37/zFD9/\n6cOc8R0jNdQhy/40FGVsQmLhE4mMI910lnbWqzSbX7t9CqkMfjDV3XvCVAxYVuiRh/ls1eYbxevt\nmK8qXtLes3f7JEutWcu4u9/z7e3rvBi7+OzEeFwZrHK5u0PXi1nxh1UlAWCgo2o7FwWu79a5F+Oz\nHGNwLMyg0J96UlPuLbeymk88YUiFQgrDmdaRY2ytZFh09m+V8cgY2sr1S0Qiq1wwXMXMsuIPGJuA\n961cqcY1wH7eYsUfVBWCy+e2uJkuVcd6mDVoqpRAukpgKDPacjYMwCBIrULiqmfaSsZGc4TbpxI5\nPgIlBJFQhYWc4O8tfQKAf7r1AQC+dniKUR7yQ6sv8Fz/HBuBs8E61zrgP209xdMXrnPRPyK2PntZ\ni24R/CGFC2DQVtBTYzbzJmMTVn8bhzrgxd1Ves0Jywsj9vtNEu2xGLp7JVI5sfaItUfTT6u/fd8R\nmMsJHhgeuDtBo+EaQdI0xRjDwsICf/iHf8gHP/hBAD74wQ/ykY985EEfxhxzzDHHHHPMMccc30V4\n4JpYYww/9mM/xvXr1/nxH/9xHn30Ufb29lhZWQFgdXWV/f39b2jfJ3Wy3ks/OKOjKlkAcfc69bCD\nme1qLGwZ2fncwWl+YO0Kw6LL83uXrrCkRihhkBgimREbn8RO2aX60zVMdbJAwaKUMZ6e0xlaWeli\nTdkda6dd2okwFRtlikCE3MrKiF4KQ9d3T7vrq31CmdP1nD7UF5qeGuMLTWym3pVNmSDtNHjBWMGp\nQptU6qlcbGGTo7zhghMKFuD6ZImzjUMaKiOzisyqis0Fp4nNrGJkQnyhUBhGJkQXTFVqFYHQNGWG\nEppfO3gn1+MlfnTpiwD88NJX+IR32cXOmoBXJiv8hYVrXBk7PetB2uRs64jf3X2anzn1n+mpEYnx\nGOYRq0WnbGx8YuuzmfaQBbOdFRHAACstF34QSE3o5zS8jJVoRKtgYMso1UDmGDtlcl4PSi/Wur7b\nWhdoXGf9T2JjS9xXJ3t839JijagcN2yN3i3H95e2zvD+cy9Wu/ihlRfZ8A9QwjI2AZHICIqxGxsf\njXRMKnomqrhkWutm7qXGsO53rDAoAaCRyqARjpEtxkkZoGCsoOPHTLRfjGXHvKyuDCoHhLAID6nr\nVaWwhDIjEjmZVSwoxyJn1k17TZkyMBGRyImNR2J8xibAF5p2GVCSdlgPXSf72IQulrPGYMlq7Aoy\nqfDRFXMEzlUlEppIGEIB//fB29hMFvi5tY8C8A/XPsq/9t9DP3cP+1/pn+Fye5urExf0sZ80WQhi\nfnPnXfzsxodZ9oYkxuMgd5WI08EBsfXx0VxLV2jKlKZM2c1DHmns8uHtJwiCHE857aCShoXQBbBU\n+m7tVxrZksV+vSjH0fGQiHt5vLqK1gmvF/8f79g/SSNbhXtU28yu97n+JZ7pOv/RF8an+J6lV9nw\nD/FFztiEz6r+GgAAIABJREFUjmkszr/sSQhkXuld6y4Fbj51c3IZkiBrmujcKNfHULsPvDwgNV7F\n1uZWYrTTzze9jBQ3d3QL94KVaEhbpbSLSpyxAl/mle42qek7jZXOvUbkldNLUyUMdVRVvTKr6OdR\nxdSGMmcz6bIRHblIWuPjK41iOseDu6+NkIU21kWGj8q/XcYSYGhKAwJ+/sZfBeDvrjkm9m8vf5YP\n+2/l2miJlXDI10cbPN29wbWJ+1s/ykOWwgn/z957+Efrf8CacnNxGWVdhnwAXElO4YuctooZ1phy\nT2kyrbAWGlFGJ0gq725PajzpF9HAzpFkju9+PPAvsVJKfud3fofhcMhP/dRP8ZnPfKayyipx/Pc5\n5vhGcZA++NCHOeZ4GPDh7Se+3YcwxxxzwEzz4hx/tviWuRO0223e97738dWvfpXl5WV2d3dZWVlh\nZ2eHpaWl+25f1xHWn9DvioU9YbtZTauL25y+PrvcmBMGW42BFXX2SsBf3XieSOS8u/Uy4Lo897XT\nW7ak6+oMlEYy9eHLrEIJS0dOnG+s9RgXXcUlG1n6+CncU2+piS250swocqsqZsBj2uU69Qw0FUtV\nsqehcmxDUyXOB7SmUVTCkFqv2Icu4mFz54mIqp76Dc7H9kg3uRo7xujKYJUzzaPifS2nowOO8mbF\nRIxNUGkRFQaMO9dMOJZWiaRihjIUxjptITJlL2uRaI9/s/09APzt1c/xbPdl/s3td3OudUggc3az\nNmejA85GB3xm/yL7iWO2Pje5xOPhHdoq4fpkqToHcDqxUR7yptYOTZmyk7arruIPrL/Aun/Eh/fe\nzGp7yIX2AUv+tAN+ogOMMIReTi94g7GzwqKNOJFpuieDVfv5rrXuQctOY2XvsRz4u49+pmJu3hLd\nQAnDnm47J41C11124ktpia3Pkjcksx6hzApNrFdpDBPrVWzWSYl0SjrdncF1VjdVRlZ4ykKh1RQW\nhaWh0iJ201SVCoVFC0tYMFZ1r2Vw7JIqKh+O5dVoJLp2jZ22d4LWTY5MEyUst2Kn/d6I+o6VVQmJ\n8dBSVHrTspqSCvfZR8Insk7D2JUT/EJHmDFl0HzrKi5DHfCPb/11AP6n0/+RH+5+mX+99ywAq+GA\nw6zBmajQv2Yh2+M2oyzgk+PLPB7dpudPeP5owx2/sHTVhMR4ZFbxWMN1it9JF3hL7w6//8pTPL62\njbGC28MunSBhPRpgEByl7h4Z576bo2pez98IynF9Lxz3NS5fmxnbJ+lyTxKEnyAQL6sbf2Xpq5Um\n9K/2vkxLJuzk3aL642K0S/axKV3FatEbF5ruKQMLxb1e9B+oQvdadyZAZdXYS4xXVGg0XuHAAtOq\nAkCkMnIriVRW7aelEnxpUMLgi7xgVD1Meb/VKh2lrlth7kpybMqE3bzDjXiRUObcnDif2fPNfbqF\nN3lmlWN5MdXfnVBmKGuKOVmTWkUkXeVlYCKaIiW2HgYNRpMJUx3Pr206n9i/d+qP+f7OC3jiUSKZ\nseBNuJUscip0fxf2syY3hwt0w5BPxxd5KrzNmfCQTxeOMk3lop1j4zMxAY9E2yyrIa/ErsK2Oeny\ng2eu0PVivnhwzsVgN/qVtrupMvqZm3uGWfiGexXmeDjxQDWx+/v7DAZF+TaO+eQnP8lTTz3FX/yL\nf5Hf/u3fBuBDH/oQ73//+x/kYczxOpHah/+m/8z+xW/3IczxXYCNqH//lb7D8fuvPPXtPoQ5vgvQ\nFG8sAGOOOb6VeKDfWnZ2dvjFX/xFrLUYY/jRH/1Rnn32WZ588kl+9md/lt/6rd/izJkz/NIv/dJ9\n93WS1+Xx36tu1eJ1e3zdgoWd3aa+hdPKSmWQ0laMrSw0jDqXWOPeZ3FxxOXFXSKRczbYI7Y+LZmQ\noWjKxD3R456snXej03nqgq1qyRGRmGrrBjhWRJVPuPfpZqwzij1/luUt9VuJ9gpvQ0tbTartFM73\n0JcpkXRMbPkFtmQfYuujMKTFECnZL19oEBpVsL0THZAYj/csXa26fVf8AZtpj2V/QGa8ioVNSs2t\ndMehkShrQDodrF+w0NJa58hgJQGGxHh4hQ4Y4Hf3387fWP4S/9XG5wH4rc1n2Gj2OcyanGkekVnJ\nZ29f4H988iN8sv8oS2rEij9kJ22zlXRYDsY8Em3zWJQxNgEDE7HuH/GJ5E30iiSjFW9Aaj3evnCd\nrOM5trBIVwLHaCfGm2HDXy9OSvg6iX2q62LvqjpQ12qXO2Fm3BgtEdLMpBn5fsEQpl7FzLbaCU+s\nbPNUdIuOKFwzcLq6lkwc40PhRVx8RoFIiMhmxsXYBPhWV2yQY0inVQFV+AK7a1DowWVOZryKFWv7\n8UzXd7nv2PhFRWHq35lZVR1b3We5XK6KSkRsnc78SDer7YBKE+506k7jPNE+l