diff --git a/CHANGES.rst b/CHANGES.rst index 97633f5a..2fa494d0 100644 --- a/CHANGES.rst +++ b/CHANGES.rst @@ -2,6 +2,16 @@ Changes ======= +0.10.x (2020-03-09) Oxford +-------------------------- +* Added support for ERA5 (hourly), NRCan and CANOPEX datasets +* Support linear transforms (unit changes) +* Calibration now uses :SuppressOutput by default +* Added options for rain_snow_fraction, evaporation and ow_evaporation +* Updated Raven version to 295 +* Support passing shapes as zip files + + 0.9.x (2019-11-11) ------------------ * Return configuration files used to run model in a zip archive diff --git a/Dockerfile b/Dockerfile index 86bb2a91..cf55d8b9 100644 --- a/Dockerfile +++ b/Dockerfile @@ -1,7 +1,7 @@ # vim:set ft=dockerfile: FROM continuumio/miniconda3 MAINTAINER https://github.com/huard/raven -LABEL Description="Raven WPS" Vendor="Birdhouse" Version="0.9.0" +LABEL Description="Raven WPS" Vendor="Birdhouse" Version="0.10.0-beta" # Update Debian system RUN apt-get update && apt-get install -y \ diff --git a/docs/source/conf.py b/docs/source/conf.py index f48eeea8..d3460705 100755 --- a/docs/source/conf.py +++ b/docs/source/conf.py @@ -82,7 +82,7 @@ # The short X.Y version. version = '' # The full version, including alpha/beta/rc tags. -release = '0.9.0' +release = '0.10.0-beta' # The language for content autogenerated by Sphinx. Refer to documentation # for a list of supported languages. diff --git a/docs/source/notebooks/CompleteChainCANOPEX.ipynb b/docs/source/notebooks/CompleteChainCANOPEX.ipynb deleted file mode 100644 index 1a56240e..00000000 --- a/docs/source/notebooks/CompleteChainCANOPEX.ipynb +++ /dev/null @@ -1,346 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Running HMETS using NRCAN forcing data\n", - "\n", - "Here we use birdy's WPS client to launch the HMETS hydrological model on the server and analyze the output. We also prepare NRCAN daily data for Canadian catchments." - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": {}, - "outputs": [], - "source": [ - "from birdy import WPSClient\n", - "\n", - "from example_data import TESTDATA\n", - "import datetime as dt\n", - "from urllib.request import urlretrieve\n", - "import xarray as xr\n", - "import numpy as np\n", - "from matplotlib import pyplot as plt\n", - "import os\n", - "import json\n", - "import netCDF4 as nc\n", - "from zipfile import ZipFile\n", - "import glob\n", - "\n", - "\n", - "# Set environment variable RAVEN_WPS_URL to \"http://localhost:9099\" to run on the default local server\n", - "#url = os.environ.get(\"RAVEN_WPS_URL\", \"https://pavics.ouranos.ca/twitcher/ows/proxy/raven/wps\")\n", - "\n", - "# THIS CHANGED TO REFLECT MASTER, NOT LATEST RELEASE!\n", - "url=\"http://localhost:9099\" \n", - "\n", - "wps = WPSClient(url)" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [], - "source": [ - "# DATA MAIN SOURCE\n", - "CANOPEX='https://pavics.ouranos.ca/twitcher/ows/proxy/thredds/dodsC/birdhouse/ets/Watersheds_5797_cfcompliant.nc'\n" - ] - }, - { - "cell_type": "code", - "execution_count": 14, - "metadata": {}, - "outputs": [], - "source": [ - "basindata=xr.open_dataset(CANOPEX)\n", - "watershedID=1500 # From 0 to 5796\n", - "basinName=basindata['watershed'][watershedID]\n", - "newBasin=basindata.isel(watershed=watershedID)\n", - "filepath = os.getcwd()+\"/CANOPEX_subset.nc\"\n", - "newBasin.to_netcdf(filepath)" - ] - }, - { - "cell_type": "code", - "execution_count": 18, - "metadata": {}, - "outputs": [], - "source": [ - "# Raven is picky with the units formatting\n", - "import netCDF4 as nc\n", - "D = nc.Dataset(filepath, mode=\"a\")\n", - "D.variables[\"time\"].units += \" 00:00:00\"\n", - "D.close()" - ] - }, - { - "cell_type": "code", - "execution_count": 15, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "array([2.773012e-05, 3.085206e-04, 7.230699e-04, ..., 1.469227e-05,\n", - " 6.290850e-06, 9.024374e-06])\n", - "Coordinates:\n", - " * time (time) datetime64[ns] 1950-01-01 1950-01-02 ... 2010-12-31\n", - "Attributes:\n", - " long_name: Precipitation\n", - " standard_name: precipitation_flux\n", - " units: kg m-2 s-1\n", - " coverage_content_type: modelResult\n", - " _ChunkSizes: [ 363 1393]\n" - ] - }, - { - "data": { - "image/png": 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XtjQB8LeA2NF4El9/eBVmBlxXTIUlLnN2MzCUADdXsXEZ5qC5sxetXQ66TgZs0OU4+rmuG17d3IjWrj4cOpG4C9nqV48yXu4XlExf164jp8LNSAYMDATAv3KlzUFDtRPjpy7DuHsyd50sREdOnsbPX96OcfcsxVARFeT57srqfS0oK69EzbHsM6WFobPXec/D5XuP42Ta+Z6pt1zqBcPRjtOI+yOlDAwpTvcPlnyffa81Zcmjdv/CvaiMQffWnN9jjveDOAtSpzet2BbOHNjZdPUN4PfrD509VlGd+QvNGF5Vh9oiyoF77d39+MHvqnDLc5styz9+x8Kc2375vuWYuyleczynY2Awjp/qxV/duQjPrj3oarvdR06hrLwSq/a1BJOxArTxwPD+32HH23sX7MEza+qHLc+rqszHnTjtczdELzm7641duOP1aqzbH1x//WJgd5GRDPIHTnR7OqM2Hoh3EGRgMBrMBOeVO51d7SbPleRVztK0bppxFMXNUFRt9U+vOYB7KvfgVK+3XlJes+10u+R34dfhcfvdXvfU23h1SyMAoHfAXZBiR4XgRX2EGRhcikfTrDuOHnALPhsFyY/GeLsrznwK14eX1GDxrmOYu+kwysor0ekh+G062O56m7h0TPDiwcV7PY0uHLWojvjIiD6XQlTizSY5qSpaOvvQFdCQJ+3m2Q5XA7Nl8fjyxOROHxv1pwDg2xDbxdy+Nn1FYo6Kg/d/2/e0M3VhP9bRiw+d/ydmHW9pd/fzyWcKWJDVOoVWpqRm99m1BzH+3mXYfGj4VXTqlb2fu+j34Uq/A4lTdY+XgNvdN2B670Qv15HMFFC/9tAK/zMTEgaGNH0u61vdUlVfBoBr9DDgWZCFd6aCKG4BIxkcH19ed/YHvbbO5unSAKKo5Rgl2xh8+pw4tx99+q7FrtO+7ql1+PJ9y11vFye9Zwp3KBIGhjTVTaewO4CHTE71nkFZeSWue2odPn7HwmH9n91y0yXU2SB6/pUsdillykNQ1Tdn85JltxrbE1ekhfpMwX4zz7Rfcl4ZmzW6+hIXT0Eett1H4/GgVyYbTK8iR/NXFCBHgUFEJohIjYjUiUi5zfvnichc8/4GESlLee92s7xGRK5ykeZjItLlbbfcS72Krz7i/2PptccTu1JlqityPdUb5I9uff0JlJVXWvLwzmTywdQ32e3PoRPd+I7DIcODlK0h1q92gWFp+VzVE2ZsW72vBa9ubnS0bsX26J/XCMIel4HLbcP9kpSG8ijafnIGBhEZAWA6gKsBjAVwvYiMTVvtJgDtqnopgEcAPGC2HQtgEoBPAZgA4AkRGZErTREZB+D9ee6bK3f/YVeYH5dRGL0QnlmTGJ9ni02duh+fn5pGtjhzw8yNqG32FvuX7DqOx5bVeto23cCQzS2/xx+j08BaoDcpZ610+NzOj15yMjqo84MRx+Pm5WIq1278bN52b5nxiZM7hvEA6lS1XlX7AcwBMDFtnYkAZpvXrwC4QhJHayKAOarap6oHANSZ9DKmaYLGgwD+Jb9dc66j5wz2HQ/t5qQ4efjB5vOQV1ffQHBzMoRQ+Jy9Qwv+o3KKSzfUMPLx4OK9ruc4yBWMnOT6UJu/1X5BcxIYLgKQ+vx2o1lmu46qDgDoAHBBlm2zpXkbgApVzVqJLiK3iEiViFS1tOT31PGv5u/Ma/tCEcOLrdA5LnoCfjLP7+qBbKk53pMYniB+PyE8fcV+PL16+BPxbrk5Pbr7BlDd5L3NJIq7pFg1PovIXwC4DsDjudZV1RmqOk5Vx40aNSqvz/X6dOw/P78ZL6w/nNdnx0aOk29oSAOdWzoKQZT9TSczd7FM/Ty/f+uNbdZeagODimV7gn0aP4yn2v/xt+t8T7M/beIiVQ10HhG7O5Q4VomlchIYmgBckvL3xWaZ7ToiMhLA+QBOZNk20/IvALgUQJ2IHATwHhGpc7gvoVu06xhqjjsbEbJQpnHIlM+nVu/HNdPXYtNBd1dwyer76iMdeGVzI+qa3zleoRySfBuMfcxkkIVBZ1rvrseX1+Km2VV5j+Glqmj26QG6uHpu3SF8bsoS7D3m/Ko+9buMeRnviZPAsAnAGBEZLSLnItGYXJG2TgWAyeb1tQCWa+JeuQLAJNNraTSAMQA2ZkpTVStV9UOqWqaqZQB6TIM2RWzP0USBfiTLFXFS6g8l2fPpxQ2H8YuXt+PKaauDyF5ggirMg75iPGzuIE7kOafFnE0NGH/vMlQ3dQTeBuCkp9awB/k8HMf0bZbtbQYATHh0jaPtg+5inS6KwJNzSAxVHRCR2wAsBjACwCxV3SUiUwBUqWoFgJkAnjdX921IFPQw680DsBvAAIBbVXUQAOzS9H/3/BeXK38vDbdBdnsrxKumbL1Jgv6a3+keHPAHOZCtQH7bjLw6Y3U9PmyGd/BfDA6CC5++azE++aH3Rp2NQDkaK0lVFwBYkLbszpTXvUi0DdhtOxXAVCdp2qzzZ07yV4oeXVqLz158vqN1nXSny7dffaagE4eCL1VqfuTs/w67mOZ5jOJ2LNxIfx6hkMdV8uMZkr0uJhUqxOmAOYheSIafGvmfLG/V+j+OfhincE//ANq6+yMpKGNTnvn5pLlNUnHpgloI8g1ygd9dqobwKVYMDOS7XKfwDTM3YvOhdnzwfeeFkp9c7AJU0PHD74l6oqSq+PEcJw+yZUzBxWfl8TExEqdBDu3EqrtqVJITs0dFVfH06nq0d/szX3JSXXOnbz1K/Kw6sBvF1KvTOYYl9vMH6GehlHyg0o/rQLsusm5GhU3eXbg9VqlVJG/YTFXqdrDIsO5y/A4uue58C/HejYEBNgNhOThx8i8o39m+6lA7pi7Yg/LXduSZptWV01Zj/L3LnOUmy2ifp/sHzwbPTPWlQV//lJVX4u6K4f0TvExS40RYP+bXfZj7+ebZVRnfy7e6Lp/N5291Np6SX5o7vV0Exf0uJIrsMTBkcP2M9XjFZqCwIAqM5JVVZ29+3eAa2npQVl5pGYArm+QJ9/iy2rMjytrt330L92JnU2JgQScBsb61G2XllTlnzHJ7hfi7tw+6Wt/2M8X+dSEbGMr8nTgp9G783SY87tO4U6my5SsQERXw9T6PchsHDAywr+9dV38Cv3jZv4GsguiZkH7rv6MxUXi/vi39+cP0vFj/fvjNfXjYx3GHkk9IL3Q4f7YbuUaldePQiZ6cQ6ynHuNBVZSVV/r2+UFy+5S62++/EHvaJPkdP5IXTW54rTZLvSs60Nrt+S4pFzY+x0jcb2kB+8f7s/O3ALl/4V7f0po0Yz0A4D3njnC0fl8MJl5xevy9TBJjd/6dPO1vVd2Kmma855wR+OJHL/C0fQH8RIax79zgrcE9tVbh8odWAghmulLeMfhkn8OhMeyEde1ldyq6bSv55asOBhx0mKTfF53fDWBcnbgF63sqd4f2WdVNHVjtYEgNN4foxmc34bsmIPuhxcMdZPppF2QPocb2HlQGcOccNN4x+GSDz6NA+imMwGPblz7k6gav34FdQRHXmpLfhzhoY7aHuFQ1Fr1tvvfMBtfbhBnrr5m+Fq1d+fU2XLDzKK75QmLw6bAuVHjHYCOIersgHnDLl+rwE81rgWhJJvpdy6iQ68a9EPH+dTy42L9qu6A0teceuyuXIAvbTEHBTRvDT+Zuw9bD/nXxdoKBwcZDS/yfAMbJuRfWQy+7TGOZXa8rX8Ss+iXphpn2V5fOZ12L6Y75JH33jp8qrPmMvX47Ucz57fa3HvbAfQwMDgykjN++0eWw045kKJc2HWxDmw8PvaU/BHakI3FHtG5/a6BleK7i1u793jODroY/dmNNbSv220wlWuwFfhxV7jiKag+9efz4rtKTWF8ffjWw990I51xlG4MD96X0hFmw09kzAn647ql1+MQH8x/F8Zfmwbm1da344e83551eLk5PXbt+7j+bty3QY/za1uxded3qHxjCuSOdXV9tbwx/oqMoY1626pJbX9wCIJgeNbk8tWo/fnLlGPzJOc56owUh7jWavGPIYdqSGsx864CjdTtOn8Efd9g/yer1PHA6EVA2ycLhZM8ZLKw+lvZeesnhLaep6Zy9NZfsP4Dm9CfOAWw84LIu1YcfWK/DoRvsylg3vYTcTvDu5zMbSUNDijqbu6Z8ZAo+/QP+jwc17c19w0cq8CCIYxukG2ZuxFCIDwwyMOTw2HLnE8j9bO423PbiVtS3+PvDK1R+jH2zreEkjnZkaWDM8VtxcsU8mPaDc5NvLw835dLQ1oP7F+7F+nrr6Lnp+XQiPTA/tXo/rpy2ynZdt6nnuuq9+w/+d61dU9uK8lf9HTomCl7u5HoHBkO7A2RVko+Sg5klHy4qK6/E1Z/+EJ78p78O5fP9aLz24xa3J6VNw/2JbN3gmulr88rTW3Wt3jeOyP99YQt2NnXgtsutkxf+fN62vNPecihzdZaXwBOF9Dmbg/Tkyv2hfVaS33d0XvCOwSOnP6H0qpsgLd+TmKJwYNBZ7kQk2MZnn+pR87lK+n8v5TMcdDQdrM5kKPj8GHAvmydXOr87jksIsZt4yQmn59QDi4Lpspvtt/Gd6WsD+Uw3eMcQAK9X7p29A2hoS9x13Pxc5hEzz35O2sckG1ZP9jgbxsCuh4ffbWJL9xx3tb7ri9aAGvEcz+oWYAkZ9pj9bmYli6O4BKt8dfdn7poa1j7yjsFHWecQdlDO7DpyynZs/aB09/tXZ+nXCetH91w/OXnWw/HIpBkO0sHW3KNz7mz0vy0jnZvvMOadahwLs0G3kDAw+MhrH2u/JyiJy+xQxVJ45JI+MunXHlzhavuvPbQS46cuzbpOS1cwo2j6IZ/zTVWx56i7O5VMF2DffmxNzomb0t0fUFVREFSBVh96ZDnBwFDi7H7UngJcRLHohYDGDrI7LnaNs3Zl1EGbGQF/u2p/1kZTu667YXMbyP24oHl5c6PrIcIzfWprVz92HXF3ZzVjdb2r9aM0860D+J8exobygoHBRyU3Dk+u90M4HL8JYIKZTOxHp3W27WMe8lkKD2TvTblbCPvncyLCZxmyfbeZypFVDka69QsDg0duZ20KYj7bTA27bgoUu0H0nG7vdC7hQuR33p0+RBe0uF27dNuMAdTQln0O9uQ+qKqla7Rb//pGtedtix0Dg0c9WXoOuOX1x9row8iSXqypTTwbkDpDW1zaNfzgx774Pf5SGEE2iqAxt6rh7OvbX9uJuuYuHD+VvT1lSBONxq9uGT68iZt9iMPES3HFwBCRTENn+MGujtsNp0XaAQe9aUpV+oN1XsrcuF3dh+HlzQ0511m9rwXj710a+lDUfsr23cbhQUMGhog8uvSdOmenw/7O3+psmOx8xoHxcmW6Ym+z7cB3xVaw2X1NmRpOvUytWUiiLrrynfwmanFvP2JgiIF+h/XPK/YG3/iUaGNwd9be+LtNAeUmOvZBzc08vdZ17UaSzbxt4v/pK/IfjkEgjh9cc/O1v13Xit8s2+d6OyfyuWA+1tHn6Px1P3d59MK8zmJgCID9NJdZ1neYbsV2/6uf8vlR52x8LrI7hkL13x5/6+xrvx7oau85g5c25q728eLhJTWet731xS2OHkr8xiOrI7/rcSvM/DIw+MhrOXisI14PLxXaD6bY2AZUz1OuWr/NU73OhkuJktO5uzNdeGw+FP+2h76Y9FLLhGMl+chrgfrr+Tvz/uyy8kpP2wXbm6gwbxkWVx/H+e85J680Sim4RvVwXhQzr5UKBoYA1DZ34tMXnR91Njxx8xyDk7QKUWoXSq/yqqIrpaiSh0ydLNy05xQSJ2Nq+YVVSR7ZnXrJcvCnc93N1BXlaZxPIXSypx9TApiMJa7cHaviLJziJNP3kWxjUNVYdP30y4kQB5hkYIiBIK4Q8+l14bR6ad/xLsxa62za02IQ7fzJXrezbpl9KAaPH+InF8c4V35/v+EwPvarBWjO8MCc3w8hFhMGhhD88pXwpyL0Y17cfB0NcQjxYnBTlm6/W0JoUC20cjLXvCOvm/lJDucYYoOGY2DwKNePKHUYZT/qrN1y+iNPf7hOIL4VEHGbWyFMXo7hsr3N+N4z61FzfPhzB27mHvcq7j1lKDwMDD7affTU2ddRD5+SEYUAAAnJSURBVKPstDro30qojSBfYYwHtbbuROCfUWoyfWsFdoMUKkeBQUQmiEiNiNSJSLnN++eJyFzz/gYRKUt573azvEZErsqVpoi8YJZXi8gsEcmv3yBl5eRhIM9iUWkdjbgUOunBrKoA+vj7JdfZF9UglIUgZ2AQkREApgO4GsBYANeLyNi01W4C0K6qlwJ4BMADZtuxACYB+BSACQCeEJEROdJ8AcAnAXwGwLsB3JzXHsaEl/H4C119c1fUWYhMXOrr45KPKGU6BnUlfH7m4uSOYTyAOlWtV9V+AHMATExbZyKA2eb1KwCukMRsExMBzFHVPlU9AKDOpJcxTVVdoAaAjQAuzm8X42HJbvu5E4LiuUDw8SK/02as/UI2r8r53dWdMRnr//n1h6LOgit+xrESvmHNm5PAcBGA1NbTRrPMdh1VHQDQAeCCLNvmTNNUId0AYJFdpkTkFhGpEpGqlpbwZjZKKtYLMQGvMv0QZp/zbLYedjdtZtRe2ujPVK2rQ5ztrBjFufH5CQCrVXWN3ZuqOkNVx6nquFGjRoWcNWC7y3lqiSi3zl5/7jK/P2vj2df/+Nt1vqRZSpwMidEE4JKUvy82y+zWaRSRkQDOB3Aix7YZ0xSRuwCMAvB/HOSPbORz0V9Ms7FR6dp0sHQa2v3m5I5hE4AxIjJaRM5FojG5Im2dCgCTzetrASw3bQQVACaZXkujAYxBot0gY5oicjOAqwBcr6rsWO0Rn+okIq9y3jGo6oCI3AZgMYARAGap6i4RmQKgSlUrAMwE8LyI1AFoQ6Kgh1lvHoDdAAYA3KqqgwBgl6b5yKcAHAKwLtF+jddUdYpve0xZdZw+E2wXViKKPUejq6rqAgAL0pbdmfK6F8B1GbadCmCqkzTNco74GqE1ta1YU9uae0UiKlpxbnymPPDhHSLyioGhSKX2yiAicoOBgYiILBgYiIjIgoGBiIgsGBiIiMiCgYGIiCwYGIiIyIKBgYiILBgYiIjIgoGBiIgsGBiIiMiCgYGIiCwYGIiIyIKBgYiILBgYiIjIgoGBiIgsGBiIiMiCgYGIiCwYGIiIyIKBgYiILBgYiIjIgoGBiIgsGBiIiMiCgYGIiCwYGIiIyIKBgYiILBgYiIjIgoGBiIgsGBiIiArYwOCQ72kyMBARFbAh9T9NBgYiogI2pP5HBgYGIqICFkBcYGAgIipkvGMgIiKLQQYGIiJK1dh22vc0HQUGEZkgIjUiUici5Tbvnycic837G0SkLOW9283yGhG5KleaIjLapFFn0jw3v10kIipetc2dvqeZMzCIyAgA0wFcDWAsgOtFZGzaajcBaFfVSwE8AuABs+1YAJMAfArABABPiMiIHGk+AOARk1a7SZuIiGy8+5wRvqfp5I5hPIA6Va1X1X4AcwBMTFtnIoDZ5vUrAK4QETHL56hqn6oeAFBn0rNN02zzdZMGTJrXeN89IqLi9uHz3+17mk4Cw0UAGlL+bjTLbNdR1QEAHQAuyLJtpuUXADhp0sj0WQAAEblFRKpEpKqlpcXBbgz3+q1f8bQdEVFcjP2L9/me5kjfUwyJqs4AMAMAxo0b56lZ/vOX/DkO3v9tX/NFRFTonNwxNAG4JOXvi80y23VEZCSA8wGcyLJtpuUnAPy5SSPTZxERUYCcBIZNAMaY3kLnItGYXJG2TgWAyeb1tQCWq6qa5ZNMr6XRAMYA2JgpTbPNCpMGTJpveN89IiJyK2dVkqoOiMhtABYDGAFglqruEpEpAKpUtQLATADPi0gdgDYkCnqY9eYB2A1gAMCtqjoIAHZpmo/8JYA5InIPgK0mbSIiColoEANthGzcuHFaVVUVdTaIiAqKiGxW1XHpy/nkMxERWTAwEBGRBQMDERFZMDAQEZFFUTQ+i0gLgEMeN78QQKuP2Sl0PB7D8ZhY8XhYFfLx+EtVHZW+sCgCQz5EpMquVb5U8XgMx2NixeNhVYzHg1VJRERkwcBAREQWDAxmID46i8djOB4TKx4Pq6I7HiXfxkBERFa8YyAiIgsGBiIisijpwCAiE0SkRkTqRKQ86vwESUQOishOEdkmIlVm2QdE5E0RqTX/v98sFxF5zByXHSJyWUo6k836tSIyOdPnxY2IzBKRZhGpTlnm2/6LyF+b41tntpVw99CdDMfjbhFpMufINhH5Vsp7t5t9qxGRq1KW2/6GzJD6G8zyuWZ4/dgSkUtEZIWI7BaRXSLyY7O8NM8RVS3Jf0gM970fwEcBnAtgO4CxUecrwP09CODCtGX/AaDcvC4H8IB5/S0ACwEIgC8B2GCWfwBAvfn//eb1+6PeN4f7/1UAlwGoDmL/kZhn5Etmm4UAro56nz0cj7sB/MJm3bHm93EegNHmdzMi228IwDwAk8zrpwD8MOp9znE8PgzgMvP6vQD2mf0uyXOklO8YxgOoU9V6Ve0HMAfAxIjzFLaJAGab17MBXJOy/DlNWI/ErHofBnAVgDdVtU1V2wG8CWBC2Jn2QlVXIzFXSCpf9t+89z5VXa+JEuC5lLRiKcPxyGQigDmq2qeqBwDUIfH7sf0NmSvhrwN4xWyfemxjSVWPquoW87oTwB4k5psvyXOklAPDRQAaUv5uNMuKlQJYIiKbReQWs+yDqnrUvD4G4IPmdaZjU2zHzK/9v8i8Tl9eiG4zVSOzktUmcH88LgBwUlUH0pYXBBEpA/AFABtQoudIKQeGUvO3qnoZgKsB3CoiX01901zFlGzf5VLff+NJAB8D8HkARwE8HG12wicifwbgVQA/UdVTqe+V0jlSyoGhCcAlKX9fbJYVJVVtMv83A5iPRDXAcXOLC/N/s1k907EptmPm1/43mdfpywuKqh5X1UFVHQLwNBLnCOD+eJxAomplZNryWBORc5AICi+o6mtmcUmeI6UcGDYBGGN6T5yLxDzVFRHnKRAi8qci8t7kawDfBFCNxP4me01MBvCGeV0B4Pum58WXAHSY2+nFAL4pIu831QzfNMsKlS/7b947JSJfMvXr309Jq2AkC0DjO0icI0DieEwSkfNEZDSAMUg0pNr+hsyV9QoA15rtU49tLJnvbSaAPao6LeWt0jxHom79jvIfEj0L9iHRs+LXUecnwP38KBI9RrYD2JXcVyTqgpcBqAWwFMAHzHIBMN0cl50AxqWk9QMkGh/rANwY9b65OAYvIVE9cgaJ+t2b/Nx/AOOQKEj3A/hPmFEF4vovw/F43uzvDiQKvg+nrP9rs281SOlNk+k3ZM65jeY4vQzgvKj3Ocfx+Fskqol2ANhm/n2rVM8RDolBREQWpVyVRERENhgYiIjIgoGBiIgsGBiIiMiCgYGIiCwYGIiIyIKBgYiILP4/xMTeY5jyWF4AAAAASUVORK5CYII=\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "ds=xr.open_dataset(filepath)\n", - "basin_area=ds['drainage_area'].item(0)\n", - "print(ds['pr'])\n", - "plt.plot(ds['pr'])\n", - "plt.show()\n", - "ds.close()" - ] - }, - { - "cell_type": "code", - "execution_count": 16, - "metadata": {}, - "outputs": [], - "source": [ - "# Dirty fix for testing only. We already have this info in the regionalization DB. Perhaps we can add it to the NetCDF?\n", - "# Else we can simply read from the csv.\n", - "basin_latitude = 50.0\n", - "basin_longitude = -75.0\n", - "basin_elevation = 350.0" - ] - }, - { - "cell_type": "code", - "execution_count": 19, - "metadata": {}, - "outputs": [], - "source": [ - "# The model parameters. Can either be a string of comma separated values, a list, an array or a named tuple. \n", - "params = '9.5019, 0.2774, 6.3942, 0.6884, 1.2875, 5.4134, 2.3641, 0.0973, 0.0464, 0.1998, 0.0222, -1.0919, ' \\\n", - " ' 2.6851, 0.3740, 1.0000, 0.4739, 0.0114, 0.0243, 0.0069, 310.7211, 916.1947'\n", - "\n", - "# Model configuration parameters\n", - "config = dict(\n", - " start_date=dt.datetime(1998, 5, 1),\n", - " end_date=dt.datetime(2002, 6, 30),\n", - " area=basin_area,\n", - " elevation=basin_elevation,\n", - " latitude=basin_latitude,\n", - " longitude=basin_longitude,\n", - " run_name='test_hmets_CANOPEX',\n", - " rain_snow_fraction='RAINSNOW_DINGMAN',\n", - " nc_spec=json.dumps({'tasmax': {'linear_transform': (1.0, -273.15)},'tasmin': {'linear_transform': (1.0, -273.15)},'pr': {'linear_transform': (86400.0, 0.0)}}) \n", - ")\n", - "\n", - "# Let's call the model with the timeseries, model parameters and other configuration parameters\n", - "resp = wps.raven_hmets(ts=str(filepath), params=params, **config)\n" - ] - }, - { - "cell_type": "code", - "execution_count": 20, - "metadata": {}, - "outputs": [], - "source": [ - "\n", - "# And get the response\n", - "# With `asobj` set to False, only the reference to the output is returned in the response. \n", - "# Setting `asobj` to True will retrieve the actual files and copy the locally. \n", - "[hydrograph, storage, solution, diagnostics, rv] = resp.get(asobj=True)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Since we requested output objects, we can simply access the output objects. The dianostics is just a CSV file: " - ] - }, - { - "cell_type": "code", - "execution_count": 21, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "observed data series,filename,DIAG_NASH_SUTCLIFFE,DIAG_RMSE,\n", - "HYDROGRAPH,/tmp/pywps_process_lyas_bt6/CANOPEX_subset.nc,-2.675,154.564,\n", - "\n" - ] - } - ], - "source": [ - "print(diagnostics)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The `hydrograph` and `storage` outputs are netCDF files storing the time series. These files are opened by default using `xarray`, which provides convenient and powerful time series analysis and plotting tools. " - ] - }, - { - "cell_type": "code", - "execution_count": 22, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "\n", - "array([[ 0. ],\n", - " [199.582139],\n", - " [395.909512],\n", - " ...,\n", - " [206.681151],\n", - " [212.205446],\n", - " [207.043272]])\n", - "Coordinates:\n", - " * time (time) datetime64[ns] 1998-05-01 1998-05-02 ... 2002-06-30\n", - " basin_name (nbasins) object ...\n", - "Dimensions without coordinates: nbasins\n", - "Attributes:\n", - " units: m**3 s**-1\n", - " long_name: Simulated outflows" - ] - }, - "execution_count": 22, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "hydrograph.q_sim" - ] - }, - { - "cell_type": "code", - "execution_count": 23, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "[]" - ] - }, - "execution_count": 23, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "from pandas.plotting import register_matplotlib_converters\n", - "register_matplotlib_converters()\n", - "\n", - "hydrograph.q_sim.plot()" - ] - }, - { - "cell_type": "code", - "execution_count": 24, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Max: \n", - "array(503.88831371)\n", - "Mean: \n", - "array(178.1896006)\n", - "Monthly means: \n", - "array([[105.59213308],\n", - " [132.72425951],\n", - " [145.18835994],\n", - " [149.66076662],\n", - " [217.50481905],\n", - " [241.34494684],\n", - " [250.21438736],\n", - " [217.71404516],\n", - " [175.08495442],\n", - " [184.41751911],\n", - " [155.49077705],\n", - " [134.48131373]])\n", - "Coordinates:\n", - " basin_name (nbasins) object ...