{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Moving from 1D to 3D Calculations\n", "\n", "The biggest difference here is that now we are going to be working with GCM input. Currently, all this functionality is based on the output from the MIT GCM. I have worked with a few GCM groups to write tailored functions. If you are interested, contact a `picaso` code maintainer and we will work with your team. \n", "\n", "In any case, in what follows is a description of the input format so that you may replicate the functionality. \n" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "
\n", " \n", " Loading BokehJS ...\n", "
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\\n\"+\n", " \"

\\n\"+\n", " \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n", " \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n", " \"

\\n\"+\n", " \"\\n\"+\n", " \"\\n\"+\n", " \"from bokeh.resources import INLINE\\n\"+\n", " \"output_notebook(resources=INLINE)\\n\"+\n", " \"\\n\"+\n", " \"
\"}};\n", "\n", " function display_loaded() {\n", " var el = document.getElementById(\"1001\");\n", " if (el != null) {\n", " el.textContent = \"BokehJS is loading...\";\n", " }\n", " if (root.Bokeh !== undefined) {\n", " if (el != null) {\n", " el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n", " }\n", " } else if (Date.now() < root._bokeh_timeout) {\n", " setTimeout(display_loaded, 100)\n", " }\n", " }\n", "\n", "\n", " function run_callbacks() {\n", " try {\n", " root._bokeh_onload_callbacks.forEach(function(callback) {\n", " if (callback != null)\n", " callback();\n", " });\n", " } finally {\n", " delete root._bokeh_onload_callbacks\n", " }\n", " console.debug(\"Bokeh: all callbacks have finished\");\n", " }\n", "\n", " function load_libs(css_urls, js_urls, callback) {\n", " if (css_urls == null) css_urls = [];\n", " if (js_urls == null) js_urls = [];\n", "\n", " root._bokeh_onload_callbacks.push(callback);\n", " if (root._bokeh_is_loading > 0) {\n", " console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n", " return null;\n", " }\n", " if (js_urls == null || js_urls.length === 0) {\n", " run_callbacks();\n", " return null;\n", " }\n", " console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n", " root._bokeh_is_loading = css_urls.length + js_urls.length;\n", "\n", " function on_load() {\n", " root._bokeh_is_loading--;\n", " if (root._bokeh_is_loading === 0) {\n", " console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n", " run_callbacks()\n", " }\n", " }\n", "\n", " function on_error() {\n", " console.error(\"failed to load \" + url);\n", " }\n", "\n", " for (var i = 0; i < css_urls.length; i++) {\n", " var url = css_urls[i];\n", " const element = document.createElement(\"link\");\n", " element.onload = on_load;\n", " element.onerror = on_error;\n", " element.rel = \"stylesheet\";\n", " element.type = \"text/css\";\n", " element.href = url;\n", " console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n", " document.body.appendChild(element);\n", " }\n", "\n", " for (var i = 0; i < js_urls.length; i++) {\n", " var url = js_urls[i];\n", " var element = document.createElement('script');\n", " element.onload = on_load;\n", " element.onerror = on_error;\n", " element.async = false;\n", " element.src = url;\n", " console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n", " document.head.appendChild(element);\n", " }\n", " };var element = document.getElementById(\"1001\");\n", " if (element == null) {\n", " console.error(\"Bokeh: ERROR: autoload.js configured with elementid '1001' but no matching script tag was found. \")\n", " return false;\n", " }\n", "\n", " function inject_raw_css(css) {\n", " const element = document.createElement(\"style\");\n", " element.appendChild(document.createTextNode(css));\n", " document.body.appendChild(element);\n", " }\n", "\n", " \n", " var js_urls = [\"https://cdn.pydata.org/bokeh/release/bokeh-1.4.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-widgets-1.4.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-tables-1.4.