1vOm1NiUZ7hKG+w\n4g/JrHKslEzRSBLjNLqRyDDCsbRIiG0w9ZEtrrHCEgnYTLrF9XAL/unWB/ifT/0Bf3Pp88TW53a2\nyM10qXKJ+P7ll/icusTfWvscv7P7DEvekI3gkFuBY4v7WcQTjdusegO0FezrNkoYPr19kcX2mMNR\ng9VoiCc0S+GYs9EBifXZijtEKmM7buMVyWW5mXbTv17UlWBvNLmuQm38npS6WF+vEaVM4gAhLd2G\nG6tHo4aromnJX3vsef7W0udIreJiy/lKb+YLbOY9tBX4Iq800eUYjGRGU7k5OzMeqmD7S5aznH/K\n8aeExRNTPWmpB06KcebmVk1DZuBP0AhS45EZ58aRGA8PU1XMypRBr+gbKPWuhmlSnHNwkVUKorGC\nDL+aUxUWX2bVmE+MxygPeWfvKgDDPGLFH3InXWDFd2lwpR4cqLTg4O6bxPpgIBCa2Ab05Nh50QqB\nRrAgKDycs6IvQPKbu+/iH6x/jB/qfK2q3m1mPT47cEzrI81dbgx7/K8Xfpd/tfdeemrMpXCHaw1X\nzRtrn6cahyx7Q9LiOqZWsVdIxAZpyDvbr7KVL/CupWuVO0N5jQY6wiAqT99JPu3x+Hbj9Tp2zPHG\n8UC/xD7++ON86EMfuuv1Xq/Hr//6rz/It/6Wo5QOvBYC8Z0vMr/fHyH/ITiHzN67uLAcjO+5fI5v\nHrv5vT2fj8fOfidC3ucpMjHfOX8gXwuHo8Y9l2/H7W/Rkfz5hb6PPKP8AvudjJ6895z5MNzPc3z3\nYj765phjjjnmmGOOOeZ46PDQiCBPMrQuMRNmcCx29l62L9YKpLSztkbSlRBDPyfNPPJczrzv8uKQ\ncRqw3BzxWHuLUGYEtdJSbAPSoswZW5+eGLOmBpXwf2wDwD19l+UqV350ZZ1IpOzrNpHIGNuwCAZQ\n1dNuUybE1q/sqjLjzTQpKGsAFx2YSVdmmdTM2VVhAC+FmWFWp3ZH03Jr+XopXShfb8kEWUTHno4O\nCWXGi6P1qknBF5rL0SavJquV5U+9XBWJDCnsjJl3/XooYQiwGCR9G/Dfrv4Rv7z9QyRlCVoY/sP+\n0zzW2uRCsMuPb3yWoGhG+OLoIgC/+NR/JJIZP736R2zqBcYm4FJjrypvvzA+xeXGljMVlxlfHF5g\nPRpwNnLRuWMTVqU9JWN28w57WYu8sG/ZSdqkWhGoE4zR74O7rLVqsbOvFeBxv2APcFIYIWuSAwPK\ns1MLJO2h9TRmdm1pgBCWs+0jnuldm7E5i0SGLkz860xLVOjjys9aF+XV1Cqa0pX0Fj3XAFdvHCkN\n1ku7NphKYhIsPjmJ8dFWEqqk2L60zMrxhTM9H+uQZrE8M9Ppyy+awVRtXJf/O9nBtOxYj8dVIqu2\nWfGHrDQGfPLo0Wqdhsp4vLnJ1XiFBW9CU2iGOqrGake52GLfapoqruaBqvlMWGQxxgfG8A/XPsr/\ntfWXMMXHpK3g/9x6P+9beJFz3h6HsslGcFhZmaXW4++sf5qOnPAPT32ETb3AQEc83b0BwHba5YvD\nC7yn8wqrXp+Ojfnq5CypVpxacLrelkqQwrLsj9BIGjLFk5qu765jPwsZp665KzdvjNeoW2vdr2R6\nly3c6yyxCmExRqKUIVAa0UgZTwKGcVi8r+Dd56/x7oVX+cHmC2xqVwnY0U66MTJhZWdYNRJaSbOo\nno1NiC9yJ/lQrgkwJGNc2CYu+84ysWxYrDe+llDS0BYxbeU7S8VibLZOaGgsty/lASU6RchBieNN\nWzArI6vflxpBWM2vOZcaezRVwpf65wE3jqWwPNbY5Eq8zoI3ngl8KP8eZNYjIiMU06azkk3WCKIy\nDhzLz5z6z/z6zvdOr4Gw/Ivd7+Od7au8PbrOrbzHxWCH1UU3Dq8kp/hHl/4THZnyC2t/yKZukNpF\n3ty+BcCdtMdXxmd5b+cllpWTPHxqdLk6z43mgN28S2YVi96IzCrGOqzs5hLjsZe0yI0kLWzPvmMw\nlxM8MMyZ2DnmmGOOOeaYY445Hjo8NExsPYBghm09HqtZvs60scueYPtyEuslpMUvmriSzKu2K9+v\n3Y7pRjGNIKPtp2wEh5zzp+weOGbllDqiVViZjGyARlRPCxJnTVRGVMbWpyMnlbVRWthv9Yun/tj6\nx564ZWWN5QvNQESMdTgTVFAyBJ0i2lYVjGIJ1xgwu886I1A28WRMzeZbMmGgncYuNj5aSJbUEIWh\no2Kids5Hdpwv5SCLOLu0z7PtK7yUrLsGGGxlsVWGO2QofJFXeuHSVswUTV8+Gmk8ltWEv7H8BX57\n752A0736wnBlvMZu1uFSuEMmNC2ZsBa4p/6uitnMFgiEpifH9KIxm/kCNzJnu/N4c5PtrIvEspe1\naKuERxo7FYO2oMbs5h2WPBdReTNdYpBFlYVLPw2xVpCab/xp/95RmkV1gGlF4aSI5Fl7LqA21pVf\nG5dagrCYgokNo4yGn9INElajAY+Hd6pxBY6JVbimOx/3+qFpMjBFA6I1FVvpk9GSOSPjKgV1lrbO\n9rgxNasf11ZihISCqa2Py5KFLRtxMuMxMUF1v9WZsNJOS0l7og5xarElqmaW2HquqmGc3Z1Rbp13\ndV/lD/eeBOAQOBX0eXvrOn8yOg+eO+byGDKr3P1tDR1iZ2tH2cwJSJDGFA1fhp60/J2VT/Evd95b\nHZuxkj/uX+ZUsM6FcNfFShefw07e4Zy/x2beoyMn9OSYTjRhJ+9W254JD9z41BFb2QJfG2zQ8LPp\nvKUSZ1NnPJoq4zBrVBUFcHGdgdSMcx9PztqU3Q/3q0LUI5XLMI/XtJGrWRceh1QGISzjNMAUFQdd\nsMa99pi1cEBLJmzrNqfUgFt6oarytGTCyIR0VVw12w50g4Fx93JpV1UiFLaKA4cpcx9Kx86WTG69\nqTGUGb0iTCO1Hgd5i4O8NW0Elc42axrb7Cp15bycGL8at665VxYxsLONtaZ431BmrlJUsfxRpdNe\n8oaEMqMjJ7yzCHz4g50nGWQRG8Eh7+t8nU8NL8/cP+U5agQjExIqVyU7Ppbd36mcQyNYVSP+/uon\nKjZWW4Gxgi8NL7CvWzwV3Zr5DN3cYHgpXeWcf0BPJrT87ZnqRUfG3EyXGagGu3mHF0frVXjBYjAu\nwipcVe8gb/HyaJWxdvPLOPdJtZpao2Wz8dBzfHdizsTOMcccc8wxxxxzzPHQ4SFiYk9+ej9uFF9Z\nEr3GdiUDK4RFSjvz1H88OKHcttlwT8uXFvfJjaQXxkQq4yBvccY/qBimEmUwgCxM5h1bMw0xKG20\nUutiKpflmH7xtNuSObF2T9T7usVYhyx440qfpRHOkkjmnPYPUYV10bime61bj0hhWFCTigWt9LXC\nOAut4klf1llpa6qY3GERyVj3kR+b0O3PwOVwk9R6lc4VnLH3H+y9mZ/Z+Bir3oAlNeRGtlxt31Fx\npaV0kbQJGlmxyZnw8IWqGNo9DWfUURU2sJO2K+ZgP22xn7aqUIdRcZ2+eHiBD659kVPqCF9obuRL\nXEtXuBEvFedr2E9bhCrnseYWT0a3ONTNSlM79tx+rsTr+EJzbbzE9qRdnaMnnc1Nor1vIKpTzIzD\n8rXj61Q/Vx/L7DqzoR3ldu7/mRC8WtBBVIzltc6guA6Wo6zBVyfneLb1UsWGl/+3ZEJHJoxNQEsm\nlbZwZMLqwGJ8lHVWU2v+gH7BcJlSU4tgnIcc5Q0W/RH7ueuKD2VWjVuFCzVIrKoCPUotbygytBEo\nYWjXdIP16kNmFUkRF2oqbbUurLOc1pYqRGHKoGVWVcdw2j+oggxS7dYJlOZzBxe4dGqbM+EBq96A\nK/F6pVd0jFdMS7oxXDLZ0/u9YKGNREnDodE84Q9YD931303b1flvpl