From 44b5c8edc535d3f61b49baaa02f3ae83968bdd52 Mon Sep 17 00:00:00 2001 From: Scott Date: Wed, 13 Feb 2019 14:51:26 -0700 Subject: [PATCH] update Hydrotrend nobebook to use pymt.models --- docs/demos/hydrotrend.ipynb | 86 +++++++++++++++++++++---------------- 1 file changed, 48 insertions(+), 38 deletions(-) diff --git a/docs/demos/hydrotrend.ipynb b/docs/demos/hydrotrend.ipynb index 2fb93cac..2e8922b2 100644 --- a/docs/demos/hydrotrend.ipynb +++ b/docs/demos/hydrotrend.ipynb @@ -4,16 +4,16 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## Hydrotrend\n", + "## HydroTrend\n", "\n", "* Link to this notebook: https://github.com/csdms/pymt/blob/master/docs/demos/hydrotrend.ipynb\n", "* Install command: `$ conda install notebook pymt_hydrotrend`\n", "\n", - "### River Sediment Supply Modeling\n", + "HydroTrend is a 2D hydrological water balance and transport model that simulates water discharge and sediment load at a river outlet. You can read more about the model, find references or download the source code at: https://csdms.colorado.edu/wiki/Model:HydroTrend.\n", "\n", - "If you have never used the CSDMS Python Modeling Toolkit (PyMT), learn how to use it here.\n", + "### River Sediment Supply Modeling\n", "\n", - "We are using a theoretical river basin of ~1990 km2, with 1200m of relief and a river length of\n", + "This notebook is meant to give you a better understanding of what the model is capable of. In this example we are using a theoretical river basin of ~1990 km2, with 1200m of relief and a river length of\n", "~100 km. All parameters that are shown by default once the HydroTrend Model is loaded are based\n", "on a present-day, temperate climate. Whereas these runs are not meant to be specific, we are\n", "using parameters that are realistic for the [Waiapaoa River][map_of_waiapaoa] in New Zealand. The Waiapaoa River\n", @@ -23,53 +23,61 @@ "To learn more about HydroTrend and its approach to sediment supply modeling, you can download\n", "this [presentation][hydrotrend_presentation].\n", "\n", + "A more detailed description of applying HydroTrend to the Waipaoa basin, New Zealand has been published in WRR: [hydrotrend_waipaoa_paper]. \n", + "\n", "[map_of_waiapaoa]: https://www.google.com/maps/place/Waipaoa+River/@-38.5099042,177.7668002,71814m/data=!3m1!1e3!4m5!3m4!1s0x6d65def908624859:0x2a00ef6165e1dfa0!8m2!3d-38.5392405!4d177.8843782\n", - "[hydrotrend_presentation]: https://csdms.colorado.edu/wiki/File:SedimentSupplyModeling02_2013.ppt" + "[hydrotrend_presentation]: https://csdms.colorado.edu/wiki/File:SedimentSupplyModeling02_2013.ppt\n", + "[hydrotrend_waipaoa_paper]: http://dx.doi.org/10.1029/2006WR005570" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Exercise\n", + "To start, import numpy and matplotlib.\n" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "\u001b[32m✓ Avulsion\u001b[39;49;00m\n", - "\u001b[32m✓ Plume\u001b[39;49;00m\n", - "\u001b[32m✓ Sedflux3D\u001b[39;49;00m\n", - "\u001b[32m✓ Subside\u001b[39;49;00m\n", - "\u001b[32m✓ FrostNumber\u001b[39;49;00m\n", - "\u001b[32m✓ Ku\u001b[39;49;00m\n", - "\u001b[32m✓ Hydrotrend\u001b[39;49;00m\n", - "\u001b[32m✓ Child\u001b[39;49;00m\n", - "\u001b[32m✓ Cem\u001b[39;49;00m\n", - "\u001b[32m✓ Waves\u001b[39;49;00m\n" - ] - } - ], + "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", - "import numpy as np\n", - "\n", - "import pymt" + "import numpy as np" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "And load the HydroTrend plugin.\n" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\u001b[33;01m➡ models: Hydrotrend\u001b[39;49;00m\n" + ] + } + ], "source": [ - "hydrotrend = pymt.plugins.Hydrotrend()" + "import pymt.models\n", + "hydrotrend = pymt.models.Hydrotrend()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "HydroTrend will now be active in PyMT. The HydroTrend Parameter list is used to set the parameters for any simulation. You can set the parameters by going through the different tabs in the parameter list. Once your input is set up, you save the information. Then, you can run it by hitting the arrow run button. This way you generate a job script that can be submitted to Beach-the CSDMS High Performance Computing System. Provide your Beach account information (i.e. user name and password) to get the run started. The status page allows you to keep track of a simulation. From the status page you can eventually download your output files. \n" + "HydroTrend will now be activated in PyMT.