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-gl-1.4.0.min.js\"];\n", " var css_urls = [];\n", " \n", "\n", " var inline_js = [\n", " function(Bokeh) {\n", " Bokeh.set_log_level(\"info\");\n", " },\n", " function(Bokeh) {\n", " \n", " \n", " }\n", " ];\n", "\n", " function run_inline_js() {\n", " \n", " if (root.Bokeh !== undefined || force === true) {\n", " \n", " for (var i = 0; i < inline_js.length; i++) {\n", " inline_js[i].call(root, root.Bokeh);\n", " }\n", " if (force === true) {\n", " display_loaded();\n", " }} else if (Date.now() < root._bokeh_timeout) {\n", " setTimeout(run_inline_js, 100);\n", " } else if (!root._bokeh_failed_load) {\n", " console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n", " root._bokeh_failed_load = true;\n", " } else if (force !== true) {\n", " var cell = $(document.getElementById(\"1001\")).parents('.cell').data().cell;\n", " cell.output_area.append_execute_result(NB_LOAD_WARNING)\n", " }\n", "\n", " }\n", "\n", " if (root._bokeh_is_loading === 0) {\n", " console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n", " run_inline_js();\n", " } else {\n", " load_libs(css_urls, js_urls, function() {\n", " console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n", " run_inline_js();\n", " });\n", " }\n", "}(window));" ], "application/vnd.bokehjs_load.v0+json": "\n(function(root) {\n function now() {\n return new Date();\n }\n\n var force = true;\n\n if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n root._bokeh_onload_callbacks = [];\n root._bokeh_is_loading = undefined;\n }\n\n \n\n \n if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n root._bokeh_timeout = Date.now() + 5000;\n root._bokeh_failed_load = false;\n }\n\n var NB_LOAD_WARNING = {'data': {'text/html':\n \"
\\n\"+\n \"

\\n\"+\n \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n \"

\\n\"+\n \"\\n\"+\n \"\\n\"+\n \"from bokeh.resources import INLINE\\n\"+\n \"output_notebook(resources=INLINE)\\n\"+\n \"\\n\"+\n \"
\"}};\n\n function display_loaded() {\n var el = document.getElementById(\"1001\");\n if (el != null) {\n el.textContent = \"BokehJS is loading...\";\n }\n if (root.Bokeh !== undefined) {\n if (el != null) {\n el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n }\n } else if (Date.now() < root._bokeh_timeout) {\n setTimeout(display_loaded, 100)\n }\n }\n\n\n function run_callbacks() {\n try {\n root._bokeh_onload_callbacks.forEach(function(callback) {\n if (callback != null)\n callback();\n });\n } finally {\n delete root._bokeh_onload_callbacks\n }\n console.debug(\"Bokeh: all callbacks have finished\");\n }\n\n function load_libs(css_urls, js_urls, callback) {\n if (css_urls == null) css_urls = [];\n if (js_urls == null) js_urls = [];\n\n root._bokeh_onload_callbacks.push(callback);\n if (root._bokeh_is_loading > 0) {\n console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n return null;\n }\n if (js_urls == null || js_urls.length === 0) {\n run_callbacks();\n return null;\n }\n console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n root._bokeh_is_loading = css_urls.length + js_urls.length;\n\n function on_load() {\n root._bokeh_is_loading--;\n if (root._bokeh_is_loading === 0) {\n console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n run_callbacks()\n }\n }\n\n function on_error() {\n console.error(\"failed to load \" + url);\n }\n\n for (var i = 0; i < css_urls.length; i++) {\n var url = css_urls[i];\n const element = document.createElement(\"link\");\n element.onload = on_load;\n element.onerror = on_error;\n element.rel = \"stylesheet\";\n element.type = \"text/css\";\n element.href = url;\n console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n document.body.appendChild(element);\n }\n\n for (var i = 0; i < js_urls.length; i++) {\n var url = js_urls[i];\n var element = document.createElement('script');\n element.onload = on_load;\n element.onerror = on_error;\n element.async = false;\n element.src = url;\n console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n document.head.appendChild(element);\n }\n };var element = document.getElementById(\"1001\");\n if (element == null) {\n console.error(\"Bokeh: ERROR: autoload.js configured with elementid '1001' but no matching script tag was found. \")\n return false;\n }\n\n function inject_raw_css(css) {\n const element = document.createElement(\"style\");\n element.appendChild(document.createTextNode(css));\n document.body.appendChild(element);\n }\n\n \n var js_urls = [\"https://cdn.pydata.org/bokeh/release/bokeh-1.4.