\n", - " * month (month) int64 1 2 3 4 5 6 7 8 9 10 11 12\n", - "Dimensions without coordinates: nbasins\n" - ] - } - ], - "source": [ - "print(\"Max: \", hydrograph.q_sim.max())\n", - "print(\"Mean: \", hydrograph.q_sim.mean())\n", - "print(\"Monthly means: \", hydrograph.q_sim.groupby(hydrograph.time.dt.month).mean(dim='time'))" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 3", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.6.7" - } - }, - "nbformat": 4, - "nbformat_minor": 1 -} diff --git a/docs/source/notebooks/Delineation_workflow.ipynb b/docs/source/notebooks/Delineation_workflow.ipynb index e34223f5..f9792ba2 100644 --- a/docs/source/notebooks/Delineation_workflow.ipynb +++ b/docs/source/notebooks/Delineation_workflow.ipynb @@ -87,7 +87,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 4, @@ -96,7 +96,7 @@ }, { "data": { - "image/png": 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\n", 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kJAuHRuxUpj/kZgZ48qYhjOpT5HUpKSusAzgR2SgiK0VkmYiUO+s6iMi7IrLO+drkCWcRyReRrSIypcG6G5x9rhCROSJS2PKP03LWcvBep7xMZt45zILBY5H07pyvqoNUNeg8ngjMU9U+wDzncVMmAR/WPxCRAPC4s88BwArg3ogqjxM7lemtPp1ymXXPCM7o0s7rUlJeS7p+RwPTneXpwFVuLxKRs4BiYG7D1c6/HAn1MuUD21tQS8zYhVfeKevZgdfuGk5JQbbXpRjCDwcF5orIEhEZ76wrVtUdzvJOQgHwFSKSBjwG3P+VnameAO4GVhIKhdOBZ9zeWETGi0i5iJRXVFSEWW70rOXgjX8d0Jk/3F5Gu7Z2ObVfhBsOI1V1CHAZcI+InNvwSVVVQgHS2ATgHVXd2nCliKQTCofBQBdChxU/cXtjVZ2qqkFVDRYVxf8Y1E5lJt74c3vxm+sHkxmwiVb8JKyzFaq6zfm6W0RmAWXALhHprKo7RKQzsNtl03OAUSIyAcgFMkSkCnjd2d96ABF5hZP3WSSMdUgm1gOXnsaE83p7XYZx0WzLQURyRCSvfhm4BFgFvAmMdV42FpjdeFtVHaOq3VW1lNChxfOqOhHYBpwuIvVNgYuBz1v4WWLCTmUmTnob4bvDe3pdhmlCOC2HYmCWMzotALyoqnNE5BPgFRG5HdgEXAcgIkHgLlUd19QOVXW7iPwC+FBETjjb39qiTxIj1nJInMHd25OdYYcSftVsOKjqBmCgy/pK4EKX9eXA14JBVZ8Dnmvw+CngqYiqTQDrkEycEaf6YmiLaYJdxdJAZdVxNlUe8bqMlDG8d0evSzAnYeHg2H3wGNdPXciOA8e8LiUlZKe3YWDXAq/LMCdh11YAOw4c5cbfL+LLPYe9LiVlnN2zAxkB+9vkZykfDlv2HuHGaQvZsveo16WklOGn2iGF36V0OGyqPMyNv1/Etv0WDIlmnZH+l7LhsL6iiht/v5BdB497XUrKyc8KcHoXux+l36VkOKzdeYgx0xaxp8qCwQvDenWkTZrN6uR3Kdkj9H/fXWvB4CHrb0gOKRkOG/fYWAavDOlewLXBbl6XYcKQcuFQV6ds2munLL1wZkk+z91WRo7d5DYppFw47Dp0zCZ08UDf4lyev20o+Vk2X0OySLlwsEOKxOtZmMML44bSISfD61JMBFIvHCrtkCKRSgqymTFuKJ3ysrwuxUQo9cLBhkgnTHF+Ji/dMYwuNidkUkq9cLCWQ0J0zMlgxrhhdO/Y1utSTJRSLxyszyHu2mWn84fbh9K7U67XpZgWSKlw2He42loOcZabGeD528pseHQrkDLhsO9wNWOmLbJp4OIoKz2NZ289m4HdbJ6G1iAlwqE+GD7bcdDrUlqtjEAa0245m7KeHbwuxcRIqw8HC4b4C6QJT44Zwsg+dhl2a9Kqw8GCIf7SBB6/fjAX9v/aDc9Mkmu14WDBkBiPXjOQywd09roMEwetMhwsGBLjl1edyTVndfW6DBMnrS4cLBgS4z8u789Nw3p4XYaJo1YVDlXHaywYEuC+i/syblQvr8swcdaqwkFVLRji7O7zTuV7F9iNb1NBqwqHvKx0ehbmeF1Gq9QmTbjz3F488M3TcO6balq5Vjclzxld8u3mNDHUu1Mu1wW7cvXgrhTlZXpdjkmgVhcOZ5a0408rdnhdRlLLzQxwxcDOXBvsxuBuBdZSSFGtLxy6tPO6hKRV1rMD1wW78a1vnELbjFb3o2EiFNZPgIhsBA4BtUCNqgZFpAMwEygFNgLXqeq+JrbPBz4D/qiq9zrrMoApwHlAHfCQqr7egs8ChA4rTPiK8zO55qyuXHNWN+uvMV8RyZ+H81V1T4PHE4F5qjpZRCY6jx9sYttJwIeN1j0E7FbVviKSBsTkip32ORmUFGTbLe6aUVKQzU+/1Z9LzzzFbjBjXLWk7Tia0F99gOnAB7iEg4icBRQDc4Bgg6duA/oBqGodsKfxttEa2K2dhUMT0tsI40b14nsX9LZDB3NS4Z7KVGCuiCwRkfHOumJVre/520koAL7CaRE8BtzfaH39Bf+TRGSpiLwqIq5X7ojIeBEpF5HyioqKsIp9+IozrIns4pxeHfnzD0bx4KX9LBhMs8INh5GqOgS4DLhHRM5t+KSqKqEAaWwC8I6qbm20PgB0BeY7+10A/MrtjVV1qqoGVTVYVFQUVrGd8rN48Y6hdOtgE5sCFOVl8vj1g3jxjqH07pTndTkmSYQVDqq6zfm6G5gFlAG7RKQzgPN1t8um5wD3Oh2avwJuEZHJQCVwBHjDed2rwJDoP8bXdW6XzYvjhtGlXepOiZ4mcOvwUub9+F8YPajETkmaiDQbDiKSIyJ59cvAJcAq4E1grPOyscDsxtuq6hhV7a6qpYQOLZ5X1YlOS+Mt/qfP4kJCZzNiqluHtrx4xzCK81Nv8M7g7gW8ee9IHr7yDLvLlIlKOC2HYuAjEVkOLAbeVtU5wGTgYhFZB1zkPEZEgiIyLYz9Pgg8LCIrgJuBH0fzAZpTWpjDjHHDKMxNjYAoaJvOI9/+Bq/fNZwzS2zMh4mehP6IJ4dgMKjl5eVRbbt25yGun7qAfUdOxLgq/7j+7G48cGk/u+1cihGRJaoabP6VkWlVF16dzGmn5PHCuKG0xsPu0zvn8/rdw5n87QEWDCZmUup81hld2pGXGeDgsRqvS4mJvMwA913Sl5uH9SDQJmVy3iRISoUDhC4qag3hMHpQFx76Vn865afu2RgTX6kXDlkBOOB1FdE7tSiHSaPPZHhvmwbexFfqhUNmcn7krPQ0vn9hH8aN7EVGwA4hTPwl529KC+QkYThccnoxP7/idLq2tztWm8RJvt+UFsrLSp6P3K1DNr+48gwu6Gc3jDGJl3Lt05wkuuDoqkElFgzGMykXDrlJ1HL47Xtf8IcFG70uw6So1AuHJOtz+Nns1RYQxhMWDknAAsJ4IfXCIYkOKxqa9Pbn1NYlz3UwJvmlXjgkYcsBoLqmju029Z1JIAuHJGI36zGJlHLhkIyDoOpZOJhESrlwsJaDMeFJuXBIphGSjW2wcDAJlHLhkNyHFVVel2BSSMqFQzIfVmzdd5TjNbVel2FSRMqFQ2YgjUCS3v5NFTZXHvG6DJMiUi4cRCRpB0KB9TuYxEm5cIDkujKzMTtjYRIlJcMhmc9YfFlh4WASIyXDIZk7Ja3lYBIlJcMhmU9nWp+DSZSUDIdk7pDcU3WcE7V1XpdhUkBKhsPArsl7D8n2bdNJtxvYmARIyZ+yO0b14s5ze3ldRlRK2md7XYJJESkZDiLCxMv6JWVAlBRYOJjESMlwgOQNiJICu3eFSYywwkFENorIShFZJiLlzroOIvKuiKxzvrY/yfb5IrJVRKa4PPemiKyK/iNELxkDwg4rTKJE0nI4X1UHqWrQeTwRmKeqfYB5zuOmTAI+bLxSRP4N8PRSw2QLCDusMInSksOK0cB0Z3k6cJXbi0TkLKAYmNtofS5wH/DLFtQQE8kUEF2t5WASJNxwUGCuiCwRkfHOumJV3eEs7yQUAF8hImnAY8D9Lvuc5Dx30ssMRWS8iJSLSHlFRUWY5UYuWQLCwsEkSrjhMFJVhwCXAfeIyLkNn1RVJRQgjU0A3lHVrQ1Xisgg4FRVndXcG6vqVFUNqmqwqKgozHKj4/eAyMloQ7vsdK/LMCkirKGCqrrN+bpbRGYBZcAuEemsqjtEpDOw22XTc4BRIjIByAUyRKQK2AQERWSjU0MnEflAVc9r8SdqofqAAHj6ww0eV/NVJe2zEUnOuShM8mm25SAiOSKSV78MXAKsAt4ExjovGwvMbrytqo5R1e6qWkro0OJ5VZ2oqk+qahdn/UjgH34Ihnp+bUFYZ6RJpHBaDsXALOcvVgB4UVXniMgnwCsicjuhlsB1ACISBO5S1XFxqjkh/NiCsNOYJpGaDQdV3QAMdFlfCVzosr4c+FowqOpzwHMu6zcCZ4ZTbKL5LSBsAJRJpJQdIRkuPx1iWMvBJJKFQxj8EhB2GtMkkoVDmOoD4hsl3l3u3dU6JE0CWThEQEQoaOvNOIOMNmkU5mZ68t4mNVk4RCgrvY0n79ulIIu0JL3fhklOFg4RyvYoHKwz0iSahUOEstK9+ZbZACiTaBYOEfKs5WBjHEyCWThEyKs+BzusMIlm4RAhr8LBxjiYRLNwiJBnLQfrczAJZuEQoWwPOiTTBE5pl5Xw9zWpzcIhQl60HE7Jz7Ib2ZiEs5+4CGVnJD4crDPSeMHCIUKZAQ/CwfobjAcsHCKU6JaDCFzY/2tz9xoTdxYOEcoKJO5blibw2LUDuWJgl4S9pzH1kvde9B5JVMshkCY8fv1gLh/QOSHvZ0xjFg4RSsTZiow2afxuzBAuPt0OJ4x3LBwiFO9rKzIDaUy9Jci/9I3vPTqMaY6FQ4Qy4zgIqm1GG6aNDTL81MK4vYcx4bJwiFC8Wg55mQGeu+1szurRIS77NyZSFg4RikefQ7vsdP5wexkDuhbEfN/GRMtOZUYovU1aTFsPHXMyeHn8MAsG4zsWDlHo3Sk3JvvplJfJzDuH0b9zfkz2Z0wsWThEoU8MwqGkIJtX7jyH3p3yYlCRMbFnfQ5R6FPcsl/oi/oX8+g1A+iQkxGjioyJPQuHKPQtjq7lkBlI4z8u789Nw3rg3JjYGN+yw4oojOhdyDm9Oka0zWnFebx570huPqfUgsEkBQuHKGSlhwYrBXu0D+v1tw4vZfa9IzjtFOtfMMkjrHAQkY0islJElolIubOug4i8KyLrnK9N/qaISL6IbBWRKc7jtiLytoisEZHVIjI5Nh8ncXIyA/z3d89mYNem753ZISeDZ8YGefjKMzybe9KYaEXScjhfVQepatB5PBGYp6p9gHnO46ZMAj5stO5XqtoPGAyMEJHLIqjFF/Ky0nn+tqGc7nIqclSfQub8YJTNxWCSVksOK0YD053l6cBVbi8SkbOAYmBu/TpVPaKq7zvL1cBSoGsLavFMu7ah0Y31pzfT2wgPfas/079bRqd8mxTWJK9ww0GBuSKyRETGO+uKVXWHs7yTUAB8hYikAY8B9ze1YxEpAK4g1Ppwe368iJSLSHlFRUWY5SZWx9xMZtwxlAv6deKNu0dwx7m97Ka3JumFeypzpKpuE5FOwLsisqbhk6qqIqIu200A3lHVrW499CISAF4CfqOqG9zeWFWnAlMBgsGg23v4Qqe8LJ699WyvyzAmZsIKB1Xd5nzdLSKzgDJgl4h0VtUdItIZ2O2y6TnAKBGZAOQCGSJSpar1/RNTgXWq+usWfxJjTEw1e1ghIjkikle/DFwCrALeBMY6LxsLzG68raqOUdXuqlpK6NDi+fpgEJFfAu2AH8bgcxhjYiycPodi4CMRWQ4sBt5W1TnAZOBiEVkHXOQ8RkSCIjLtZDsUka7AQ8DpwFLnFOm4FnwOY0yMiapvD+O/JhgManl5uddlGOMrIrKkwRCDmLERksYYVxYOxhhXFg7GGFcWDsYYVxYOxhhXSXW2QkQOAWu9rqMJhcAer4togtUWnWSprYeqxvwuSMk2E9TaeJyyiQURKbfaIme1RScRtdlhhTHGlYWDMcZVsoXDVK8LOAmrLTpWW3TiXltSdUgaYxIn2VoOxpgEsXAwxrjyRTiIyEznsu1lzkzXy5z1HUXkfRGpqp+5uontJ4nICmf7uSLSxVnfTkTeEpHlzizX3/VLbc5z5znrV4vI3/xUm/P82SJSIyLX+KU2ERnjrF8pIvNFZKCPahMR+Y2IfOE8P8SD2v6PhGZ1XyEisyQ0DSMiki4i053v2+ci8pNmi1FVX/0jNOfkz53lHGAkcBcw5STb5DdY/j7wlLP8U+ARZ7kI2Atk+KS2AuAzoLvzuJNfvm/O4zbAe8A7wDV+qQ0YDrR3li8DFvmotm8BfwYEGOZRbZcAAWf5kQY//zcCLzvLbYGNQOnJ3t8XLYd6IiLAdYTmlURVD6vqR8Cxk22nqgcbPMwhNCEuztc8Z7+5hMKhxie13Qi8oaqbnde5TbPnVW0A3wNex336P89qU9X5qrrPWb+QFsxaHofv22hCs52pqi4ECiQ0hWIia5urqvU/4w2/PwrkSGje1mygGjjosot/8pL4CzQAAAJgSURBVNsIyVHALlVdF+mGIvK/gVuAA8D5zuophKaz2w7kAd9R1Tqf1NYXSBeRD5zaHlfV5/1Qm4iUAFc7j1s6a26sv28N3U7oL7VfaisBtjR42VZn3Q4iF3VtDdwGzHSWXyMUXjsItRx+pKp7T7ZxwloOIvJXEVnl8m90g5fdgJOUkVLVh1S1GzADuNdZ/U1gGdAFGARMEZGv3YHGo9oCwFnA5U6dPxORvj6p7dfAg80FqUe11b/3+YTC4UG/1daceNfmvMdDhFrJM5xVZUAtod+FnsCPRaTXSXfSkmOiWP4j9MuyC+jq8tytnOQ4q9FruwOrnOW3gVENnnsPKPNJbROBXzR47hngWp/U9iWhY9KNQBWhQ4ur/FCb83gAsB7o67Oft6eBGxo8txbonOjanNcsANo2WPc74OYGj58FrjvZfvzU53ARsEZVt0a6oYj0afBwNFB/X43NwIXOa4qB0wDX+2N4UNtsYKSIBESkLTAU+NwPtalqT1Ut1dCs4a8BE1T1j36oTUS6A28Q+kH/RxQ1xa02QoewtzhnLYYBB/R/bvyUqNouBR4ArlTVIw2e2gxc4Lwmh1CH6Zqv76GBaJM31v+A54C7XNZvJNSRWEXoGO50Z/00IOgsv05ouvwVwFtAibO+C6Hb8K10nr/JL7U5z/07oTMWq4Af+qm2RvuP6mxFnP5PpwH7CB0uLgPKfVSbEPoLvd75mQt6UNsXhPo96r8/9WdScoFXgdXOz9y/N1eHDZ82xrjy02GFMcZHLByMMa4sHIwxriwcjDGuLByMMa4sHIwxriwcjDGu/j8Ev+fYiOm7cQAAAABJRU5ErkJggg==\n", 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\n", 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\n", 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\n", 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\n", "text/plain": [ "
" ] @@ -298,11 +298,11 @@ { "data": { "text/plain": [ - "[,\n", - " ,\n", - " ,\n", - " ,\n", - " ]" + "[,\n", + " ,\n", + " ,\n", + " ,\n", + " ]" ] }, "execution_count": 8, @@ -311,7 +311,7 @@ }, { "data": { - "image/png": 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\n", 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3jMXRwxgLJBqMAjEYDIZDMAokCvpSnMhgMBiixSiQaDAKxHAMMm/ePLqSVNIe+fn5pKSkMHXq1JZ9119/PQMHDmTSpElt2t56660MGjSo1xcxNBgFEh1GgRgMbWhv8N7xxx/PunXrWravvfZali1bdki7Bx98kG984xsxlc/QMxgFEg1GgRh6kPz8fMaNG8e1117LiSeeyFVXXcV//vMfTjvtNMaMGcPKlSsBaGho4Prrr2f27NlMmzaNl19+GbDKe1988cUsWrSIkSNH8vDDD/PLX/6SadOmccopp1BZWdlyraeffpqpU6cyadKkqPq98MILmT9/flRZUnPnziU3N7e7b48hgTAKJBqMAjH0MDt37uT73/8+W7duZevWrfz9739nxYoVPPTQQ9x3330A3HvvvcyfP5+VK1fyzjvvcOutt9LQ0ADAxo0beemll1i1ahU/+tGPSE1NZe3atcyZM4ennnqq5TqNjY2sW7eO3//+91x//fUd9vvJJ5/wwgsv8O677/bwHTEkIiaNNwpMEN3Q04waNaqlkODEiRNZsGABItKmiN4bb7zBkiVLWmIJzc3N7Nu3D7BGXGdkZJCRkUFWVhaf/exnAasg3/r161uuEy4XMnfuXGpra6murj5iv4sWLTJWhaEFo0CiwegPQw8TWeDvcEX0VJUXX3yRsWPHtjn3448/jup8OHwRxsP1m5aW1g3fznCsYFxYUWE0iCHxOOecc/jd737XYiGvXbu2032Eiw6uWLGCrKwssrKyuqVfQ9/AKJBoMC4sQwJy55134vf7mTJlChMnTuTOO+/sdB/JyclMmzaNb3zjGzz++OPd1i9Y7rE5c+awbds28vLyWvo3HDskVDFFEfke8FWsV/4NwHXAYOBZoB+wBviSqvpExAM8BcwAKoDLVTX/SP13tZiiv7iYnWdZE+qYYoqG7uZYKKaYn5/PBRdcwMaNG6Nqf/fdd5Oens7//M//xFgyQ2fotcUURWQocBMwU1UnAU7gCuDnwK9U9QSgCviKfcpXgCp7/6/sdrEhQskmksI1GBIFp9NJTU1Nm4GEh+PWW29l8eLFJp5yDJAwCsTGBaSIiAtIBYqB+cAL9vEngYvt9YvsbezjC+TgiGB3Eak0/P6YXMJg6M0MGzaMgoKCNgMJD8eDDz7Izp07+eY3v9kDkhliScIoEFUtAh4C9mEpjhosl1W1qobTRgqBofb6UKDAPjdgt+8XG9ki1o0CMRgMBiCBFIiI5GBZFaOAIUAa8Jlu6PcGEVktIqvLysq61omGWleNAjEYDAYggRQIsBDYo6plquoHXgJOA7JtlxZAHlBkrxcBwwDs41lYwfQ2qOqjqjpTVWcOGDCga5JFmCAhn69rfRgMBsMxRiIpkH3AKSKSascyFgCbgXeAz9ttrgFetteX2NvYx9/WWEW4TQzEYDjmWLZsGWPHjuWEE07ggQceiLc4vZKEUSCq+jFWMPwTrBReB/AocBtwi4jsxIpxhJPJHwf62ftvAX4YQ+FaV40CMRh6PcFgkBtvvJHXX3+dzZs388wzz7B58+Z4i9XrSKhSJqp6F3DXQbt3A7PbadsMfKGH5GpdNwrEYOj1rFy5khNOOIHRo0cDcMUVV/Dyyy8zYcKEOEvWu0goBZKwmCwsgyFm3PPKJjbvr+3WPicMyeSuz0487PGioiKGDRvWsp2Xl8fHH3/crTL0BRLGhZXYRFggJohuMBgMgLFAosO4sAyGmHEkSyFWDB06lIKCgpbtwsJChg4deoQzDO1hLJBoMArEYDimmDVrFjt27GDPnj34fD6effZZLrzwwniL1eswFkg0GAViMBxTuFwuHn74Yc455xyCwSDXX389Eyf2vCXU2zEKJAois7BCXm8cJTEYDN3Feeedx3nnnRdvMXo1xoUVDZFZWD5jgRgMBgN0oEBEZJyIvC4ir4nI8SLyVxGpFpGVItK7JzDoDJG1sEwWlsFgMAAdWyCPAr8HFgNvA8uAHOCnwMOxFS2BiIyB+IwLy2AwGKBjBZKhqq+o6jOAX1WfVYtXsBRJ30DNOBCDwWA4mI4UiDNi/ZcHHUvqZlkSFhNENxgMhkPpSIE8IiLpAKr6+/BOETkB+E8sBUsoIoPoXmOBGAwGA3SgQFT1T4AfQEQ8Eft3qurNMZYtcTAuLIPhmOP6669n4MCBTJo0Kd6i9FqiSeP9o4gkYwXT+ygRCsS4sAyGY4Jrr72WZcuWxVuMXk1HabxnAquB94E1IjK3R6RKNNrMSGgUiMFwLDB37lxyc3PjLUavJpqR6ApIrAVJaIwLy2CIHa//EA5s6N4+B02Gc80sg7GmoxjIu1iTOZ0BzFTV93pEqkQjUoEkUBC9pKGEyU9O5tXdr8ZbFIPB0AeJxgL5hqo2i8i3Yi5NgtJmRsIEioHsqtkFwJKdS7hg9AVxlsZg6CLGUui1RBNE/4MdRH8k1sIkLG1qYSWOBSK2Z1EjBTQYDIYeoqMg+lxMEJ1IDZJIQXQRo0AMhq5y5ZVXMmfOHLZt20ZeXh6PP/54vEXqdXTkwhJMEB1CEcUUEygGIn38z2IwHA3PPPNMvEXo9ZggejTYMRBJSkooF1YLxgAxGAxxIJoYyDdUtQno80F0SU5OqCB62AIJEeqgpcFgMHQ/HWZh2RlYo4DviMjIyHNUtW9MImy/4YsnKSFjIAaDwRAPop3S9l/A48Ar0Adfd20LxOFJTsgZCSPTjA0Gg6GniFaBNKvqb2MqSUITdmF5CFVWxVmWVkL2TIkmC8tgMMSDaBXIb0TkLuANoMWHo6qfxESqRCNsgSR5CCRQDCSoQcBYIAaDIT5Eq0AmA18C5tPqwlJ7+9gnMoieQFlYwVAw3iIYDL2WgoICvvzlL1NSUoKIcMMNN/Dd73433mL1KqJVIF8ARqtq4jw9e5DwG74j2YP6/WgohDiiSWCLLWEXlsFg6Dwul4tf/OIXTJ8+nbq6OmbMmMGiRYuYMGFCvEXrNUT7FNwIZMdSkIQmnIWVZM2plShWSEADgImBGAxdYfDgwUyfPh2AjIwMxo8fT1FRUZyl6l1Ea4FkA1tFZBVtYyB9JI231YUFtgKx1+NJSxDdxEAMvZifr/w5Wyu3dmuf43LHcdvs26Jun5+fz9q1azn55JO7VY5jnWgVyF0xlSLhCafx2hZIggTSwzEQY4EYDF2nvr6eSy+9lF//+tdkZmbGW5xeRVQKxC5p0nc5yAIJJUg9rJYsLKNADL2YzlgK3Y3f7+fSSy/lqquu4pJLLombHL2VjqrxdjhTUTRtejtqF1N0hF1Y3uZ4itNCWIEYDIbOo6p85StfYfz48dxyyy3xFqdX0pEFcrqILDnCcQGO/ZSFsAWSYlsgzQmiQMJpvMYAMRg6zQcffMDTTz/N5MmTmTp1KgD33Xcf5513Xpwl6z10pEAuiqKPbvPniEg28GdgEtZj8XpgG/AcMBLIBy5T1SqxCkH9BjgPaASujdnARvsB7UhJtTYTJQZiXFgGQ5c5/fTTTQLKUXJEBRKH2MdvgGWq+nkRSQJSgTuAt1T1ARH5IfBD4DbgXGCMvZwM/MH+jAF2ED0lBYBQU1NsLtNJTBaWwWCIJ/EfDWcjIlnAXKyijaiqT1WrsaygJ+1mTwIX2+sXAU+pxUdAtogMjolwB7mwNEFcWIGQGQdiMBjiR8IoEGAUUAY8ISJrReTPIpIGHKeqxXabA8Bx9vpQoCDi/EJ7XxtE5AYRWS0iq8vKyromWXgkuu3CSpQYiCmmaDAY4kmnFYiI5IjIlBjI4gKmA39Q1WlAA5a7qgW1fDWdelqq6qOqOlNVZw4YMKBLgrWUMkm1XFiJYoGYYooGgyGeRKVARGS5iGSKSC7wCfCYiPyym2UpBApV9WN7+wUshVISdk3Zn6X28SJgWMT5efa+7qelFlaCZWGZNF6DwRBHorVAslS1FrgEK+5wMrCwOwVR1QNAgYiMtXctADYDS4Br7H3XAC/b60uAL4vFKUBNhKurewnXwkpJMAvEjEQ3GAxxJNpSJi777f8y4EcxlOc7wN/sDKzdwHVYSu55EfkKsNeWAWApVgrvTqw03utiJpUenIWVIArEtkDCc6MbDIboaW5uZu7cuXi9XgKBAJ///Oe555574i1WryJaBfIT4N/AClVdJSKjgR3dLYyqrgNmtnNoQTttFbixu2Von/BAEAeSlGRGohsMxwAej4e3336b9PR0/H4/p59+Oueeey6nnHJKvEXrNUSrQF5R1X+EN1R1N3BpbERKQCKC1JKcnDgWiHFhGQxdRkRIT08HrJpYfr8fa3yyIVqiVSAbRaQEeN9eVqhqTezESixCIesBvWxzKROTkwk1J8ZAwrAFYiwRQ2/mwH334d3SveXcPePHMeiOOzpsFwwGmTFjBjt37uTGG2805dw7SVRBdFU9AbgS2ACcD3wqIutiKVgiEQhYD+jNB+qQlGS0OTFKmZiR6AbD0eF0Olm3bh2FhYWsXLmSjRs3xlukXkVUFoiI5AGnAWcAJwGbgBUxlCuhUNsC2V/djMNjLBCDoTuJxlKINdnZ2Zx11lksW7aMSZMmxVucXkO0abz7gJuB11V1jqqer6r3x1CuhELtN/2i6iZjgRgMxwhlZWVUV1cD0NTUxJtvvsm4cePiLFXvItoYyDTgdOCLdkHDHcC7qvp4zCRLIMIP6NIGHySQBRJWIMYCMRg6T3FxMddccw3BYJBQKMRll13GBRdcEG+xehXRzkj4qYjsAnZhubGuBs7ELnx4rBNWICEVvA43noaGOEtkEVYg4U+DwRA9U6ZMYe3atfEWo1cTbQxkNeAB/ouVhTVXVffGUrBEIhwDQaBRXLgTZByIUSAGgyGeROvCOldVu1jKtvcTViCKUIeLzAQZB2IUiMFgiCfRBtF9IvLLcFl0EfmFPX9HnyDswlKgJuQglCAzEoYHEBoFYjAY4kG0CuQvQB1WHarLgFrgiVgJlWhoy7wbQlXQgSbIjIThkehGgRgMhngQrQvreFWNLF1yT18aSBjS1hhIhV8INTWhqnEve2AsEIPBEE+itUCaROT08IaInAYkxmt4T2DHQDJT3JQEnBAKoQngxjIDCQ0GQzyJ1gL5JvCkHfcQoBK49uBGInJJFH01q+rSqCVMAMIxkKG5aTQ4kwAINTa2TDAVL8xAQoPh6AgGg8ycOZOhQ4fy6quvxlucXke040DWASeJSKa9XXuYpo9hTfh0JN/OXKy5PHoNGrIe1KMGpFPoalUg5ObGU6wWxWEsEIOha/zmN79h/Pjx1NYe7pFmOBJHVCAicsth9gOgqgdPa/u6ql7fQZ+LOyNgIhCuxjt6QDo7nB5rXwIMJmyZE92UczcYOk1hYSGvvfYaP/rRj/jlL7t7hu6+QUcWSEZnOlPVq7ujTcJhv+lnJLvxZFrzB4QaGuMpEWBZIKnNysUrm9DL/IjbHW+RDIZO8/7z2ykvqO/WPvsPS+eMy048Ypubb76Z//u//6Ourq5br92X6EiBpKrqbSLyhcgJpbqCiCxS1TePpo94EXYVicPBgIHZgO3CijMhDXHDshCnblEaPvqI9DPOiLdIhj5CtbeaZGcyya74xgG7yquvvsrAgQOZMWMGy5cvj7c4vZaOFMh5dvHE24GjUiBYdbOGH2UfcSE8Et3hEAYNsuIewYbufWPqCiENMX6frdw8njhLY+hLFNUVATCx/8Sj7qsjSyEWfPDBByxZsoSlS5fS3NxMbW0tV199NYsX9zoPe1zpSIEsA6qAdBGJjDIJ1rTkmZGNRWTJYfoRoF+XpYwz4YGEIsLQwdbXqCqvId5D8UOESLOzidXnj68wBkMv4v777+f++60ZKZYvX85DDz1klEcXOKICUdVbgVtF5GVVvSiK/sKVeg9+PRdgdtdEjD8t4wgdwshh/QEoLa1iZPxEAtoOIAwmSIl5g8HQd4h2HMghExaLyM9V9baDdn8ENKrqu+2039YF+RKCVgvEwQnDB1ICVJRWxVcoLAUSzr8KJUiFYIOhtzFv3jzmzZsXbzF6JdGORF/Uzr5zD96hqueq6jvtdaCqczsjWCIRftF3OISc3AxCIlRXxj9vPKQh1B5xE2w2CsRgMPQsR1QgIvJNEdkAjBOR9RHLHmB9NBcQkUhgGrsAACAASURBVF4/xVdkDERE8LmTqauKvwJR1RYFYiwQQzwwVRD6Nh25sP4OvA7cD/wwYn+dqlZGeY2fAL27RoC2ZmEBhFJS8NbWEQwpTkf8CioGNWhcWIa4oihyxMIThmOZI1ogqlqjqvnAbVjTYYSXdBGJNiW31/+6wiPRcVi3y5maitvvZW9FfEejRwbRQ8aF1asxb/KGeNOV32C0QfTXsBSHAMnAKGAbEE0S+Nc7LVWi0WKBWArEnZFOSo2XbQfqGD0gPX5iRZQwCRoLpNeSnJxMRUUF/fr1i/sUAdEQ+aBR1WPgFdGgqlRUVJDcyQKx0RZTnBy5LSLTgW+111ZEfqaq/ysiP1HVH6vqyk5JlICEiymG/7lTszJIqahgW0kd504eHDe5ghrEZRsh6vXFTQ7D0ZGXl0dhYSFlZb1j1mhV5UDDAWujFBwSbS6OIZFJTk4mLy+vU+dEa4G0QVU/EZGTD3N4lYg8Avy7K30nItpigVjbrrQ0sjjAOwfiW0NHQyFcAWvdxEB6L263m1GjRsVbjKjxBX1cvvhyAFZcsYIsT7yH1BriRVQK5KCqvA5gOrC/nXZ3AbnAlYBfRKaq6k+6Q9B4ErZABhYsg2nfxJGaSob62RZnBUIw1BLEMhaIoaeInD7ATCXQt4nW9syIWDxYMZFDRqar6j326hx7u9crDwCC1mv++JW3A+BISyUl4CW/ooFmf/z+gRy+QMu6CaIbeorIGEgwZBRIXybaGMg9ACKSbm8fqZLgX1R1m4g80Q3yJQYt2U62Kys1jSRfMyGFHSX1TM6LjwnvCLT+86ov/lPsGvoGxgIxhInKAhGRSSKyFtgEbBKRNSIy6TDNv2B/XtodAiYC4YGE4WwTR1oqDm8zoiG2HojfgMI2CiQB5mg39A3apI9HrBv6HtG6sB4FblHVEao6Avi+va89wkH01d0hYEIQbPtP4khNBVUyJMj2kvjFQcQXaYGYGIihZ2hjgRgXVp8mWgWSFlnjSlWXA2kHN7KD6POxgujzReTHnRFGRJwislZEXrW3R4nIxyKyU0SeE5Eke7/H3t5pHx/Zmet0llAoxCdTv8te70xLztRUACZmu9gax0C6M0KxmSC6oadoUwXauLD6NNEqkN0icqeIjLSX/wV2H9yoG4Lo3wW2RGz/HPiVqp6ANS/JV+z9XwGq7P2/stvFDFWlOvtEtjQvgFAQZ5qlO8dlu9lSXBe3UcSOQKQCMS4sQ88Q0hCDK5Sz14SMC6uPE60CuR4YALwEvAj0t/e1xxPAFLsttuJ5yR58eFhEJA84H/izvS1Y1swLdpMngYvt9YvsbezjCySGQ3jDMxIW+ScTqi1rsUAmZLsor/dSXBOfDCixM8D8TsBYIIYeIqQhfvZUkK++EcLvNy8ufZlos7CqgJuibLtORJ5S1SkicjqwAHgQ+ANwuMGHAL8GfoCVKgzWDIbVqhrOVS0EhtrrQ4EC+3oBEamx25dHI2NnCSsQn6ZRur2IDNsCOTHd0lnrC6sZkp0Si0sfkXAQvSkJ3CYGYughQhoiw35nCpnsvz5NrGoQhB2j5wOPquprQNLhGtsl30tVdU13CyIiN4jIahFZ3dVSES3FFIGCrVU4MqyZfId5QridwrqCmm6RtbM4bRdWowcwCsTQQ0TGPUJmJsw+TawUSJGI/Am4HFgqIp4OrnUacKGI5APPYrmufgNki0jYSsoDisL9A8MA7ONZQEV7Havqo6o6U1VnDhgwoEtfRiP8vAV7AjgzLSPJ0VDP+MGZrC+s7lK/R0s4BtKYjHFhGXqMtlMpmwGsfZlYKZDLsGphnaOq1VjlTW49XGNVvV1V81R1JHAF8LaqXgW8A3zebnYN8LK9vsTexj7+tsYykm1bIEnSQMkBNwGP5cIK1dYxJS+LDYU1bayUnqLVAhGThWXoMdqMAzHJG32aI8ZAROR3wGGfjKrablxEVRuxg+j2djFQ3AX5bgOeFZGfAWuBx+39jwNPi8hOoBJL6cSMcAxkWNKn7PKeSkmxZcIH62o5aUI2iz/ax+7yBk4Y2LOl3cVWIE1JgM/fo9c29F3MPDSGMB0F0cODAU8DJgDP2dtfADbHQiB7jMlye303MLudNs20jniPOWHjZnDSZvb6Z1OwrYbjUlMJ1dZx0rBsAD4tqO5xBeIKtsZAJBhEAwHE1aUCywZD1LSJgZgq0H2ajmYkfFJVn8RKy52nqr9T1d9hZVZN7QkBEwLbAqlzBsjLymfP+jIkM5NgXR3HD0gnLcnJ2oKqHhfLEbDkqrcTwEKNjT0ug6HvYSwQQ5hoYyA5QGbEdrq9r08QLtfwl+x0RiV/Qn2ll8acUYTqanE6hOkjclid3/MKxGmn8VanWenEwdr41eUy9B0iFYgpodO3iVaBPACsFZG/isiTwCfAfbETK7EIu7BqncJI3gaBsuwJBGutMiazRuayraSOmsaejUM4bQuk2i4qE6yJTzqxoW/RRoGYIHqfJioFoqpPYA0C/CdWcHyO7drqE4T/YVSUVC1h0IhUSjyjCNZZb/yzRuaiCmv2VfaoXAcrkJCxQAw9QGQMRI0Lq08TbTl3ARYCJ6nqy0CSiBwS3D5WCVsgaiekjTpBqCGHxgbr+NRh2bidwqoedmM5g7YCsUfEGwvE0BNEZswbF1bfJloX1u+xCiReaW/XAY/ERKIEJJzGq2JZIiOHWgMHD7iGAZCS5GTS0CxW7elpCyREyCHU2UH0YI2xQAyxp40FYlxYfZpoFcjJqnoj0AwttbEOW5rkWCN0kAWS4yoiPclLafq4lvnSZ4/MZX1hTY9OcesMKiGXg4ZkaztYaywQQ+xpU4HXDGDt00SrQPwi4sQeVCgiA4A+U8e5xYUlIRAnUrefEf2bqMoeQ12x5baaNTIXXzDEuoKeKWuiqpYF4nLidUPI5TAxEEOP0MYCMS6sPk20CuS3WAH0gSJyL7ACuD9mUiUakRZIxiCo3c+oUU4QBzs+sspzzR6di9MhfLAzJgWBDyGgAVxBUJcTRAikJROsNhaIIfaENNT69mgqIPRpos3C+htWqfX7sUqSXKyqz8dSsEQiXOZKRWnOHAy1ReTmZZJet4+dn1oWR2aym5PysljRUwokFMAdBNzWyHN/mseMAzH0CKFQsPXBYVxYfZpos7CeVtWtqvqIqj6sqltE5OlYC5cohOMcSojajIFQux9XTg6DSldTXhqgusQaAX76Cf35tKCamqbYv5UFQ0HLAnE7cYoTf1qSiYEYeoRQMNC6YVxYfZpoXVgTIzfseMiM7hcnQWmJgSi1af2gpghndjYDS9cAyo7VJQCcPmYAIYWPdrdbWb5bCYTCLiwXbocbX2oSIZOFZegBQoFWBSJe48LqyxxRgYjI7SJSB0wRkVoRqbO3S2ktrX7Mo4j9qdSk5oC/AWcyJHurGZjpZetHB9CQMnVYNqlJTlbsiL0bKxwDwW0pEG+a24wDMfQIoUCr0jBB9L5NR8UU71fVDOBBVc1U1Qx76aeqt/eQjHEnMgurJtkqCebwl4PTyci0UmrLmijcXkWSy8Epo/vx/o6uzXzYGQKhAO4AqNuF2+nGm+o2MRBDjxCpQDAWSJ8m2iD67SKSIyKzRWRueIm1cIlCeOCtolR7rFF7UrMXZ3Y2gwP5eFJdbF6xH4B5YweQX9HIrrL6mMoU1CCuEC0WSGOKg1BdHRrsuXEohr5JpAIRY4H0aaINon8VeA9rlsF77M+7YydWYhFpgVQ67FtWlY8zJxuqKxl3ymB2ry2jqc7H/HEDAXhrS0lMZQqEArgCCi4XWZ4saj2W4gjV1cX0ugaDBluHgIlJ4+3TRBtE/y4wC9irqmcB04D4TAQeRxSlKtAAaQOgai+u7ByC1dVMOH0IoaCy9cMD5OWkMm5QBv/ZUhpTWcJZWCS5yfHkUOm23gRNHMQQa9q4sHyBwzc0HPNEq0Ca7VkAERGPqm4FxsZOrMRCI8aBVDVXQfaIFgskWF1F7pA0Bp+Qxcb3CgmFlIXjj2PN3iqqG2Nj3tdVNlNR0IA7COJ2k52cTYXbqklk4iCGWKMRabwOY4H0aaJVIIUikg38C3hTRF4G9sZOrMQiXHtUJURlcyXkjIDqvThzcglUWAUUp5w1jNryZvZ8WsaC8QMJhpTl22ITTF/84w9Z+UiZnYXlJtuTTYnLKg1sRqMbYo0GIhWIsUD6MtEG0T+nqtWqejdwJ/A4cHEsBUskIqpX2wpkJFQX4OqXS7CqCg0EGD1tAJn9k1n3ZgEn5WUzMMPD6xuLYyJPyJ4HxEEK4naTk5xDcViBVPVsRWBD3yOsQHwucDaZIHpfpqNxILkHL8AGrFpY6T0iYSJga5BMdxpVXtuFpUFc6W5QJVBRicMhnLRgOAd211Cyp5bzJg/mnW1l1DXHzsQPuAchSW4Gpw2mxp5UKmwRGQyxIjwSvTYF3A1GgfRlOrJA1gCr7c+Dl9WxFS1xCBsgmZ40qpqr0JyRALg8VtwhUGa5qsafOhhPqot1b+7jsycNwRcI8ebm7s3GipzMJ+jKRdxJjMwcSaPHGhMSrIz9KPhjHVVtc58NbQlbIPWpgtsbaOPSMvQtOhpIOEpVR9ufBy+je0rIuKPWSPQsdzreoJemnOEAuJxWymyg3FIgbo+TyfPy2L2ujOEOF0OzU3jl0/3dKoq3sfWfNejKxJGUxMiskSCCPzPFWCDdwMJ/LOSSJZfEW4yEJTzWqCHVCUDQpI73WaIdBzK3vSXWwiUK4XfRLE8GABVOJ3gycQUt6yJsgQCctGAYSSkuVr26hwtOGsz7O8qp6kYz39fcVoGIncbrdrhpyvAQqOiZasDHMqVNpeys3tmy7Q/5eXjtwzT4G+IoVeIQtjia0iwFEqqP7aBZQ+ISbRbWrRHLncAr9KmBhNZnbnIWAOXNFdB/DE7fPgCC5a0P7eQ0N1MXDmPPp+XMG5BFIKQs23Sg22TxNbWONA+4s6hTJyJC/5T+1Kc7CRoLpNt5dderLHnnj/xh7e/jLUpC0KpA3IBJHe/LRJuF9dmIZREwCaiKrWiJR//kHABKG0uh3xgc1btwZmW1sUAApswfhifVRflHpYwekMaLawq7TYZIC6QpuR8vbSwnGFIGpAygJlUJmBjIUXPrC0G+9WqronZ/uI7fPBqk38c74ihVAmG7sJrTrVmtg9V9bkyxwSZaC+RgCoHx3SlIQmNbIANScwEoayyD/mOgtghnv9xDFIgnxcX0c0awb2Mllw3rz+q9Vewo6R4/sa/JUiCVyYU0pA3C50yiqKqJfin9KE8JEKyo7JUB4GB9A8H6zrmIQo2NNK5a1a1yqCqzdijzNihNgSYAspevByCtxmQcgTWhFEBDTjIAwQrz0tJXiTYG8jsR+a29PAy8D3wSW9ESh5Bdzj3Hk0WSI8myQPqfCIA7Jx1/yaFlS6bMzyOzfzLpm+tJcgjPrCzo8DoBf5AP/7WLhhpvu8d9TQHWv231U5G6i4A7nSFpZ7BhSzkDUgZQmuRFvV5CDY1d/apxY/tpp7J95sxOnbPnB99n75e+jHfXrm6Tw+tvalmvaraMbEeT9fdwBnufYo4FYRdWY45VWDRQZuJufZVoLZDIVN4PgdtU9eqYSZVwWArE6XQwIHUApU2tCsSV5cZffGimlcvt5LRLx1BzoJHLcnN4aW0hzf4jV8o9sLuWT5btZclv1rV7/NVHPqVgi/VQ25f5PseVrCTVmcuef+ymnwxkX5r18PPt2tnu+QmNPTVqrS96f3rT28sBKFr6UreJUVfcquhr66wHY/iNO8mMeQBaFYimp+J3CwFjgfRZoo2BPBmx/E1VP4i1YAmF/eLpdLoYmDrQcmHljgaHC3eKn2BZOaF2ylqPmtqfoWNzyCv04av38+8OgulNtVYflfvbd+WEp84FCFLNxC1PUpa8HbwhkjfksXm4pegaPvyoK98yIdhfHV28KFBWhtMuClu2Y0O3Xb8hQoE07LJiHtJgKWZHrcnCAsBWqA53EnUZrkNcuIa+Q7QurAtEZK2IVEbMTNhnUi/CjguHrUBKG0vBlQT9x+J2WhZBoPjQsiUiwtzLT0QDIS4IpvD0h0cuH9ZY26qEQqFD3SVJya6WdWfIajv+hH5sTArQtDYZj45Ax4yk4cMPO/sVE4bmkujGzdRt3dSyHijaT7C6mrKHH8FXWHRU12+qbc1iS/3q/+Lfvx9HYzMAzrre5xqMBRqwFIjblUR1tgt/0dHdc0PvJVoX1q+Ba4B+ETMTZsZQrgTDerN3OV1WrKGx1ApUD5qEO2i9MfvbUSAAuUPSmHnuSEY0QNXOGj7Z15q81lDjZcULO6g6YL3ZNta2xj5qy5oO6cvvs/5xi1MrSbLrYZ0yfgjLk/0Ek+C0/M/ROGkUTZ9+2isD6QD+8ujK4NcU5QOwcxAkldZQ8n8PUv7wwxTfccdRXd9bYymQUitjm+If34XLrqrsqjv0b9IXCSuQpKQUSnMc+Pbti7NEhngRrQIpADZqb30qHSXhOdHF6WRw2mAaA42Wr/64SbixBhP69x++cOL0c0aQMySNc5qSePw/rfGJXZ+U8el/CvjvS1YQONICKd13qIHnawww8YwhvJz3X0bYFVIGDchi0qgcNmR6GVQ3mgNpA9Dm5rinVjb6G/mgqNXTGfJ6WXnv9/n0jWfabV+bPoxVM26jqSQ6uetLLMW9Y6iQWl5P7WuvWddduRLv7j1dlttbZ1Uzvv8yJ+VnT6dhxQrSqy3F7m5oP7mhryF2Gq8nOY3iLCVYXk4wgQYTPrr+Uf684c/xFqNPEK0C+QGwVERuF5FbwkssBUsobLXpcrgYmj4UgKL6Ihg0GVeq9c/k339414vT5WDhNeNJVcG9tprd9nS31RWWS6R0by2qSmOtj/7D0nF5nC3B8jBBf4iAP0RqtocxRSVc+5YVAJDkZG44sY71zdUExMeBpuEoQqDE0jCqSkN1zz/4fvn7L7P+5q+xv3AbAE2ffELG00spvecn7bbfduIV1GUMp35/qN3jB9NUWkyzG4oHunAoqNfL6rmDAPDu6Pp4jUCdpbhrU2HLNafhHjKk5Vhyg5n7AgC/FURPTs5g0xBrvWFF4oRFf7f2d/zmk9/EW4w+QbQK5F6gEUgGMiKWbkNEhonIOyKyWUQ2ich37f25IvKmiOywP3Ps/WKnFe8UkfUiMr075YkkbIE4nE6GpFsPlP31+2HQZBxOcGWn4S88cvB34IhMTjpvBGP8Tp75+2YANm633CWNNT6qSxpprPWRnu3hxFnHsWNVCTVlrT53rz3+Q93CcRHjJRxVOzn7/cv4Q9rD7Om3GW/FKP57yk+o2W1ZRMsXb+WvP/yA+qrmbrob0XHy85uYt0Gp/Oq3CNbU0FxpBVoHHWb4qdeTDYC/NjplFygro6TfUPq7r8XnTkcRVuWMoDFlwBGVeUf4bQXSnAS/2/gH6j3W20NtilEgLdgKJDU5nY1Dg0hqarePx+kOarxmbpxYE60CGaKql6jqXap6T3jpZlkCwPdVdQJwCnCjiEwAfgi8papjgLfsbYBzgTH2cgPwh26WJ4JwGm+rAimqL4K0/pA+iKQcF778/A57Of380TT3c5O+pY6NG8torvFR7bDeuLd+dID6ai/vFVSSNbMfTqew/G/bWmIZzfbDK+AU/K5WT6LTZwUwp+sm1gz4iOb0crzJuWxaaymZzR9YimT/ju5zaQXsOVCORHozlGeAM38/df95i8rSAtZMu4WdJ1x5SFsNBnGGrO/nq5MOr6+hEMkb97Bn9JWk104lf8Rn2Dv8bMbWfJlVM35ATUHXpxMONtQTcMCMvFMA2OIsJehws/qkS4FUQs09q4gTkbALKzk5nZBDcJ0wmuZtW+MsVSsjSpSh5UpxQ2zm4zG0Eq0CWSoiZ8dSEFUtVtVP7PU6YAswFLgIeNJu9iStE1ldBDylFh8B2SIyOJYyOpwuMpMySXenWwoEYMhUklIa8O3teIJGcQiXfOskmhzw1p834akJsMcVojjbwbo39tFc56ewycftr29hziUnULi1ivVvW5ZNoz240O8W0vytsRKntPqe81y7eX36E/Sv2MCe/e6WoDtA8c7ueRtr3reXHXNO5T8//eYR2znIZs2khQQdDnyFBVSVlVGTdTz7h5x+SMqz+nwtVl6gydmhDL78fJy1QYJJIwCoyJ3IgUEn43U3EnSlsvMoKsdoQwNNSfDLs37Fd6d/l0fOgyc/MwmS57Pz+EvjHltKCOyXh9RUK49Gjx+Ob2f3DeY8GlSVB/8S5FePBalsMAMcY020CuSbwDIRaeqJNF4RGQlMAz4GjlPV8KvEAeA4e30oVnA/TKG9r9sJP9xcLg8iwpD0IZYLCyBvJklJFQSrqgjWdPyQHjU0Ez21P65my/KodIZY6mhqSdstdYaoavQx8fQhjJzSnxX/2MHaN/fRYJfR+PnynaTa81CP+NtiaCgHdxqhGdcxJVhOrXc/eU2baQ66WfVqazB5/87uefDte90atNf0weFThdXvJ3/U5bg9n2PnqFPw7dtHbWXrT61md9vxMOr1EnTZZTG8ng5laFy5iqrsExEcyPF1NKUOpDH1OJomF+Dw76fMm9uVr0YwGKBxwwaqMiAjKYOvTPoKuUNGs+8460FZnzbYZBwBYg+ITdm+FIBA1UqC1dXtjoXqbgrqCnh9z+uHPR4uPwPQsKn7xgcZ2ifagYQZqupQ1ZRYp/GKSDrwInCzqrZRUnYWWKcywUTkBhFZLSKry7o84MmOgTist+O89DwK6mzdlTebpHTrHyoaKwTghovH8WqqjyZRckdmUhkKceIXj6d+ZAo73SEqG3wEVPnMDZM4ftoA/vviTv7zhBU32dXQRJrPT8AJKdOnQ0MZpPXH8dlf43OPpskRwttUSE6wlLVvWA+7QYODVO5v4Ok7P2TvxqMbNVxRuJO6tKG4Je2wbYL19dSn2a6+oZ+nYF8lTfWtY1jKd7RVIMHmZgJOS4H4g6lHvv7jj3Pg7rsp738SoSQ/2We0xiWOG5WJP7STuqQhhILRBeMj2fbso4wphh1D7Kw7EcbnjiereQAA6nDj3dkLR/l3M2JbIBnbrQd5sy8f6JmaWF987Yv84L0fEAy1X9Whtr5VBv1kY5tjb//1pyw5fzqVdV13cRra