From e0ee8da185ddde0f5bd2294fa1ee402f3b5c7e89 Mon Sep 17 00:00:00 2001 From: Carsten Ehbrecht Date: Fri, 27 Nov 2020 17:38:44 +0100 Subject: [PATCH 1/2] update prov notebook --- notebooks/demo/demo-rooki-prov.ipynb | 229 ++++++++++++--------------- 1 file changed, 102 insertions(+), 127 deletions(-) diff --git a/notebooks/demo/demo-rooki-prov.ipynb b/notebooks/demo/demo-rooki-prov.ipynb index 8d7053b..04fe127 100644 --- a/notebooks/demo/demo-rooki-prov.ipynb +++ b/notebooks/demo/demo-rooki-prov.ipynb @@ -2,39 +2,35 @@ "cells": [ { "cell_type": "code", - "execution_count": 1, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ "import os\n", - "os.environ['ROOK_URL'] = 'http://cp4cds-cn1.dkrz.de/wps'\n", - "# os.environ['ROOK_URL'] = 'http://localhost:5000/wps'" + "# os.environ['ROOK_URL'] = 'http://cp4cds-cn1.dkrz.de/wps'\n", + "os.environ['ROOK_URL'] = 'http://localhost:5000/wps'" ] }, { "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "'http://cp4cds-cn1.dkrz.de/wps'" - ] - }, - "execution_count": 2, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "from rooki import rooki\n", "rooki.url" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## subsetting" + ] + }, { "cell_type": "code", - "execution_count": 3, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -44,20 +40,9 @@ }, { "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "True" - ] - }, - "execution_count": 4, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "resp = rooki.subset(collection, time=time)\n", "resp.ok" @@ -65,20 +50,9 @@ }, { "cell_type": "code", - "execution_count": 5, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "['http://cp4cds-cn1.dkrz.de:80/outputs/rook/5501bffe-2dc6-11eb-9767-f2e4655a10b7/tas_day_EC-EARTH_historical_r1i1p1_18800101-19001229.nc']" - ] - }, - "execution_count": 5, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "resp.download_urls()" ] @@ -87,25 +61,14 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## prov document" + "### provenance for subsetting" ] }, { "cell_type": "code", - "execution_count": 6, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "'http://cp4cds-cn1.dkrz.de:80/outputs/rook/51a0ba18-2dc6-11eb-9767-f2e4655a10b7/provenance.json'" - ] - }, - "execution_count": 6, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "prov_json_url = resp.provenance()\n", "prov_json_url" @@ -113,43 +76,9 @@ }, { "cell_type": "code", - "execution_count": 7, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "{'prefix': {'dcterms': 'http://purl.org/dc/terms/',\n", - " 'copernicus': 'https://copernicus.eu/ns/copernicus',\n", - " 'roocs': 'https://roocs.org/ns/roocs'},\n", - " 'agent': {'copernicus:CDS': {'prov:type': 'prov:Organization',\n", - " 'dcterms:title': 'Copernicus Climate Data Store'},\n", - " 'roocs:rook': {'prov:type': 'prov:SoftwareAgent',\n", - " 'dcterms:source': 'https://github.com/roocs/rook/releases/tag/v0.2.0'},\n", - " 'roocs:daops': {'prov:type': 'prov:SoftwareAgent',\n", - " 'dcterms:source': 'https://github.com/roocs/daops/releases/tag/v0.3.0'}},\n", - " 'wasAttributedTo': {'_:id1': {'prov:entity': 'roocs:rook',\n", - " 'prov:agent': 'copernicus:CDS'}},\n", - " 'activity': {'roocs:subset': {'roocs:time': '1880-01-01/1900-12-30',\n", - " 'prov:type': 'roocs:operator',\n", - " 'prov:startedAtTime': '2020-11-24T09:15:00',\n", - " 'prov:endedAtTime': '2020-11-24T09:30:00'}},\n", - " 'entity': {'roocs:c3s-cmip5.output1.ICHEC.EC-EARTH.historical.day.atmos.day.r1i1p1.tas.latest': {'prov:type': 'roocs:collection'},\n", - " 'roocs:output': {'dcterms:source': 'http://cp4cds-cn1.dkrz.de:80/outputs/rook/5501bffe-2dc6-11eb-9767-f2e4655a10b7/tas_day_EC-EARTH_historical_r1i1p1_18800101-19001229.nc',\n", - " 'dcterms:format': 'NetCDF'}},\n", - " 'wasStartedBy': {'_:id2': {'prov:activity': 'roocs:subset',\n", - " 'prov:trigger': 'roocs:rook',\n", - " 'prov:starter': 'roocs:daops'}},\n", - " 'wasDerivedFrom': {'_:id3': {'prov:generatedEntity': 'roocs:output',\n", - " 'prov:usedEntity': 'roocs:c3s-cmip5.output1.ICHEC.EC-EARTH.historical.day.atmos.day.r1i1p1.tas.latest',\n", - " 'prov:activity': 'roocs:subset'}}}" - ] - }, - "execution_count": 7, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "import requests\n", "requests.get(prov_json_url).json()" @@ -157,20 +86,9 @@ }, { "cell_type": "code", - "execution_count": 8, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "'http://cp4cds-cn1.dkrz.de:80/outputs/rook/51a0ba18-2dc6-11eb-9767-f2e4655a10b7/provenance.png'" - ] - }, - "execution_count": 8, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "prov_plot_url = resp.provenance_image()\n", "prov_plot_url" @@ -178,25 +96,82 @@ }, { "cell_type": "code", - "execution_count": 9, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "" - ] - }, - "execution_count": 9, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "from IPython.display import Image\n", "Image(prov_plot_url)" ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## workflow" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "from rooki import operators as ops" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "wf_average = ops.Average(\n", + " ops.Subset(\n", + " ops.Input(\n", + " 'tas', ['c3s-cmip5.output1.ICHEC.EC-EARTH.historical.day.atmos.day.r1i1p1.tas.latest']\n", + " ),\n", + " time=\"1860-01-01/1920-12-30\",\n", + " )\n", + ")\n", + "wf_average._serialise()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "resp = wf_average.orchestrate()\n", + "resp" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "resp.download_urls()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### provenance" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "from IPython.display import Image\n", + "Image(resp.provenance_image())" + ] } ], "metadata": { From 972b132db0695f85d6f3918b45fae9b52922a350 Mon Sep 17 00:00:00 2001 From: Carsten Ehbrecht Date: Mon, 7 Dec 2020 21:55:17 +0100 Subject: [PATCH 2/2] update prov notebook --- notebooks/demo/demo-rooki-prov.ipynb | 194 ++++++++++++++++++++++----- 1 file changed, 163 insertions(+), 31 deletions(-) diff --git a/notebooks/demo/demo-rooki-prov.ipynb b/notebooks/demo/demo-rooki-prov.ipynb index 04fe127..c3676a9 100644 --- a/notebooks/demo/demo-rooki-prov.ipynb +++ b/notebooks/demo/demo-rooki-prov.ipynb @@ -2,20 +2,31 @@ "cells": [ { "cell_type": "code", - "execution_count": null, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import os\n", - "# os.environ['ROOK_URL'] = 'http://cp4cds-cn1.dkrz.de/wps'\n", - "os.environ['ROOK_URL'] = 'http://localhost:5000/wps'" + "os.environ['ROOK_URL'] = 'http://cp4cds-cn1.dkrz.de/wps'\n", + "# os.environ['ROOK_URL'] = 'http://localhost:5000/wps'" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 2, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "'http://cp4cds-cn1.dkrz.de/wps'" + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "from rooki import rooki\n", "rooki.url" @@ -30,7 +41,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 3, "metadata": {}, "outputs": [], "source": [ @@ -40,9 +51,20 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 4, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "True" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "resp = rooki.subset(collection, time=time)\n", "resp.ok" @@ -50,9 +72,20 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 5, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "['http://cp4cds-cn1.dkrz.de:80/outputs/rook/a20554f2-38cd-11eb-af38-f2e4655a10b7/tas_day_EC-EARTH_historical_r1i1p1_18800101-19001229.nc']" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "resp.download_urls()" ] @@ -66,9 +99,20 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 6, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "'http://cp4cds-cn1.dkrz.de:80/outputs/rook/9bd70d78-38cd-11eb-af38-f2e4655a10b7/provenance.json'" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "prov_json_url = resp.provenance()\n", "prov_json_url" @@ -76,9 +120,40 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 7, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "{'prefix': {'provone': 'http://purl.dataone.org/provone/2015/01/15/ontology#',\n", + " 'dcterms': 'http://purl.org/dc/terms/',\n", + " 'default': 'http://purl.org/roocs/prov#'},\n", + " 'agent': {'copernicus_CDS': {'prov:type': 'prov:Organization',\n", + " 'dcterms:title': 'Copernicus Climate Data Store'},\n", + " 'rook': {'prov:type': 'prov:SoftwareAgent',\n", + " 'dcterms:source': 'https://github.com/roocs/rook/releases/tag/v0.2.0'},\n", + " 'daops': {'prov:type': 'prov:SoftwareAgent',\n", + " 'dcterms:source': 'https://github.com/roocs/daops/releases/tag/v0.3.0'}},\n", + " 'wasAttributedTo': {'_:id1': {'prov:entity': 'rook',\n", + " 'prov:agent': 'copernicus_CDS'}},\n", + " 'activity': {'subset': {'time': '1880-01-01/1900-12-30',\n", + " 'apply_fixes': True}},\n", + " 'entity': {'c3s-cmip5.output1.ICHEC.EC-EARTH.historical.day.atmos.day.r1i1p1.tas.latest': {},\n", + " 'tas_day_EC-EARTH_historical_r1i1p1_18800101-19001229.nc': {}},\n", + " 'wasStartedBy': {'_:id2': {'prov:activity': 'subset',\n", + " 'prov:trigger': 'rook',\n", + " 'prov:starter': 'daops'}},\n", + " 'wasDerivedFrom': {'_:id3': {'prov:generatedEntity': 