\n" ] }, { @@ -78,7 +86,8 @@ "source": [ "### Exercise 1: Explore the base-case river simulation\n", "\n", - "The default \"base-case\" simulation for 50 years at daily time-step. This means you run Hydrotrend for 18,250 days total. " + "For this case study, we will run a simulation for 100 years at daily time-step.\n", + "This means you run Hydrotrend for 36,500 days total. " ] }, { @@ -87,7 +96,8 @@ "metadata": {}, "outputs": [], "source": [ - "config_file, config_folder = hydrotrend.setup()" + "# Set up Hydrotrend model by indicating the number of years to run\n", + "config_file, config_folder = hydrotrend.setup(run_duration=100)" ] }, { @@ -176,7 +186,7 @@ { "data": { "text/plain": [ - "[]" + "[]" ] }, "execution_count": 8, @@ -185,7 +195,7 @@ }, { "data": { - "image/png": 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\n", + "image/png": 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\n", 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\n", + "image/png": 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\n", 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BhT3mPcLz7ur+V+scjkM3PLNiIzHobKVSzRo4HS8bw8ccKKX4sweO4cuPn92Q1xeZgy8rDf5350Frw5lDD7OVADlHOjY4UEovUEofY/8uAngWwE4A9wD4NHvYpwH8NPv3PQA+Q108BGCKELIDwOsA3E8pXaGUrgK4H8Bd7GcTlNIHqZuQ/hnhtQaCDz9wDD/7sX8Z5Cl0BctxoCkEKVbt2ffgULe8atVBoTqEhrRhO3AoML9e36DXdz/zlKpgOu8yh0J18MyBSzOnlytezYlhOTizWmU/7831yZMQxjMd1DlEyEoyOCQEIWQfgFsA/BDANkrpBcANIAC2softBHBGeNpZdqzV8bMhxweGY/NFnFwuxz9wSGHZFJpKkNJcdc7oc2+lUt3ydnGDQtmwoSkEhADrQxIcaoa7CC6s1zbk9UXmkE+p0FUyVJ5DsW5553N6peyxc6OHzCGjK0ir7TPmYIU04KazSlkpAQghYwC+BODXKKXrrR4acox2cDzsHN5DCHmEEPLI4uJi3Cl3jLWq2ZAnf6nBsB3oigKdM4c+F4GV6hZqlj3QyuRK3UI+rWEspQ2NrMTTIjeOOfjZSoQQTGaHo4WGyAxOsU3Xc4tl4ec98hwMC7mUBk11l5S2WnaHZSvpqkxljQMhRIcbGP6aUvp37PA8k4TA/uaN888C2C08fReA8zHHd4UcbwKl9OOU0tsopbfNzc0lOfWOsFY1YVjOJes7cObAg0O/U1lLNQuU9k4u6AQVw0Y+pWI8ow2NrMTZ1GKpviHXllghDcBtoTEEVdKG5WCWyVynWTrr80ticOjNdVIxbORSqh8c2q1z0IPMQRrSLcEyhz4J4FlK6Z8IP/oqAJ5x9C4AXxGOv5NlLd0BYI3JTvcBeC0hZJoZ0a8FcB/7WZEQcgd7r3cKrzUQcBNv0Lp5p7AcB7rqM4d+ykp1y/Z2sIM0pSuGjWxKxXhGHxrmwK8n26FYLveePdQF5gBgaNp2G7aDK+fGAPim9InFElIab4vdm/usyoKDrvBNUeeN9wDXkJbDflrjpQB+HsArCSFPsD93A/hDAK8hhBwD8Br2fwC4F8AJAMcBfALALwMApXQFwH8B8DD78wfsGAD8EoC/YM95DsA3evC7dYx1VlU6aN28U5g2ZcGBjUvs4w6+LBSfDTK4lg1XVhoq5iB8HgsbIC2JFdIAMJXThyNbyXIwntGwfSIjBIcyDm5zA0avWsqXDRvZlAZFIVBIB+0zQmSlUenLFQYt7gGU0u8j3BcAgFeFPJ4CeG/Ea30KwKdCjj8C4Pq4c+kHLNtBkeXIX6rBwbKdBlmpn9lKJWEhHmRw4BJDVlexVBr87hkAasL1tFCsAZjs6esbIczhybOFnr5HJzAsBylNwZ7ZnFfrcGKpjFddvRWHzq33jGFWDQt5lr6tqUriVFbLdiXkMOYgs5UkPIiZLRVzOHac7cK0KTRlQMFBKD4b5I1VYebkMMpKwMaY0sFRl1N5d+DPoFuWG7YbHPbO5HBquYJCxcBK2cDBbeNQSA9TWeu21xVAV0hi5iDOwRCR0WQqq4QAsVHZpcocTNtpkJX66TmIwWGgzIEtFMMqK81vQDornwLHGwxM51IwLGfg3plhuee1dzaHhWIdh8+7yY5XzOWR1nrXoqJq2t5oXE1VEhvSXnAIzVYaXVlJBocANkNwsBzXcyCEQFdJn5mD//kNctdVNizkPeYwJMHB2HjmIEojU6xSeNC1Dr6slAcAfPeom4Z+xdwY0rrSszqHct3ymYNKEjfeC86P5khrCmyHjmRXY0AGhyaIeeGD3nF1CpN5DgCgt7GD6gXEhXiwshLPVtJg2M5QyAP8HLZNpDekEM6wbS8DCACmhqS/khccZnIAgG//eAGaQrB7Oou0pvS0fYbHHJQ2mIMZISt5A38Gf+0MAjI4BCAyh0u1EM6yqZfOp6tKW7N0u0VDtpIxmB0XpdStc0irXofOYWAPfLOxdzaP+WLvg0OQOYyltYb3HRTqgucAAMcWStgzm4OmKkj1KDhQSlkRHDekO/AcQnorAaM7DU4GhwDWRVnpEt0xNDIH0rNUwSQYBlmpzgoYuSENDEfzPR4s987kNkRW4sYvRzalsPcd3HVMKYVhOUizGRO879EVW9w01l55DnXL7VuV9WQlpXtZSTIHCRFiXvil6jmYDoWmCsyhj6baMKSy8u+NG9LA8DCHlKZgx1QWS6V6z+W+YAsILosMcpPjjS7VVRBCsHfWZQ9Xzrn+Q1rrjefAv3MvlVUhXRvSfMzupbpJ7BYyOASwVjWhKu6u+1K9KCzbQUrwHPppqBXrFtjHN7AdF+/OmW9gDoMPDjXTRlZXsW0iDUrR8/qLJuYwBDtfvvDz2ou9M25QuEIIDr2Qlfh3LmYrJZVTozyHfNr9/MQMvFGCDA4BrFVNzI2lAVzanoPmeQ6kz56DhRnWR2dQixL/3nJpkTkMg6zEgsN4BkDv01mDbae5xDJIBuwFB3ZeexhzuIK100j1aBRnVfjOAfe6T9pTLEpW4p5NaQg2FoOADA4BFKompnI6srraMBPgUoLpNGYr9ddzsDCVS0FVSGLmZdoODp1b69k5VDyJQRs6WSmbUrFtYmOCA88K4sgOkazEz+vWPdMYz2g4uG0cQO88h7IgJQJcVurOkM6z4FCWzEECcJnDZFZHLqVesrISL4ID3Juy36ms4xkNmTZ64d93+CJ+6n99v2eLJR8RyhvvAcD6MDAH00aGyUoAMF/srSkdbB43FJ5DQFZ69bXb8NQHXuuN8uyVrFQJlZV6xBxkcJAA3GylyayOjK5e4rKS6Dn0V1YaS2vIthFcV8oG0+B7s1iWBebAb/BhGPjjeg4KZsfSUEjvh/4EmUNaU0DIYFMxg7ISAK+CG3CN6l4Y0pV6I3NwZaXuPAcZHEYMpu201GALFZ85XKopbKYtZiv1O5XVDQ5pTW1oNNcK/HNer/bmJvR2kWkVqkIwlh6OgT9VVpinKgRz4+kN8Bwas5UIIcgOeNRlPSQ4iOgZczB5cHAXdLWdIjgpK4Vi5ILD6z70PfzWF5+M/Pka9xxSlzBzcAaXrVSq+cwh6RQtvrPtlfRTCejPw9JfqcqylQBg20Sm57UOQeYAgHlnw+M5BOEWwXV/flxKFBvvJc5WipCVUpqClKqgVL8014FuMXLBYSyjRe4E6paNqmljMqsP/KbqBpYdqHPocyprPq219fn5zKE3waFcb9Sf3eAwBMyBeQ4AsHU8s+HZSoDrOwyD55BWWzCHHshewQ2B1k62UqCbrYhW68Vmx8gFh3xKi0xN460zJrN6W5p5P/CJ753AH33zx4keawQqpE2rP54DpRTlOjOk9eSGtM8cenMTVpuYw3A036sZInNIY2EDDOngDj2jK0MRHKJlJdWbYNcNwgzppNlKVdOGphBvQyUin1al5zAqGMtokV8237lO5lJuttIQMYevP30Bn/jeiUSmrWU7gd5K/WEOVdOGQ10jr50dK5efesYcDBspYUzqxDDJSilfVlopGz1rVw2EB4dsKrn3sxFI4jkYltP1zImK4S7w/H10hSQe9lOsWZhg2VNB5FPR68Vmx8gFh/F09JfdwBx0bag8h8ViHZZD8ZUnzrd8nONQOBQec0i1MRGrW3BGNpbR2jJC+eN6tYBXDMsrhgIwNAN/Gj0HN511sUfswethFDBVs8MiKwXOi8ObI92lKc0n/3FoqgI7IXNYr5lePUwQ41JWGh20Yg68r5IrKw2WjouglHqM4YuPnm35WB4I9IbeSv2RlfjnyplD0uBQ3wBDmvfFAYbDkHYciprpeM3ctnqFcL0JDl4Po2HzHGz3vVsxB6AXwcHyJCWgvXkO61UTE5kI5tBiM7nZMXLBIZ92PYcwGsuZw1RWRy6lDY2sVKxbqFsO9s7m8OyFdRw+H11NzHVWPgVO1/o37EcMDu3sWHttSFcMy5NvgOHwHPji5zEH1kKjV7UO/g59yLKV4mQl9nl0W+tQMewGttjOPAdXVgpnDjI4jBDG0hosh4buVERZie+4nIS7j40Elx5+4SX7oKsEX3r0XORjeSDgvZU0pX/tMzxZKd2eIc2/i14xh3Ld9rpzAhiKgT88UGZZoRWXlXplSkdp+9kB1+sEK6SD8JlDd+fYLCslb5+xXjMxng5nDmMpKSuNDLi2GLYb4LLSBCuCA3o3/Lwb8OBwcNs4XnX1NnzliXORbMAMMIeU1j9Dusg+03xaQ6aNbK9eF8GJE8EADMXAH/47ckYznUtBV0nP0llbMochL4ITH9cpmmWl5F5bK+bgprIOh4LQb4xccOBadFg661rVxHhag6oQj/5XhqD5Hvcbtoyl8eZbd2G5bOA7RxZDH8tzu8UK6X61z+A7rHFmSBts6E4ceLZSsd6rbCWrYRc5DAN/+ALN6xwUhWDreAbnC9WevH7UIpwZtKwU4YVweMGhy1qHJubQRuO99arpXSNBcFlpGBSEfmPkgsNYC+awXjUxmXMvEq/d8RCY0pw5zI2n8bKr5rBlLIUvRRjTvufgG9K2QxMt0t0iaEgDyeQCr86hZ+0zbOTSjYY0MFjmwBdovukAgL2zOZxaqfTk9aOyglxZaQh6K0XKSsxz6JLdhmUrWQ6NTZG1bAdlw440pMeYj1EZgnWg3xi54DDeoplWgTXdA4R2x0NgSi8W69AUgqmsDl1VcOeBOTwd0eKaS0i60D5DPL6R4Isvr5AGkn1+fiqr2ZMdWsWwAp7D4Af+BGUlwJ0lfXq5N8GBB+HgIpzVVRi209fOvCIMy4GmECgKCf25zxw6v89sx83mGxM2BDp7v7jmeyWB7YZhlPsrjVxwyLcY4LEmBAe+CxmGWofFYh1bxtLeDTaZ1SPNWy4hcUOaLxZJO1R2g3Ldgq4SpDXFG86ehHnxna1D/Yle3aBStwPZSoMf+OMb0v557ZvNYbls9MSI95iD3hwcAKA2IO8srN+TiF7UOXzv6CIKFROvuGqrd4zLqqK09P1jS/jbR840PJez1agiuFHuzBobHAghnyKELBBCDgnHfp8Qco4Q8gT7c7fws98mhBwnhBwhhLxOOH4XO3acEPJ+4fjlhJAfEkKOEUI+TwhJ9fIXDILLSmGLUKFiYGoIZaWlUh1bxv2PZSITrYN62UpC+wwAfZkjzTuyEkI8WSmJpFE3/eyibltoUEpRNqymOgdgOGSljN7IHAD0hD3UI+SbzICnwQVHlwbBZaVugsPnHz6D2XwKr7pmm3fMu+4FU/qvHjqFD3/rWMNzeWCeiGAOozwNLglz+D8A7go5/iFK6c3sz70AQAi5FsDbAFzHnvNRQohKCFEBfATA6wFcC+Dt7LEA8EfstQ4AWAXw7m5+oThwWSlsoVirWsMpK5Xq3uhSwN3lUAqUQgIcZwj85tD6KCuVapYXfNuZX1yzbK8orNtah7rlwKFoqpAGBjvwpxoiK+3b4o7MPLlc7vr1febQXCENDG5ka910Iv0GwGc6ndY5LJXq+Naz83jTLTsbghCfZyIyh5plY7XSOLebXxOtDGlAykqhoJR+D8BKwte7B8DnKKV1SunzAI4DuJ39OU4pPUEpNQB8DsA9xJ368UoAX2TP/zSAn27zd2gL+QiaSCl1KyU9Wcl93EYxh+eXyolv2MViHXPjfnBotRO2PM+hUVbqR61Dse7v2DMJFyXboTBt6v1+3e7uve6cwiI51mJD0C/UQmSlPTNucDjVE+YQ7TkAg2PAhu00SV0iuq1z+PvHz8FyKN76wt0Nx31Zyb/ua6aNimE3XJP8mohMZZWyUkd4HyHkKSY7TbNjOwGIot5Zdizq+CyAAqXUChzfMORSKghp3glUTRuG7WAq68o3fipr728qw3Jw95/+M/7yBydjH+s4FEslIxAcolMzg56DrpGG4xsJ3pEVSC7L8Rt1K/v9umUOXrtuwZz0B/4MXlYSg0MupWHreBonl7pnDvUozyGlNLx/v2FYrZlDN54DpRSff/gMbtkzhQNsJjWHLysJzIFJnCJ74NdbdLaSDA7t4mMArgRwM4ALAP6YHQ9LSaAdHA8FIeQ9hJBHCCGPLC6G5/nHgZDwhUKsjgY21nMoVAxUTRtHLq7HP7ZqwnYotowlZA7O4LKVuOcAABkHlECdAAAgAElEQVQtmSznBwcmK3Up/fBgLnoOwOBnOlTZwiTKSgCwbzbfI+YQ4TkMmDm4nWLDm+4BgufQwfk9fqaAYwsl/Ovbdjf9TFWamQP/jFbL/nXgMQcpKzWho+BAKZ2nlNqUUgfAJ+DKRoC78xe/qV0Azrc4vgRgihCiBY5Hve/HKaW3UUpvm5ub6+TUAbi7geBOIDI4bEAR3CqrxE6S4y7WOHC0Zg7BIrjuNN12UKpZ3s3Ed6xxWTL851snesMcxBGhIgbdfI8vzsFisL2zuR57DsMnK7U2pDuXPb/w8BlkdRVvvHFH08885iAwZh6AGpgDu4fG4gzpEayS7ig4EELEb+NNAHgm01cBvI0QkiaEXA7gAIAfAXgYwAGWmZSCa1p/lboVKt8G8Gb2/HcB+Eon59QOxtLN/VJ46wwvW8kzpHu/qPKLM8mO0QsOCZmDLyv5LbuB/qSylgRZyfMcEjIH/vt1m60U5jkA7s5wkIZ0jbXrdm02H/u25LFQrHddie/JSmpzERwQ/z1sFAzLjpwCB3RXIf2NQxfx+uu3h5rJXFYVp8Hxa22lLMpKLttVI+owMroCVSGSOYSBEPJZAA8CuIoQcpYQ8m4A/50Q8jQh5CkArwDw6wBAKT0M4AsAngHwTQDvZQzDAvA+APcBeBbAF9hjAeA/AfgNQshxuB7EJ3v6G4YgrG13kDmobHBIxez9RVFgwWGlbHjvG4XFktt7J8yQDltIeXaGN/RkULKSl1+fLDjk0xpyKTUxc/jak+exVml+bFno7yRiokVtSD9QNewmSQlwmQMAnO6yUnpomUNMnYOmKlBI+55D1bCxVjWxf9tYxOuGZSs1ew7FmhmZxgq4MnQ+NZrT4KI/FQZK6dtDDkcu4JTSDwL4YMjxewHcG3L8BHxZqi9I4jkA2LBpcKvConZ6uYIbdk1GPnap6F7IW4TgMNFCVvJ6Kyk8lbU/dQ62Q905CunGVNZ4z8E9r4yuYCJha+3FYh2/8tnH8f+98Vr8u5+4vOFnfBHMpYLMQcPxhcHKSlm9OTjsY7UOJ5cquHr7RMevH5etNKgWGobtYKpFcADYqNA2s5WWy6zfWD4d+nNfVmpmDqLn4A76CfcbOMJk6FHAyFVIA+GyEt+F8t5KwMb1whd3LnF682KpjrSmePUZgEvFdZW0lJX0oOewwcxB7KsEJDdCuQ6c0VVMZLVEu/u1qs+8guAdNHMBQ3oyq8eytI1E1bS9qnERe2Z5Omt3voNhOdDV5jYVmQEXc8ZlKwEu22nXE1suud/9TD68ZtaXldz7gVLqB4cG5hDdkZUjH7JejAJGNjiEyUoKcfu3c2RT6oY03CpUTG9nHycn8BoHUasmhESOvgxWSKc8WWljPYdyoEeNqhCk1PiZDlx2yuhqYl9gjbU8WKk0B4coQ3oiq/esd1MnqEXIShMZHTP5FE52mbFUj1iEB10EFycrAe5mp11ZiW8MZsYigkOAOZi2Oz5XfC6QkDm0mB65mTGawSGjNZXDr7ECOHHnldug4eyrZQNbxtKJctyDBXAcUdk3VmDYj1/n0C/m4N9o7sCf5LLSeEZL1JmVB5BCaHAIN6QnszqciKryfiBKVgJYd9YeMIdgdTTgMkdVIYOtc4gJDqkOgsMyW+CjZSX3PXk3YlG2amIOLTwHQMpKI4WxtIaS0TgqtFA1MRVovpXV1Q0pglutmJjK6Yly3JdK9YYaBw53IY0ugut3nYPfkdVfoJLMkeY/z2hqYtOY/96idsxRNiykNMVL5eXgPk2vRpG2C1dWCg8Ovah1qFt2pHzTi4E/pu10xLrqiZhDB54Dm3ESyRwC7TNEBtuYrRTPHPIjOg1uZIMDpY3VzyvlOqYD+mU2pW1YEdx0LpUoxz2SOaTDzVu/CK6xfUa/ZSXAleXiK6Q5c1ATG9L8McE+OYDbkTUfJt8wXblXMyPi8J0jCw2BsWq0Zg7n16pdST8ucwi/nTM9CA7v+MQP8d/ufbaz80ogK7XrOayUDaQ0JfS7Bpo3RfyzVYiftk4pxXoCz2FUp8GNZnAIGfizWKx7LRw4srqyIXR8pWJgOq9j72yuZY67aTtYqRgNNQ4cUbKSV+fQZ+YQKitp8YZ+TSgOm8i6bChuQAtnF6HBITAilIP3zOqHKX2uUMUv/OXD+PvH/VnfNTPccwBc5kApcHa1c/YQ5TkAbkFiN/IopRRPnSvgucVS++cVUwQHdOY5LJcNbMmnmupGOLxU1oCstHU84zGHqmnDdmhkdTSHm904uGSGQWE0g0NIv5SFkB16bsOYg8mYA2vZHGFKr5QNUIoIz6G1Ia0zzyFozCUBpRQfuv8ovvbk+diFmqMUJiul1AQV0o2GtOXQ2M+c7/5Xy82BpBIYEcox0cfOrBfX3NoUcQRonOcAdNeArxVz6FZWWq2YqJlObIHiQrGG4wtF7/+UUve8YrKVUprSdhHccqkeKSkBvufmMwf37x1TGVRNG1XD9q6jWFkpraJs2Invhc2C0Q4O7GKvWzYKFdPr78OR2QDPwXGoJyuJOe5h4NXRUZ5DuCFNoRB4xnon7TNWygb+9IFj+JXPPo63fvwhPHM+vgdUkctKaTEVOH7Hym9alzlwX6D1IsQXeMN2mr6fcmBEKMdkH5kD18Pn1+vesarR2nMA0FXGUkvm0GVwOLfqBrm4z+6P7zuK/+czj3r/NwMFmVHoxHNYKRuYiTCjAd9z8z0H9/Uvm8wCcFkn31wlSWW1HdrVzIkk+Mi3j+MPvvbMhr5HOxjt4MAWtCWWM93MHNSe91Yq1iw41G3TEZfjvlhq7qvEMZHVUTKaB/6YjtNgxnbiOXC55u4btuPYfBFv/J//jC8/Hj6zmsOvTG40pGPrHCwbKU2BohCh8rv1IiSaykFpqRoYEcrhB57ugkPVsPF3j51tuYvk19NCseYdq5lOpKw0ldMxkdG6ylhytf3w1890Wa9zjjGguM/uwnoNSyU/IPLamo2UlaLgtex2GpnD9kl3A7haMWJnOXC0mgETxPGFUsftx7/25Hl858hCR8/dCIxkcAjOdOA79GbPwV3c2qGThuXgI98+Hmku8sVsOpfCZFbHdE6P3DFGnRfgVvyGDfyxbNqwgwyrFI3DCssC+je378W3f+vluO6ySXzo/mNeWmAYSnULGb0xSyibIFupbjrIsMUjaUaRKG8EM5bKdTtUVhpPayCk+95N//jMRfzGF57E4RZsKsgcLNuBYTuRshIhBLumc94OvRPwIBuGbCr+e2gFLo/FMYdCxUCp7mcBcrYaXwSndlQEF1UAB/gzpPmmiC/YO3hwKJvetRCXypq0M+taxcTr//R7+NKj51o+Lgym7eC5xVLX12cvMZLBge9QuawU1vkUcG8qh7bX9+Xhkyv4H/cdwYMnlkN/7gWHvLsQ7p3N4/RKBHOIkZWA5t2MZTuezwC4xWiEtBsc/HOcyqXwSy+/EqdXKnjg2fnI5xRrVoMZDSRjDjUhxZPv7uN2aMWa6QWAIHNwPYfmm11RCMbT4em/7YB/Ns+3qE/hu2fOHLjvEhUcAJc9dCN51VtkBXUtK7HgULeclkGGe2Rc6vOCQ4uW3YAbPNq5x6qGjappt/YcAsN+PM+ByUorFcO7FuI9h2QzHU6vVGDaFBfW2g/yJ5fKMG06VMb3SAaHoKzEb+Kg58AXoHZ2XTxNLqwpnPjzqZx7Ye+bzUV6DkulOsbSWqgcEdW227CpZ8YB7q5UV5WOZKVpdo6vvXYbdk5l8akfPB/5HLEjK4db5xBjSIvBoQ1ZiU9Raw4OdoO0JWIiq3cdHPj316qyfYkFkOWyAdN2/PnREbIS4HoihS7OrVWxWVxw+OGJ5ZZdYUVjvdV3wz8bHtz94BDfPqMdKSaurxLQnK3E7+EdU5w5GD5ziEtlTcgczhXcayIsiy4OR+fdTLC65fSlvX4SjGRwCJOVCAFmAzuRTqbBFVjfn6ibKLjw7p3N4/xaNfTmiKpxAFozB11tTO9LqUpbzCF4jpqq4J0v3ouHTqzg8Pm10OeUhY6sHElkpZrpeD2HkvoC6zXLDw5CQROlFGstipomMt33Vyp47dZbMAfG+Ch1A3zYiNAgesMcIjyHlBrZev6x06t468cfwl/8c3TgbwgOEckChuV491OpzhMGWDPAHnsOcX2VAD9bj2+KeFbcdjarfKUsGNIJUlmBeOZwlsmChYiNYSscmfezvIalGnskgwNvXOczhzpmcikvs4ejk2lwccyBd2SdZg3+9m3JgVLgzEozFV0s1kNrHIBo5mA5tEFWAtxdVFvBoWwgq6sNjOVtL9yDrK5GjjZdr5pNwSGjK/GykuUzh1atyIPvtXsmB0IaO9yuVkzULcdbAIKY7EHbbr67b5V2usw+P8D1Hbwq8BazlCdYY8BO0yVbVSK3CtIf+afjANDSCD1XqOIyptVHBbBCoCUFPycggeegqW0Fh7i+SgC8+QxBWSmf0lyWVjGwXrWQUpXILDKOpLISl986CQ5HL/rBYVikpZEMDnxUqOg5hO3Qk7adFsFvnlY3kUL83cqeGTeNMWwnOr9ew9xEe8zBtJ2mIKe3yRxWymbTrmwyp+PNt+7CV58473khIlYrzQZhVldhO7Tle9dM2xspmtZUpDWlJXOomTbqloOZfAoTGb2BwnOtl5uOQbhFdt3tyhLJSqU6rt7hzjSeX695AbIVc5jM6jAsp+PW2oZlx3oOwcBz6NwaHvjxAraOp/HEmULohqZm2lgqGbh6h9tOPJoR+8f5IuoNIErQW8mwnMSBMa6vEtA8Q9orttQVzORTWKmY7iyHGEkJEGWl1usATyjoTFYqep/TICcWihjJ4AC4uwGROYQFB25stsMc+A0WFRxWKwYmhQZ/+yIKoCiluLBW83ZsQXi77MD7WDb1KDVHSlVgWO15DlO5Zqr9Cy/dB8N28PmHT4c8x/RMdo4kzKtmNhZvxfVXKgoZJjP5VMOidKHgekc7prKhz+2JrMSef3G9FrobN20HhYqJa9liulCse5uLuOAAdF6HYdgtDOkUD9KN18BHv3Mc42kNf/TmG+FQ4PvHl5qee4EV9F3Dgl1U4Bb7FZUCnkOS9hlA8sSPuL5KgLsBVBXiMQfeGj6tKZjO6Z7nEGdGA35HhXjPoTPmUDNtnFwu46ZdUwBkcBg4xE6LS1HMgc1B7sRziA4OpqflA65uOpZuznHnEgnPrgjCr/htZg5BWUlvV1YKYQEAcOXcGPbN5nBkvrGNgs0K+2Zyjc/hXUJb+Q6iIQ24i34rWckvXNIxxW5yDs4cogJqL2SltYoBXSWR7S74InnV9nEoBFgQmEMrQ3oq6352nQQHSmnLbKWw2RrH5ov4xqGL+IWX7sOd+7dgIqPhu0ebpSW+G76GM4c2ZKXEhnSbc6Tj+ipxaArxDWn2+RBCMJ1LYaXsZivFpbECfoffYuLg0B5zOL5QgkOBW/dNu+8jZaXBYpy17aaUtpCVGHNooxCuEMMcChWjocGfm+Oe9S4sDm4CXjYVvtBFDfwxHdrUkbRdWWm1bDQEMBEz+RRWyo2y0nrVhEPR3LjQmyMd/d51y2kMDjEZRTxwjGc0TOdSAVmpBk0hmI3waSayOiqG3VWfqdWK6U1sC/MdeBrr1vE05sbTmBcYxkYxB8uhoDR6EQ6b6fDR7zyHrK7i3770cmiqgjsPzOG7RxebpB1+HfLfOSpwi7M1+CKaPFvJPb+kLTTi+ipxiNd9XdiETOdTXoV0EuagKO6o0FbMoVy3UKiY7uMMu62Mo6PMjL51Dw8OkjkMFJw5rFVNGLbTlMYKNMsiX33yPO787//Ucicc5zmslk3PjObYNZ31Mh04OJ2PYg5RA38s2/EKgDiiUlkvrtVww+/fh0PnGjOQ3NYE4cFhdiztZYt4j6+EZ49wA7a1rGR7RXAA2MCf6JuDB46JjI7pXKqBwl9Yq2HbRCZyWPxkl1XStkOxXjNxIxvrGh4cmB4+lsbW8Qzm1+uJPQeg/V0nIGr74a/PGTCXtxaLdXzliXN4x4v2eN/Zyw7OYX697qVUcpwtVEGI2/8poystNj2C58CZQ9IKaZXLSskYelxfJQ5NJQ0tu/n1OMOCQ5KOrBxx0+B4EL3uMvfa4ApCEhyZLyKlKt51JbOVBgz+ZS9EFMABfp0Dl5W+9cw8zqxUcXwhujslv0la0e+pwK6cV8eKu7aLMeYqEN5fybJpsyGthTOHU8tlFGsWnhaCg2m7DdaimMNsPuUZghxc2gk+J8kUsqCsNJ7RUGzJHHxZaTqnN2jdF9aqLT8vr213hzuzYs0EpcAVc2PIp9RQU5qnsc6OpbFtIs08B1YE10pWynXOHOJ26NmArHRyuQyHAj9xYM57zJ0HtwBAk7R0vlDFtvEMdNWd8d3Kc8ilVGR11U9lTVwh3Z7nENdXiUNTFL99hpAVN51LoWY6WFivxaaxcoxltJay0lkWHK69zGVYUdmKYTh6sYgr5vLeiGIpKw0Y4+zLbtWiIhPIVnriTAEA8MyF6NYJscyh0swcdk5lUaxbDZk059dq0FUSWh3d8DsELiS3t1KwziHcc+A7FM5SAD+4Bc1ljpl8Cqtlo6Gnk5daGCErxRnSmTYMaf4ZTWR0TOdTqJq2F3wurNUizWj+HKBz07cgpCHvmc2HZph5BVpjKWydyDR6Di2YQzctxfmOO6nnwLvGiim/OyazuGrbOL57dLHhuecLVU/abDWHe5U1kxRHarbtOSQ1pGP6KnG4XpufrcSz4vj95xrSyZhD2Nx5EdybuY4Fh9V2gsN8CVdtH0daU5HSFCkrDRo8lZVXR7diDlXDxkrZ8HaKz0YEh5rplvWnNQXlEG2b/7yZObgL2tmCvxO9UKhi20SmaWC8iLCBP2GprJoSzhz4TXxRKPcvVMJZAMfsWBoWk1c4uO4fzHBKxwQHSmnDjg5IICsJnTT5Oa5WjNjsLqB7WUn8PffO5HAqjDmUDKQ1BWNpDVvH01gu+20aWslKvPfTRjIHHkTn11lwCHxWL7tqDg8/v9pQLX2uUMXOaTejrlXgXi27M0rGhYSCeuLGe8xzSJyt1LqvEocrK/l1DnwTInpjSZlD3DS4c4UqNIXgqu1uVlfSdNZizcS5QhUHt42z82mdkNFPjGxwyKfdWQ0X16KZg666pm/VtPEkYw1pTcGPLxSbHgv4iw6v3g0uQv7Os/HC3smDg+A7uAtd9C4YiJaVtKDnoCkwQjwHnrctMocoFsAxy46L0hJv1BfFHOoRwcGwHVCKgCGtsXz/8OcUayY0hSCrq94OcLVsYqVswLCcpgVPhFeB3SFt52msk1l3it/ZlWpTM0I+1pUQgm1sZ35mtQJVIU2V6yIUhbTcmbdCvOfQGBwurNWQ1dWmTJ2XHZyDYTt4iPUFcxyKC4VaQubgZuGNC/VDXiqr2jqryEtlTZAynqSvEoeuKA3tM/hmRbxOkzIHN/U9+vzOrVaxYyrjvXZSWekYk6ivYsFhPKNLz2HQ4IUtzy+VkNGVpupeDj7T4YkzBSgEeN112/HsxfXQgh2+ePDhLcEbyWto12RIu48/FwgOrRY6wF3smmSlEOaQUgnMkF0Z14YvCsEh2DojCH7xi1r/asXdLQd3xnGGtDjLwfudYobyrFctTGR1NyWRnUuhYsQa+OJrdyorrTXISjkYtoOL67WGxyyVDGxhC9c2VsB4armCrK7GZtd0GhwSew7M+7i47l5bwfO5bd80xtIavvbkBfd3Kddh2A52MaluIhNdRMi9tE5kpVQbdQ5J+ipxNBjSQlaceG3zDUMcxjOad7+E4Vyhip1TWU8VSMoceGX0QS84DM/UuZENDnzH8PxSGVvHm28UDnemgxscDmwdx237plGomE2LAuAvOrtnwoNDwZMlGhfe6ZyOrK56zMFxKC6u1bwmYa1+hybm4NCmHWpUKivfCV1sYA7hLICD959aFvr28+ym4Gfo71jDb/p6iBYfN/BnvWZ63x2/yVcagkMSWamznZn4/e2NqGxfLtW9VFqeAXdquRzbooGfXyetF9r1HObXal7gEpHWVLz51l34h6fcKni+WbmMBYdWwWulbGAmpzd0HkjuOagNj2+FJH2VOERDum76FeTi5ixJKivApsHFMIedUznkUyp0lSRuonhkvoisrnrSsjuSVDKHgSKf9oNDVHM7wN11VUwbT54t4ObdU14xUJjvwG/svRHBYTXC7OW1DryoarlswLCdBLJS88Afyw6vc7BCZjHwm7hYt7zdSpR/wDHLdmyirBRVFxHXfoQHDXHh5PJe1Dxlt3DJPTdPVqqYfuuMFgE1o7syYceGtJdGq3ns8HQgndWVldzPYitbgJdKhpdO2grdykpRi3CTIb1ei+w/9c4X74VpU3z2R6dxnlWc8+DAmWpwwJTFMtymcimMpXWhfYYNVSGRqcUc7WQrJemrxCEa0mI9zWRWB9/HJCmCAxo7Kjx6agW3/ME/egkqhuVgvljDzuksCCGYzKYSpSRTSvHY6QIObhvzvEVefzUMiL1iCSGfIoQsEEIOCcdmCCH3E0KOsb+n2XFCCPkzQshxQshThJAXCM95F3v8MULIu4TjtxJCnmbP+TMSx717BC4jLZWMUL+BI5vScOTiOgoVEzftnvIMp2dDfAd+QfDZ0EFjqZVks1MohLuYYBcMhA/8MUK6suqqErorEw02blKuspTEqJ0uD2wrpUZZKWwnF1aZK8KfH+1fhjwVMGqYjpib7lH4ssscdJW0lBvcG7fzKulCxWUtmqpgx2QGmkIaTGlKKZZLhsccZvNpb2FsZUZzTMYUAC4W66EjW+N6GHkMjs1BXlivY1vEtXXF3Bh+8uAc/uqhUzjJWBH3xCYyOpyQAVM8aM7kU8yQ9lNZ41pniOedpM4hSV8lDk0VUlmFehpNVTwWmVhWSrte2FrFxG984UmsVkx88dEzANz7lVJ48tt0LhkDfODZBTx5poA33bLTf5+I2fCDQBLm8H8A3BU49n4AD1BKDwB4gP0fAF4P4AD78x4AHwPcYALgAwBeBOB2AB/gAYU95j3C84LvtSEQjajWzEHxCoNu3j2FiYyOXdPZUObAd317IjyHQotduVgId96rcYg3pIFG49uynYZ5DgCQ0lqnsgK+Kb1Sia6OBlwJYDyjNTKHitlUHe0+trXR6HUr1RqzlfbN5vD02fDW4CJzSLGsoNWKkSi7i79+p9lKBeGz0VQFu6azDcxhrWrCcqiXfqwqxGMRSYNDKzniw986inf8xUNNflecfMMXxarpZt0ZdnTnWgD4ty/Zh4ViHX/90CmMpzXv847K9hKv63HmOVBKYdjRnWJFtOU5JOirxKEpgVRW4TvgrV7aMaQB4He+/DROr1Rw9fZxfPPQRdgO9bIMeRCdyumxnoNhOfhv9z6LK+fyeMcde73