1enSxXFk3g2K0/OTrPP9j4\nKKNCO+8DV5J1AD5/eAFwlYFukND1Y7r+hMXemCtHLu7zdrLg7IqMQgUjtuIuqVYV6zrOfUzBor1R\nWyJr3blJWUYpvzYza2pVhuOMa31sC2bn5foYN7WQkOWOmw/Odw7ZTdqMopAMxS29UFWNwH0WgdD0\ndVTEWSfOWrDkcMx0vfIYWzKp2PDEukpSZhU9NWYn73CUN2eqW77Q1ZiIRMa6f0RbxRU7GhsXDNJR\ncRXZ3BRppX1GUsVzl7rd+jUzVqIRla3b2ASVZhzc+CnvhwER54J9x4x6w2L3ltQo/nDvSX5y/ZCz\nwT6n/CNeKsZRec7Ocs4xwar4Py17JIqAmlHxN6c817NFMMedZMHdryrnRrzEK5NVcqOqcwlkzscP\nH+PHVz/D1WyZnhzzXHy+Ooehjrg2WWE3db0HZ5sHdL24cpw5yhpsZQtkVrGddpjogNvjLpkp9efG\nWa0hmKT+NxXc8WeOeWLXA8OciZ1jjjnmmGOOOeaY46HDQ8PElrjXk/7x9cq4zTpk0b0txPRpv3zK\nLzVbxgqsERV7dXphGqfaDWLONI5Y9EY8Gd0iEmll7AyQ2pBb2SJdFTsWEE2GoleEDYyN0+VpKyum\nMUVVDNfARAxMg6+Mz7HiD1HCsJ126edRdQxtldCkjMB071vqgsBp9spYWV/kMx3EJROrERVDXGqS\nooKtHZjGjNm3VIaOzKqwgUw77dLYBGznXSKZ0VET/srq8wB8bP8JjBX82uYP8N9vfISg0KteTVeL\naxAU+ktnMH6oW9V7lzBWkgK+KJ0ePH544csA7Ok2Hzt6sjL+BudY8Ezb6b86csJv7ryLD20/gyc1\ni8GYRxrO+Lz8/7NHF5HCkmiPK+M1XpmskBiPfuYYnK/n6yyFY6dh1j79LKyCI9zxierfG9URHo9C\nvisa+YT1rXlt54LXwgx7ZZwmdrk9jc7tBgkbjSPWggFPN68XOm33/qn1XHiHVQxM6PTJwJIsmZ2i\nwx9Z/RwUGrpS8zoyTqv9/PhMZbC+m3WqsVzGybZVghEuQlNbOcOwApW2UQqDz7Rb2i9M1usm9XWU\njFWpX8y0Y7qa3tT30ljHnibG51C3KpP5v3/mEwD82613g4Tf2XmGv7n2BSKR8mi0xe2sV+3DMWg5\nkbAMTMPto7x3CjYvtYq4qHqMbM5/ufDFYluP3zl8xjFWRXUCDG9vXy/OXfPR/Sf5Z7c/QCBz1sIB\nF6O9aty/pXubnbRNL3Bjt59FeMKQGsVCGDPOfa4OlliKJgQy5+akR6oVuZWkeTF3ZAHauJjnb4S9\nktJgCn3qcc3rSXGyJ43xqUPHsSpCDaZWHcNSVUB24ybdIKm0rwpDJGedT9wcEhQuBM5xpVdsrzCV\nPraOcn5WwhYhNYoXJ6dciAfT+ON+HrGXtWiojPPhHplRZNab0WarInTDN7oKkpFiyp5m1qtCDMY2\nqObssiLiAj8C955WOR9jmdMu5k1pDbHxaau4mFObbqwX9+IHVr/Ox/cvkxvJv9x8L7949vfom4i3\nRs7l4ka2XFXlltSEzHqMTEhQBDC4Y3TnmxnHSJfhJT/S/RPAjfF/d/CuImTHsbU58FcWvwI41vbf\n7b6Lf7vzbqSw9PwxF6O9ar+L3ohrkyUW/Am3xj2uj5eIVEbHc9rk1Hh8dv8CTS9zwRzaY1zTvRrp\nglAyrUhy7w3Pl3M8nHjovsTOMce90JGTb/chzDHHdwTG30GJRXPM8ecZ8+/TDw4P1ZfY18vC1tcX\nstbxXecFxCwDCzU2oGBhrZGEUUrTK552hWUtHHAmOGBBjd0TOpJIpAQU3pRSo5RhT7dd5zOGJTVl\nfpz/pnD+r0W050gHFet5qJsc6SZNlXI1XkZh8aSmoaad/QbJq+MVwrZzKBjrsNLQlU/2pTYvtj4+\nUx9bhcVQ6gG9Wleq0y86baup2CtjBb7MGZmw0i6t+0dV13lmPc6rfTSC077zWI1URqo9cit5KT3F\nqtdHCcNyoc/SVnCoW8TGr/RhmCkT7LS6ipbI3XURjn3rFV9QS/2kL3XFeP3I4peq5bfyHuM8wJOG\nWPvcGvd4dbhMnHuVfqoaH8UYkMIisTO/HyYNpLBVd2ykcvIyijL3OJg0WGxMGH2DXbDHGdjjsbL1\n0X6XB3Kh6TZm6qFcZ7Dq+zVaggU/0lUSlbWCpXDE5cY2K16/+vJf5qSnBROjhGFJjms+yG7KiERG\nhiLC+SSXXd+Z9Sq9XMkirQV9ttMuqtC3NouxnBkX47uTtlkPB4WvbFBVDcru8NKdwBcaJfKK4Sqr\nBRI74w9bauhKhjYxXqFrNChlKp2iLzRL3hCJZVAwicvesLqHRiYkUDlo9/5jExAXit1Vz2laSw/k\nkQkrHbkvVHX/OQeSgI6cOKZZSDIr6BUMmSZlLeizl3WQRiKt5Qe6L/BEsAnAh0dPMc79ogLgcXW0\nzIuDtUqzm5lpN7Yv9UzVpYQnDbmRSNT/z967R2lSlPfjn6rq7vcyMzuzs1fYReQiP8WAhsQoatQA\nMX5RwdXoMYlg4jU58SArRrPrSUxIggdI4ibnJArmawyYk2gOF1GMJqJBv0GDISh4QaICLosLe53b\ne+nuquf3R126ut9+Z2ZZZndmtz7nzJmZt7urq6ufrrfr83ye50Enj5Errf3smZfcuX6Cbi9Bu9VH\nlgs8GcybdaBmXwt3TCWJbCnnMQFk7jkpBqUYRKQw3W+66+OMcP/cZqyJ5zAZzWJcdFy2AMEUOAht\n1i/+p8J7BpgSwyZXtrUlq5kVUDioRnV+0ngOU3nb2KLxAnGl57Sshcf7T8fp7T2m9GvsnremKbst\nQHp+BQeoyMGtYx3iIn83FfO1RcwkOtRw91cw35ZznJgc0BlrZBMZCZwYHXDM+mQ0i3aUuniLe3pP\nx4ToOLZ6jOvMGvvzUcyolvPy2Tza+h7p+dh6aCTIPPf6uRvhKVoic6WhFTG8YfK/MOGeY45OniAR\nOVIZ4bF8Aj+eXYueeb4yKUzZWH28Ht8WiMad3UgqdMu2rLq1J6k4OnmE2W4DkZCH/L4QsDIRNLEB\nDvaLdyVjVz6x8E4BAQvApRUKWDKEl4yAgIDDxYpiYhcD8v+ozpE1TBVDhbUi5jSEIyM9nDxxAO1I\ns1MjIkXMldF05miqhtNVWaziPTRZrhlX4tivRrGOTTumVTMzEVKTo9KyTNJM6DOqhY5qlDSuB7MW\n1iWaxYyZRMxT8IbCbN5EzHUFIRtJ2+YpNif7kZHA3nwMkjiaPHPaKJdnD0CT95FRhAx6xW2jc5ss\nwy7ZMPkIcxcFm3gas5jlGBcdVylLMIU1Qustz1/9ffzr3rPAQfjME8/F00f24ayRRzFumJEmy9Dk\nGXoqNtkVjL7MSBonxBz25GNYH02DgwyTXDASk6KDi1b/DzIIPCPeDwHCQRVjRjWxRsxhV74aF667\nH/+279maFVZRia1KZdnsqyysRU9GTvPaFDkirhBZLSgxtBPDdmeH5ratZaKwwJc6q3gSYNnbIW0b\nZkspBhCQNHOsXTWLWGjWZFXShyKOvdkoGjzDjOo5psoiI63VtppYmwkDgKtSp21D24VfYchWrRNM\nocl0jsyMBKbzltMyxlznQ22JDDkJ5BDoyhix9Q4QR8xy9Ch2WTIanna6zVMccEyUKrwQ3GYI0F6E\n3anOqboq6qHBs1K+YhuNrSOzi5y0I+bZuGjNt3DbvudCEcMX9/4Mnjm2G5uT/Y5BG0MPDZPz2baZ\nkXA64THWxe5sAusa0xAgJJCOKdbXIPEro99BjyJzDTovcs/oBE9O9uK8tYT/d+B0JDwHoG1SccNG\ne56FTAlETOdT9bONKGLo5DFmKXG5VRUYYiHRy2IwRogiWcrIsljMl1Wj+rlfoQ6osLc17labscDG\nNpCZm5vNDM0kc6xxIiSaIsf+dAQxV2a+S909yZSA4NoOUxKYUw10VMPZCWf6GCjL2qqSFtTqpm30\nfkdqNvRgpjNLRFzbURxJzMoGDuQjaPEUsyZTynjUNTld9bM3lbchmCrlReZMGbvRuYqtF8MSCzpr\nhnRttnnqYh708cUANrmu2NihhrPDCdHBK9fch5ue+DlwEP5975lY15jFs0Z+CkAztU3o74k+xc6+\nOypxMQzromnsyVdhVdJ1mnn9fWazMmit9wTvI2YERUBqvu8A4LF8Am/YcDdu3XsOmiJDJ7f5o/V9\nzqnMqVW9U3Z+6csIUvESAwtojXQ/j9Buphht9NE9xHl5SRHkBEuGwMQGOBxq+dTliF356nm3V19g\nA556uJQ8Kxj2ZfZYxqEuvp5qHA9M7Hi08jX6flGEgIDlhvASGxAQEBAQEBAQsOKwoumGasoWgueC\nMIFbDHChgaXAGLs/4BIRK2KF20oynLJ6PyYbcy6oqsF1CiGdyqQQ/VcxR1rAn4HjpGg/5lTi3EOJ\nCz4xqa6IIaPICfBtGcuYSczlDczmDZw2sgejQrt6Z2UDDeRo8ByKGJ5IxzAq+s790+QZZpQW9vdU\nrF1LTJXcQ/paCldaw7hALSRxrE+msTudwHjUQYNnTgIAaFdrahJ/A0VpXCuJ2BTvd+6tpsjxWHcC\nPz/6kCuVuUbMOhdVDAXBCpc0oFPajIsOepRggmvJQtPbnhHHGjFnijwInaLMBgOZAKUvH3wW1iRz\nOKUYVPBIAAAgAElEQVS9B3cfOAWzWYJeHg8GR3n24cO6q6zEJCcddJOYALqIKbTjFJ0sQf8Qg2EW\nGwRjy2sOS01U/bwkhzB2TFIHKk6MdDGe9DAaa2nMeNxFwyT/76sY07KJHiuYuY2RTivXo8iUWdWu\n8FLaIC+AKyOBlCJdMtj0Z041IImjwTPMygYe607gtNE9pXRvkmm7XB3NYW82ipbIigTuTKc+6hhp\ni2TcpY8DdHL0jkzQFqkLool5XrLljARGRR/TeRNNnqHJctd+wnK0jWygzVI0WYp9phCDxTOS3YiY\nQg6OiEv8cG4dzm7/xNlyj2LMqQYmRMcEuegStn7KuDHR1WVPeQ8pRMmWFQEjLEfTlM1dJVKk4E5S\nsSk6gP+aPR2njOzDKtHFPQefhlQJV5RAmiAtG+CiwMAJA7OSIp3Wz8kJqEghONpIoZIM/Txy258M\n6uzaL/9tMVDym4rjAS0ZAIp0iFZGAAAkGQTX4yxiPY6tONVSH66lIS5Y1fTFFjbYnY9jQswhYbkO\nLjJsuwDTQUuMublIoAgUnKGWK2aRsBxdleBHs2tx2uheAECD6aIdwqQ/5IxwMGtjJOoXMjLSjv2M\nhJHp6FLF9hx9E0gVm78BmyKu0GZnKsF41MVU3sKokcbY42OTxnBONdAw0oc9+ZiTmQHA+mgakUnj\nlXCJA2kb8agpwaxiZExLLcZ4T3+vMW7Kmxu5ELQ0bVq10GSZCxq2kgdr2xlxzJlnUEuOjKSBd/C/\n6Qb8/KpHsD8fwfdmTkCqhJPE2LmWMx18DAZjy/o+ViUEkZBIRO7GWHCFxMil+lmENFtGrzfHgdfh\naCEwsQEBAQEBAQEBASsOy2ip8uRQZVfrWDW3h8cUlMrS2mMIkJKDFMPGdVNoihwtkTnGqs1TxFy6\nIBXLPvnoUQQOwgjvg5uApRGeIiGTAoti9ChxmjtderUQrQvotCl9irEq6uGE5hTGo45bnTd4DgWG\nvrIsApmE8zZooIXRiKHJcsd46RRcBevWkYkrz7k6miuCnjyWuK9irIlnSqUNq9BBaAkmxSyaPMOc\nGtGf5y28acNd+PSeXwCgV9Lf7W7GuEkybwMkdMGDFHOqgYwaLviMm2TlupCEggRDClFivXWqGkKP\ndKBLVYf50vEHkJg0Oe01Kf7l0XPQz4uE+IIXdqJMCUxeMZ0qY+Rrhjkjx1rZAK/FwmdO52NkmcdE\n+cU59Ico/q9JEG9TaxExjK7qYayhWdg1DR0guCrSbEtbpJBgLkDDsipzZMvBKjdm06rptjdZhmnV\n1CWWiaNHMTqqCCQBiqIZlg09Y/RxxFxid1+zmPa5ys0+65NpTOVtd/yBfAQRk3q74ogjWSqv3FeR\nC3RR4Fgluq74AaCfqb6KkJHAmnjOpE1iJabW9lkw0inmDINqz/O9/ia8bf2d+PieX3QlNL81dzJO\nSHSpTf189yGJuSDHGWqZogU6ADJh0vPAcAhwx2JLxlzKuDoIEF469n2dLN94Vm577Cz0DcvETGle\nBc1I+AxWHaw9C0ZoRoXdTvebyHIdAHU4mM+mh3nFSjt4ZZPdXE0ADHMcN3NzDqBlnrvROEVi0hBm\nJNCRDV2G1QuOilkOwQjTquUYy02RTgnYoxgHZRtNXqSLA7T9WnCmXN8aLMPPrHrMSwEndJJ9z64i\nLqGIuTReU3nL83xExpNWlCvvqRizsoG1sfZStXlalEsGTPo67V0bj7rOo+AX+JDgjjW1jKr9f0a1\nsDNbgzdv/H+48fEXAgAUCfykr8uBn5BMmYIduuCJYAqZEpihpiteYr/DdCq8BjhTWMW7RaoypT2N\n0g/G8orpcCisi2YwLjpYG02jLfr4158+G900dve8assKRbChLkKkxyMSEhFTxuNnmHfDznazGNLM\nFwHHPlb8S2xAQEBAQEBAwLJFyE6wZFhRL7EDJQ0rrCrDQM7s8vFAmY2t/NaptbQuljNCThxdWegE\nhSlp11Mx2jzFQcOuWCYHgGNgR2BYRVMQwTKFB1Ub07KpNV3QSbLtyhfQzJAkrtOIGMZ1Km87FtCm\njYmYNKUVpU5ybq7aMq4NnqEtUkzlLUznTawypfse6azBKSN7MZs3sTrWKbFkRVWiyxWmmlU2Gqoe\nYmQmwXpHJeDQ+jvLROtiCPrcB2UbY7yLN62/Czftex4y4lgbz6DNtR7zwe5GrE+mMSE6GOGEhEnM\nqNilm+khdmxtHaxeMDOJryWYYwQtfO3xrGxitt8YSDvk62EtG+uDQ9uKPU/kaa5SJdDJEqRSuM8O\nBb4t1xY8IObI1lp79lhYC//ZUF7Z5NFmH5ONLtY3ZtAS+h70VYRR0XepzR7LJnRic2ZLDzfR5qmx\n5z5gxnyGdIL5zHgCUtIlNnsq1mmbGByjrsCxPx9FRzaKIgaySAdkWdL1iS4cIEAYjzroGHbVpl6L\nmEQGjq5KcDBrYdLY7c7uaqxN5kzZV+lY38cN03sgbWNjcxotkWI6b0GCOzYT0M9IRyVO7z0jWxgT\n3ZJ3ZUq2sDNfg9ev/SZu3fdzetyinksXd3/nJKxPptHmaW21uBnZwqSYdR4FwD5vJlE+ijK6dWws\nZ4QJrs8lGcdkNIvZfsMxppzIzB+DnoU6pHnk0qxZZEpAKo5cciRxXn/gYaAUf2A/q5nLqynurP3a\ncrQgIPHYNZuqzZZ9VsRMMRimtdxGR5uZ4hNNnhmbiiCgsEdqO7EaZssY7somMSXbbj7bEE/pMrKm\nvzbjgCt5DTjqUJhCMeCF/QKAgi573LCabQXsSUdL8/JJ7QPOlm1pcgtb1KPNU50GjClU4zFmTBo6\nBeZ02vZ7p6e0p2SG9/Catffi1r0/C87IXUuDZ5iSLSjiaPMUbS+dmPPOqIbTBlv4RXD8Aih+vy2U\nxxT3EOuUYf1GUWDG2LJ7Oow+1tdxc0YQprhFX0amHLY+vhVnmEkbkIojzQRGGikCjn0ETWxAQEBA\nQEBAQMCKw5Iysbt378b73vc+7Nu3D5xzvP71r8ell16KqakpbN26Fbt27cLmzZuxY8cOjI2NLarN\nYRGw1f8Zo/qoWKDExg5Lsi0Vx6xh2prCavc41jTmNAva0ImqbWUfy5RKwTDC+5hRmrHqyRhNluEx\nk790RunCBAIKPSo0TzZRu125t0SKrkx0yUw1eJtWR1kpcbtlMTMVockzzJrSg197/DS04xSrEs2O\npVK4QgM+eyVAmPWiYm20rF3mCCo0XzbpvGbXOA6yESgwHJRtt31Pvgo7KcZI1Mf+dATfnj4JL574\nXwAmw4LRPrZ53zFjLkl9jV5OEYNgxd9W2yjBjM5YF46w9yMjzb48mk7i0w/9LBjTxzEjHuWkNaaW\nkWWmTGKJrQUDhy6EIEmXxt3fK3RytvRnMz68SmfKJJnnFSbKjgL3bLlqt/NmOSB9TDPKkBPHdN5E\n19zjrowxJ7SubWNjGpw4Zokj4/qa2jxFTBIHZRs9psthJh4z7jOwPdLMedPZk7ZXqy2Mee6KaQBA\nbEpqZoZh8TMO+OioxOkIMxL494f+P5w8eQAHIm07vTzCxuY0gEJf21UJvntgo2uDM8KuuVVoiBxr\nmx2c2DromCNlMicAwP58tPQMzkj9/I5HHTyWTeDxbBwNnqOvInxnZhM2rNbn3Z+NaPYr4q6Mp6+r\njFnuoqstMlNKWf9dFCawjKwi5hLE9yh2xUR+nK7Hx394rt7XZhHguoQqEXNaQmAwO4FFM87QTWMw\nhlKkd5rp+z7WHLwPh4rFzNH+3ExgrpAH4yajDHm27XsYiAGKAx6bnCuOpimYYQuX6GwAxssCMuV+\ndREKqXSpcL/AjNXmzxjNbJNnbrtlYTuqAYnCZux8aD1TfRWhLVK0RR8d2UBfReiaojVP9MdwYusg\nlOKYyZt4cGodWlHmSpr3ZISISf0s8NSVfbXISLj5UZmYBXA41pMz6QoVHJRt9FVsvCjaIqZkGxIM\n3++diCfSMaxvzGBvOor7pjcDAF4w8WM8OLcBq6IeVkU9xLHW3I6LjvOsZBSZcrkFC92jBBL62RNG\nN9yDKa9rrNBqZm0mD0UcHdXAJ3/8C+X7a2zZsrGA/i6w363VErOCK/Sy2HklcpN9Q2u7CaONw7fl\npwxBTrBkWFImVgiBbdu24fbbb8c///M/4x//8R/xox/9CNdffz3OPfdcfPGLX8Tzn/98XHfddUvZ\njYCAgICAgICAgGMMS8rErlu3DuvWrQMAjIyM4LTTTsPjjz+OO+64A5/85CcBAFu2bMEll1yC9773\nvQu2Vy1bOAxuH8NwVfcvsbGViFidlxPYNz3i9h8xLGYiJGayJjY2p3Aga2Mqb6HNU12a1eYm1JkK\n0SNdmnZGtlwZVbudc51RQK9K9QrfRkNL0to/m+8wUxFyEuibSlMNkSPheYm1y4awtT0V4wXrH0Zf\nRVhtMgP8uLMWDZ6ZyO1YR6YTd9kKAGDKlFPUzFOMDml202lUuWYOZvOm6wdnymkZOyrxyspqhlOB\n4asHzwAAnDv+I9yx71l40eQPMSXbGOM9XfqRpd4NMtcGzRSPsELfZPPCWhbWsn8pCcQsx+PZuGMD\n/+XhnzWMDpUinmGZVxT6K8FVadUPlNlYn13KiaOfRoiEwsFOwc4uFrbEp9Nzz2PTJW2sLwAv6WFt\nO/o35wQyNr5z72rwdYTZLHF5bjkj5EpgTWMWP5jdgIRLrIp6mIi1nSCCYegVZtB02SRspLK9X4Ir\nxKTLtdroaYuMIuzNRp0uHNA6QctM9lWCmKlShLUADWTLUIaNOWVyPzp5jPVNnWEh4UW+ZLvfru64\nY2ZOW7UXoyLF+sYMIi4hGCFissjswRQayEoav45K0JGJ++yHnfWYiLsYEz3MygS50Ud/5cAzAQAX\nTH4P//cnL8JFJ96HnoohGUPGIjdOscmQoQyDlUGYbATG68AYJDEXxS1ASCFcdoiDso0eJZiRTXz8\nh+cOzGdEDIoBUABjDGTZqoodM0Y6RygYWknm2H8AyCVHr5uAccKBuSI7xKGgNlfxPPAl3dpr5mXs\nUKb0dymns963O5dgdKyHSCh3bRFXiJhCwnMczFroi0jrOo3+mzOFWdlEm/eRMq2H7bEYY0LrQQUk\ndmY6Sn+Ma42qzd8NAFPGHvx5knslmGMmMZW3TI5k7uZRAJj1yofnSmB3OoLxuIszJ3ZjJm9irSkn\nvrs37srFZoZ5z0iga74XIlaUF7fXZXONA4UO3Xr2MhJmHtQs6CPdSXTyBlYnc5jJmxiPu8i9ksV3\nTz0dm1pT+O+9J+EX1j6CKdl2eWiF8Zw0WGZsVUDAelEY7GvEnNK62AQ5JAiCaV2v/f7Yk4/hoGyj\nzVP83x+/0M1ZYkgqDWtLcSVjhvWYEbGSvpuIIZUCaRohjnNM95u17QYcWzhigV2PPvooHnjgATzn\nOc/Bvn37sHbtWgD6RXf//v1HqhsBxzgez8aPdhcCApYFqvKU5Ybl3buAgKcQwdiXDEfkJXZubg6X\nXXYZtm/fjpGREadLtKj+XwfmMQrDdIA+S0HEwLlyjJffxsDxlpwDQQitlRxvd3VlGG8VyKEzFuzu\njWsmSmRQUdGWrRw0Ax3ZbQmeH/Y3Og2RMCvtjkpcNZYZ2XTskAJ3rGtXxejLCA2RI1UFE2vb0FWy\nOJSX+5Izrc2S0JkVFHGsT4rMAL8w/rBbtfdUjAN5GzGTriJYX+mqS5nS7FGDZaXsB4Be5e/ujyMj\njtEodRG5lhHLSeCx3gi6MsbaxqzO/UcMqbmur+x/Jk4b3Yv/OnAqnr3qMayPtb5QibK6xUbgNnmG\nGGU9pgKHhM6x2TNR5/ukZv2eyFahIxPs7K6GlLyWHdIVcwr9FTNRsAUDa/tAA8e5fqQReDND+0lq\nYn3GbJhdl9LB1tktaRbWPkI+I8sYICKJkWbqquL4SJXAdNbQUc9R5mwUgNP3WTYmo6ik77T2oEwU\ntWUSrRYcAGbzJvoUg5NmzVy+SDOmDeNRsOxRzKTTgtr9rCZ8LtfPSiIkcrP/xuZ0KZtBn2KMRClO\nGdOL4g2NGZfBA9B5Z2OT1cOioxJkXr5ZAC67wWQyh6ms5frR4Po51Jo+3c9bn/hZXHTiffjcY2fh\nvA0PYjKahQSHNAJuWwFKMl3tSd8c6ZhWq21tMp2jtGe8C1bbLcHx/e6JeHB2A3IpSswqUGi6FSt0\n3nYetM+jjea2982On6oynXJQl70QfO/YMDbWbvPn59K5AXCutarVjDF6B/2cME5oNDJEQiEW0vMC\n6ed4V2cCCZdYnXQgYgJXhZcI0J4Bq+e0OnoAJs8vNxH5eakaG6BtROelVoAZu76nWZXEjRZXeyus\nnjojgYm4i66MIWLCwayFnpmT21EfJzSnMWpyza6J57QtmziDjkzQp9h9F0yrJloiRUPA5MJNMBr1\nnO53RjUhQJBg2JuN4WDWwqqoh/2Z9ihOZy3kimMub2A87iJmsuR9S1WEh+bW4PTxvbjjsTPwwg0P\nY41hiQ9gBKujOaTM5iYvKo1pHaytkFboU4WpNmbnZXtcRgLfmduEzFQ5rNqKPy+LGjsCNDPre8yU\nZzMxV+BCf+/z8OZ4XGDJsxPkeY7LLrsMF198MS644AIAwJo1a7B3ry7Zt2fPHkxOTi51N5Yc1sWz\nklEnSVhpeCJbdbS7EHAMYDKZO9pdCDgG4KdoXKlYHYVnIWD5YslfYrdv347TTz8db37zm91n5513\nHm6++WYAwC233ILzzz9/qbsREBAQEBAQEHDkQWz5/qxwMCJaMs79nnvuwZve9CacccYZYEynN9q6\ndSvOPvtsXH755fjpT3+KTZs2YceOHVi1KjBoAQEBAQEBAccWnv43f3G0uzAUD//uFUe7C4eFJX2J\nDQgICAgICAg4nhFeYpcOK18EGRAQEBAQEBCwTLHME4WsaISyswEBAQEBAQEBASsO4SU2ICAgICAg\nICBgxSHICQICAgICAgIClgpBTrBkCExsQEBAQEBAQEDAikN4iQ0ICAgICAgICFhxCC+xAQEBAQEB\nAQEBKw7hJTYgICAgICAgIOCoY3Z2Fv/7v/+76P3DS2xAQEBAQEBAQMBRwb/8y79g27Zt2L9/Py68\n8EJcdtll+PCHP7yoY8NLbEBAQEBAQEBAwFHBP/3TP+H9738/Pve5z+H888/HZz/7WXzta19b1LHh\nJTYgICAgICAgYInAaPn+LBdMTEzgzjvvxMte9jJEUYR+v7+o48JLbEBAQEBAQEBAwFHB6aefjne+\n85149NFHce655+Ld7343zjrrrEUdG4odBAQEBAQEBAQEHBVcddVVuPfee/GMZzwDSZJgy5Yt+MVf\n/MVFHRteYgMCAgICAgIClgrEjnYPljWmpqbw3e9+F3fffTeICEopfP7zn8c111yz4LFBTnCcYNu2\nbfi3f/u3I3a+O++8E695zWuwZcsWvOY1r8G5556L3/7t3z5i5w84dnGkbRnQ9nzRRRfh1a9+NX7/\n938feZ4f0fMHHJs4GrZ8880348ILL8TFF1+Mq6++GkqpI3r+gIAq3vWud+H73/8+brvtNnS7XXz5\ny1/GCSecsKhjw0tswJLgpS99KW699Vbccsst+Lu/+zuMjY3hAx/4wNHuVkDAk8IHPvAB/NVf/RU+\n+9nPotPp4NZbbz3aXQoIOGQ89NBD2LFjB2644QZ85jOfQZZluOGGG452twKOcxw4cABXX301zjvv\nPLz85S/HjTfeiPvvv39RxwY5wTLA3XffjY9+9KMgIuzcuRMvf/nLMTY2hi996UsAgI997GOYnJzE\n1772Nfz1X/81pJTYvHkz/uRP/gTj4+M477zzcOGFF+I//uM/EEURtm7dio9//OP4yU9+gve///14\nxSteAQD4whe+gI9+9KPI8xzvete78PKXvxxKKVxzzTW4++67oZTCli1b8OY3vxl33303rr32Wiil\ncMYZZ+BDH/qQ6++HP/xhfPWrXy1dw6tf/Wq85S1vqb2+a665Bm984xtx0kknLdEIBiwXHKu2PDIy\ngpmZGUgpkaYpms3mEo9kwNHGsWjLP/jBD3DOOedg7dq1AIBf+qVfwkc/+lH85m/+5hKP5nGOZZQF\nYDlifHwcAHDKKafggQcewHOe8xzs379/UceGl9hlgvvuuw+33347xsfHce6552L79u246aabsG3b\nNtx+++145Stfib/4i7/AjTfeiLGxMXzqU5/Ctddeiz/90z8FAGzcuBGf+9znsG3bNnzsYx/DDTfc\ngHvuuQcf+tCH3GSZpiluvvlmPP7443j961+P5z3vefjiF78IxhhuvvlmpGmKt771rfiZn/kZAMAj\njzyCr3zlKxgZGSn1devWrdi6deuiruvhhx/GN7/5TfzZn/3ZUzhaAcsZx6Itv+c978Ell1yCsbEx\nbN68Gb/yK7/yFI9awHLEsWbLz3zmM3H11Vdj9+7d2LBhA774xS9iz549SzByAccKdu/ejfe9733Y\nt28fOOd4/etfj0svvRT33XcfrrzySuR5jiiK8MEPfhBnnXUW0jTFtm3b8OCDD0IphYsvvhjveMc7\n5j3HC17wAlx22WV4//vfj7e85S347ne/i0ajsaj+hZfYZYJnPOMZ2LBhAwBg9erVeMELXgAA2LRp\nE6ampnDffffhpz/9KS699FInfJ6YmHDH20i+TZs2YePGjeCc48QTT8TU1JTb57WvfS0AYMOGDXju\nc5+Le++9F3fddRd+8IMf4Otf/zoAoNvt4sEHH8Rpp52GU045ZWCiBPSK/84773T/M8aGMrGf/vSn\n8Wu/9muI4/hwhyhgheBYs+WdO3fiqquuwu23347Nmzfjqquuwoc+9CH84R/+4VM1ZAHLFMeaLT/9\n6U/HFVdcgd/5nd9Bs9nEK17xCtx7771P1XAFHIMQQmDbtm141rOehbm5Obzuda/Di170Ilx77bW4\n/PLL8eIXvxh33nknrrnmGtx44424/fbbAQCf/exn0ev1cOGFF+JVr3oVTjzxxKHn+PGPf4z3ve99\n2LRpE/7yL/8S3/zmN/HII48sqn/hJXaZoPqSJ4Qo/S+lxM/93M/hb//2bwHo1fvs7Gzt8dVj6z5X\nSiGKIhARfu/3fg8XXHABAGD//v0YHR3Ft771raEroUNhYu+44w58/OMfX9S+AccGjjVb/s53voPn\nPve52Lx5MwDgDW94w6LtP2Bl41iz5TRNcfbZZ+OWW24BAPz7v/87nva0p817TMBTgBUsJ1i3bh3W\nrVsHQMuqTj31VDzxxBNYv349pqenAQAzMzNusbd27Vp0Oh1IKdHtdpEkCUZHR2vb/t3f/V088MAD\neOKJJ/C9733PfZ7n+bwvvT5CYNcKwXOe8xx861vfwsMPPwwA+Ju/+Rtce+21h9TG5z73OQDArl27\n8J3vfAdnn302nv/85+NTn/oU8jzH3NwcfuM3fgPf/va3n5I+HzhwAP1+H5s2bXpK2gs4NrDSbPnM\nM8/E/fff7zRad9xxh3PtBhzfWGm23Ol0cMkll2B2dhZpmuKGG27AhRdeeNjtBhwfePTRR/HAAw/g\n7LPPxhVXXIGrr74aL3vZy3DttdfiiiuuAKC9D6Ojo3jxi1+M8847D29961uxatWq2vauvvpq/MM/\n/ANe/OIX44YbbnA/n/70p3HjjTcuqk+BiV2GYGwwp9zatWtx1VVX4fLLL4dSChs3bsSf//mfD92/\nDjaJsFIKV155JSYmJvDGN74RjzzyCLZs2QIpJX71V38Vz3ve83D33Xcf9nXs3LkTGzduPOx2AlYu\njgVbPvnkk/Ge97wHl156KYQQOPnkk3HllVceVpsBKw/Hgi1PTExg69ateOMb34gsy3DRRRfhla98\n5WG1GXB8YG5uDpdddhm2b9+OkZERvOtd78If/MEf4IILLsAXvvAFbN++HX//93+Pz3zmM+j3+/jP\n//xPHDx4EL/+67+Oc88913myfIyOjmJ0dBQf+chHnnS/GBGtYKI7ICAgICAgIGD54rS//Muj3YWh\n+NF73rPgPnme453vfCde8pKX4M1vfjMA4JxzzsH//M//uH1+/ud/Hv/93/+NP/qjP8I555yDiy66\nCACwfft2vOQlL3GBjE81gpwgICAgICAgICCgFtu3b8fpp5/uXmABHSRoPQNf//rXcfLJJwMATj31\nVBeQ2Ol08O1vfxunnnrqkvVtyZnY6667Drfddhs45y6vXbfbxdatW7Fr1y5s3rwZO3bswNjY2FJ2\nIyAgICAgICDgiGMlM7H33HMP3vSmN+GMM84AYwyMMWzduhWTk5P44z/+Y2RZhkajgQ9+8IM488wz\nkaYptm/fjh/84AcgIrzuda/Db/3Wby1Z/5f0JXbXrl249NJL8a//+q9IkgSXX345XvrSl+KHP/wh\nJiYm8Pa3vx3XX389pqen8d73vnepuhEQEBAQEBAQcFRw2l8s45fYKxaWEyxnLGlg1+joKOI4Rrfb\nBeccvV4PGzZswHXXXYdPfvKTAIAtW7bgkksuWfAl9v88a1v5A8ZAjGlBhBHQkxBAxCFbEWQzgooY\nKGZgtjS0IvCcwHKC6Evwfg6WSUBKfXwjhmpE6K1rgASDEgwkACbNKRWBEcrpMox2n6yG3/aF6W3E\ny/vpjYsYvEr784EYdL9qPnf94dV+wn3u+ui1YdtjEmBK/09eX+xxxAESTI+rG6fB/ee7LjdWlf15\nbtvT4068GFsS+txMeT+SBtq1bYAq5+R1fWDz93kB/NeNi5sM/s+pxtbN9YBzfZ8EBwlzjVEEigVk\nO4JsRaCIQUV6nAGAZQpcEljm1T1nrLivgoE4Q29SPwd2fO2z4GwZAKj43NlAZRxIDLmfiwxeWQwW\nspeBZ8ra6ALPk22XkWcnKD4r3Xum212ozfn6XTrWcAR2fK09lp4l4Z3X2XPdA13TvtcH+/nAM143\nN1VR+eyuT11Rs9Mg3LxcnY85N+diQMShYgHVFJANAdlgULGnZCNC1CeIjkTUycA7KVgvA9JUbxIv\n3MkAACAASURBVB5tQY020d3QhIqYm1/c2PrzlgJgx46XL2rouJj+u88YSnNn3fHkC/Hs5/b+KAy9\nV8QAigBln3NRHDtw/6rwPtfzMhXzm22GF/0nzpwdDXxvVdorNzLkc+/crk0UY1F8JzA3vzDpted9\n51T7DdQ837D/D58YFjNfL3ZeDliZWNKX2PHxcbzlLW/By172MrRaLbzoRS/CC1/4Quzbt8+VvVu3\nbt2iy4sFBAQEBAQEBAQEAEv8Ertz50584hOfwFe+8hWMjY3h3e9+N2677baB1COLSkXSz/TK2q7y\n7YrfW/VDaDaA5YSokxsmlkNFeruKGRRn4FBQxEE8Ao0m6E/qhNSywdyqjynNLPLcY0WGMbBe/+dl\nYCvHPpkEyHaFbVfbMin+BiqrY1as2O25uFkZi5RAnJVXvaVzACKrdNvvr/LYu0O9kCpzZVmqCoNV\nZQ94VvxT1+8BZhWAqlp43b0awgSXDpvvEg/1PpICbIJzZ8OWyTIXZn9lCoxy7RmIuGZVAagGBymA\nCQaRKvBUgQTQW5MAMLYs9P21LB2XBQtp2aKCjaXy2LgLN2M9hJ1kiupZqZqxYaqyybJGXLOgckiV\nQWLeM+mxXDDMsugXDHzd88iYd93D7hV5zPQhsssDbXoKLWvDtt/2XpTYwyorRVRri27aMKxt6UMA\nys05NR6FqhfiqUJuaDnOwTgDgQN+Tn8zJwMAyxUEATxloEgbg0o4ZMygBIAGB3gMnggQayGd0POy\niphj0XlOA2x6iXEdwsKWUGVJGYp75s+vHsPoM+XAoC0DmlVVkR57FVf281hakRFESqVrUMZjyCQN\nMM0OzIzTPB4jJnVfDc9b+h4i32vJ5rHb6raaZ3iA/favtTIhur563r3FeAMWmpOr/VjWWCn9XIFY\n0uwE999/P8455xxMTExACIELLrgA9957L9asWYO9e/cCAPbs2YPJycml7EZAQEBAwDKDSkJynICA\ngMPDkjKxp556Kj7ykY+g3+8jSRJ84xvfwFlnnYV2u42bb74Z73jHO3DLLbfg/PPPX7ixLAMEB7hd\n5nMwRnrxaFeQlZUrUwTWl043KPoMeUsgHROQjUgzVf6qkwq2xzKY82mJanWUDCVdElC/qq1lpfw2\nKjq9kqbVap5Esd1qJUFWk+SNgfT6bFg1aVf+jikoa6dKDIJ3TbYPbCGxLlGxT4XlGxjPCuvqj01Z\n42XHh9Uf77VfYllQc68G2vT2sx/V3fs6HBpxp9krqbQ9M9sBDgYFsvfNZ+cIYJIZttUwKVzbcj4i\n0J+MtMaOVY5RBG7Y9NK9BgZZnspnDMVYlY+zn3n3rGqvRSOlYwY+9+6BiuBsl3tssRIAQ8HAMoXS\nvdIMLtPPq50LPFt23am7j16/S8NwCPezxGQD9c9P5bpVffXRwXtk2rP98TXhpWuoMNrzMVhDGbbK\ndSwauRWuc0BwMKYAxUHc3kPtdWBEINLeAxIMJAHelwBjEJxBtgXyNke/IYp52XpoJIHlACcqvAl+\nN60WnluPRvWizaVVn+3KODBjy4wIylKvAJiqsQ8Gp2d1Hi2fHM71ffH1o4V3iIGDSu3yHG4ec/sO\n0/SaudVpuFH5zplP+3woINQ++/Z81biC2mPrvDc0aMN+u/azw+5/wHGBJX2JfeYzn4mLL74Yr33t\na8E5x5lnnok3vOENmJubw+WXX46bbroJmzZtwo4dO5ayGwGLxIpxzcyHY+EaAgKOBzyFQYEBAcsZ\nx8R36zLFkpedfdvb3oa3ve1tpc8mJibwiU984tAaajVhtYNgWu8HzkGcA46dMn9bBklqBtCu7lTE\noWJmomP1SlakNMh+2P8ZA4GGrzark7DP7KGeyauuTm2UvYvALDGHxYrXRrPCzwrAvDbs6jvS54jn\ntIbUMgH2nMSLNrgELBlgWQHHJBlWq45ZYgBIUHm1PDAWHgvr//a31+heXR+rY1E5x0BksWUG/VW9\nd1yJtfDHtvR5hfmAZmVA9u9yP4txwqFB8AozTYBSADEww9BSVLCxjMhFfrMcIMFBDQEIBpkwyFhn\n0RApBvTbA6y2Y6jZghPrwLX5TG01Qpwxzb75rKG9H3WMN9f6PqcjdM8BkLtsI/ocold/PUUmAdLm\nxPWH1awLVk9ZvQY7Dj57OVwz641JZTyqutcFNfE1bdv+VftQYle9bCDDmKz5zmHbrx7nmDHCob9Y\nphmcrlsZu1YCzGq7FTfsuNC/JWnng7vHHLIhtI400fOyEkaPb9hY4gyICMrM5VwWWTrqUJcZpeQV\nq5qA/V+R0fWa56jCaPoMrM1cA3j3xY8xIJS3C/1Z3CGIvn6O/QwUSuhMOjajSknzC2DAywE4+wc8\n+4mGsJw0eMwAM23nZFUwyEW2E38M5rERT1drYzKq3ojCs1D+viz2GTLP+9fjX1PAcY0gSnqqcAyQ\nCguuFo+BSWPZu6jE/I8kLbB9OWC+lDiL2b4iEKp1HzYWsuW64KmVhqc0iO4ogYbIXwIClgOWnIkN\nCAgICAgICDhusezZk5WLlfMSG+nlYCmhdsVlzZQCgRt3t06oTTGHNFGwssldGi2XdFwwlw4FsKmn\njBsLWDCAaV7bHObS9f52LijPxaJsaiTjbnXuKNuk5wIf6AMBMAExUMwNkUrKXWMKUND76qTU5eT3\nAMCIOZd5KQG75/5k9prYkLRAlTYHB8d3vQ4fzIFglur/LjXakAZY+bcNCtJtMdemYx3M/1wyF+RX\nHWfngR3a6yGQCk4aAwVAFMyeSVnE7D6Rlg0gFiAuQC5dHHeJ30XquSVj4wLlNrikPmiOeMXLV025\nBZTlA1SzHXBuTpu+p24MbWogKx2wac98CQGY1x9/QJW5FuNeJl6k4ir6xErXV5K+GDlIsX9FbuBd\nT1H4AKXBYd7xfro6fzzd9Szkbq0DldOUVa8HQGmOKBld9VmogQtY8sbGl9G4Np8M8nxQTpDLYgwE\nB2MciASY4KCI60IeDVFcs7EBlgORCdpipAP2AD2XcdKuciYYFEHLnyr3qDYVYmUcCEXwlLt0OxZO\nusGK+cFspwhO2qHtGC7dXXHfhw8TkzbFnZUq6OPzptU52M7otv25V38++CwCZVsH7HNCRb+qwYBD\nbLmu2EnxbFbamPc7j7n29RgWcj0nLajIGKpysaH2PJ+0IOC4xTHg7AgICAgICAgICDjesGKYWIp4\nmX01YESAdHvpNEWMgUWavpSCu1QlmvVkLsbApmspROy61KxdKTNZYatqVvissvj3mZMqS+P64K1y\nHRsriv2UgBPoD13lV8TypU1CJ9t2AS2qvKsLQPEDX4THbLjPC1bEMV7e8QNshj8mdUFbrLLvsJV3\nzQq7OgaLTiXk9bOqT2NUsN5gAE8JLC222SCb0rkqfaiQdotDr19On8OYLn5QKnbAAC50iqJIb6NY\nFGl6Es3EWuZVd6hIoO5s2p1Dd7ROozcfCztQNtMlgPe8BR77WA2gs/tYBtZ6F/zt88GyXsx4GBhQ\nslOQ7qq19VJ7ZE+ibdmSQCVWqsrcV9imUhlYn6Wy1+gHWS3ADA0Pxqo+wN4W+wwxb7x805EAV3qM\nrL0yCUTdwrPCFBWBSHV9rQZhHgoS4+JRSv9YuMAu41HIcyCKwHIONKFt2TwDsim0ZyEp+uEzq0IN\nPudVu6HKRVVTQzECiAiMvOCrkp0yxz5Wz0GcOeZVl4yF8yIA5bnG/11iTM08Ips6GNOmiisF5/JK\nm1Rch2PnvbnZZ9ZLhRLsc+Cz06yewa0WdBgIhi0PazE2Q2x5MI2Zl+5RAAPBwuQfTu4eqEjfJ0bl\nPtrvVZ2SbMi5lyND+2Q9HQELIjCxAQEBAQEBAQEBKw4rholleZkyKWljq/sypktyKg6eK6BnNkiC\n6BcaJGnTbUWVFbxJNeI+qzBU9n/LbgzohqoMob9a5N5x3uq7pHn1WNo6BrBWm1gD21aVvSql8WHF\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61b/HXrnLybWmj2bZQJYAv+Qvz/T999t1ka0ee9GY0jvkLYZsjKAiMgyDvlZ7DquljWcB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\naPySI/3vMcawd+9e3v3ud6/qeRuNBvv27eNNb3oTl19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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "tas_0803.plot(col=\"member\", col_wrap=3)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Finally, we can plot the forecast for Grazalema." ] }, { "cell_type": "code", "execution_count": 63, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 63, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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7dBIbCLspm2giij82+Mt6vDOaYLXeJFuFBjp3ndT161q9KZN5eXfFtKoyJRjw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WliwGQiPz427+NdwSh4wqhNWlyO0j7nvHdKIXDncjl6e3tpbm7m1Vdfpb29nU9+8pM4nc55g/tc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\nKDjM8uUrzI7iUStXLqO6+iJWq5X//M/l2GwhZkeSNtQpIAirJZALzkZo5Wt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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "lon_st = -5.3795 # Location of the Grazalema station of CLIMADAT\n", "lat_st = 36.6956\n", "\n", "# Read the data\n", "tas_graz = ds.tas.sel(lon=lon_st, lat=lat_st, method='nearest') \n", "# Convert from 12-hourly freq to daily.\n", "tas_graz_daily = tas_graz.resample(dim=\"time\", freq=\"D\", how=\"mean\")\n", "# Convert to celsius\n", "tas_graz_daily = tas_graz_daily - 273.15\n", "# Convert to pandas.DataFrame, transpose and plot\n", "tas_graz_daily.to_pandas().T.plot(legend=False)\n", "# Improve the plot\n", "plt.legend(ncol=4, loc=\"lower center\")\n", "plt.ylabel(\"Temperature (Celsius)\")\n", "plt.title(\"ECMWF forecast for Grazalema\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can see how the ensemble members de-correlate as the forecast time increases." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "## Conclusions\n", "\n", "* We saw how xarray can be used to solve typical problems in climate data analysis in an elegant way.\n", "\n", "* Indexing arrays based on labels instead of positions makes the code more readable and is less error-prone.\n", "\n", "* Dealing with dates, months, seasons, etc, is greatly simplified respect to lower-level libraries as netCDF4.\n", "\n", "* It only requires a very superficial knowledge of python.\n", "\n", "* It is integrated with pandas and with plotting libraries (matplotlib, cartopy) to easily produce professional quality figures.\n", "\n", "* It is very well integrated with netCDF Input/Output as it uses the same data model.\n", "\n", "* It is open source (forget about paying licenses).\n", "\n", "* R functions and packages can be called from python with the [rpy2 package](http://rpy2.readthedocs.io/en/version_2.7.x/)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## There is even more\n", "\n", "* xarray can be used to remotely access OpenDAP datasets, subset them and download only the data you need.\n", "\n", "* It supports opening datasets scattered in a collection of files, and concatenating datasets over existing or new dimensions.\n", "\n", "* It can deal with large data that does not fit in the RAM memory of the computer, by using the [dask](http://dask.pydata.org/en/latest/) package.\n", "\n", "* It is under active development, more features coming https://github.com/pydata/xarray" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] } ], "metadata": { "celltoolbar": "Raw Cell Format", "kernelspec": { "display_name": "Python 2", "language": "python", "name": "python2" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 2 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython2", "version": "2.7.6" } }, "nbformat": 4, "nbformat_minor": 0 }