{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Parcels Tutorial" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Welcome to a quick tutorial on Parcels. This is meant to get you started with the code, and give you a flavour of some of the key features of Parcels." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In this tutorial, we will first cover how to run a set of particles [from a very simple idealised field](#Running-particles-in-an-idealised-field). We will show how easy it is to run particles in [time-backward mode](#Running-particles-in-backward-time). Then, we will show how to [add custom behaviour](#Adding-a-custom-behaviour-kernel) to the particles. Then we will show how to [run particles in a set of NetCDF files from external data](#Reading-in-data-from-arbritrary-NetCDF-files). Then we will show how to use particles to [sample a field](#Sampling-a-Field-with-Particles) such as temperature or sea surface height. And finally, we will show how to [write a kernel that tracks the distance travelled by the particles](#A-second-example-kernel:-calculating-distance-travelled)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's start with importing the relevant modules. The key ones are all in the `parcels` package." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "%matplotlib inline\n", "from parcels import FieldSet, ParticleSet, Variable, JITParticle, AdvectionRK4, plotTrajectoriesFile\n", "import numpy as np\n", "import math\n", "from datetime import timedelta\n", "from operator import attrgetter" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Running particles in an idealised field" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The first step to running particles with Parcels is to define a `FieldSet` object, which is simply a collection of hydrodynamic fields. In this first case, we use a simple flow of two idealised moving eddies. That field is saved in NetCDF format in the directory `examples/MovingEddies_data`. Since we know that the files are in what's called Parcels FieldSet format, we can call these files using the function `FieldSet.from_parcels()`." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "fieldset = FieldSet.from_parcels(\"MovingEddies_data/moving_eddies\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The `fieldset` can then be visualised with the `show()` function. To show the zonal velocity (`U`), give the following command" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fieldset.U.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The next step is to define a `ParticleSet`. In this case, we start 2 particles at locations (330km, 100km) and (330km, 280km) using the `from_list` constructor method, that are advected on the `fieldset` we defined above. Note that we use `JITParticle` as `pclass`, because we will be executing the advection in JIT (Just-In-Time) mode. The alternative is to run in `scipy` mode, in which case `pclass` is `ScipyParticle`" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "pset = ParticleSet.from_list(fieldset=fieldset, # the fields on which the particles are advected\n", " pclass=JITParticle, # the type of particles (JITParticle or ScipyParticle)\n", " lon=[3.3e5, 3.3e5], # a vector of release longitudes \n", " lat=[1e5, 2.8e5]) # a vector of release latitudes" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Print the `ParticleSet` to see where they start" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "P[0](lon=330000.000000, lat=100000.000000, depth=0.000000, time=not_yet_set)\n", "P[1](lon=330000.000000, lat=280000.000000, depth=0.000000, time=not_yet_set)\n" ] } ], "source": [ "print(pset)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This output shows for each particle the (longitude, latitude, depth, time). Note that in this case the time is `not_yet_set`, that is because we didn't specify a `time` when we defined the `pset`." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To plot the positions of these particles on the zonal velocity, use the following command" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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jKZi4GoZhGNuCAuUKT0qaBxNXwzAMY9uYrPBymnkwcTUMwzC2BVUxy9UwDMMwFs0qr1Wdh515V4ZhGMbKU22WvlwPTSJyoYjcJCKf6Ijv3O50HkxcDcMwjG1CtsJD05uotyPNkd3udF6sW9gwDMPYFqrZwsud0KSq/ywiJ/ckCdudAu8XkWNE5AS/s9pmMXE1DMMwto0FOJE4XkSujq4vUNULZsjfta2piathGIZx+KEI4/mdSNysqjk3u0OZe/vSHCauhmEYxrZQ7ee67etcu7Y1nQub0GQYhmFsG6XKXJ8F0LXd6VyY5WoYhmFsC9WuOMu18UTkLcDjqMZm9wPnAusAqvrHdGx3Oi8mroZhGMa2sWz3h6p61pT4zu1O58HE1TAMw9gWtmIpznZh4moYhmFsE+Zb2DAMwzAWzhAXhocjJq6GYRjGtrAiS3GWgomrYRiGsS0owric24nEStIrriLysQFlfEVVH7+g9hiGYRi7iN3aLTyiWv/ThVAtwDUMw5iPHdo9uBBkbm98K8luni38M6r6hb4EIvKCBbbHMIydzA59kS6dvud2mAvvrpwtrKr/Mq2AIWkMw9hhmEiuDpv9LlZBlBfnwnDlGPSTQUSeIiIfEZFbRORrInKHiHxtQL7rROTjIvJRvyWQiBwnIleKyGfc8VgX3rkbvIic7dJ/RkTOjsIf6cq/1uWVvjoMw9gEKu2PcfizAt+rUo25zvNZVYba438AnA3cXVWPVtW7qurRA/N+v6o+LNoS6GXAu1X1FODd7ho6doMXkeOofEE+Bng0cG4klq93aX2+M6bUYRhGTO4Fa0K6e9mGv4cVcNy/FIaK6/XAJ5wPxnk5E7jInV8EPC0Kv1gr3g8cIyInAE8ErlTVW1T1VuBK4AwXd7Sqvs+16+KkrFwdhmGYcBrzsECx9ROadqK4Dl3n+svA5SLyT8BBH6iqvzclnwL/R0QU+BO3O/y9/HY+qnqDiNzTpe3aDb4vfH8mnJ46GojIOVSWL6NjrefY2AGs8MvG2KFM+5ubMra7ygI5D0PF9VXA14F9wJ4Zyv8+Vf2SE7crReRTPWm7doOfNXwwTuwvANh7v5NWYHTfMDbBDn05GTuEnr9PRRjvxtnCEcep6umzFq6qX3LHm0TkbVRjpjeKyAnOojwBuMkl79oNfj/VXnxx+FUu/MRMenrqMIzDGxNSYyehO9dyHfqT4V0iMpO4ishdROSu/hw4HfgEldMJP+P3bODt7rxrN/grgNNF5Fg3kel04AoXd4eInOZmCT87KStXh2EcXtjkImMHY2Ou1UayvywiB4ENqi5ZnTJj+F7A29zqmDXgzar6ThH5IHCpiDwP+CLwdJc+uxu8qt4iIq8EPujSnaeqt7jz5wNvAo4A3uE+AOd31GEYq8sKvygMY1msskDOwyBxVdW7zlqwqn4OeGgm/KtAyxdx327wqnohcGEm/GrgwUPrMIyVYoe+VAxjKMpqW5/z0NstLCL3nlbAkDSGseux9aOGkUVV5vqsKtPGXC8fUMaQNIaxOzEhNYxedqqHpmndwg+d4uZQgKluEA1jV2AiahgzoTt4tvA0x/07cxdbw1gUO/TFYBhbxSp37c7D0NnChmHE7NAXgmFsLcKk3N1OJAxj92JCahhLYTdvlm4Yu5cd+o/eMFYGrcZddyKD7XEReayIPNed30NEHrC8ZhnGNmFLZQxjS9mK2cIicoaIfNrt/d3aglREniMiX3F7j39URH5q3vsaZLmKyLnAqcB3AH8GrAN/AXzfvA0wjJXAxNQwthxl+ROaRGQE/E/gCVQ+6T8oIpep6ieTpG9V1Rctqt6h3cL/FXg48GGoHPJ7v8GGcVhiYmoYK8CWeGh6NHCt8xqIiFxCted3Kq4LZWi38CHnnlAhOOI3jMMTE1bDWBlU5/sAx4vI1dHnnKSKrj3BU35URD4mIn8lIidl4mdiqOV6qYj8CXCMiPw08N+AP523csPYUkxUDWPlWEC38M2qempP/JC9v/838BZVPSgiPwtcBPzAPI0a6rj/d0XkCVTemL4DeIWqXjlPxYaxZZioGsZKUlmfS//32bVXeNQO/Wp0+afAb89b6dAJTQ8A3uMFVUSOEJGTVfW6eRtgGEvBBNUwDgsm5dL/rX4QOMXp2H8CzwSeFScQkRPcHuEATwWumbfSod3C/wv43uh64sIeNW8DDGOhmKgaxmHFsi1XVR2LyIuAK4ARcKGq/oeInAdcraqXAS8WkacCY+AW4Dnz1jtUXNdU9VDU2EMismfeyg1jYZioGsZhh7I128ap6uUkO7ip6iui85cDL19knUNnC3/FqToAInImcPMiG2IYm8IcPhjGYY3O+VlVhlquPwv8pYi8jmrm1fXAs5fWKsMYgomqYRzebM2Epm1h6GzhzwKnichRgKjqHcttlmH0sEP/MRoLYBVNGftz7WcVv7MFMHS28F7gR4GTgTWR6q9FVc9bWssMI8VEdXexU166m72PXfLnvqstV+DtwO3Ah4CDy2uOYXSwQ/8BGmyfiM5b77L/JHPt24H/DHbqrjhDxfVEVT1jqS0xjBwmqjuDRb1AV+lFvMi2DP0z76vzMPynshWO+7eLoeL6XhH5blX9+FJbYxieHfoPblcxr/jMkV9WQIRn+hNehJUal3G4/PNR0OU7kdgWhorrY4HniMjnqbqFBVBVfcjSWmbsTkxUDy82K2ID880skisgqp7Q9hn/pMM/gSH30lX24WThrtB3tkiGrnN9EnAKcDrww8BT3HEqIjISkY+IyN+56weIyAdE5DMi8lbvjEJE9rrra138yVEZL3fhnxaRJ0bh2Q1wu+owDGNBzLrIcIbFiaL1Z3B5XeXOu4hyEQsvZ1ykGd//1B8Xm1nwuVILRCsnEvN8VpVB4qqqX1DVLwDfZPav8yU0/TT+NvD7qnoKcCvwPBf+POBWVf024PddOkTku6h8QT4IOAP4IyfYfgPcJwHfBZzl0vbVYawyK/wPZVcz68r9nvSpcDQ+ZfXJ5i+TTxTn82U/oWzZms+U9vTeV4cAN+4j81nG97SlLPrHzIowSFxF5Kki8hng88A/AdcB7xiQ70Tgh4A3uGuh2sbnr1ySi4CnufMz3TUu/vEu/ZnAJap6UFU/D1xLtflt2ADXuWa8BDhzSh3GKmJellaTWV5eA62xmfINFOfw99P7YYs+/e3oFcg+0eiJ67VwZxWirRYsZcdarkPHXF8JnAa8S1UfLiLfD5w1IN8fAL8M3NVd3x24TVXH7jretDZsaOscLd/u0t8XeH9UZpwn3QD3MVPqaOA21T0HYHTssQNux1goK/wPY9cxywu1R0AH58mkzYtv8jcyON/AdAsi+6ecCVPJ/803gn1Do/a2yvdxUXjfv6becdwhu51Oq2AeVtj6nIehY64bbr+7QkQKVf1H4GF9GUTkKcBNqvqhODiTNPNn0ohbVHg7UPUCVT1VVU8dHXWXXBLD2NlsxjrNMNgq7bFEW5Ze2bY4+7qR893BA7tkN/PR4XX7+ltpwr3H7fL33m3xNp5n3/NOnnOWbbdqZc7PajLUcr3NuT78ZyofwzdRbc3Tx/cBTxWRJwP7gKOpLNljRGTNWZbxprV+Q9v9IrIG3I1q65++jW5z4Tf31GGsAmaxbi+ziGmGoZZiKqLNOBmQJh/WVedMlvO09AMYaq1m45J0seUaym2EST69aLi3If+sspZHzqrtNYMHFDoLu9xyPRO4E/jvwDuBz1LNGO5EVV+uqieq6slUE5L+QVV/AvhH4MdcsrOpvD8BXOaucfH/oKrqwp/pZhM/gGrW8r8RbYDrZgM/E7jM5emqwzB2L7NaqQlZ6ycus8fK7BoDzVlvsXXXsjLjND3WX+8kp0n1mddylUl/PbNY3Y17y6Tpvte8dds51rqZ73Ua84pjrr2zfFaUoZbrK1T1pVR/AhcBiMhvAy/dRJ0vBS4Rkd8EPgK80YW/EfhzEbmWymJ9JoDb1PZS4JNU1vILVXXi2tDaAHdKHcZ2Y1br1jO0yy+htxsxc15PzGmPkzYm7aR1JHF9lnFr8k9HWbNYvJ11pkUMsVR7LFDNWK4Sx3X904jjMlZtXb6E63qNbXXSe3s+W5Ro09bsJhxf7HYnEk+gLaRPyoRlUdWrgKvc+eeoZvqmaQ4AT+/I/yrgVZnw1ga4fXUYxq5jmmh0xE/t+s2JWKarN6TJiWOStrdbOCfAQwW3o+3ZdH0MFFeVJCoS0i7BFWmHxaIXmqdRel9f0pTmrYj7fx2qdGSIJ0dp0paOdC02I7IrbH3OQ6+4isjzgRcA3yoiH4ui7gr86zIbZuwwzGLdGhZppXZYf12CuinrdIqAStkdN1hwfT3J7Qx9Dp1/urGVGod1iKRKUxRbaXxY0Y6TGcqcatWGQdqe+xtqzab1kUkz7Z/+Dn03TLNc30y1nvW3gJdF4Xeo6i1La5VhGItnzq7fPit1qrD1CXWZzxfGJOO4OG0mLryms23O3FuaJkP66u/r3o3jpfmIkKItjuEYxYX2FHWaEOeFN86eiGTDCk6q0UajtVGfthNOt2Z92jn0cZlLpLaTXnFV1duB20Xk14Avq+pBEXkc8BARuVhVb9uKRhqHMTv0V+lKsYiu354xytZYasbanNU6jS3S1Dr11w1xTdPk8nWEhesu8Y+QzP5nXWtTY9GLxbJlXcaWaI91qkVHviISahfWuO5pQ9aqzViz1UFnGpsd3GXcV2imK3+nMHTM9a+BU0Xk26gmB11GZdU+eVkNMwxjAcw6vjhFVEP4DOKVs06z4lo244bm60tft0F7xbXfeqoiW78Ts2Oo0urClUhIg4D6tsQimVqscTvTdR05Szmyavt6cPPWbBUi6b32iOamx2XTFu3QH+BDxbV0XpN+BPgDVf1DEfnIMhtmHObs0H8wK8VAkfQMmUE7tevXXWe7aX09qVj2CWiZT5/GpUcacdpO3xJj7bWeQ9szzy0nqtC0GnMWqMbp3FELaYTRiGunD+V0xFFEohoLW1J+3HWc7VoO1+0JUHHaBpElO1dX8S63XDdE5Czg2dS74awvp0mGYfSyTFGd1vXrr3OCO0gI28dUXItJFBfOtZlv0hbXYtwU02Y9GXENPxB02As+jI86gcxMXtJCou7dppCWaxnhHNXXQXhHzTTliE5xjUXZp5EiElptphdA/TPZbJdxxqqdy4rd5eL6XOBngVep6uedM4e/WF6zjMMas1qXx4wvolm9Fg2qu2MMtXNmb0ZcGxZsKqoNcdVmXBBXDefF2Mdp1poFYBKLq4tr3M/0h1ELTtR1KpHQAoy6LVAphXJNm3FaC3A5StTIXRaER9Q33yhqJ41n34gruruMZ7Y0h3YVDy1vhzFIXFX1k8CLo+vPA+cvq1GGYczIkBdU31hjpgu4bxlMbhJSSzhzFqg244pJFBfCNFzXgltbp1WZ2hbesUaiqiGsamcUN/Fhvk3RA8mJbDKhKbbqdOTFsZ5BpGvNsHBck8oKJc5XXZdrULgwL7Legi1HgoR8rhHxddkMQ6PznA8+acYFrSy74+gbj43LzDHlB55sgRMJETkDeA3Vk3mDqp6fxO8FLgYeCXwV+HFVvW6eOqetc71UVZ8hIh8n84hU9SHzVG4YxkDmsVg78lYTk7rHVdP8WWcN8TE3wchdp2OguW7hWvyq60p4E1ENgqpBOLNhqZCWipRlM0yjY2LhZQkzdSMhDSLpIgsJHodiUa2aIBQ+zjdr5IsWSvcwC6dUwVoVrQU+NwvYC2hs3rrzzq7c6LwRJT1xyXhsXxdwdhy2iyVbrtHe30+g8lX/QRG5zBmNnrCfuIg8k2pP8B+fp95plutL3LHXj7BhGNtIzhLNxGUnLaX54jQdghsvkfFWY2NcNe3e1aZgAsjYX2sdF4UBFBuxuDYt0WKsFOOmWMq4RCZlOAcgWMGT+twr28QrkOYt1hRJlG1U1FasF9nRqD5fK1xYdSzWiiDGpYuTtVqAZdIccxU3q6XRnRx6B2qR9gIdiC3X9Bai9P77aozHZkXVxSViOW197Ka8+HKrAAAgAElEQVS6iJdD2PsbQEQuofKXH4vrmcCvu/O/Al4nIuJ81W+Kaetcb3DHL2y2AmMXsQL/inYcy/xV7x3od9XbU3dOjFsWq087ZUJTkU5aiqzU0EU8bopsMS6DgAZrdVxWIkokrj5NWdZiWvqjNx/9L4QoLKZI/q4Lp04TQbzFWrrjRGEtmb4bd6G7fyN1b20RkvhqaovVWYqiFE54y0TfKWlPTBpRf3fJYK3qFNFLbz9nnebcN83BFjiRCHuFO/ze39k0yX7iN2+20mndwnfQ809MVY/ebMWGYczJ0JdSj8Xal6Zr6Up28lJOQCMLNmexQmWtBsHccHGRkMpG2UgfrjfKcC4bTlAnk0hUJ8lxXIuqE+BYZDWYhN2I1F2/1bGA0ag+B2RtDdZG7rw66lpVn45G6LoLW6+7qwFEC0qnnLLuygrfiVD69ImJWCKtXuEcDVeKHQkbk50S/WxYpwkN38eb+X09/4/y40Xk6uj6AlW9ILqe9WdEV5qZmGa53hVARM4Dvgz8uWvET1D5FzYMYxXpFdLMcptZ8kfxEh9z47BJnLSWyEQinExGIpoRnFquMomsVD+WOi7zogqVoHpRdRas+mvVWmh7JjSFcVVvUY5GdfpRRz8s0VtbBLyRHHTaW6QaLFX1PyTCLGNCl3EcVl1rmHEchDDzXcQ/lAZ1dKZaHpef3ll2cXAzb28981uuN6vqqT3xfXuCp2nS/cQ3zdClOE9U1diMfr2IfAD4nXkqNwxjMSysa23AeGznhKac4DKtW1jbYV5IJ/G4qhdQJ6gbk9pi3YgEdWOjPocgrjoe16Lq04Sx1wma6w5On4O3WJ2Qqgiy7gZGR5HlGixiP6V33T0PrQdUW2VHvc9OQUMXcCGZJUZOUONeBImyx0IL07876HYGEZW9Gab+bS6/Wzjs/Q38J9V2ps9K0vj9xN9Hcz/xTTNUXCci8hPAJVSP4izq32CGYSya5b9wGqQvwL4XYm4m8lQH+R0v9OplnyhBTrDDrF/qYxjT9CJZRudNK5VJWYdpM42WGmYK5UTWi6q6cVXxr77RqC4zJI5McW/p+jYUkXeH1rIlrXW39Yyiftd0W7+c5ZcJk+QRN8Jok47LzjT7d0aWPebqxlBbe3+7HtmrVfUyOvYTn4eh4vosqjVCr6H6Lv6VtvIbhrFqzPPi6upa7KDz3at1d3ArT7xMpyUI7T7M0K0cL58Joly2unfDWGpZoslEJi+kOplAz5irev0MDXRjqqKoMxtDl66WSFi86tsStSlM+mqqnUbn9bOqu3tb7hwjJNxr+xvodBjRyB81ZV5LdTP5t+CHZG7vb1V9RXTeuZ/4ZhnqROI6qqnKhmEcTkTeeuYqY078kpWWz9p4G7ZMnlYvZSing3S5jKco2lamz1JIsEqzIuu6aSWdNZyWP60NGXI77uTD3DHjFKJz155ZWUQxM5bRcEiywxhquRqGsZUMMTkWSGt2qETvyaSLkDhOkjhoLQ3Roj0u2PRnKyEdUHsjKjWsEdVkrFHXisj6GzKZaFI3LHQZ10tmwiSqHnGlaIqmjEZh/FX8hKa1Eayt1ecAflx2bRSW6fg1sPX6WKnv1Qto7P0pcSKR9QdcZMJcUGtrvCgstz9t+oNnqavsdugSPhNXwzBqMqLe2hs0Tpd7ySdxIm3Lqz4KWmg2jkJqJ/bOsvQzaVmLxi/j7lTtfqVJ4o6wXqNa1t2zZVtcJZklHKzUUVGLqg+LluIEkR3VgqqJuNbO+ouWK8Wcc/5sXPpjRtphue+pvsE6X/vmM2GLZovnF2wVJq6GsQNILc9ekYwGxlpDZFFAK66na7LvBVkSe+hrN0wTy9W3sxAi683XXV0X4xLxM3S99bger3N1M3TH0ZpWP+O4TCY7RWO74V7LaBKSJ+OhKTiUGBUhvQZxTYR0NELXm2HeU1O5LiHOTzIuvdvEdQnnwd+we3OXIwm/J2q/xdHzSnbYyW1tFwtvzsLtjIs3MEjJWMhdbIETiW1hmhOJX+iLV9XfW2xzDMNo0Nc9PLTreIYu5lqA2+kbFmym6zekT/YQbWyB5l/2rrBypHVyH9as1RXpPRnVohcMydDdK1D4eHf03a/jMqyHrZUpnmiU3mxYSFqHJd3CFPX6mbAGdq1onAMNN4hBJIOQ1tc5Ua3ySeTE3zUv2p6utTestH+o5LqMh1isg3ts57Fwd6O4Yo4ijFlYIWeiuwqhNS7asGATE7Rht/qwdIlHSWsT7uCLdkTr5dsQ3GR8tYzKSnd3kYkE74OF85/rHSYU61L7Fvbem/a4Lt2JIk5p4nWxLcf9sQP/4A3JL8VJZ+dGNxvTtSvOSOrzIhLCzG444K3MxBIf1XHlehpWP6sgwsnza1ipsXWasVjDMbVcia6T77UpyslktJyVO4PFWiXapZarqv7GVjXEMIweZrA+IRHZNG+ko50vtky3cL0vaXQ+oFkqLWO2vpbIp66fKBRe/kqRjjEGl4q18Abn95FHpyCc0b6ukopptI50yAu+FpPavA9d2lH3ddh+Lt1WbiQtUY23lWtZp3GZSZx/gGUklnFc156ycVy4r0hAO7uF4/RTRLWRZgi7UVw9IrKPakueBwH7fLiq/rcltcs4nFnmivPdTvxYtSM8imvM4s0UV+/N6YUnyu438k7Wocazf4OIF+108RZ0YRKuiyujuDCHKOnRpZSMRycJ1+mG6DmfxyGNEnw7ZB0szLArTnZ2rRdEicQ1sf6mTkzKCCE0BTQrmpl64i7iRluknT4Xl7VSM+OwjfiUoa+A3SyuVD6FPwU8ETiPyrfwNX0ZnCD/M7DX1fNXqnquc0F1CXAc8GHgJ1X1UN9mtSLycipxnwAvVtUrXHh2A9yuOgbeq7EIrIt4+cw4HjtLl3EV1IxsZPOWa84BQWryFrW4psKr8TrHxOeCaB2W3Q9WpRmWSV+nyVinjR8DqemV3EMclbHc6m5UaY9XZsZCs8KbSR/SdExC6syXtiE6ZgXXX3dNUprVSp3hn/2u7BaO+DZVfbqInKmqF4nIm6lcSfVxEPgBVf26iKwD/yIi7wB+Afh9Vb1ERP6YSjRfT8dmtSLyXVSuqB4E3Ad4l4h8u6ujawPc3+6ow9hqTGSXT9Yk7Y6rrdWOvNDc6SSx6nIu9Brfb2rBZtPXx17R00xYmm9AWXH7eve8HUKfxZax8JrilQmDxGrMp8mGSb4N3bN+dX7h7Eg7c3yoZGC6w4yh4uqmE3CbiDyYaoeck/syOKfHX3eX6+6jwA9Qu068iGqD2tfTsVmtC79EVQ8Cn3e+Hx/t0rU2wBWRa3rqMLaL+I1mQrt8+h5xj/CGJBmrNhQdf5XhpB2oufQt7wSZcnNhafq+NB3lD0o/I7NabZ3CNkWw+wWxY6JRri19P7ampOtknn/Ou3VCU8QFInIs8D+odg84CnhFfxYQkRHwIeDbqKzMzwK3qarbB4r9VJvUQvdmtfcF3h8VG+fJbYB795460vadA5wDMDr22Gm3YyyKnfqv6XBhzt825Vz5e777AeVO/V22in9bA35MbufOMdv+yLa7/iUx1LfwG9zpPwHfMrRwVZ0ADxORY4C3Ad+ZS+aOXZ1bXeFdS9n7OsnS9l0AXACw934n7dCv2DCazN1xMM36aXng78mby9drxbXTyNC6+8I2S+6t0bK26wpb86bCmPWUbuseiz+7K06m7mzZmeyzMrc479A379DZwnuBH6XqCg55VPW8IflV9TYRuQo4DThGRNacZRlvWtu1WW3fRre58Jt76jCMHcmmBbNvjK1LqHJiKZoZK6yFUIpEFEMZ2ooTl0+KuozCpZGozEKaYSIaOZaYHhduYUZ1iIWwTGZUq0rtDGNAXCyuZdl8gPVmOlKnK5MHGI1Lh7hIjNNlR3FZ9Q0lx6gNnuyWgvmkMxHNodpxDO0WfjtwO1UX78EhGUTkHsCGE9YjgB+kmmj0j1Sb0V5CtTnt212W7Ga1InIZ8GYR+T2qCU2nAP9G9b20NsB1ebrqMIwdx8wvtyGWYZyudewQ0iCOLiwWzVTsojh/HgQ0EtIiEdeRW6dTFHXcKGz7FsUn9a1J2RLRUHbm7e7DyszDLVOBpBbcsRYtAZ14v8gKEzfdN5RR1mn8eS3KXmRr4W0IqLv26YIzKaUxGztOn58I1hbqVEE1+qNpPRGzXLMMFdcTVfWMGcs+AbjIjbsWwKWq+nci8kngEhH5TeAjVJvUQsdmtW5T20uBTwJj4IWuu5ncBriurJd21GEYhz3ziGkrf9rNGh+TuFhIg8cln6YA/5aUVCQLkEgUm8eSkRfOUZXGC+R6UUbnk0bcntGENSeqay5sTUrWXLo6rrpel5JCmsI78q4VpcwKbEotqtXNT5BW2IYWjJ03h7ELi6/HTmjvvPUA37zhDkb3PIY9xxzJpCzYcOm8GG+446QsmEz8uRdlJ9IN4XUiXkYinFq6pbYs4/zs7KaIxxu2a/IH1biaVShtQhPvFZHvVtWPDy1YVT8GPDwT/jnq2b5xeOdmtar6KuBVmfDWBrh9dRjG4c7CrdRZrVOa3bVh5oNoRlRrIS1GTWFb89dFGc7Xi1RcJ6yPKnHc40Ryz6gWzz2jcTgH2FuMIzGdNMpck0kI85ZuQW35FgM2FQ2i6q1PJJxvqBfQURDFEOZE82C5xlgLrrviWj7w6vcgayN0XPLwl30/9/yBB3LIpduYVMdRJLYbzl/xeOJFVcO13+3Hu5EsRVrfZxDSQmo3kN6Rhd80nnj/3GlTYahFWiKBlGaSQexycX0s8BwR+TxVt7AAqqoPWVrLDMMILERUc2OoOVF115qOhRaRoEpbSNPu3SKyRL2AhqMX0NEkWKVeSPc50dwzmrCnGLuwajXgXne9txg3zgH2FRvsdU6I90l1DCIrE9bFlevCvKCOKBn5LmLaIlviRdV14fpNBLTgkBPQDbc1zYaOgqge0MpZ8EHnNPhAuc6tN0+49NXvYXJwAgerdnzk/H/g6d97dzi6cuV+yG0scMiJ7IHJWhDcjUSAx2URBHdc1JZuOaktW6gtWS0jf8j+640EuPYjnapkj8hSW7NZByXT2OXi+qSltsIwjMXQ1wWcpmmIa6YLOB1DjSchtSYMtcdMQ/drofWYqdSiCk3rNBbV6nqDI5yoepE90ousbHDkqHK6FgvqvqKOh1pI9xUbQVxHTkCDJYu2RNW3cxJcIkUi6x7Eho6C0HpxPVCuB8Hd58T1gKy7dq5z843fYLQujKOZK6N1YePG2zjmuL3Vc5sMVxtVKJ0FOvJ70qqGH0a+9WF8OO6RCEIo4ZD2Cjct2Y5feFFze31adzCg0+CwZOhSnC+IyEOB/+KC3qOq/768ZhmGAfPNxAxklq+00yT1FZqZmNS2Uv3YazEqG5Yq0LBWvaW6Z60SOG+t7lsbB1H11qk/HjHaCGJ6RFEJ6ZGjSpX2yZgji+rcH/cVG9zFn3vLFS+uY/ZQj79Wx3rs1YvQKPOMvNaFPQGCuAobTnwPub30DpRrbNC0XL9R7nVx63B/oRw31UTHJfe7n1Csf7N6Ru6HhD8eKNbD8ztQVK/ssPuPKO43A+N4ZrRr9CTeMg//AyGZrBS6jGuLNWxg730508pWE0fO+gfbmES1sxi6FOclwE8Df+OC/kJELlDVP1xaywzDGM4QizVNO20dRFdcxuIVqae51HuK13HpLN7GJCSpzyEWvwlrkoyhuuPeorZS/fEuxcEgqvXRCbdMgpiuu7f5HtfQAmEUnaeULt/EmXpeiw5RsuHL1PqHxQFNXquRvt3j+L0879Xfwht/5XOM1oTJWHn6Kx/EMXdf487S36Pr5nX7840zz8g/v4kW4dn6but42VH9nUQ/kNLImD53pa2BVUfmzyQ7DtvBbp/Q9DzgMar6DQAR+W2qJTMmroaxA2hNWmrMKG4eG2tG4yU1ydKWMAs4EldvscYTlPzEpL2j5hjqEaMNjkwsVn991+KbwUqtrdVxiK9FtXRHZd3dwD6pXnteSNdllBXVFC+yG27fu1KUA+58w/8gUA1CGwS39M+jZETJE556FA/+3odx8/6D7LvP3bjrcXu4s2yvcCyjiVOla184Rst9/PnIzxYuNEx4KoOouh8PhTa7iKEeg4X2OKxPgyxPBHe5uAowia4nTP09YhjGZlmY++V53ojRGCvQWifaSCrtcVhPEa1XzeFn7YZjY6KRP/fWphs3FY0mITnrUequ3z1+XNXHIcEijEXVH4usw7cmZTIuu6GTUKbvW52gIV2JF96qzYd0FNp87N3XOPbua9xZFsCYg6xH9+qt/HpWc9GjQLn1uu0x8VokU0KcEqlqZ3X99Fm+U7LsNIaK658BHxCRt7nrp2FrRw1jl7CZ9RVNcs4YlsFkE7/5J1qGW8yJrBfLiZatuEW3ZTMs7tluk720m8VVVX/PuS98LNU38FxV/cgyG2YYu5lNGAB5GoNfw+tTbY+ZBbd/Cn6v15xrv9RDUZlx+xd3b44jBwwAe6O1oxthqUt1POTGM9d1Emblegv0gK4HC/dAeGPXO6QHy9PdRqne4i3CebODronPvxFZqQfd+SGX/6AKB5I2+4lNG4yipTvN+8nda8MxRerZiZ5nm/ku6mN9P2mce0ytdDCDdWkTmgK94ioiR6vq10TkOOA69/Fxx6nqLcttnmEYq0hYD9kIa77kR0naXJpqzLBeNwq1yK7pKCyFiZe/+GO9ttQvqSnDrN0i6TIuiBZxhqU4bt2qat0Vm5vQ5MqYoI3rDdUgqhsu3yGK0IZUSDd0rbEeNj5OMg4pNqLnUqbimhHG+Dnn4nPptpt4bty21F9p21up