jl5SsRCn9HoCVwOF7AHya/fvTAH5aOP4Z6uIhAFOEkB0AXgfgfkrpCqV0FcD9AO5iP5uglD5I3Sv+M8JrbSjyggHdijnw5ntZXcXBbWMA3D4zUcFBIW7dAtB8E62y8vqwrJJd0zmsVd1OkRcK8RIJILbt9i8mV1YKtOxukcrKpRnOVlZbVEdzBAvhuN4cBCGkoW333/zwNO75yA+8n4fJSgBw/c7JhsI8EcWa1ZB+OJ13d2lJsrsAYLxD6QZwd8hiYN8zm8cpYYqfXx3tf348YymJ58BnOkR1Jz1XqGK1YnqFmxxx2UqaqiClut8D98paBYeXHZzDvtkczq/VvAUPEIoIA56N6FONpTVvGpxhObEFcOJ5J/EckvZVApicGpLKCvgbtKTMga8XX3/6At5z5xX4j686gKWSgR8+v+x5M/y+nwpU7ofh/z50CieWyvi9N1zbkEAykdFCZ8MPAp16DtsopRcAgP29lR3fCeCM8Liz7Fir42dDjm84xOykVsyB39Q37Jz0tPxrto/j+aVyU7ploWJiMqsjo6uhrQZWQ6qjOfiFda5QxYX1GlKa4qWNRiGsbbfpRLXsDktltXDlnBvwLnrMwYz0GzjE/kqW7WCtGs4cAD5LwL1BP/PgSTx5puDl0UfNObh+56S7EJabd1/rgTbLvIlakuwugDff69SQNr3dM+B6S6eWK95izvsqiYWL3JRuVR0tnpvtUJQjPBo+kzpYoZ+k+2lGV1A1bE8+jJKVADet9udfvA+A7zcA0YV6olzKO5iW6lbL6XQi2pWVkvRVAli2kkND62ncBApgLGSkbBj4enHVtnH8+msO4hVXbUVWV/H1py54cjDfzE3FJBaslg386beO4s4DW/Dyq+Yafjae0UEpUG6jn9tGodeGdNg3Rjs4Hv7ihLyHEPIIIeSRxcXFqIclwrgw7zisrxIHL4S7afekd+yaHRNwKHDkYqPv4O4s3UVyMqs35ToXQtpac/BshXOrVVwo1LAjJNWw6XcIGfjjts8I1jmQ0I6XpbqFmXwKs/kULqy3wRyE/kqi3hwGPkvg+EIJP2af11LRfa7XYz+w471hp/tZHwpMnTNtBxXDbsgwmWLN95JkdwE8HbPDVFbh+wXclOVizfIWgmWhrxIHN6WTykpAdH+lRVaweWy+8bqLy1YC3OBUE+p6WjEHAHjLbbswntZw+Za8dywqzdhrn8KYA+BuWOoJZSVffkwmKyWRlADOmGloPc10zj3XOBmS46rt47hyLo8/eetNyLBBWK+6ZivuO3wRp1cq2Dqe9q5j3tgvCn/6wDGU6hb+3zde23SPR81p4fjmoYt4718/1pdaiE6DwzyThMD+5g1ZzgLYLTxuF4DzMcd3hRwPBaX045TS2yilt83NzUU9LBHEOcOtmAMPDjfvnvaO8YylH19slJYKbFYDEJ55stpCzxcL4S6sVWNvXqD5QqKUupPgQuY5RMlKY2kN2yczvqwU4zkAjbJSVF8ljgwLDvc+fcE7tsh22FwOCTIH3oLg0LnGz1ec5cAxk9NxYqPsalwAAB/DSURBVLEMw3awI8Fn1s0cafezEWQllpX23KK7k+fMQRw3u40zhzaCQ5jsZdqO95kfi2AOrRZiHqQvrrmN9Fpd84AbCO791Tvxa68+EHt+4nTDCWHDklRW0lQFCkmerZSkrxLgZitZthNq2L/rJfvw+z91XaLXAdx29Q/85su9xnoA8IYbdmCpZOD+w/MN8ttUTkc9opCzZtr4wiNn8DMv2OXVNogYiwkOj59Zxf3PzHttxDcSnQaHrwLgGUfvAvAV4fg7WdbSHQDWmOx0H4DXEkKmmRH9WgD3sZ8VCSF3sCyldwqvtaHQVMVblFp5Dny3cfOeKe/Ynpkccim1KWNpverLDmGDZQoVM1JWmhtLI60pOFeo4nyh1kDno+AHB/d9uHQUlq1EKZqqeUt1C/m0hh2TGVxYq8G0HRRrVixzcGUlt79SXEV1RldRN218/akLnlzFF9FaSJ0D4LKB3TPZpm6xXkfWbCNz4LuoVn2VOHi2UrvjOB3HnU89Jbz37ZfPQFcJvnnoIgB3V6uQxkDJ6wlazXLwzy16psNSqQ5+ykFZ6fRKpWUhJ8CCtOF6DlvG0k3SYxh2z+QaWFrUjO+CUAQZlJWSZCsBLntMMs8haV8lwE0IsBwqTIHzv4Prd07iZ2/dFfXURHj5VVuRS6ko1i1PFgb82Rxh7OE7RxZRMeyGDCUR/POOKrg7u1LFzulsYsbTDZKksn4WwIMAriKEnCWEvBvAHwJ4DSHkGIDXsP8DwL0ATgA4DuATAH4ZACilKwD+C4CH2Z8/YMcA4JcA/AV7znMAvtGbXy0eY2k337nVYnjHFbO467rtDT17FNZDJdiATzQso5lDuKxECMHOKTf7ZX69FpvGCjQP/OFpe2F1DgAa2AOlFOW6hbEMZw5VXztOICvx9tVxFdUZXcEz59dxZL6It77QJY9cfqnxHV3IbOUbQkxpnzn4n6H43SX9zEybtjXdj783pcCk8HtO5VJ4xVVb8ZUnz8N2KBZZzx8xr58b0m0xhxC9emHd9zOCweHx0wXcuHOq6XsXkU0x5rBeT8RKw8D7PwWDwwqrc+HjdwG3hiap5wC410CS9hlJ+yoBfvEnl6syCc8lKVxpaRsANDAHfo+H+Q7fOHQB0zkdL7p8JvQ14+aon1mteBL0RiNJttLbKaU7KKU6pXQXpfSTlNJlSumrKKUH2N8r7LGUUvpeSumVlNIbKKWPCK/zKUrpfvbnL4Xjj1BKr2fPeR/tdMJ6BxhLq5jNp1veVHddvx3/++dvbdIGecaSeLqFir+zDAYHm+88W0g2O6ezeOJMAZZDE+2CgwN/OHNo6q3EmIS4M6tbDkybYiytYcdk1i0kY0VPUQGMQ+yvFFdRnU2pOL9WAyHAz73ITdnjzCGsQprjussmcXql0rBQiu26OcRzjUv9BTqvkub9+acC2S1vumUnFot1/OD4EpZZXyURXL5JFBxatO3mGUov3T/LPnf3fOqWjWfOr+MWgdmGwU0MsDGf0LgPg6IQjKebG8OJqcye51C3EqeyAu61HCcrFWsmqqaNLTGSGIemuO0zohhqL/CGG7YDQANzmPSKMxuZQ8208cCzC3jdddsj15zxdGtZ6cxKxevAsNEY2QppwNX34rTXKFyzYwLFmoXzTKvnO2m+swxq226KYuuFd9d01ks1TKKfBwf+WBFdMD3mINx8vABuLK15O0menhsc9xkEDwTLJSO2opovii/cN4PdMzlMZLRmWSkkBZOb0ocFU9qXlXz5hAfblBqf3SU+t9101qhW5q+8ZismMhq+/Pg5LJXqDX4DIKayxt9qUy08B55l9NIr3bkLnD08e6EIw3Zw8+744MBTWTtlDoB7XbdixHzn6zGHBPIV4F6zccGBey08wy4OvAguKmW6F3jF1Vvxiy+7Aq+7brt3jLPoIHP4/rEllOoWXn/DjsjXC0sy4SjVLaxWzOFhDpsZL72yOZUsKQ5udS9QnjnCB8GIhnSxbnk6P2/3zZvshUH8WZLMG6CxvxJvkRE0pH1ZyWc5XKfPM0Ma8INDvKzEm+/VsVI2kG9RUc113jfe6N4QW4RMp5rpQCHNHgngasIAGqQlzhzGQ2SlbZPpRDpsXGO/KPAgyH0BjrSm4g03XoZvHrqIs6vVJuawZSyFX3nlftx1/XbEIZdSoSnhfXkWinUQ4sqcAHBswb3uHj+9CqDREwtDJqVitWxirWp2zByA8CruVWH0bUO2kmW3wRzU2DoH3qTuqhAjNwy8fUZYJX6vkNZU/Pbrr/E2AYC/UQoGh3sPXcBkVsdLrpyNfD0xuAZxhq0hu1usIb1EsiTfTYrfvvuajp+7nwWH4wslvPyqrd5uSpSVAHe3O51P4fkld9cjpgYGIVLTJAVdQGMXR35zBYvg+OIreg4lkTmwxYJ7KPFFcH5/JbePf/Tj3W6k8BbHLWNpL1uJV62GpezO5FPYOZXFIaFdhD/oR2QO7uecRFICOp/p4H2/IQzpTbfsxGd/dBpV0/Y+Gw5CCH7ztVcleg/e3iOMOSwWa5jNp7F7JotcSsUxVrX/xJkCtk9kYn//rK56lffbumEOIYkWbm8t93PRVMWbBuca0sl2666s1NpzODpfamhSFwdNcYvgNlJWCoM4Z4TDsBzc/8w8Xnfd9pbJALmUCoWEy0pecJCy0nBjdiyNmXzKo/d8lyAa0oC/qDy/VIFC/PTHMPCLPqMrsYVoHONpXTCkw7OVwtoT8A6TjbJSseF3iAKXVpZLBlYi+ipxvPnWXfjdu6/xakm2jKd8WSlQmBTE9TsnGjKW1mtuBXpeKFzi753EjAY6n7jmfb8hFbW37Z32vrst48nM0ihM5sKDw/x6HVvH3TkR+7eOeemzT5wpxEpKgBscuD3WjawU7E3FvTQxIYG37W7LkE4kKxWxf+tY4kwdXSUwHSoY0v0JDhldRVprLIL9wXNLKNYs3H1DawbJTf0wWekMq8TeLWWl4cf+rWN+cKjGBYcydk3nWt4sXFbaMZlNVAEKuBp60HMIykphCyJPlcunVeTTmlu2X7ci23uI4P2VVjhzaOFR3HHFLP79nVd4/98ylvbmLNdMp2UGyfWXTeL5pbL3+xVrFsYzesPiwN87KXOYCOlHlQQ8OEyGBAdFIV5qYpKGcK0QVjwJAAvFmldQt3/rGI7Nl7BcquPUciVWUgIaK7S3T3Z+jhNZreE6Wq+acGhjtto46w/UjiGd0pTYIrij80Uc2JbMbwD8SXBcVgrLitsoTOdSDRX+33j6AsbTGl66f0vsc8czeui86jMrFeRSauJsrW4hg0MX2L91DMcWSqCUelWtXJPmGQt8l3VyqdxSUgLcegtdJYl3wQDv4tiYrRSkrdxgFi9WPsuBa5x8cY3zGzh4IVwccwhiy1ga68ysDDZDC+L6Xa7vwFsjr1cbW2cA7i7tj99yE37ujj2J3t8PlO1nK/GOrGF4y627sW0ijet2TrT1ukFEyUrz63WvoG7/1jFcXK/h+8eXAAC3JGAO4ufcjazkeg7+Z+enP/tBkzOHehuGdFpTW8pKaxUT8+v1xH4D4G6SHNbnCegfcwDcTSLfMNoOxf3PzONV12xNJLOFzWkB3ALZ3dO5xBvHbiGDQxc4sHUMa1UTi6W6txOdzDYzB0opnk8QHBSF4NrLJnHtjuQLzGw+heWSAdN2vDqHoKzkTW8TNFBuePGGYtx3SLrQuy006lgtm7EV1Y3P42mwddRMp6EwKYg7Lp/FWFrDV55wi+bXaybCZv7+7K27Whr9InRVQS6ltm1IF2J6Tu2ZzeGHv/PqhgraTjAVEhxsh2K5VPeYw4Gt7gL5xUfPQlUIbtgV/548ayyfUhMPuAnDREZH1bQ9fyuszoUvbu0VwbWWlY4uNE5MSwJ+H/DMvI0wpKMwldO9DeOhc2tYrZh4xdVbY57lImoa3NnVCnbP9EdSAmRw6Ar8Jj2+UGqSHcTgsFiqo1S3YoMDAHz+PXfg/a+/OvE5XL9zEobt4MjFomc4B3e3YaM9xVRWwNfsky70M/kULq7XWH+m5IsNz+ZZKhqoW3bLGzabUvGGG3bgG09fQMWwsF61ErdYboW4uQlhKFQMr/J1IxHGHJZLdTgU2Mp2/AdYMsT3jy/h4LZxr3NwK2TZ59yq4V4SBOdwr5Z56wzBc2CaeVt1DnrrbKWjLCuwPVnJfW++EWq1Eek1pnMpr60IZ3hJJCWgUQ3goJTizEol8SaoF5DBoQuIGUuFqtuOm98MYnA4ueRmGSQJDhldbVmUFwQ3Ix8/U/BlpYBhl2PnJcpKXNPk5u52LzgkW+hn8ymcYrMMkkpRgBAcSnU2gKX1Dfuzt+5C2bDxzUMXI5lDuwjLuAFcX4i3wggi2K57o8ANX7FlM+/Gytu87J5xvStKEVv8xsE9h27MaH5+gO/ZcOYgMs6xtNuVlFIkr3NQWzOHY/Ml5FNqQ0ZfHHgxKB9O1H/m4H5G3zu6iGt3TDSlOUeBz8QQsVoxUTbsvmUqATI4dIVtE2mMpzUcmy819U3K6O6CvFY1E6Wxdopd01nM5FN48kzBG6YeDC6EEMyyfkgc5brlps2xG8hjDollpZRXw9GOrDTXEByc2Bv2hfumsWcmhy8+epZ5Dj0IDlktVFb64NefwXv/Jrzj5VqLvli9xETWbdks7hwXWDdWHhxUheAKdi0lyVQCfM+h2+AQLCIMK4LkyQpA/PxojrTeOpX1yMUi9m8bb0tv1wXmQEjyQNULuDMdDJTrFh47vYo7DyZjDUC45+DXOEhZ6ZIAIQT7t7kZS2shCxefOnZiqYyUqiRqptfJOdy8ewpPnCnAjPAcAH/uAUeZdWTl2M4M6bjqaA6xM2YnnsNSyYg1pAH39/vZF+zCgyeWsViq94Q57JzK4sjFYoOMsVY18d2ji7AdioefD862YrM4ehCY4sADkMhseOsM0Ug+wLT3JGY04HsO3cpKHnNgi9dqxYSukoZraSyteWnVnaSyUkrxwLPzDd/PsYUirmpDUgL8ep9S3UJGC6+n2ShMZXVYDsUDP16AaVP85IHkxbZjaZ0V1frs8cxqf2scABkcusb+OTdjaa3avHhMsrS/k0tl7JnNxQ5a7xQ37ZrCc4slTzYKK7KZHUs1GNLFQHDgzGGqjWwljnaylfJpDVlddZlDTJ0Dx8+8YCcodbOxgtlKneCeW3ZitWLigWfnvWP/ePiiJ8s9eGK54fFeR9Y+yUqA38sJ8FtniLLETx7Ygmt3TCRuJdErWYkHZ485lN0BVuLCK/pC7VRI8+Dw/eNLePenH8Gff/c5AK5XtlQy2jKjAUBXfObQzzRWwN8wfe3J80hrCm7dOx3zDB/jGQ2mTRtktjMrrMZBBodLBwe2jWGpVMfJ5UrT4sHNxSSZSt3g5j1ToBR4jLVSCFZIA81517wjK8f+uTH81msP4vUJ2jwAjTMLogYYRYEXwiWRlQD3huBdLHvBHH7ywBy2T2TwhUf84YT/8NQF7JrO4vbLZ/Dgc43BoVi34NDwGodeI2xmwkKxjtl8qmGhfcttu3Hvr96ZuCCMm9btpEm3Oj/uOZxZrTSxTfG6aqe3kmE5oJTi60+5sz8+9YPnUa5bghndXnAIMod+gqeyf/fIIl50xWxb1dkTITMdzqxWMJ3TW7Zl7zVkcOgSPGNpsVgPDQ6rZRMnlyueRrwRuImlMj5ykgUHpflrnQnMfS7VrIZKY0UheN8rDyQ2zUS20I6sBPj9lWqmnbi9wptZ7/1eZCupCsHPvGAnvnt0EfPrNayWDfzg+BLecOMOvOTKWRw6v9ZQiMb/3e7v2QmmQjqzLqzXO24QyXHz7il88E3X4+VXJUunjIJYUPnAs/P4wfHlpr5R4gKWNEOIp7xWDBv3Hb6Iq7ePY7Vi4q8eOuUFh4Nty0qMOdStvprRgH+tGLaDOxNmKXGMBea0AP3txsohg0OX4BlLQHNTtsmsjuOLJRiWg30bGBymcilcviWPI+wmCvMcZvIpFGuWl+7KB/10Ct5DaDyjJRocE3zuUqmOuukk3lG98cbL8M4X78WdbWi3rfCW23bDocCXHjuLbx6+CMuh+KkbL8OLr5gFpcAPn/fZg9euu5+yUkVkDjUvjbVTqArBO160N7HMEwWeaHF2tYrf+fLTuHr7ON77iv0NjxnvgDnw4PCdI4tYrZj49dccxE/s34JP/PMJPHV2DeMZrW1JjGftucGhv8xBzPprx4wG/BHGYmIEL4DrJ2Rw6BI7p7LeriQoO0xmdc9U20hZCXDZA/evwhZrnoXEpaVSvbuaAc4cOinlnxtPYaFYh2Enk5UAVzP/g3uu76qjqIjLt+Rx+74Z/O0jZ/G1J89j32wO1102gZv3TCGjK/gXQVpaDfTN2kiEykrrdWzrkjn0EhMZHZ9/+DSWSgb+x5tvago4Y8J89sRFcGzx/vLjZ5FPqXjZwTn8yiv3Y6lk4MuPn8PBNjOVAHgen+s5DEZWmhtPt1XVDTSP/3UcinOrVezqYwEcIIND11AU4rGHMFmJYyNlJaAxpTHMc5gNVEmX61bDHO12kdIUjGe0jqSWLWNpL3Oq3zs6EW+5bReeXyrjX55bxhtvvAyEEKQ1FbftncFDgikdbI2ykeBN27im7zgUi0J19DBgIqvBocB/eNkVodXZHRnSqs8cXnXNNmR0FS+6Yha3Xz4D26FtS0qAv0kq1q2eT4GLAy+YvHP/lraDWlBWmi/WYNiOZA6XIvazjJFgthLXZ/MptWvNOA43CcFBD/Ec+CLOF+Vy3W7Y4XWCubF0ogE7QYi+Rr9vWhF337ADeZbF84Yb/QEsL75yFj++WMRyqQ5KKe59+gJUhWz4d8gxmfULqJbLBmyHel1thwE7p7I4uG0M//FVB0J/LnoO7dQ5AG5n4buFYTi/yt