'tas_day_EC-EARTH_historical_r1i1p1_18800101-19001229.nc',\n", + " 'prov:usedEntity': 'c3s-cmip5.output1.ICHEC.EC-EARTH.historical.day.atmos.day.r1i1p1.tas.latest',\n", + " 'prov:activity': 'subset'}}}" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "import requests\n", "requests.get(prov_json_url).json()" @@ -86,9 +161,20 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 8, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "'http://cp4cds-cn1.dkrz.de:80/outputs/rook/9bd70d78-38cd-11eb-af38-f2e4655a10b7/provenance.png'" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "prov_plot_url = resp.provenance_image()\n", "prov_plot_url" @@ -96,9 +182,21 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 9, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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VJlmurq6rVq0aPnw4l8t1c3OLiYmRH1+9erWvr6+ent6RI0cKCgreeustMzMzc3Pz2bNnP3v2jBCybdu2QYMGyS+Vnp6upqaWkZGxfv16JycnQsj06dPj4+Pnzp1LUZSnp+f27dsHDBggb5+SkqKurp6ZmdlMGBKJJCwszM7OzsDAICgoiGncttp1BGiaXrRo0fz58z///HNbW1tjY+PQ0NBt27Z98cUX8htX7CU7OzswMJBZMOuHH36gKKqoqIgQEhQURFEUi8VycHD48ssv5RWIrq6un3766ahRo7hcrrOz86VLl5jjnp6eu3btIoRcuHCBep5AIHjZBRs9L8XrEEKaHIFmYoBOQiaTxcfHf/7553379O7fv/+mb77kG1ed2jo99+p/jm6aHDrhtS6aRFOkrake7Nt7+2fjs698eH3/XH83g0P7dgwfPpzvYBcWFiYQCBoaGlQdI4BqyGSyR48e7dy5c+qUySbGRh4eHlu+/dpQPX/zcv+0C2HZlz88+u3kBZPde0ISrREzI90po122rwn6M/y97Cv//fWbSe6OakcO/hIQEGBkaBDg7/fNN99ER0fX19erOlIAAAAAaGOt3Wx++/btX3zxhVgsnjZtWmBgYGFhIXN8z54969atKy0tnT59+tSpU8vKyhITE+/evSsSiZhpiW+//fbjx48TExOZ9vv27fP19bW3t5df+ciRI+7u7nv37qVpOi4ububMmVlZWfJE1Y4dOwICAuTb0jcZRmhoaEpKyrVr17Kysvr06RMSEiKTyVp5vx05Ao8fP87IyGg0i3PGjBksFisyMvLFXqZNm6avr5+WlhYREXHo0CH5RyIiImiarq+vP3ny5P79+w8fPiw/deDAgfXr1+fl5YWGhs6aNUtxki8hZOzYsfTf1q5d6+bmxiTImrxgo+fVaJSaHAFlYgCVkEql0dHRYWFhtjbWHh4eB3ZvG+1hdH3/3Lxry/avCwn27c3W6Fx77bUJNRbl7Wa7ZeVYkSDsYfgHoYH8yLNHAwICeBbmoaGhZ86cqaurU3WMAB1BKBTu3Llz6tQpZqYm/fv3/79PPiIVT9csHHbn6ILsy2FHN01eMNndwcpA1WF2FjxTzpTRLts/G59+cUnq+aU/rh7DNyrftuWb4cOHGxkaBAT4f/PNN/Hx8fh/NwAAAIDuoVXro7m6ugYGBq5bt455y6zetWDBAldX1ylTpqxevZoQIhQKHR0d09PTmQzRn3/+OWDAgJycHB6PN23aNAsLi++//56maQcHh6+++urtt99WvH6j9bYWL15cVlZ28ODB2tpaKyurnTt3Tpo06WVhBAYG2tjYZGdnM8uHy2QyQ0PD6OhoxaK21mvXEYiKivL19RWJRNbW1oqd2tnZvffee6tWrVLsJTU1tVevXoWFhSYmJoSQK1eu+Pn5yd/Kbd26NTY29siRI0zwoaGhy5YtI4SUlJQYGRmJxWIrK6sX9wfYv3//2rVrY2NjLSwsGo2A4gUbPS/5dZoZgZfF0Mrn0kO0+fpo1dXVAoHg2LHfz5w+XVpW7uJkPjmgT7Cvs7sLr6266HKE4pIz15KPRz6JvZepo601ctSoKVOmhoSE6OnpqTo0gLYkFAqjo6NjYqLPnY0QZ+dydLQ8X7Py83Tw9+QP6mPBYmGO878mFJcI4oSX49Iv38p4VlppamLkO3KUl5e3t7e3u7u7qqMDAAAAgBZq7fpofD5f8bVYLGZe29raMi9EIpG6urq8zIqZsSgSiXg83ty5c2fOnLlx48YbN26UlpYySbFmfPDBB+7u7lu2bDl//ry6unpwcHAzYaSnpxNCGmVkMjIy2jaP1mTXzOvWj4CpqSkhJDs7WzGPJpVK8/LyzMzMGvWSnZ3N4XDkWTPFqI4dO/b1118nJydXVlYSQry8vOSn5NfR1tYmhFRXV794g5cuXVqxYsW1a9fkSbRmLtikZkZAyRigXZWUlJw5cyYi4sz5c+eqqquHutqtmDc4xK9PbztjVYemlAvRqYHv//rd8jEfzvJs84vzrQ3DZg4JmzkkK7fsQkxqRFTaO+/Me2/BAm9vr6DgCdOnTzc3N2/zTgE6Rl5e3o0bNwQCwaWL5zMyRTramsNcbRZN7eflOnbIQGsN9dZWrCtj3x+J8/7vj9+/nTJ5tMq2Hm4nfGvDBZPdF0x2l8nox8KimMSsy3FP1nx6tqyi2sLcdLjPCH//gNGjRyvWoQMAAABA59faPBqTrmIIhcIJEyYwr+Xrc9vY2DQ0NGRlZTEZn9TUVOYgIWT06NFaWloRERHh4eHTp09n0iiKWKzn/iPexcVlyJAh+/btCw8PnzNnjoaGRjNh2NnZsVisgoICY+P2zQW03wj07dvXzs7u4MGDQ4YMkR88fPiwVCoNCAho1IuVlZVEIikqKmJSaUKhkDmen58/Y8aM48eP+/n5cTic77//nqkdU1JiYuLMmTPDw8P79Onzygs2el5yzYwAdAZWVpYyqdTPk//dx34TRjqbGXWlbTc7jC1Pn/lJXPCs8vTVp6euJK9Y/vEnn6ysqkLmF7qk+Ph4Dw8PLU2Noa62c4OdRg0OGDzAqmNyZz0Ni0X1czLt52S6YLJ7fYPs9sPsK7fTr925F7b0j5ra+rt376I8DQAAAKALaYP10aKioioqKjZt2iQWi0NCQho14PP5Pj4+ixYtys3NFYlES5cuHTduHFOIxGKxQkNDt27devLkyXnz5jHt5avsE0J4PN6DBw8UF/n+4IMPNmzYEBsbqzjrsMkwbG1tJ0yYMGfOnOTk5Kqqqjt37oSEhNTW1rbyfjtyBCiK+uGHH3755ZfPP/9cJBI9e/bs4MGDixcvXr16tXxhODknJ6ehQ4cuWbKksLBQKBR+8sknzPHq6mqZTKavr89ms+Pi4jZv3qz8rWVmZgYFBf3888+KFWfNXPDF5/XKEYDOQCaT7VgzPuLH6fPfdEMS7ZXMjHTnv+kW8eP0HWvGt8eSiwAdg1nVIfHEe5d3zfz0PR+vQTZIonUADXWW1yCbT9/zubxrZuKJ98jfDwIAAAAAuorW/kfzggULVq9ebWlp+euvv549e5aZitjI0aNHORzOwIED3d3draysDhw4ID81d+7cqKgoBweHwYMHv/jB5cuXnz9/Xltbm1nenhASEhLCYrFGjhwpz7U1E8aBAwf69Okzbtw4MzOzJUuWzJkzR1NTs5X3+6J2HYHg4ODIyMiYmBgXFxdLS8vNmzdv2bJl7dq1TUZy9OjR0tJSR0fH8ePHT5kyhRDCZrPt7e03bNgwY8YMLpe7bNmyV06eVRQeHp6dnT158mTF/TqbueCLz0uZEQCVo2kaix+1gLwaFKDr0lDvhnuGdBXqaiyCbxIAAACArqa1+wx89NFHM2fObJ/YmlBbW2tpafnjjz9Onz5dhWF0hq6bd+7cuZkzZz579kzVgUA7aqt9BrS0NHeuGT8reGBbBNUE+fplg/ry1my7mvA419ne+M7RBYSQ6tqGDXtijp7/Mz27RJOt7tHP8uO5XmO8HBU//so2L66P9jClIHjRb7V1Dae2zhgysL22rThw+v7CL85XV9e00/UB2hUzrzP1/FK+tWGHdVpaUfPpD1dORD4urajp52i65gPfotKqRuujXY/P3Pl7/K2HYlFeOZej6TnQesU73l6DnlsKQPmvhQG9zT/74UrikzyODnviqD5fhfmZGuowbaQy+qcjd/afShSKS2iadrI1mjF+wMKpHjpaGqRDpIlKegVujY+Pd3Nz65geAQAAAKD1Wrs+WkeiafrHH3/U1tZ+8803VR1LZ3T06FF1dfXRo0cLhcIVK1YophoBVO5momj5t5ENUhkhREbThJC6eunodw/E3BMxDWrrpFdupV+9nf7j/41fONWDOahMm0bO3UiZ8fFxO57BmX1z7Sz12/3GAEA5NbUNo+btT3ySx7yNT8qduOTw1DH9FNvkFUl85+yTvy0qqYqISr4QnSrYHerj/teCBsp/LdxMFH286ZJURhNCqmsbdp1IiE7Iun3kXY4OmxCyaotg495YeeP4pNz4pFy2htriGU2UhwMAAAAAMLpSHk1HR8fAwGDPnj2KOwyAnL+//6JFi959911dXd1JkyatX79e1RFB10BRVAcs0HPsUtK8kEHL3/FytDFSY1GEkG2Hb8fcE9ny9LetDvRxtyuT1O4Jv/fF9qhlGy6+MaqPhQlHyTaKtv56678bLo4e5nhk0xQ9XXa73hFNY0IWdGHMX29Hrs31w2+3E5/kOdsbb/u/8UMGWBWWVH27L/anI3caRRUwlL/k7SGufSzMjTkl5dVRdzPn/d+pb3ZFy/Noyn8tHLuUNGei66oFw3mmegmPcxd/efZhSsGGPTH/WzySEHLqyhNdbY3960L8PPka6qyUzGe/RjxgUmwdg/nixdcIAAAAQNfSqjxaYmJiW8WhjOrqpvfF6+AwOknXLzI2Nv5Xe3ECdCTPgda/rJ2g+IPx+MUkQsiRTZM9B1oTQrgczTXvj8gtqNh5PP70tacLJrsr2YbRIJUt+vLsz0fvLp4xePPKsWpY8Q1ACR25yP1JQRJFkeObp/VzMiWEcHTY21YHPk0vunzrn22vzY11133ov2F39ML/RRQUVzIVrISQhykF8jbKfy0MHmC1+4uJzNfOcDfb8K3T+wZvO34picmjWZtzCSETRjoz65S95mz+mnNAu4+CAmwwAAAAANAVYXMugJ6OoqgO+DnnP5TfqOoiVfTM2ECb+SUsN35Eb0JIWtYz5dswvtxx/eejdz+Z77111biOSaLRhKYIsnXQVXV8GVRq1jMrMy6TRJMb4/3crkGxiSKvmbuPXUrKKaiQJ9EIIdW19f9cR+mvhdHDHBXvkm9t2NveOE30V5vvlo+VyehegVsXro346cide4/zWnmDLYN6NAAAAICuBXk0AOgIRvraLx5U5gekkj8yg3x6G+lr7wm/d/9p/r8ODqCn6mwlUd/sjq6rl655f0TKuaVVd1dLH6yRPVzjbG/cqFmb5J5eczZ/fGbx/nUh9tYG0QlZ4xYe6v/GT4qFb+2NJp1s9AEAAABACW2WR8vLy6MoqqioqK0uqCqenp67du1SdRRdA8aqe6AIpZKfc042RkUlVbcfZisePH8jhRDiaGukfBuGR3/LqH1z1dRYvnP2RidktW/ohJC/1kfrgH4A2kXHl0E52RplF5Q/Si1UPHgxOlXxrVBcYm6su+YDX0cbQy1NdYoiaaKSlOerzJT/WrgUm6aYKBSKS5Izih1t/mmjrsbycbdb+Y73bxveFF4MK5fUzv/sj9be57+EejQAAACArqWH1qN1vwSQyu9I5QFAlzN5jAshZPpHx8/dSCmX1Irzy7/YcX3n8XhNttoEX2fl28j1czKNPjjP1Eh3zIKD526kdPDtAHRFHZlDn+TvQtNk8n+OXrmVLqmqS88uXfzVOcXF0Qghthb6Bc8qtx2+XSapLZPUnruRMv79X2Wy54JU/mvh9sPs+Z/9kZr1rLK6Pjoha1LY0foG2eTRLsxZr5m7t/9+NymtsLq2oUxSeyE6tbi0Siguaedh+EdnKwYEAAAAAGV03H6dHh4eixcvnjNnTof12EzvcXFxbRXY7du3v/rqq5iYmKqqKicnp7fffnvp0qXa2k1MYWtXinfU5pS5xzYMoAVPZOzYsRcvXiSEaGlp8Xi8YcOGffjhhx4eHm3eUXJy8ooVK2JiYurr6z09PVetWjV8+PCWXarzoCjV/JxbPGPwycjHsYmioA9+Uzy+ecVY+Y57yrRRZG9pcOPAvHELD4UsPbL3qzfeChzQfvHTNI1CEui6Ov6vd8lbgw+fe5j4JM9//oG/YyDTxvY7euGRvM2CqR7no1OXrju/dN155sigvhb9ncxyiyrkbZT/Wpg82uXA6ft7T/2zI1AfB5Pl87yY1wmPc2/eFzcK8l2FbQo6Br5GAAAAALqWHlqP1lYuXLjg4+PTq1ev2NjYoqKi3377rays7MyZM6qOqy11lXsMCwujabqsrOz8+fM8Hm/o0KHh4eFt3ktgYCCHw0lISMjKylq2bNn69evbvIueg62hFrkrdM37I5ztjdkaanq67JGD7c/9/PbCqR7/qk0j5sa6V/fO8RxoPWvlyR8P3+mQWwHoqjoyh66lqX5lz+wPpr9ubqyrpak+qK/Fye+nN9pnYOJI50PfTBrY21xbU51nynlvirtg12xNtppiG+W/Foa52pzbPnPwACttTXUTQ513Jg2K2j+Xo8Nmzsb99u6iGa+7OJoyZ70G2fyydsJ3y8e06yAo6sjNUgEAAACgrbQqj5abmxsUFMTlcl1cXE6cOCE/Xl5eHhYW5uDgYGho+N5771VWVk6fPj0+Pn7u3LkURXl6ehJCJBJJWFiYnZ2dgYFBUFBQZmYm81lXV9fVq1f7+vrq6ekdOXLE1dV12bJlw4cP53A4Li4ut27d+vbbb62trfX19RcsWCCT/bWZ19atWx0cHHR1dYcPH56QkMAcXL9+vZOTEyHkxd7lkxBfPKXoZUEyaJp+//33582bt2nTpt69e+vo6PTv33/dunVTp04lhBQUFLz11ltmZmbm5uazZ89+9uyZ/AaZIiYul+vm5hYTE9N8Xy8OyKeffjpq1Cgul+vs7Hzp0iWmmeK0yhfHnxBibW0tEAiYBmKxmKKo0tLSlw2dkveoSDEAJZ9aUFAQRVEsFsvBweHLL79kflEo/6fSJDab7ezsvHHjxtDQ0CVLljDXVLKjJpspys/PT0tL++9//2ttba2npxcQEHD27NkmL9XM01d8mv/q1tpVu/6cG+vtJHu45sNZjf99EUK0NdXXfOD7+MzimoT/K4v75PLu2WOf/1GtTJsXr6/P0YzaP1f6YM2iGa+3xx0x8BMYujSVlEEZ6GltWx2Ye+2jqrur439/b+JI5zkTXWUP18jnWhJC3gockHhiYeXdbPsFZgAAIABJREFU1dlX/vvzZ0GGXK07RxcU3liueB1lvjoYAUP5cb/Nr7y7uuD6x7+snWBqqCM/9Zqz+Q+rAv889QFz9saBee9MGsTqkN1+FaEeDQAAAKBraVUebdq0aVpaWqmpqWfOnNm3b5/8+KxZsxISEs6ePZuenu7u7n716tUjR464u7vv3buXpmlmAmBoaGhKSsq1a9eysrL69OkTEhIiT6/s2bNn3bp1paWl06dPJ4SEh4dv2bIlLy/P09MzICDg6dOnDx48uHv37pkzZ5jkXXJy8kcffXTo0KHi4uKNGzcePny4UZwv9q7MqeaDJIQ8fvw4IyMjNDS0ycGZOnVqWVlZYmLi3bt3RSLRrFmz5Ke2b9/+xRdfiMXiadOmBQYGFhYW/qsBOXDgwPr16/Py8kJDQ2fNmvViBuTF8X/ZE3zl0DV/j8145VMjhERERNA0XV9ff/Lkyf379zO9/6s/lWa8/fbb2dnZT58+Vb6jJpspMjMz69Wr19q1a+Pi4mpqauTHX7xUM09f8Wm27NbaHH7FtRiGDro6lESpEMYeAAAAoCtqeR4tLS3txo0bP/30k5mZmaOjo3yCW1ZW1unTp/fu3evi4mJgYLBgwYKgoKBGnxWLxeHh4bt27XJwcOByuRs2bEhLS3v06K8VUhYvXjxs2DA1tb/mcSxdutTd3Z3D4YSGhkokks2bNxsZGfXq1cvPz4+pn9LQ0GCz2VwuV0tLy9PTc+PGjcwHV65cmZqaSlqq+SAJIUz+y8rK6sXPCoXCqKioH3/80dLS0sbGZuvWrefOncvNzWXOLly40NfXl8vlrlixwsrKKjw8/F8NSFhY2ODBg3V0dD744IOCgoKcnBzFrpUZf7mXDZ0y99i8Vz41OTU1tUGDBi1ZsuT06dMvXueVT+FlbGxsCCHFxcVKdqRMM4qirl69amVlNWvWLC6XO2zYsJMnT754heafvvxptvjWAABaj8kCI5WjQkwSE+l4AAAAgK6l5Xk0sVisq6trZmbGvHV0dGReZGRkqKmpyd82KT09nRBiZWVFURRFUWpqauXl5RkZGcxZW1tbxcampqbMCy0tLR0dHV1dXfnb6upqQoiDg8Phw4c//vhjDw+PefPm3b9/v8U3pXyQ8sCys7Nf/KxIJFJXV7e3t2feMtNLRSIR85bP58tb8vl8sVj8rwZEPubMSv/MIMgpM/5yrxy6Zu6xea98aoSQY8eOubm5cTgciqLCwsLE4sbrPRMlnsLLMKNtYmKiZEdKNrOystq2bVtKSkpRUdHbb789ZcqUa9euvdh1M09f/jRbfGttjqIo/JZuAewzAF0a/no7CTwIAAAAgK6l5Xk0a2vrysrKgoIC5q1QKGRe2NvbS6XStLS0xj2x/unLzs6OxWIVFRXRCoKDg5mzLfhvyuDg4AsXLty+fXvUqFE+Pj5VVVXN9K7kqeaDJIT07dvX3t7+0KFDL37WxsamoaEhKyuLecuUxTEVUuTvBApDKBRaW1u34YC8bPy1tbXlCSz5UyOvGrpm7rGV8vPzZ8yY8dlnn+Xm5spkss2bNzc0NDCnlP9Tacavv/5qbW3du3dvJTtqplmTuFzuokWL7O3tmRXuFC/V/NOXP80W3xoAQFvprvM6m1mWsfPopmMPAAAA0M21PI/m6Ojo5eW1ePHiwsJCoVD4ySefMMdtbW2DgoLmzZv3+PHjsrKyX375JSIighDC4/EePHjA5CZsbW0nTJgwZ86c5OTkqqqqO3fuhISE1NbWtiySyMjIVatWpaam1tfXS6XS6upqZpEp+T4DjXpv5GWnXhkkRVE///zz7t27V65cmZKSUlVV9ejRo9WrV//+++98Pt/Hx2fRokW5ubkikWjp0qXjxo3j8XjMB7dv3x4VFVVRUbFp0yaxWBwSEtKGA/Ky8Xd1dd27d29paWlmZuaKFSuaHzpl7rEFsSli+tLX12ez2XFxcZs3b5afas2fSn19/dOnT5cvX37gwIGtW7dSFKVkR800k8vOzg4ODr58+XJJSUlZWdmOHTsyMjKGDBnS6FLNP325tv1X0BoURXXX39LtiqZRSAJdGP56Owk8CAAAAICupVX7DBw9elQikTg6OgYFBSkuRX/o0KEBAwaMGTOGz+fH/z97dx5fRXU3fvzM3bPdJEAC2TeWEJawKSDIYsEKBtpgQXDhBxTQStEWN5TW+rQ+GPShKK0V3OBBrVK3p+IOsrhC2WQLSzYSEgJJSEgIyd3n98fA9ZrlZiWT5fN++fI199yZM99zZnLI/ebMufv3T5w4UQjxyCOPfPrppz4+PsoXGm7atCkxMXHKlCmhoaFLly6dN2+e0WhsXhjjx48PCgqaMmVKcHDwmjVr/vWvf/n7+9fYp8bZG/lWg0Hecsstu3btSk9PHzVqVI8ePebMmRMYGKhMKdq8ebO/v//gwYOHDx8eERGxadMm91GLFy9esWJFeHj4m2+++fHHHyuPQLZih9TZ/6tWrSopKYmIiEhJSZkxY0bju85LG1siNjb2mWeemTNnjtlsXrZsmTsk0dxb5fnnn5ckKSAg4JZbbjl79uz333+fmpra+BN52c0tIiLi3nvvXbVqVUJCQnR09Msvv7xhw4ZJkybVjtnL1ffUihcdAJqBFLqKZEHvAwAAdDw/mYdSXFycnp4+fvx4FQPq9IYMGfLQQw/dddddageCDi89PV0IkZSU1MJ6ggLNz/x+wqJfDWuNoLqQl97dv/y5r8oulqsdCNAc6enpAwYMOPLBfQN6h6gdSxd1NLNocOqL6enp/fv3VzsWAAAANFaL5qMBAICOiylRKmIyIAAAQEdEHg3o6iRJ4rN0M7A+Gjo07t52ggsBAADQsejUDqDL+eGHH9QOAQAAIZgSpSq+4AUAAKAjYj4a0NVJksSnuWaQZZmJJOi4lLuXVI6KlL5nGAEAAOhYmI8GAE1WWWX7+KuMaotl1apVJpPJx8dHr9f7+/trNJrAwEAhRFBQkCRJ/v7+er3ex8fHZDIZjUZfX1+1AwcAAAAANB95NKCrkyTpRHbxtt3ZagfSwfj76q1W6/LlyzUajVardblcTqfTy/4vvfTSokWL2iw8wDtlGtT3h/KLSi83/VitrPWR9H6ytUy4bNcgui4h60yZ2iEAAACgycijAV2dpNE8/8ae59/Yo3YgHU9wcFCvXmGZmZl2u937niaT6fbbb2+bqIDGUPJov/nzR/XtYDQaQ0NDe/ToERISEhIS0qNHj169evXq1at79+4BAQGSJL311lvr17/ahiG3AiXr3eAPbFviuU4AAICOhTwa0NVlZmaxRlLzSJKk0+luv/32zz//3MtkNL1eP2vWLLPZ3JaxAd4lJCSUlpZ6llRVVZWWltrtdpvNZrfbXS6XUq4keiRJcpcIIUJDQ59++umnn366LWNuufz8fKfTGRMTo3YgP2JkAAAA6FjIowFdXVBQkNohdGwffvjhihUrVq1aVd8Odrt94cKFbRkS0CCtVhscHOxZEhAQkJ2d7ZksUyh5ds9se3R0dFxcXBsE2eo0Gs3hw4dLSkr69OmjdiwAAADokPi+TgBoEa1Wm5aWtn79eq1Wq9HUMaiGhob27Nmz7QMDmkSn00VERDT4mGFUVFQHTaIJIQIDAxMTE8+ePZufn692LAAAAOiQ6piPlp6e3vZxAGiqioqKjvtAkNVqzc3NjY+P1+k6yazYxYsXx8bGzpgxw2q1OhwOd7lerzcajYmJiZMnT/7Nb34zbdo0rVarYpyAF5GRkd4TTFFRUfHx8W0Wz7UQEhISHx+flZVlNBpDQkLUDgcAAAAdzE+mTvA7JdCBmM3mjptHy8nJKSsrq3P2Vsd188037969u2fPnnq93l3odDq/++67L774IjAw8Fe/+lVUVNTy5cvPnDmjYpxAfQwGQ8+ePeubkhYbG9vRk2iKqKioiIiIEydOlJeXqx0LAAAAOhiJ9cUBtLHKysr9+/cnJSV1ysR9SUnJtGnT9u3b53A4tFrt5MmTP/30U+WtrKysl19++bXXXistLZ0yZcoDDzzws5/9jG/rQzvhcrkKCwvz8vJsNlvtd2NjY9vV8vwtJMtyenp6eXn58OHDjUaj2uEAAACgw+hUk0EAdAjZ2dlms7lTJtGEED169Ni+ffsvf/lLjUbjcrkWLVrkfishISEtLe3MmTNvvfWWxWKZPHlyYmLiqlWranxtItDGZFkuLCzcs2dPTk5OSEhI9+7da6R3O1kSTQghSVL//v2joqIMBoPasQAAAKAjYT4agDZ14cKFo0ePDhkyJDAwUO1YriFZlp944ol169adPXvW8zFPT8ePH1+3bt1rr73mcDhmzpz5+9//fujQoW0cJ7o4WZbPnTt3+vRph8MRFhYWHR1tMBiqqqr27t3r3qfzJdEAAACAZiOPBqDtyLK8f/9+X1/fpKQktWNpCxkZGX369PG+T3l5+aZNm1588cXjx4+PGTPm97///S9/+Uu+iwDXmpJBy83NtdvtPXv2jI2N9ZyZdfTo0dLSUlmW4+Pjo6KiVIwTAAAAaFfIowFoO2fPns3MzLzuuut8fHzUjqV9kWV5586dzz///JYtW2JjY++///4FCxYEBASoHRc6IVmWi4qKTp8+bbVae/XqVSODpqioqDh48CBJNAAAAKAG8mgA2k5paWlVVVVkZKTagbRf2dnZzz///KuvvqrRaObPn79s2TIeqUNrkWX5/Pnzubm5NpstLCwsKirKyxL7paWl3bp1a8vwAAAAgPaPPBoAtDsVFRUbNmxYvXp1QUHB1KlTH3vssRtuuEHtoNCxlZSU5OTkVFdXK+ug8SWVdZJlma/QBQAAgBfk0QCgnbLb7f/3f//317/+dffu3cOHD7///vvvuOMOnU6ndlzoYCoqKrKzs8vLy0NCQuLi4niquj4Wi+XQoUOJiYmd+1tQAAAA0BLk0QCgvfvmm2/Wrl37/vvvR0dH33PPPffcc09QUJDaQaEDqKqqOn36dHFxcWBgYFxcHOmhBqWnp5eVlQ0dOtTX11ftWAAAANAekUcDgI4hIyPj+eef37hxo06nu+eee37/+9/36tVL7aDQTlmt1tzc3HPnzvn6+sbExISEhKgdUcfgcrkOHTpks9mGDh1a++sXAAAAAPJoANCRlJWVrV+//rnnnquoqPj1r3/98MMPR0dHqx0U2hGHw5GXl1dQUKDX62NiYnr16sWCX01it9sPHjyo0+mSk5O1Wq3a4QAAAKB9IY8GAB2PzWZ7++23//znP+fl5c2ePXvFihX9+vVTOyiozOVyFRQU5OXlSZIUExMTHh5OBq15LBbLwYMHAwICBgwYQB8CAADAE3k0ANeQLMunTp2KiopisaFrwW63v/XWWytXrszIyJg6deqTTz45fPhwtYOCOi5cuJCZmWmz2SIiIqKjo/k+ihaqqKg4dOhQWFhY79691Y4FAAAA7YhG7QAAdGaFhYXnz59nQsc1otfr586dm56e/n//939nz5697rrrpk2btmfPHrXjQpuqrKw8dOjQ0aNHAwMDR44cGR8fTxKt5cxmc1JSEuvKAQAAoAbyaACuFafTmZubGxER4ePjo3YsnZlGo5k2bdq+ffv+/e9/FxcXjxo1auzYsVu2bFE7LlxzDocjMzPzwIEDTqdz6NChiYmJLI3firp37843nAIAAKAG8mgArpW8vDyXy8Uq+G1DkqRp06bt3r3766+/Dg4Onj59upJN4+H9TkmW5YKCgj179hQXF/fp02fYsGFms1ntoAAAAIDOjzwagGvCarXm5+fHxMTo9Xq1Y+lalPTZrl27/P39p0+ffv3113/88cdqB4XWVFZWtn///qysrJ49e15//fVhYWFqRwQAAAB0FeTRAFwTOTk5BoMhPDxc7UC6qHHjxn322Wf/+c9/wsLCUlJSbrjhhi+//FLtoNBS1dXVR48ePXz4sMlkuv7663v37q3VatUOCgAAAOhCyKMBaH2VlZXnz5+Pj4/XaBhk1HTdddd9+OGHe/bs6d69+6RJk8aOHbtjxw61g0JzOByOrKysvXv3Wq3W5OTkgQMHmkwmtYPqinhQGgAAoIvjIy6A1qfRaCIjI/mqu3bi+uuv37Jly3fffWcymW666abJkyfv3btX7aDQBEVFRXv37j1//ryyFFpQUJDaEXVReXl5x44dI5UGAADQlZFHA9D6fH19ExIS1I4CPzF69Oht27Zt3br18uXLI0eOvO22206cOKF2UGiAxWI5cuTI8ePHg4ODr7vuurCwMEmS1A6q6woODr548WJGRobagQAAAEA15NEAoAuZNGnSd9999+GHH2ZkZAwaNGjx4sVnz55VOyjUQflGzn379lVXVycnJycmJvKVHaoLCAjo37//uXPn8vLy1I4FAAAA6pB4PAEAuiCXy/Xee+8tX7783LlzS5cuXb58OU8Lth/l5eUZGRnV1dVRUVExMTHMQWtXCgsLT506lZiY2LNnT7VjAQAAQFsjjwYAXZfFYnnhhReefvppWZYff/zxJUuWsHq9uhwOx+nTpwsKCoKCgvr27evj46N2RKhDdnZ2fn7+oEGDgoOD1Y4FAAAAbYo8GgB0dZWVlS+88MJ///d/BwYG/vd///fdd9/NBChVFBcXZ2RkSJIUHx/PXKd2Lj09vaysbOjQob6+vmrHAgAAgLbD+mgA0NX5+/s/+uijx48fnzRp0vz588eMGbN79261g+paqqurDx8+nJ6e3q1bt+uuu67OJFpaWlozrkvzjkKDEhMTw8PDjUaj2oEAAACgTZFHA9A6cnJySktL1Y4CzRcREbFhw4a9e/cajcbRo0dPmzYtJydH7aA6P1mW8/Ly9u3bZ7fbhw4dmpiYqNPp1A4KDdNoNHFxcVqtVu1AAAAA0KZ4rhNAK6isrNy/f39SUlJISIjasaAVbNu27Xe/+11GRsa999775z//OTAwUO2IOqeqqqqTJ09WVlbGxsZGRka6H6fdsWPH9u3bL126FBUVNWvWrKioqFdffXX//v3Ku7GxsY888sg//vGPo0ePSpLUrVu3G2644ZZbblEOX7ly5cCBA7OysvLy8qxWq/tcylFWq/XDDz88dOhQdXV1QkLC7Nmzu3XrVuOoO++8c8SIEW3eGQAAAEAHQB4NQCs4fPiw0+kcOnSo2oGg1djt9g0bNvzhD3/QarX/9V//tXDhQo2GKcytqbCwMCsry8fHp1+/fv7+/u7yoqKiv/zlL7/73e+io6Pz8/MPHjw4Y8YMIURaWtqECRNGjRrlWYnL5SooKHjllVdSUlKuu+46IcTKlSsrKioWL14cGxur0WhqHPXSSy/Z7fbZs2f7+fl98sknJ0+eXL58uSRJNY5qw24AAAAAOhJ+VwbQUhcuXCgrK4uPj1c7ELQmvV6/ePHi48ePp6am3nfffTfeeOPBgwfVDqqTsFgshw4dysjICA8PHzZsmGcSTQih1Wq1Wq2Pj49er4+Li1OSaPXRaDRRUVETJkw4fPiwu3DChAnx8fG102EXL1784Ycf7rrrru7du5tMptTU1OLi4sLCQu9HAQAAAHBjERYALSLLck5OTkhICI/+dUrdu3f/xz/+sXjx4qVLl44YMeLOO+9cvXo1T++2hDINzWQy1c6gKbp37/7rX//6/fffr6ysjIiImDhxYmRkZO3dDhw48Pnnn58/f95mswkhEhIS3G8FBwfXeeqSkhIhxGOPPeZZeOHChfDwcC9HAQAAAHAjjwagRQoLC6uqqgYMGKB2ILiGhgwZ8tVXX7377rsPPvhgv379/vSnP/32t79lhfWmslgsp06dunjxYmRkZFxcnHs1tNoGDRo0aNAgWZb37t3717/+NS0tzWAweO5fUVHx2muvLVq0qF+/fkajcceOHfv27XO/67mn53a3bt0kSXrmmWf8/Pxqn9RLPGgMu91++PDh+Ph4MpIAAACdGI9vAGg+p9OZm5sbERHh4+Ojdiy4tiRJmjlz5tGjR+fPn//www+PHDnSM3GDBhUXF+/fv99qtQ4dOjQ+Pt5L0ur48eP//ve/i4uLnU6ny+Wy2+3KSqaBgYH5+fkul0sIoRT6+PjodLqcnJzt27fXV5vnUd26dRs8ePCmTZuKiopsNltubu769esdDsc1aG5XpNfr/fz8jh07VllZqXYsAAAAuFa0Tz75pNoxAOioXC6Xw+GIiYlhTaUuwmg0/vznP7/tttu++OKLP/3pTxcuXBg7dqzRaFQ7rnbNZrMdP348Ly+vZ8+eAwcONJlM3vcPDg4uKCh49913P/zww+Li4tmzZ0dERCjl27dvf/fdd48ePTp58mSj0fjee+999NFHBQUF/fv3LysrGzNmjBDi66+/jo+PVw6pcdSYMWMGDhxYWFj44YcffvTRR3l5eRMnTgwLC6t9FJqne/fu5eXlBQUFISEhOh1T/gEAADohvq8TANBksiy//vrrDz30kE6nS0tLmzt3rtoRtVPFxcWnTp3S6/WJiYlms1ntcHDNOZ1O5Rs5hgwZQioNAACg82EKCQCgySRJmjt37smTJ6dNmzZv3rxp06bl5uaqHVT74nQ6T548mZ6eHhoaOmLECJJoXYRWqx00aJDD4Th27Bh/qgQAAOh8yKMBAJopODh4/fr127ZtO3ny5MCBA5977jllHS5cvnz54MGDJSUlSUlJffr04cHnLsVoNA4cOPDSpUunTp1SOxYAAAC0Mp7rBAC0lMViWbly5apVq0aMGPHqq68mJiaqHZGaCgoKsrOzzWZzYmIii8d1WaWlpXa7vWfPnmoHAgAAgNZEHg0A0DqOHj26YMGCI0eOPProoytWrNDr9WpH1NbsdvuJEyfKyspiY2Ojo6PVDgcAAABAKyOPBgBoNQ6HY/Xq1U8++WS/fv02bNgwdOhQtSNqOxUVFenp6ZIk9e/fn9XQAAAAgE6JFVsANM25c+fOnDmjdhRop3Q63aOPPnrkyJHAwMCRI0cuX77cZrOpHVRbKCws/OGHH/z9/YcPH04SDQAAAOisyKMBaAKn05mTk9NFMiNott69e2/fvn3lypVr16694YYbjh8/rnZE15DT6UxPT8/IyIiOjh44cKBOp1M7IgAAAADXCnk0AE2Ql5fncrlY+AkN0mq1Dz300A8//KDT6YYPH/73v/+9Uy4jUFlZuX///vLy8sGDB8fGxqodDgAAAIBrizwagMayWq35+fkxMTFdcP14NE/fvn2/+eabP/3pT8uWLbv55psLCgrUjqg1FRUVHTx40Gg0Dh8+PCgoSO1w0N4VFRUdOXKkUyaUAQAAug7yaAAaKycnx2AwhIeHqx0IOhJlxbRvvvkmLy9v4MCB//znP9WOqBXIspydnX38+PGePXsOHjzYYDCoHRE6AD8/v4qKihMnTqgdCAAAAJqPPBqARqmsrDx//nx8fLxGw7iBJrv++usPHDgwa9asO++8c/78+RUVFWpH1Hx2u/3IkSMFBQX9+vXr27evJElqR4SOwc/Pb8CAAcXFxadPn1Y7FgAAADSTxPMFABrj8OHDTqdz6NChageCju3zzz+fP3++wWB4++23R40apXY4TVZZWXns2DFZlgcMGBAQEKB2OOh4zp07d/LkyT59+jC3FwAAoCNiXgmARunWrVtCQoLaUaDD+/nPf37o0KH+/fuPGzdu1apVHetvOcXFxQcPHjSZTMOHDyeJhubp1atXTExMZmZmaWmp2rEAAACgyZiPBgBoa7Isr1279uGHH546deprr73WrVs3tSNqWF5eXk5OTnh4eO/evXmWEy104sSJkpKSIUOG+Pv7qx0LAAAAmoA8GgBAHV999dUdd9yh1WrfeuutG264Qe1w6iXL8qlTp86fPx8XFxcVFaV2OOgMZFnOysqKiooyGo1qxwIAAIAm4LlOAIA6xo0bd/DgwQEDBkyYMGH16tXt8+86Dofj8OHDxcXFAwYMIImG1iJJUu/evUmiAQAAdDjMRwMAqEmW5WeffXbFihW/+MUvNmzY0K7WHauurj5y5IgsywMHDvTz81M7HAAAAAAqI48GAFDfN998M3PmTLPZ/MEHHyQlJakdjhBCVFRUHD161MfHZ8CAAQaDQe1wAAAAAKiP5zoBAOobO3bsvn37unXrNmrUqA8++EDtcERZWdnhw4f9/f0HDx5MEg0AAACAgjwagLpVVlaePHnS5XKpHQi6ioiIiJ07d86ePfu2225bvny5ivfe+fPnjxw50qNHj0GDBmm1WrXCAAAAANDekEcDULfs7OyqqiqNhlECbcdoNL700ksvvvjimjVrfvGLX5SXl7d9DAUFBSdOnAgPD09MTJQkqe0DQNfkcrmOHDlSWlqqdiAAAADwhk/IAOpw4cKFsrKy+Ph4tQNBV3TPPffs3LnzwIEDo0ePzsnJactTZ2ZmZmVl9enTp3fv3m15XkCj0ZhMpmPHjlVUVKgdCwAAAOpFHg1ATbIs5+TkhISEBAYGqh0LuqjRo0fv3bvX19f3uuuu++qrr9rmpCdPnjx79mz//v3Dw8Pb5oyAp969ewcFBR07dsxisagdCwAAAOpGHg1ATYWFhVVVVXFxcWoHgi4tPDx8165dY8eOvfnmm994441rei5Zlk+cOFFUVJSUlBQSEnJNzwXUR5KkpKQkg8Fw5MgRh8OhdjgAAACog/bJJ59UOwYA7YjT6UxPTw8LCwsNDVU7FnR1BoPh9ttvdzqdv/vd72RZHj9+/LVYsEyW5ePHj5eUlAwcOLB79+6tXj/QeBqNpkePHoWFhaWlpaGhoazQBwAA0N4wHw3AT+Tl5blcrujoaLUDAYQQQpKkJ5988qWXXlq5cuWcOXNa/Xk3l8uVnp5eWlo6aNCg4ODg1q0caAaDwTBo0KDLly+fOHFC7VgAAABQkyTLstoxdBLFxcXp6elqRwEAHUBMTExsbGyTDvn8889nzZp13XXXffjhh76+vq0ShizLR48eraioGDx4cEBQl1eRAAAgAElEQVRAgJc9d+3a1SpnBIAurhnjPwAA7YpO7QA6m6SkJLVDAIB2LT09PTc3V6fTRUZGNv6on//857t27Zo8eXJKSsqWLVv8/PxaHsmJEyfKy8uHDBni7+/f4M6RkZFms7nlJwWALqt54z8AAO0KebRWxgLVANCgnj17ZmVlNfUJ4iFDhmzfvv1nP/vZrbfe+vHHH7cwlZaZmVlSUjJo0KDGJNGEEGazmREeAFqoeeM/AADtB+ujAQDaWvfu3RMSEnJycvLy8pp04KBBg7Zv356enn733Xe7XK5mB3Du3LmCgoLExMSgoKBmVwIAaKpmj/8AALQT5NEAACqIjIxs3kepgQMHfvDBB5988skTTzzRvFNfvnw5IyMjOjqa+WUA0PaaPf4DANAe8FwnAEAdyvo4WVlZQogmPeAzZsyYdevWLViwICkp6Y477mjSSZ1OZ3p6ekBAAAtdA4Bamj3+AwCgOvJoAADVNPuj1Lx5844cOXLPPfeMGDGib9++jT8wOzvbbrcPHjxYkqSmRgsAaC2k0gAAHRTPdQIA1NTsB3zS0tIGDBgwZ84cm83WyEMqKirOnj3bu3dvo9HY9EgBAK2JBzwBAB0R89GAFrHb7QsXLnz//fdjYmKOHj2qdjhAB2A2m9PT02uX5+TkBAQEBAcHN7IevV6/adOm4cOH//GPf1y1alWD+7tcrhMnTnTr1i00NLRpEaOrYoQHWldrjf8AAKiIPBrQIv/+97/37t2bn58fGBiodixAx5CUlFRRUVG7PD093eFwNKmqvn37rlmz5t57773tttuuv/567zvn5eXZbLbk5OQmnQJdGSM80LpacfwHAEAtPNfZaY0YMWLjxo1qR9HxnDp1KjU1NTQ0NDg4eMqUKV9//bX3/X/44YeRI0e6P2Kp0u1PPfWUJEmbNm26FpVzI6HVGY3GkLo0r7Zf//rXEyZMWLhwod1u97Kb1WrNz8+PiYnpHE908oPZPIzwNXAjoY217vgPAIAqyKMBPzF16lR/f/8DBw7k5eUtW7YsLS3N+/7l5eXqfix3uVyvvvrqr3/96/Xr16sYBqAWSZJefPHFjIyMNWvWeNktOztbr9dHRES0WWBohxjhAQAA0FIyWklRUdHOnTsbv39ycvJjjz02duzYgICAoUOHfvPNN+7yxx9/fPz48f7+/m+99db58+fnzJkTEhISGho6d+7cCxcuyLL8t7/9bciQIe6qsrOzNRpNTk7O008/nZCQIMvy7bff7r7EI0eOfPHFFwcOHOje/9SpU1qt9vTp017CuHTp0v333x8dHR0YGHjrrbcqO7cH17Tfzp07J4Q4ePBg7fPWWeGtt97q7ucVK1bU6PZ33323b9++yuF/+MMfhBBZWVmyLO/evdtsNtvtdncNkiTFxsb+5S9/cblcdTbHy+X45JNPhg0bZrVaw8LCjhw54i7Pz8+fMmVKQEBA//79165dK4QoLi6W67+yycnJf/jDHyZOnBgQENC3b9/PP/9crnUjtc4lBOqxc+fOoqKi5h375z//2d/f/9y5c3W+e+nSpZ07dyo/Am0TGyN88zDCM8Kja2rJ+A8AQBsjj9ZqmpFHCw4O3rFjR3l5eVpamtlsVn6BSE5O7tWr17fffutwOGRZHj9+/NSpUwsKCvLy8iZOnDh16lRZlktLS41Go/vDwBNPPHHTTTfJsuz+tCDL8vDhwzds2KBsX7p0yWw2uz+QPPjgg7fccov3MFJTU6dMmZKdnV1eXv7ggw8OHTrU6XS2tI9awzXtN5fL1adPn1/+8pfff/99dXW153nrrFCW5SVLltxzzz3u3Ty7vbS0VKPR5ObmyrI8atSoPn36rF+/Xpblp556avr06Z6VOxyOAwcO9O7d+80333Q307M5Xi7HL37xi9dff12pdunSpe46x4wZM3v27KKioqysLGXdKOVTVn1VJScnR0dH79mz5/Lly0899VRoaKjykc+zRcA11ZLPUVVVVVFRUb/5zW/qfPfo0aP79u1rQWjNyaMxwjcDIzwjPLom8mgAgA6EPFqrad58NPfL/v37K7+CJycnP/XUU0phVlaWECInJ0d5eeTIESHE2bNnZVmeNWvW/fffL8uyy+WKiYl54403atRf45fjJUuW3HXXXbIsWyyW7t27v/fee17COHPmjBCioKBAKXQ6nWaz+fDhw41v3bVzrfstPz9/yZIlvXv31uv1o0ePVjrKS4VePmXJsjxixIhXX321vLw8MDDw1Vdf/dWvfiXL8oQJE9auXVu7ac8///ztt9/ubqa7OV4uR0FBQVRUlM1mk2W5pKQkPDy8qqpKluWMjAz3xypZlr/88kvlpZeqkpOTV69erZSXlpYKIfLz82u3CLh2Wvg56pVXXtHpdOnp6TXKKysrd+7cWVJS0paxMcI3DyM8Izy6JvJoAIAOhPXR1BQfH++5nZ+fr2xHR0crG2fOnNHpdLGxscrL3r17K4VCiPnz57/55ps2m2379u0XL16cMWOG93Pdd99977777oULF9555x2dTjdt2jQvYeTk5AghIiIiJEmSJEmr1VZUVJw+fbqlDW4l17TfIiIi/v73v2dkZJSUlNx5550zZ87cuXOnlwq9mzRp0rZt23bs2DF69OipU6du3769srLy+++/nzRpkrLDO++8M2zYMH9/f0mSHnjgAXdbPJvj5XK8+uqrZ86cMRgMkiT16NHj7NmzmzdvFkIUFBT4+/v36NGjRo95v7KhoaHKho+PjxCiurq6wQYC7ce8efMSExP/+Mc/1ijPzc319/fv3r17G8fDCN88jPCM8AAAAO0ZeTQ1Kb/yKrKzsyMjI5VtSZKUjaioKIfDkZeXp7zMzMxUCoUQN998s8lk+uijjzZu3Dh79mzl12JPGs1PLm5SUtLIkSM3bty4bt26efPm6fV6L2HExMRoNJoa0zc8P5ip65r2m5vZbF6yZElsbOy3337rpcIaanT7pEmTtm/fvnXr1smTJ/fq1Ss8PPy5557r3r17//79hRDKijxPPPFEYWGhy+Vas2aN55e+u5tT3+VwuVyvvPLKsWPH3IVbt2596aWXhBARERGVlZUlJSXuXvJelZfertEioN3SarVPP/30e++9991337kLq6qqiouLY2Ji2j4eRvjmYYRnhAcAAGjP+P1JTevWrdu1a9elS5f+53/+Jz8/PzU1tcYO8fHx48aNW7JkSWFh4ZkzZ+6///4pU6aEhYUJITQazdy5c9euXfv+++8vWLBA2T8tLU35Q7oQIiws7PDhw56/td93333PPPPMd999t3DhQu9hREdHT58+fd68eadOnaqqqtq7d29qaqrVar2GfdEU167fCgoKpk2b9uWXX5aVlZWXl69fv/706dMjR470UmENNbp97NixFRUVr7/+ujI9YdKkSc8++6x7qkJ1dbXL5QoMDDQYDLt3767v2wbruxyfffaZECIpKcm957hx444cOXLkyJHevXuPHj166dKlxcXF2dnZjz32mPeqvPR27RsJaLdSUlLGjRv3+OOPu0tyc3P9/PzcM3faEiN88zDCM8IDAAC0Z+TR1LR48eIVK1aEh4e/+eabH3/8cUhISO19Nm/e7O/vP3jw4OHDh0dERGzatMn91vz583ft2hUXF6esMVzDI4888umnn/r4+IwaNUopSU1N1Wg0EydOdH8S8xLGpk2bEhMTp0yZEhoaunTp0nnz5hmNxtZsfAtcu36LiIi49957V61alZCQEB0d/fLLL2/YsEH5UOSlQk81ut1oNI4dO9ZkMg0aNEgIMXny5IqKCvenrNjY2GeeeWbOnDlms3nZsmVeHt2q83KsX79+ypQpnrsZDIabbrpp/fr1SsAXL15MSEi49dZbZ86cqbxbX1Veerv2jQS0Z3/5y1927dr17bffCiGsVmtxcbH7Abo2xgjfPIzwjPAAAADtmSTLstoxdBLFxcXp6enjx49v5P5Dhgx56KGH7rrrrmsalSer1RoeHv7CCy/Mnj1bxTBaqMMF3B588sknd911l7K2NNBu7dq1Kykpqc68SZOMGTOmR48e//73v0+fPl1YWDhq1Cj3M3RtFhsjfPN0uIDbA0Z4dAKtNf4DANAGdGoHgDYiy/ILL7zg4+Nz2223qR0L2sLmzZt1Ot3NN9+cnZ396KOPen60Bjq3hx9+eMaMGceOHauoqAgLC2t5Eq39Y4TvahjhAQAA1EIeravw9fUNCgp67bXXPNefRic2adKkJUuWLFq0yM/Pb8aMGWlpaWpHBLSR6dOn9+3b94svvhg+fHidq1x1PozwXQ0jPAAAgFp4rrPVNPW5TgCAp9Z6ricvL+/48eM+Pj6yLJvN5uTk5JZ/KSHPHAHAtcMYCwDoQPieAQBA51FdXZ2Tk2MymZS/El26dKmgoEDtoAAAAAB0EuTRAACdx6VLl2qUVFRUqBIJAAAAgM6HPBoAoPMwGo2eLyVJqlECAAAAAM1GHq1dOHfunCRJJSUlagfSAQwZMuSNN95QO4rmaGrkHbel6mrFfhs1atQrr7zSKlWhzZjN5sDAQOU7OpVl0SIiItQNiRG+8TruuMcI3wzt+UeD8R8AANSHPBrQmvjNG1CXJEmDBw+OjY1duXLluXPnRowY4ePjo3ZQ6CQY4QEAAEAerWMYMWLExo0b1Y6iXavRRa3bY3379v3+++9rb9e2e/fuhQsXXosY2pj3Znbck6rSrpZQAm6Ve8l7251O58MPPxwSEuLn55eamnr+/Pna++zateuWW24JDAyMiIi477776lx3rDH1XGsajSY6OvqLL76QZblDJNE69FjRNhjhW1dnHeHbeQBN1a7G/8zMzDvuuCMkJCQkJOT222+v8/tb2sP4DwBAGyCPBjTg5MmTFy9eHDlyZI3tTkyVZrbBSTvc5WvFgBus6umnn968efO2bdsyMzOtVuvs2bNr7/PUU089+OCDZ86c+eKLL7766qulS5c2rx6g/WCE78QnbVcBNFV7G/9ffPHFmTNnZmRk7N+/v7Kyss59GP8BAF0EeTTVFBYWpqSkmM3mpKSk9957z11eUVHxwAMPxMXFBQcH33PPPZcvX549e/b+/fvnz58vSdKoUaOEEJWVlQ888EBMTExQUFBKSkpubq5y7JAhQ1asWDFhwoSAgIC33357yJAhy5Ytu/HGG/39/ZOSkvbs2bN69erIyMjAwMDFixe7XC7lqLVr18bFxfn5+d14440HDhxQCtPS0nr37u1lh6KiojvuuCM0NLRnz57/7//9v9LSUqU8MjJy27ZtynZ+fr4kSRcvXqwdW+1memlXDSdPnrzpppvMZnO/fv2++OILIUSNLqrdY0OGDHn88cdvvPFGs9k8bNiwb7/9tpFtF0Js2bLl1ltvVRZacm8XFBRMnTpVuXx/+9vf3Cu8uJ/6qR1DnZF76TEhRHp6eu2YPdXZjfVdmkbeD57NrHHV6qu5vvI6w6uzz1vxpG5VVVW/+MUvbr31VuW8Xk7RmBuvvn1SUlIkSdJoNHFxcU899ZQsy15urfoq8d4nd9xxR417qb6T1ndbuqv6xz/+MXToUHf9OTk5Wq329OnTQoh169Y9/PDDycnJYWFhq1ev3rlz58mTJ2t0wtatWydPnmw2mwcMGLBo0aKvv/66dkc1pp6ugBGeEd57j4muOsLX96NR37Dmpb2Nv+heWs34Lxo3bq9evTo1NTUoKCg6OnrhwoX79u2r3VGM/wCArkJGKykqKtq5c2fj97/xxhtvu+228+fPZ2ZmjhgxQghRXFwsy/L06dPHjh177NixsrKy9evXb9myRZbl4cOHb9iwwX1samrqlClTsrOzy8vLH3zwwaFDhzqdTlmWk5OTe/Xq9e233zocDuVlbGzsvn37Ll26NH/+/ICAgEWLFl24cOHUqVO9evX617/+JcvyyZMn9Xr9N998U11d/f333z/00EPKKZ5++umEhAQvO4wfP37q1KkFBQV5eXkTJ06cOnWqUh4REbF161Zl+8yZM0KIsrKy2rHV2cz62uUpOTk5Ojp6z549ly9ffuqpp0JDQ10uV+0uqvEyOTk5ODh4x44d5eXlaWlpZrO5qKiowbYrxo0b9+6779bYHjNmzOzZs4uKirKysq6//nr35Rs5cuTLL79cXwx1Ru6lx2rHXKM36uzG+i5NY+6HGs2scdXqq7m+8trh1dfnrXjS5OTk119/vbCwcMSIEffee69SifdT1HfjeV5N7zenw+E4cOBA796933zzTbn+n5o6K2lMn9S4l+o8qZfb0l1VaWmp0Wg8ePCgUvjEE0/cdNNNsiwrH7e+//57d+W+vr6bN2+W65eampqamlqjsBn1eNq5c2ftm7zZhBCNP3WDmhobIzwjPCN8naNZfT8aitrDmpf2Nv6ie2k1439Tx+2CgoLp06fffvvtNcrb1fgPAMA1RR6t1TQpj5aZmSmEOH/+vPJS+WN1cXGx8vfJjIyMGvt7/hal/CJeUFCgvHQ6nWaz+fDhw7IsJycnK3+cVCQnJ//1r39Vtnfs2CFJUmVlpfLyzjvvXL58uSzL2dnZfn5+yuF1qnOHrKwsIUROTo7y8siRI0KIs2fPyl4/M7hjq7OZXtrlKTk5efXq1cq28nfp/Px8uRGfsh577DH3y/79+69fv77Btiun8PX1raio8NzOyMjw/A31yy+/bOSnrDoj99JjtWP2jK3ObvRyaRpzP9RosudVq6/m+srrDK++Pm+tk7r7LS4uLi0trTGn8HLjua9mI2/O559/XvloUWcz66ukMX1S5+eoGif1clt6VjVr1qz7779flmWXyxUTE/PGG28oAQsh0tPT3dWGh4e77+Ta1q5d261bt8zMzBrlTa2nhk6TR2OEZ4RnhK+zn+v70aixv3tYa3Cor9GBTf0nhvFfbsq4vWHDBuVv8IMHD1Zub0/tavwHAOCa4rlOdeTn5/v5+YWGhiovExISlI3Tp09rtVr3yzrl5OQIISIiIiRJkiRJq9VWVFQoM/OFENHR0Z47h4SEKBsmk8nX19fPz8/9srq6WggRFxf31ltvPfzwwyNGjFiwYMGhQ4dqnK7OHc6cOaPT6WJjY5V9lGdklF8TvXDHVmczvbfLk7vflBXElYY0KD4+3nM7Pz+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\n", + "text/plain": [ + "" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "from IPython.display import Image\n", "Image(prov_plot_url)" @@ -113,7 +211,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 10, "metadata": {}, "outputs": [], "source": [ @@ -122,36 +220,58 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 11, "metadata": {}, "outputs": [], "source": [ - "wf_average = ops.Average(\n", + "wf = ops.Subset(\n", " ops.Subset(\n", " ops.Input(\n", " 'tas', ['c3s-cmip5.output1.ICHEC.EC-EARTH.historical.day.atmos.day.r1i1p1.tas.latest']\n", " ),\n", " time=\"1860-01-01/1920-12-30\",\n", - " )\n", - ")\n", - "wf_average._serialise()" + " ),\n", + " time=\"1880-01-01/1900-12-30\"\n", + ")\n" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 13, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "Metalink URL: http://cp4cds-cn1.dkrz.de:80/outputs/rook/fcb94b1a-38cd-11eb-ae57-f2e4655a10b7/input.meta4, num files: 1" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "resp = wf_average.orchestrate()\n", + "resp = wf.orchestrate()\n", "resp" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 14, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "['http://cp4cds-cn1.dkrz.de:80/outputs/rook/05f435e6-38ce-11eb-ae57-f2e4655a10b7/tas_day_EC-EARTH_historical_r1i1p1_18800101-19001229.nc']" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "resp.download_urls()" ] @@ -165,9 +285,21 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 15, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "from IPython.display import Image\n", "Image(resp.provenance_image())"