/OZfBzxDVW/NpJsA3onSF1X1qdPKnma5vhl4CpVP4fgr8UuEB++QYxjGEkmszF7Lt/Fy7cqgTTM2ze+T+0k0UqKjpjUb/OZKwYYzCMMY4KQWwXrM0I81roU4TxCVUS04QXhd3KFixCGXd58ms4YzS3FGYay2HDDiWs8S3gjOJKS2QKOlON5SbR3Lde50y3Lq457qONkTzg86JxL+eKgcBe9N4eidSGgRHEoEz1GlkPjrj5xIFFFg5thyexhbtWlc7ilV9Dn6b7G9Yv8y4N2qer6IvMxdvzST7puq+rBZCu4VV1V9ijs+YJZCDcNYQfqWRgyKi7oWg+VaC2qwSr1P3Gh2sV8/6v3meuEclwVjNynoUCKqI9EggBuSdrWuUfgx0HgoNFHJ0H1aFmFi0brL4MX2EHU9fUxoWo2HGAXrMjiR0LXQ1RuLKlSCWgtu24IdBwFdax29T2J/DD8syiII6aSxCYDfLGBId/CASUybjRvANjuROBN4nDu/CLiKvLjOzLRu4Uf0xavqhxfRCMMw8sw89poTyWTpRSttlD7UhwSfs94HbeTSp94OLZRZ1GOavj94kpsclOl2zXQV++NG0ewi9dbcEaMNDhbe81Flnd5Z7s24P6xdHvpzv1bWzzwu0DBTt4/YpzBU46UbifvDQ1F3dcv9oa41XCECfHPi06zxzUlluXrr9ICLOzQZcWDixDhxf3hoMqrdH3oLdlLUz3ASWazQdOqfsVJrZ/5uzWzOAs2Jae4PdPA47cB03RwvIldH1xe4vbqHcC9VvQFAVW8QkXt2pNvn6hgD56vq304reFq38P/nCwZOBf6d6p/hQ4APUE1wMgxjRRHNvPf6BNgvu4mCwvhqnC+ayBQSpfuQRt3EqTU7Dstu6mUmh8SrMiGuZk/r3sKWbl70iqIem3VleZHdkEmY+OSXw8TuEEcDZuykvoU3dC2ExWOpYQKTeof9taCmXb7++M3Jnqjrt+lb+FA5Cha/P44n9XUZbWkHrnfXdwMnlmvffq6xddu5LV0mX8zMy2p0E3na3Kyqp3ZFisi7gHtnon51hjrup6pfEpFvAf5BRD6uqp/tyzCtW/j7XeMuAc7xu+KIyIOBX5qhYYZhzME8FmxsjTYLy9YUCuh2had1F3E9GTeUly4NqWYSl404pzvVzjJ+xxffxSq1qOxx7v68v2Fvze0pxsHphHcTuC6T4ICi3hUndtzfdNjvryFeW9p+KGUiqp4NHUWTsKKJVmWzC9sL6IaOgnAenKRdv6OGmELknF+LYJVuJOI6nowae8JC9T15x/3hh07swD+xWOM9YiXZLza712tLnDMOJmYRzCWPuarqD3bFiciNInKCs1pPAG7qKONL7vg5t3Lm4cDmxTXigfF2c6r6CRGZaXDXMIwVoaubeFr6hv9Yb862x2G9CeRf+gVuGzQI46Old/GXq66Y/gui1Nprkbcex1IvZwniqquz5dyGFpFVuubSu/HmyaglqvH+rqmoNvZzjTZV92ENSzU6guSFM74eyoLW126zE4nLgLOB893x7WkCETkWuFNVD4rI8cD3Ab8zreCh4nqNiLwB+Auqr+L/Aa4ZmNcwjAWR7ebtQ+mZEByJZCuf1Pm85Yp/ideWq0Qiq6llE1my4WXvyvKCUEhBWVbCNg77ubpJTMWI0aS5i85oXPvW9S4Ug5/iomxtkr4WZiCXYZZw16bpMT6NF9SYeGJTunyojNaktjdNrzdL90IaT1AKs37TyUulBDEN4hoJat9m6bnxVe2wTkWpN1fPWaIdIjzTzOAc2yuu5wOXisjzgC/i9hQXkVOBn1XVnwK+E/gTESmpfiuer6qfnFbwUHF9LvB84CXu+p+B1890C4ZhbA/JGGu2izl9wWXiog7jOjC2ar0V2zICFT+NtwzrSSvKohaMIlhZdQGpBeZ9FKtOgsCseeu0rHffKZx4rUVC6gW3drNY3/Qslmt9XVvPXkhjpxi+fWGmrxaRYDpRjqzTMNtXm0Jajas2J3s1rNRIVH1cENB0JnA85ppOWspOVOqOm1tUc+VsMar6VeDxmfCrgZ9y5+8FvnvWsod6aDoA/L77GIaxjWzae1NGZNu+ZjWT3mfwl9rsDoZqu7Kk/NjSrbeoc8ITWcXpPrB+m7TxpAxVh111/GYART0JKd5xJ5zTjkt98Mb+evt8H3vSseQSyc5w9sIZuq3LohUXJkdF3buTZGJSGeWLxRSa1mfLSkXq5UnpUpxSuicrxdYpHWnIiOE84pirc4cwbSnOpar6DBH5OJlHoKoPWVrLDMPoZREuEjvLiLqTG2FVrnAR7NZSQpev1P4Fq2MhbWs2KrsMFpRL5H3hR/6SvDiMovHciRda38WMMnLiHXbo8cuJYnFFG2mqJs4urhpZrrFHpNQ7krdIS6QhpmmaMOvXl5+zTjOTkFpWaklWVMF9311jro2bawfZrjizMc1y9d3AT1l2QwzD2BybGocNmesyqqhMf3BikTYuwpBr3YjUNwElYVP1MLHGZ5/UVi1ulnDpRVrqhhV+RnG8YbuvprFvrLbCQlmOQtriGuIyb/rc2lx/L23BbU8imkRCGuJ8+iiuTMZHG0Kaimr8/DOC29nlm/EjnO36XfS4agfCtjuRWBrTluLcICIj4I1905kNw9heFtlVHMpJZxX3vlQz1mx0FpbxBG0IqlxbtdHwrW+DF+V0D1IpNdpL1petlN43/wBxDS2f0SSL/fUOEVeN84Uu32Ya4klfyaSixtrUnOOHjID2dv2SxsVhixfVaY9XVsnZ8QKZOuaqqhMRuVNE7qaqt29FowzD2BwtJ0xDxTbJ17RfM/3DqTWrtMdm48KaRlkdKSDSFE6NytFJvmEi2nCvWJfl03ULqCS3M4+4ttwuNyzDpGs2Et62E45Gi5phkSU6k5CmZaRhSTthceOpw3fR2Xwdq87Q2cIHgI+LyJXAN3ygqr54Ka0yDGMhzNxl7InGXNteEzNdx/2tCOnqSU91F7JGVmwjVyTKqb43fOVGlmt9r3VYaHNLVAc0vQftEKzWTjQ5C7RuRZ0mEcds+X0zfBdhnab5ZmQz47K7fbP0v3cfwzAOMxZlzYbyMoU1lszm3pYtczEO7lBxiazYEBaZzOl9SDud5uL6wmZhmihluow782asR+kpa5BFmsm3SCHtLXMWdrO4qupFInIElX/FTw/JIyInARdT+XQsqZwpv6Zr/zyp+oZeAzwZuBN4jt8YQETOBn7NFf2bqnqRC38k8CbgCOBy4CWqqkP36DOM3Uj8Mty0VRsKy5TZu7VOJjh0LbcFuDZE08HhqIjYYEvTkb9MGWLFDhoanCJwvd2uXQLaF9aXP1dfV7kzsGhLc6darkO2MUREfhj4KPBOd/0wEblsSrYx8Iuq+p3AacALReS7qPfPOwV4t7sGeBJwivucg3NS4YTyXOAxwKOBc507Klyac6J8Z7jwrjoMw4gQnf7pRdsfKTOfiVSf0n0m0WdcfZgkn3HPZ6P+SPw5VGzqw8Hpn82WHbeP9NN3j9Gz8M+o8dwmybPMPPfc97PUv4fNkGvjLJ8VZWi38K9TCdtVAKr6URF5QF8Gt42P38rnDhG5Brgv3fvnnQlcrKoKvF9EjnGOlB8HXKmqtwC4cd8znPPko1X1fS78YuBpwDt66jAMY0aGvFDn7WqeWs+MA6QLcns7F5vZIWbZrJyVuCzBXgGGiutYVW+X5h/44EciIidT7SLwAbr3z7svcH2Ubb8L6wvfnwmnp460XedQWb6Mjj02l8RYJVbhjWlkWfoLcsbyD8u/lMOy0Qtgl4vrJ0TkWcBIRE4BXgy8d0hGETkK+Gvg51X1a9L9C7RroGbW8MG4DXUvANh7v5N26Fd8mGECeniy2X89A/OtohU4lRn/lGf609/sP5MV++clgJSr8GUtnqHi+nNUG8seBN4CXAG8clomEVmnEta/VNW/ccFd++ftB06Ksp8IfMmFPy4Jv8qFn5hJ31eHsYqYoK4OQ99zs3bvdqXPTSweMOt1prx99S+aXDMHzlTuWm87NP+gujOT0QaxxH+iO7VbeNCEJlW9U1V/VVUfpaqnuvMDfXnc7N83Ateo6u9FUX7/PGjun3cZ8GypOA243XXtXgGcLiLHuolMp7Sgt/cAACAASURBVANXuLg7ROQ0V9ezk7JydRirRLXIcbtbsbuZZXJIJl12wsuAT5h0o9STnNwn/F2U9ac9Qao+Lyb1Rzb5KcbTP5suO25f3P74uqRxv0TPofF8/HPum7AUP+e+CUlzfvcLYd7JTCsszNMc9/fOCFbVp/ZEfx/wk1TOJz7qwn6Fjv3zqJbSPBm4lmopznNdHbeIyCuBD7p05/nJTVTb4L2JainOO9yHnjqM7cbEdPsY8iIaapH2WKft5SbSn6YzX7uevjZk42axbjvS91ltvVZlurKmsbRoQFxmuVF2vXBrvW99Ey2PWHH0gJU/jXr6Es7xz3pX+hYGvodqMtFbqCYjDX6EqvovPelz++cp8MKOsi4ELsyEXw08OBOe3aPPMHYlmxTVQV2siRVbhbXf2l3rO5u7tPTUnwpwV9wMYjy31dMhli3BjQVuSJy2y5FEJBv7H7TSR+tqXWTjVpN6smuVc93JfW//DsEexApbn/MwTVzvDTwBOAt4FpWXpreo6n8su2HGDsMs1q1lEYLaI0ZZIe0QwD6LMhbEto/cnrK68s3Shq7raUjHOe5xJAIYC2gurCufDMgXi3LQzEZZ0iwLwsPQDpHN3FbTA1dXIpI0A//J79Qx12m74kyoHEe8U0T2UonsVSJynqr+4VY00DCMGViUlTqt+7XPOh0ienG+sjvfzHFpGzL3MLdz+h4rVSTSqoyA+jAtmnENy7WYni++r1R4Yx1M9bOKdILrrdo4UY9V2zk5qktEh1izCsNcXx1+TJ0t7ET1h6iE9WTgtcDf9OUxjIBZrFvDrOOIzGGlZuOi8zKJi/K0BLHsyRfF9QlpHCdpGT1dxp2CP4XcOGafBRoLaSqqcVk+ThORVUnOkzJTMW6cZ0S8FtPEqhXt/TPKWrMw3Vqd8nx3peUqIhdRjWm+A/gNVf3ElrTKMIzhzPhyGjqhp3MMlQ7xyokq1LNayYhkJq5xTAQwK6SZsKylGzZMzbRzyDPs7QKuhSrt1s2Ja7BA4zSahPk2FRlrONemqCx/b36v3LBZfZSlbYlK3ppN6/FBvo55fz/vRnGlmu37DeDbgRdHDiAEUFU9eoltMw5nzGJdPjNaq0O6frM7sWSFyp1nBDVrnZYd6cu2SAYhnXQIbiufhnw5wa3jEnGNZ6luRlwLGoIGieAW7TgtpBFGlKaVfhTna8ZJVKYkcQ0F9WGT6B5yXdK+7TS7jMO9kiHXZTzjmKuo7k4nEqrh6zIMY1VY5Luoq6xo79G+LtZpohqOHSLZiEvz9YirTDQbFwutL8O3KY3rHYfNkJsFnO36HTXTx4KqhTbS6yj6AZNpF1CJYfK8s1Zt3FYvwmVyrXXenHFaVx0pJ5mEC2RXdgsbxqYwq3V5THsRzWKxThlXbYlq3P2ai+vp3vUil1qwRSSuRZKmcrSgjbA4TYgLYRrFN/NRatT+PpFtP8D2nrI+nNBPW1uiElmZVVw50nAdhHfk86lL0xbckLao4qvy3e1EFmxq6cZCHYuqvw6Cm+m+bhugtSWbtU5dkmwX8VAxNnE1DGNl6XhBTXOs0DVZqWvCUFdctuu3IYTN+vy196rUTK+tuMIL6bi+9uLqBZWJ1um8uLrrSlzbgls/h9QkjPACmopsRkgpJBJOL64ubiRBJH0aH1es1ec6qgXXlyMhn6s7vk6+H4o6XhKRjc9blmvZHQc947FRhl6R7cAsV8Mwto8ZX0BDJus0ltT0jasOiENpd/3GY659Vm0ydurFsnI5qOEcouuJImNth02aYU1xdRWF+rwJFz2gnLegdPlLsFaLaLzTncTi6o5SOiEthcKda/L8VCUEatLzU6K1eZlYm40x1DIK87cGjXzxd5calkp/HMl4bJ+Vml26k0Np/MjZSZi4GsbhTt+7KSOyOUth0LhqfJ100zYmGKXdu5HlGrptGxaoO4/CAIqNWFy95VpfF+PS1efjSmRShnMAgiVbQtlMzyQS1yFrLSVRtlFRj5k6cdWiAC+uay5sVB2LtTp96eJkzaetNjyv0rtq/PMbCeWaE7RgddciHbqMY3p+UAUNLppJhSnjsWnveCzEA2YXd7KN2ioiT6far/w7gUc7r3+5dGcAr6HqE3iDqp4/rWwTV2Nx2Fjr4pnHYp1atnSXH4lrLm6IGDcs154JTa1x0nF9XXcH19YpQDEua1HdqAVVJpNwDtSCOi5rMQ0WrFeHslaVnBVVJKLqVWkiiLdYnYCyVtQDoqFMV46CNzOLYD4XIYmvpvTVjP3yHqVwwlsmTaGk5awinpmkyXeh2jxv5IP2d56Ny0x2yjB0qc42dwt/AvgR4E+6EojICPifVN4K9wMfFJHLVPWTfQWbuBrG4crQl1KPxdqXpmtCU2N81adpiKQ7RmOpOYsV/I4ztaVahdXWaW2pOpF0QlpslLWobjhBnUxqUR1PkuO4FlUnwEFdJiUaTMJuRBIhFYGRMxsLb4muwdrInVdHXavq09EIHbuwdT8zyf1AWC8o3YBneH7u7SwqlOv5jtoSafUKx7TiJPruEhoTmtIx1LjqBNFM9/MsbKOHJlW9BqBnn3GARwPXqurnXNpLgDMBE1fD2HX0CmlmRvAs+aP4hpWaG4dN4vzEoZyjiDCL11uP8RhqJLgAMoms1Ng6zYkqVILqRdVZsBqLbG781RONsVb5nUU5GtXpR7m+WZc9Lsd3o4chWm+RatjPVRMDuepF8OO3NI+FhjHahkWa+w7c9SAty1i16XhsrwWrDBbaBViux4tI3J17gapeMHepNfel2sDGsx94zLRMJq6GsQNYWNfagPHY7JrMTXcLazTW6sKiLuB6XNULqBPUjUltsW5EgrqxUZ9DEFcdj2tR9WmC5TpBB0yqEd9v64RURZD1dRcWWa6h29lP6V13z0PrAdVW2XW3cOgqDsO5EoSqFP8DpBbbYInGopx2/U777mBz/oMH0Pe32XDusXluVtVTO+sQeRfVJjQpv6qqQ/b6zt391EabuBrGKrLFPWUtl4VTXoiBXJdz+vLOhTVe9okS5AQ7zPqlPqbjpJMyOm9aqUzKTHew664tNcwUyomsF1V1Y6nizc/RqC4zJI5nb3lLt6yv03HYyClGY51q4xj1u6b+nWOxpDusNc4ah9EmHS8dPPt3M0zvkZ8LVf3BOYvYD5wUXZ8IfGlaJhNXw9jJzCPSXV2LHXS+e7XuDs7m6yhfMrN4Q7eyajRRyCtB2ereDWOpZYkmE5m8kOpkAj1jrhpcB/q2uDFVUdSZjX7MTrVE/GLR0JaoTWGZUlPtNDqXZKaR9HXfR+nTJTx1Cf1/Btnu5M0K6Sby9/1trAgfBE4RkQcA/wk8k2oL1l7MvaFh7GQWYW3I/OWoSNsJQ4jLW0W59H3lIEU1rhl/PEX3q04KcXk70rg4KaTuGk4pirqOtA09ZefuJx/WbTn2PpNZ2I6/FV3AZ57mivxXEdkPfA/w9yJyhQu/j4hcDqCqY+BFwBXANcClQ/Y0N8vVMFaRISbHAmnNDpXoHZl0ERLHSRIHraUhscu91Fl89TKWkA6ovRGVGtaIavCuVK8hra2/aBwzsUDrdk7qhoUu43rJjMTLclIkzD5q3KCMRmH8VfyEprURrK3V5+nRr31d8zOP/dpWqe/V63Ds6SlxIpHbB7axDV3ae5zmi8Iaop0Ly1wvjnbvxFaiqm8D3pYJ/xLw5Oj6cuDyWco2cTUMoyYj6qkP2ka63Es+iYu3YWvt/FJI25l97Kc3CK0XWd+o6KUcd6dq9ystjJ26Y1ijWtbrXEPXcSNfsj9ctLZVkqU4REtxgsiOakHVRFyDoEYOKdKdc5o75mTi0h8z0g7LfU/1Ddb52jefCVsw5v7QMIyVJbU8e0UyGhhrDZFFAa241EJqNKC7bSXxest2wzSxXH07CyGy3nzd1XUxEsTP0PXW43q8ztXN0PWzhsvaiYSUyWSnSKjDvZbRJCRPxkMTxag+d+k1iGsqpKOwvtWHeU9N5bqEOD/JuHTem8p1Ceca4txxJOH3RO23OHpekfN/f2z9iImEN7sRfFdcsnQoTe+ZavWu/pjrpjBxNYxVpq97eGjX8QxdzLUAt9M3LNhM129IH6/PpOpVDe9P/7J3hZUjrZP7sGatrkjvyagWvWBIhu5ecdvsUB999+u4jHwLezWKJxqlN9v0oOQqih4AbpzVi3/toSk+h6aVGkQyCGl9nRPVKl9twcfO/Ku42NJ3cdL+oZLrMh5isQ7uDt6shat0OrU43DFxNRbHUH9nxmIRWuOiDQs2MUEbdqsPS5d4lLWuBBd6XotGtF6+DcFNxlfLqKx0dxeZCN6QLJz/XO9jt1iX2rew9960x3XpThRxShOviw3O/MvkOKkFNIzVTpLr+GZjMhOOABhFE4mKSAiT7mf1YjmScJ5uL1eOhHI9DaufVZluQ5ezUmPrNGOxhmNquRJdJ99rU5SbzyZr5c5isYaEZrkahrFdzGB9QiKyad5IRzvHuzLdwvEG3N1bk+Xbkhiz9bXEPnX9WKivTysHClHdflmMTGrhDc7vow3USbeeK6nTt9bT6mybpUeTi0KXdtR9HbafS7q0y5G0RLW2SDPWaVxmEtfY17Vox2VFNYkL9xUJaGe3cJx+iqg20gxgAU4kVhITV2PxLHXF+S4nfqzaER7FNWbxZoqr9+b0whNld5Et5+/R7N/YVV+aLt6Crp6I5KKiuDCHKOnRpZSMRycJ1+n+rDmfxyGNEnw7ZB0szLArTnZ2rRdEicQ1sf6mTkzKCCE0BTQrmpl64i7iRluknT4Xl7VSM+OwjfgUs1yXg4hcCDwFuElVH+zCjgPeCpwMXAc8Q1VvlWoF9muopj7fCTxHVT/s8pwN/Jor9jdV9SIX/kjgTcARVFOkX6Kq2lXHsu7T6MC6iJfPjOOxs3QZV0HNyEY2b7nGE3aDJZi0oajFNRVejcfcEp8L8dZ22f1gU3+7mfR1mox12vgxkJpeyT3EURnLre5GlfZ4ZWYsdHzg6xz62i2s3+041o48qjnrNzde2jEJqTNf2obomBVcf901SWlWK3WwsLJ0D03bxTIt1zcBrwMujsJeBrxbVc8XkZe565cCTwJOcZ/HAK8HHuOE8lzgVKqv4UNuq59bXZpzgPdTiesZwDt66jC2AxPZ5ZM1Sbvjamu1Iy80dzpJLIucC73G95tasNn09bFX9DQTluYbUFbcvs40Q+mz2DIWXlO84PZPfJgb/v6tyGiETibc+4d/nKO/+xENAWzly5Xljrk2dM/61fmFsyPtzPFUP+AOAw9Nm2Jp4qqq/ywiJyfBZwKPc+cXAVdRCd+ZwMWqqsD7ReQYETnBpb1SVW8BEJErgTNE5CrgaFV9nwu/GHgalbh21WFsJ/EbzYR2+fQ94h7hDUkyVm0oOv4qw0k7UHPpW94JMuXmwtL0fWk6yh+UfkZmtdo27vw6N1z+VnS8gY6rWVpf/ru3su87v521uxyVL7NDQOvzjolGubb0/diakq6Tef85m7guhHup6g0AqnqDiNzThee29LnvlPD9mfC+OlqIyDlU1i+jY4/d7D0Zs7JTV40fLsz5Miznyt/z3Q8od+rvslX824oaffCOmyuvTn5nHoBRwYFDN7P3hCN7ylhe87b9kZm4LpWujq1Zw2fC7fl3AcDe+520M79hw0iYu+NgmvXT8sDfkzeXr7fbtZ1GhtbdF7ZZcm+NlrVdVzi6790Ia488k5LiPsdQ7nNOLnLWeo/Fn90VJ1N3tuxM9lmZS5xtzHVh3CgiJziL8gTgJhfetaXPfuouXh9+lQs/MZO+rw7D2LFsWjD7xti6hConlqKZscJaCKVIRDGUoa04v2m4FHUZhUsjUZmFNMNENHIsMT0u3MKM6hB3bZfJjGpVqZ1h5OLutsa9X/BUvvxHbw9jrvd8/pkcceI6ZXnIJXT5yjpf6GovkwcYjUuHuEiM02VHcVn1DSXHqA2e7JaC+aQzY2Oui+Ey4GzgfHd8exT+IhG5hGpC0+1OHK8AXi0ivs/2dODlqnqLiNwhIqcBHwCeDfzhlDoMY0cy88ttiGUYp2sdO4Q0iKMLi0UzFbsozp8HAY2EtEjEdeTW6RRFHTcK275F8Ul9a1K2RDSUnRFXH1ZmHm6ZiCfUgjvWoiWuE+8XWWGiBUc+4YEc96j7cejG21m7xzGs3e0uTMoxZZmKshdZCXENAXXXPl1wJhVZg7nN0tsTwdpCnSqoRn80rScyrzaauM6GiLyFyuo83m3pcy6V4F0qIs8Dvgg83SW/nGoZzrVUS3GeC+BE9JVU++kBnOcnNwHPp16K8w73oacOw9gRzCOmrfxpN2tjZmszLhbS4HHJpynAv2UlFckCJBLF5rFk5IVzVKXxArlelNH5pBG3ZzRhzYnqmgtbk5I1l66Oq67XpaSQpvCOvGtFKbMCm1KLanXzE6QVtqEFY+fNYezC4uuxE9rxUQWceBSHJgp8nUlZsOHSeTHecMdJWTCZ+HNXn4srG8LrRLyMRDi1dEttWcb52dlNEY83bNfkD6pxNatOqkYLnXcWy5wtfFZH1OMzaRV4YUc5FwIXZsKvBh6cCf9qrg7D2Aks3Eqd1Tql2V0bXC2JZkS1FtJi1BS2NX9dlOF8vUjFdcL6qBLHPU4k94xq8dwzGodzgL3FOBLTSaPMNZmEMG/pFtSWbzHAwW0QVfV+jiWcb6gX0FEQxRDmRPNguRYE99CkevWOR/56xCGXbmNSHUeR2G44f8XjiRdVDdd+tx8/lFuKtL7PIKSF1G4gvSMLv2k8Ev25aLOABl5lJRz6NoyYys7U1pWZ0GQYRg8LEdXcGGpOVN21pmOhRSSo0hZSSSxQibpyvYCGoxfQ0SRYpV5I9znR3DOasKcYu7Bqdu1ed723GDfOAfYVG+x1Toj3SXUMIisT1sWV68K8oI4oGfku4sybvsSLquvm9ZsIaMEhJ6AbbmuaDR0FUT2glbPgg85p8IFynYNu04Dc8cCkSnfIhR1yIntgshYEdyMR4HFZBMEdF7Wl6y1Xb/Fq1K0c/CH7rzcS4NqPdKqS/XNIvTWbdVAyBRtzNQxj9enrAk7TNMQ10wWcjqHGk5BaE4bqrl6fLnS/FlqPmUotqtC0TmNRra43OMKJqhfZI73IygZHjqoJQLGg7ivqeKiFdF+xEcR15AQ0WLJoS1R9OyfBJVIksu4GN3QUhNaL64FyPQjuPieuB2TdtXM9CO2dkz3u/p0VPdFa4CfDxUYVSmeBjvyetKpM3Jfmn3sYH457JIIQSjikvcJNS7bjF17U3F6f1n03sQMxcTWM/7+9c4+Vr6ru+Geduff3AAmiqMVHglifNRURqFS02CAiMW21GLBGiX3YWq2PxlipiaFtmmpNfVsFKZJYH/goqcFYfD9iW8DHD/ghoKCkUiiUVJHI7/e7c+es/rEfZ5999sydmTv3ztx71zeZ3zln7332Xmff+Z3vrLXXXmuBMZN4G4XtK9022XiVFhyTulpqWHutenU0/QazbqqtBk1115IjuKCt7llajaQatNNw3NvrRzLdWzkiPax3yLWRVQ6r3Hk47qn6HB7Og+ZKINdVdtGsv7pjs/YaKLRXmKPAdTEnQCRXoR/MvD6X3sF6iT5tzfUX9W5ft8z9/vz+ypd5Ut5b7eZA7Qg3/JAIx4PVcpy/g5VrH7P/iOJ/M7CaekZ7oQdpyjzCD4TMWSmajBuNNSawD7Gc6dzWIK2c9AurdNP9bRMYuRoM2wHjaKx529RpqdhuSF1B4xVp3FyanOJNXe7F23JCkuYcUvIbsCTtNdQ9EkzBjZYajodXhyKpNkdP3DKIZLrsiWBX0O4Qesl5jtrfN/AaVuCiFWr6oU9tflgEwoxI+K3RfkNUfnfoyxL9+KzezOvz860W5ijM30CrOLfBbJ1uO2r+JskPpLwyxahwpZ2FVY/C16S4DluEmuZqMBi2LzpOSy2P4vaxtWc03VKTbW2JXsAJuQaNNXVQCo5Ju3vtNdS9vT6HZRprMAEfUR2IWmqjra7G9g2p1v6oLPsH2CPutReIdFl6RVLNEUi27/Pe1aIc9Of98INANRJtJNy6WXsOJuncDD0okXriOFX7+nhMtvuE817wFq40OjzVkVQbM3HLRAzNGix012FDG2TjIjkZuRoMhs3CQoRfzmQYFWzBEa4W242zzQUa793Uc7cXnY6CCddfS7JG6euWZbWpD2XxPokaYUqq4boX67Jkp0CdpesJ9/V1EPusQx1KP5M1rPWuaC/KHI+JvL3MY7nKvJrXQjrP3TXxhiRzxDpNvIw3k++MXA0Gw5bD3APHro1h5NEreO7mBDQMvazPLmXOFmn/+dijUHqe0nOPS7Bzxyizcgm25mowGDYTk76jhqK1+DX+eKrdNbMY9k8h5Hothf3LIxTVhZCAqXlzNQnAALA72Tvaj1td3HHFr2cu6yB65QZN8qAuR2I7GMmoyZAeNVD/GLUGjbeK5037LsL9fa+lDlAO+fMVf/8hFQ5mMgfHpj69ZOtO+3lKz9oKTBFMxIX5GzXf3WPzPHmdn6ZOO5jgN9rEX1jtxlreJjByNRgMEyPuh2yVtV/yvaxtqY1bM2z2jUJDskvai1th0u0v4djsLQ1baurotVtlJuOKZBNnNNf6vaCqyVpoYe3T9zFAW9d91UiqfX/fClWUISfSvi619sOmx0EhIEU/mZc6J9cCMabzXKovtZs7THM1GAwLjUzLHKn5tt5lw27Qthqb3x+aBycaqdFeW5sNYfkGUtH3yklcAxw0JNjE+A0exUuxLqxNRlLpNYQTidfXrVQ9Vvy9ezTzGh65Facey2xc3orjiTTZihM01c4x3YoTj277zf2DXRyKQSfaASZW6iZ6UzyGIBJaxYASMXJULY1FwcusaYjEWFg4dsIeplptXleaJYdRgf47mCPbi8iLgAuAJwIn+8h/pXa3AffhTBurqnriWn0buRoMOwWjtkaMVZeYFqPm2hBq1EpDTNzEuzjsHw1xc8OWktW6YjXberKSOP3E+L+9YJINptYlqrBBM12iHMKSdV3R945Fy/6GXRoiNelY66SDzFN3hV7ULoNGuqK9IqmCI9SmrqvBHhoEMm0fV+teE5M4JgHwP1zqKnJTiDs8qKv4NxjPHJyRZgnT1o2D+arS+4EXAheO0fbZqnrPuB0buRoMC4yZrL1mWy+a8nSgbDwkxpwNMWjTl2DUhGKfVbOm6e3BISDBajQQN2uF6XVu6kzXF/tV20QatLm9vT6HqhD5yGmn99e7C+EPm9CIMexhIFdfVxU8dUtIYwqDWy8NOm8wAR+sl5toTXn4Q11qhUIEODBotNUDPmpT0E5jOMRBj4OeePPwhyuDXhP+0JfVdTKng0RjhXZQ/47mKkkwf79ntqSBlrhw6i+ozpVcVfVGAJH1/Acrw8jVYNhOKJiHO++9kpaamoN9VW4VbhycJLbTtFGWbaUOYfVUW5oWwCDZExvWRVekIeFQ15x3X1UxpVsgvapqtEtpb7fp61IntnAIS5jGFh6FjY4t3Jh+27GFV+peM2+FY66d1irNj59CTtkGbZJNOW5oWroUhSmbyBwc2myNrDgKfEHcusaFqnrRWjcYuRoMWwATa7AJgabaaLuz4khNBxnhNqHw1GVXAXSQNEle7i1REu/VEHQimjJVGISMLyFFW3K9q2oTTggJuCR1DDqxKwngv5xFdAoBKXpSd+rSwP0BpT25+fOk5NpxTNIqEmZe5wjUk2nIihPCJ9ZLLTKFhlz7dS9qpSHjTqqt1nX7h4vWQj1oNNVQ1hyDu3S7buSaq6Zl2QRpIcDEJMro+jXXo0UkXSu9KCU/EfkS8EuF+96squPm+36Gqt4hIg8FvigiN6nqN0bdYORqMOw0DDMTZ+iQcho/Nnh4VolmFF++3gnJv7QrGk2SqNV6chglpgp1L/Mu9te7qkE0zwaNcrXuRTLt+whQ/bhdZ9BJrp6TLJT3qObRk+rEq3eQefGmmmuaas7VVa11VGgTaZ5yLv7YGPQ6pNrK56opcWYOTaX11cz0mxLpRNuiZxXpZP3kes8oByNVPX29A6jqHf54t4hcDpwMGLkaDNsFRTPvKCgjHIIb825hpFjXUGt4iWuTSSWJl6e5ZpOaKcPYWZaWXiWRKFZDvGF/3RNl2e+BPBRyva4OT5a+qxrEfK4xhnEg0mrQiQCVJk2fKJ9r4thUZ+uw/brX2ZOaEml0TIp5XRuNNyZJj2X+/kHjoDQoaakjkqU3WmlDpN0112R9taSxhuMQE/HEpuAWdOG34ojI4UClqvf58zOAv17rPiNXg2G7o7AOC9k7ci0TMTnJdpi68Sbu8JQS3HjruJ/UYUCFeuYNL6OgzWqlkZSXggYbNWVpyFgbz+Mlb0YOhBsIdakadPe+JluAJllzTfec5rF+V+teLMs9fFe1iueDjGQHSV7WuMUoaqJNXVFLTUg11EUCzT2BVcqkGtoM224zi/XVEhR0ML8gEiLyAuC9wEOAz4nIPlV9rog8HLhYVc8CHgZc7p2eloCPqeq/rdW3kavBsMUwtQdxydmps/em8JaMZmR/SDKraKK5Jo7Dri461SgSPY9DcHl/W1UTeCAQTiS9qo7B/6tByDrTmHbDedg726ua7DF5EoGlqh5Krvn5MORrr2VyrToBHFICbRy72s5Yg1o62mk0/bYclNzYRS01EmNCoNl9aOPFPVRLbdVlbSisJqxX8Zyvt/DlwOWF8juAs/z5j4CnTNq3kavBsEUxi206Q/tI33ej+k8018jd4eVdxZKmu6jVBsemKuaGDdpsHcm50WqrSFg+9KBITA4eE5vXFYMstV0g2X7deCXnxJufD0OJXOPe3hHhCKMJV7taaepFHcy7OTm3Tb+Zh28tbVINdQVSbbUZhnE11VlBdat4C08MI1eDYYtjqnXYeHPTh6saYSuOXCltLdaXNe/4NmNL4qCqwawbvnR0fQAADNVJREFU1tmESK7hvpjfWzR6F0eSDJlskiw8oU1a1hzpts+ea9Itjq0wg7SJsLW+rN26uu6WuYKkLFsn1bpNtKG9l77joNR2LpvA9Ev3vjjKLEzAw7BQ8RhnByNXg2EbYFaB/lv9ZFtxyunIcnen9ln4V5po+f62RtC4Rhve+aFJlZBPRqRuR0kgqBK5EsvAxawblhJvPeRaCn5fpySX1KVaLXldLW1ypE2kRe00HLP70rLiftVh2mlKvB6z0FbX6kNNczUYDIuOqffDxg7a/bgm2Qu9XenLEm026wtJ5MmOLa1W2h3oQDsacuAbqZqE7ak8Obk2mjWdNrmY46KlxOUTnRBhMXDDWASaSVbQRNck0oJcXeHbfbb6yDEFyY5HzGqaq8Fg2DqYldNTsa90C09Jm221c5WjtNqW+TgdMNVuc7kSU3hzX3PR8FNXWy2FuhuVCL6RoXtfJ6eBSmfSUyIcprm66yHm2sTU3HTa1I2MpjSt6TdvOyHGT1HHwm/FmRZGrgbDNsbE67EBI9ZlXXVBmy0Qs7seT6vNFTYk5de2EJr02YilnbFbpDlkHsYh1hQlkk3nq6TNdgQYQYijnJCmJtJ4vYaWuk6em8qM3N27tS2wbclVRM4E3o0LI36xqr51ziIZDHPButdjx9Vm87CKxTVaOpWStU+JW3OzbstJKutYpDO2akGIDvetY6G682wFsitd5+bdtL6kUQ4jyWFEOimplu6ZANOuzSo0zm3bDNuSXEWkB7wfeA5wO3CNiHxWVb8/X8kMhvmhkxRnPYuNoc9Chx0+K2m16Vpt1lmjrGqhMB2qoFIP1U5HPOykzDBi4orLhwVSLQ49ghBHE/Xw+zZCOx3Z96RQnWsQiY3EtiRXXNzHW/zmX0TkE8BvA0auBoPH1CbjFGOv0eY3jIMCuYQ11IR3W6Sedx/MyKVhi/JNgKEaYLm/sYm01GYMLXjoWMPumxIz3+9qZuEthUcAP0mubwd+LW8kIq8AXuEvD/34tW/YvwmyzQJHA2Mn7Z0zTNaNw1aS12TdGGwlWR+fF9zHT6/8kn766HX2u5DPv13JtfTTsfN7y6clughARL49KrPCIsFk3RhsJVlha8lrsm4MtpqseZmqnjkPWTYD1dpNtiRuBx6VXD8SuGNOshgMBoNhh2G7kus1wGNF5NEisgs4F/jsnGUyGAwGww7BtjQLq+qqiLwauBK3FecSVb1hjdsuWqN+kWCybgy2kqywteQ1WTcGJuuCQnSbhp4yGAwGg2Fe2K5mYYPBYDAY5gYjV4PBYDAYZowdT64icqaI3Cwit4jImzZ57NtE5HoR2Rfc1EXkQSLyRRH5oT8e5ctFRN7j5bxORE5I+jnPt/+hiJyXlD/N93+Lv3ei3fIicomI3C0i+5OyDZdv2BhTyHqBiPy3n999InJWUne+H/dmEXluUl78PnjnuKu8TJd5RzlEZLe/vsXXHzuGrI8Ska+KyI0icoOIvHZR53aErAs3tyKyR0SuFpFrvax/NW3/s3qGKWS9VER+nMzr8b58bt+BpL+eiHxPRK5Y1HldKKjqjv3gnJ1uBY4DdgHXAk/axPFvA47Oyv4eeJM/fxPwNn9+FvB53B7epwNX+fIHAT/yx6P8+VG+7mrgFH/P54HnTSjfs4ATgP2bKd+wMaaQ9QLgDYW2T/J/693Ao/13oDfq+wB8EjjXn38QeKU//1Pgg/78XOCyMWQ9BjjBnx8B/MDLtHBzO0LWhZtb/6wP8OfLwFV+vibqf5bPMIWslwJnF9rP9f+Xb/vnwMeAK6b5u23GvC7SZ+4CzPXh3RfvyuT6fOD8TRz/NrrkejNwjD8/BrjZn18IvDhvB7wYuDApv9CXHQPclJS32k0g47G0CWvD5Rs2xhSyXkCZAFp/Z5xX+SnDvg/+5XQPsJR/b8K9/nzJt5MJ5/hfcXGwF3ZuC