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-widgets-1.4.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-tables-1.4.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-gl-1.4.0.min.js\"];\n var css_urls = [];\n \n\n var inline_js = [\n function(Bokeh) {\n Bokeh.set_log_level(\"info\");\n },\n function(Bokeh) {\n \n \n }\n ];\n\n function run_inline_js() {\n \n if (root.Bokeh !== undefined || force === true) {\n \n for (var i = 0; i < inline_js.length; i++) {\n inline_js[i].call(root, root.Bokeh);\n }\n if (force === true) {\n display_loaded();\n }} else if (Date.now() < root._bokeh_timeout) {\n setTimeout(run_inline_js, 100);\n } else if (!root._bokeh_failed_load) {\n console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n root._bokeh_failed_load = true;\n } else if (force !== true) {\n var cell = $(document.getElementById(\"1001\")).parents('.cell').data().cell;\n cell.output_area.append_execute_result(NB_LOAD_WARNING)\n }\n\n }\n\n if (root._bokeh_is_loading === 0) {\n console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n run_inline_js();\n } else {\n load_libs(css_urls, js_urls, function() {\n console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n run_inline_js();\n });\n }\n}(window));" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import warnings\n", "warnings.filterwarnings('ignore')\n", "import numpy as np\n", "import pandas as pd\n", "import astropy.units as u\n", "\n", "#picaso\n", "from picaso import justdoit as jdi \n", "from picaso import justplotit as jpi\n", "from picaso import build_3d_input as threed\n", "#plotting\n", "from bokeh.io import output_notebook\n", "from bokeh.layouts import row\n", "output_notebook()\n", "from bokeh.plotting import show\n", "\n", "import pickle as pk" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Same procedure as normal" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "opacity = jdi.opannection()\n", "\n", "start_case = jdi.inputs()\n", "\n", "#phase angle \n", "num_gangle = 20\n", "num_tangle = 20\n", "phase = 0\n", "start_case.phase_angle(phase,num_gangle=num_gangle, num_tangle=num_tangle) #radians\n", "\n", "#define gravity\n", "start_case.gravity(radius=1,radius_unit=u.Unit('R_jup'), mass=1, mass_unit=u.Unit('M_jup')) #any astropy units available\n", "\n", "#define star \n", "start_case.star(opacity,5000,0,4.0, radius=1, radius_unit=u.Unit('R_sun')) #pysynphot database, temp, metallicity, logg \n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Build 3D Chemistry and PT Input\n", "\n", "The biggest complication with moving to 3D is making sure that the latitude/longitude grids of some users GCM and `picaso` line up properly. `picaso` computes a flux integration on specific `gauss` and `chebychev` angles. Meaning, your GCM input will need to be regridded to fit our angles. Our prebuilt function, `picaso.build_3d_input.rebin_mitgcm_pt`, uses `scipy.spatial.cKDTree` to do rebinning. If you want to hack our methodology [this is the function you are after](https://github.com/natashabatalha/picaso/blob/master/picaso/build_3d_input.py). \n", "\n", "## 1) MIT GCM\n", "\n", "The MIT GCM file is formated as such: \n", "\n", " longitude1 latitude1\n", " p1 t1 kzz1\n", " p2 t2 kzz2\n", " ..\n", " longitude1 latitude2\n", " p1 t1 kzz1\n", " p2 t2 kzz2\n", " ..\n", " longitude1 latitudeN\n", " p1 t1 kzz1\n", " p2 t2 kzz2\n", " ..