7j6u3t96zimyTDSi5f9gopTcEH33Q9fjkguSVBcPzvIDKVgBGf59Ar8CyKyQjmsG9LfsNzrK+9bMIbbhLGHMQWGnXLhmE7GOuCOQDAB/7VdR3l/ouZToNkDvm0hrffvgePnyng6u0+9X8xG8by0IkVnFwu477D8/jdu6/pS7YS0NhCgxfAbRsi5vC/3v4CEAWRyQTdeA75lNowgOul+7fgr979Irxgb7J6DhFiYka/DWkAeAcbi9suggN/BlEAB8jg0BPcsnsKCgF2TTVGdjE4bDTSmoprd0zgybNroZ7DjOA5iLMcusHLDnZmDjcwhwEGBwD4vTde23Tshp2TyKdUfOy7x3H4/Druufky/Ps7L+/bOU3nUniOJTLwAri5IWIOwU1QEPlOmAMLNFxSEvETB9ozdDnExIykWXHDgLHAHOlTy2UA7oz5fkLKSj3AS/ZvwY9+99XYMxseHDbab+C4efcUCPF7yojgfshK2WzqyNpviMEhqWHZT+iqghdePoND59ZxzfYJ/OHP3NjX6tqfe/FeHFso4ff+/mksrA8fc4iDrireTj1pcOAS7BtvjJ6v3C7ENjKDYA6dgk/TK9bcaXpfeuwcXrhvuu8BTjKHHiGsPmDLuD+cpR/4xZddiRfsnQ5t3KerCiazOlbK9YYRoYPA3BAxhyjcfcMOHL1YxJ///K0Ng3L6gX9102U4Nl/E//yn43iY1a70y+/oFcbSOmpmPbGs9II9U/jif3hxW5XEcRA3ScN6nUWBN9/7+8fP4Vyhig++6fq+n4MMDhuIK+fG8Jl/d3vLgeK9xGVTWdxz887In8/kU1ipmH5w6EFBWSeYyGqeP9LvtgZJ8a9v24233Lqrr4xBxK+/+iBOLJXx9acuYCqnX1KyCOBW+S6V6omZISEEt+2b6ek56A3M4dL6/MYzGgoVEx/9znHcsHOyYwm3G8jgsMH4yQF8qVGYzunMcxisrOR2iU3j4nptqG/aQQUGwE2R/uO33ITzhSqUAZ5Hp+Abj26L7rqBmJgxyKy4TjCW0fHtIwuoWw7+98/dOpBrUQaHEcJMPo1zharHHMYHFBwAt7/SxfVa33veXErI6Cq+8Isv9qraLyVwyXKQjEdM6e53EVy3mMhoqFsODm4bw2uv3TaQc7i0wqlEV5jJu8zh/2/vbmOkuuo4jn9/O7sLdKE8tSU8P6REi0pbQiqWxlDaIFQqvrBRoykSDG9orEaj6BtSjS9MjA+NhkhalCZKbbC1xJgqwRp9UwIV06LUQLACgoCupVZMW9q/L+4ZGJhdWGZn9u7c+/skm5l79u7MOXNm7/+eh3vuazm3HODCGE07DRTmIbutafudw1WDw7BpObRZcKhOZ11/540DXlyx2QZVc5JelvSipD9K2pvSJkjaKelgehyf0iXpYUmHJL0gaUHN66xO+x+UtHpwRbL+jO/Jlu3Oe7YS1AaH9vqntYEZPbKTSodatkz9QFwcHNrrJGTe5Gt5z9SxrJw/Jbc8NOMTuzMibomIhWl7A7ArIuYCu9I2wApgbvpZB2yCLJgAG4H3ArcBG6sBxZprYk93mjufTY/Ma7YSXLgQzsGhmMaO6sq9n/+ibqU26758YOlcdjywON/g2oLXXAUsSc+3Ar8FvpTSH4vs9kbPSRonaXLad2dE9AJI2gksB7a1IG+lVl1C40jvWUZ1VXL94r1rylgm9nTnGqCsdT51+ywWzRmaWXr9aeeWA+Q7IQIGHxwC+LWkAH4QEZuBSRFxAiAiTkiqLiA/FTha87fHUlp/6dZk1bP1I73/y20aa9W98ydz7/zJuf8DWGvMnNjDzIlDc/Fnfy6aytpmLYfhYLBHiMURcTwFgJ2SXrrMvn0dBeIy6fUvIK0j65JixowZV5vX0qu2HI72ns39oioHBWu1dr4IbjgYVFsrIo6nx1PAU2RjBidTdxHp8VTa/RgwvebPpwHHL5Pe1/ttjoiFEbHw+uuHz/UD7aK6vtJrl9w/2qyIKh3t3a2Ut4Y/MUk9ksZUnwPLgP3ADqA642g18HR6vgO4P81aWgScSd1PvwKWSRqfBqKXpTRrstob8wzmXg5m7UDS+cX33HK4eoM5fZwEPJW6BzqBn0TEM5L2AE9IWgscAe5L+/8SuAc4BJwF1gBERK+krwF70n5frQ5OW3ONHnFh2Qq3HKwMOjs6ePOtt9xyaEDDR4iIOAzc3Ef6v4C7+kgPYH0/r7UF2NJoXmxgJDGhp5uTr77u4GClUB13aLeprMOBw2nJVAel87wAzmyoVKezDtcFHoczf2IlUx13yHsqq9lQqC5f7zGHq+fgUDLng0MbrtdjdrW6UreSr3O4eg4OJVMNDu5WsjLorHTQoYtvGWoD4+BQMu5WsjLprIiRXRVfdNkAB4eSOR8c3HKwEujq6PB4Q4McHEqmOlvJwcHKoLOi3FeHbVf+1ErmpsljGD2ik9nX5bsomtlQ6Kx0tN1d4IYLnz6WzI03jGH/Qx/IOxtmQ6KrQ4xwy6Eh/tTMrLC6Kh5zaJRbDmZWWGvvmM25t/u8A4BdgYODmRXW3fMm5Z2FtuVuJTMzq+PgYGZmdRwczMysjoODmZnVcXAwM7M6Dg5mZlbHwcHMzOo4OJiZWR1FtOfVg5JOA39r8M+vA/7ZxOy0gzKWGcpZ7jKWGcpZ7kbKPDMirr/STm0bHAZD0t6IWJh3PoZSGcsM5Sx3GcsM5Sx3K8vsbiUzM6vj4GBmZnXKGhw2552BHJSxzFDOcpexzFDOcreszKUcczAzs8sra8vBzMwuo1TBQdJySX+RdEjShrzz0yqSpkt6VtIBSX+S9GBKnyBpp6SD6XF83nltNkkVSfsk/SJtz5a0O5X5p5K6885js0kaJ2m7pJdSnb+v6HUt6XPpu71f0jZJI4tY15K2SDolaX9NWp91q8zD6fj2gqQFg3nv0gQHSRXg+8AKYB7wcUnz8s1Vy5wDPh8RNwGLgPWprBuAXRExF9iVtovmQeBAzfY3gG+nMv8bWJtLrlrru8AzEfFO4Gay8he2riVNBT4DLIyIdwMV4GMUs65/BCy/JK2/ul0BzE0/64BNg3nj0gQH4DbgUEQcjog3gMeBVTnnqSUi4kRE/CE9/w/ZwWIqWXm3pt22Ah/OJ4etIWka8EHgkbQtYCmwPe1SxDJfC7wfeBQgIt6IiFcoeF2T3cVylKRO4BrgBAWs64j4HdB7SXJ/dbsKeCwyzwHjJE1u9L3LFBymAkdrto+ltEKTNAu4FdgNTIqIE5AFEOCG/HLWEt8Bvgi8nbYnAq9ExLm0XcQ6nwOcBn6YutMekdRDges6Iv4OfBM4QhYUzgDPU/y6ruqvbpt6jCtTcFAfaYWeqiVpNPAz4LMR8Wre+WklSSuBUxHxfG1yH7sWrc47gQXApoi4FfgvBepC6kvqY18FzAamAD1kXSqXKlpdX0lTv+9lCg7HgOk129OA4znlpeUkdZEFhh9HxJMp+WS1mZkeT+WVvxZYDHxI0stkXYZLyVoS41LXAxSzzo8BxyJid9reThYsilzXdwN/jYjTEfEm8CRwO8Wv66r+6rapx7gyBYc9wNw0o6GbbABrR855aonU1/4ocCAivlXzqx3A6vR8NfD0UOetVSLiyxExLSJmkdXtbyLiE8CzwEfSboUqM0BE/AM4KukdKeku4M8UuK7JupMWSbomfderZS50Xdfor253APenWUuLgDPV7qdGlOoiOEn3kJ1NVoAtEfH1nLPUEpLuAH4PvMiF/vevkI07PAHMIPsHuy8iLh3sanuSlgBfiIiVkuaQtSQmAPuAT0bE63nmr9kk3UI2CN8NHAbWkJ34FbauJT0EfJRsZt4+4NNk/euFqmtJ24AlZKuvngQ2Aj+nj7pNgfJ7ZLObzgJrImJvw+9dpuBgZmYDU6ZuJTMzGyAHBzMzq+PgYGZmdRwczMysjoODmZnVcXAwM7M6Dg5mZlbHwcHMzOr8Hxk4DWRDhvMpAAAAAElFTkSuQmCC\n", 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\n", 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" ] @@ -496,7 +506,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.1" + "version": "3.7.2" } }, "nbformat": 4,