7Iu9NwChwHfxUVmm6j/WT7DFLJeSplc5/odwMUK+DLwm8AV0/zdNnte5/3Z6WbhUpjER2zi+Ap8QUS+Iy4UI8DDVPVOAH98qC8fJuuo8tsL5evFZsg3bIxp8GpvRrskMX9NKuuDgZ+p6mpB1niPr7/Xtx8L3mT2VJzmstBzm8kKCzi33nS5D7gb+CJOI5q0/1k+w9iyqmqY17/18/pOEdmdyzqmTLP+DrwLeCMQAgFP83fblHldFOx0ch0rTOIG4hmqegLwPOBVIvKsEW2HyTpp+UZhEeX7APAY4HjgTuAffPksZZ36OUTkAcBngNep6s9HNZ1QrpnPbUHWhZxbVR2o6vE4Tetk4IlT9L8p853LKiJPxmlsTwBOwpl6/2LGsk4MEXk+cLeqfictHtH/XOd1UbDTyXWuYRJV9Q5/vBu4HPcyuEtEjgHwx7vXkHVU+SML5evFZsg3bIyJoKp3+RdYDXwIN7/TyHoP8EARWcrKW335+iOB/1tLNhFZxpHVR1X1X3zxQs5tSdZFnlsv38+Ar+HWJyftf5bPMImsZ6rqnepwCPgw08/rLL8DzwB+S0RuAz6BMw2/iwWf13ljp5Pr3MIkisjhInJEOAfOAPb78c/zzc7DrXHhy1/mvQafDtzrTTpXAmeIyFHeNHcGbl3iTuA+EXm69xJ8WdLXerAZ8g0bYyKEF4jHC3DzG/o/13s1Php4LM75o/h9ULfg81Xg7CHPHWQ9G/iKbz9KLgH+CbhRVd+RVC3c3A6TdRHnVkQeIiIP9Od7gdOBG6fof5bPMImsNyWkJ8DvZPM6l++Aqp6vqo9U1WP9M39FVV+yiPO6UJj3ou+8PzgvvB/g1mbevInjHofzirsWuCGMjVtn+DLwQ398kC8XXAL4W4HrgROTvn4fuMV/Xp6Un4j7z3kr8D4md7T5OM7k18f9uvyDzZBv2BhTyPoRL8t1uP/YxyTt3+zHvZnEi3rY98H/va72z/ApYLcv3+Ovb/H1x40h66k489Z1wD7/OWsR53aErAs3t8CvAt/zMu0H3jJt/7N6hilk/Yqf1/3AP9N4FM/1/1fS52k03sILN6+L9LHwhwaDwWAwzBg73SxsMBgMBsPMYeRqMBgMBsOMYeRqMBgMBsOMYeRqMBgMBsOMYeRqMBgMBsOMYeRqMBgMBsOMYeRq2LEQkRdIk9orfGoRed6Mx7lURM5eo82x4tPliciJIvKeNdr+3ixlHBd+7APiYuJOct854tKJXbFRshkMiwQjV8OOhaperqrHhw/wj8A3cVFv5inXt1X1NSOaHAvMhVw9bvXzNTZU9TLgDzdIHoNh4WDkajAAIvI44C3AS1W19mHm3i4i+8UlnD7HtztNRL4mIp8WkZtE5KM+vBwi8hYRucbfc1EoHzHm08Qly/4P4FVJ+WnSJKT+jUSr/p64kJlvBZ7py17vtclvish3/efXx5D1JBH5dz/+1SJyhLgsLW/3z3CdiPzxGPN2rO/7Yv/cHxWR00XkW+ISXJ+8Vh8Gw3aEkathx0NcYPqP4fKT/pcvfiEu48tTcHFf357E030q8Dpc8ufjcIHNAd6nqiep6pOBvcDz1xj6w8BrVPWUEW3eALzKa4rPBA7gElx/02vc78QFXn+OugxL5wCpSbkjq4/fehnwWlUNz3cAFzLyXlU9CZeV5Y98DNi18MvAu3Eh/Z6A06pP9bL/5Rj3GwzbDkauBgP8DXCDqn4iKTsV+Li6zC93AV/HEQ7A1ap6u7qMMPtwZlqAZ4vIVSJyPS5zyK8MG1BEjgQeqKpf90UfGdL0W8A7ROQ1vv1qoc0y8CE/7qdwRBpQkvXxwJ2qeg2Aqv7c93sGLjj8PlzO1gfjgquvhR+r6vV+jBuAL6uLq3o9zdwYDDsKS2s3MRi2L0TkNOB3gRPyqhG3HUrOB8CSiOzBrdmeqKo/EZELcAHMhw7NeDk/3yoin8MFNv9PETm90Oz1wF04LbsCDo6SdcTYAvyZqk665pyOUSfXNfaOMexQmOZq2LHwKbo+DLxMVe/Lqr8BnOPXIR8CPAuXnWMYApHeIy6x+EjvYHU5PO8VkVN90UuGyPgYrxW+Dfg2zux6H3BE0uxInCZaAy8FeqPGBm4CHi4iJ/kxjhCXM/NK4JXeTI6IPE5cOkSDwTAh7FelYSfjT4CHAh/IfI/+DvgkcAouJaACb1TV/xGRJ5Q6UtWficiHcKbQ23A5KtfCy4FLROR+hnsov05Eno3TOr8PfB6nEa6KyLXApTiN+TMi8iJc/stfjBpUVVe8g9Z7xeUSPYBbd70YZ8b9rnd8+l9cTlGDwTAhLOWcwWAYGyJyLC6f55OnuPc0nNPYWo5eBsOWh5mFDQbDJBgAR04TRAKnYf90Q6QyGBYMprkaDAaDwTBjmOZqMBgMBsOMYeRqMBgMBsOMYeRqMBgMBsOMYeRqMBgMBsOM8f9IHVFcVq8MvAAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "pset.show(field=fieldset.U)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The final step is to run (or 'execute') the `ParticelSet`. We run the particles using the `AdvectionRK4` kernel, which is a 4th order Runge-Kutte implementation that comes with Parcels. We run the particles for 6 days (using the `timedelta` function from `datetime`), at an RK4 timestep of 5 minutes. We store the trajectory information at an interval of 1 hour in a file called `EddyParticles.nc`. Because `time` was `not_yet_set`, the particles will be advected from the first date available in the `fieldset`, which is the default behaviour." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "INFO: Compiled JITParticleAdvectionRK4 ==> c:\\users\\miria\\appdata\\local\\temp\\parcels-tmp\\2895316a8ee14d0a17a7e4c0e2446f2f.dll\n" ] } ], "source": [ "output_file = pset.ParticleFile(name=\"EddyParticles.nc\", outputdt=timedelta(hours=1)) # the file name and the time step of the outputs\n", "pset.execute(AdvectionRK4, # the kernel (which defines how particles move)\n", " runtime=timedelta(days=6), # the total length of the run\n", " dt=timedelta(minutes=5), # the timestep of the kernel\n", " output_file=output_file)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The code should have run, which can be confirmed by printing and plotting the `ParticleSet` again" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "P[0](lon=227199.296875, lat=82140.656250, depth=0.000000, time=518400.000000)\n", "P[1](lon=261315.203125, lat=320586.781250, depth=0.000000, time=518400.000000)\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "print(pset)\n", "pset.show(field=fieldset.U)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note that both the particles (the black dots) and the `U` field have moved in the plot above. Also, the `time` of the particles is now 518400 seconds, which is 6 days." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The trajectory information of the particles can be written to the `EddyParticles.nc` file by using the `.export()` method on the output file. The trajectory can then be quickly plotted using the `plotTrajectoriesFile` function." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "output_file.export()\n", "plotTrajectoriesFile('EddyParticles.nc');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The `plotTrajectoriesFile` function can also be used to show the trajectories as an animation, by specifying that it has to run in `movie2d_notebook` mode. If we pass this to our function above, we can watch the particles go!" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/html": [ "" ], "text/plain": [ "" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "plotTrajectoriesFile('EddyParticles.nc', mode='movie2d_notebook')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The `plotTrajectoriesFile` can also be used to display 2-dimensional histograms (`mode=hist2d`) of the number of particle observations per bin. Use the `bins` argument to control the number of bins in the longitude and latitude direction. See also the [matplotlib.hist2d](https://matplotlib.org/api/_as_gen/matplotlib.pyplot.hist2d.html) page." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plotTrajectoriesFile('EddyParticles.nc', mode='hist2d', bins=[30, 20]);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now one of the neat features of Parcels is that the particles can be plotted as a movie *during execution*, which is great for debugging. To rerun the particles while plotting them on top of the zonal velocity field (`fieldset.U`), first reinitialise the `ParticleSet` and then re-execute. However, now rather than saving the output to a file, display a movie using the `moviedt` display frequency, in this case with the zonal velocity `fieldset.U` as background" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "# THIS DOES NOT WORK IN THIS IPYTHON NOTEBOOK, BECAUSE OF THE INLINE PLOTTING.\n", "# THE 'SHOW_MOVIE' KEYWORD WILL WORK ON MOST MACHINES, THOUGH\n", "# pset = ParticleSet(fieldset=fieldset, size=2, pclass=JITParticle, lon=[3.3e5, 3.3e5], lat=[1e5, 2.8e5])\n", "# pset.execute(AdvectionRK4,\n", "# runtime=timedelta(days=6),\n", "# dt=timedelta(minutes=5),\n", "# moviedt=timedelta(hours=1),\n", "# movie_background_field=fieldset.U)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Running particles in backward time" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Running particles in backward time is extremely simple: just provide a `dt` < 0. " ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "output_file = pset.ParticleFile(name=\"EddyParticles_Bwd.nc\", outputdt=timedelta(hours=1)) # the file name and the time step of the outputs\n", "pset.execute(AdvectionRK4,\n", " dt=-timedelta(minutes=5), # negative timestep for backward run\n", " runtime=timedelta(days=6), # the run time\n", " output_file=output_file)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now print the particles again, and see that they (except for some round-off errors) returned to their original position" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "P[0](lon=330000.500000, lat=100003.554688, depth=0.000000, time=0.000000)\n", "P[1](lon=329996.343750, lat=279996.281250, depth=0.000000, time=0.000000)\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "print(pset)\n", "pset.show(field=fieldset.U)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Adding a custom behaviour kernel" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "A key feature of Parcels is the ability to quickly create very simple kernels, and add them to the execution. Kernels are little snippets of code that are run during exection of the particles." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In this example, we'll create a simple kernel where particles obtain an extra 2 m/s westward velocity after 1 day. Of course, this is not very realistic scenario, but it nicely illustrates the power of custom kernels." ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "def WestVel(particle, fieldset, time):\n", " if time > 86400:\n", " uvel = -2.\n", " particle.lon += uvel * particle.dt" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now reset the `ParticleSet` again, and re-execute. Note that we have now changed `kernel` to be `AdvectionRK4 + k_WestVel`, where `k_WestVel` is the `WestVel` function as defined above cast into a `Kernel` object (via the `pset.Kernel` call)." ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "INFO: Compiled JITParticleAdvectionRK4WestVel ==> c:\\users\\miria\\appdata\\local\\temp\\parcels-tmp\\88e3bb6347702f6fc0ee477bd063475e.dll\n" ] } ], "source": [ "pset = ParticleSet.from_list(fieldset=fieldset, pclass=JITParticle, lon=[3.3e5, 3.3e5], lat=[1e5, 2.8e5])\n", "\n", "k_WestVel = pset.Kernel(WestVel) # casting the WestVel function to a kernel object\n", "\n", "output_file = pset.ParticleFile(name=\"EddyParticles_WestVel.nc\", outputdt=timedelta(hours=1))\n", "pset.execute(AdvectionRK4 + k_WestVel, # simply add kernels using the + operator\n", " runtime=timedelta(days=2),\n", " dt=timedelta(minutes=5),\n", " output_file=output_file)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And now plot this new trajectory file" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "image/png": 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wbcx/LVDm7icAd8R8mNnJwOXAKcAk4LdmlmNmOcBdwIXAycAVMS8NbENEWtu778BDX4I/fT58zsnTvaYyxb7d4d2rjngQb/SKcHd3oDx+7BRfDpwDfDmmzwBuAe4GJsdpgCeA35iZxfRH3H0/sM7MioDqhtAid18LYGaPAJPNbEUD2xCR1lAyPzzHevs7sPJvkNctPKJ0/HWw5S3d+jxT9B0Z3i1xxIN4WrcRibWBRcAJhFrBGmCXu1fELKXAoDg9CCgBcPcKM9sN9I3pc5NWm7xMSZ30CXGZ+rZRd/+mAlMB8vPzKSwsTOewDlFeXt6s5TqKbD9+UBnAoWXQs2wpp711M+aVAGzv9zHeOfF6Dh7sCa9W/yuPhTXvw5rCNtnfltZevwND1y1nOLC138fZOPhi9hzBv0laQcPdK4HRZtYL+DNwUqps8T3VE0K8gfRUTWQN5U+1f9OAaQDjxo3ziRMnpsrWoMLCQpqzXEeR7ccPKgOIZXDWmfDGDHjtdogBA8uh/2nn0f+syW27g0dYu/wOlMyHl58AIL9sIfmfu/mI1vyaNHrK3XcBhUAB0MvMqoPOYGBTnC4FhgDE+T2BncnpdZapL317A9sQkZZWVcWArYXwm3Hwt+9C72FhOKf6LTLb+leg6mCYrjx4xAclNFrTMLP+wEF332VmXYFPEzqoXwQuBR4BpgBPx0Vmxs+vx/n/cHc3s5nAQ2b2S+BYYCQwn1CjGGlmw4GNhM7yL8dl6tuGiLSUDfNg4XQomcfJZesg/1/gy4/DyPOgdIH6LTLdsWPiROvcODKd5qmBwIzYr5EAHnP3Z8zsbeARM7sNeBO4N+a/F/hT7OjeSQgCuPtyM3sMeBuoAG6IzV6Y2beA2UAOMN3dl8d1/aCebYjI4fJ4z6Lnbw7TGOuGXsHwKb8ND/2BECgULDLbupfD+6jPwJnfPuJ/r3RGT70FnJ4ifS21o5+S0/cBl9Wzrh8DP06RPguYle42ROQwVFXBipnw8s9h69LadEvgidzagCGZr3guvBpvHFn0QggaR5i+HSLZovh1ePwauHN0uDiv4gP45PfCQ3xiv8WuXqe29V5KU7zyi1hLpNUustST+0Q6uvd3wks/g3m/p2Zg4sSbQsBI5MDI82v6Lfaseb+t91bStfENWPNCuDajFR+EpaAh0hG5h0eBLrgXlj8FFftq51kCcjqFgAGH9lt0kOstOrw1L4ZaY9c+cMnvYMuSVhusoKAh0pGsKYQF02DbynBDwbyjYfSXYfB4eOZ/hyYMDZ9t39YUwgNfCLcMyekMXXqER8C2EgUNkfbug13hVh9vzIDiV2Oiwcf/F5z9fejcPST1PV7DZ9u7vVvgz9fV3iyyqiL8TVvx76mgIdLelMyHd54LJ4wty2DdS2E6rzvhsicPTVBde9UGDNDw2fasZD4sewqWPQn79oTaYlVlm9QaFTRE2oN9u8NFeMuegKWP1/7S7D4QCr4JJ0+GyopwB1o1QXUsJfPhvs+EvyvA5Lug34ltVmtU0BDJNNU1iU5HwXvvQvFrsHVZCBSWqA0YloAzvgGfTGrPnjJTTVAdzfpXwu1BIAyNLt8Kp3+lzf6+ChoibaFkfmyLngCde8C2t2Hr8hAgNi6szZeTB8cVwCe/D0M/HtIe+lJtbWJ4ndqEmqA6nmFnhWtpMqQGqaAh0tKqA0L1r/2DH8DuUthVDLs2wIa5hzYxVcvJg669az9bIlxLcfb3D82n2kR2qX6ka4b8zRU0RJLVPeE3lGfweOg9NDQhvbc9vG98I4xiqqoAM+jSCz4oO3T55CYmDE79QqhJ9D0eNr0ZHtdZ/atyxMQPb1+1ieyTQX9zBY2ox+6V8Mqi9E4WjUX7ppx4tL3W26cN88JIo0FjYMDJoQZw8P2a9yEbnoJXHgodyokc+OgXw4ik/XvCiJX9e2DPJti5lnoe7XIod+g1FApugF7HhVfvoVBWDH+6pDYwTPg3GDAqLJNhvypF6lLQACiZz+jF/x4eOJPIgbFXh3/wZLs2wKL7wjC3+vKkm685ecZcDb2G8CG7SuCN5HxTPpxvV0n89Vud5yroeWiekavmwcvP1+Y5/avQc3Cc67Vvu0th8QO1+U67IuRzr823uxTeerQ2z6mXQo+B4dd1db49m+Dtp2OeBHzkM9Ctf8xTGd7Lt4WbsHll6AAc+nHo0jP8iq95VYZf8tuW19yplR7Hhu1WHAgn5sqD4Yro6mcO1OP45A9VFbD4IejcM1w81blHeE8kao8Tg5M+C6OvDPverV8ICMl9Dhf994dP/D2ObTgwZNCvSpG6zD2NX0ztyLhx43zhwoWNZ0z2yi/wF25N+ahAaQGWgEQuYKHJxhLhRJ58Es/tEq5etkTMnwP7y2H/7to83frD0flhXiK39rVnI5Str82Xfwoc89Fwq4ycvHDV7OY3ww37qu+9NOozcNLnoFPXMEqpU1dWvjaLUWvvCTWNnE7w1adhaMGhx1Iy/9DmoykzP3yCT7d2lIHa5ZPrWlA2H7+ZLXL3cY3lU00DYNhZVCXyyPHKcLL48mMwuE7ZlS6Eh74YTnb15Uk3X7PyPN7A9i6rzXflE6nX9eCldfKccUiWN5+5h9OX31ab5ytPhjb7ama160puWvnqX+C4CYfmSffE2tQ8lz+U+iRcN99nf9X4ulI8d2DL+oOMOmtywyf8dJqPVFOQDkw1jeiNp3/HmD7vtb82/xZaV2FhIROPPyrzjq+1yyBLf2VWy/YyyObjT7emoaARZfOXBXT8oDIAlUE2H3+6QUMPYRIRkbQpaIiISNoUNEREJG0KGiIikjYFDRERSZuChoiIpE1BQ0RE0tZo0DCzIWb2opmtMLPlZvbtmH6LmW00s8XxdVHSMjeZWZGZrTKzC5LSJ8W0IjO7MSl9uJnNM7PVZvaomeXF9M7xc1GcP6wlD15ERJomnZpGBfBddz8JKABuMLOT47w73H10fM0CiPMuB04BJgG/NbMcM8sB7gIuBE4Grkhaz8/iukYCZcC1Mf1aoMzdTwDuiPlERKSNNBo03H2zu78Rp/cCK4BBDSwyGXjE3fe7+zqgCBgfX0XuvtbdDwCPAJPNzIBzgCfi8jOAzyeta0acfgI4N+YXEZE20KQbFsbmodOBecCZwLfM7CpgIaE2UkYIKHOTFiulNsiU1EmfAPQFdrl7RYr8g6qXcfcKM9sd82+vs19TgakA+fn5FBYWNuWwACgvL2/Wch1Fth8/qAxAZZDtx5+OtIOGmR0NPAl8x933mNndwI8I95r+EfAL4GuQ8g7jTupajTeQn0bm1Sa4TwOmQbj3VHPuHZPN95wBHT+oDEBlkO3Hn460Rk+ZWSdCwHjQ3Z8CcPet7l7p7lXAPYTmJwg1heQn/AwGNjWQvh3oZWa5ddIPWVec3xPY2ZQDFBGRlpPO6CkD7gVWuPsvk9IHJmW7BFgWp2cCl8eRT8OBkcB8YAEwMo6UyiN0ls/0cJvdF4FL4/JTgKeT1jUlTl8K/MM72m15RUTakXSap84EvgosNbPFMe2HhNFPownNReuB6wDcfbmZPQa8TRh5dYO7VwKY2beA2UAOMN3dl8f1/QB4xMxuA94kBCni+5/MrIhQw7j8MI5VREQOU6NBw93/Seq+hVkNLPNj4Mcp0melWs7d11LbvJWcvg+4rLF9FBGR1qErwkVEJG0KGiIikjYFDRERSZuChoiIpE1BQ0RE0qagISIiaVPQEBGRtCloiIhI2hQ0REQkbQoaIiKSNgUNERFJm4KGiIikTUFDRETSpqAhIiJpU9AQEZG0KWiIiEjaFDRERCRtChoiIpI2BQ0REUmbgoaIiKRNQUNERNKmoCEiImlT0BARkbQpaIiISNoaDRpmNsTMXjSzFWa23My+HdP7mNkcM1sd33vHdDOzO82syMzeMrMxSeuaEvOvNrMpSeljzWxpXOZOM7OGtiEiIm0jnZpGBfBddz8JKABuMLOTgRuBF9x9JPBC/AxwITAyvqYCd0MIAMDNwARgPHBzUhC4O+atXm5STK9vGyIi0gYaDRruvtnd34jTe4EVwCBgMjAjZpsBfD5OTwbu92Au0MvMBgIXAHPcfae7lwFzgElxXg93f93dHbi/zrpSbUNERNpAblMym9kw4HRgHpDv7pshBBYzGxCzDQJKkhYrjWkNpZemSKeBbdTdr6mEmgr5+fkUFhY25bAAKC8vb9ZyHUW2Hz+oDEBlkO3Hn460g4aZHQ08CXzH3ffEboeUWVOkeTPS0+bu04BpAOPGjfOJEyc2ZXEACgsLac5yHUW2Hz+oDEBlkO3Hn460Rk+ZWSdCwHjQ3Z+KyVtj0xLxfVtMLwWGJC0+GNjUSPrgFOkNbUNERNpAOqOnDLgXWOHuv0yaNROoHgE1BXg6Kf2qOIqqANgdm5hmA+ebWe/YAX4+MDvO22tmBXFbV9VZV6ptiIhIG0ineepM4KvAUjNbHNN+CNwOPGZm1wIbgMvivFnARUAR8D5wDYC77zSzHwELYr5b3X1nnL4euA/oCjwbXzSwDRERaQONBg13/yep+x0Azk2R34Eb6lnXdGB6ivSFwKkp0nek2oaIiLQNXREuIiJpU9AQEZG0KWiIiEjaFDRERCRtChoiIpI2BQ0REUmbgoaIiKRNQUNERNKmoCEiImlT0BARkbQpaIiISNoUNEREJG0KGiIikjYFDRERSZuChoiIpE1BQ0RE0qagISIiaVPQEBGRtCloiIhI2hQ0REQkbQoaIiKSNgUNERFJm4KGiIikTUFDRETS1mjQMLPpZrbNzJYlpd1iZhvNbHF8XZQ07yYzKzKzVWZ2QVL6pJhWZGY3JqUPN7N5ZrbazB41s7yY3jl+Lorzh7XUQYuISPOkU9O4D5iUIv0Odx8dX7MAzOxk4HLglLjMb80sx8xygLuAC4GTgStiXoCfxXWNBMqAa2P6tUCZu58A3BHziYhIG2o0aLj7y8DONNc3GXjE3fe7+zqgCBgfX0XuvtbdDwCPAJPNzIBzgCfi8jOAzyeta0acfgI4N+YXEZE2knsYy37LzK4CFgLfdfcyYBAwNylPaUwDKKmTPgHoC+xy94oU+QdVL+PuFWa2O+bfXndHzGwqMBUgPz+fwsLCJh9MeXl5s5brKLL9+EFlACqDbD/+dDQ3aNwN/Ajw+P4L4GtAqpqAk7pG4w3kp5F5hya6TwOmAYwbN84nTpzYwK6nVlhYSHOW6yiy/fhBZQAqg2w//nQ0a/SUu29190p3rwLuITQ/QagpDEnKOhjY1ED6dqCXmeXWST9kXXF+T9JvJhMRkSOgWUHDzAYmfbwEqB5ZNRO4PI58Gg6MBOYDC4CRcaRUHqGzfKa7O/AicGlcfgrwdNK6psTpS4F/xPwiItJGGm2eMrOHgYlAPzMrBW4GJprZaEJz0XrgOgB3X25mjwFvAxXADe5eGdfzLWA2kANMd/flcRM/AB4xs9uAN4F7Y/q9wJ/MrIhQw7j8sI9WREQOS6NBw92vSJF8b4q06vw/Bn6cIn0WMCtF+lpqm7eS0/cBlzW2fyIi0np0RbiIiKRNQUNERNKmoCEiImlT0BARkbQpaIiISNoO5zYiIiIZb1FxGXPX7qBgRF/GDu0NQFWVs7+iin0HK1mwfidvbCjjzBP6UZXiUrBUy2czBQ0RaffCiX07Jw3sQe+j8tiw831Kdr7Pmxt28eKqbVTFWHBUXg4VVc6BiqoPreN3L60FoHvhbLp3yeXoLrmYGau37qXKITdhfH/SR7jglGMY3PsochKWlQFFQUNE2qUd5ftZWFzGM0s28czSzaS6X0S3vJyagGHAqGO6c8bwPnTJzaFLpxwWrN/Jiyu31dwIb1SfBAUnDWbvvgr27jvIis17a5avqHJ+MmslP5m1krycBMf06ELprvdxh045CWZ87Qw+dny/Vjr6tqOgISLtwvNvb+WpN0s5WFHF2u3vsebd9wDISVhNwDDgkjGDuP7s4xnc+yje3ryHK/8wl4MVVXTKTfDvnzn5kBrB+OI+vLZme838fx2Zx9cvPqVm/qLispqRG/hXAAASY0lEQVTlc3MS3HzxyeQmEqx5t5znV9TWYA5UVvGVe+fzsRF9OfOEfnzihH7sq6hk/rqdHa4WoqAhIhnrvf0VzF6+hfteXc9bG3fXpI8d2pvvTxrM+GF9qKiq4uo/Lqg58V85YSgj87vX5Hvw6wX1NiHVnb933ZIG5ycvf/4px9QElETCuODkY1i9rZyfPbfykCfG5eUYD36jgDOG9Wn5AmoDChoiklEWrN/JYwtL2LpnHwvWlfHBwUp6ds3FCDe7yzE4Z9QAvjnxhJplGgsMDf3ST55fuK7h+XXTU21329593PrXt3nmrc0AHKh0vvbHBXz9rBF88YzBDOzZtYklklkUNEQkI1RUVvHLOau4u3BtzYNzzjspn6lnjyABXHnvvJraRMGIvocs21hgOFJSbXdA9y5cc+Zwnl+xtaYWMqJ/N+54/h1+/cI7nDNqAOOH9+FARRUfO75fu2u6UtAQkTbl7jy3bAv//fdVrI39FBBqFKOP61XTrNNQbSLTpKqFFO94j0cXlPDgvA08v2IbAHm5RTz8jYKMP55kChoi0iYWFZfx6IINvFFcRtG773HCgKP5/qSPcOcLq1PWKNqqNtFcdfd3aN9ufH/SKLrm5fDLv7+DAwcqqrj56WVMv+YMBnTv0nY72wQKGiLS6uau3c6Vf5hPZRx+dMOnjuf/nPcRchLGhOF9202Nojk+fnw/7upUxMGKKjBjxZY9nPPzl7jk9EH0796ZM0/I7CYrBQ0RaVWbdn3Adx5dUhMwcgyOysslJ2FA+6tRNFXdpqs+3fL43uNL+NPcYgDuerGIhzK4yUpBQ0RaxaLiMh5bsIFZy7ZQUel0yjGqqjxlx3ZHVzcwfmrUABYVl+HA/ooqZi/foqAhItlrUXEZl097nYOVjgG/vmI0g3od1aGboZqiYERfOndKcKCiiiqHRxeUMLL/0Wwr359x5aOgISJH3J/f3MjBytAclTAo2fkBnzttUEadDNtScpPVkN5dufWZt/nek2+RMMjLTfDg1zOnuUpBQ0SOmEXFZbywYitPv7kRIwSMbGyOSkdyk9XKLXv5beEaqhwOVlQxd+0OBQ0R6diq79u072C4o+y3