0tGUtuPsz+ntLd0tjIi4sZTH31Q1XJ+iJOyasj/Df/0iYFjE6Xn2vjao6qOqOlNVZw4YMOCo5HO5rIfgiKwR7KvbRyAUgKHTScq0FUgUcRCAfukerrpsPC8Oh299bjwZyS5e3FvOxgEOVCAQUrYdqMPpcnDWl8fTf1jr7ME+IM0XwJtslXG3FIj1vU4YeRYAuzP3Mjq/tbzH6JfuIinVRW1ZE8v+tIGN7xZ2eZxIY3k9q2bdQXn/a9FQ+w9pb00VXk8W7vS9qITY55iMN8KyKNvbNpLub2hCHda99TuOnJtR9PAfKRxyBmX9p+AZHaDB3eryGjduBLWe3QSdyZTu6Lz74sD2TwFwn34r/31pJ6rK8dnHk9ncH4BmTzbeHUaBSCBISGCAWr/7ygyrrHugPPYuo2qvZUnX+dovTlofUUmg37JVbSa78jz+EmN2NbHqH4/EVsg+REcWSDhV9xftLA91pyAiIsDjwBZV/WXEoSVYgxixP1+O2P9lOxvrFKAmwtXVraiGs7Csh9yozFEEQgHLjeXJIGn0ieDoXPro1aeM4MPbFzB9eA7XnTaKZZsO8P6OcmaOsErGf7DT+mf0pLi47I5ZfO3Xc1mc4wOBVF8AX3hUekN5iwK5Yv73ANjfL0Rm4UY+d/NkJm/4E8neKkZeNpSrf3oKg47P4t1ntrPm9eispYOpa7TCTLVZY2nYuKXdNlUl5ajDTVpuM17WUJ4zlRLnNJKaCknyVlNa3DYQ3VhjBfydgWr87gyayg7vbts26jy2n3gFQVcKm5z1PPDaPp6Z+jP+Pu0n3PHCPsozrXeIgk86Ll55MIGmBnwuCGwawdo39lG0rYpFKZ9lmG8cAEFXCnU78zvd77GGBIIEnDDYHlB4IM96jzvSWKjuYub2EDf/K9hS6PJgmsqs9PXXZwippXXUvraUmldexV9SSsD+nwmZv2G30dGUtjfYn2e1s8zvZllOA74EzBeRdfZyHvAAsEhEdgAL7W2ApcBuYCfwGPCtbpanFbFukzOsQLJGAbCnxooxyIjZeLKCNG/d1qXuv3rGKHLTrLkVTh6dy/Th2Tz14V58AXushwjqEortN74cAX+y/eZtu7AAnJ50HnSPYn+uIKpkhcoZUGGVIi/euoOsAalc+N2pjJl1HB+/spv9Ozo/pUtzoDW+sPm1DbyzeOsh8ZWaA1YsyJ0pVBy3vWV/cu1rZNXsoqwqiaDtYrLGv1jpyiH/NhAH+9cdPs7QkGrNpOxz1PNWZR0aTKcmpYza5Ar2lSaTn+Ijs3YPK9+rYeUruzv35RqbaUxqdbW9/Ot1LP3FFlwNbqpclpKr3p84A+bihj9I0AnJquR6clg3LAuHO0TNC8/GvALCD14MceoWpbas/UwJf4Pl9V43IZmAU2jasJ79t95K4be+RVql9eLi2F8SUxn7Eh25sGaJyKCI7S+LyMv2+IuuRSoPg6quUFVR1SmqOtVelqpqhaouUNUxqrpQVSvt9qqqN6rq8ao6WVVXd6c8bYWzPlxO66F9sAJh5Ol4Mr14t2xs7+wOyUx289OLJjF+cCYXTx3KTQvGUFTdxN8/brUSKuqtAOW9n5tEWihEwOOypkpsbLVAAPKGn8b+fpbFtPbfrYO7qnZYWTIiwryrxpLZL5m3n9pK0N/WDVVZ3MBLD61pMwYlkibnIPDvIKmpgFV7B7J5xX7++dAnbWp31VVagczSkI/Ck4WGoY9x5ns3k1W9nqSGlfhCHl757ae898w2/nH/at78l/VQrknaiCPoZccn7fvSfdV1NKYOoY43eXrmT2jwpxHy9m85ck4NiAAAIABJREFUvmj8cErTMpiw5UkG5XhZvTS/pUxMNEiTl7oM6146XQ48qS5OWjiMQL8kNvSz3FvlrqF9fg5wRzBE0CngSmFw+hCWeffwznSh/v0Pad60uUdkaNjdvivR32D9bYYedwLlmVC74n0AmjdtIq3BHgB5wGTSdRcdubD+hOV2x54D/QHgKaAGeDS2oiUOalsgDof1meXJIjc5l9019hvuqLkkZ/sJlFd1Oc3z/CmDef27ZzDmuAzOPHEAp53Qj1+8uZ3yeit9t6TWensalJmM2xsk4HFDczWEAm0UyKCRZ1FsecHY8p8VLfsDe1vf6pOSXZz5xbHUlDXx4T/bpl9u//gAxTtr+OCFQ/9B339uO42peXjZhM//fJtjL/58dctsifV2yvHr+WW4JIuPxzeQP2kAfz7HSZ1rEwMbNlC0rYoN7xZRtq8Or+3R2p91gCHFH7InP0RdZauby9cU4P3nt7NqyU7U4aTaswu/04sG0jh/cmsYbNH44/Bl5aChcmY41+BKcrLiH9HHLKTZS1XuSQCMueoErv35aZz++TGkjPyUq9Mfod61i73Dz6FmW9fcf8cKEggSdACeDG6YcgMAz0+3LLfmTZuOcObRERlz8+5pv1xNuKTKOeMuojwTtKRt4ozfCellpqpyd9GRAnGG3/iBy4FHVfVFVb0TOCG2oiUYGsQprQHbMTlj2FZlu6zSB+IZaWUQN29pPy7QGUSEey6cRLM/yP/841O8gSAHamwFkpWMyxsk5HFb8Q9oo0CyB0+j2SM0pjs4vrj14ZlUUsQ1f1nJdntmxOET+jHlrDw+fbuArR+2+q5L8i0XQPHOGkr31rLs0Q3UlDXR3OBnw/JCPN4qyj0fsj8rn0kbH+XklT9hasomSvfWsfFdK/7QWK9IKEiN00FBuVAWqOaZqyazZ7Cwvz+MW/cXPvvtSVx2xyw+9z+tuRj7c2oYeOAtUOXDf+5i/TuF7F5bxu5Py1j/diHr/ltFkrcaz+gQZ6b/hClJpdxb8T2m7zoP345bWbD9Hk7V3Wwf6sS/4i1mnj2UfZsqKN4V3RiYoM9D+XGfBeBr//oUr21Vjf1/9s47PKoqbeC/M72kTnrvFQi9d+kqUkTsDdu6ru7a1rq6a1/1U1bXtiqK2FERZKnSW4AQSiAhhDQS0nuZTKbd748bEmICBETBdX7Pkyczd86995079573nPe8pXo9vg4HewM/w6nUkLX99x2gJuyyCQudB5eEX8ITQ5+g0hOExknL7l8upYnd3NHxS8e6zwBsM8sKJDwgnnLfrjFFWWECQ7P9dz+LPF+cUYEIIU4YhScA60/6TNVN+/9RBCChEB2XK8mURE5tDra2CGr90DEAtKTvOS9njPV34+9X9GJjdiV/+XIfJW0KJMhTj8bqwKnXyOsf0L4GAqBSqvFCSb2/RJBZNgWZtRDSXM6mI5Xc98VeGi2yzCPmxBKS4M3Gz7IpOlzDmg8PUXy4FncfHZZmG4tfTCM3vZIdS3KpKzcjSZCQ/QV1BgcF/uBftR+juZzQmj2E9zKxd80xWlvstDQLNNZ6WlR6CisV1LbWcqBuHZJDx5EQgcpmxdd2HL9wd4Jjvdplb1HbqHarJ9qRRc7ucrZ8dYSV72WQnSq7/caFtNA34x08I1M4kOvF424/4FWzj6f5nodYiU/OYmJaj7Omv4S9rIzw5v1ojSr2runZjKFJEQdAusaOU8B3e4+zbH8Jfi05+Dmc5PtV4VmfS2HB6aPw/9c5eQYC4GfwAyFwBtpo3rYFyWo9K3fn4tT1lKRtPmM7S1PHQEBR3H1tnRPVOPXu3jSEdbay25U6joVfRqvG0xXPc544kwL5AtgkhFgKtCCXskUIEYtsxvpdIKEAqbMCSTQlYnPa2tdBlL0no/Gw0ZK66byd9/qhETwyNZGVB8t4dnkm7joV3gY1GqvUNgM5oUA6uyebNO6U+HZ0ckeCBXGtNdw3PoaciiZmvrWNikYLSqWCqXf0xuCpYdn8feTslhcXx1wTj09oh+tw/v7K9kh2Q0sFlSo/DkV0pBwx79zJwNHeWJptrPs4k5o6T7zqjzJzWDzeWu/2dpLDSHaovF9L+t727UMGFdB/7+vYhI7jPhB5dClDr4hm6IxohIDiw7VE9PEhUb0PvbmY9zLNNNSUM9iyDdyDiFaUcYdqBQy8FYPWjz1x4PDwwJqeRp+xoeQfqOrRWogDT5Cs6IxbeFs9n0ErLmfkd0NIFoUcd8Zh1gl86g5Qa9ae1drK/xoKuxOnkg4Fopfvv8Ze4dhrW6h8Yz55M2dhr6k5zVE6aLzlHupvuAuQszZbDnefFsXS3NHl6Iu6dxl2mpsp8x/Eqm+qaOgd2emzgogpGBTTKAq9BPOxgh7J5uL0nMkL63ngQeBjYNRJ6dwVwL2/rGgXFwJnFwUCcLim7WaPGoPez0nLoezz6oly55ho+od74aFT8fb1AxBCoLE6kfTaUysQQyD5gR3vD0UIVM1mrl79Pp/e0I/i2hb+9r284K9zUzPtrj74hLoxfFYM814dRaC2hpn392fsdQlc9dggnE6J7d8dReG0obNUk+Udi83pxWuPJ/LqbPma2F5/ml6jg8nfX4UQdiKOrcHb20RKYES7HEYRSL1RUO3thnlvOgBNmzejOnoQ7/qjRCpqOe4r4Sw9Tv8xfgyaFkl4bx8AgmI8MW/azNEgcEhGRisy5PxZcxeBbwJ4R8Hk5/APHQpCkBcQSPPu3fQZF4pSqWDPqkIqChuoPn5qLyq7cEPhbOBFzQdcqtyFQ6jwEbKpo2nAI+icErrWPSglW6co/98bCrtTNmFp5VjiMHd5HWpplBwEWv/tYrDbsead2Qvup89KxSuvkj9zVreFwaxNsnm1wB88Shu6zfwgtbRwOOF6zAfNqBTJPHazkncule/RRjdZzhrvBBoKzj1js4sOzhiJLklSqiRJSyRJaj5p25ETeat+H8gmrJOJ9IjEoDJwoFJ2k0Wtx9ArDofZhvXI+bs5lQrBt38YwZ6/TWJ0nB+S04nWBpJO27EGYug8VQ82xbE3pMPCmBkmj/obVqygV8E+/jIxntWHytmYLcdk+oW7c82TQxgwJQLLD9+Sf8UMnJn76D0mBP8ID/pNDAdAa6nlYIREK544WiJIlY6yK15wpG8Q5t27GTnVn7mPDyZUuxSNpRR/T09mxE/EXHQT9ooJfG6rxs2p4nCQkaYf13E4pS9Fd96F7ns5ojlQslMs6wusefLi/sgrYxk0yhPtA1cg5R9jU4oCyeHOtUFlSCo9BPeHeavgrk2gdSM0RvYuP+bZiv34cdRNVfSdEEp2ahmLX0zjy2d3dVqgPxm70h1oxEOYKRv5DGGP7oK/VcE9u5k4ZToBFgMV7jVE1OwkJ62CymO/bTv6W/veYlnusrPeTzicOBRSuwLx1smzzFWGY0gKsNfKStqatbfLvpasrE4zDHtFR1S402rFki2vK1oyDnTZt7XNRfdAlHw/m9PTqf3yK5wtHelLpOZWnErZJd4/o5ncIAVG5Z0c6H0XTW2JUJvcQmgodJmwzgc9zYX1u+aECetklAolff36srei4yExTp4FQNOqzh5KPxeFQqBWyj+V09z2sOh18gxE7w1Kdaf24R4R5Hh1LCAeDYGj0yMBqFu6lHkjI4n0MfDCiqwupXMrdsnjgoq0fe3bhs2IJjlFT9zRb1g5SBBjCsJIqPyhECyKUYDTSevBDPzC3XG2NGJVQ9LxFVy2/z6Wz5xI2rRJxJbvIsxmJitAPqf0k9xJQU47hf5y52DJkjsZ70AjcRxuz9a7PUnwp8GJjGhai4i5BJQqWYHq5BKC/iFDAfCMltd/8tdvY9ClUfhHuKNQycde9V5GtzVSbGpP7A7Zi84zagCeerV8bf3i0aqUxHulkOWvIDRzCTqjik1fZCN1U3r4t8K7+97liS1PnjIo71Qo7E6cJ62BAMR6xWJTCxoCdO3brLtWddk3f9Zs8mfOap95WMs6HBKa8o9SqZPviaK0rqbgEzOQQ+EChwKO3/8AZX//O/lXzuH4Qw/LbZo7ujRl7Tj6l0wgtLEPVb4p2DSeaPQZIBTUFbniec4HLgXSY7qm7egf0J+c2hy5OiGgHjEXjYed5k0//mJSWKtls5XT061TGpOTifCQzUaNY5v4YowCSQjSe9Xhe++faN60mbrX/o8HJidwpLyJr9I6R2wXlcgdb8bWdKzHjlH+z5dR4GRwXye+NYdo0gmGhCZxRdLA9n3yQ81IQoF5nxwr4TC3YFFDeNoriNz1JOV9hLFG9k4LsNvZ16+FlwZdT7XOg8PeHW64AVpPKrygRaOi5WBHTI25LUXM68/NxaxRcl3xf6C1HsY9yk8JMAYggAavclrVag6t2oRaq2TOo4O4641xTPtDH6pLmln3SVZ7inwAh81Oq8aEE9lur/fv6mQ4pt9kCv0FKoeFIUN1lOc3cHDzb7ce+OCiS/lD6nx2FKee1X4qqx27SgJdRzq8r6d/TZIpiYLwjrWzupxDYO8YJJycbNHa5obbXNfhZlty5x+wtJU0rsjuGMCcwGZuosKvP4nNf+FgtBqpLbW+NS+PhuXLcTQ2YmuRB1MOjy3YVDUMPTa90zFKPGVDSoP5vJYz+t3iUiA9QEKB6CaH4wD/AUhI7C1vm4UYTBiTAjFnl+Fo+GV8DCyVsveJ5O3RKY3JyYR7yCanfYmwZKT8E1e1VOJ7w5V4XXsNNR99xLjaHIZH+/D4kgzSCjoWO+1VsveMoSCD6iXfU/PRR5gPHKCmTO4oa639uGngMG4ZPKx9H6uxkQJ3f8p3tnmgtbTQqgadeyj0vRbSF8L6Z8ErggBjIM0aM9bR43nk6hdYMKOjsGVwzGRUQLmvgor0AzicEnaHk5LMHAq8PdhSuQcfm4aA4nUQOgSCUrp8d41SQ7AxmHd9PNEFShgPH6C0vgUhBAqFILqfH8NnxlCUWcOHD24hY6Mc0dxYWo+kUCIpqnAqteAe2OXY0b6JFPnJs5gQqZDQRG9Sv8+9IBUfzwcDj08BIP8MxdB+isZip1VDpxmIWqGmt29v9vnJXlB2BbTWOSB7RXub1pNMu5ZMeUDRXFPR3l4qr8Q3S56R6I93XYC3NzdxMHkenuYYlg2N6PK5rbgYySqbrwYMSeKgsesz6zVgAk5nGY3qyF88av73gEuB9AgBUtcZSD//fuiUOraVdPi+e1wxB8khaPr6l6lv1VQmP+wqX982BeLbpc2JGUhWaEcHW6lUINY9ReAjf0UVGEjtxx/z/s2DCPTQ8dTSQ9gdTurNNtRtvvYBNdXkrJC9tnd8t5aStk5m8sARxO57ibDyLNzV7rip5RFnbogW+6GDSA4HhtpGatxBEzMBRj8EAX1kIUIGkBg+hmaF4J+jStj22ARGX9KRctsUmESk0FARZEObm83K0dNYeNODmCuOUefViMpQyOXWtqW4K09d87pfQH8AskPMhDVVsnxT5wwBKZeEMvn2XviGuZG6NI/WFju1x+VZpEZZhiKoL4iuha3C3MOo8AKHSqJ291bGXZ+AwyGx4bPD2KwOdi7Lo6b0t+Gd5Tzpfq483sTB4/U0tLl3L8tdRo3l1B5UGosdm6ZjDeQECd4J7IhopTDayJZeAkWDEuf+Je2fW7I6otSrM+TEEea2Gcif71Li1GraP3eraOpStMze1IjaLisotYijYHp/6k9K3mwuzEdy6gEIjIkkdmQvCtStbDA0UeCdQa7PXi4b1osmVTb1nnGYD3ZexpUkierPPqdh05b2bS0ZB3Gau8/KcCZKirJYOqk3h/Z1WCQkSaI5NfWUiUh/a7gUSI/ouogOoFVqGRo0lC3FW9pHM/rpd6IySDQsW9ql/fmgqUKeCbj7h57ShGVUG/HT+7HXKXdmkR6RVBq8KMj8FpH2HqYbb8CcmooqL4enLk8ms7SBB77eT99n1mBosXE4BJQS+BXKC5rNu3bT0JYKP0JZBtvfRPH5XN5OnMfbE98G4HBsCbpWMwW79uNZ20SNJwjvcPCNhTs3yIpkwlP06SVXJPxh/4d8mvkpi7I+aZfb4B5AnEcUu2PkaxlTXciIPavQVtVQ35Y9flJDJUx5Eby7jkBP8OjgR/HT+7I+Rs4AfHj1lk6jTSEEcYMCGH9DItYWOwc3FVNRIM8Y3ZS50Ht2t8f10nphULtR6yvRvGcnnn4GRsyOoTCjmgUPbyVtRQHrP/n5gaS/Bq0nmZZqSmxc/uZW7v18L9Ut1Tyx9QluWnnTKfdVWxzY1HSagQAkmBKo8RA8fHUraXEChVPQums92OR1O/POLZi1UOgHzelylgRbnbz+0qiHlhB5MFLmBUqH1KVMtL2+HptK1hh+zRG8MaCYJ29Ssitei1nvT012BhJuINkxRcRwSZ9AFhudOGJ9WJX4AWvjPybGz0ih6RBOpYbMZZ3L8DamZ7BsNax5S95u3r2bgquuouL1+Wd7eQE4umox8UUO8l7sKN7atHkzx265leqPPjqnY15suBRIj+hegQCMDhlNcVMxR+tk04/Q6PEclUjTkVqsWee/TnRLWQlOwNMvCFpqwOjfbbtkn2SqLfJ6RpJPEhWOFqaHBbMu9VW8Bvoh9Hpqv/6aqb0DmdIrgGX7S0CScG+1kRkhqDe2pehWKAgtOUp9SRktGgiytAXl+SbQb9mD9P/hUd7p9QcOhcsjqm/e/grPZit1HoCnbEpDqYYJfwNTNPF+fYhVGnnXdpx/7v4nAA/PUzJ/hgKtWyBxoSPYFK3EOa0PiivnAuBlaaXODW717E1KqxViTp/H00vnxeUx09keokIoncTl72JHbtf8Wv4RHkT09iFtZSFH9tdjMJehVJth4K3dHlcIQYRnBEdDNKgr6qipbaTPuFAievtgb5UTXZbnn95V+GLBbO7wXBJ18sh/c04lzTZ50FHY0H3wpSRJaFqd2DV0mYHEe8cj2mrn5Aa1xftUOODt4bQ8FEvD6jXsjhMUBAjIO0798v8iNm7FplRjU6kpUFYjIciMn06jMaRL6nxrdVN7YtPQhlia6tVMzn2GpuDXSB36NJUHcnEoPBFSPV5eJoZEmfjyzmG8cU1/Brhfy1jTHQghOBbpwLM+l4NF/p2qdmZvL8ZsCKTc1I/6gnK2vryc/X3+SOH6jFOmKLJkZSE5uq9NomzLM6cv7zBn5+TKfULlK69Ss+hTAGwVFeTPvRrrWZoSLwZcCqQHSAhENyYsgIkRE1EKJT/k/dC+zftPT4GA2jefO69y7C1PpzRnH7Xu4C3ablrP7oswpvh1mK8GBQxqf73Y5Ifyh9txG9Sbph/ltCHPzuzN9L7BfDw3GaUEjXrB9gmyaWxDXwmDvRX3Q4dp0oGpNhciR8PEp+UDFqWSuP5lqj0ENSZ3Lt8tu4UeCwE8Q7vIJYRgXNTUTtsKAwTbkxVo3YOIDRgAQmBLKibmob+0t2kyKLh//yoUMRPAP/GM1yrBOwGLUsIZ4GRYTRYvrMziL1/u5e/LOudqGntdAgqFoKHOgakmE0mtAbXuFEeFcPdwsiL14BDsWPAvhBBMvr0XE25J4sbnhqNQCTI2XfwL683NHa7MXhZvhliUhDoUNFk7lN/J1f3slZVUvvEm9ooKFBI41J0X0QEMakN7TEiNOzR5qGlR9KEps5SC5WqwCTamCNkRoVmi5KGH0GSXsL/P3dy853mK3dSUBQ4Fw1RyY2ZSfO+9lDz5ZPvxzW1VOUv0Ragdeq7Z9wRGW0cmg+oSLyw6f5AqUShkBTYs2ocwk4GFsx/n39PvA8AvMBi/0h8w40X6D7K3X6vZxr7DAmXbd97+7mZyTKOp9unF/shrKXi5aw2R1rx88mfNpvjll7p8BuBoc1E2NnUoGFt5Rybg8uefx2mx0JKWhuXAAZq3b2//zFpcTOGtt2IrKen22BcLLgXSE8SpZyA+eh9GhYziv7n/ba+Spo4fgEcvH+q2ZGM/fpYpxU/DzntuIHrHMWrcwNTa9nB7dK9A+vj2aX89PHh4++sdSifP+Ptj0O3DXlmJeedO/N11vHltf0b4ybEjTTpYOtDBp/8YwVejFTiFIKK+jiY9uFUegdBBkHApTHsZZryFr0cYJoeDwpHybKgw0Y3iEAm8wuiOWX3mMS50HI/GXcsjybe1b9fqfUj2SQbgYNMxVKvuaf+s2s+BSLwMrl7Uo2s1JHAIAMeSgtHWtdKaf4jv95Xw8fYClh/oeCjdTTrmPj6YuHgHYUUbcGpPXxExzD2MtCB50Tx493eU1reg0alIHBaEh6+e5JHBHNpynMxtJedUFfHXwtIif4c6bTX+zWGMtWi4pkFLaW0tt6x1cPdyB1n//RyQo8MLb7mVqrffpvxFubN0qqUuJiyAGK8Y+YUQFIVqsVQpaA6Ro8zzrh5OVriCsqAOBS0BDV4JaBw60vv35miobJqsdw9GAuq/+ba9UFtrs6wUqjxhi96GMkjDdp9DbI9YQq2umLLAoTR6RNKqPn0EfIxPADX6PIJrdpC+royKwgY2fZ6N1a6m//438Ko7Ql6dDwgF66Lfxa5UkVoc3MXlveDAFiQEFd9+1e15pEp51uvV5MTeZgJ2lHZOwdJwJJOiQzvl65O+gap336PwxpvInTgJ845UGtet52LGpUB6hILTVdK9IuYKKloq2FHaUSfc9+G/4bRD5VP3nTcpxh6UZajyFHhktFUc7IECCXMPY/PVm9l+7XauSriKxTrB2pBqVN4GSh59DEd9PZIkUXS3XFKlxCSosdSQY2ikwSgoj5dnI806gZvDBqGDZaU69C7ofwPctIwEm5OlvcuI+n4Jn87V4+90gntQt7KFe4Tz5oQ3uX7E41w7sCOhgUalJcAYQIDBn30+oTxQu5OdU1rJi3JSH66Fqz8FzalL6Z6Mn8GPJFMSW+PdAcELrODylCD6hnnxwFf72XpSxUJPPz2RAcXoW2twenie9rjhHuFUujmQTEZ8K2v4emnnta4Rs2PxDXVjw6LDrF/UfUqOi4HmtizP9VLn9OuF20uZvFdDXM0YihduJfPLrWT37Yc1Vw7sbFy9GgBJLYHBp8txTbqOoNYjgRLWggJqPl+McdQovhshiDHFQUJ0exurpuN6Dzp2CzY3OaecQ+1F+bgxFIWOp2nxv+W2dnmNZNiwAaRq7bzUUs82ZxipjnC2hK+itS1tTpXp9JURffW+5AVJRB1eiooWFr+YRk5aBYGVq8nzLUJfL+flUlsbKPU5SJ1iMXWGCPK3dQ4Qrjucz+ZRr1DjMZySRx/rsuhPQyONbqE4hYKc0WOoWfQpUnUNBf7w9PVynFZZxi4ac9pmQam7qZw/H/PuDtN3fXbXgMqLCZcC6QESgu7iQE4wLmwcfno/Psz4sH2bduhUTMODqdt2FPOm1T9fBqsVh4CsUPhkggJx4Ev5A1N0t+3dNG6dHmZvnTfuGneeGPoEKb4pfBESQsjQUuzl5dR98y3NW7e1dxJ2H/lByGqL3diXInfagTUSRmMwxEzofDKDiQT/FHIkC0pjA2X2JgIUWlB0zYb6U5QntTmRKibFry+raWat0cD/DTDywWzwdgvowVXqzMiQkax2LwKlIDx3L89kzedt1U4CPXXc9+VeXlt7hMpGuSOtbUudIXxOX/Y4xjMGhKB5cC+aK3QMOPImB4pl+7jd4WyPOek/KZzs1DI2fZ6Nw37xzUQammQT1uzUndRKH7I99N9YFBYaMgV7+/2FI3FzKfK/kQ0brZQGDiM/YhrGPz3cHlBrNXavQE7MIJNMSWyP6DCT1V45ll1luxh37Gr6b72NRdclsfT6KP5zqTwAStPaoK3yZ767PGvP5GpyYueQuacJydqK3RmEwl7DsL4RvHltf/4wNobPbxvF/OnXU+lVxV7f91DXfUx2oprTEeIWQk4waK2NjGM+YWFW4gcdJ/HwDxQGQJ7PPpIOLyK04F2mxvyJA0FpqK0NHFreOVFqdZmEQ6XnSPzV1H//fZfZQkuLB7sHPcbBXncAsslKUdRAYdxThJnnUWmKw/b2Aty3ZHIs9BJ0tVrMej8+uzKIXcMkCoNiKNu1oWc/6AXCpUB6hFzh71RolBrm9Z5HWnkau8s6Rg++/3gDtbuT4gcfxlZeccr9e0LrsWMoJfixv4LZ0XK0NVNekCOxT8HK2SvZOHdj528iBNNjppPrbKEoCPRhemq/+ILmVHn29NJVCobaOqf6WBMju7geDQb9hKe7XSOIT7oKmxDk/vc+Kp1WAttiUc6Fvn59O70/qtFgCux31sdJMiVhUTqRUuKpyXajfPFuGl5/nw/XP45/ZR7/WX2Qx7+TR3jm48ewqMHo2/2M7gSJpkS0Si2H4wxINsHAumy++nIhGcX1DHh2LZ/vPIZSqWDYrBj6Twrn4ObjbPzs8EUXc9DYNgNR2i1cuSmdJz/NopUtqOu9aXQPp8G6laBS2T09K/FG8qMuZ39jR3Bli6+ySwYEgDnxc3hrwlvcN+A+8gMFLf+4F8uiV7ih4p8YWz1RHvRDadVQ4+zDToMfvepkM2Wq1s5Xoeuo11ax1S+DHeFLKXcrQDjqyNGNpfLZWdR7ptCgOUKot57pfYN5dFoiI2J9md43mDCPALaH1fDmtL0E+XRVbCeTYErgaLCsrOzVJVxuu5ahOx5C4RRkRWs5GCkIKkvFLhVy1+DZ2GKSCSrdQVGdH2XZHSaoukZt++uj0TOoWtfZ28/ikAdwVb4pNITKz2mLiMGhDiC6th8ZKX+h2eZLpV9fjsZeyd5+f2bXoMcJqn6SI34PkJvwAOXayUjlF69nn0uB9AgFp5uBgPzg+On9eDXtVexOeQSvDOtN6P1zcFpaOXbtHGyl515HoumoPM0dO/I67lMFgkoPQ+8+7T4GtQEffdeHaXLkZJRCycre0/CJLMZWXEzNhwtQx8WSHqsg1DOKZKv8HfpYWjkuGvj0r5F8Ng1E5Mhuz5XUFnvZ96hHAAAgAElEQVSx2FGJUwii4i/v8XebETMDtaKjM5oZO5MYzxiuS7yufdu5zEASTAkAlI1Mat9mTPDHXlDH62vms2T5ExiXL+ZoRSOO8lLqjODve3rFp1aq6eXTiw1BNaBSUVvuz7yGd5j77x+Jbc3k3z9mIkkSCoVgxJWxDLo0ksM7yji05eJaDG1um4GoHB0L5bF5K2iUyggu2YpthBa75Qtic2VTab22imOFdmo9Y7FoQHLv3tFAIRQM9hqGOGhCY9eT3debfXrZ/j/LOg+AEm0dfcrGMjHnZgCsCgu3XhJDudPEFwOexde7D/tD1rOkz+vUKL/DrAtgceVDOBVqdoTtwV3XVXHNTpqIUid37mOj40773WM8Y2h2V2P2cye/PpYdjiRyqyNoVQtMI8eQGa1mQ4rg39OV+Oh8GJ4wHHXTGnT2Wn78YG97BgOr3dAeH3YsfDKbShPJ+uP97edpVXR4SC4efBsZidOp95QtBkfU8vOV2WsW2XFXA2DR++JUarAKOwFNkQCU+w+j+bW5UHZu1U5/aVwKpMecfgSpU+l4ZMgjZFZn8tHBDh9v3dynCZ/pib2ygvwrr6Rp85nrHnRH41E5JkMbFQW1BeAdCYpz+/lMOhPDgoaxylKMcdKl6ExtKT3aHnSPwL68NfxZrrEquDN6JgCrRRF6tQI8grs9ZrRXNF5aL752M6BVahnb+4Yey/PcqOdIv7EjqMtT68mSGUt4ePDD7dt8dKcfVXZHmHsYepWe9CQNQqtFl5xM+NJNeAyJaW9zS9Eq3tmQi7K2mjoj+AWcvvMB6Ovfl73mI+hHDMNc7k20KOWQ8jb+k/sqz1S/SFZJh9vm4MujiOjtw6YvsslOPfMAoqnWgt3WvVvo+cRSLyuOlsAOM2dCsRWr9CWJR75g7oRLePY6JY/NPcyiAU/xdd+XaNTUknvJX3l0njsazamdDTI2FLNvSRkTCq7naO1RDpZmcXneXbgdjCRTbWe9e0f6ktTwpXwdvZx5o6L494ybacp5hEfHzUTnlB0w0sL3EX/kKwzmMkKK1lAbpO32nNcnXd/+updv8mm/u1qpJtozmoJoA9E1FeRM/gSjPoYCf4lE32T6hg7mncuUNAV5yAMG3wQKAlqJP7KQxkYla/6zD6fDiV1hQms+xIaYz6nU7cNsDGKzbRKN+fJaSas2CByy5SGqNoXKwKmUBI/C4TzKUqONTN90WrQx2NVGCr06vAPf9Ctkvu9xVgb/gF1tZGHd6+S8+Qw0Xny13F0KpAfIJW3PbIKYEjmFyRGTeWvfW2w93lZOVqXFcP8XREw1oxKNFN15F8fuuBPznj046utp3LABR9OZo5cte9Ip8wJ37wBoOH5K992eMi1qGsebStg19EYCx+tQ6R08MEDOLhsadxm+vefwxB37GXHJc7gLFa0KgYdK322ENsgjz3Fh4wC4tfetuGt+Xq4hIQQqRYd5Ls7rzB17dzLFe8eTYS0gZu0aIr/8AoCg9xYT+so/8J+ZgrbORsCWt9A2NFLvJvAOHHiGo0I/v37YnXbqR/bGXlFDk/cMao4YqTzgQXJmAflLOgLHFArBlDt7E5rgzY8Lszi05dQuvlaLnYWPbeezp1K7ePycb6xtaz8Nowfie9+91N17NRo7DDtejlNAdEgfVEKFTVNOs7Yeh9LGj/Ef09hgY2DJbWhaU/jxo0zqyuUobUmSKDpcQ+Ghaoqy5eDA8MpepB85iGW7G6HlySii3VhrsCG5+7E6fgFr4j9iq3kwpVVT8TFqmNo7kNS/zmFUnC/fzv6Ajyd/QWmYH1tCjzJs17NEFSxlYszobr+PSqFiwZQFjAoZRaz3mYulJpoS2RFiRmqo5ypVJfaMDI4GCfr792dUyCigI1o/3COcgxEC38pchqvepyi7kc1fHsGq9kVyVpHtv5Nv+39EifJjHEotae8txelw0KIPAmcu2yOWcChgG1U6eZBU6N1A5jNT2B22jXWxi/i+13xWJX7AmvgFfN7vWTbdP5fPbrkCz2Q3SnVr0FgbWF95E01f/Bmcv/zg4mxwKZAe0X0qk+54ZuQzxHnH8cDGB0gtbUtS5xOD7tZ/E3lJEf4TA7EcOEDh9TeQM2o0xXf/kaPjxlH2zDPUfv01edOnU/b8C7Tm5LTbU51mM1LaAfbECby0XlB//JQzgZ4yMWIiQcYg/rLtCapueonmW5TkB8m3Q9/wse3tNEoN4yPlnEl6w+kXmB8b8hivjH2Fu1Lu+lmyncyJYw0KHHSGlt3Tz68fGVUZ2LzdcKqUsnlJr8d9+lw8H/w3Qim4Lm8tbhYbdUYwdbMw/FNOrNHsSdagcHenocifFs+JANQdd2NKyccsWvgfKhplM5Fao+TSP6YQ0cuHjZ9ls2PJ0W6z+BZnyR1vU20rS15NJ29fZZc25wuH2Y7SbkHla8Lvj3/E+/Lp2JQQlttAvbsCjaOFJFM8AFHuEbxm1lPuXkC49zuENMTBvmvI3lnGhk8Ps3NZHu/eu5Fl8/ex/M39lB2t56DajkPlYOKOu0guHYWml4Z/NVbTL8rE41OHkY07h5UqIr1C+eeV/RBtA5MAD9k0Fu4ZzMCg3iT5xLFimIIqvZH3pyqYFjfklN9pcOBg3pn4Tidz6KkYFDCI1FBZ+R27dR7C7mB3opI+fn3aPRi9tHKMSZh7GHtjBE7geEktfQ1LObSlBEmhRWU7QrRKzsK9Kzad4NLtZNWmcOjdd7Cr3XAoKtnpDGG12sD38RtJC13J0ZgKDBoVg8MHkeOXRplHPoP9xpPns58GfRVh3p4Mj/FhbGwcS/v/F+XxJThRsy5jKM713cecXChcCqQHSIhukyl2h1Ft5K0JbxHiFsLda+9m4aGFcnxI8hUoZryOj286sXeHEfTMU3hcfjnBr7yC29ix1H23hLKnnsZR30Dtl1+SN/0KcidPoeyZZyl57HGEzU5anMBLZYTmilO67/YUo9rIe5Pew+qw8kntfvZc8hAAC6YsQKPUdGp7WcwVAGTaT58g0qA2MDVyaqeZw8/lnn73kH5DeheZesqIkBHYnDbSytP4w49/4O4f724fWar8/PCceQWNeXrUFoHZqOzReXz0PiSZkthUlYrnzJk0rFlD09ZdqIKCEDYnhcfDmJH3NE9+uBRLmzlKrVFy6d196DUmhPTVx1jxzgEsTbZOx83fX4lGr8IUbKQsr56V72ZwZHf3pVt/Lg6zHaXDgs5DDgaMDu3Dvhi5O2h2U8IbAxhYLLv4hlUXkFQjZ8+t9NnB9ogloHYQmOhNSU4daSsKcNolkkcGMXxWDFatYKfOzvbgClqVZoqCsnihuB6nE56+IpnJyQHEq6+nr+5O1j84lqsHn3rdqbdfPJJHLd8+fyubUhSEuv+8+/4EQ4OGUm8UtITLg6KsseE0Jssmzz5+fbgh6Qben/Q+AB4aDzS+flRFeaMtF5jctzDe498El6zCochn6fXP8K9xb1DmDd7lSzDYqticIZvRmrzqmD/9Jl6YchUhphDSwlbh4Svn63pjyqMsmLyArdds5Z2pLwNwc/LNHTKGyAOVwqEQf+RLim192baiGo7+ctm+z5bfUV3zn0EPTVgn8Df4s3DaQp7Y+gSvpr3K6oLV3Nv/XoYNvAXhtKNY+Ve8/Evx+uun4B2J5/TLcba00JKRgS65F5Klhca1a2nauIm6JUuQWlpoCfcnK6waz6Y2H3efM0/Tz0SUZxSXRV/G0tylDA0aip/ej8GBg7u0Gx48nAnhExgfNv5nn/NsEUKg7sbbp6cMDBiITqnjg4wP2mu3DPlsCM+Neo6dpTu56rqpiG/lWA6L/+ljQE5mTOgY3s94H/X1j8MiObjR547baVi6DFthKdrYep6ufYxH59dz/7zrifAxolAqGHttPKYgI9u+zeGr53cx+up4olJ8kYCCjGoi+/gwck4cjdUWtn2bw9oFmTRUWhgwNaI9uvoElmYb6asLSRgaiE+IWzdSnhqpVUJlt6DzlBWIxt5K3pBQBh85RmC5FTRGEtqsJe5WM8Hjn8aQv4iFbklUmzbSGhZOWkYyfx8SRqy3AUN/Ex9uL0BZY2GlWws2h8TOBhPJsxvYmRFAgFrH8vtG4esmr2H8cO8oJElqn3mcihivGKyOViql7agUqvbyuT+XYLdgwtzDWDPTm5uOj+brlAyiPOV1F7VCzSNDHunUvpdPL3b0OcCMZcU8U3MX1/hsIib3B8qGyc4dl0SM5/FhT5C+9llG7n+PguG34J6Twe5LPbg8RbYWtBpG80radsbHys+uUqFkcFDH87bnhj2dBl/JPsl4ab34b/heZlWBsnkQB7gc44JvGPBIYreZHn5tXDOQHnH6OJDu8NB48Mb4N3hp9EtUmCu4c+2dXPXDVXxi1FIx5wOoOwZvj4AvroPiNBR6PcYhQ1C6GVH5+uJ97bWEvfcuCbt3EbX0e9L/dgVOhcCzpkA+QWDXVObnwo3JN9Jib2Fj0UaiPKO6bSOEYP74+cyInXFezvlrolVqGRUyql15jAgeQaujlYc3Pcw3R77hg8plRK9YwZI7kykY0n3kfHeMDR2LU3KS6jyK34MPoA4NxX3cOHzvuxd7WQUNqhsxuel5tfkRNr7/CJZWec1BCEHK+FCufHggSrWCle9msPilNDI2FmNpthGZ4ovBQ0NAlAeX/6kvcYMC2Lksj+9e2UNNSee1sqN7Kti75hhL/i8dq8XenZinRLLKdU18Dn0IB76G13vhFSSvge3vJcGVH3DJzT9yhTGG+2Z9jWLEn+jj14d6rbxAvK+oGQR8UFnF88dKmf3uDv57oJRl+0uwOST+Pj2ZhAB3PlrrQWG5nv+b27ddeZzgTMoDYEjQEPQqPQeqDqBVajvFDf1chgQOYalXHs5H7+aQJZ/+/v1P2baffz++j64BjYb7RBmPNV6P2gHCt2PQkeKbQmqiAo/mChz7vyGqcCW+0R331A3J1/Hx1I+5NnlOt+fQKDWdymarFWqWz1pOdGAyBxK19N2/EKvJyo6aOaS9Oh9qLnxZZZcC6RFnNwM5gRCCy6IvY8XsFTw1/ClUChWvpL3ChLS/MyshhZdjUlhfkUbFR5Nh8a1QegAqDoOjozMQKhW6hAQO2ovw0/uhLt4tJ7HziTnNmXtOvHc8kyImAfJo/X+Ry2M6XIrfmfgONyV3ZJrdenwrUngQ6bECT7euqfFPRS/fXph0JjYUbcD3jjuI/XEt6uBg3EaOxOOyy6j6fBliykKqw6Zys2URJa+NwVa8v31//wgPrn16KBNvSaK5rpWtX8sdc0C8V/val0anYtK8ZCbNS6a+ooWvXthF6tLcdmVRni+bFFtb7Cx9fS9VxT0rsSs5JUSrOwZzGfrK3fDdHWBrYWz1MW54SMmrU1UQMgiDWwDPz/me4GB5/emyqMuwS/K5Y3y9eHhKAsW1LWSVynFCr83ty+I/DOeyPkFM7xvMG9f2Z2iUiX/M6M3I2J5f25MJcQvho6myV+OcuO473nNlePBwmmxNzFs9D7VCzZSIKadsOz5sPM16Qe2wBEypG1g+R37+NP7e7W2ivaI5Eq6g3uRG/8o8rEqIjI9v/1whFAwMGIhepe+xjJ5aT+bEz2FDggUvayPbSg+iD7Gys/JStvzzA5y55+bVeb5wmbB6gCROH0h4JjRKDVfFX8VV8VeRV5fHxuKNbC/Zzlfle1nkpQWvEPwbd5L0/Wz0TieRQkdy2EiS+9yAf/hoqltr2HRsAzc0tUDlHoif1qMo757yt2F/w6QzcW3iteftmBcTY0LGMCJ4BOPCxqEQCv4y4C8MDRqKQPDHdX9kR8kOai217VHUPUEhFEyOmMx3Od9R31qPp7ZjJBrw+GOYd+2i6J4H8L7hejb3HkPvjOdQfzAGR9JMlGMehKAUlEoFCcOCiEzxJX3NMdRGFRPf3EK/MC/+c5PcaQshiB8SSGiiia2Lc9izspDMrSUMmR5NWV4DkSm+JI8MYv0nh/n6+d0kjQpm6PRoDB6d13Jy0yvY8X0uI2bHojOqEZIWU00WmmG3gA7wTyIlqC/WdbcyzRDZbYDqpIhJPLX9KQCemz6SQQEx+LlrcTglrhkc1j6jGBwpuwb7uGn56q7hXY5ztvTy6cW6q9a1114/X4wOGY1SKCltLmV23GzCPE49A432jCbSI5I1fRxcvbkB/YrvaAUk747fXa/S08uvD7uHlTJxRRNHQgSRnj/P2QVkc+mL0QKbu5551Xv5o38Sz8bBgZwJ1L+xk8lTNqKZ+GCP0/ycT1wKpEecvQnrVER7RRPtFc283vOw2C1k1WRxqOoQB8vTOVy2h1bJwRpbPc6aVNiUiskp0aJQYEdiltofhl8FQ+48L7KcwFvnzZPDnjxzw98oaqWa9ya91+n9mNAx2Jw2PDQerCxYSU1rzVl3ULPiZvFl9pcsz1tOlEcUT+94mr8O/iuTIiYR9v5/KH3qaSpfn0/UhAmsnrGEys1vccfh1eizvofg/tBrFoQPRxvQm+EzY1i67zgVja2sySznxg93MntACLP6y3Zug4eGybf1IuWSULZ/e5RNn8txQQlDA4nq68f1z3iR9t8CMjYWc2RnGb1Gh9B/UjhGr7aaKKll1Fe0sPqDg3j5G4BW/KoOoI14FAbJAwclsP2abeiU3QcJumncSDIlkVWTRT8/2XNq7qCem/1+Dv6G7ssW/BwMagPDgoaxrWQb06KmnbatEIIrYq7gzfp/cU10OHWLvwFA7dd5TWZ82HjeTp5PrPdoFqm388Z5WLMJNAYS55/MzuHVjFqTzqzRV/FUFTw1OIBjaf356r8VTN57JQFT5soVQNU9n+H8XFwKpEecORL9XNCpdPT37y/bXpM7Au/MNjPZx1PJzFnG4Yr95LZUMFLhRvQNy8BgOs0RXZwNaoWaGbEzWJQpL4KfnDusJyT7JJPim8KizEUMDBhIWXMZCzIWMCliErrERKK+/oqaTz+j/LnnGHL0KIU3/JExhy/jBuNO7mzdjn6tPJpHoYbg/vROr2bljhbMfkbWOgbw2dEEaJrArFEdFRIDozyZ9eAAjh2qIXtnGfFD5EVcnVHNqLlx9B4bQtrKAg5sKCZjUzEJQwJJHhVMyZFaYgb443Q4yd9fhdq+HyFZ0Yb26fSd3H9S4+OnfDjlQ+osdT/LseFi4sXRL5Jdm82woGFnbHtl/JW8u/9dfrwxmcnfGkltPYw+qnMuukvCLuFf6f/ihbgs6lrFeVN848LG8UnSu4zaZuDPOStpHHkH/8gq5/6x4TjTlXxX9CBDvvyc/uteQNHvarkoWvCAU8ZtnS/ExZaj55dk0KBBUlpa2lnvt+DG93Eo7dzx8elTh7j47VFnqePSJZdisVt4b9J73XqhnY6NRRu5d/29nbZ9edmX9PLt1f6+OTWV0sefwFZSgiMhmU+9erPBJ5n7L49ijn8ZqtI0rIe2cfSDElAoEDYnSo0Dn6QmvGLMWLVGtAFxKDxDwM0f3ALk/wZfJK07Qushp1Y/8acxUl9lYe/aY2SnlmK3yoOfKXf0JnagP9UlTax9YApxWTUM3LMPVN1Hd7voyt+2/Y3VBat585I3uX3N7cwfP58J4Z2Ti9688mbSK9IJcw9jxewVpzjS2VHUUMSlSy7lpaLhRH+6heB33uGZSm++TS/mssQAprVoKNxfhY+xmnH61whUZYJbIESOkv9CBkBA73MyfQsh9kiS1G0glmsG0hPELzMDcXHh8dJ5sWLWCjRKDQb16WuBdMfY0LFEe0aTV5/H7X1u57uc73hh1wt8MvWTdo8h47BhRK9aSf13S6j55BNu3vk1NwNlG73JtDRi9wtAq1Ii2QWF8z/mklADlS+/SMWuPZQfNFHnb0Af1Ex4eBZebjtQ2jqqK3Y/vhR4qnSMU2kZHuLFEfMIylujCU99HvYq8FFp8bBUY1ELl/I4S65LvI7vj37PG+lvAN2n2Lmp102kV6QzInjEeTtvmEcYQ4OG8i/NUd6Oiab88cd58ZvFJAa689Kqw2SZ9Dx+ZRTF67R8W/088bFmhvitxbNgJRz8Ru7DHjsOp0lBcy64ZiA9YMFNC3AqWrj943vO3NjF7478+nxeS3uNf4z8B9tLtvPYlse4Pul6Hh3yaJe2kiTReiSHpm1bKdyyi8wWJbaycqLrS1gdMYSHPv0nPm3uri3791O/7Aeq16xFUdmRzdnp44tbeDD5Von8Fgc2rYqIEHf6Rnlg1INSaUehllConSiUDhQqBwqsYG8FewtOm4VV3xWhrYMJ2zK7yOji9JyYYQCsnbOWQGNglzbFjcUEGAN6FBXfU3aV7uK2NbfxWODNDHziK9RBQYR9+AF7mpQ88NU+yhoszBsawSibhuzNJTgdEonDA+k7SGBSFEDC1DOeoztONwNxKZAe8OFNHyEpmrj943vP3NjF756Xd7/MosxF3NHnDu7pd88ZYxc2ZFcw/8ccYnyNvHZ192nrW4qKWfvtevbuOIB3TTnxzgYU9bX42s3oLWfOpYZKhUWpQdLpQadDqimj3E9w6fqMc/mKv2uONRzj40MfMyxoGJMjJ/+q575n3T3sLd/L10F/o+nBJ1F5eRH88j9x9O7LSysP89nOY/gYNfxpeBSRFXayt5fhsDsJ7+XDxFuT0LudfUYHlwJp45wVyM0fI9HA7QvPX3VBF/+7OJwOnk19lm9zviXJlMSjQx5lQMCA83Jss9XOF7uKeGfjUaqarLw4uw/X9AukMK+UrzdnsWlfIerWFvp4qRgZrCfFpEZjtbB8Rw5lFXXo7FZ0DiuemkKy+gqeeWnbeZHLxa9DQX0Bc5fPJcmUxFvB91P24MPYjh/HfeJETPNuJccnkhdXHSY1r4ZgTx23DAwnuUVBRU4dsx4YgFCc/aK6S4G0ce4K5BMkarh94V9+Aalc/C8iSRKrClbxf2n/R7m5nDGhY5gdO5vhwcNPudZy4lnsSYS2zeFkf1Ed/cO9UZ7UKVQ3tfJ1WjHfphdztKIJtVIwLNqHHbnV3DY6isv7BPPR9nzqjAuotObzw6wfzs8XdvGrsTxvOY9teYxpUdN4tv8T1C/4mNpPP8PZ2IgqMBDDsGEU+0ewpEbDxnoVLR4mpg0I57FpSXgazt6k5lIgbZyrAvng5kVAFbcvvP+MbV24OBmzzczCzIUszl5MZUslKqGit29vEk2JRHpGUtdah7fWG7VSzb/3yrW/hwUNY2DAQKI9o4nyjMKkM/VIqZyMJElkHK/nh/0lrMuqoKjWzMo/jybWX06z/+f1f6aoqYjvrvjuvH9nF788H2Z8yPz0+QwJHMLzo57HT3Kj8ccfaVq3DnP6XhzVHY4WkhA0aY3027EFjb77GJ/T8T/rhSWEmAr8CzkG6gNJkn6ZXMdC8bMi0V38fjGoDdzd927u6HMHu8p2sat0F3vK97A8bzlNtqZObUPdQknxSyG1NJUV+R3unyqhwqQz4aP3wVvnjUFlwKA2oFfpMagNGFTya61Si0apQa1Qo1Fq0Cq1jO+nYfJAI0ie2JTF5NZp0Cg0NNma0CjOLcOxiwvPbX1uw6Qz8eKuF5m+ZDpz4ucwc8xM4mfI+erspaVYCwuxlZRiKynBu7b2nJTHmfjNKhAhhBJ4C5gEFAO7hRDLJEn6BdxKBOeSC8uFixOoFCpGBI9od+2UJIlqSzXuGncaWhs43nScBFMCepUeSZIoN5eTW5dLQUMBVS1VVLdUU22pps5SR4W5ArPNjNluxmwzY3Vaz0mms415cXFxMStullwDZf87fHH4Cz7N+pQgYxApfikkmhIJCQwhKCYaH/1gvLRePcp+fLb8ZhUIMAQ4KklSHoAQ4ktgBnDeFcjZ1ANx4aInCCHw1csJBv0MfvidVKxLCEGgMZBAYyAjQ7qvQX8yNqeNFnsLVocVm8OG1WnF6mj7+8nrE5+3Olrp59e9x5eL3w6h7qE8P+p5Hhz0ID8W/sjO0p3sr9zP6oLVXdqm35B+3jMI/JYVSAhQdNL7YmDoL3ImoQCXCcvFRYpaoUat+d9ILeLi3DDpTMxNmMvchLkANNuaKWkqobS5lBpLDU3Wpl8k/cxvWYH0CCHEncCdAOHhp658djr8B5Rg9D4/hWxcuHDh4pfGqDYS5x1HnHfcL3qe37ICOQ6cnAo0tG1bJyRJ+g/wH5C9sM7lRDPudXlfuXDhwsVP+S0XlNoNxAkhooQQGuAaYNkFlsmFCxcufjf8ZmcgkiTZhRB/AlYju/EukCTp0AUWy4ULFy5+N/xmFQiAJEkrgPOTL9mFCxcuXJwVv2UTlgsXLly4uIC4FIgLFy5cuDgnXArEhQsXLlycEy4F4sKFCxcuzonfVTZeIUQlUHiOu/sCVedRnPOFS66zwyXX2eGS6+z4X5QrQpKkbiOpf1cK5OcghEg7VUrjC4lLrrPDJdfZ4ZLr7Pi9yeUyYblw4cKFi3PCpUBcuHDhwsU54VIgPec/F1qAU+CS6+xwyXV2uOQ6O35XcrnWQFy4cOHCxTnhmoG4cOHChYtzwqVAXPzPIc533c7/cVzX6+xwXa8OXArkJ1yMN4cQwtD2/6KSTQgxXggRcKHl+C0hhLgYnzk3ACGE8kILcgIhxBVCiJgLLccpaL9OF+Ez+aveXxfjzfyrI4SYKoS45cTbCynLCYQQCiFEuBBiK/AUgHSRLFgJISYKIXYDi7mI7iEhxAwhxHfAc0KI6AstzwnaOsMHLrQcJyNk/IUQG4EPACRJclxYqdrvrR3Ah0DQhZbnZIQQlwkhfgReE0KMgYvjmbyQ99dF8/BfCIQQaiHEK8AC4HkhRKIkSc6LYSQmSZITsAIS0F8IMQou7IhHCOEphFgKPAH8FcgHBl1oudrO3wt4DvgIMAIPCSFmtH12Qe5zIYRKCPEI8AbwqhCi30V0f0mApe0vRQgxDS7MtWpTZm5CiB+AJ9v+UoGICyXTTxFCRALPA28CWcCdQojb2z773Ul2Kk8AAAvkSURBVN5fF/yHuZBIkmQDDgAjgNeBZ9u2X/CRWBuJyDfrQuCPcMFHPEpgsSRJ4yVJ2oBcAXLoRSAXwGBgrSRJPyA/6JuBeUIIjzZl/KsjSZIdyEb+HR8A3mvbfsHvr7ZOLxTYBzxKxyz3V79WkkwT8KkkSeMkSVqHXChuxoWSqRtigK2SJC1FHqR8ANwrhPBu67R/9QHUxXB//e4UiBDiXiHEX4UQk9s2fSVJUgGwCAgTQlzW1u5XLbZ1klwTTtqcCziADMAmhLhSCBFxAeR6RAgxQZKkGkmSPm3bLpBnR/a297/qvSSEmCb+v71zD7aqquP453uBbhYQ+EBBc5oIgYEULMlE81E+8lGKIpRKKpnmhGRSNk0Og/RwNNFs0tKyclIDSS2tcWzSNMFRI19oJKgV8hDFFBIh4P7647cO7O6Ayrl7n7O49/eZOXPP3nudez93n7XPWvu3fmsdaWhh13zgKEmtZvYScB+wGPhCg73Ok3SJpJPTrt+Z2VozuxLoJ+mzqVyPJnmdCJs+lJcCewFzgGWSzpE0qAlOY5PTzLS/Bfg3sFhSa6N82rmdJOkjhV0vACem+rXWzP4EzCU1vA30yqt+mVmXeAA98BDH/cAZwL+Ao4AdCmXOwHsZTfdKx8YAX0vPvwOsBK5N22rS+XpnocwngYUNPl8DgAeBJcCM2nnA745+AlyYtluB41KZng3wEnA+/mF8En7neDrQr1DmBGBJg8/X1rx2xMOPU1O5KcDrwB1pu3sTnHYplDkAWNDIc5X+bj+887EUuB1oKRy7Abiy8D/sA8wGdu2q9asr3YFswMMck8zsZ3icdSwphp+4BVgp6VQASSOb5DVO0ihgETAsjTucCMzDb1mxVGMa7DU27avxCPC4pP0rdimyDpgJTMQvquMLx24EjpQ0yMzW4WNIO5uHRyolvR+HAt80s9n4xb43cGShzG3AM5KmgA8YN8lrBHA4sBw4SNLv8U7CHOC59NLKwiBbcdoH76DUyswFXpD0qao8tuK2AvhNclkGnF04PA04VtKw9D+sBVYDXbZ+dYkGRJLSG/A4XlExsxuAl4DRknZK+/6Dj4XcIGkFsGeTvFYABwKDgF2BvwJDgYuAwyT1a5JX7XztnIq24h/iq6r0KWJmK/FBw7n4h93HJe1kHvf9M957vFbSAOBjwMaqw5GF8N1fgIOS513AQrwDMLhQ/IvApZKWA7s3yevv+Ps6Eg/NPGJmw4DxwCGSdq+qg/ImTs/g52pIKtcbWACsr8LjLdx+ADwN3A0cI6l/8nwWzw67OiW1nIrfsVQ6RpNr/YJO3oDUTnzhYngNGCBpj7R9Gz4I3COV/yheeWYBI80HzJrhdTuwP/AQMMbMppnHrBcA41IvqRletfPVPZVbAuxGamSqov34ipm1mdkqvMe8Hv/gw8w2mNk04F7g+3gP7ULzwcbKnGzzIO8ioJekD6bt+4D3AL3Sa0YA1wG/BvY1s180yev+5LQCOMfMpqbyrwCj0/vaaKfaueqZyq3CB/krnWe0JTczW5/qzFz8mptcKPNdvBGZCAwGJprZGxW5qehFBvWrPZ2qAZF0oKRrJNUyltrS/tqA0h/wbIr9JHU3s4fwWHBt4Ppl4EwzG1/mRVSH14P4B/PBZrZGUrd0V/BameGYDpyvwwq/5ggzu7ksp7fwammX7fIU8CgwRFLv2p2ZmV0MfM7MjiuzsZW0b22QsnBRFyfgPYyH/o5I5+tpvBdYC5OuBM41s7FmtrSJXk/hKbIjzWxtrX6l15dSv0o4VwDjzeznZfi8TTe1q18v45mGe0naQz5vpm+6Gz/bzE42s+Uleo2SdKWkz0tqqXXkml2/3oxO04BI2he4Bg/3HC3pCkm18Mv69PNhPG33EGBCeulL+IAUZrbQzB7JxGtFwWtj2SGFDp6vBbXfY2avN9CrzcxMPn+nJY1zzMIvqvnAvUoz481sTYlOkjQd+CPwFUmj0/6W1LBvTH9zER5mGIinxoKP2fwzHV9sZk9m5PWPdLy0+lWWUyqztgynbXCzVL9a5dlWG83sfryjMh/v8e+c3P5bolcPSTPwNNwFeGjs8nSsW7Pq19uh0zQgwCg8lnsdcBawBo9f1m7vvpXepFvxUMx4SU/gH4iPhdd243UxHmbsk8pPxsMJN+E96hfLFkofrn8DxgFXJ69NDVrNS9JP8USHq4BRkuYBr+BzGkqnBK+7u4LTNrpNxbP5+qftc/CB9B8De5vZwgrUeuFZX8eY2Y+AM/HB+h1rjUcz6tfbwhqcJlfWAzgZnzxzQNoehfdGd0vbh+ED4ielsjcCHyi8fhc8Qye8tm+vE4AhDfBqwRMGhgK/Aj6T9nfHM5rae/UE+nQFrxydOug2sPD6TxRdS/a6ABiVtvunn63p5+14mLGl0edsm/6PZgvUceK74ZN35qWK8SSe7z8MuBQfZK5ViKl476E4d6FbeHUKr0rmKWzFa0zh+A7AKekC75v2tRaOt3QVrxydSnRrZL0/vl2ZAXjouE/a7tGIc1bPY7sLYZnf0g0GLjCzGXhu9iT8g2YpMEKep70BTw0cZymWmuLmleS3h1fDvUrPrNqK11R8yYqh6fgbeHbOEnxuDni2UC39uZKUzhy9cnQq0a1R9X4qMFn/v6rCIcBDZvaqpHfjmVa1ep/Dsi6b2C4aEEkTJB0sqRb3fhHomzIRZuPpbYcD9+CTe6ancgOAh5XmAZR98sOrS3jdig+ijlPKhjGz5/HwxzRJq/CwG5a6iJ3ZK0en3N22wauW/dgbeFTSmXiW4YeTV1aNB5DvV9pKEp7KehM+UedZfJXVs4Hz8J7qVamVHoJXhCPN7EVJ1+P54/3wGOei8AqvDngNxsdljjKzZam3eBu+vMsUM3uiM3vl6JS7Wwe97gFG49fC5WWfs1JpdgxtSw9S/BFf6O2XtX14euf1eAbOXfhM43el47OA89PzHhTW1Qmv8CrBayYwOT3vDxzbFbxydMrdrQNeX07Pz6fduEiuj4auOPtWpFvL6UA3+fo8vUlr8pjZRklfwtenuRxv2cfjlWAmPiN5biq7Hk83Da/wKstrA/4dFZjZMuDOzuyVo1PubiV4PZjKXlGWU9VkMwYi6WA8M6EvHgufjn+YHCpfWBDzAahpwGXms0HvBiZIehS/JSx9Ek14hVdX88rRKXe3XL0qp9m3QIXbvoOA0wrbV+MLg50OzEv7WvC44mzgvWnfbsD7wyu8wqvzOuXulqtX1Y9s7kDw1nuWNq/7MgfY03wtnG6SJplnIewBrDezxQBmttzMntvibwyv8AqvzuKUu1uuXpWSTQNiZmvMbJ1tzr8+nM3x7zOAoZLuBG7G10kKr/AKry7ilLtbrl5Vk9UgOmwaiDI8ffO3afdq4BvAcOB5K3m56fAKr/DaPpxyd8vVqyqyuQMp0Ianb74M7J1a7YuANjN7oIknP7zCq6t55eiUu1uuXtVQ9qBKGQ/8y5TagAfwL2xpulN4hVdX9MrRKXe3XL2qeGQ5E13+DXinATPMv/MhC8Jr2wivbSNHrxydauTqlqtXFWTZgARBEAT5k+MYSBAEQbAdEA1IEARBUBfRgARBEAR1EQ1IEARBUBfRgARBEAR1EQ1IEFSEpD6Szk3PB0ia3WynICiTSOMNgoqQ9D7gTjMb3mSVIKiE7NbCCoJOxCXAQEmPAQuBoWY2XNLpwPH4V5wOAr4HvAOffLYOONrMXpE0EPghsAuwBjjLzBY0/t8Igi0TIawgqI6vA8+a2Qjgq+2ODQfGAPsB3wbWmNlI/FvpJqQy1wKTzOxDwBT8OyaCIBviDiQImsO9ZrYaWC3pNeCOtP9JfBG+nsABwC2Saq9pbbxmEGydaECCoDkU10hqK2y34ddlC/BqunsJgiyJEFYQVMdqoFc9LzSzVcDzksYCyNmnTLkg6CjRgARBRZjZSmCOpPnAZXX8ilOAiZIeB54CPl2mXxB0lEjjDYIgCOoi7kCCIAiCuogGJAiCIKiLaECCIAiCuogGJAiCIKiLaECCIAiCuogGJAiCIKiLaECCIAiCuogGJAiCIKiL/wGPYPzR3w0ubwAAAABJRU5ErkJggg==\n", 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" ] diff --git a/docs/source/notebooks/Raven_run_parallel_basins.ipynb b/docs/source/notebooks/Raven_run_parallel_basins.ipynb index 4dcbc625..62d1900f 100644 --- a/docs/source/notebooks/Raven_run_parallel_basins.ipynb +++ b/docs/source/notebooks/Raven_run_parallel_basins.ipynb @@ -78,7 +78,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "['observed data series,filename,DIAG_NASH_SUTCLIFFE,DIAG_RMSE,\\nHYDROGRAPH,/tmp/pywps_process_k_hxx4ku/input2d.nc,-0.0371048,36.562,\\n', 'observed data series,filename,DIAG_NASH_SUTCLIFFE,DIAG_RMSE,\\nHYDROGRAPH,/tmp/pywps_process_k_hxx4ku/input2d.nc,-0.0888097,37.4623,\\n']\n" + "['observed data series,filename,DIAG_NASH_SUTCLIFFE,DIAG_RMSE,\\nHYDROGRAPH,/tmp/pywps_process_8_a1aex0/input2d.nc,-0.0371048,36.562,\\n', 'observed data series,filename,DIAG_NASH_SUTCLIFFE,DIAG_RMSE,\\nHYDROGRAPH,/tmp/pywps_process_8_a1aex0/input2d.nc,-0.0888097,37.4623,\\n']\n" ] } ], @@ -102,7 +102,7 @@ { "data": { "text/plain": [ - "[]" + "[]" ] }, "execution_count": 4, @@ -111,7 +111,7 @@ }, { "data": { - "image/png": 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QH3wNkEVTM97sIsgu1iGsdKbZeCBuk0RPU2IVkNCHt8HQ/gkUTrQsHcIC0xcEwowH4jY5kDQlJgGxS5oYDOlFo4D4wJOpl4vLYfvy5NmUCjhrYVl+IMMISJoSrRrv69FOEMs+BsM+SUBAlF+HsEB3Jty1NqgeVNoRZkhbk0RPT6J5IBOjlCwRYGgb2mMwpA4BAandCYXd9HJxOXhroGY75HVKnm3JJMyQtiaJnp5EE5DjYziHGWHH0D7xN8Cs23XIatDRel1QX5A0FRDLGcLSAmI8kPRkjwJich+G9EQABSvfh4/+pFe5M/S8Qy8937UWuo9JhnHJxyEWyh6t0WdyIGlJLOXcDYb0Qux/i1m3N63rc4ieF/XU83RuieVIoitleqKnM0ZADIZQAgISGETq9H/xvncI63fWQHYh5HRI73FBwoyJbgQkPWmxgIhIBxHZLx7GGAwpQUBAGiqh1wQYchznPTGPo/78oV6f7n1BTC0sg01MAiIi74tIoYiUoMuaPCEi98bXNIMhSYjj36KwG8qO+VfW6Xh/2guIc4x404w3rYnVAylSSlUAJwFPKKXGoKvkGgztD+dYH3ml1PtCxlBL974gyiIwBqHL0o0wTRI9PYlVQDx2yfTTANNx0NC+cXoguSXUNoSMuldcDr5aqN6WWLtSBWVBZh4AHkuXxrOMgKQlsQrIncA7wHKl1DwR6Qssi59ZBkMScTlat+d1os4XRkAgfcNYyoKMXADctoAYDyQ9iVVAXlNK7aeUugJAKbVSKXVyHO0yGJKHO7NpObcTdd6QEFaH3nq+Y2XCTEoplAWZWkA8dgjLJNHTk1ir8S4Skc3Ah8Bc4GOl1O74mWUwJJFAp0GA3I7NQ1glfXWYa3uaOuEODyRD2SGsdM0HpTkxeSBKqf7AmcBC4FjgaxH5Kp6GGQxJw/kwzC5qHsLyZOkw1rY0FRDL3yggHpNET2ti8kBEpAcwAZgEjAQWAx/F0S6DIXlY3qbl7ELqqvzN9+k4IH0FRFmQlQ84PBAjIGlJrCGstcA84DdKqcviaI/BkHzs+k4AZBVS561tvk+ngbD6I3uwqTQr6KAs8GQDQobxQNKaWO/8/YF/AGeJyKci8g97LHKDof3hdwhIZn7zJDpAp/66KW/FhsTZlSoExkfxZBsPJM2JdUTCr0VkBbACHcY6G5gM/D2OthkMycHpgbhc1HkjhLAAti2F4p6JsStVUEoP8ZuRTUadDveZMdHTk1hLmcwHPgVOBJYAk5VSveNol8GQPJw5EMDrD+eBDNTzdBzeVlm6t77DAzHNeNOTWHMgRymltsbVEoMhFVAq2AMBvOFG28svhazC9EykW34QF5Y7G/EbAUlnYs2BNIjIvSIy357+KCJFcbXMYEgGgUKB5QfDqU8B4HN4II3LItCxvw5hpRvKAnGzvi6TjlQAJomersQqII8DlehaWKcBFcAT8TLKYEgaAe9jwHQYdgIQ/HAMKqzYaUAah7BcrHX1oJ9rI2CS6OlKrALSTyl1m13CZKVS6g6gbzwNMxiSQiD/4aiH5QxhBSXUOw/SrbBqdyXKutRA6RDWrry+dJft5FNjPJA0JVYBqRWRiYEPIjIBCNM43mDYxwl4II5yJs4QVpAHUjZCz7d8mwjLUgdlgctNbbFuidZPNppSJmlKrEn0y4Gn7LyHADuA80J3EpGTYjhXnVLqzZgtNBgSSZ1d4s3pgUQKYXUZruc/LIJeByfCutRAKRAXFfk6CHFSjyoWrjcCko7E2g/kK2CkiBTanysi7Po34BUCo82EZzLQIgERkWLgMWA4oIALgO+B54HewGrgNKXUzpac12AIYvO38PBBetkhIE4PJCiEVdBVj4++eWGiLEwNLD+IsDWjK3Uqg+EZ67HUKJRSiOzpX9/Q3tijgIjItRHWA6CUCh3W9i2l1AVRzvmvlhho82fgbaXUKSKSCeQCvwRmK6XuFpEbgRuBG1pxboNBs3NV07JTQCJ5ICJQNhw2L06EdamD3QrLa7lYSi/Kqr8HjsVvKTxuIyDpRLQcSEGUKQil1NnRLhjLPk5sr6ex17tSqkEptQs4HnjK3u0p4ISWnNdgaEZOh6ZlRw7E2ZGwPrRXepcR2nOxwvRWb6/YrbC8fosl0ofOVUsQLJNIT0OihbBylVI3iMipSql/782FRGS6UmpmKw7tC2wFnhCRkcCXwFVAmVJqE4BSapOIlEa47iXAJQDl5eWtst2QJgSVMHGGsBytsELHRy8brmti7Vipm/WmA3YrLK/fYqm7P1n+mfSUrU2JdMsPH/0Jxl0M2aa7WHsmmgdytIhkADe1wbVaWzfLA4wGHlZK7Q9Uo8NVMaGUelQpNVYpNbZz586tNMGQFvgdJUyCQlh78EDKhun5D2mUB7H84HLj9SuWu/sDMFa+b+qNvuI9mPMreMtElNs70TyQt4FtQJ6IOBPnAiilVKFzZxF5NcJ5BOjYShvXA+uVUp/bn/+DFpDNItLV9j66AltaeX6DQRPBA3H2A6kP9UA6D9aVaTcvhuGxNEJsBygLXB68fovVnj5UubpynP/TJgFx29/djlWRzxFPls2EJW/Acfcl5/ppxB4FRCn1C+AXIvKKUur4GM4XqNRbFbJegHGtMVAp9YOIrBORQUqp74GpwLf2dC5wtz1/pTXnNxgacXogIf1AXAKWgqr64DpZZGRrEdn0dYKMTAEsH4gLn1/h8XhY1fEoJq18korKLZDbo+l7rNmeHPuePkXPj/2TbuhgiBuxdiRcErpCRH4XZr/PgBql1Ach0/voZret5afA0yLyDTAK+A1aOKaLyDJguv3ZYGg9QR6Iu3HRaynKS3Ipycvk85VhHord9oeNC4KHwm3P2CGsBr+FxyWs7nYsHrHIWPKy3t5Qred1Se6hH1IU09D2xCog08OsOyp0hVLqKKXUe+FOoJSa3BLDQo79ys5j7KeUOkEptVMptV0pNVUpNcCe72jt+Q0GIOiBc8+spvCLz2+R6XExZWBnPli6tXnl2e7767ftXWsTZWlysQeU8trfS1XRABZbvche/JweoTEgIMl+gPvqk3v9NGCPAiIil4vIQmCwiHzjmFYB38RyARE5ti0MNRjijiOE9cWa3Sjbo/D5FR6Xi0MHl7KzxstX60L6q3YbrecbFyTK0uRieyA+vyLD7cItwtP+aWRsWQhfP9MkICrMOCp7y45Vutl0LBgBiTvRPJBngOPQ+YXjHNOYFvTnuLP15hkMCcQxkJQPHaIBHcLKcAuTB3bG7RLmLAlpr1E2XPchmftHqItUpKGdoBSgQJpCWG6X8Iz/MHx5XWD5bGiocuzbxtw/qqlaQDT8RkDizR4FRCm1Wym1Gt3DWzmmfBGJtVOFyWIZ9g38wQISGAvd57fwuF0U5WQwuryYD5dtCz7OkwlH/FaXNFnwFO2aQIdJl7sxtOd2CSDUdjsI1nzc6IEovzfyefaWWMTJeCBxJ9YcyBvA6/Z8NrASeCvGYy9thV0GQ+JxxOxdqMY+Hz5L4XHp96CD+3Vi4Ybd7K4JeTiOOhO67Kebj7ZnAt+R3Q/E4xIy3PoxUlE2Dqo2U7Fah/LEVwv+OOVBamJIeRoBiTsxCYhSaoSdwB6hlBqAbpL7Ubh9ReTX9vxO+9gv2spYgyGuOATEgy/IAwk8JCf074RS8NmqMK2x+h4CG74Ebzse6UDZHoidRM9wuxjRXfc2/9waAkDhujlN+zdUxseO3evCr3eWlDEhrLgTqwcShFJqAXBAhM3zROQvwPxWW2WIncofkm1B+8ERcskQP3U+P/+ev44Fa3dRlKP7hYzqWUxOhptPlm9rfnyvieBvgPXzEmVx4nGGsOziieUdcxncpYDfz/Pjzw2p9lAfg4AoFdwHJxYaQrua2TjPYzyQuBOTgIjItY7p5yLyDLo+Veh+twGHAWcCU0Xk1rY11xDE18/BHwfBunb8wEokjiT6ZtWBNdtr+MV/dGPDssJsADI9Lg7oU8LHK8J4IOUHAgKrP06EtcnB4YFYlsJld9S759SRbK6qZ2nOSAAsZac+d6yMfs43fwG/6tSypLu/Ifp6IyBxJ1YPxFmBNwudC2nWM90e6hbgIPuzaYEVT1Z/qOdbv0uuHe0FO14/sf4+Vqpu/P7tpv6zBdlNRRsm9OvI8i1VbK6oCz4+p1hX513TjgUkUBfM5cZSyk6gw/DuRYzt1YE5dYMB+F71xIcbVs2Nfs55f9PzljzwfREExNn3xAhI3Ik1B3KHLQ73An9WSj2tlKqLsPvjdsmRx9vKSEMEAv/M0qpIpCEUywsuD+uVLuy8bmcNAGeNL+fSQ/o27jahfycA5i5t5oRD70k6hNVeH16NHogLS9HogQAcMrAzL+7oDUAmXr6V/rDyg9jP3VCl7+lPHoD6CCGqABE9EEcIy+RA4k6sIazhIvI/YBGwWES+FJHhEXY/1Z6f3BYGGvaAMgLSpvi9QUUU67wWRw3vwm9OHEFuZtP6Yd0KKSvMat4fBKD3BPDV6WR6e6QxB+LBb6mgUlOHDCxlperKE8zgGu8VfGwN050rA8MER8Q+SX0FLHsH3r1ZT3sikoBYzhxIpHdcQ1sR65PnUeBapVQvpVQv4Dp7XThMEj1RGAFpWywfuDKCVnUvzmm2m4hw2OAy5i7dSr0vpLx7+UG06zyIoxmvUgq3Q0GGdSukY14Wd9SdwTeqHx94h+p7NNp3Eag7Vl/VdC9HKgsT2B4p6R6URI8gMvsKz5wOi15KthV7JNYnT56zxpVdHDEvdCeTRE8wRkDaFsvXVIrcprQwK+yu04aUUt3g5/OVIf0Rckv0GCGB/FR7w5FE9ysVFMJyuXRv/QALrAEoTw6sihLGCnh99ZVNVZDrw/foVwFvJVJ4yiEgVkPNnq+bSlRvDxa8+kpY+jb85/zk2RQDsT55VorILSLS255uBpoV+zdJ9ARjBKRt8XubeSClBdlhd53QvxPZGa7wYay+U2Dtp001odoTjma8ltKi4eQQh4A0kMHuzmP0AFN7QmwPpKEKvHbYKUJJGG+gvFYkD8QRwvJHy6OkEn/oGywWlZuTZ0sLiPXJcwHQGXjJnjoBkaTxCWA/4EUAEblZRF4SkdF7aashFEdC09AGWF5wZ+B8JpYWhPdAsjPcTOzfiZnfbm4suthI/6k6Rr+qHXohjS8tOoQVoh9MGqAbGEzo35FMt4svPGNh2/ewfUXkczo9EG9N03K4y9uPLBWpkYJDWLy1IQJi+XWlgESW3Z95K6z5ZM/7BGxe8rqeV22FvzqKl6fwMAGxtsLaqZT6mVJqtD1drZTaGWHfr4BblFJzRWQicATwFPBw25ltAIwH0tb46lGebJzV2iOFsAAOH9aFDbtq+WZ9SJK41wTIyIXlM+NkaBJp9EBc+K3gEBZAx/wsXrriYB46awwH9+/I49t0s14eGA3fvRb2lA2BPiP1lU2Jb+UPu2/gp6mujdDb39GM1x8qQvP+Ds+dBYteDH9sW6MUfPxneKLZyBfBeENCbZ8+AF6H9xpL2ZYkEa8nT+DXPwY9lvkrQGacrpW+BN5MjIC0Db46lCdYMEoLw4ewAI4Y2oUMt/D6NxuDN3iyoM9kPbRqCr89tgrV1ArLUjT2A3EyurwDRbkZTB9axmc7C6ktG6M3vHtL2FPurrerHtdWNJWBscILiGU/siqrw+c3LEcewaqzPZAXL9ZT5Sb9eduyiH9emxJrSZvQ/So2BX+uDLm/Uoh4PXk2iMhfgdOAN0UkK47XSl+MB9K2eOtQ7mABKciKPOpzUW4Gkwd05o1vNmGFDjLVfxrsWgPbl8fD0uQReMO3e6LvacTY6UPKAHh84EMw9TbYuQp2r2+2XyAs1VC9G2U/TFWEsURc2PXJGsI30fV5HQJSb7/FL3xBT277HTZSGZS2JtSzCHDvUPj0ocj7hTZ7TuFyRfF68pwGvAMcqZTaBZQAv4jTtdIXIyBti6+5gEiUMbWPG9mNjbvrWLA2JKI7wB7Ec+k7bWlh8glKogc34w2ltDCbUT2LeXPxVhhynF756V/gh4VB+2WhH/oNNRWs+UHXGKtrCJ8k99jBDStCE11vgyM3EtqIYYs9EFVFgt7owzWisCyo2ADv3NS0zumBKAW1TSErJS7dIFIvFrgAACAASURBVCNFiTYi4QMicn+kKdJxSqkapdRLSqll9udNSql329r4tKfRzW9nYZJk4avHsgVkvx5FXH/koKiHTBtaRpbHxatfhzyUOvSG0mFNidH2giOJHq4VVigzRnZj8cYKPtxZjBp8LHz2EDwyEXY1VdPNsQXEV1vR6IG4rTBJcqXwiL6+iiQgXn2cV7m1p+EMIW76Ss8TJSDhPBBfmLCWU0B8dVCzndqekxlR9xhzfcPhmxeaqk6kGNFeXecDXwLZwGhgmT2NoinPYUgWgX/mCPFiQwvx1VGrdDPes8f34oop/aMekp/lYdrQMl77eiMNvpB/8qEzYO1n+0yTzJhwJtHVnkNYAMeP6gbAj//+BX/NOhd6Hqg3fPWMnvt9ZIoOi/nrKnD7dWgqUzU0v68dCXIrQiusQAirglw8tduCw1WBzomJyimE64cSLi/iFJqa7bBjJZsyyqkkl3czDtOl61O0vlq0EQmfUko9BQwADlVKPaCUegCYihYRQzIJCEg8xp5OQ+rqavhwlX7gZHhiH0jzlDE92FnjZcitb/PlGkcoa8gMQLUvL8TRkTC0J3o4OuZnccuxQwG4Z54P33lvQfnB8O3LegfnG3l9VXDnv9AQkENAInkgfltAFlgDKNj9va70G0rFpsS80XvDhLDCeSVOUXnzegBqavR9OC/7IMjMh2+ei4eFe02swfNu6Eq8AfLtdYZk0iggxgNpC5S3jnq0BxIYQCoWJvXvxKQBnfBbijtfW9y0oXQIlPSD715ta1OThyMHEq4ZbzgunNiHR84ejc9SfLJiO2roDJ2P2Lo06OEp9ZWIswd6qID4o9e58vv0Pnf7zuSHjgfC188G75BdrPv7bFwQ1e69JkYPpKHO4SV9r0e0/CxrIgAbqtDf1+JXwp8vycT6X3I38D8ReVJEngQWAL+Jm1WG2GgUEJMDaQvc/nrqVcsFxON28c8Lx3PzMUP4ev1ulm+x+x+I6DDWqg91qYr2QGMtLE9MOZAAhwwspVtRNuc8/gVnfaxbZ/HtK0EP1Oy6LbjrHS2QKkOaszo8kJza8GHBgAdTo7JZ0OPsZtvfyz9GN5T45oWY7N4bVLgkehgPpL4mpFXYuEuY7R0BQHWDn+rBp+qRHb9/Mx5m7hWxdiR8AhgP/NeeDrJDW4ZkYkJYbYr46xs9kMwWCEiA40d1x+0Snp/nGG51+MnaQ1yc2kXxYsb2dpXd8i9G/SAn082vT9QFvD/dmsXmDqO1d2A/UOf6R1BUv5HOFYv4xuqjxxIJ/c4cAlJUsybsdSxbkOrI4LucMY3r67sfBMCzG0tZ1XGS7kzY0lEQw1H5Q8TS8966cAIS0uIK8FaEDAtQXM76XTVkuPWXu75oNBT20APIpRixlnMXYBowMtApUETGxdUyQ3TaUxL9oz/B7UVJNcHlr6fe7u/aEg8kQOeCLI4c3oXn562jut5+2HUZAWUjmpLG+zp27sBPQEBizxUdNriM1Xcfw+AuBTzvmwI7VuBfNguAF/2T8EomWf5qVqsufKD2116C3zFAlF3CfaXVhTzvdl3yI9S8hoCAZOoOiof+H2/7D+DgFefw/KB7edcay+KOR0LNNlj5fiu+AAfV2/WIoK/+NOzmurrm3kaQV+Krg+0rKPnkV0H7+At6sGlXHeP6lACwfmc97HcarJiTcg0yYv0veQhdIPFM+3Ml8Je4WGSInfbkgcy6Xc/3Rgy3LtW1h1pT+kEp3Fa9IwcS+4PRyQUT+lBR5+PFBY4OcyPP0DH3rd+36pwpw8tXwDN6uB+FLoAYrid6NI4f1Z2Hto7AyixAPv8rAFvowIKcgwHYrfJ4wTsJqjbDyqZCjH5bHN6w7JZcC5uHoZTXISC1Xjjkei7zXsN2ilicOx4QFmSO1bmQvQ1jrftczyPUuqqva57vCPJKGqrDjhuzLasnPktx6KBSCrI8/PvLdfoeUn5Y9J+9s7mNiVVAxiulrgTqQNfGIsGlSUTELSL/E5HX7c8lIjJTRJbZ8w6JtCclaFdJ9ECZ7r0Yw+GVK3XtoU9b8W5jNwttzIF4Wtc5c3R5MSN7FvPEx6ubeqePOFVXnA1N6O5rfPV046Jlh7Ba4IA0ctLo7vjd2XxZOA1XhQ731alMZmYcCugmuHOs/bFySoI8t8DDd6HVh7W5Q2HBP5vn/7y11KsMXC43FbVe/I4KAYHS+yt3emHYibp13N5U7A0k8jOajxkDUF/vSPTbL0b1zgKP9ZWN67eoYn7ccCPzR/+WSf/QntXgLoVcOKkP7yzezKKGLtBt/5S7h2L9L/GKiBu7x5qIdAYS/dp7FeAc/PtGYLZSagAw2/6cXrQnD6RxoKBWCoi3tultLqSnc0zYD4O6QAjL1ToBEREunNiHVduqeX+pXeq9oExX6P3mhfYRbqRJQFoSwgpQVpjNcft14+4t4xvXubPyeG7HAD72HMgn1jC8eNjdb4aunlu7CwBfvQ4J1ZHJ50VHw9bv4M2fw+qP4LWroXobeGupJZNO+Zms3l7Dyq1ND+zvN+vGDWu2V8Oos3T+ZW/e6AP3aoT/vwangNieUUNtiAdSo3veH1F/Nx9a+3HKJ70a+xMNLMvngol9KMrJ4N6ZS2Hkmfre3vR1621uY2L9L7kfnTwvFZG7gI+A38bNqhBEpAe6MONjjtXHo6v8Ys9PSJQ9KUN7EpDAqHStTWxu/lZ7Yp5s/WBpKQEPxA5h+fain8BRw7vQtSibh99f0VTqfeSZuoTFijmtPm8q0RjCao0LAlw4qQ9fNpSzMmsIFSqXoycdQJUXflT1M6q6T8LjEv7tn6IHjrKTx367tlWtyuId0eEu5j0GTx4DXz4Bb90AvjrqyOTUMT1Zt6OGMx79rNm11+2spa5sNJQN1xV6W9uKMdCZMcLx3nAC4myy21ANNdvxi4edQb0kNJ0LsijMzuCSyX2Zs2QL35QcAZ4c/TenCLG2wnoauB4tGpuAE5RS8W8H18R99vWd/9VlSqlNtn2bgNIE2pMatKckemBQodZ6IIEyFYOO0onGlj4UbA8kICB13tYLSIbbxWWH9GPe6p18usJuvjv4WMgrhS/+1urzphJ++/dqpX4wrFsRkwd25tjdv+DA+gcZ3re8cTTDYd0KmTGqG39alIOv61j44lGwLLx2UrpeMlmw2UIdfY/OZQTY8h001FCrMjlvQm9+fsQgtlcH308H9O6A31K8+L8NMPYC+OGb1o9fb9+r/gj/f36vo7e83drM50ysN1Thr9rONiufxhAu0KdTHn8+Y1RjHbZzD+5NSV4mf5i7GfY7Fb75N9SGHU0j4cTaCuufSqklSqm/KKUeVEp9JyL/jLdx9rWPBbYopVr1K4vIJSIyX0Tmb93avNXGPk3gIdke+oG4WiEgFZtg3Rd6+YdvIKcDdB2l31pbWnHVkQPp2zmPET32rkXY6Qf0pKwwi/tmLdNeiCcTxp4Py96FHSv36typgBJdpbg1SfQAV03tTw3Z1JBNXpabSyb1BaBDbgaXHdKPWq+fWQUnwI4VsHJOYw5kSM9SdlQ38GXpyXD1N7pne3E5bP2OrNrN1JFJXqaHsw/s1XitTvm6xtkZB5Qzqmcxj3ywAt+wU3Qv73l/b5X9G7brPisVNeHLqijnsLu2BxLwogAaaivZsWU921XwvXbrsUM5flT3xs/5WR4undyXD5dtY1H303Xv/RRp1RdrCGuY84OdDxkTYd+2ZgIwQ0RWA88Bh4nIv4DNItLVtqcrEGZsUVBKPaqUGquUGtu5c+dwu+z7tIckurQihPXuzfD36bB+vi6QV9wL8vSIeNS0sOOeXVLDK5nMuW4K+Xso4x4L2RlurpjSny9W72jyQsacr4WylQ+sVMJvh7BakwMJMKZXCYcPLaNPpzx6luQyoX9HbjhyMCfu34OBZQVMHVzKLcv6ovJK4fNHabBzIEeM6kvHvEwemLMcsovggrfgzOdAWXTbvYB6MsnOcJGf5eHuk0ZwzkG9ePoi3dFzxqhuXHlof9btqOX176tgv9N1f5NAy73dG2Dz4j1Y3URllRaDSB6I8jXdy8r2QPz231CvPKj5T+Cp2sgPqgM/Gl/OwLJ8OuZlsl+Yl5dzDupNp/ws7vrSAz3G6XsoBQosRqvGe5OIVAL7iUiFiFTan7cAryTCQKXUTUqpHkqp3sAZwByl1NnAq8C59m7nJsqelKRd5EDsWzHSUKXhCIjEijm6zENmHuTaAtLSnt/2dUPLue8NAS/knne/115IYVddH+t//9znx0v328PQ7oUDAsCj54zlvZ9PoTA7AxHh8in96F+aD8DlU/qxtRa+7Hw8LHsXz1Zdjr24sICLJvXlg6VbmfHgRzw/by3/94lFQ/kkACzxNIZ/zhhXzp3HD2dQF31MhtvF1MGlDCzL56H3l2ONvUiHL+fbuZA/DYWHDw7ufxKBQEFHV6T/P4cH0mCHrlRDDVtVEbf7ziVrzft0qFjCZtWBW48byitXTmTu9YfSMb/5PZiT6eaKKf34dOV2lvY6Q3tly5Jf4DxaMcXfKqUKgD8opQqVUgX21FEpddOejk0AdwPTRWQZMN3+nF4E3v7ag4C0JgfisUcL3PiVLlyXkQu5HfW6natadn07B+JvQwHJznBzzbSBLFi7izcX2oMCjb9UDxj0v6f3fHCKEwhhxVrKpDWM7V3ClEGduWH1ASiXh+7fac8tOzefHx/Ui7xMN9+s380NLy7k6c/X8jf/MQCsdPfe43ldLuHKQ/uzdHMVb2wu1oN/ff6oHgAsQAz3j7JzHBlE8Jod93JdTaV9jM7RPOc/lNqifgBUZnQiy+MmJ9NN3h4837PGl1NWmMUtywaginrAR/cmPXwdaxL9JhHpICLjRGRyYIq3cWHseF8pday9vF0pNVUpNcCep+7AwfGmPSTRW9MKK1DttGqzjjFn5uqe3yV9YdYdUFex5+Od2G+TVhsKCMCpY3syuEsBd7/9HfU+P/Qcr0uaf/xniFBRdl8gkETfmxBWLPz88EGsqMvns64/alyXlZNHfpaHpy4Yx7kHNeU5ntk+iN/0eoxHci6Net5j9+vG4C4F/OGd7/GO/ylUb4HnHbWzNi/SQv/mL3SVhDAoWyACA2KFIg4BqQ803/XWUksWChdLRt/BqswBLC8YG9Ve0C8kPzm0P5+vrWRF/wt0R8YInRgTRaxJ9IuAuehRBu+w57fHzyxDbKS5BxKoK1S3S4ewMnIhIxtO/CtUrId3fhn7uWwPxBWhU1hrcbuEm48ZyrodtTz58WrtNU7+hbYvRUt0x4IVSKLHWUCGdy/iuJHduGDtkVRnaO8yL0f/RmN7l3D7jGHcc+pILp/Sjw27anlqRT7Z2dH7OLtdwo1HDWbtjhqe2dJLt5Jz9h/65EH480jdAmzW7bB9RbNzKPulIxNf2Jc48XupUtpL7vzWxTDnLlzeamrtvkZ/XFbKxdl/ZGen2AQE4LQDetK9OIeb1uyPyuusvZAkEmsS/SrgAGCNUupQYH+gnTVp2odpD0l0O6beIgEJlLeu290UwgLoOQ4mXKVzDbEOKevVAuLOyo79+jEycUAnpg4u5f7Zy9i4q1Z3Kuw6Sr/ZxhBrT0UCSfQ46wcA100fiNevGFN5D1Pr/0Bulrtxm4hwypgeXDV1AD065FDvs8j2uPdwtiYOGdiZg/p25P45y6k8/nHUGc9wZcYd3Os6HzbMD24qu+SN5idw5utCxzFHeyArVDe+tvoiyoK5v6dfxef4Xdn8/PCBfLR8G8u3VNG1KPZ7Lsvj5ieH9Wfe+lpW9P0xLJ8FG/8X8/FtTawCUqeUqgMQkSyl1BIg+nifhsTQLprxBnqityKEVbfbTqLnNm2bcpPuKPbqT2OrjWV7IO429kAC3D5jGJaCW19ZpMs5TLpON+edecs+GYK0EhTCAujdKY8bjxpMHVmsUN3JzWguENkZbm48ajCgvZZYEBFuOnow26sbeOC9lezoMY03KgfwaM1krIxclMvD+ou/xdt9nC6PEzoeh/Nlp2JDs/O7rAYa8HBOw418dsy7sN8Z9gYPVx7anwP76mKJXYtads+dMqYH5SW53Lj+QFROCcy+s0XHtyWxCsh6ESkGXgZmisgrQILGhTREJN2T6IF/aH+Dboab4RAQTxac+IgWj9eviS6ytoB4suIjID1Lcrlm+gBmfbeFtxf9oEMm+/9YjxH++SNxuWabEvL9WfajY2/6gbSEiyb15drpAxnTqwOeCJWSj92vG29fPalxBMRY2K9HMaeP7cnjH63ibx/qxHkdWcw8fBYX5NzPxAe+4qyVR0LVD81+J3G0slKOMd4DuCwvXjLYTT5nvLiNn1eezse5h/Fm7gxEhL+cNZpbjx3KaWN7xGwv6I6q1x0+kPmbfHxZfr5uhbjygxado62INYl+olJql1LqduAW4O+kY+mQVCPwT70PvsE2ozW1sLw1waLhXAadUJ9yox4+NVrHK1tAMjLjIyCgK/UO7VrIba8uZne9H2Y8AAMOhzl36U6RqUzIPRYoUpiIEFaAn00dwIuXH7zHfQZ3KWyxqF1/5CCKczN45IOmPMdlL63mve26l/s8NZjNXabAR/cFe7N+L1tVIQDy3Jnw3WtB53UpLxmZWeTYHtN/vqvlRzsuYmGBHm2wY34WF0zsE7bZbjRmjOzGpAGduGTJ/vgLuus8TRIiEdH6gZSETsBCdC2s/IRYaIhMOtfCUkr3pSh0jKycmdd8v4nXQK+JuujetmWRz2f3y/BkhzlHG+Fxu/jdyfuxvbqB215ZpJ++R/1OD7E651fRT5BMrOBcTaDGV6I8kHjSMT+LN382id+dPIJ/XjiOh340uvFZfNNRgynJy+SOmlNQ9RUw957G41z+BjaqTvzWeyb+zAL47+Uw//HG7Vn+WixPLv+6aBy/P3k/Lj1E97QvzM7Ya5tFhLtOGEGN5eEf2Wfp4QKSMGhZtO62X6Ir8Ia7SxTQt80tMsROYymT9uCBtDCE5a0BFBR2h+3L9bqs5gXpcLnhpEfhkQnwl3G6Ge0JD+mmvk7qK6klk5zstk+iOxnRo4ifHTaAP81ayqGDSzl+VF8Yfxl88gCMu1iX7E5FQgQkUCU9ETmQRFBamM3pB5QDWhwvndyXynofF0/qS9/O+Vz8jwa+7jmDUV/8FUb/GEqHkOmvYqfK4a/+41iaO51Hch8h6/VroEMf6Hco+VYFNZ4iDu1VwpheJfgtxdheJQzuEuY+bQXlHXO5dvpAfvWmjxPLBlP87q0w8KjgXGCcidaRsI9Sqq89D52MeCSb9uSBtDSEZZf4pkNTP4CgwnpOirrDWS/A4GNg6xJ4bBqs/Tx4n4ZqqlUOOZmxteDZG648tB9jenXg5pcX8ebCTVgTr9MdIJ89s7ldqYIV7BkGQljtwAFphk6uD+E3J47A5RKmDy3jzHHlXLD+KHyePN03RCly/JU0ZOqE/Xs/ZHPcrp9TU9AbXr8aGqopUBWN20F7a9OHltGzpO0e8BdO7MuY3h25ateZuml4gj3ZWPuBTA43xds4QxTCCMim3bWs39l8KM2UJ/AgilUMA80mix0CkhNBQEA37T39X3DhLF0/6R8zYO1njZ35/HWVVKls8hIgIB63iz+dNkrXy3p6Af/39lrU2S+COxNevFAPNJRqhORALBUQkHaoIGG45dghFHXsyr3WGbD6Q1j4H3L9FVhZRfznsoP45dGD2VQNF2w/G3auhrduwI0FOR3japfbJdx72ii+ZAhv5x6nG2U4wmjxJtZWWL9wTLcAr2E6EiafxnLuTQ/dg347h4m/ey/CAamM/SCyYuwXURfwQHo3rYvkgTjp1B8ueAdySuDxI+Dv06C+Equukmqyyc3cuyKKsVLeMZcPrz+UCyf24dkv1vGvNcVw8mOwez3MvC0hNrSIZiGs9BKQ3EwP950+isdqJrMmexDq7RvJtyrxZxUztncJl0zuxxf/N41dpeN5gem6DxLgyouvgIBu4Xfn8cO4csdpLC88CPXWDXp8nAQQayus4xzTdGA4kFqju6cj7SmEFSDWFmUBD6SoZ9O6PXkgTvJL4dzXYPQ5sOkb+Pf5WHW7qbbLiieK7Aw3/3f0EA4bXModr33Lf7d1wzf+cl3Yb/nshNkRExFyIO0hiR4rI3sW87Npg7h09/lYtbvIwIfKbgpR5WS6efjsMfyRs2mw08uewrKE2Hbi/t0568C+nLblXKrJRb18WesHZ2sBrRu3E9ajRcSQLHaubhrzol0k0VvogVTZ1fsD5dshNg8kQKf+uhntsX+C5TPJ2vAZ1SqbnAR5IAFcLuG+M0bRu1Me1zz/NeetORKr40B45ScpM2gQ0OxhFPBA0sQBaeTyKf3p3H80D/p0LwZXbknQ9j6d8vj9WRM4tv4ubvBejLfXxITYJSLcefwwzj5sNNfVnods+ho+jH+Zk1hzIA+IyP329CDwIZA6A/OmI38eCZV234F09EA+e0jPczvCtDtg2Em6DlZLGXs+HPQTAPKlNiE5kFAKszN4/acT+e1JI/h4TRW/yrwaVb1FJ2tThdAciJVeIawAbpfw4JmjeaXgDH7l/RHbekxrts8hAztz0UnH4B/1Y8b375ow20SEa6YPJHfkibzsPxjrg9/HvcxJrK9b8x3LPuBZpdTHcbDH0BrCCIjfUvtYeCHQqz5GAWmohl4TdNhq4tV7d+npd7K2JoMH52VyWYI9kADZGW7OHFeO31Lc/PIixvc8hyMXPg79p8PI05NiUxAmhNVIUW4Gj5x7IJf+M4Oj+/YJu89pB/TktAN6ht0WT0SE3540gou2XMX4bVfQ8dlzyLziw9jDuy0k1hzIU47paSMeSSb0LT3MW3tV/b5VpM8faAgQawiroRpKYy9ZsUdcbpYNvpwPrJEJzYGE4+wDe3H1tAFcue5Q1hSMQr12Vcwj5MWVkN8lGT3RU4mBZQW89/MpjOlVEn3nBJOd4ebec6dwe9bPcVVuoPrfl8atl3qsIaxjReR/IrLDMTJhCwZbMLQpoX0lwngg+5qAbNhuD7gTawjLWwthCh+qVv6jVDfo6yaqFdaeuGrqAM4+qC+nbL2YaslFPf/jsNVeE0oEAfG4WptGNcST0sJsbrj4HO6Xs8lb+TYV790Xl+vE+uvfhx42tqNjZMLCuFhkiE4MAlJZF/8WGG1JXYPdH8MXg92WpYsnhpQuufaFrxh089u6WGELqW3QD8jcJORAQhERbjtuGEccOJLzq65E7ViN+u+lya15FiIgXttj9LjT1AXZB+jbOZ/pF9zJLDWOvLl3svvbOW1+jVgFZB2wSLX29c7QtoQ2zwsjIA2+fSux7hZ9a8UkID57ICmHB7K5oo6XFmygwW/xwdItLb5+dX3AA0m+gIBunfWr44cz9MAjuMN7NvL9W6h3bk6eQQEBmXw9nP8WPr/+vTKMB5LSjOhZTPGZf+NlmcoKKW/z88fqr18PvCkiHwCNNYyVUskdDitdiSAggbBC6PK+gBv7b4g2wJJlNXa087uzqa7zUpidwTuLtdfRMS+TZZurWnz9yjp93fw9jEmdaESE22cM49fuy3jisx84//OH8Bb3IuOgyxJvTEBA+kyCXgfjW6hbABoPJPUZO7g3Q258bo/jrbeWWF8f7gJqgGygwDEZkkFoCMsObTi9jn1WQHxRBGTtpzDvbwC8vHgX+93+LrtrvXy6Yjs9S3I4fFgXVm6rbvH1K+q85GW6I441kSxEhJuPGYJ32q+Z6R+D+52bqPnqP4k3JCAg9siRXvv+yjACsk8QD/GA2D2QEqXU4XGxwNByIngg9b6mGPm+KiBWNA9kx8rGxa9/0EL6xjeb2FXjpUthNl2LstlR3UC9z09WjEObgs4ZFbRBme14ICJcMmUgr+Y9woLXzmbUy5ewuUEoG3dy4ozwBwuIz2/nQEwIK62J9defJSJGQFIFK1RAtHDUp5IHUrcbdqyKeXe3xBjC2rm6cTG/ULfj+GzldqrqfRRkZ1BWqAfn2VpZH+7oiFTW+SjMSZ3wVThmHDAQ/5nP8y19KXnzYr6a/Xzicl2NHogW5UAOxISw0ptYBeRK4G0RqTXNeFOACK2wgkJYyW7v8OG98NSMmHdv8kCiJNEbmvIbOxv0A3/tjhoq67zkZ3koLdS90Rdt2N1MROet3sG9737fuH7VtmoWrtfNYytS2ANxMn5IH0oufY3V7t4Mn3sZX/16IjM/nR/9wL2lUUD0dxRohZWRYiE/Q2KJ6ZVLKWXyHalEsxCWfiA6PRBfsj2Qmu16ihFXo4BEaarqEJD1DXpchR3VDdQ0+MjP9tC7o27ae9m/FpCT4WZw1wJG9ihmZM8irnleV9956P0V9Oucz9odNdR6/ZxzUC++WLWDCf07Nb9eCtKja1dqfvYOS1/7HcNWPE3l26fwx2X3cMlpx8dPBK3QEFagH4jxQNKZPQqIiAxWSi0RkdHhtiulFsTHLMMeiSGJbiVbQPwNjeOMx0LAA1FRPZCmsU6+r9O9gHdWN9DgtyjI8tCnUx6zrj2Er9btYvHG3SzasJvn563jyU9WA7pqaV6Wm8UbK+hWnE1+dgbPfL4Wn6Uoyc1s2d+YRHKLOjP07HvwbjyXvCdP4tIVV3L7H1dx6pkXML5vHEqIhybRAzkQ44GkNdE8kGuBS4A/htmmgMPa3CJDdCIk0QP/1JACHoi/Qedm/D5wR3d0PWgRtCJ1lvvf07oJaUNTC6st9R48LqHS7nVfkK2v0780n/6l+ZwypgegE75LN1exs6YhrJexvaqeucu2MjYFy1JEI6PbCDJ+MpeaJ0/mdzt+w21/38CcCZdy9bSBbTu6YmgOxLTCMhBFQJRSl9jzQxNjjiEmmgmIfug6BSTpHog90h++OnDnR909ICAqXBLdWwuvXKHHP++gi9fV95kG38GAsgK+26TTcZH6cHjcLoZ2i1w4oWN+Fifu3yOqjSlLYVdyL30X3wvnfZYBPAAAHTNJREFU8+sVT/DMJ6s5duFl3HLCaKYMKm2bazQLYZlWWIYoSXQROUBEujg+nyMir9hl3RPyuiYiPUXkPRH5TkQWi8hV9voSEZkpIsvseYdE2JMSREqip5oH4pxHwb0nAQmMi1GxAbzV0H86y6bpYTsHd2lKzxXmpH4SPG5k5eM561mYeC1ned7j4fpfcvOTb/CTZxawpSL2UGJEAgLitpPofuOBGKK3wvor0AB6XHTgbuAfwG7g0fia1ogPuE4pNQQ4ELhSRIYCNwKzlVIDgNn25/SgWTPe5q2wAgP+bKmoY/7qHQkzrRG/3Yw2ljyIUk0eSLgQlnNgpYZqyMxrbKY7sKxJQEry9p0cRlxwe2DabXDmcwzI3Mas3Fvg29c49J73uX/2Mmoa9qLAZsDrlUAIy8LtEiRdy/EagOgC4lZKBZ4+pwOPKqVeVErdAvSPr2kapdSmQLJeKVUJfAd0B44HnrJ3ewo4IRH2pAShISwrEMJq8joCrWSOvv8jTnnk04SZ1kjAxlgExFmoL1w599pdTcsNNZCZz4PvLQeCPZC0F5AAg45CLvmA7NJ+POi5l8cKH+Oxmf/j0Hve54V56xrDTy0i8Dva9cd8fmVaYBmiC4iIBALLUwFnOceE97oSkd7A/sDnQJlSahNokQHaKNi7D9AshKXFwpkDCfQD2VbVsg51bYavPngOsPQdmH1n832dohFuQCmnB1K7E7LyWbdDt8Ya5shtdNiHWlHFnZI+cNEsOOQGDqqew/ySWzkq51uuf/EbDv/TXF75akNQnuz977fwwvx1kcvh19vNpzN1PsvrV6YPiCGqCDwLfCAi24Ba9FC2iEh/dBgrYYhIPvAicLVSqiJW11lELkG3JKO8vO2rUSaFGJLooZ3ofH4rsU0u/Y4keoBnTtPzqbeG7Nv090i0EJa3Gop6UO+zOO/g3kFeh/FAQnBnwKG/hIFHkPnfy7h92y1cOuBort11Glc99xUPzlnOgLJ8+pcWcP/sZYAuRjl1SFnzczVUQUYe2Elzr98yvdANUVth3SUis4GuwLuOcu4u4KfxNi6AiGSgxeNppdRL9urNItJVKbVJRLoCYWt4K6Uexc7XjB07dt8qEBWJ0DBPYy2syALSkDQBiSGJHs0DCemQqDr0pqreR36WB4/bRe+OuVTV+1OmFHvK0X0MXPohfHwfXT+8l2fcH7L4gJ9w66aDWbKpkjcX/kApOymUai7+BxyzXzcO7FvCiO5FjOhepPMc9ZVB46/4LMu0wDJED0MppT4Ls25pfMxpjmhX4+/AdyHl419FD3J1tz1/JVE2JZ3Qt/Qw/UBCBaTea5HQCI8vJInuDI1Y/sb+BPpzk4BIuBxI9dagj7/53IvfcjX2+5h57SH6WJPQjUxGNky5EUacirx1PcMX/paXOg2C8iGsO+hoOsx/kPyd3/HEsCe5Z+FmXvt6I6D71Jw0ujtn7d5FUVZ+YOR6vH5FpvFA0p7Urh6nmQD8GFgoIl/Z636JFo4XRORCYC1wapLsSzyhD9lAEn0PHkidL8Gj2TUm0euDP4Pu15GV33xfQMJ5IFVbICMXcjuxrPNU/rZIF0zMtwXExOJbQMd+8KP/wJLXYe49sPYzen77cuPm89fdzFnHXMfWvicwd2UVLy1Yz+/f/p6BGWvp6VG8+s4SzjigPPEhUUNKkvICopT6CIj0qjM1kbakDKEP2UYPJPKAUvXexI5QqPz1+kcLeCDOXEiogDibJYfLgVRvgdKhcPFsXnxrCbACSK3Bn/YpRGDIcXqy/LDw37qPTfexMPtOst66hh5cw1kdB3DWgZez5qQTyH3Bw46qAh5+fwUPvb8CpaBv57zo1zK0a8x/4L5IsxyIXQsrTCusAPUJHuLWW19HJoRvjRUYkjaAQzQ6162Czx6G7cth93qo2gybv4X++l1hd22T2ARCWIa9wOWGkWc0fe4zC1bMhg0LYOnb8Ma19Mr7Lfga6Fx+IB8dcxjPz1vH24t+YMaobsmz25ASmP/AfZFmAqLFItyIhEe6vuAI9zzqfRMSZh6ABLyKxg6FDtHwhgiIHcKabw1krGspvH0jZBVBcTkUlMGIU2D/HwO67HqAwn2g/Po+hwj0n6anyb+A1R/BF4/Cpq+g/EC6FedwzfSBXDN9YLItNaQARkD2RfaQRBfRehIQkEcy7wPgi0SGsJQiQ+nWV5a3Tnc2cnogoQJii81jvqOZOfR2bjpxPOR21A8zQCnFn2cv4/CMCiocHkjfztFrbBn2AhFdwLLPpGRbYkhRTBZsXyRSEt1vke0JrpYaoL4hgR0KHfZ5622xCM2BhNnfh5vNnm6Q16lRPAAq6nzcN2sZpz/6aZCAmH4fBkNyMQKyLxKhH0iDzyLT48LtkmbVeH211SQMh7fhra9ptq5ZDsQfEBAX3jBFIAN1ryrrfOyu9VKSl8l9p49qW5sNBkOLMQKyLxIxia7LS7hFmnkg/voq9ppPH4JFL0bfz1FqxReDB+K3cyA+PGHrNDnHN99Z4+WYEV05Yf/uLTDcYDDEA5MD2RfZQw4k0y3aAwlpheWvq9z7675zk5431AAKRp8Tfj+ngARCZ16HgDQEe0N+bwNudAjL2RQ5wFZHPa/dtV76/X975x4dV1kt8N+eSSZJ26QhfdqGUqHtKi20RZAWpSBPQdGigIIoVuVyr4hvuboABYsIqFeWyuMuZKFdgCJw9YKI4kJ5KCjPghTKsy0tbdOUps2zyTzOvn98Z5KTZMpNpjOZb5r9W2s6c86cM/PrmT3Z872t+6hheIElkHJkN1VYqUxfFVZ6wB9iSRWgBJLlngvc/e4SSKS6KpPKUQLp7j+NWiqVJAGkNdZvNH2WaAkEYP708cNWNgyj8FgVVjkyqBG9rw2kMh7LWQKJriVedCIjyzNJlziCSAlEo5MjAul0tAprcAmkub3/lPALG+sLpmoYRv5YAilH3qYKK5tA0mFSCdT1ZpLkCDaiZ/pKDBomjt7GdCDdubP/4SlX5ZUi3usdJVoCOW7uZBIVFraG4QNWhVWODEogkUb0sAorWxOUJk6CNLHUHiaQ3a0TkYtIFZaGVVfJ7i6qgIwK6c4WeocApnZBy1oAMsRJ5moDae9h3jvqeO+sCfz70Qfk+R8wDKPQWAIpR4I01E2HOSdB60bYvApwkylWxWNUxKS3N1OQnUZsYNfZ3dHdClfNgJN/CIvP69ufHvo4kiCd7C3aBil3XqrTLWy5UScz9a2X4cErYe1DsOkpGoI0SY3TorVMiq7rngl4fVsna7a0c8iMei7+4LwhOxiGUXwsgZQjQRoqquGUH8Mfvg6bngbcXFjVlTEq432N0dqbQIawLgdAyzp3/9TN/RNIKkcbSjoJFYMH86V6uqkKH0tYAgnam2nTMWzRCczc+gw0PwvTDoEjLuCNMfM5/fcpWuMNNG9u4z/veo6Xm9p5qam9dw6vUxdZt13D8A1LIOVIkIZY+NFJrN9I9NrqChIVsX4TKwJIMMQE0t7k7qvr+u8fOHoc3Cp1FQ2DdyddAtmlCWq6m0AV6drOdq3l2+nl/OzY8Ry45CSocY3hLRt2sI3HWL54Biv/sZ4/rW5i/rTxfGrJfsybVseifett2hLD8BBLIOXIwAQSmUyxMu5KIMm09h+Ul+7O8UI5aN3o7qtq++/PdX6yE8bkSCA97tj/ySzlk11/gbUP0rD+Xt5kJq9pI29MOpQDa/p6UmUngTxh3hS+duIcaqsqbHEowygDrDtLORJd0U/i/dZET1TEeksg0VJILDPEEkh29b94Vf/9uaqwkrnHlqSSrrTym8wxdMbr4ZaPIBrQqm4AYEtnf5fs4MHKeIy66kpLHoZRJlgCKUeCdCSBSN9cWJmARDxGVTxGMp2hJxUQxyUXyQytETy9yw3ya21t6b+/J0cvru5WWHUbvHJ/v92pcPR5BzWsbLwMEDqrp3Jx+rPA4IGByYxztO65hlFe2De2HBlUhRWOA0krlXFxJZB0QE9PDwnJJpChlUB27HCJY9u2Ztfz6u4LYOdGujvbBh2rXS1w9/nwq4/1258OBw8mtYLnKxfA117k1iX3slGnkIjHegcGqipbWnfx4mb32glbItUwygprAylHogkkFu/XiO7aQIRkJiDV3VfFFA+GVgLpaneD/Oqkyy0mtOoW6NhK9+wzGNiMndy+vre3FV0tve0hmbAKK0kFXckM1E1jU+tqaqsrmDa+hgfWbGX1plZe39ZJR48bVZ+Ix5g4zqZnN4xywhJIOaJBzhJIMtIGkkorqV19EygOtQ0kE54zNujsazjvaKans3XwsRue6NtofhFmHglAouVVOrSamvopPPPGDtZsaeO3z2xiSl0VS2dP5L7nt1BXU8lp75rOrMnjOGDyOOZOrbP1PQyjzLAEUo4EaaiscY8jjejZXliJijjJTEC6u6/dIj7EbryxcNLFmqADbduCAEF3G6muwQlkzMu/69v447cgMQY6mmncuZHHgzlccdoivn7Hcyy79lGSmYAlEydwySnzuOQUGxBoGHsDVulcjgxsAwEymYCedEBNZZxE3LWBpCNrgMSGmEAq0i7pxAhoXv8CAK0dnaQGlEC2q+vmu1kbeDCzECVwgxunH8qrM8/kyvRZHDBpHDcvfzfjx1RywrwpfHfZ/D36bxuG4RdWAilHMqlBCaSrxyWIxvQGzlh3EeemvkHQ0zcYcKglkESmr9QSa3YJZGyqhaaunXRpFat1JrekT+AtxnPOAbu4/rUGntf9eeC0o5g1uZYgUH77p5d44eV11I+pZFp9DU9cdJx1zTWMvRBLIOVITzskwibtmEsgnd0uQSzccgeNu17mo/yRTM8pvafEdQgJJMhQn2lhQzCJGbFt1Lc8B0CCFNObHqCTaj6WvNS9rcCaTZXsVDcV+9k3PU46o+zoShIoLNm/gTEJF16WPAxj78QSSDnS0wbV4aJKlW5wXnLrywDUpt4CYI6uJwjHbrTpWGYmXyN18wepmHUMcvDpEE+4W6wC4pUgcXTnBhKkeEZnM4NtVAbdbNYGpkkLdd2bWcNMAJa/Zyb/XLudl5raWfzOBuZOraW5vYd9xiaYMDZB/ZgEx82dPLLXxDCMEccSSLmhCt1tfXNVLfg4PHw177jnLG6rnMzk5tcBOJQ17Hr9dgDWxGazOHgWNvzd3f56ec6XzpYTXplyCnc2VVAvndyQ/hAxAsZVpGkd+05e/c7JvWuud6czjEtUEItZCcMwRiOWQDxHVftXAaV2QZCCqjCBjJ0AZ/yCtgevo6pzA921+/Hc+ONoXHcnE7etokn34ZklP+baR/5M67hZTOpYQz2dVEqaStIkcPcCCAEd1HDs8adxzV8W0dWT5ryj9mf1plZSgfLR/SdQGQ72S8TERo4bxiinrBOIiJwE/ASIAzep6lXFfs/WrhS/fnIDJ82fysyJY4v6XqrKT2+4liSV9FTWQbqbC898P1XAL57ZwUkLdjG2qoKeye9l1RHzOO+1p/n96UcS7Epx+ubj2NbRQ8OYBI8cs5APLT6QqXXVbNq5i7ZdaTKqZIKATACZQMkESqBKbXUFh8zYh/fNndrrccZh+xb1/2kYRnlStglEROLAdcAJwJvAkyJyj6q+WIz3e2TNmzzwh7uo7nyTUzN/5u6/LKaldi6IhFU4QkxAJIaIIAIxERBBRIiF95I9BkFihPtjrvpIhDe3bqO6KsGYCfuyc3sT32+7pJ/HTT8/l3OBVVsDrv7RQwQBZFQ5aJorkYytinNw43ieuPh4NJylV0QYW+U+6v0mFDfpGYYxeijbBAIcDrymqmsBROR2YBlQ8ASybtVDTLr7y6xgvdsRg3m8AcVaZrwHGDD1lCIIyrldNwHwrnlzWN1Uw5GzJ9LRk+bxtS0saBzPtPqa3nOs95NhGMWknBPIdGBjZPtNYPHAg0TkPOA8gBkzZuT1Rk0P38RBNLP12GuYMvswmDzPreOdbAeF8J/IuuE5tt/uueh2POGmJunY6kaYTzkY9tnPlVDS3bDtFUh1sXzmUpbHrA3CMIzSUc4JJNfPax20Q/VG4EaAww47bNDzQ2H+J39AMlbFlIYJfTsnzcnnpfaMiirY990j/76GYRg5KOcE8iYQbd1tBDYX443qJk4rxssahmGUNeVcB/IkMFtE3ikiCeBM4J4SOxmGYYwayrYEoqppEbkAuB/XjfdmVX2hxFqGYRijhrJNIACqeh9wX6k9DMMwRiPlXIVlGIZhlBBLIIZhGEZeWAIxDMMw8sISiGEYhpEXoprX2LqyRES2AW/kefpE4K0C6hQK8xoevnqBn24+OoF55cOeuO2nqpMG7hxVCWRPEJGnVPWwUnsMxLyGh69e4Kebj05gXvlQDDerwjIMwzDywhKIYRiGkReWQIbOjaUW2A3mNTx89QI/3Xx0AvPKh4K7WRuIYRiGkRdWAjEMwzDywhKIYRiGkReWQAzDMIy8sAQSQTxdRFxEDiy1w0BE5OsicmL42KvrJiLjI4+9cfPJJYuPsQUWX/lQChdLIICILBORlcDCUrsMRER+BtwnIjNLrAKAiJwoIvcD3wTOAVBPemKIyLEi8ixwg4hcBH64+RpfvsUWWHzlQynjq6zXA9kTRERUVUXkGOByIAUcISJvqOqOUntFdjUAO4DjReQWVe0phRNQCXwHOBq4EkgA7xaRSiBd6i+SiIwDLsJ9lk8AK0VkjKpeUiIf7+LLx9jKemHxNVwfL+JrVJZABnyR1gHvBy4EFgMLfPASkXi4+5/ADcDZwOxSOalqErhbVZeGC3ntAM5U1ZQHX+4YMA7YCKxS1Y3AucDHRWRuCXy8iy8fYyvqZfE1LB9v4mvUJZBwGdzfishXRWSqqq5X1S2q+ldgK3C0iEwvoddXRGSaqmbCtd5PAn4HPAicKSIfFZFBk5oV2emrIvIOVX0y3F+pqg8Da0Xk5JFwyeF2voicBqCqAaDAJNwXHVVdi7tuK8LjR6R+2Mf48jG2BnhZfA3dy6v4GlUJREQ+Anwa+CkuU18iIosih9wGzMFl8uh5RQ2OAV4LgYtE5NDwV9lTqvoW8CrwJeAKoOjBmuNaXSwi2TrWtIg04GY2zhTbZYBXrYj8N666Y6WIVACo6lbgReArkcO/BSwWkfkj8SvWx/jyMbZyeFl8Dc3Nu/gaVQkEd2FvUNUHgctwxb8vZZ9U1X8BTwIHiWsw+2a4v9jBkcvr8+FzHxSRv+EaFf8XV+3QVmSf3Tl9Gdz1UNUWoAY4BnqL+UVHVduBh1V1KnAvcF3k6RXAIhH5gIhUhb8c78XVr48EPsaXj7G1Oy+Lr7fHu/jaKxPIwIwb2V4LfAJAVd8A/gCMFZEPRw7/Na5+8ze4+fMLlsGH6VUvIkcAPwEeU9VFqnoOMBUoWNfLPbxWtwKHi0h1+GUqKG/jdk94/xXgLBGZHXp2AD8AzsT90l4BLAW2FNptN14lja9hOI1IbOXhNaLx9TZuJY0vX/9+5WKvTCAM+EUQycB3AV0isizc3gI8BMwTxzjcl+p5YIGqXjjg/JH0+itwFHCbqn4zctpHVHVVgXyG6/QQ4bUK99UAt1O8aoacbqraKSIxVW0CrgduihxzO/B9XFXMJODksPqhoEhfQ7Q38TUMp5GKreF6PcTIxldONw/iq9/fZV/iKyequtfcgCOAO8OLOA+Ih/srwnsBPgP8ib6JJC8ELsseB0z2yOvS8HEciPnklPUa4c+x9zpErwewITxnKrA4618krxU59mevz4jH1x44FS22CuE1AvGV063E8XU4rtT1A+DgiEs84jfif7/e7rbXlEBEZDJwLXAfsB1Xn/pZAFVNh4fVAPfjMveNIjINOATXhxpVTatqs0de6fC4jBawCF8Ip6xXoZyG6JZR1SD8pTU+ctrVwKPAI0B1eGxBf3WJyKeBlbiGy4+F+7INrNn3GtH42kOnosRWobyyboX0GopbKeJLRGIicimupPNHXCL4AuHAwMh1GPG/X/8vI5mtinkDTgB+HT4ei+sbfS8wN9z3vfDiH4IbQPU9XPHveor0S8dXLx+dhuF2Oe4X2NJw+2TgJeBHQGWRvRqBE4ENkf3ZX4eXlehz9MrJZ68hul1aovg6F3hX+HgCLpEcFnm+ZNfsbb1L9cYFuOBnAd8FPhxuT8R1R5wVbjeEwXA1MAb4FXDAgNcYMxq8fHQqlBuuimvfInotC7dj9FXv/R24PHLs5BH+HL1x8tmrEG5Fjq8VkbivCd2qwu07gA+V4poN6/9RaoE8LrwA/wGswtUHvozL3tXAt4GfRgLlSODnQEPk/ILX9/rq5aNTAd2K9as+l9dngNrIMfOBVmBKjvNH6nMsqZPPXgVyG6n4eiW8Hxc5phJ4DJgzktcsn1vZtYGou4pHAFep6i9wdYXvA47D1ZvPEpET1NXrbgemAD3g6hq1SN0BffTy0amAbkXpmbMbr+OBpdneQar6Aq6R/6rQ5+TI+SP1OZbUyWevArmNVHydH3odFel9diCwVVVfETew8fDQT4p5zfKhLBKIiJwjIkeLG50KsAaYLiIVqvoAsBpYAmzDFfWuEZFZuD9G2YnaCh6wPnr56OS72xC8/oUrBTVmz1HVc4FPi8gOYKEUeKCbj04+e/nsNgyv/cLnJ+C66y7HlUQODpNHwRruC4W3s/GG2Xgq7g9JALyOGzTzedykZgcDs3ANXLcD1wATVPVWEdkXN83AXODfVHXn3uzlo5PvbsP0+k3WC9goIvvjGlX/BnxBVVfvrU4+e/nslqfXPsB6XMP9WbgS99nqRpj7Sanr0HLd6OsRMQe4NXxcgetxsBL3S/Rm4FPA+PD5XwJXRF4jMRq8fHTy3W0PvFaEj8cDh+/tTj57+ey2B17fCx+/F/h4Ma5ZoW9elUDC/tgrgLiI3AfUEY5CVdW0uJkot+B6RvwKOBVXHL0Sl+Ufy76Wusni9lovH518dyuA1+Phsa24NSH2SiefvXx2K4DXP8JjHy2UU7Hxpg1ERI4GnsYV416jb5GUY7KNSOrqvlcAV6urO7wROFJEHg/Pe2g0ePno5Lubj14+Ovns5bObr15Fp9RFoEixbynwqcj29bhZQ5cDT4f7Yrh6xTuBmeG+emD6aPLy0cl3Nx+9fHTy2ctnN1+9in3zpgSCy953SN/kZo8CM1T1l7gi4RfVZfBG3BKX6wFUdaeqbhplXj46+e7mo5ePTj57+ezmq1dR8SaBqGqXqvZoX//rE3DdOcENtDlQRO7FTVf8zGj28tHJdzcfvXx08tnLZzdfvYqNV43o0Du9suIGjmXn5W/HLWh/ELCuFBnbRy8fnXx389HLRyefvXx289WrWHhTAokQ4Lq5vQUsCLP2t4FAVf9ewovvo5ePTr67+ejlo5PPXj67+epVHArdqFKIG240coCb7Oxzpfbx2ctHJ9/dfPTy0clnL5/dfPUqxi27KIlXiEgjbpDNj1W1p9Q+WXz08tEpi69uPnr56AT+eoG/br56FQMvE4hhGIbhPz62gRiGYRhlgCUQwzAMIy8sgRiGYRh5YQnEMAzDyAtLIIZRJESkXkTODx9PE5G7Su1kGIXEemEZRpEQkZnAvap6UIlVDKMoeDeViWHsRVwFHCAizwKvAgeq6kHilio9FYjjprf4LyCBGzvQA3xAVVtE5ADgOmAS0IVblfGlkf9vGEZurArLMIrHt4DXVXURcOGA5w4CPgEcDlwBdKnqIbhFhc4Jj7kR+KKqHgp8AzdFuGF4g5VADKM0PKiq7UC7iLQCvw/3P4+bQ2kc8B7gThHJnlM18pqGsXssgRhGaYhOcRFEtgPc9zIG7AxLL4bhJVaFZRjFox2ozedEVW0D1onIGQDiWFhIOcPYUyyBGEaRUNXtwKMishr4YR4vcTbwORF5DngBWFZIP8PYU6wbr2EYhpEXVgIxDMMw8sISiGEYhpEXlkAMwzCMvLAEYhiGYeSFJRDDMAwjLyyBGIZhGHlhCcQwDMPIC0sghmEYRl78HyNTZY4NR59kAAAAAElFTkSuQmCC\n", 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\n", 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" ] @@ -147,7 +147,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "RV configuration http://localhost:9099/outputs/23a6f08c-3196-11ea-ab92-b052162515fb/rv.zip\n" + "RV configuration http://localhost:9099/outputs/1f3d521a-623e-11ea-aa73-b052162515fb/rv.zip\n" ] } ], diff --git a/docs/source/notebooks/Region_selection.ipynb b/docs/source/notebooks/Region_selection.ipynb index 347c9393..c232a4b1 100644 --- a/docs/source/notebooks/Region_selection.ipynb +++ b/docs/source/notebooks/Region_selection.ipynb @@ -9,7 +9,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 9, "metadata": {}, "outputs": [], "source": [ @@ -34,7 +34,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 10, "metadata": {}, "outputs": [], "source": [ @@ -48,7 +48,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 11, "metadata": {}, "outputs": [], "source": [ @@ -74,7 +74,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 12, "metadata": {}, "outputs": [], "source": [ @@ -99,13 +99,13 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "924131a218144745b3153d054c14c178", + "model_id": "56b9407a1406435ca4bdb3103e28a373", "version_major": 2, "version_minor": 0 }, @@ -133,7 +133,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 14, "metadata": {}, "outputs": [ { @@ -142,7 +142,7 @@ "[-74.71, 48.63]" ] }, - "execution_count": 7, + "execution_count": 14, "metadata": {}, "output_type": "execute_result" } @@ -154,13 +154,13 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "bdf29bd851064fa2bebf25fb871d2e94", + "model_id": "c78d6074ba3d4bccaa04a7f905d88177", "version_major": 2, "version_minor": 0 }, @@ -180,7 +180,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 16, "metadata": {}, "outputs": [], "source": [ @@ -198,7 +198,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 17, "metadata": {}, "outputs": [], "source": [ @@ -240,7 +240,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.3" + "version": "3.6.7" } }, "nbformat": 4, diff --git a/docs/source/notebooks/Run_Raven_with_Parallel_parameters.ipynb b/docs/source/notebooks/Run_Raven_with_Parallel_parameters.ipynb index 3d3255ab..bfe08257 100644 --- a/docs/source/notebooks/Run_Raven_with_Parallel_parameters.ipynb +++ b/docs/source/notebooks/Run_Raven_with_Parallel_parameters.ipynb @@ -84,13 +84,13 @@ "Dimensions without coordinates: nbasins, params\n", "Data variables:\n", " q_obs (time, nbasins) float64 ...\n", - " precip (time) float64 ...\n", " q_in (time, nbasins) float64 ...\n", + " precip (time) float64 ...\n", " q_sim (params, time, nbasins) float64 ...\n", "Attributes:\n", " Conventions: CF-1.6\n", " featureType: timeSeries\n", - " history: Created on 2019-12-09 21:38:45 by Raven\n", + " history: Created on 2020-03-09 15:55:07 by Raven\n", " description: Standard Output\n", " title: Simulated river discharge\n", " references: Craig J.R. and the Raven Development Team Raven use...\n", @@ -119,8 +119,8 @@ { "data": { "text/plain": [ - "[,\n", - " ]" + "[,\n", + " ]" ] }, "execution_count": 4, @@ -129,7 +129,7 @@ }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -157,7 +157,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "['observed data series,filename,DIAG_NASH_SUTCLIFFE,DIAG_RMSE,\\nHYDROGRAPH,/tmp/pywps_process_iwzw_c5a/Salmon-River-Near-Prince-George_meteo_daily.nc,-0.0371048,36.562,\\n', 'observed data series,filename,DIAG_NASH_SUTCLIFFE,DIAG_RMSE,\\nHYDROGRAPH,/tmp/pywps_process_iwzw_c5a/Salmon-River-Near-Prince-George_meteo_daily.nc,0.0198906,35.5431,\\n']\n" + "['observed data series,filename,DIAG_NASH_SUTCLIFFE,DIAG_RMSE,\\nHYDROGRAPH,/tmp/pywps_process_fdil183e/Salmon-River-Near-Prince-George_meteo_daily.nc,-0.0371048,36.562,\\n', 'observed data series,filename,DIAG_NASH_SUTCLIFFE,DIAG_RMSE,\\nHYDROGRAPH,/tmp/pywps_process_fdil183e/Salmon-River-Near-Prince-George_meteo_daily.nc,0.0198906,35.5431,\\n']\n" ] } ], diff --git a/docs/source/notebooks/canopex.ipynb b/docs/source/notebooks/canopex.ipynb new file mode 100644 index 00000000..ef37be6f --- /dev/null +++ b/docs/source/notebooks/canopex.ipynb @@ -0,0 +1,321 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Running HMETS using NRCAN forcing data\n", + "\n", + "Here we use birdy's WPS client to launch the HMETS hydrological model on the server and analyze the output. We also prepare NRCAN daily data for Canadian catchments." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "from birdy import WPSClient\n", + "\n", + "from example_data import TESTDATA\n", + "import datetime as dt\n", + "from pathlib import Path\n", + "from urllib.request import urlretrieve\n", + "import xarray as xr\n", + "import numpy as np\n", + "from matplotlib import pyplot as plt\n", + "import os\n", + "import json\n", + "import netCDF4 as nc\n", + "import salem\n", + "from zipfile import ZipFile\n", + "import glob\n", + "import tempfile\n", + "\n", + "# Set environment variable RAVEN_WPS_URL to \"http://localhost:9099\" to run on the default local server\n", + "url = os.environ.get(\"RAVEN_WPS_URL\", \"https://pavics.ouranos.ca/twitcher/ows/proxy/raven/wps\")\n", + "wps = WPSClient(url)" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "# SETUP THE RUN PARAMETERS, for now only the start and end years of the simulation, the rest is hard-coded to \n", + "# the Salmon-river example\n", + "\n", + "start = dt.datetime(2007, 1, 1)\n", + "stop = dt.datetime(2008, 1, 1)\n", + "\n", + "\n", + "# The shapefile of the catchment to model using ERA5 data. All files (.shp, .shx, etc.) must be zipped into one file.\n", + "vec = TESTDATA[\"watershed_vector\"]" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "# DATA MAIN SOURCE - DAP link\n", + "CANOPEX_DAP = 'https://pavics.ouranos.ca/twitcher/ows/proxy/thredds/dodsC/birdhouse/ets/Watersheds_5797_cfcompliant.nc'\n", + "CANOPEX_URL = 'https://pavics.ouranos.ca/twitcher/ows/proxy/thredds/fileServer/birdhouse/ets/Watersheds_5797_cfcompliant.nc'\n", + "ds = xr.open_dataset(CANOPEX_DAP)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "b'WHITEMOUTH RIVER NEAR WHITEMOUTH'\n", + "Area: 3750.0\n" + ] + } + ], + "source": [ + "# Specify the watershed outlet (here in this example this is the Salmon River)\n", + "lon, lat = -123.3659, 54.4848\n", + "\n", + "# For now, we have no mechanism to link a location (lon, lat) to a given watershed. Let's pick one at random: \n", + "wid = 5600\n", + "print(ds.watershed[wid].data)\n", + "\n", + "# With a watershed contour, we'll be able to get the elevation. \n", + "\n", + "area = ds.drainage_area.isel(watershed=wid).data\n", + "print(\"Area: \", area)\n", + "elevation = 350 # Random value" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "# Ideally we would be able to pass the DAP link directly to Raven, but there are still some issues \n", + "# to fix to be able to do that. For now, we'll download the series at the point of interest. \n", + "path = Path(tempfile.mkdtemp()) / \"ts.nc\"\n", + "ts = ds.isel(watershed=wid).sel(time=slice(start, stop))\n", + "ts.to_netcdf(path)\n", + "\n", + "# Add precision on time format for Raven\n", + "D = nc.Dataset(path, mode=\"a\")\n", + "D.variables[\"time\"].units += \" 00:00:00\"\n", + "D.close()" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "# THIS FAILS: NEED STATION IDX IN NETCDF FILE?! \n", + "import json\n", + "# The model parameters. Can either be a string of comma separated values, a list, an array or a named tuple. \n", + "params = '9.5019, 0.2774, 6.3942, 0.6884, 1.2875, 5.4134, 2.3641, 0.0973, 0.0464, 0.1998, 0.0222, -1.0919, ' \\\n", + " ' 2.6851, 0.3740, 1.0000, 0.4739, 0.0114, 0.0243, 0.0069, 310.7211, 916.1947'\n", + "\n", + "# Model configuration parameters\n", + "config = dict(\n", + " start_date=start,\n", + " end_date=stop,\n", + " area=area,\n", + " elevation=elevation,\n", + " latitude=lat,\n", + " longitude=lon,\n", + " run_name='test_hmets_NRCAN',\n", + " rain_snow_fraction='RAINSNOW_DINGMAN', \n", + " nc_spec=json.dumps({'tasmax': {'linear_transform': (1.0, -273.15)},'tasmin': {'linear_transform': (1.0, -273.15)},'pr': {'linear_transform': (86400.0, 0.0)}},),\n", + " nc_index=wid, #This is where we set the watershed index.