\n", " longitudeM latitudeN\n", " \n", "\n", "If your file is structured like this then you can use `picaso.build_3d_input.rebin_mitgcm_pt` directly. If not, below I will teach you how to build the input from scratch. " ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "#define output file\n", "outfile = 'HAT1.pk'\n", "\n", "\n", "threed.rebin_mitgcm_pt(num_gangle,num_tangle,#here we define the num_gangles, and num_tangles\n", " phase, #and phase exactly as above. \n", " jdi.HJ_pt_3d(), #insert your input file here \n", " outfile, #define your output file \n", " p_unit='bar', #specify your pressure units \n", " run_chem=True, #tell picaso if you want to add post processed chemistry\n", " MH=1,CtoO=0.55) #If so, specify metallicity and c/o (see further note below)\n", "\n", "start_case.atmosphere_3d(filename=outfile)#add file to atmosphere. `atmosphere_3d` only works with dictionaries \n", "#that are in the proper format OR a `pickle` file of the dictionary." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Note about run_chem. The _correct_ thing to do is to grab the full atmospheric chemical composition from the GCM output. If for whatever reason that is not available, you can set `run_chem` to True and it will compute the chemical equilibrium calculation for you.**" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 2) Building Generic Input\n", "\n", "Below is an aside that shows the generic methodology of how you would build your 3D input file. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 1) Get required latitude/longitudes \n", "\n", "Convert latitudes and longitudes to degress and turn into integer values. " ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "lats = (start_case.inputs['disco']['latitude']*180/np.pi).astype(int)\n", "lons = (start_case.inputs['disco']['longitude']*180/np.pi).astype(int)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 2) Build dictionary to be used by 3D `picaso` " ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "dict_3d = {la: {lo : [] for lo in lons} for la in lats} #build empty one \n", "dict_3d['phase_angle'] = 0 #I required that phase angle be put in the dictionary. This because \n", "#all too often people take a 3d file they've binned for one phase angle, and use it on another phase angle. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 3) Fill dictionary with regridded GCM output\n", "\n", "We use dictionaries as opposed to matrices so that there is never any confusion with what PT-composition data bundle is paired with what latitude longitude point. This also allows you to go back to your output file and check what points were run, what phase angle was used. " ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "for ilat in lats: \n", " for ilon in lons:\n", " #EXAMPLE ONLY!!!! \n", " dict_3d[ilat][ilon] = pd.DataFrame({'pressure':np.logspace(-5,2,52), \n", " 'temperature':np.logspace(-5,2,52)*0+1000,#filler values\n", " 'H2O':np.logspace(-5,2,52)*0+0.1,#your GCM\n", " 'H2' : np.logspace(-5,2,52)*0+0.70, #input will go \n", " 'He':np.logspace(-5,2,52)*0+0.29}) #here\n", "\n", "#this is just an example. But, once you fill out this dict with yoru 3D input you can directly put it into \n", "#picaso: \n", "#start_case.atmosphere_3d(dictionary=dict_3d)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Create 1D Thermal Emission Spectrum from 3D Output\n", "\n", "Let's create our first spectrum of HAT 1's thermal emission " ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "#only difference is we need to speciy 3d \n", "out = start_case.spectrum(opacity,dimension='3d',calculation='thermal',full_output=True)\n", "wno = out['wavenumber']\n", "fpfs = out['fpfs_thermal']" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**NOTE** You can just as well use `calculation='reflected'`. I just chose this as an example. " ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n", "\n", "\n", "\n", "\n", "
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\",\"dtype\":\"float64\",\"shape\":[2000]},\"y\":{\"__ndarray__\":\"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plot_width=500,y_axis_type='log'))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Analyze 3D Output\n", "\n", "Some of the functionality you will recognize from other tutorials (e.g. the thermal emission tutorial). The only difference is that you will need to add `ng` and `nt` to specify which facet you want to look at. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Compare flux to blackbodies \n", "\n", "This is the same plot as was in the 1D Thermal Emission tutorial. However, we again have to specify the `ng` and `nt` angles that we are looking at. " ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n", "\n", "\n", "\n", "\n", "
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Fc/uo/YIn/kH776j84My6QoPjqPw34W4/C9eo/wc+KjuTy6j9l4LiNBvDqPyVS54wo7eo/lG8VjErq6j/OkUOLbOfqP+smcoqO5Oo/UsGfibDh6j9O6s6I0t7qPxNv/If02+o/7wIrhxbZ6j9wjlmGONbqP8AHiIVa0+o/dYO1hHzQ6j/wEOSDns3qP8L4EYPAyuo/yX1AguLH6j/nCm+BBMXqPxMhnYAmwuo/Gk3Lf0i/6j/5MPp+arzqP/qYKH6Mueo/VF1Wfa626j8SYYR80LPqP3ansnvysOo/g0nhehSu6j+TgQ96NqvqP6qUPXlYqOo/at1reHql6j8IzJp3nKLqPyr/yHa+n+o/RRP3deCc6j8/uiV1AprqP4LVU3Qkl+o/8EKCc0aU6j+hELByaJHqPz9I3nGKjuo/hRYNcayL6j9b2jpwzojqP1TfaG/wheo/mpSXbhKD6j+OnMVtNIDqP0+E9GxWfeo/USoibHh66j/0R1BrmnfqP3DKfmq8dOo/crWtad5x6j/QQttoAG/qP+CDCWgibOo/mM83Z0Rp6j9sg2ZmZmbqP8MjlWWIY+o/7EvDZKpg6j//nPFjzF3qP3bfH2PuWuo/l/JNYhBY6j9nzHthMlXqP7JnqmBUUuo/aPnYX3ZP6j/hzQZfmEzqP74jNV66Seo/0nRjXdxG6j9IP5Jc/kPqP/89wFsgQeo/Hx3uWkI+6j8fnxxaZDvqP0bESlmGOOo/v3x5WKg16j8496dXyjLqPx161VbsL+o/0iUEVg4t6j8LgzJVMCrqP/EIYVRSJ+o/lFqPU3Qk6j+BMr1SliHqPx1N61G4Huo/NZMZUdob6j/kBEhQ/BjqP5C5dk8eFuo/Q/akTkAT6j9tAdNNYhDqP6A4AU2EDeo/gycvTKYK6j9mWl1LyAfqP5J0jErqBOo/BHe6SQwC6j+rNOhILv/pP0iXFkhQ/Ok/x89ER3L56T8HD3NGlPbpP2KdoUW28+k/a/PPRNjw6T/niP5D+u3pPyEGLUMc6+k/dStbQj7o6T9L0YhBYOXpP260t0CC4uk/7g/mP6Tf6T/5AxQ/xtzpPyiuQj7o2ek/zJJwPQrX6T8u/548LNTpP26NzTtO0ek/EfD7OnDO6T/28Sk6ksvpP7taWDm0yOk/+kCGONbF6T9dnLQ3+MLpPz604jYawOk/eMwQNjy96T/1QD81XrrpP16ibTSAt+k/HX2cM6K06T/Sr8oyxLHpP9L3+DHmruk/wEcnMQis6T+GyFQwKqnpP3Zigy9Mpuk/SY2xLm6j6T/6nd8tkKDpP84BDi2ynek/Bl08LNSa6T/tTWsr9pfpP1vomCoYlek/8r3HKTqS6T9qFPYoXI/pP14MJCh+jOk/OL9SJ6CJ6T+SvoAmwobpP0tVryXkg+k/gEfdJAaB6T//MQskKH7pPwDKOSNKe+k/UB9oImx46T9VOpYhjnXpP4M8xCCwcuk/pD7zH9Jv6T8p+SAf9GzpP2SVTx4Wauk/AN19HThn6T8Tb6wcWmTpP7pI2ht8Yek/njsIG55e6T/+MTcawFvpP2mYZRniWOk/YK+TGARW6T+j0MEXJlPpPxhv8BZIUOk/0l4eFmpN6T8PRkwVjErpPw/kehSuR+k/OlqpE9BE6T+bv9cS8kHpP9tpBRIUP+k/YFk0ETY86T9yYWIQWDnpP8rakA96Nuk/Dai+Dpwz6T/dVO0NvjDpP/odGw3gLek/QcJJDAIr6T8ms3cLJCjpP0gJpgpGJek/MUTUCWgi6T/S1gIJih/pPx91MQisHOk/9xRfB84Z6T88UI0G8BbpP1kpvAUSFOk/KA3qBDQR6T8T4xgEVg7pP4B1RgN4C+k/0990ApoI6T+D0KMBvAXpP9Vi0QDeAuk/AAAAAAAA6T+7+C3/If3oP+w8XP5D+ug/8v+K/WX36D+047j8h/ToP0wn5/up8eg/K3gV+8vu6D/InkP67evoP79TcvkP6eg/vL+g+DHm6D/W+873U+PoP+47/fZ14Og/jM4r9pfd6D9jdFn1udroP39aiPTb1+g/jqO28/3U6D9aNuTyH9LoP9G7EvJBz+g/kHxB8WPM6D/hCW/whcnoP0Bdne+nxug/XBHM7snD6D/4Cfrt68DoPzK+KO0Nvug/g3ZW7C+76D814ITrUbjoPxNNs+pzteg/kvzh6ZWy6D+fpg/pt6/oP6ZkPujZrOg/n1Rs5/up6D8j9ZrmHafoPx1tyeU/pOg/8v/25GGh6D8qfiXkg57oPxOSU+Olm+g/p3KC4seY6D/MMrDh6ZXoP4wQ3+ALk+g/L1cN4C2Q6D/EDTvfT43oPyX1ad5xiug/096X3ZOH6D+e9MXctYToP/Ws9NvXgeg/m/0i2/l+6D9zx1DaG3zoP0ujf9k9eeg/OQ6u2F926D/fPdzXgXPoP/uDCtejcOg/TIE41sVt6D8vwGbV52roPz0aldQJaOg/qYXD0ytl6D/uSPHSTWLoPw8sINJvX+g/WhZO0ZFc6D+wPHzQs1noP+Ujq8/VVug/9grZzvdT6D/wewfOGVHoP0i7Nc07Tug/vvVjzF1L6D/IdJLLf0joPxHUwMqhReg/lczuycNC6D+Z/hzJ5T/oP/lcS8gHPeg/qfd5xyk66D8uMqjGSzfoPxRX1sVtNOg/z80ExY8x6D/NiDLEsS7oPwDzYMPTK+g/oDmPwvUo6D9ncL3BFyboP1/I68A5I+g/0Y8awFsg6D+Voki/fR3oP1uKdr6fGug/4O2kvcEX6D9WAtO84xToP3epAbwFEug/Ko0vuycP6D8ikV66SQzoP3LUjLlrCeg/xui6uI0G6D/ttui3rwPoP6kLF7fRAOg/VUVFtvP95z92pnO1FfvnP1aPorQ3+Oc/QS7Qs1n15z+Pqv6ye/LnPzs0LbKd7+c/Oxpbsb/s5z9ZU4mw4ennP3EvuK8D5+c/HJTmriXk5z9PShSuR+HnPxXBQq1p3uc/2zlxrIvb5z83FZ+rrdjnP0ZZzarP1ec/t6P7qfHS5z/9cyqpE9DnP8sfWKg1zec/dOmGp1fK5z9sZLWmecfnP2sG46WbxOc/QKoRpb3B5z/eQECk377nPyLbbaMBvOc/SK+coiO55z89icqhRbbnPysb+aBns+c/WzEnoImw5z9R+lWfq63nP8LAg57Nquc/XvGxne+n5z+DluCcEaXnP/AZD5wzouc/SgU9m1Wf5z8pgWuad5znP1yWmZmZmec/e+zHmLuW5z8Gi/aX3ZPnP2AbJJf/kOc/aGJSliGO5z+SB4GVQ4vnPw8Ur5RliOc/FOzdk4eF5z+YGgyTqYLnPw2FOpLLf+c/zbRoke185z/2EJeQD3rnPwljxY8xd+c/yZTzjlN05z8ZsCGOdXHnP/neT42Xbuc/Z2t+jLlr5z+5RqyL22jnP+e32or9Zec/KfEIih9j5z+hATeJQWDnP1LUZYhjXec/PYaTh4Va5z/M/sGGp1fnP/BX8IXJVOc/7IcehetR5z+vpUyEDU/nPz+je4MvTOc/JKmpglFJ5z8R69eBc0bnP2tIBoGVQ+c/mME0gLdA5z9MvmJ/2T3nP6I6kX77Ouc/ACe/fR045z8fwe18PzXnPwuDG3xhMuc/R+xJe4Mv5z+Bcnh6pSznPyytpnnHKec/mw3VeOkm5z8LbgN4CyTnP0PKMXctIec/3Idfdk8e5z/oVI51cRvnP/FqvHSTGOc/QQPrc7UV5z/NUhlz1xLnP7tnR3L5D+c/6HF1cRsN5z/HwqNwPQrnPxMX0m9fB+c/s00Ab4EE5z+cZy5uowHnP209XW3F/uY/6fKKbOf75j9uWrlrCfnmPw6S52or9uY/3kQWak3z5j8bIURpb/DmPxnLcmiR7eY/GjahZ7Pq5j8LLc9m1efmP5lR/WX35OY/YbMrZRni5j+50FlkO9/mPzKyiGNd3OY/YbS2Yn/Z5j8TJeVhodbmP19aE2HD0+Y/sYBBYOXQ5j8a529fB87mP8FMnl4py+Y/AJTMXUvI5j9JwvpcbcXmPxYAKVyPwuY/AOdWW7G/5j93l4Va07zmPx6Os1n1ueY/iTHiWBe35j+5RRBYObTmPxzGPldbseY/Qr5sVn2u5j/ob5tVn6vmP2V9yVTBqOY/ub73U+Ol5j+IziVTBaPmP2sbVFInoOY/kIeCUUmd5j8FGbFQa5rmP0tK30+Nl+Y/hGkNT6+U5j9p6DtO0ZHmP5H+aU3zjuY/xmWYTBWM5j8mnsZLN4nmP9T69EpZhuY/pUQjSnuD5j/vaFFJnYDmP2V5f0i/feY/sVmuR+F65j8eW9xGA3jmP1mqCkYldeY/JT05RUdy5j/1gGdEaW/mPzu1lUOLbOY/QpHDQq1p5j82SvJBz2bmP9iHIEHxY+Y/SXBOQBNh5j9b+nw/NV7mP6U9qz5XW+Y/0s7ZPXlY5j9CEAg9m1XmP1Y1Njy9UuY/Z5ZkO99P5j/0WpI6AU3mP83QwDkjSuY/I2rvOEVH5j8uvx04Z0TmPwKOSzeJQeY/kA56Nqs+5j+Qn6g1zTvmPwXG1jTvOOY/qNYENBE25j+cSzMzMzPmPwFyYTJVMOY/kw+QMXct5j+uFL4wmSrmP8GS7C+7J+Y/s8YaL90k5j+nvEgu/yHmP/5Ody0hH+Y/goWlLEMc5j/j3tMrZRnmPwBYAiuHFuY/qmwwKqkT5j//Zl4pyxDmP0u3jCjtDeY/CU27Jw8L5j+Zl+kmMQjmP0PUFyZTBeY/W8BFJXUC5j/WjHQkl//lP75RoiO5/OU/qjPRItv55T+N8/4h/fblP1ddLSEf9OU/e8xbIEHx5T89xIkfY+7lP9E5uB6F6+U/7VnmHafo5T/4whQdyeXlP/fwQhzr4uU/WCxxGw3g5T+/5J8aL93lP7jEzRlR2uU/gS/8GHPX5T9WwyoYldTlPxOjWBe30eU/hgSHFtnO5T9hWrUV+8vlP/Xi4xQdyeU/gr4RFD/G5T9/HkATYcPlP49zbhKDwOU/hPmcEaW95T/3ccsQx7rlPwcl+Q/pt+U/kgsoDwu15T+v2FUOLbLlP8ozhA1Pr+U/j2WyDHGs5T+DIuELk6nlP+ljDwu1puU/r449Ctej5T9pj2sJ+aDlPzwcmggbnuU/SDLIBz2b5T932fYGX5jlP2vBJAaBleU/7ENTBaOS5T+TY4EExY/lP3OMrwPnjOU/HbTdAgmK5T/KmAwCK4flPxelOgFNhOU/fupoAG+B5T9sZZf/kH7lP2ydxf6ye+U/qOLz/dR45T+DECL99nXlP2EsUPwYc+U/jGV++zpw5T8XFa36XG3lPwHl2vl+auU/iCAJ+aBn5T8vATj4wmTlPzgTZvfkYeU/d4KU9gZf5T+YzcL1KFzlP0ee8PRKWeU/7gEf9GxW5T+ZWk3zjlPlP8TRe/KwUOU/gh+q8dJN5T/8Jtjw9ErlP/WRBvAWSOU/ef007zhF5T8BMmPuWkLlP0wjke18P+U/PYu/7J485T+IGO7rwDnlP9sKHOviNuU/bZ1K6gQ05T9PzHjpJjHlP2z0puhILuU/053V52or5T8jrgPnjCjlP9YEMuauJeU/MXlg5dAi5T8mdY7k8h/lP3rBvOMUHeU/EiDr4jYa5T8TfxniWBflP9T4R+F6FOU/MDt24JwR5T+ZIKTfvg7lPydI0t7gC+U/oOQA3gIJ5T9CJS/dJAblPyKWXdxGA+U/NsCL22gA5T8D8bnaiv3kPzwL6Nms+uQ/kbUW2c735D8j/kTY8PTkP49Oc9cS8uQ/Zaah1jTv5D/rm8/VVuzkP4Mf/tR46eQ/YfUr1Jrm5D8iaFrTvOPkPzuXiNLe4OQ/y/u20QDe5D98puXQItvkP+eqE9BE2OQ/wgpCz2bV5D9xNXDOiNLkP6Jdns2qz+Q/q+PMzMzM5D93LPvL7snkP/dfKcsQx+Q/E9RXyjLE5D965IXJVMHkP41DtMh2vuQ/2anix5i75D+n/hDHurjkP9ZXP8bcteQ/imZtxf6y5D/tnZvEILDkP4AMysNCreQ/v1z4wmSq5D9iaCbChqfkP6/KVMGopOQ/uSiDwMqh5D8UV7G/7J7kP6Xr374OnOQ/ifUNvjCZ5D8paTy9UpbkP9K0arx0k+Q/SQiZu5aQ5D9/Mce6uI3kP0Qu9bnaiuQ/+rwjufyH5D/uGFK4HoXkP6s+gLdAguQ/uFqutmJ/5D9yydy1hHzkP8/2CrWmeeQ/Y585tMh25D9JcGez6nPkP0sWlrIMceQ/QBDEsS5u5D89TPKwUGvkP6jJILByaOQ/oylPr5Rl5D95Pn2utmLkPx2aq63YX+Q/0eHZrPpc5D877AesHFrkP2pPNqs+V+Q/5bVkqmBU5D/Q+5KpglHkP8kuwaikTuQ/vo3vp8ZL5D9w+x2n6EjkPxb/S6YKRuQ/N2x6pSxD5D9joKikTkDkPzhF16NwPeQ/oI8Fo5I65D/eczOitDfkP5WkYaHWNOQ/e+2PoPgx5D+6TL6fGi/kP8zy7J48LOQ//Cobnl4p5D/likmdgCbkP0zDd5yiI+Q/9Lelm8Qg5D+FCtSa5h3kP/N4ApoIG+Q/Y/QwmSoY5D9rFl+YTBXkP5o2jZduEuQ/9FS7lpAP5D+8pOmVsgzkP1MCGJXUCeQ/qH1GlPYG5D9y0HSTGATkP0XoopI6AeQ/02/RkVz+4z8yqf+QfvvjPzodLpCg+OM/b+1bj8L14z9Ak4qO5PLjPw2HuI0G8OM/SSHnjCjt4z/AQxWMSurjP0GeQ4ts5+M/WgRyio7k4z999p+JsOHjP6c5zojS3uM/qbf8h/Tb4z/VByuHFtnjPxp+WYY41uM/5JSHhVrT4z8XCraEfNDjP6o75IOezeM/KEQSg8DK4z/I+UCC4sfjP8PHboEExeM/hXWdgCbC4z8bVMt/SL/jP0UP+n5qvOM/gGQofoy54z+3U1Z9rrbjPy+YhHzQs+M/9heze/Kw4z9NauF6FK7jPzFdD3o2q+M/wv49eVio4z84+2t4eqXjP8ZImnecouM/KYbIdr6f4z91Dfd14JzjPx9nJXUCmuM/EVNTdCSX4z/xz4FzRpTjPwsEsHJokeM/vFTecYqO4z/n2gxxrIvjP3/gOnDOiOM/rHBpb/CF4z+owZduEoPjP/vExW00gOM/fib0bFZ94z8GQiJseHrjP5CwUGuad+M/P7x+arx04z/0ba1p3nHjP8J822gAb+M/EuAJaCJs4z8zQjhnRGnjP2aGZmZmZuM/rciUZYhj4z+p3MJkqmDjP91P8WPMXeM/72UfY+5a4z+QnU1iEFjjP5AtfGEyVeM/L4WqYFRS4z/Mzdhfdk/jPwnqBl+YTOM/C3Y1XrpJ4z/Rx2Nd3EbjP2XvkVz+Q+M/mzbAWyBB4z+aoe5aQj7jP2ZwHFpkO+M/yhlLWYY44z9NVHlYqDXjP0iOp1fKMuM/gvHVVuwv4z9l5QNWDi3jP1WHMlUwKuM/2bdgVFIn4z9nDY9TdCTjPyldvVKWIeM/k7frUbge4z+z6hlR2hvjPxgASFD8GOM/pDx2Tx4W4z9do6ROQBPjP/b10k1iEOM/HDIBTYQN4z9KkS9MpgrjP7uPXUvIB+M/3t6LSuoE4z8cc7pJDALjPyWF6Egu/+I/eP4WSFD84j8XFUVHcvniPy2vc0aU9uI/xgCiRbbz4j/x9s9E2PDiP8g2/kP67eI/o6ssQxzr4j8tA1tCPujiP6UoiUFg5eI/r0S3QILi4j8eveU/pN/iP1BAFD/G3OI/hUBCPujZ4j9K3HA9CtfiP4oNnzws1OI/wQDNO07R4j/Bmfs6cM7iP5WaKTqSy+I/+OlXObTI4j+zQIY41sXiP2KWtDf4wuI/SCHjNhrA4j/QZBE2PL3iP1WcPzVeuuI/gcltNIC34j8ILZwzorTiP1ZWyjLEseI/nIz4Meau4j9I3iYxCKziP58hVTAqqeI/sGyDL0ym4j/bnbEubqPiP3/T3y2QoOI/0WsOLbKd4j/enzws1JriP3DXaiv2l+I/gUOZKhiV4j81aMcpOpLiP5/39Shcj+I/sgokKH6M4j+NXlInoIniP32OgCbChuI/Hu2uJeSD4j9+It0kBoHiP9mNCyQofuI/ouQ5I0p74j8jHmgibHjiP1FzliGOdeI/tXTEILBy4j/U3vIf0m/iP1NRIR/0bOI/YK5PHhZq4j8spn0dOGfiPxIUrBxaZOI/fkTaG3xh4j8srwgbnl7iP5myNhrAW+I/zUtlGeJY4j/2d5MYBFbiP7fSwRcmU+I/ZeDvFkhQ4j97Tx4Wak3iPyW4TBWMSuI/o/Z6FK5H4j8NK6kT0ETiP6BG1xLyQeI/+fAFEhQ/4j+x2TMRNjziP8UwYhBYOeI/I6GQD3o24j+5qL4OnDPiP8Rf7Q2+MOI/dHgbDeAt4j8gsUkMAiviP5EpeAskKOI/MmSmCkYl4j9DmtQJaCLiPy/ZAgmKH+I/EQMxCKwc4j+/P18HzhniPyOMjQbwFuI/ASu8BRIU4j9IVOoENBHiPwlnGARWDuI/GAhHA3gL4j8f83QCmgjiP+NZowG8BeI/+4XRAN4C4j9D5//////hP5RVLv8h/eE/8IBc/kP64T/Qz4r9ZffhP+gRufyH9OE/l17n+6nx4T8nphX7y+7hP64gRPrt6+E/VXFy+Q/p4T+2g6D4MebhP4r5zvdT4+E/vQT99nXg4T+haSv2l93hP+t9WfW52uE//CiI9NvX4T+Id7bz/dThP6Ka5PIf0uE/JwwT8kHP4T8BSEHxY8zhP8mAb/CFyeE/uMWd76fG4T8hA8zuycPhPy1v+u3rwOE/RrEo7Q2+4T9Wu1bsL7vhP181hetRuOE/1GGz6nO14T/JpeHplbLhP3HZD+m3r+E/5B8+6Nms4T+7e2zn+6nhP3XPmuYdp+E/4kjJ5T+k4T9Ci/fkYaHhP8CFJeSDnuE/t91T46Wb4T84RILix5jhP5O2sOHpleE/4ane4AuT4T8SHg3gLZDhP89MO99PjeE/ppBp3nGK4T+zJpjdk4fhPydcxty1hOE/oJ7029eB4T/b1SLb+X7hP982UdobfOE/+3F/2T154T9Wha3YX3bhP2cl3NeBc+E/8kgK16Nw4T8jbzjWxW3hP1z8ZtXnauE/QQKV1Alo4T/6gcPTK2XhP7HC8dJNYuE/6cIf0m9f4T+ON07RkVzhP9uFfNCzWeE/SMqqz9VW4T9JCdnO91PhP7QvB84ZUeE/Eno1zTtO4T+ZDWTMXUvhP04rkst/SOE/xJjAyqFF4T9M0e7Jw0LhP3oHHcnlP+E/GFhLyAc94T95ynnHKTrhPxTrp8ZLN+E/ZWPWxW004T/klgTFjzHhP56gMsSxLuE/9+xgw9Mr4T8Ib4/C9SjhP7KhvcEXJuE/VBzswDkj4T95NBrAWyDhPzBcSL99HeE/1fJ2vp8a4T9PGKW9wRfhP0Nt07zjFOE/CLgBvAUS4T9XEjC7Jw/hP1QhXrpJDOE/f6WMuWsJ4T/lv7q4jQbhP+4Q6bevA+E/C2IXt9EA4T8Q0UW28/3gP7sJdLUV++A/rAyitDf44D/hkdCzWfXgP7e3/rJ78uA/TBotsp3v4D/Bgluxv+zgP26tibDh6eA/pA64rwPn4D+OSeauJeTgP55XFK5H4eA//elCrWne4D/KHnGsi9vgP6Iun6ut2OA/SajNqs/V4D9b6/up8dLgPzQQKqkT0OA/CoZYqDXN4D8G8IanV8rgP2HotKZ5x+A/K4PjpZvE4D9PhxGlvcHgP/v2P6TfvuA/4kluowG84D+fUJyiI7ngP2qUyqFFtuA/mDb5oGez4D86MiegibDgP5C6VZ+rreA/Ir6Dns2q4D98A7Kd76fgP/aL4JwRpeA/UZUOnDOi4D/pMz2bVZ/gP+k8a5p3nOA/rrqZmZmZ4D8s2ceYu5bgP0c79pfdk+A/iWQkl/+Q4D86klKWIY7gP1L+gJVDi+A/BSSvlGWI4D88lt2Th4XgPxrMC5OpguA/X1Q6kst/4D8ARmiR7XzgP83nlpAPeuA/9/HEjzF34D8vTPOOU3TgPyJpIY51ceA/w9JPjZdu4D/U/H2MuWvgPzRyrIvbaOA/9qjaiv1l4D8vLgmKH2PgP1kfN4lBYOA/W2lliGNd4D+K5pOHhVrgP2EYwoanV+A/BJfwhclU4D8Njx6F61HgP9/6TIQNT+A/cmp7gy9M4D+scqmCUUngP7e+14FzRuA/AUgGgZVD4D/CVzSAt0DgP16oYn/ZPeA/m+mQfvs64D9SLL99HTjgP9+H7Xw/NeA/QcAbfGEy4D8L+0l7gy/gPyxleHqlLOA/ddmmeccp4D994dR46SbgP6AcA3gLJOA/Z38xdy0h4D9grl92Tx7gP2wKjnVxG+A/s0u8dJMY4D/cjepztRXgP+j2GHPXEuA/2V5HcvkP4D8ZqXVxGw3gP77Eo3A9CuA/GAXSb18H4D8DcQBvgQTgP9PDLm6jAeA/9zu62or93z9RqhbZzvffP+RIc9cS8t8/2fnP1Vbs3z8KDSzUmubfPyb8iNLe4N8/EaPl0CLb3z/bq0HPZtXfP9c7ns2qz98/ODv7y+7J3z8JWFfKMsTfP9cXtMh2vt8/JxkRx7q43z/icG3F/rLfPzSxycNCrd8/To8mwoan3z8s4ILAyqHfP6+i374OnN8/6vc7vVKW3z8lf5i7lpDfPxZT9bnait8/kwtSuB6F3z+8aa62Yn/fP48CC7Wmed8/Supns+pz3z9cDMSxLm7fP6R9ILByaN8/Fit9rrZi3z+TLtqs+lzfP+N9Nqs+V98/DjiTqYJR3z+fsO+nxkvfP8ATTKYKRt8/sL2opE5A3z+skwWjkjrfP34FYqHWNN8/U12+nxov3z8OGBueXinfP4yYd5yiI98/hx3UmuYd3z9/dDCZKhjfPypHjZduEt8/sCnqlbIM3z/uQkaU9gbfP5LiopI6Ad8/g6D/kH773j/VTlyPwvXePy76uI0G8N4/+0UVjErq3j/ktXGKjuTeP45lzojS3t4/MQorhxbZ3j9dl4eFWtPeP1o/5IOezd4/zNBAguLH3j+0Wp2AJsLeP9Ys+n5qvN4/9pNWfa623j8EwrJ78rDeP0nND3o2q94/c+dreHql3j8Cr8h2vp/eP7qBJXUCmt4/YQSCc0aU3j/0It5xio7eP0WxOnDOiN4/NYqXbhKD3j8tMvRsVn3eP/13UGuad94/eBStad5x3j+XzAloImzeP5uxZmZmZt4/V+TCZKpg3j9Srx9j7lrePw0xfGEyVd4/NnbYX3ZP3j/EeDVeuknePzQMklz+Q94/WJHuWkI+3j+LHUtZhjjePyt8p1fKMt4/b8wDVg4