zjmerp1yM665JROde1I+f3hlHQcqwwirTAqyegiTiBwRc9fuYH8MGAmDrp1yueFTJyhgpGHs0N48PLWAcUN7U1nlPLpgA4uKy9p6twAFDRE5QgpG9A23nSW0y2fSr+X2YOzQ3nz3/BMx4LGFpVz5h7kZETgaDRpmNt3MtpnZsqS0PmY2x8xWx/feMd3M7E4zKzKzt8xsTNIyU2L+1WY2JSl9rJktjcvcaWbW0DZEpH0o3vEe7rWdvKphNN0bG3bVTB+IfRttLZ2axn3ApDppNwIvuPtI4IX4GeBCYGR8TQXuhhAAgJuBCcB44OakIHB3zFu93KRGtiEiGW5RcRnfe+ItAJYl3dJcmqZgRF/ycsNpOieRGX0bjQYNd38Z2FkneTIwI07PAD6flH6/B3OBXmY2ELgAmOPuO929DJgDTIrzerj76+7uwP111pVqGyKS4eau3VFzxXdFZWb8Qm6Pxg7tzUNfn0CXTgmOzZBbqje3TyPf3TcDxPcBMX0QUJKUrzSmNZRemiK9oW2ISIYrGNEXi/0ZGmJ7mMw4UFFF8c73M6Jfo6WH3FqKNG9GetM2ajaV0MRFfn4+hYWFTV0F5eXlzVquo8j24weVAbRsGfTtDPsq4dKRuexdtyTlA44yTSZ+B55Zc6DmcbYHDlbx8PML2Ht8XpvtT3ODxlYzG+jum2MT07aYXgoMSco3GNgU0yfWSS+M6YNT5G9oGx/i7tOAaQDjxo3ziRMn1pe1XoWFhTRnuY4i248fVAbQcmWwqLiMHbNfwx0eWV3BxWePaxcd4Zn4Heg+vIxn1tc+5/yKT5/RpmXZ3OapmUD1CKgpwNNJ6VfFUVQFwO7YtDQbON/MescO8POB2XHeXjMriKOmrqqzrlTbEJEMN3ftjppfxwczZNRPe1U9+uz/nP+RjBiF1mhNw8weJtQS+plZKWEU1O3AY2Z2LbABuCxmnwVcBBQB7wPXALj7TjP7EbAg5rvV3as7168njNDqCjwbXzSwDRHJcAUj+pKXk+BAZXjcqfo0Dk8m3S6+0aDh7lfUM+vcFHkduKGe9UwHpqdIXwicmiJ9R6ptiEjmGzu0Nw9/YwLXPbCIvBxj7trtNenSvumKcBE5IsYO68Mlpw9i0+79/Hz2Oxkx8kcOn4KGiBwx3TqHxozq52Grb6P9U9AQkSPmrJH96RyvaK5yyE0Yd71YpBpHO6Zbo4vIETN2aG8e+kYBMxdv5OH5G7j92ZVYBj5YSNKnoCEiR1T1yJ/yAxU8uWgj7rVNVQoa7Y+ap0SkVXx5/NCam+9VOSzftJvX12xXc1U7o5qGiLSKMAy3gH+ufpdVW/cya+kWnl26Rc1V7YyChoi0muSL1L73xBIeX1iKO+w7WMWM19YzekgvchKpbkknmUJBQ0TaxOVnHMdfF29if0V4JOzMJZtYXLKL804aQPcunTjrxP6qeWQgBQ0RaRNjh/bmwW8UMHftDsYP78OO8gPc8fw73PvqegDu/Mdq/u3sEXz1Y8MYmCHPkhAFDRFpQ3XvqbTm3XJ+sXUVVR46y39buJbfFq5l1DHdOfvE/gzs1YVd7x1ULaQNKWiISMaofrxp9W3Af3rJR9m2dx8vvfMuf/jnWipDSxa/emE1px7bg9OG9GJ4v264w9KNuyjfX0F+jy6cemxPlpTuorLKOXVQT1ZvLQeDfx0zWMHmMCloiEjGqL4N+Ny1OygY0bfmBH/d2cfzqznv8OsXVtc8pW3Hewf4y5sbee9AZYo11T4o9Mk3NtZMP7GwhIenfkyB4zDoOg0RyShjh/bmhk+d8KET+1kn9qdTjmFATgJ6HdWpnoBRv4OVrvtfHSYFDRFpF1Zt2UtFleNAZRWs2Ly3yevolKNnexwuNU+JSEZbVFzGH/+5jmeWbk4534BOuQkmntgfBwZ078wpx/Zk+abdOHBq0rT6NA6fgoaIZKRFxWU88HoxTy/eSFWK+QkgNzfBpWMHKxi0IgUNEck49726jlufeZsqPzQ99GcYX//EcLp37XRIZ7m0DgUNEckYi9bv5JfPr+bVou2HpFc3QalW0fYUNESkzS0qLuOel9fw3PKtH5qXkzC+dMYQBYsMoaAhIm1mUXEZM15bz1+XbKJOS1RNU9Stk0/lyxOOa4vdkxQUNESkVS0qLmPu2h3kJoz/N3sVlXU6LtQUldkUNESk1SwqLuPL98ytubNtMgWL9kFBQ0RaxZOLSvnZcysPCRg5CQN3cnIULNqLwwoaZrYe2AtUAhXuPs7M+gCPAsOA9cAX3b3MzAz4NXAR8D5wtbu/EdczBfiPuNrb3H1GTB8L3Ad0BWYB33b3uk2fIpKh5q7dzgNzN7C0dDfFO9+vSTegc6cE//nZUyh7/4CGzrYjLVHT+JS7J4+PuxF4wd1vN7Mb4+cfABcCI+NrAnA3MCEGmZuBcYADi8xspruXxTxTgbmEoDEJeLYF9llEjoDQX7GdAd27ULhqG39buuVDeRIGZ57Qj+98+kQFinboSDRPTQYmxukZQCEhaEwG7o81hblm1svMBsa8c9x9J4CZzQEmmVkh0MPdX4/p9wOfR0FDJKNUd2xXVlVx5wtFVMSO7eQb2yUMEma4O51yEwoY7djhBg0H/m5mDvze3acB+e6+GcDdN5vZgJh3EMn3K4bSmNZQemmKdBHJAFVVzpNvlHLTU0trAkU1A74wdhDPvLW55tkYaorqGA43aJzp7ptiYJhjZisbyJvqafHejPQPr9hsKqEZi/z8fAoLCxvc6VTKy8ubtVxHke3HDyoDaLwM3nq3glc3VvBBBazfU8WeA4f+SyYMcMhNwKjcHYwak8fKnZWM6pPDsR+s5ViDvetKKVx3ZI+jufQdaNxhBQ133xTft5nZn4HxwFYzGxhrGQOBbTF7KTAkafHBwKaYPrFOemFMH5wif6r9mAZMAxg3bpxPnDgxVbYGFRYW0pzlOopsP35QGcCHy+DFVdt4+s2NHKisYvnGPRTv3F8z78wT+jH2uF78/uW1VFR2jNqEvgONa3bQMLNuQMLd98bp84FbgZnAFOD2+P50XGQm8C0ze4TQEb47BpbZwE/MrPobdj5wk7vvNLO9ZlYAzAOuAv6nufsrIvVbVFzGq0XbKdt8kOLX1rO4ZBevr9nOlj21QeKYHp2JFQlyDD5+fF9u+NQJnP2RAR960p50XIdT08gH/hxG0pILPOTuz5nZAuAxM7sW2ABcFvPPIgy3LSIMub0GIAaHHwELYr5bqzvFgeupHXL7LOoEFzks1Z3W/3JsTzrlJli5ZQ+vrH6XF1e9S81g9mXL6d+9Mz27dsL27K8JEueelM+Tb5TW9FFUP8xo7NDeChZZpNlBw93XAqelSN8BnJsi3YEb6lnXdGB6ivSFwKnN3UcRqbWouIzLp73OwcpD+yG6dsqpCRgGTD17BDdOGsUbG3Zx5R/m1gSJL4wZzBfGDFatIsvpinCRLBGGxYboYMC/jh3E9y8YRcnO97ny3nkcrKgix+D8k4/BzBg7tDcPfr3gQ0FCwSK7KWiIZImCEX3Jy03U1ByuGD+UAT26MKBHl5rg0HlX8SFBQU1PUpeChkiWqK/mUD1v7NDeFBaWNrAGEQUNkayimoMcrkTjWURERAIFDRERSZuChoiIpE1BQ0RE0qagISIiaVPQEBGRtFlHe3qqmb0LFDdj0X7A9kZzdVzZfvygMgCVQTYf/1B3799Ypg4XNJrLzBa6+7i23o+2ku3HDyoDUBlk+/GnQ81TIiKSNgUNERFJm4JGrWltvQNtLNuPH1QGoDLI9uNvlPo0REQkbappiIhI2hQ0REQkbe0+aJjZdDPbZmbLktL6mNkcM1sd33vHdDOzO82syMzeMrMxSctMiflXm9mUpPSxZrY0LnOnxYei17eNtlBPGdxiZhvNbHF8XZQ076Z4PKvM7IKk9EkxrcjMbkxKH25m8+KxPmpmeTG9c/xcFOcPa50jPpSZDTGzF81shZktN7Nvx/Ss+R40UAZZ8T0wsy5mNt/MlsTj/6/m7nNLlUuH5e7t+gV8EhgDLEtK+3/AjXH6RuBncfoi4FnC0y4LgHkxvQ+wNr73jtO947z5wMfiMs8CFza0jQwqg1uA/5si78nAEqAzMBxYA+TE1xpgBJAX85wcl3kMuDxO/w64Pk5/E/hdnL4ceLSNjn8gMCZOdwfeiceZNd+DBsogK74H8e9ydJzuBMyLf9sm7XNLlktHfbX5DrTQF2YYh54wVwED4/RAYFWc/j1wRd18wBXA75PSfx/TBgIrk9Jr8tW3jQwqg/pOFjcBNyV9nh1Phh8DZtfNF/8ZtwO5Mb0mX/WycTo35rMM+D48DZyXjd+DFGWQdd8D4CjgDWBCU/e5Jculo77affNUPfLdfTNAfB8Q0wcBJUn5SmNaQ+mlKdIb2kYm+VZsfpme1GzS1DLoC+xy94o66YesK87fHfO3mdjMcDrhl2ZWfg/qlAFkyffAzHLMbDGwDZhDqBk0dZ9bslw6pI4aNOpjKdK8Gentwd3A8cBoYDPwi5jekmWQUeVjZkcDTwLfcfc9DWVNkdYhvgcpyiBrvgfuXunuo4HBwHjgpFTZ4ntLHX9GHHtr6qhBY6uZDQSI79tieikwJCnfYGBTI+mDU6Q3tI2M4O5b4z9RFXAP4Z8Iml4G24FeZpZbJ/2QdcX5PYGdLX80jTOzToST5YPu/lRMzqrvQaoyyLbvAYC77wIKCX0aTd3nliyXDqmjBo2ZQPXIlymE9t3q9Kvi6JkCYHdsUpgNnG9mvWP1/XxCu+RmYK+ZFcTRMlfVWVeqbWSE6hNZdAlQPbJqJnB5HD0yHBhJ6ORdAIyMI0HyCJ2DMz001L4IXBqXr1ue1WVwKfCPmL9Vxb/NvcAKd/9l0qys+R7UVwbZ8j0ws/5m1itOdwU+Dayg6fvckuXSMbV1p8rhvoCHCdXug4RfA9cS2hlfAFbH9z4xrwF3Edo6lwLjktbzNaAovq5JSh9H+EdbA/yG2qvoU24jg8rgT/EY3yL8IwxMyv/v8XhWEUcBxfSLCKNu1gD/npQ+gvCPUwQ8DnSO6V3i56I4f0QbHf8nCE0CbwGL4+uibPoeNFAGWfE9AD4KvBmPcxnwn83d55Yql4760m1EREQkbR21eUpERI4ABQ0REUmbgoaIiKRNQUNERNKmoCEiImlT0BARkbQpaIiISNr+f1xTx9pldm+YAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "output_file.export()\n", "plotTrajectoriesFile('EddyParticles_WestVel.nc');" ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "## Reading in data from arbritrary NetCDF files" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In most cases, you will want to advect particles within pre-computed velocity fields. If these velocity fields are stored in NetCDF format, it is fairly easy to load them into the `FieldSet.from_netcdf()` function." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The `examples` directory contains a set of [GlobCurrent](http://globcurrent.ifremer.fr/products-data/products-overview) files of the region around South Africa." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "First, define the names of the files containing the zonal (U) and meridional (V) velocities. You can use wildcards (`*`) and the filenames for U and V can be the same (as in this case)" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [], "source": [ "filenames = {'U': \"GlobCurrent_example_data/20*.nc\",\n", " 'V': \"GlobCurrent_example_data/20*.nc\"}" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Then, define a dictionary of the variables (`U` and `V`) and dimensions (`lon`, `lat` and `time`; note that in this case there is no `depth` because the GlobCurrent data is only for the surface of the ocean)" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [], "source": [ "variables = {'U': 'eastward_eulerian_current_velocity',\n", " 'V': 'northward_eulerian_current_velocity'}\n", "dimensions = {'lat': 'lat',\n", " 'lon': 'lon',\n", " 'time': 'time'}" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Finally, read in the fieldset using the `FieldSet.from_netcdf` function with the above-defined `filenames`, `variables` and `dimensions`" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "WARNING: Casting lon data to np.float32\n", "WARNING: Casting lat data to np.float32\n", "WARNING: Casting depth data to np.float32\n" ] } ], "source": [ "fieldset = FieldSet.from_netcdf(filenames, variables, dimensions)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now define a `ParticleSet`, in this case with 5 particle starting on a line between (28E, 33S) and (30E, 33S) using the `ParticleSet.from_line` constructor method" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [], "source": [ "pset = ParticleSet.from_line(fieldset=fieldset, pclass=JITParticle,\n", " size=5, # releasing 5 particles\n", " start=(28, -33), # releasing on a line: the start longitude and latitude\n", " finish=(30, -33)) # releasing on a line: the end longitude and latitude" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And finally execute the `ParticleSet` for 10 days using 4th order Runge-Kutta" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "INFO: Compiled JITParticleAdvectionRK4 ==> c:\\users\\miria\\appdata\\local\\temp\\parcels-tmp\\75f2caa4979626927d98dc8a36303c4f.dll\n" ] } ], "source": [ "output_file = pset.ParticleFile(name=\"GlobCurrentParticles.nc\", outputdt=timedelta(hours=6))\n", "pset.execute(AdvectionRK4,\n", " runtime=timedelta(days=10),\n", " dt=timedelta(minutes=5),\n", " output_file=output_file)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now visualise this simulation using the `plotParticles` script again. Note you can plot the particles on top of one of the velocity fields using the `tracerfile`, `tracerfield`, etc keywords." ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "WARNING: Casting time data to np.float64\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "output_file.export()\n", "plotTrajectoriesFile('GlobCurrentParticles.nc',\n", " tracerfile='GlobCurrent_example_data/20020101000000-GLOBCURRENT-L4-CUReul_hs-ALT_SUM-v02.0-fv01.0.nc',\n", " tracerlon='lon',\n", " tracerlat='lat',\n", " tracerfield='eastward_eulerian_current_velocity');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Sampling a Field with Particles" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "One typical use case of particle simulations is to sample a Field (such as temperature, vorticity or sea surface hight) along a particle trajectory. In Parcels, this is very easy to do, with a custom Kernel." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's read in another example, the flow around a Peninsula (see [Fig 2.2.3 in this document](http://archimer.ifremer.fr/doc/00157/26792/24888.pdf)), and this time also load the Pressure (`P`) field, using `extra_fields={'P': 'P'}`. Note that, because this flow does not depend on time, we need to set `allow_time_extrapolation=True` when reading in the fieldset." ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [], "source": [ "fieldset = FieldSet.from_parcels(\"Peninsula_data/peninsula\", extra_fields={'P': 'P'}, allow_time_extrapolation=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now define a new `Particle` class that has an extra `Variable`: the pressure. We initialise this by sampling the `fieldset.P` field." ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [], "source": [ "class SampleParticle(JITParticle): # Define a new particle class\n", " p = Variable('p', initial=fieldset.P) # Variable 'p' initialised by sampling the pressure" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now define a `ParticleSet` using the `from_line` method also used above in the GlobCurrent data. Plot the `pset` and print their pressure values `p`" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "('p values before execution:', [-2.6537523, -12.28214, -22.267359, -32.635548, -43.27725])\n" ] } ], "source": [ "pset = ParticleSet.from_line(fieldset=fieldset, pclass=SampleParticle, \n", " start=(3000, 3000), finish=(3000, 46000), size=5, time=0)\n", "pset.show(field='vector')\n", "print('p values before execution:', [p.p for p in pset])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now create a custom function that samples the `fieldset.P` field at the particle location. Cast this function to a `Kernel`." ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [], "source": [ "def SampleP(particle, fieldset, time): # Custom function that samples fieldset.P at particle location\n", " particle.p = fieldset.P[time, particle.depth, particle.lat, particle.lon]\n", "\n", "k_sample = pset.Kernel(SampleP) # Casting the SampleP function to a kernel." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Finally, execute the `pset` with a combination of the `AdvectionRK4` and `SampleP` kernels, plot the `pset` and print their new pressure values `p`" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "INFO: Compiled SampleParticleAdvectionRK4SampleP ==> c:\\users\\miria\\appdata\\local\\temp\\parcels-tmp\\987dbc12bf9604c514878c9ea37cf306.dll\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "('p values after execution:', [-2.65027, -12.282154, -22.267172, -32.635548, -43.277206])\n" ] } ], "source": [ "pset.execute(AdvectionRK4 + k_sample, # Add kernels using the + operator.\n", " runtime=timedelta(hours=20),\n", " dt=timedelta(minutes=5))\n", "pset.show(field=fieldset.P, show_time=0)\n", "print('p values after execution:', [p.p for p in pset])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And see that these pressure values `p` are (within roundoff errors) the same as the pressure values before the execution of the kernels. The particles thus stay on isobars!" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Calculating distance travelled" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As a second example of what custom kernels can do, we will now show how to create a kernel that logs the total distance that particles have travelled." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "First, we need to create a new `Particle` class that includes three extra variables. The `distance` variable will be written to output, but the auxiliary variables `prev_lon` and `prev_lat` won't be written to output (can be controlled using the `to_write` keyword)" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [], "source": [ "class DistParticle(JITParticle): # Define a new particle class that contains three extra variables\n", " distance = Variable('distance', initial=0., dtype=np.float32) # the distance travelled\n", " prev_lon = Variable('prev_lon', dtype=np.float32, to_write=False,\n", " initial=attrgetter('lon')) # the previous longitude\n", " prev_lat = Variable('prev_lat', dtype=np.float32, to_write=False,\n", " initial=attrgetter('lat')) # the previous latitude." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now define a new function `TotalDistance` that calculates the sum of Euclidean distances between the old and new locations in each RK4 step" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [], "source": [ "def TotalDistance(particle, fieldset, time):\n", " # Calculate the distance in latitudinal direction (using 1.11e2 kilometer per degree latitude)\n", " lat_dist = (particle.lat - particle.prev_lat) * 1.11e2\n", " # Calculate the distance in longitudinal direction, using cosine(latitude) - spherical earth\n", " lon_dist = (particle.lon - particle.prev_lon) * 1.11e2 * math.cos(particle.lat * math.pi / 180)\n", " # Calculate the total Euclidean distance travelled by the particle\n", " particle.distance += math.sqrt(math.pow(lon_dist, 2) + math.pow(lat_dist, 2))\n", "\n", " particle.prev_lon = particle.lon # Set the stored values for next iteration.\n", " particle.prev_lat = particle.lat" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "*Note:* here it is assumed that the latitude and longitude are measured in degrees North and East, respectively. However, some datasets (e.g. the `MovingEddies` used above) give them measured in (kilo)meters, in which case we must *not* include the factor `1.11e2`." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We will run the `TotalDistance` function on a `ParticleSet` containing the five particles within the `GlobCurrent` fieldset from above. Note that `pclass=DistParticle` in this case." ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [], "source": [ "filenames = {'U': \"GlobCurrent_example_data/20*.nc\",\n", " 'V': \"GlobCurrent_example_data/20*.nc\"}\n", "variables = {'U': 'eastward_eulerian_current_velocity',\n", " 'V': 'northward_eulerian_current_velocity'}\n", "dimensions = {'lat': 'lat',\n", " 'lon': 'lon',\n", " 'time': 'time'}\n", "fieldset = FieldSet.from_netcdf(filenames, variables, dimensions)\n", "pset = ParticleSet.from_line(fieldset=fieldset, \n", " pclass=DistParticle,\n", " size=5, start=(28, -33), finish=(30, -33))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Again define a new kernel to include the function written above and execute the `ParticleSet`." ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "INFO: Compiled DistParticleAdvectionRK4TotalDistance ==> c:\\users\\miria\\appdata\\local\\temp\\parcels-tmp\\1bd8ef2e6f3ce7fb4fc5f2ff255b6b6a.dll\n" ] } ], "source": [ "k_dist = pset.Kernel(TotalDistance) # Casting the TotalDistance function to a kernel.\n", "\n", "pset.execute(AdvectionRK4 + k_dist, # Add kernels using the + operator.\n", " runtime=timedelta(days=6),\n", " dt=timedelta(minutes=5),\n", " output_file=pset.ParticleFile(name=\"GlobCurrentParticles_Dist.nc\", outputdt=timedelta(hours=1)))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And finally print the distance in km that each particle has travelled (note that this is also stored in the `EddyParticles_Dist.nc` file)" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[13.197482, 641.25183, 543.7125, 183.66846, 172.78123]\n" ] } ], "source": [ "print([p.distance for p in pset]) #the distances in km travelled by the particles" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.8" } }, "nbformat": 4, "nbformat_minor": 1 }