\n", + ")\n", + "\n", + "# Let's call the model with the timeseries, model parameters and other configuration parameters\n", + "resp = wps.raven_hmets(ts=str(path), params=params, **config)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "# And get the response\n", + "# With `asobj` set to False, only the reference to the output is returned in the response. \n", + "# Setting `asobj` to True will retrieve the actual files and copy the locally. \n", + "[hydrograph, storage, solution, diagnostics, rv] = resp.get(asobj=True)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Since we requested output objects, we can simply access the output objects. The dianostics is just a CSV file: " + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "observed data series,filename,DIAG_NASH_SUTCLIFFE,DIAG_RMSE,\n", + "HYDROGRAPH,/tmp/pywps_process_8b42fx8j/ts.nc,-25.4393,124.503,\n", + "\n" + ] + } + ], + "source": [ + "print(diagnostics)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The `hydrograph` and `storage` outputs are netCDF files storing the time series. These files are opened by default using `xarray`, which provides convenient and powerful time series analysis and plotting tools. " + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "\n", + "array([[ 0. ],\n", + " [150.782482],\n", + " [298.437317],\n", + " ...,\n", + " [ 42.477336],\n", + " [ 41.920524],\n", + " [ 41.336371]])\n", + "Coordinates:\n", + " * time (time) datetime64[ns] 2007-01-01 2007-01-02 ... 2008-01-01\n", + " basin_name (nbasins) object ...\n", + "Dimensions without coordinates: nbasins\n", + "Attributes:\n", + " units: m**3 s**-1\n", + " long_name: Simulated outflows" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "hydrograph.q_sim" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "from pandas.plotting import register_matplotlib_converters\n", + "register_matplotlib_converters()\n", + "\n", + "hydrograph.q_sim.plot()" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Max: \n", + "array(298.43731743)\n", + "Mean: \n", + "array(135.05876966)\n", + "Monthly means: \n", + "array([[215.87049663],\n", + " [147.92838764],\n", + " [108.6157387 ],\n", + " [135.89996268],\n", + " [135.00015769],\n", + " [189.15784161],\n", + " [190.23502812],\n", + " [129.84620532],\n", + " [ 98.26109929],\n", + " [117.64861918],\n", + " [ 96.67709398],\n", + " [ 53.55034852]])\n", + "Coordinates:\n", + " basin_name (nbasins) object ...\n", + " * month (month) int64 1 2 3 4 5 6 7 8 9 10 11 12\n", + "Dimensions without coordinates: nbasins\n" + ] + } + ], + "source": [ + "print(\"Max: \", hydrograph.q_sim.max())\n", + "print(\"Mean: \", hydrograph.q_sim.mean())\n", + "print(\"Monthly means: \", hydrograph.q_sim.groupby(hydrograph.time.dt.month).mean(dim='time'))" + ] + } + ], + "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": "3.6.7" + } + }, + "nbformat": 4, + "nbformat_minor": 1 +} diff --git a/docs/source/notebooks/computing_objective_functions.ipynb b/docs/source/notebooks/computing_objective_functions.ipynb index d5b2870b..4af290c9 100644 --- a/docs/source/notebooks/computing_objective_functions.ipynb +++ b/docs/source/notebooks/computing_objective_functions.ipynb @@ -103,7 +103,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "{'agreementindex': 0.45966283668779995, 'bias': 3.264415081640664, 'correlationcoefficient': 0.20692429156109987, 'covariance': 126.58541245493183, 'decomposed_mse': 1336.7774546759213, 'kge': 0.04155565323313137, 'log_p': -86.28634354147955, 'lognashsutcliffe': -1.7249359886326232, 'mae': 24.444255591828355, 'mse': 1336.7774546759213, 'nashsutcliffe': -0.037104791790125935, 'pbias': -11.66639985156869, 'rmse': 36.56196732502124, 'rrmse': 1.3066553103881289, 'rsquared': 0.042817662438063064, 'rsr': 1.0183834208146387, 'volume_error': -0.11666399851568689}\n" + "{'agreementindex': 0.4596628392956652, 'bias': 3.264414783955057, 'correlationcoefficient': 0.20692429176680854, 'covariance': 126.58541412759337, 'decomposed_mse': 1336.777456482738, 'kge': 0.041555657877441976, 'log_p': -86.28634365686393, 'lognashsutcliffe': -1.7249359884422084, 'mae': 24.444255724443455, 'mse': 1336.777456482738, 'nashsutcliffe': -0.037104793191898855, 'pbias': -11.666398787696835, 'rmse': 36.56196734973021, 'rrmse': 1.3066553112711805, 'rsquared': 0.04281766252319531, 'rsr': 1.018383421502873, 'volume_error': -0.11666398787696836}\n" ] } ], @@ -129,7 +129,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "{'agreementindex': 0.45966283668779995}\n" + "{'agreementindex': 0.4596628392956652}\n" ] } ], @@ -182,7 +182,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "" ] @@ -214,7 +214,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.3" + "version": "3.6.7" } }, "nbformat": 4, diff --git a/docs/source/notebooks/getting_variables_other_than_flow.ipynb b/docs/source/notebooks/getting_variables_other_than_flow.ipynb index 5df85c70..33320345 100644 --- a/docs/source/notebooks/getting_variables_other_than_flow.ipynb +++ b/docs/source/notebooks/getting_variables_other_than_flow.ipynb @@ -4,9 +4,9 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "# Calling GR4J-CemaNeige on the Raven server\n", + "# Inspecting storage variables\n", "\n", - "Here we use birdy's WPS client to launch the GR4JCN hydrological model on the server and analyze the output. " + "Here we use birdy's WPS client to launch the GR4JCN hydrological model on the server and analyze the state variables. " ] }, { @@ -76,7 +76,7 @@ { "data": { "text/plain": [ - "[]" + "[]" ] }, "execution_count": 3, @@ -85,7 +85,7 @@ }, { "data": { - "image/png": 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\n", 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\n", 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eMueOrTHGKBzpwiHtyc1I5clP6xZTonMamr27V7x4aBFZaSk85X5vB9ySgs8nfGNUp/B+2/dV8NA7K49KCtW5YHB7stNTeGZm/H8foQGT+c3Syc2sPu5xvdvQJjeDZxKsCsnTNgURSRGRecA2YJqqzhSR84FNqjr/iN07AJEVxxvdbSYJvezWD+c3Syc91ceEEcW8t3wbG3cdiPozyiudYrkXd77Z6al8bVgRry/c0qRGOFc0oEtqNPKy0rhwSHtemr+JPQcqnRls3Xmpfn5eX575zqjwvu8v38bm3WXucTUn9tzMNM4f1J5X5m+Jy9xCkVVAk55y2sJqS2SpKc55PWNFSXjkdyLwNCmoakBVBwNFwEgRGQjcCfy8it2r6gd3VAWhiEwSkdkiMrukpGlPTpbM7n51CQC5mU599OWjOiJQp258FQGn0bIhDac1uWJ0JyoD2qS6p1b4A6R7WFIA53srqwzyP7dhOdudwTYtxcfx3Vrzh8sGc9nwYvZXBMKD2qIZZzJxVEcOVgZ4PsbTeP/sxYWc/uAHHKjwU1YZCA+2a9u89h5vE0d1IkWEJz9d62mMdRGT3kequht4H6eKqAswX0TW4iSLuSLSDqdkUBxxWBFwVHcCVX1cVYer6vCCggKvQzcx9sDby3nonZW0znHuDId3zgegQ4ssxvVuw5RZG47qoVIdL0sKAN3b5DCme6t6NYInqsqA1nucQrT6tc9jaMcW/OrVJVQG9Kj1sy8c0oHfXjKQgUV5fLJ6B0B4XeiaDCxqweDiFjz56bqYrQTnDwR5+rP1rNm+n2/+fVZ4saHHrhwW1cy87fIyOWtAIf+ZvSE89Xi8edn7qEBEWrjPs4DTgC9UtY2qdlbVzjiJYKiqfgW8DEwQkQwR6QL0AGZ5FZ9JTK8s2MKfp6+iMqBcPLRDeC1ggG8d34Ud+yt4ZX50XQ8r3CK9VyUFgCtHd2LT7oMJ11hYXxV+7xqaI00a2zX8vLq1Lr55XOfw87bNoxt8ePWYzny5fX/MpjgvdduturfJYfa6Xfz0uQUADOnYIurP+Nbxndhb5k+YRZy8/O0XAtNFZAHwOU6bwqvV7ayqi4GpwBLgTeAGVY3ultA0GdtKy6gIBNlzsJL8IxqIx3RvRc+2Ofzz47VRdT30uqQAzuCpds0zeeKTtZ79jFhqaJfUaI3vX8hVxzkNyyXVtMmcO7Aw/PzILp3VOat/IQW5GfzL/X2s2b6fNxc13lTVa7bvP2zwXahR+fqTuzGycz5b9pTRoUUWbXKjHyw5tGNLBnTI44lPojuvveZl76MFqjpEVQeqan9VvbuKfTqr6vaI15NVtZuq9lLVN7yKzSSmfeV+9lcECP39tzyiykBEuHpMF5ZsKWVWFGsCl4dLCt71bE5N8XHlcZ34aNV2Vmzd69nPiZVYlRQAbjq1B0M6tuDcAe2rfD8zLYXnrjueN24+MerPTE/18Y1RHXl/eQlfluzj/D99xPeensu6HU735KVbSlm7fX+94lVVTrn/fQb98u1w9VRk76ir3NHcHfOz6/S5IsJVx3dm5bZ94eqyeLIRzSZhbC11eppcONjpdNaqinrkCwd3oEV2Gv+IYtGWcrftweuL3MSRHclI9TVoIZlEUREIet7QHNIqJ4MXrh/DgKK8avcZ1qklfQqr7udfnYmjOpLqE8b9fka4W/I/P15LWWWAsx76kJPvf79ebQ4H3fOpMqDc/eoSFmzcHU4KzbPSOLNfW649oQu/urBfnT/73IGFtGqWzj8/XlvnYxtbjb99ESmt5bFXRFbEKljTtK12J0S7YnRH/jxxKOdEVB+EZKWnMHFkR6Yt2cqGnTV344tFmwI4JZqLhxbx/NxN7Nxfv4VkEoWXg9dipU1uJpcOLwq/bp+XyX9nb+Dshz8Mb3t/Rd3bgPaXH6rN/tcnazn/Tx9z/9vLAaekkJri42fn9qV7m9w6f3amO6r73WVb4949tbbf/mpVbV7DIxeoX1nMmCMs2VKKCPRu15xzBhZWO/DnyuM6ISL865O17DlQfZ/0cJtCDO58vz2mM+X+IEN/NY1te8s8/3le8AeCBJWYtCl4bfKFA3jphjGcO7CQP04cwv6KAF+WHLpUPf7Bl3X+zFDvoFA3aZ8Qngq8MdbruPK4TqT6JKpSsJdq++1/LYrPiGYfY2q1dvt+ilpm0Syix1FVCvOyOKt/O/7+0RqG3jPtsAnIIjkzfgq+eqwkVlc92uZyet+2ANzz6lLPf54XyvxOEj2yi+ixyOcTBhW34E8ThzKsU354+0MTBnPn2X347MudVa7B8Kf3VjJtydYqPzM0K+7kiwbw6BVD+eC2U8LvFTTC1Oxtm2dyweAOTPl8fVxLnDUmBVU9LJ2KSHMRyQ89qtrHmPravq8i6j+uW07rSYpPCASVu15eXOU+5ZVBTxuZj/TYFcOYNLYrry7YXGvVViI6WOFUj2RW00X0WPbiDWP41vGdOW9geyaMLCY3I/Wo0oKqcv/bK/jOk7PZsPPAUT2BQiWF/Ox0xvcvpKhlNv93bl/+PHFo1L2jajNpbFfKKoPhaUDiIapyooh8V0S2AguAOe5jtpeBmeSzfV85raJMCt3b5LD612fz3bFdeeGLTVU28v7rkzUxXfPA5xO+PaYLKT7hrx8ee/dKoUGBTaGkcKTBxS246/x++HxCbmYaE0d15PWFWw5L3pGzm55433Ru/d+Cwz5jv9sVtVnGoe/nmhO6VNn2VV892+Yyrncbnvh0bdSDNBtbtJWHPwb6uV1Iu7iPrrUeZUwd7NhfER7JHK0bT+1Bn8LmPPD2isPmvCktqyQeg4zb5WVy4eAOTJ29gR3H2JxIB5twUjjSt8Z0xifC3yKS95bSwxe8+d+cjQy5+20q3Q4LoYbmnFqqNxvqu2O7snN/Bf+t5xoiDRVtUlgNHHvlYXPMCAaVnfsraNWsbnWzORmp3Pe1gewt9/P3D9eE767CjYIe/wFX5bsnOVUA9725POHmyq9JqPooK/3Yb2iuTWFeFhcO6cCUzzeEJzQMrd/x6BVDeeZaZ2K+XQcqwyPoQ+dUbW1eDTWySz6Di1vw+IdfxuX8ifa3fzvwiYg8JiIPhx5eBmaSy56DlQSCSqs6lhQABhTlcXy3Vjz07koufuQT4NBd3eSLBzRqnNHo3iaXk3s5C6j8vJr2jkQUKilEM2dPU/C9k7pREQiGqx5Do5N7tWvO8d1b8+6PTqJjfjaPzlhNMKjh5BHNPEwNISJcd3I3Nuw8yOuLvqr9gEYWbVJ4DHgP+IxDbQpzvArKJJ8d+50/uGjbFI70vZO6AU631jnrdoanImgWp0bTn5/bF4BnZq4Pj6ZNdOGSQpIkhe5tcjirfzue/GQdpWWV4YFuoTaDbgU5/PD0nqzYuo93l21j295ymmemxiRpnt6nLd0KmvHjqfNjPlI+2qTgV9Ufquo/VfWJ0MPTyExSKdnrdMFrXc+7sLE9C5j2g7G0zE7jz9NXh0sKoaUgY61rQQ6z7jiVjFQfj0xfHZcY6ircptAEex9V5/qTu7O33M9Tn64Ld0rIzTg05uDcgYUU52fxyPur2FZaTpsopsNuDD6fcMfZfagIBPnN67Ht4hxtUpjurmNQeGSXVGMawz2vOesn1LekAM5YgW+P6cJ7y7Yxe60zN1JkT5FYa9M8k8tHduS5uRuPiS6qyVZSAOjfIY+Tehbwj4/WULK3nBSfkJl26LKYmuJj0thufLF+N28u/oo2uQ0fjxCtU/u05dYzezF9eQkLY7jMaLRJYSJuuwLWJdVEYdf+CqYt2Rr1OgOLN5cC1KtNIdI3j+tMTkYqv5/mzL4Sr5JCyHdP6opPhEdnJH5pIZl6H0W64ZTu7Nhfwd8/WkNORupRYw4uHVYU7nHUo01OTGP75nGdaJ6Zyh/fWxmznxlVUojohtrFuqSaaDzx6Vq+8+Rs/vBO3abGqmoSvLrIy07jyuMOrfUbz5ICOL1cLh1exH9nb2TLnoO1HxBH5X7vZ5VNRCO75DOic0ug6nmyMtNS+Nk5fRCB8wfHdoXg3Mw0rh7ThbeXbGXpltKY/MxoB6+liMj5InKTiPww9PA6OHPsOuBWRfzjozXsqmXIfrnf2ffWM3s1ysjQ743tFn4e75ICwHUndyOoymMzEntAW6j7Y6rHK68loutP6Q7Atr1Vjy2ZMLIjy341nmGdWsYyLAC+PaYLORmp/Om9VTH5edFWH70CfAtoBeRGPIypUmjAz4HKQK2je0MjSZtnNs4FPC87jeevP56Jozo22mc2RFHLbL42tIhnZ61nW2niTpbnd6v6UmIwV1SiObmns7Rvl9bNqt0nXiWovOw0rjq+E68v2sKqbd73RIo2KRSp6sWq+gtV/WXo4Wlk5pjmDygts9M4Z0AhT3yyttoJvg5U+Dn19+8Dzpz0jWVox5b8+qIBjTYnTUNdf0o3/EHlsXrMzhkrofaf1CRMCiLCwrvO4OXvj4l3KFW65oSuZKWlxKS0EG1SeENEzvA0EtOk+INBUlN83HxqjxpLCyu37guvc9u8mqmym4JOrZpx0ZAOPP3ZuvBiQokmmUsK4NTfVzdde7zlN0vnitGdeHn+Zr4s2efpz4o2KXwGvCAiByMW14lNq4c5JvkDSppP6NE2l/MGtueJT9ZWORfQpt2HGl8LYtjdLx5uPrUHQdWY9iSpi0AwSKpPEqZ0ZQ43aWxXMlJT+MM73p4/0SaF3wPHAdmhxXVUtW5r5Jmk4g8qKW6D5U2n9uBgZYDHqygtbNzl9N9/9cYT6N+h+mUZm4Li/GwuG1HMlFkbEnLcgj+oSVtKOBa0zsng6jGdeWXBZpZ95d09ebRJYSWwSI+cYNyYalQGgqT5nNOre5sczh/Unic/WReeP2bb3jKCQWXjroM0z0xt8gkh5MZxPUjxied3e/URCGhSticcSyaN7UpOeioPTvNuFeRok8IW4H0Rud26pJpo+AN6WNfGm07tQbk/wGMzVlPuDzBy8rtc88TnbNh5gKKW2XGMNLbaNs/kytGdeOGLjaza5m3dcF1ZSSHxtchO5ztju/LW4q1VrhzXGKJNCmuAd4F0rEuqiYI/GCTVd+j06laQw8VDi3ji03XM3+AM2Z++vITpy0vwB4+d6aUbw3UndyMzLYUH6ziwz2uBoJLaBNZnbuquHtOZltlpnpU2o+rEbd1PTVWmzt7Ae0u38cg3hh61DrI/qKQdMQjqltN68PK8zdzxwsLDtsdjQFA8tcrJ4NtjuvCn6au4/uQ99GufGFVnVlI4NuRmpvHAZYPpXuDNlBs13haIyF21fUA0+5imacbyEt5c/BUvztt01Hv+wNEXmKKW2VwxulO42uTNW07ks9tP5Rfn9YtJvInkO2O7kpeVxr1vLIt3KGH+QNDaFI4Rp/RqQ3G+N9WutZUUrq2l66kAE4C7Gi0ic8wocRuN739rOWcPKDxsnvnKQLDKqogbTunGP9xFTdo1z6RFtrcLliSqvKw0bhzXnXteW8oHK0oY646ojaeAlRQMtbcp/JXD2xCOfOS4+5gktGNfOR1aZLF5Txn//HjtYe9VVX0ETtXJm7ecyD+/NSJpE0LIlcd1ojg/i1+/vjTq2WS95A9a7yNTS0mhIW0JIpIJfABkuD/nf6r6CxH5HXAeUIGz9vPVqrrbPeZ24BogANykqm/V9+ebxrX7QAUrt+2ja+tm4TUPtu+r4ILB7dm46yCPTF/FZSOKw0sVOheYqu85erdrTu92NswlIzWF287szY3PfsFzczfy9eHFcY3HGpoNRN/7qD7KgXGqOggYDIwXkdHANKC/qg4EVuCs04CI9MWpiuoHjAceEZHkmsM3gd36vwVc+uinDLvnHbbsOUiFP8ieg5W0apbB7Wf1Zn+Fn4ffPdQbwuqno3PuwEIGF7fg928vDy9yEy/+oP3OjIdJQR2hjthp7kNV9W1V9bvbPwOK3OcXAFNUtVxV1wCrgJFexXcsq/DHvgvn7gOHJrS78Zkvwmsqt85Np0fbXC4bUczTn61j7XZnPeIjxymYqokId57Th62l5fytltlkvWZtCga8LSmE1mGYB2wDpqnqzCN2+Tbwhvu8A7Ah4r2N7rYjP3OSiMwWkdklJSVehJ3QHpuxmp4/e9VHfGoAACAASURBVIP3lm1ttM8MBDU81XV12jTPpHubHO69eACz1+3iyU/XAc7Qe4AfnNaTtBQfv3trOQCVwaobms3RRnTO58x+bfn9tBXcMuWLuLUvWJuCgdq7pL4cxeNf1R2vqgFVHYxTGhgpIv0jPvtOwA/8O7Spqo+o4jMfV9Xhqjq8oCD+PTZibZ07Z84vXl5MWWXjVDd8/5m5fONvMwnWcDEqrwySkerj0uHF9Clszl/ed5aXbO0un9mmeSaTxnbltYVb+HztzvCEeCY6PxnfG4AX523m2Vnr4xKDlRQM1F5S6IMzGV51jweAEbX9ELch+X2ctgJE5CrgXOAbEfMpbQQiW9qKgM1R/j+SRiDgfF0bdh7k7x+taZTPXLKllFlrdvLCF0ePNwgp9wfISPWR4hMev3JYeHuopADOesTtmmfyy1cWV9sl1VSta0EO//3ecXRulc39by8/rLouVvyB6jsHmORR2xlwp6rOqOHxPlBlDyURKRCRFu7zLOA0YJmIjAd+ApyvqpFTRb4MTBCRDBHpAvQAZjXw/9fk+INKhxZZnN63Lb97aznPz93YoM9TVbbsceb3v/fNZWzefbDKBs9yfzC88lRxfjZ3X9CPDi2yaNs8M7xPdnoqt5/dm0WbStmyp8yqIupoROd8Hr1yGKUHK3nAwwnPquMPBq2kYGpOCqo6tbYPqGGfQmC6iCwAPsdpU3gV+BPOGIdpIjJPRB51P2cxMBVYArwJ3KCq8e2OkYCcxWuE+y8ZRL/2zbn71SW1roFck10HKqnwBzl/UHtK9pZz/L3vcdZDH3DkhLjl/iDpEYuaf/O4znz803GHDVgDOH9Qe4a701ZYQ3Pd9W7XnCtHd+Lpz9bFbKH2EH/QOgeY2tsUUkXkuyLypogsEJH5IvKGiHxPRGpcokhVF6jqEFUdqKr9VfVud3t3VS1W1cHu43sRx0xW1W6q2ktV36j+05NXqDEwLzuNB74+mL1lfu5zG3frY7O7yM3ZA9pxci+njWbtjgO8NO/wmrvySqf6qDYiwi/O64cIZMZpTdtj3Q9O70leVhp3vbz4qOTsJWtTMFB79dFTOGMM7gLOBs7BqS4aBDztaWSmSk7/f+fX1qtdLlcf35kpn69n3ob6TaP7lVt1VJiXxf2XDuKK0R3p0roZ97y2lNKyyvB+Ff4gGWnRXeQHFOXxj6tGcNXxnesVU7JrkZ3Oj8/sxcw1O3lt4ZaY/VxrUzBQe1IYqqrXqepnqrrRfXymqtcBQ2IRoDlc4Igi/s2n9aAgJ4Ofv7Sozl0Zt5aWsWLbXgAK8zJpnZPBPRcO4KEJg9mxv/ywhTycNoXoLxin9PZuwq5kMGFER/oWNmfya0s5UOGv/YBGELAuqYbak8IuEblURML7iYhPRC4DdnkbmqlK5RGrY+VmpnHnOX1YsHEPUz6vW1fGcfe/z31vLkeE8NQVAAOLWjBxZEee+GQtSzY79dqh3kcmNlJ8wt0X9GPLnjIeitEqbf5gMLyEqkletf2VTwAuAbaKyAoRWQF8BVzsvmdirKr5ac4f1J5RXfL53VvL2VmHRuf9bi+j1jkZR9Ul33pmL1pkp/PzlxYRDKo7TsHaCGJpeOd8LhtezN8+WhNOzl6ykoKB2nsfrVXVy1S1ADgOOF5V27jbGqeTvKmTysDR3QZFhLsv6M/eMj/3vrH0qGPeXPQVew5UHrU9NyOVVJ8wZdLoo95rkZ3OT8f3Zva6XTz/xSan+ijNSgqxdvvZvWmRlcYdLyyscXBhY7BFdgzU3vtoaOi5qu5Q1e017WO8F6hmSupe7XK59sQuTJ29kU9WH/o1bSst43tPz+G25+YDuKONg6gq+yv8XHdyN7pVs4LTJcOKGNapJXe/spiKQN3aFEzjaJGdzs/O7cO8Dbv5t8cjna2kYKD26qN/ikhLEcmv7gH8PRaBGkdlUEmppofILaf2pGN+Nnc8vzA8BcZXpU7vorcWb+Xhd1dy6aOfcv/bKyirDBJUZ8BZdXw+YfJF/Sktcxo6e7SxZbnj4cLBHRjTvRX3vbmMbe7v0wv+Gs4tkzxqOwPygDnAbPffqh5H10sYzwSCwWrnFMpKT+E3Fw9g7Y4D4WmsS/Y6s5nmZaWFR8n+9cMvmblmBwA5GTW3E/Ru15zLR3YEYHTX/Eb5P5i6ERHuuXAA5f4gd7+6xLOfY9OdG6i9TaEz0B24UlW7VPOw6a1jqKq1jyON6d6aS4YV8fgHX7Jkc2k4Kdx78QDEPaxldho/fW4hUHNJIeTXF/Xn8ztPO6yHkomtLq2b8f1TuvPqgi1MX7bNk59hbQoGopg6W1WDwP0xiMVEwVnmsuZf251n9yEvK43bn1/AZndw2rg+bfj+Kd0Z3TWfuy/oH65WapZRe1IQEQpyLSHE23dP6kqPNjnc8cJC9pY1fgHd2hQMRL+ewtsi8jURsTMmzqKZiqBls3R+cX4/5m/cw8PvrqR9XiYZqSn86IxeTJl0HGf1b8cZfdsC0KyW6iOTODJSU7jvkoFsLS3jN28sa/TP99tynIbok8IPgf8CFSJSKiJ7RSS2s3UZAHdK6tpz83kDCxnXuw3gNBhHEhHuuag/V4zuyODiFp7EabwxpGNLrj2xK8/MXM8nq47qDNggVlIwEGVSUNVcVfWpapqqNndf28rrMRLZPz3aP1wRp+cQwIk9jl6MqE1uJvdcOIDczBrnNTQJ6Ien96RL62b85PkF7C9vnCkwVNUmxDNAlElBHFeIyP+5r4tFxBqYY2Deht0Mvvtt5q53ZhWpDERfxC/My2L2z07jF+f19TJEE2OZaSn89msD2bjrIHe9vLhRPjM0b5aVFEy01UeP4Ixonui+3gf82ZOIzGE27DxAaZmfH02dz4EKP4Fg3boNts7JOGrNA3PsG9kln++f0p3/ztnI640wk6rfTQo295GJNimMUtUbgDIAVd0FpHsWlQnzB4MArNm+n3vfWGbTG5uwm07twaCiPO54YWGDB7VZScGERHt1qRSRFEDBWWoTCHoWlQmrdNdkPqNvW578dB17y/22OpYBIC3FxwOXDaasMsBtzy1o0II8fvc8sxHNJtoz4GHgBaCNiEwGPgJ+41lUJiz0x3rH2X3oVtAMsLs5c0i3ghzuOLsP7y8v4d8z14fXXqgMBKnwR3/fFiqR2rllou199G/gNpxEsAW4MJr1m03Dhf5YczJTefCywaT6xHoMmcNcOboTJ/Zozc9eXETfn7/FYzNWc/2/53LpY59GnRhC1UfW+8hE2/voKVVdpqp/VtU/qepSEXnK6+DMoeqjNJ+PgUUtePsHY7nq+E5xjsokEhHhd5cMCr/+zRvL+HjVduZv2M39b0e3frff2hSMK9rqo36RL9z2hWGNH445kj/gFuvddoSuBTlRzVdkkku7vEyeu+44/nDZYNrnZXKgIkCrZuk8/sGXfLiypNbjww3NNqI56dW2nsLtIrIXGBgxknkvsA14KSYRJrnwHZw1LptaDOuUz4VDOvDgZYPJTHMaoXu0yeGHU+fz9uKqF1oKsZKCCaltltTfqGou8LuIkcy5qtpKVW+PUYxJrdItKaRZrxATpVFdW7HwrjM5qWcBD18+hJK95Ux6ag7jH/ogfD4dKeC2XVmbgom2ofl2d7GdkSIyNvTwOjjj9D7yydHzFxlTk9BMun0Km/ObiwcAsGVPGXe/sqTKrqtWUjAhUVVOi8i1wM1AETAPGA18CozzLjQDUBkMWj2vaZDLR3Zkwohi7nltKX//aA0d87P5ztiuh+1zaJyCJYVkF+3V5mZgBLBOVU8BhgC1t16ZBvMHtNqV1oyJlojws3P6ML5fOya/vpRz//ghq0v2hd8PWNuVcUWbFMpUtQxARDJUdRnQq6YDRCRTRGaJyHwRWSwiv3S354vINBFZ6f7bMuKY20VklYgsF5Ez6/ufakr8ASspmMYhIvz2koHkN0tn0aZSrvzbTHbtrwAOjYexEc0m2jNgo4i0AF4EponIS8DmWo4pB8ap6iBgMDBeREYDPwXeVdUewLvua0SkLzABp/vreOARt+trUqsMKml292YaSV5WGm/dMpY/Xj6E7fsquPk/8wgENVx9ZG0KJqo2BVW9yH16l4hMB/KAN2s5RnFmUwVIcx8KXACc7G5/Angf+Im7fYqqlgNrRGQVMBKn7SJpOYup292baTwFuRmcN6g9e8v83PHCQv743kpGds4HrE3B1JIUROQPwMfAJ6q6CUBVZ0T74e6d/hygO/BnVZ0pIm1VdYv7WVtEpI27ewfgs4jDN7rbkpo/oFbPazxx+chi5qzbxUPvrmTCiGIAcqJYs9s0bbXdgq4CLgI+FpG1IvKMiNwgIkNEpNbbV1UNqOpgnF5LI0Wkfw27V3XlO6rvnIhMEpHZIjK7pKTpt3U71UdWUjCNT0S458L+9Gqby7OzNgDQ1Z100SSv2gav/UlVJ6pqZ5xFdp4HuuGs17w72h+iqrtxqonGA1tFpBDA/Xebu9tGoDjisCKqaLdQ1cdVdbiqDi8oOHqZyabGqT6ykoLxRlZ6Co9eMYzczFSK87NsChVTe5uCiAgwADgeGAP0xSlB1DghnrvmQqWq7haRLOA04LfAy8BVwL3uv6HpMl4GnhGRB4D2QA9gVj3+T01KXZbfNKY+OrduxlPXjApPu22SW21tCtOA5jgD1j4Dfq2qS6P87ELgCbddwQdMVdVXReRTYKqIXAOsBy4FUNXFIjIVWAL4gRtUNVCf/1RT4g8GrfeR8dzg4hbxDsEkiNpKCl8Cg3Du2ncA20WkRFW31/bBqroAZ5Dbkdt3AKdWc8xkYHJtn51MnOU3LSkYY2KjxqSgqt8FEJHmOFNbHA/c4FYNLVLVq7wPMbn5g9Yl1RgTO9G2KpUDB4CD7vMiIN2roMwhwSBYTjDGxEpt6yk8KCIzcZbgvBvIBR4DeqnqgBjEl/SspGCMiaXaSgprgH8DX1ijb3wE1KbNNsbETm1tCg/HKhBTtWBQsc5HxphYsXqJBOcPqs1caYyJGbvaJLhgULGxa8aYWKlt8Fp+Te+r6s7GDcccKaBqM1caY2KmtobmOTiT0lU3WV3XKrabRhSw6iNjTAzV1tDcJVaBmKoFrKHZGBNDtVUf9VbVZSIytKr3VXWuN2GZkEBQrUuqMSZmaqs++iEwCfh9Fe8pMK7RIzKHCQRt7iNjTOzUVn00yf33lNiEY45kDc3GmFiKau4jEUkDrgPGupveBx5T1UqP4jKuYFDxiSUFY0xsRDsh3l+ANOAR9/WV7rZrvQjKHOK36iNjTAxFmxRGqOqgiNfvich8LwIyhwtaQ7MxJoai7QAfEJFuoRci0hWwCfJiIKBKilUfGWNiJNqSwq3AdBH5EmcgWyfgas+iMmH+oJJiAxWMMTESVVJQ1XdFpAfQCycpLFPVck8jM0BollRLCsaY2KhtkZ0RItIOwE0Cg3EW2/ldbfMimcZhXVKNMbFUW5vCY0AFgIiMBe4FngT2AI97G5oJBhVVLCkYY2KmtuqjlIiZUC8DHlfV54DnRGSet6GZgCqAVR8ZY2KmtpJCioiEEsepwHsR70XbSG3qKRB0koJ1STXGxEptF/ZngRkish04CHwIICLdcaqQjIdCScEGrxljYqW2uY8mi8i7QCHwtqpbn+GUMG70OrhkF64+sqRgjImRWquAVPWzKrat8CYcEykYqj6yNgVjTIx4tqSXiBSLyHQRWSoii0XkZnf7YBH5TETmichsERkZccztIrJKRJaLyJlexXas8Ieqj2zwmjEmRrxsLPYDP1LVuSKSC8wRkWnAfcAvVfUNETnbfX2yiPQFJgD9gPbAOyLSU1WTdjoNKykYY2LNs5KCqm4JrcymqnuBpUAHnMV5mru75QGb3ecXAFNUtVxV1wCrgJEkMWtTMMbEWky6lYpIZ2AIMBO4BXhLRO7HSUrHu7t1ACLbLza625KWP2BJwRgTW56VFEJEJAd4DrhFVUtxFuv5gaoWAz8A/h7atYrD9cgNIjLJbYuYXVJS4lXYCSFog9eMMTHmaVJwV2x7Dvi3qj7vbr4KCD3/L4eqiDYCxRGHF3GoailMVR9X1eGqOrygoMCbwBNEaJyClRSMMbHiZe8jwSkFLFXVByLe2gyc5D4fB6x0n78MTBCRDBHpAvQAZnkV37HAeh8ZY2LNyzaFMTjLdi6MmCfpDuA7wEPu9BllwCQAVV0sIlOBJTg9l25I5p5HABX+IADpKZ7X8hljDOBhUlDVj6i6nQBgWDXHTAYmexXTsaYy4CSFtFRLCsaY2LCrTQKrdHsfWUnBGBMrdrVJYOGSgiUFY0yM2NUmgYXaFNKsodkYEyOWFBJYhZUUjDExZlebBBaqPsqwhmZjTIzY1SaBWZuCMSbW7GqTwCr9Tu8j65JqjIkVu9oksENtCtbQbIyJDUsKCcxGNBtjYs2uNgnM2hSMMbFmV5sEFkoK6damYIyJEbvaJLAKd5qLVJs62xgTI5YUElhlIEh6ig+xRXaMMTFiSSGBVfqD1vPIGBNTlhQSWGUgSKo1MhtjYsiuOAmsMqhWUjDGxJQlhQQWCCipPvsVGWNix644CawyGCTFeh4ZY2LIkkICC1j1kTEmxiwpJDB/QK2kYIyJKUsKCcwfDNoUF8aYmErKK065P8CvX1/Kjn3l8Q6lRlZSMMbEWlImhS/W7+afH6/hjAc/4M1FX7Fg425KyyrjHdZR/EG1cQrGmJhKjXcA8TC6ayteufEEfjR1Pt97eg4ArXMyuOfC/ozv3y7O0R3iDwZt3iNjTEwl7W1o73bNefGGMdw2vhffGNWRts0z+N7Tc7jhmblsT5BqJX9ALSkYY2IqKUsKIWkpPq4/uTvgTCnx+Adf8tA7K/l09Q7uOr8f5w0sjOtkdP6gkpmWtHnbGBMHdsVxpaX4uOGU7rx20wl0zM/mpme/YNJTc9haWha3mPxBG9FsjIktz644IlIsItNFZKmILBaRmyPeu1FElrvb74vYfruIrHLfO9Or2GrSo20uz113PD87pw8frCjh9AdmMHX2BlQ15rH4A9amYIyJLS+rj/zAj1R1rojkAnNEZBrQFrgAGKiq5SLSBkBE+gITgH5Ae+AdEempqgEPY6xSik+49sSunNqnLT95bgG3/W8BL8zdxD0X9adbQU7M4ggElVQb0WyMiSHPSgqqukVV57rP9wJLgQ7AdcC9qlruvrfNPeQCYIqqlqvqGmAVMNKr+KLRpXUzpnxnNL++aACLN+/hrD98yIPTVlBWGZs8VRkIWvWRMSamYnLFEZHOwBBgJtATOFFEZorIDBEZ4e7WAdgQcdhGd9uRnzVJRGaLyOySkhJvAwd8PmHiqI68+6OTOWtAOx56dyVnP/Qhn6za7vnPtpKCMSbWPE8KIpIDPAfcoqqlOFVWLYHRwK3AVHG6+FR19TuqIl9VH1fV4ao6vKCgwMPID1eQm8FDE4bw1DUjCagy8W8z+eF/5nk6KrrSRjQbY2LM06QgImk4CeHfqvq8u3kj8Lw6ZgFBoLW7vTji8CJgs5fx1ceJPQp465ax3DiuO68s2My4389gyqz1BION3xAdCCppVn1kjIkhL3sfCfB3YKmqPhDx1ovAOHefnkA6sB14GZggIhki0gXoAczyKr6GyExL4Udn9OKNm0+kV7tcfvr8Qi76yyfM37C7UX+OPxgkxaqPjDEx5OVt6BjgSmCciMxzH2cD/wC6isgiYApwlVtqWAxMBZYAbwI3xKPnUV10b5PLfyaN5sHLBrF590EufORjfvrcgkarUvIHlTSrPjLGxJBnXVJV9SOqbicAuKKaYyYDk72KyQsiwkVDijitT1sefncl//x4La8v3MKPz+zFxJEdq53QbveBCr7cvp9urXNISxVmLC9hXJ82ZKSmOOMTUnzuLKlWfWSMiZ2knuaiMeVmpnHnOX35+vBi7nplMT9/aTHPztrA5SOLGde7DUUtsw/bf9JTc5i1Zid5WWn0a9+cT1bvIDs9hQMVAdJTfdxyWg8qAkFbec0YE1MSj5G6jWX48OE6e/bseIdxFFXlzUVf8atXl7B5TxnpqT6+c2IXrj+5O99/Zi7TlztdaQd0yKN5Viofr9pBl9bN8AmsLtlPeqqPCn8QgOtP7sZt43vH879jjGliRGSOqg6v6j0rKXhARDhrQCEn92rDJ6u38/L8zfx5+mr+PH11eJ9rTujCD0/vSXZ6Ch+v2kG7vEy6FTRD1Rkb8eHKEv7y/mpGdsmP4//EGJNsrKQQI3PW7eIfH6/hnSVbee664+nfIS/eIRljkpSVFBLAsE4tGdapJaoa1+m4jTGmJta1JcYsIRhjEpklBWOMMWGWFIwxxoRZUjDGGBNmScEYY0yYJQVjjDFhlhSMMcaEWVIwxhgTdkyPaBaREmBdAz6iNc5aDokkEWOCxI0LEje2RIwrEWOCxI0LEje2hsTVSVWrXLrymE4KDSUis6sb6h0viRgTJG5ckLixJWJciRgTJG5ckLixeRWXVR8ZY4wJs6RgjDEmLNmTwuPxDqAKiRgTJG5ckLixJWJciRgTJG5ckLixeRJXUrcpGGOMOVyylxSMMcZEsKRgjDEmzJKCMcaYsCadFCRBV7QRkT7xjqEqIvIjETnDfZ4w352I5EU8T6S4EiaWSHZ+1Y2dX4drkklBRC4QkSeAQfGO5Ugi8kfgdRHpHOdQwkTkDBF5C/gJ8E0ATYAeCCIyTkTmAX8RkTsgYeKy86sO7Pyqm3ifX01mjWYREVVVETkF+BVQCRwnIutUdVe844rYlA/sAk4TkadUtTxecQFpwM+Bk4DfAOnACBFJA/zx/AMRkRzgDpzf5SzgCRHJVtWfxSkeO7/qGBd2ftUlnoQ5v5pESeGIP4w1wJnArcAoYGAixCUiKe7mz4C/AN8AesQzLlWtAF5S1RNV9XWci8kEVa2M8x+sD8gBNgBfqOoG4FrgMhHpHYd47PyqR1x2fkUdT0KdX8d8UhCR7wPPi8gPRKSdqq5V1S2q+h6wFThJRDrEMa5bRKS9qgZEJB0YD7wATAcmiMjFIlLlxFQex/UDESlU1c/d7WmqOgP4UkTOilU8EXFdLyJfA1DVIKBAAc4fL6r6Jc73dre7f0zqW+38qndcdn5FF1fCnV/HdFIQkYuAq4CHcTLqz0RkcMQu/wZ64mTcyOM8/YUfEdcg4A4RGebeOc1W1e3ASuAmYDIQqxPwyO/rThEJ1Vv6RSQfZ9bZQCzicWPKFZFHcaoZnhCRVABV3QosAW6J2P2nwCgR6ReLO007vxoUl51ftceWkOfXMZ0UcL6sv6jqdOAunKLXTaE3VXUB8DnQX5xGpZ+4273+hVcV13Xue+eIyIc4jW4v4hT3Sz2Op6a4bgbnO1HVnUAWcAqEi9meUtW9wAxVbQe8Cvw54u27gcEicraIZLh3eK/i1FXHgp1fDY/Lzq/qJeT5dUwkhSMzY8TrL4GJAKq6DngNaCYi50fs/ixOfeF/cOYfb7RMW8e4WojIccBDwCeqOlhVvwm0Axq1C2EDv6+ngZEikun+kcQirpfdf28BLheRHm6M+4D7gAk4d8N3AycCWxozrhrijOv5Vce4YnZ+1TGumJ1fNcQV1/MrUa9f1TkmkgJHZO6ITPk/4ICIXOC+3gK8D/QVRw7OH8lCYKCq3nrE8bGM6z1gLPBvVf1JxGEXqeoXjRRPfeJ6H/f7crdlAVPwpohfZVyqul9EfKr6FfAI8LeIfaYAv8apAikAznKL/o1KDjXUJtL5VZe4Ynl+1ev7crd5eX5VGVcCnF+HXWcT6fyqkqom7AM4Dviv+8X0BVLc7anuvwJcDbzJocn9bgXuCu0HtEmguH7hPk8BfIkWVyi2GMYV/h4ivw9gvXtMO2BUKHaP4rq7iu2h7yae51d94orF+VXvuDw+v6qMK87n10icktF9wICIWFIi4ov5+VXbI2FLCiLSBvgT8DqwA6du8tsAqup3d8sC3sLJsI+LSHtgCE4fX1TVr6rbEiguv7tfQBu/aqbBcYVii2FcAVUNundEeRGH/Rb4GPgAyHT3bdS7IxG5CngCp3Hv6+62UCNk6GfF4/xqSFxenl8NjisUWyzjisf5JSI+EfkFTonkDZyL+w24g9EivoOYn19RiXUWqkOWPR141n3eDKfv7qtAb3fbPe4XOgRnwM49OEWvR/DgbsTi8iyuX+HcKZ3ovj4LWAbcD6R5HFcRcAawPmJ76C7urjh+XxZX48X1izidX9cCQ93nrXCSw/CI9+PyfUUVezx/+BFf4uXAL4Hz3detcbrVdXdf57u/4N8C2cAzQLcjPiPb4jq248KpXir2MK4L3Nc+DlWrfQT8KmLfNnH4viyuGMTl8fl1d8R5n+XGluG+ngqcF+vvq17/l7gH4NSrfQ/4Aqd+bTlOls0E/g94OOKXfwLwVyA/4vhGrzu1uOISlyd3R9XEdTWQG7FPP2AP0LaK42P5fVlc3sUVq/NrhftvTsQ+acAnQM9YfV8NecS9TUGdb+Y44F5V/SdO3dvJwKk49dDdReR0depIdwBtgXJw6u7Uo25tFlfM4/KkN0o1cZ0GnBjqEaOqi3Eawu914zkr4vhYfl8Wl3dxxer8ut6Na2xEj6s+wFZVXSHOYLqRbnzi1ffVEHFJCiLyTRE5SZwRjgBLgQ4ikqqq7wCLgNFACU4x60ER6Y5zgQlNtNXoJ6DFlTRxLcAprRSFjlHVa4GrRGQXMEg8GFhlcSVdXJ3c91vhdD39Fk6JYYCbEBqtcbsxxWyWVDdrtsO5OASB1TgDNa7DmZhqANAdpxFoCvAg0EpVnxaRYpwh6L2B76jqbovL4mpAXP8JxQVsEJGuOA2PHwI3qOoii8viaoS4WgJrcRq3L8cpGX9DnZHKiSsWdVQc6gnQE3jafZ6K09L+BM4d4z+AK4E89/1/AZMjPiPd4rK4Gjmuu93necBIi8viauS47nGfjwEua+y4XTnW7AAAAulJREFUvHp4WlJw+wvfDaSIyOtAc9yRjKrqF2eGwC04PQKeAS7EKQr+BicbfxL6LHUm+7K4LK7GjGumu+8enDn1LS6LqzHj+tTd9+PGiikWPGtTEJGTgDk4RahVHFo44pRQQ4s6dcl3A79Vpy7uceAEEZnpHve+xWVxWVwWl8UVQ14VQXAmlroy4vUjODM5fguY427z4dTT/Rfo7G5rAXSwuCwui8visrhi//Cy99EcYKocmqDqY6Cjqv4Lpzh2ozqZtghnab61AKq6W1U3WVwWl8VlcVlcsedZUlDVA6parof6B5+O0zURnMEdfUTkVZypYed6FYfFZXFZXBZXU4krFjzvkupmWsUZrBSa13wvzqLZ/YE18cisFpfFZXFZXMdqXF6KxeC1IE6Xre3AQDe7/h8QVNWP4viFWlwWl8VlcR2rcXmnsRspqnrgjGoN4kxYdU0sfqbFZXHF+2FxWVzH4iO0sIOnRKQIZ2DHA6pa7vkPjJLFVTcWV91YXHVjcSWGmCQFY4wxx4a4z5JqjDEmcVhSMMYYE2ZJwRhjTJglBWOMMWGWFIypAxFpISLXu8/bi8j/4h2TMY3Jeh8ZUwci0hl4VVX7xzkUYzwRs5XXjGki7gW6icg8YCXQR1X7i7PU4oVACs70B78H0nH6t5cDZ6vqThHpBvwZKAAO4KxAtyz2/w1jqmbVR8bUzU+B1ao6GLj1iPf6AxOBkcBk4ICqDsFZbOWb7j6PAzeq6jDgxzhTMhuTMKykYEzjma6qe4G9IrIHeMXdvhBn3pwc4HjgvyISOiYj9mEaUz1LCsY0nsgpEIIRr4M4f2s+YLdbyjAmIVn1kTF1sxfIrc+BqloKrBGRSwHEMagxgzOmoSwpGFMHqroD+FhEFgG/q8dHfAO4RkTmA4uBCxozPmMayrqkGmOMCbOSgjHGmDBLCsYYY8IsKRhjjAmzpGCMMSbMkoIxxpgwSwrGGGPCLCkYY4wJs6RgjDEm7P8B0q3U4r0X9wQAAAAASUVORK5CYII=\n", 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\n", 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" ] @@ -187,7 +187,7 @@ "Attributes:\n", " Conventions: CF-1.6\n", " featureType: timeSeries\n", - " history: Created on 2019-12-09 21:38:14 by Raven\n", + " history: Created on 2020-03-09 15:41:34 by Raven\n", " description: Standard Output\n", " title: Simulated river discharge\n", " references: Craig J.R. and the Raven Development Team Raven use...\n", @@ -219,7 +219,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "http://localhost:9099/outputs/1d4bd04c-1af6-11ea-8db8-b052162515fb/raven-gr4j-cemaneige-sim-0_WatershedStorage.nc\n" + "http://localhost:9099/outputs/fbfa6bc6-623d-11ea-9d79-b052162515fb/raven-gr4j-cemaneige-sim-0_WatershedStorage.nc\n" ] } ], diff --git a/docs/source/notebooks/gridded_data_subset.ipynb b/docs/source/notebooks/gridded_data_subset.ipynb new file mode 100644 index 00000000..fa92dbbf --- /dev/null +++ b/docs/source/notebooks/gridded_data_subset.ipynb @@ -0,0 +1,520 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Running a hydrological model over a watershed defined by a shapefile\n", + "\n", + "This notebook shows how to run Raven over a user-defined watershed. The watershed contour is provided by a shapefile, which we use to subset meteorological data and to extract watershed physiographic properties. The meteorological data is spatially averaged, then fed to the Raven hydrological model to simulate streamflow. " + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "from birdy import WPSClient\n", + "\n", + "from example_data import TESTDATA\n", + "import datetime as dt\n", + "from urllib.request import urlretrieve\n", + "import xarray as xr\n", + "import numpy as np\n", + "from matplotlib import pyplot as plt\n", + "import os\n", + "import json\n", + "import netCDF4 as nc\n", + "import salem\n", + "from zipfile import ZipFile\n", + "import glob\n", + "import tempfile\n", + "from pathlib import Path\n", + "\n", + "# Set environment variable RAVEN_WPS_URL to \"http://localhost:9099\" to run on the default local server\n", + "url = os.environ.get(\"RAVEN_WPS_URL\", \"https://pavics.ouranos.ca/twitcher/ows/proxy/raven/wps\")\n", + "wps = WPSClient(url)\n", + "\n", + "# Temporary directory to store meteorological data\n", + "tmp = Path(tempfile.mkdtemp())" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "# SETUP THE RUN PARAMETERS. The data will be extracted to cover the simulation period\n", + "\n", + "start = dt.datetime(2001, 1, 1)\n", + "stop = dt.datetime(2001, 2, 28)\n", + "UTCoffset_hours = -6 # for UTC delta\n", + "\n", + "# The shapefile of the catchment. All files (.shp, .shx, etc.) must be zipped into one file.\n", + "vec = TESTDATA['watershed_vector']\n", + "\n", + "# Choose a dataset to use. We have 'NRCAN' and 'ERA5' for now. \n", + "# NRCAN is only available in Canada, while ERA5 is global.\n", + "dataset = 'ERA5' \n", + "\n", + "# Choose a hydrological model to use. We have 'HMETS', 'GR4JCN','MOHYSE' and 'HBVEC'.\n", + "hydromodel = 'HBVEC'" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "# We will first need to process the catchment boundaries from the zipped shapefile. \n", + "ZipFile(vec,'r').extractall(tmp)\n", + "shp = list(tmp.glob(\"*.shp\"))[0]\n", + "shdf=salem.read_shapefile(shp)\n", + "shdf.crs=salem.wgs84 # This is needed in certain cases!\n", + "\n", + "lon_min=shdf['min_x'][0]\n", + "lon_max=shdf['max_x'][0]\n", + "lat_min=shdf['min_y'][0]\n", + "lat_max=shdf['max_y'][0]" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Area: 44877.1880529685\n", + "Elevation: 404.70766683028666\n", + "Longitude: -72.69128332186322\n", + "Latitude: 49.50119363123194\n" + ] + } + ], + "source": [ + "# From the shapefile, call the PAVICS-Hydro service to extract properties such as centroid lat/long, elevation and area.\n", + "resp = wps.shape_properties(shape=str(vec))\n", + "[properties, ]=resp.get(asobj=True)\n", + "prop = properties[0]\n", + "basin_area = prop['area']/1000000.0\n", + "basin_longitude = prop['centroid'][0]\n", + "basin_latitude = prop['centroid'][1]\n", + "\n", + "# This uses the HydroSheds DEM\n", + "resp = wps.terrain_analysis(shape=str(vec), select_all_touching=True, projected_crs=3978)\n", + "properties, dem = resp.get(asobj=True)\n", + "basin_elevation=properties[0]['elevation']\n", + "\n", + "print(\"Area: \", basin_area)\n", + "print(\"Elevation: \", basin_elevation)\n", + "print(\"Longitude: \", basin_longitude)\n", + "print(\"Latitude: \", basin_latitude)" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "if dataset=='NRCAN':\n", + " # Define the path to the netcdf file and write to disk (the basin averaged data)\n", + " tsfile= tmp / 'NRCAN_ts.nc'\n", + " \n", + " if not tsfile.exists():\n", + " # Path to unified NetCDF ML dataset file on the THREDDS server (OPeNDAP link)\n", + " NRCAN_url='https://pavics.ouranos.ca/twitcher/ows/proxy/thredds/dodsC/birdhouse/1-Datasets/gridded_obs/nrcan_v2.ncml'\n", + "\n", + " #Open the dataset file and slice the desired lat/lon (+1°Buffer) and limit to the time simulation duration\n", + " ds=xr.open_dataset(NRCAN_url).sel(lat=slice(lat_max+1,lat_min-1), lon=slice(lon_min-1,lon_max+1), time=slice(start, stop))\n", + "\n", + " # Now apply the mask of the basin contour and average the values to get a single time series \n", + " sub = ds.salem.roi(shape=shdf).mean(dim={'lat','lon'}, keep_attrs=True)\n", + "\n", + " sub.to_netcdf(tsfile)\n", + "\n", + " # Raven expects to have 00:00:00 at the end of the time vector, so let's add that\n", + " D = nc.Dataset(tsfile, mode=\"a\")\n", + " D.variables[\"time\"].units += \" 00:00:00\"\n", + " D.close()\n", + " \n", + " # Prepare the linear transform parameters for the hydrological model run.\n", + " nc_transforms = json.dumps({'tasmax': {'linear_transform': (1.0, -273.15)},'tasmin': {'linear_transform': (1.0, -273.15)},'pr': {'linear_transform': (86400.0, 0.0)}})" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "if dataset=='ERA5':\n", + " tsfile=tmp / 'ERA5_ts.nc'\n", + " day = dt.timedelta(days=1)\n", + " if not tsfile.exists(): \n", + " ERA5_url='https://pavics.ouranos.ca/twitcher/ows/proxy/thredds/dodsC/birdhouse/1-Datasets/reanalyses/era5.ncml'\n", + " ds=xr.open_dataset(ERA5_url).sel(latitude=slice(lat_max+1,lat_min-1), longitude=slice(lon_min+360-1,lon_max+360+1),time=slice(start - day, stop + day))\n", + "\n", + " # Special treatment for ERA5 in North America: ECMWF stores ERA5 longitude in 0:360 format rather than -180:180. We need to reassign the longitudes here\n", + " ds = ds.assign_coords({'longitude':ds['longitude'].values[:]-360})\n", + " sub = ds.salem.roi(shape=shdf).mean(dim={'latitude','longitude'},keep_attrs=True)\n", + "\n", + " # Define the path to the netcdf file and write to disk (the basin averaged data)\n", + "\n", + " sub.to_netcdf(tsfile)\n", + "\n", + " # Add precision on time format for Raven\n", + " D = nc.Dataset(tsfile, mode=\"a\")\n", + " D.variables[\"time\"].units += \" 00:00:00\"\n", + " D.close()\n", + " \n", + " #Perform the linear transform and time shift\n", + " nc_transforms=json.dumps({'tas': {'linear_transform': (1.0, -273.15), 'time_shift': UTCoffset_hours/24}, 'pr': {'linear_transform': (1000, 0.0), 'time_shift': UTCoffset_hours/24}}) \n", + " " + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + }, + { + 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Map of precip snapshot\n", + "ds.pr.isel(time=2).salem.roi(shape=shdf).salem.quick_map()" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "\n", + "array([1.9725623e-05, 2.7161006e-05, 3.7725804e-05, ..., 1.8322079e-06,\n", + " 1.3108788e-06, 1.3241714e-06], dtype=float32)\n", + "Coordinates:\n", + " * time (time) datetime64[ns] 2000-12-31 2000-12-31T01:00:00 ... 2001-03-01\n", + "Attributes:\n", + " units: m\n", + " long_name: Total precipitation\n", + " pyproj_srs: +proj=longlat +datum=WGS84 +no_defs" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "sub.pr" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [], + "source": [ + "# Model configuration parameters\n", + "config = dict(\n", + " start_date=start, \n", + " end_date=stop,\n", + " area=basin_area,\n", + " elevation=basin_elevation,\n", + " latitude=basin_latitude,\n", + " longitude=basin_longitude,\n", + " run_name='test_' + dataset + '_' + hydromodel,\n", + " nc_spec= nc_transforms\n", + ")\n" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [], + "source": [ + "# Here is where the magic happens, and the RAVEN modeling framework parses the information that we give it\n", + "# to run the hydrological model that we chose with the dataset that we chose.\n", + "\n", + "# Here we provide a set of hydrological model parameters by default, but these can be adjusted, modified or calibrated later.\n", + "if hydromodel=='HMETS':\n", + " params = '9.5019, 0.2774, 6.3942, 0.6884, 1.2875, 5.4134, 2.3641, 0.0973, 0.0464, 0.1998, 0.0222, -1.0919,2.6851, 0.3740, 1.0000, 0.4739, 0.0114, 0.0243, 0.0069, 310.7211, 916.1947'\n", + " resp = wps.raven_hmets(ts=str(tsfile), params=params, rain_snow_fraction='RAINSNOW_DINGMAN', **config,)\n", + " \n", + "elif hydromodel=='GR4JCN':\n", + " params = '0.529, -3.396, 407.29, 1.072, 16.9, 0.947'\n", + " resp = wps.raven_gr4j_cemaneige(ts=str(tsfile), params = params, **config)\n", + " \n", + "elif hydromodel=='MOHYSE':\n", + " params = '1.00, 0.0468, 4.2952, 2.6580, 0.4038, 0.0621, 0.0273, 0.0453'\n", + " hrus = '0.9039, 5.6179775' # MOHYSE has a particular setup that requires parameters for HRUs.\n", + " resp = wps.raven_mohyse(ts=str(tsfile), params = params, hrus=hrus, rain_snow_fraction='RAINSNOW_DINGMAN', **config) \n", + " \n", + "elif hydromodel=='HBVEC':\n", + " params = '0.05984519, 4.072232, 2.001574, 0.03473693, 0.09985144, 0.5060520, 3.438486, 38.32455, 0.4606565, 0.06303738, 2.277781, 4.873686, 0.5718813, 0.04505643, 0.877607, 18.94145, 2.036937, 0.4452843, 0.6771759, 1.141608, 1.024278'\n", + " resp = wps.raven_hbv_ec(ts=str(tsfile), evaporation=\"PET_OUDIN\", ow_evaporation=\"PET_OUDIN\", params=params, **config)\n", + " " + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [], + "source": [ + "# The model has run! We can get the response.\n", + "# With `asobj` set to False, only the reference to the output is returned in the response. \n", + "# Setting `asobj` to True will retrieve the actual files and copy them locally. \n", + "[hydrograph, storage, solution, diagnostics, rv] = resp.get(asobj=True)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Since we requested output objects, we can simply access the output objects. The dianostics is just a CSV file: " + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + ":TimeStamp 2001-02-28 00:00:00.00\n", + ":HRUStateVariableTable\n", + " :Attributes,SURFACE_WATER,ATMOSPHERE,ATMOS_PRECIP,PONDED_WATER,SOIL[0],SOIL[1],SNOW,SNOW_LIQ,CUM_SNOWMELT,CONVOLUTION[0],CONVOLUTION[1],AET,CONV_STOR[0],CONV_STOR[1],CONV_STOR[2],CONV_STOR[3],CONV_STOR[4],CONV_STOR[5],CONV_STOR[6],CONV_STOR[7],CONV_STOR[8],CONV_STOR[9],CONV_STOR[10],CONV_STOR[11],CONV_STOR[12],CONV_STOR[13],CONV_STOR[14],CONV_STOR[15],CONV_STOR[16],CONV_STOR[17],CONV_STOR[18],CONV_STOR[19],CONV_STOR[20],CONV_STOR[21],CONV_STOR[22],CONV_STOR[23],CONV_STOR[24],CONV_STOR[25],CONV_STOR[26],CONV_STOR[27],CONV_STOR[28],CONV_STOR[29],CONV_STOR[30],CONV_STOR[31],CONV_STOR[32],CONV_STOR[33],CONV_STOR[34],CONV_STOR[35],CONV_STOR[36],CONV_STOR[37],CONV_STOR[38],CONV_STOR[39],CONV_STOR[40],CONV_STOR[41],CONV_STOR[42],CONV_STOR[43],CONV_STOR[44],CONV_STOR[45],CONV_STOR[46],CONV_STOR[47],CONV_STOR[48],CONV_STOR[49],CONV_STOR[50],CONV_STOR[51],CONV_STOR[52],CONV_STOR[53],CONV_STOR[54],CONV_STOR[55],CONV_STOR[56],CONV_STOR[57],CONV_STOR[58],CONV_STOR[59],CONV_STOR[60],CONV_STOR[61],CONV_STOR[62],CONV_STOR[63],CONV_STOR[64],CONV_STOR[65],CONV_STOR[66],CONV_STOR[67],CONV_STOR[68],CONV_STOR[69],CONV_STOR[70],CONV_STOR[71],CONV_STOR[72],CONV_STOR[73],CONV_STOR[74],CONV_STOR[75],CONV_STOR[76],CONV_STOR[77],CONV_STOR[78],CONV_STOR[79],CONV_STOR[80],CONV_STOR[81],CONV_STOR[82],CONV_STOR[83],CONV_STOR[84],CONV_STOR[85],CONV_STOR[86],CONV_STOR[87],CONV_STOR[88],CONV_STOR[89],CONV_STOR[90],CONV_STOR[91],CONV_STOR[92],CONV_STOR[93],CONV_STOR[94],CONV_STOR[95],CONV_STOR[96],CONV_STOR[97],CONV_STOR[98],CONV_STOR[99]\n", + " :Units,mm,mm,mm,mm,mm,mm,mm,mm,mm,mm,mm,mm,mm,mm,mm,mm,mm,mm,mm,mm,mm,mm,mm,mm,mm,mm,mm,mm,mm,mm,mm,mm,mm,mm,mm,mm,mm,mm,mm,mm,mm,mm,mm,mm,mm,mm,mm,mm,mm,mm,mm,mm,mm,mm,mm,mm,mm,mm,mm,mm,mm,mm,mm,mm,mm,mm,mm,mm,mm,mm,mm,mm,mm,mm,mm,mm,mm,mm,mm,mm,mm,mm,mm,mm,mm,mm,mm,mm,mm,mm,mm,mm,mm,mm,mm,mm,mm,mm,mm,mm,mm,mm,mm,mm,mm,mm,mm,mm,mm,mm,mm,mm\n", + " 1,0.00000,0.00000,-3.91667,0.00000,19.18146,339.42372,3.91667,0.00000,0.00000,0.00000,0.00000,0.00000,0.00000,0.00000,0.00000,0.00000,0.00000,0.00000,0.00000,0.00000,0.00000,0.00000,0.00000,0.00000,0.00000,0.00000,0.00000,0.00000,0.00000,0.00000,0.00000,0.00000,0.00000,0.00000,0.00000,0.00000,0.00000,0.00000,0.00000,0.00000,0.00000,0.00000,0.00000,0.00000,0.00000,0.00000,0.00000,0.00000,0.00000,0.00000,0.00000,0.00000,0.00000,0.00000,0.00000,0.00000,0.00000,0.00000,0.00000,0.00000,0.00000,0.00000,0.00000,0.00000,0.00000,0.00000,0.00000,0.00000,0.00000,0.00000,0.00000,0.00000,0.00000,0.00000,0.00000,0.00000,0.00000,0.00000,0.00000,0.00000,0.00000,0.00000,0.00000,0.00000,0.00000,0.00000,0.00000,0.00000,0.00000,0.00000,0.00000,0.00000,0.00000,0.00000,0.00000,0.00000,0.00000,0.00000,0.00000,0.00000,0.00000,0.00000,0.00000,0.00000,0.00000,0.00000,0.00000,0.00000,0.00000,0.00000,0.00000,0.00000\n", + ":EndHRUStateVariableTable\n", + ":BasinStateVariables\n", + " :BasinIndex 1,watershed\n", + " :ChannelStorage, 0.00000\n", + " :RivuletStorage, 63759773.48786\n", + " :Qout,1,1475.92068,1492.85062\n", + " :Qlat,3,1475.92068,1492.85062,1510.14332,1475.92068\n", + " :Qin ,20,0.00000,0.00000,0.00000,0.00000,0.00000,0.00000,0.00000,0.00000,0.00000,0.00000,0.00000,0.00000,0.00000,0.00000,0.00000,0.00000,0.00000,0.00000,0.00000,0.00000\n", + ":EndBasinStateVariables\n", + "\n" + ] + } + ], + "source": [ + "print(diagnostics)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The `hydrograph` and `storage` outputs are netCDF files storing the time series. These files are opened by default using `xarray`, which provides convenient and powerful time series analysis and plotting tools. " + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "\n", + "array([[ 0. ],\n", + " [1804.451682],\n", + " [3571.474031],\n", + " [3497.758444],\n", + " [3426.289786],\n", + " [3356.990978],\n", + " [3289.787652],\n", + " [3224.608061],\n", + " [3161.382979],\n", + " [3100.045617],\n", + " [3040.531534],\n", + " [2982.778556],\n", + " [2926.726694],\n", + " [2872.318067],\n", + " [2819.496829],\n", + " [2768.209095],\n", + " [2718.402874],\n", + " [2670.027999],\n", + " [2623.036064],\n", + " [2577.380364],\n", + " [2533.01583 ],\n", + " [2489.898976],\n", + " [2447.98784 ],\n", + " [2407.24193 ],\n", + " [2367.622175],\n", + " [2329.090872],\n", + " [2291.611637],\n", + " [2255.149362],\n", + " [2219.670167],\n", + " [2185.141357],\n", + " [2151.53138 ],\n", + " [2118.809788],\n", + " [2086.947198],\n", + " [2055.915251],\n", + " [2025.68658 ],\n", + " [1996.234772],\n", + " [1967.534337],\n", + " [1939.560674],\n", + " [1912.290037],\n", + " [1885.69951 ],\n", + " [1859.766975],\n", + " [1834.471081],\n", + " [1809.791224],\n", + " [1785.707513],\n", + " [1762.20075 ],\n", + " [1739.252403],\n", + " [1716.844583],\n", + " [1694.960024],\n", + " [1673.582056],\n", + " [1652.694588],\n", + " [1632.282085],\n", + " [1612.329551],\n", + " [1592.822507],\n", + " [1573.746977],\n", + " [1555.089464],\n", + " [1536.83694 ],\n", + " [1518.976824],\n", + " [1501.49697 ],\n", + " [1484.38565 ]])\n", + "Coordinates:\n", + " * time (time) datetime64[ns] 2001-01-01 2001-01-02 ... 2001-02-28\n", + " basin_name (nbasins) object ...\n", + "Dimensions without coordinates: nbasins\n", + "Attributes:\n", + " units: m**3 s**-1\n", + " long_name: Simulated outflows" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "hydrograph.q_sim" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "from pandas.plotting import register_matplotlib_converters\n", + "register_matplotlib_converters()\n", + "\n", + "hydrograph.q_sim.plot()" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Max: \n", + "array(3571.47403105)\n", + "Mean: \n", + "array(2231.11144315)\n", + "Monthly means: \n", + "array([[2648.69867205],\n", + " [1768.78272545]])\n", + "Coordinates:\n", + " basin_name (nbasins) object ...\n", + " * month (month) int64 1 2\n", + "Dimensions without coordinates: nbasins\n" + ] + } + ], + "source": [ + "print(\"Max: \", hydrograph.q_sim.max())\n", + "print(\"Mean: \", hydrograph.q_sim.mean())\n", + "print(\"Monthly means: \", hydrograph.q_sim.groupby(hydrograph.time.dt.month).mean(dim='time'))" + ] + } + ], + "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": "3.6.7" + } + }, + "nbformat": 4, + "nbformat_minor": 1 +} diff --git a/docs/source/notebooks/index.rst b/docs/source/notebooks/index.rst index 00380dc5..3f613178 100644 --- a/docs/source/notebooks/index.rst +++ b/docs/source/notebooks/index.rst @@ -15,12 +15,15 @@ Note that some of these notebooks need the bleeding edge version of OWSLib_ (>=0 running_mohyse running_hbv_ec getting_variables_other_than_flow + canopex + watershed_subset + gridded_data_subset multi_model_simulation Raven_run_parallel_basins Run_Raven_with_Parallel_parameters computing_objective_functions Delineation_workflow - Time series analysis + time_series_analysis Perform_Regionalization running_OSTRICH_hmets running_OSTRICH_gr4jcn diff --git a/docs/source/notebooks/multi_model_simulation.ipynb b/docs/source/notebooks/multi_model_simulation.ipynb index 1e7d7fbc..ddd3ae6e 100644 --- a/docs/source/notebooks/multi_model_simulation.ipynb +++ b/docs/source/notebooks/multi_model_simulation.ipynb @@ -76,7 +76,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "['observed data series,filename,DIAG_NASH_SUTCLIFFE,DIAG_RMSE,\\nHYDROGRAPH,/tmp/pywps_process_6t3oy58_/Salmon-River-Near-Prince-George_meteo_daily.nc,-0.0371048,36.562,\\n', 'observed data series,filename,DIAG_NASH_SUTCLIFFE,DIAG_RMSE,\\nHYDROGRAPH,/tmp/pywps_process_6t3oy58_/Salmon-River-Near-Prince-George_meteo_daily.nc,-7.03141,101.745,\\n']\n", + "['observed data series,filename,DIAG_NASH_SUTCLIFFE,DIAG_RMSE,\\nHYDROGRAPH,/tmp/pywps_process_vtlvojxr/Salmon-River-Near-Prince-George_meteo_daily.nc,-0.0371048,36.562,\\n', 'observed data series,filename,DIAG_NASH_SUTCLIFFE,DIAG_RMSE,\\nHYDROGRAPH,/tmp/pywps_process_vtlvojxr/Salmon-River-Near-Prince-George_meteo_daily.nc,-7.03141,101.745,\\n']\n", "[\n", "Dimensions: (nbasins: 1, time: 732)\n", "Coordinates:\n", @@ -91,7 +91,7 @@ "Attributes:\n", " Conventions: CF-1.6\n", " featureType: timeSeries\n", - " history: Created on 2019-12-09 21:37:04 by Raven\n", + " history: Created on 2020-03-09 15:41:59 by Raven\n", " description: Standard Output\n", " title: Simulated river discharge\n", " references: Craig J.R. and the Raven Development Team Raven use...\n", @@ -113,7 +113,7 @@ "Attributes:\n", " Conventions: CF-1.6\n", " featureType: timeSeries\n", - " history: Created on 2019-12-09 21:37:04 by Raven\n", + " history: Created on 2020-03-09 15:41:59 by Raven\n", " description: Standard Output\n", " title: Simulated river discharge\n", " references: Craig J.R. and the Raven Development Team Raven use...\n", @@ -154,8 +154,8 @@ " [ 0.165788],\n", " [ 0.559366],\n", " ...,\n", - " [28.077934],\n", - " [27.835867],\n", + " [28.077935],\n", + " [27.835868],\n", " [27.597955]])\n", "Coordinates:\n", " * time (time) datetime64[ns] 2000-01-01 2000-01-02 ... 2002-01-01\n", @@ -183,7 +183,7 @@ { "data": { "text/plain": [ - "[]" + "[]" ] }, "execution_count": 5, @@ -192,7 +192,7 @@ }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "
" ] @@ -221,22 +221,22 @@ "output_type": "stream", "text": [ "Max: \n", - "array(89.92282574)\n", + "array(89.92282654)\n", "Mean: \n", - "array(24.68315926)\n", + "array(24.68315955)\n", "Monthly means: \n", - "array([[14.51757372],\n", - " [11.47384691],\n", - " [10.07247858],\n", - " [20.42010158],\n", - " [24.37541465],\n", - " [22.55812604],\n", - " [23.56102348],\n", - " [25.30086037],\n", - " [28.72388552],\n", - " [34.37781245],\n", - " [46.44695633],\n", - " [34.09486191]])\n", + "array([[14.51757387],\n", + " [11.47384701],\n", + " [10.07247867],\n", + " [20.42010176],\n", + " [24.37541489],\n", + " [22.55812621],\n", + " [23.56102364],\n", + " [25.3008606 ],\n", + " [28.72388591],\n", + " [34.377813 ],\n", + " [46.44695716],\n", + " [34.09486238]])\n", "Coordinates:\n", " basin_name (nbasins) object ...\n", " * month (month) int64 1 2 3 4 5 6 7 8 9 10 11 12\n", diff --git a/docs/source/notebooks/running_OSTRICH_gr4jcn.ipynb b/docs/source/notebooks/running_OSTRICH_gr4jcn.ipynb index 1904f214..1d0220d9 100644 --- a/docs/source/notebooks/running_OSTRICH_gr4jcn.ipynb +++ b/docs/source/notebooks/running_OSTRICH_gr4jcn.ipynb @@ -167,7 +167,7 @@ { "data": { "text/plain": [ - "[]" + "[]" ] }, "execution_count": 6, @@ -176,7 +176,7 @@ }, { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -211,10 +211,10 @@ "output_type": "stream", "text": [ "observed data series,filename,DIAG_NASH_SUTCLIFFE,DIAG_RMSE,\n", - "HYDROGRAPH,/tmp/pywps_process_pqta3cqo/Salmon-River-Near-Prince-George_meteo_daily.nc,0.486033,37.1449,\n", + "HYDROGRAPH,/tmp/pywps_process_xdlo709v/Salmon-River-Near-Prince-George_meteo_daily.nc,0.486033,37.1449,\n", "\n", "observed data series,filename,DIAG_NASH_SUTCLIFFE,DIAG_RMSE,\n", - "HYDROGRAPH,/tmp/pywps_process_duj1_sxt/Salmon-River-Near-Prince-George_meteo_daily.nc,0.486033,37.1449,\n", + "HYDROGRAPH,/tmp/pywps_process_szqq6q1v/Salmon-River-Near-Prince-George_meteo_daily.nc,0.486033,37.1449,\n", "\n" ] } diff --git a/docs/source/notebooks/running_OSTRICH_hbvec.ipynb b/docs/source/notebooks/running_OSTRICH_hbvec.ipynb index 3b31792b..7c1284b8 100644 --- a/docs/source/notebooks/running_OSTRICH_hbvec.ipynb +++ b/docs/source/notebooks/running_OSTRICH_hbvec.ipynb @@ -115,9 +115,9 @@ " [ 0.747941],\n", " [ 1.014662],\n", " ...,\n", - " [ 1.419883],\n", - " [ 6.405398],\n", - " [24.354933]])\n", + " [ 3.402843],\n", + " [ 8.686634],\n", + " [28.116509]])\n", "Coordinates:\n", " * time (time) datetime64[ns] 1954-01-01 1954-01-02 ... 1954-07-28\n", " basin_name (nbasins) object ...\n", @@ -144,7 +144,7 @@ { "data": { "text/plain": [ - "[]" + "[]" ] }, "execution_count": 5, @@ -153,7 +153,7 @@ }, { "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ "
" ] @@ -181,17 +181,17 @@ "output_type": "stream", "text": [ "Max: \n", - "array(53.46195941)\n", + "array(59.61522142)\n", "Mean: \n", - "array(2.70970312)\n", + "array(3.35716365)\n", "Monthly means: \n", "array([[5.70648088e-01],\n", " [2.19688243e-03],\n", " [0.00000000e+00],\n", " [0.00000000e+00],\n", - " [1.50787290e+01],\n", - " [2.76486850e-01],\n", - " [2.60146947e+00]])\n", + " [1.77313287e+01],\n", + " [7.13205053e-01],\n", + " [4.02958061e+00]])\n", "Coordinates:\n", " basin_name (nbasins) object ...\n", " * month (month) int64 1 2 3 4 5 6 7\n", @@ -222,7 +222,7 @@ { "data": { "text/plain": [ - "'observed data series,filename,DIAG_NASH_SUTCLIFFE,DIAG_RMSE,\\nHYDROGRAPH,/tmp/pywps_process_l2qioue0/Salmon-River-Near-Prince-George_meteo_daily.nc,-0.267594,58.3339,\\n'" + "'observed data series,filename,DIAG_NASH_SUTCLIFFE,DIAG_RMSE,\\nHYDROGRAPH,/tmp/pywps_process_jhrr2yvi/Salmon-River-Near-Prince-George_meteo_daily.nc,-0.225991,57.3687,\\n'" ] }, "execution_count": 7, @@ -275,7 +275,7 @@ { "data": { "text/plain": [ - "'observed data series,filename,DIAG_NASH_SUTCLIFFE,DIAG_RMSE,\\nHYDROGRAPH,/tmp/pywps_process_cze_6bdt/Salmon-River-Near-Prince-George_meteo_daily.nc,-0.267594,58.3339,\\n'" + "'observed data series,filename,DIAG_NASH_SUTCLIFFE,DIAG_RMSE,\\nHYDROGRAPH,/tmp/pywps_process_qfqtz3r9/Salmon-River-Near-Prince-George_meteo_daily.nc,-0.225991,57.3687,\\n'" ] }, "execution_count": 9, diff --git a/docs/source/notebooks/running_OSTRICH_hmets.ipynb b/docs/source/notebooks/running_OSTRICH_hmets.ipynb index dd9c2b26..524622fb 100644 --- a/docs/source/notebooks/running_OSTRICH_hmets.ipynb +++ b/docs/source/notebooks/running_OSTRICH_hmets.ipynb @@ -144,7 +144,7 @@ { "data": { "text/plain": [ - "[]" + "[]" ] }, "execution_count": 5, @@ -153,7 +153,7 @@ }, { "data": { - "image/png": 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+ "image/png": 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\n", "text/plain": [ "
" ] @@ -222,7 +222,7 @@ { "data": { "text/plain": [ - "'observed data series,filename,DIAG_NASH_SUTCLIFFE,DIAG_RMSE,\\nHYDROGRAPH,/tmp/pywps_process_yyurfact/Salmon-River-Near-Prince-George_meteo_daily.nc,-2.2878,93.9472,\\n'" + "'observed data series,filename,DIAG_NASH_SUTCLIFFE,DIAG_RMSE,\\nHYDROGRAPH,/tmp/pywps_process_uwbcdhyt/Salmon-River-Near-Prince-George_meteo_daily.nc,-2.2878,93.9472,\\n'" ] }, "execution_count": 7, @@ -275,7 +275,7 @@ { "data": { "text/plain": [ - "'observed data series,filename,DIAG_NASH_SUTCLIFFE,DIAG_RMSE,\\nHYDROGRAPH,/tmp/pywps_process_umnvjr96/Salmon-River-Near-Prince-George_meteo_daily.nc,-2.28789,93.9485,\\n'" + "'observed data series,filename,DIAG_NASH_SUTCLIFFE,DIAG_RMSE,\\nHYDROGRAPH,/tmp/pywps_process_z3dif4zk/Salmon-River-Near-Prince-George_meteo_daily.nc,-2.28789,93.9485,\\n'" ] }, "execution_count": 9, diff --git a/docs/source/notebooks/running_OSTRICH_mohyse.ipynb b/docs/source/notebooks/running_OSTRICH_mohyse.ipynb index edcd6573..8c7c993d 100644 --- a/docs/source/notebooks/running_OSTRICH_mohyse.ipynb +++ b/docs/source/notebooks/running_OSTRICH_mohyse.ipynb @@ -120,7 +120,7 @@ " ...,\n", " [17.875367],\n", " [17.30535 ],\n", - " [16.747392]])\n", + " [16.747391]])\n", "Coordinates:\n", " * time (time) datetime64[ns] 1954-01-01 1954-01-02 ... 1954-07-28\n", " basin_name (nbasins) object ...\n", @@ -147,7 +147,7 @@ { "data": { "text/plain": [ - "[]" + "[]" ] }, "execution_count": 5, @@ -156,7 +156,7 @@ }, { "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ "
" ] @@ -186,15 +186,15 @@ "Max: \n", "array(61.20512771)\n", "Mean: \n", - "array(26.91468185)\n", + "array(26.91468183)\n", "Monthly means: \n", "array([[ 0. ],\n", " [ 0.26801909],\n", " [11.08674251],\n", " [40.6703697 ],\n", " [59.69526693],\n", - " [48.95010152],\n", - " [26.2431265 ]])\n", + " [48.9501015 ],\n", + " [26.24312637]])\n", "Coordinates:\n", " basin_name (nbasins) object ...\n", " * month (month) int64 1 2 3 4 5 6 7\n", @@ -225,7 +225,7 @@ { "data": { "text/plain": [ - "'observed data series,filename,DIAG_NASH_SUTCLIFFE,DIAG_RMSE,\\nHYDROGRAPH,/tmp/pywps_process_888vzov9/Salmon-River-Near-Prince-George_meteo_daily.nc,0.382681,40.7086,\\n'" + "'observed data series,filename,DIAG_NASH_SUTCLIFFE,DIAG_RMSE,\\nHYDROGRAPH,/tmp/pywps_process_0ohz5jwm/Salmon-River-Near-Prince-George_meteo_daily.nc,0.382681,40.7086,\\n'" ] }, "execution_count": 7, @@ -278,7 +278,7 @@ { "data": { "text/plain": [ - "'observed data series,filename,DIAG_NASH_SUTCLIFFE,DIAG_RMSE,\\nHYDROGRAPH,/tmp/pywps_process_glqet4a1/Salmon-River-Near-Prince-George_meteo_daily.nc,-1.81387,86.9127,\\n'" + "'observed data series,filename,DIAG_NASH_SUTCLIFFE,DIAG_RMSE,\\nHYDROGRAPH,/tmp/pywps_process_x3jsi9es/Salmon-River-Near-Prince-George_meteo_daily.nc,-1.81387,86.9127,\\n'" ] }, "execution_count": 9, diff --git a/docs/source/notebooks/running_gr4jcn.ipynb b/docs/source/notebooks/running_gr4jcn.ipynb index c12cf671..4283e738 100644 --- a/docs/source/notebooks/running_gr4jcn.ipynb +++ b/docs/source/notebooks/running_gr4jcn.ipynb @@ -78,7 +78,7 @@ "output_type": "stream", "text": [ "observed data series,filename,DIAG_NASH_SUTCLIFFE,DIAG_RMSE,\n", - "HYDROGRAPH,/tmp/pywps_process_0i54spjt/Salmon-River-Near-Prince-George_meteo_daily.nc,-0.0371048,36.562,\n", + "HYDROGRAPH,/tmp/pywps_process_q45enn8e/Salmon-River-Near-Prince-George_meteo_daily.nc,-0.0371048,36.562,\n", "\n" ] } @@ -107,8 +107,8 @@ " [ 0.165788],\n", " [ 0.559366],\n", " ...,\n", - " [28.077934],\n", - " [27.835867],\n", + " [28.077935],\n", + " [27.835868],\n", " [27.597955]])\n", "Coordinates:\n", " * time (time) datetime64[ns] 2000-01-01 2000-01-02 ... 2002-01-01\n", @@ -136,7 +136,7 @@ { "data": { "text/plain": [ - "[]" + "[]" ] }, "execution_count": 5, @@ -145,7 +145,7 @@ }, { "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ "
" ] @@ -173,22 +173,22 @@ "output_type": "stream", "text": [ "Max: \n", - "array(89.92282574)\n", + "array(89.92282654)\n", "Mean: \n", - "array(24.68315926)\n", + "array(24.68315955)\n", "Monthly means: \n", - "array([[14.51757372],\n", - " [11.47384691],\n", - " [10.07247858],\n", - " [20.42010158],\n", - " [24.37541465],\n", - " [22.55812604],\n", - " [23.56102348],\n", - " [25.30086037],\n", - " [28.72388552],\n", - " [34.37781245],\n", - " [46.44695633],\n", - " [34.09486191]])\n", + "array([[14.51757387],\n", + " [11.47384701],\n", + " [10.07247867],\n", + " [20.42010176],\n", + " [24.37541489],\n", + " [22.55812621],\n", + " [23.56102364],\n", + " [25.3008606 ],\n", + " [28.72388591],\n", + " [34.377813 ],\n", + " [46.44695716],\n", + " [34.09486238]])\n", "Coordinates:\n", " basin_name (nbasins) object ...\n", " * month (month) int64 1 2 3 4 5 6 7 8 9 10 11 12\n", diff --git a/docs/source/notebooks/running_hbv_ec.ipynb b/docs/source/notebooks/running_hbv_ec.ipynb index 30bc4f4d..f5911c07 100644 --- a/docs/source/notebooks/running_hbv_ec.ipynb +++ b/docs/source/notebooks/running_hbv_ec.ipynb @@ -80,7 +80,7 @@ "output_type": "stream", "text": [ "observed data series,filename,DIAG_NASH_SUTCLIFFE,DIAG_RMSE,\n", - "HYDROGRAPH,/tmp/pywps_process__642pqgm/Salmon-River-Near-Prince-George_meteo_daily.nc,-0.075407,37.231,\n", + "HYDROGRAPH,/tmp/pywps_process_55nmc3lt/input.nc,-0.075407,37.231,\n", "\n" ] } @@ -138,7 +138,7 @@ { "data": { "text/plain": [ - "[]" + "[]" ] }, "execution_count": 5, @@ -147,7 +147,7 @@ }, { "data": { - "image/png": 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\n", 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\n", 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" ] diff --git a/docs/source/notebooks/running_hmets.ipynb b/docs/source/notebooks/running_hmets.ipynb index 23eac033..1474f345 100644 --- a/docs/source/notebooks/running_hmets.ipynb +++ b/docs/source/notebooks/running_hmets.ipynb @@ -79,7 +79,7 @@ "output_type": "stream", "text": [ "observed data series,filename,DIAG_NASH_SUTCLIFFE,DIAG_RMSE,\n", - "HYDROGRAPH,/tmp/pywps_process_98i20iw0/Salmon-River-Near-Prince-George_meteo_daily.nc,-7.03141,101.745,\n", + "HYDROGRAPH,/tmp/pywps_process_zan0_otk/input.nc,-7.03141,101.745,\n", "\n" ] } @@ -137,7 +137,7 @@ { "data": { "text/plain": [ - "[]" + "[]" ] }, "execution_count": 5, @@ -146,7 +146,7 @@ }, { "data": { - "image/png": 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\n", 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\n", 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" ] diff --git a/docs/source/notebooks/running_mohyse.ipynb b/docs/source/notebooks/running_mohyse.ipynb index c8e3a1b2..734ee4d4 100644 --- a/docs/source/notebooks/running_mohyse.ipynb +++ b/docs/source/notebooks/running_mohyse.ipynb @@ -80,7 +80,7 @@ "output_type": "stream", "text": [ "observed data series,filename,DIAG_NASH_SUTCLIFFE,DIAG_RMSE,\n", - "HYDROGRAPH,/tmp/pywps_process_mmmi1jed/Salmon-River-Near-Prince-George_meteo_daily.nc,0.194612,32.2196,\n", + "HYDROGRAPH,/tmp/pywps_process_6uslcp5c/input.nc,0.194612,32.2196,\n", "\n" ] } @@ -138,7 +138,7 @@ { "data": { "text/plain": [ - "[]" + "[]" ] }, "execution_count": 5, @@ -147,7 +147,7 @@ }, { "data": { - "image/png": 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\n", + "image/png": 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\n", 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\n", 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\n", 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\n", 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\n", 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" ] @@ -299,7 +299,7 @@ " standard_name: discharge\n", " cell_methods: \n", " mode: min\n", - " history: [2020-01-07 17:20:10] freq_analysis: freq_analysis(da, mo..." + " history: [2020-03-09 15:39:43] freq_analysis: freq_analysis(da, mo..." ] }, "execution_count": 8, @@ -327,7 +327,7 @@ { "data": { "text/plain": [ - "[]" + "[]" ] }, "execution_count": 9, @@ -336,7 +336,7 @@ }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -380,10 +380,10 @@ "Attributes:\n", " units: \n", " long_name: gumbel_r distribution parameters\n", - " history: [2020-01-07 17:20:10] ts_stats: ts_stats(da:xarray.core.d...\n", + " history: [2020-03-09 15:39:46] ts_stats: ts_stats(da, op, freq='YS...\n", " cell_methods: time: fit\n", " standard_name: gumbel_r parameters\n", - " description: Parameters of the gumbel_r distribution\n", + " description: Parameters of the gumbel_r distribution fitted \n", " original_name: discharge\n", " estimator: Maximum likelihood\n", " scipy_dist: gumbel_r" @@ -418,7 +418,7 @@ "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ "" ] diff --git a/raven/__init__.py b/raven/__init__.py index 5bed9592..5922ce67 100644 --- a/raven/__init__.py +++ b/raven/__init__.py @@ -9,7 +9,7 @@ __author__ = """David Huard""" __email__ = 'huard.david@ouranos.ca' -__version__ = '0.9.0' +__version__ = '0.10.0-beta' if 'DO_NOT_CHECK_EXECUTABLE_EXISTENCE' not in os.environ: raven_exec = Path(__file__).parent.parent / 'bin' / 'raven' diff --git a/raven/processes/wps_hydrobasins_shape_selection.py b/raven/processes/wps_hydrobasins_shape_selection.py index 5aaa9c58..987e0427 100644 --- a/raven/processes/wps_hydrobasins_shape_selection.py +++ b/raven/processes/wps_hydrobasins_shape_selection.py @@ -76,6 +76,7 @@ def _handler(self, request, response): lakes = True # request.inputs['lakes'][0].data collect_upstream = request.inputs['aggregate_upstream'][0].data lon, lat = parse_lonlat(request.inputs['location'][0].data) + bbox = (lon, lat, lon, lat) shape_url = tempfile.NamedTemporaryFile(prefix='hybas_', suffix='.gml', delete=False, diff --git a/raven/processes/wps_raven_gr4j_cemaneige.py b/raven/processes/wps_raven_gr4j_cemaneige.py index 26a7add8..1475a946 100644 --- a/raven/processes/wps_raven_gr4j_cemaneige.py +++ b/raven/processes/wps_raven_gr4j_cemaneige.py @@ -49,6 +49,6 @@ class RavenGR4JCemaNeigeProcess(RavenProcess): model_cls = GR4JCN tuple_inputs = {'params': GR4JCN.params} - inputs = [wio.ts, wio.nc_spec, params, wio.start_date, wio.end_date, wio.duration, wio.run_name, + inputs = [wio.ts, wio.nc_spec, params, wio.start_date, wio.end_date, wio.nc_index, wio.duration, wio.run_name, wio.name, wio.area, wio.latitude, wio.longitude, wio.elevation, wio.nc_index, wio.evaporation, wio.rain_snow_fraction] diff --git a/raven/processes/wps_raven_hbv_ec.py b/raven/processes/wps_raven_hbv_ec.py index 00a1c781..8b34b181 100644 --- a/raven/processes/wps_raven_hbv_ec.py +++ b/raven/processes/wps_raven_hbv_ec.py @@ -44,6 +44,7 @@ class RavenHBVECProcess(RavenProcess): model_cls = HBVEC tuple_inputs = {'params': HBVEC.params} - inputs = [wio.ts, wio.nc_spec, params, wio.start_date, wio.end_date, wio.duration, wio.run_name, + + inputs = [wio.ts, wio.nc_spec, params, wio.start_date, wio.end_date, wio.nc_index, wio.duration, wio.run_name, wio.name, wio.area, wio.latitude, wio.longitude, wio.elevation, wio.rain_snow_fraction, wio.evaporation, wio.ow_evaporation] diff --git a/raven/processes/wps_raven_hmets.py b/raven/processes/wps_raven_hmets.py index 8f8e955a..05ec63e0 100644 --- a/raven/processes/wps_raven_hmets.py +++ b/raven/processes/wps_raven_hmets.py @@ -44,6 +44,5 @@ class RavenHMETSProcess(RavenProcess): model_cls = HMETS tuple_inputs = {'params': HMETS.params} - inputs = [wio.ts, wio.nc_spec, params, wio.start_date, wio.end_date, wio.duration, wio.run_name, - wio.name, wio.area, wio.latitude, wio.longitude, wio.elevation, wio.rain_snow_fraction, wio.evaporation, - ] + inputs = [wio.ts, wio.nc_spec, params, wio.start_date, wio.end_date, wio.nc_index, wio.duration, wio.run_name, + wio.name, wio.area, wio.latitude, wio.longitude, wio.elevation, wio.rain_snow_fraction, wio.evaporation] diff --git a/raven/processes/wps_raven_mohyse.py b/raven/processes/wps_raven_mohyse.py index 3a1f2430..8c368b76 100644 --- a/raven/processes/wps_raven_mohyse.py +++ b/raven/processes/wps_raven_mohyse.py @@ -39,5 +39,5 @@ class RavenMOHYSEProcess(RavenProcess): model_cls = MOHYSE tuple_inputs = {'params': MOHYSE.params, 'hrus': MOHYSE.hrus} - inputs = [wio.ts, wio.nc_spec, params, hrus, wio.start_date, wio.end_date, wio.duration, wio.run_name, + inputs = [wio.ts, wio.nc_spec, params, hrus, wio.start_date, wio.end_date, wio.nc_index, wio.duration, wio.run_name, wio.name, wio.area, wio.latitude, wio.longitude, wio.elevation, wio.rain_snow_fraction, wio.evaporation] diff --git a/raven/processes/wpsio.py b/raven/processes/wpsio.py index 1ba0b2c2..6b527f87 100644 --- a/raven/processes/wpsio.py +++ b/raven/processes/wpsio.py @@ -24,7 +24,7 @@ 'observed streamflow (qobs [m3/s]).', min_occurs=1, max_occurs=100, - supported_formats=[FORMATS.NETCDF, FORMATS.TEXT, FORMATS.SHP, ]) + supported_formats=[FORMATS.NETCDF, FORMATS.DODS, FORMATS.TEXT, FORMATS.SHP]) conf = ComplexInput('conf', 'Raven/Ostrich configuration files', abstract="Model configuration files, including the primary input file (rvi), the parameter " diff --git a/setup.cfg b/setup.cfg index 5e0bd3e6..bde0b12b 100644 --- a/setup.cfg +++ b/setup.cfg @@ -1,5 +1,5 @@ [bumpversion] -current_version = 0.9.0 +current_version = 0.10.0-beta commit = False tag = False parse = (?P\d+)\.(?P\d+).(?P\d+)(\-(?P[a-z]+))? diff --git a/tests/common.py b/tests/common.py index de311c3e..7b97348d 100644 --- a/tests/common.py +++ b/tests/common.py @@ -1,4 +1,3 @@ -import os from pathlib import Path import numpy as np