t3j+ygWBUUifeP8grvVKWId4/A7EZUdob3j+CTnZPHhbePyb90k1iEN4/93IvTKYK3j80WoxK6gTePwzm6Egu/90/xj9FR3L53T+v66FFtvPdP5GV/kP67d0/4qxaQj7o3T/ly7dAguLdP5ZRFD/G3N0/k8lwPQrX3T8b7cw7TtHdP7AHKjqSy90/qjKGONbF3T/25OI2GsDdPxSXPzVeut0/RyacM6K03T/I1Pgx5q7dP6obVTAqqd0//AiyLm6j3T/nHg4tsp3dP6Kjaiv2l90/gIHHKTqS3T+F4CMofozdP+h/gCbCht0/0V3dJAaB3T/BuTkjSnvdP2RrliGOdd0/FPjyH9Jv3T9aVE8eFmrdPxTkqxxaZN0/MlIIG55e3T8AT2UZ4ljdP36swRcmU90/kmseFmpN3T/MsXoUrkfdP1lA1xLyQd0/mSY0ETY83T9xxJAPejbdP2nx7A2+MN0//o5JDAIr3T/QP6YKRiXdP0YgAwmKH90/oaNfB84Z3T8jSrwFEhTdP95bGARWDt0/B1F1ApoI3T9SudEA3gLdPx9WLv8h/dw/O7aK/WX33D8Ieef7qfHcP6QORPrt69w/smmg+DHm3D9z//z2deDcP7qpWfW52tw/ATi28/3U3D8p/xLyQc/cP2Yub/CFydw/fifM7snD3D8lfijtDb7cPwL6hOtRuNw/98/h6ZWy3D8SFz7o2azcPyUam+Ydp9w/FmH35GGh3D91NVTjpZvcP7ausOHpldw/mAAN4C2Q3D8c7mnecYrcP+oOxty1hNw/TLwi2/l+3D8zJ3/ZPXncPycr3NeBc9w/GYA41sVt3D/gFJXUCWjcP2fN8dJNYtw/KhBO0ZFc3D8l8KrP1VbcP2RmB84ZUdw/IxpkzF1L3D/qr8DKoUXcPwnfHMnlP9w/TYR5xyk63D+R9dXFbTTcPzSwMsSxLtw/ATePwvUo3D9prevAOSPcP5pPSL99Hdw/5uukvcEX3D8wbAG8BRLcPwheXrpJDNw/2Na6uI0G3D+lGRe30QDcP18PdLUV+9s/VKfQs1n12z/TAC2yne/bP0peibDh6ds/MibmriXk2z8a2UKtad7bPysfn6ut2Ns/FNP7qfHS2z/aaFioNc3bP0cEtaZ5x9s//G8Rpb3B2z+6J26jAbzbP2TMyqFFtts/dy4noImw2z9i0oOezarbP3tm4JwRpds/Isw8m1Wf2z9/m5mZmZnbP6YY9pfdk9s/28NSliGO2z9bT6+UZYjbP1umC5Opgts/qm9oke182z8TB8WPMXfbP9+GIY51cds/dUZ+jLlr2z8q2dqK/WXbP7wSN4lBYNs/JQmUh4Va2z/7kPCFyVTbP1XETIQNT9s/koGpglFJ2z+C7AWBlUPbP9jvYn/ZPds/gkC/fR042z9K2xt8YTLbP1qJeHqlLNs/cuHUeOkm2z/1xDF3LSHbP/XqjXVxG9s/YNLqc7UV2z+AVUdy+Q/bP9Cdo3A9Cts/NaUAb4EE2z9KyVxtxf7aPx+uuWsJ+do/k+IVak3z2j8Vv3Joke3aPyUJz2bV59o/zNMrZRni2j90nIhjXdzaPwLD5GGh1to/lnlBYOXQ2j9/551eKcvaP9SM+lxtxdo/ZFVXW7G/2j9bm7NZ9bnaP36OEFg5tNo/7eRsVn2u2j/npslUwajaPzfiJVMFo9o/dn2CUUmd2j+VXN9PjZfaP9HdO07Rkdo/kEeYTBWM2j8b1vRKWYbaPzy9UUmdgNo/3ziuR+F62j+0cQpGJXXaP5wEZ0Rpb9o/qpvDQq1p2j+mWCBB8WPaP5zmfD81Xto/9mrZPXlY2j/jDjY8vVLaPwKKkjoBTdo/KxLvOEVH2j955Us3iUHaP09fqDXNO9o/8tMENBE22j9OpGEyVTDaP5bevTCZKto/pngaL90k2j/oGHctIR/aP9Lu0ytlGdo/6VQwKqkT2j82G40o7Q3aP8VW6SYxCNo/0ghGJXUC2j/3e6IjufzZP4UA/yH99tk/A5FbIEHx2T/yR7gehevZP/rtFB3J5dk/PW9xGw3g2T+43M0ZUdrZP5FtKhiV1Nk//g2HFtnO2T/S0+MUHcnZP7YbQBNhw9k/ocWcEaW92T9WifkP6bfZP4jdVQ4tstk/C7+yDHGs2T/UJg8LtabZP+eWawn5oNk/ClbIBz2b2T+LASUGgZXZP/hwgQTFj9k/ZCfeAgmK2T8tlDoBTYTZP4JFl/+Qftk/Mrrz/dR42T/5IlD8GHPZP5LzrPpcbdk/RZcJ+aBn2T+5L2b35GHZPyO4wvUoXNk/cAcf9GxW2T+ErnvysFDZP89A2PD0Stk/cqE07zhF2T/jcZHtfD/ZP2nv7evAOdk/4IZK6gQ02T8iIKfoSC7ZP8CNA+eMKNk/KWhg5dAi2T/277zjFB3ZP6QvGeJYF9k/n/t14JwR2T+2a9Le4AvZP5E9L90kBtk/s3eL22gA2T8SNOjZrPrYPynaRNjw9Ng/2jqh1jTv2D//+/3UeOnYP0WEWtO849g/JhO30QDe2D/CghPQRNjYP2gecM6I0tg/NdDMzMzM2D9ajSnLEMfYP7HuhclUwdg/0G7ix5i72D89Lz/G3LXYP4ySm8QgsNg/o0r4wmSq2D+35VTBqKTYP4Vzsb/sntg/KB4OvjCZ2D9kXGq8dJPYPyT7xrq4jdg/GbAjufyH2D/dU4C3QILYP7Tj3LWEfNg/PIM5tMh22D+KF5ayDHHYP8JJ8rBQa9g/wyJPr5Rl2D9hc6ut2F/YP2c8CKwcWtg/j7JkqmBU2D/0cMGopE7YP+8XHqfoSNg/6IB6pSxD2D/lJNejcD3YPyqKM6K0N9g/ej+QoPgx2D/V5eyePCzYP3hhSZ2AJtg/X9ulm8Qg2D/9XgKaCBvYP7PcXphMFdg/tY+7lpAP2D/6OBiV1AnYP8jodJMYBNg/WDrRkVz+1z8O4i2QoPjXP9tdio7k8tc/IubmjCjt1z/gqUOLbOfXPxMNoImw4dc/4pX8h/Tb1z+uZVmGONbXP+TatYR80Nc/WHsSg8DK1z94Dm+BBMXXPyZjy39Iv9c/YBMofoy51z8RooR80LPXP7hh4XoUrtc/JvQ9eVio1z92bpp3nKLXP4P69nXgnNc/eXlTdCSX1z/DRbByaJHXP0W3DHGsi9c/o2Jpb/CF1z9Q38VtNIDXPzZHImx4etc/W9l+arx01z+hndtoAG/XP5IJOGdEadc/HNqUZYhj1z+OJPFjzF3XP6KnTWIQWNc/1zuqYFRS1z/r7wZfmEzXP8OtY13cRtc/Qj3AWyBB1z/boxxaZDvXP4kmeVioNdc/Ve/VVuwv1z/EVzJVMCrXP4EVj1N0JNc/3FrrUbge1z8NFkhQ/BjXPyu4pE5AE9c/Rl8BTYQN1z/2xV1LyAfXP8JXukkMAtc//8YWSFD81j+Ve3NGlPbWPz0q0ETY8NY/XY0sQxzr1j/LG4lBYOXWPxWi5T+k39Y//FNCPujZ1j+OwZ48LNTWPzma+zpwztY/eTxYObTI1j/ceLQ3+MLWP1NFETY8vdY/Jp9tNIC31j/+X8oyxLHWP+HIJjEIrNY/PqKDL0ym1j8vI+AtkKDWP5a2PCzUmtY/xUSZKhiV1j+H5vUoXI/WP/Y4UiegidY/5b2uJeSD1j/VgAskKH7WP/saaCJseNY//7rEILBy1j80IyEf9GzWP0mwfR04Z9Y/cFjaG3xh1j9GBTcawFvWP96WkxgEVtY/0ebvFkhQ1j/8dUwVjErWPwwZqRPQRNY/RKcFEhQ/1j9JUmIQWDnWP+r+vg6cM9Y/50gbDeAt1j9yLHgLJCjWP/a71AloItY/GBwxCKwc1j9i3I0G8BbWP/hW6gQ0EdY/Pv9GA3gL1j81bqMBvAXWP44HAAAAANY/3a5c/kP61T/PHrn8h/TVPxSSFfvL7tU/RyBy+Q/p1T+Bwc73U+PVP9VRK/aX3dU/0uaH9NvX1T9agOTyH9LVPxUMQfFjzNU/Ybqd76fG1T9IXvrt68DVP+fCVuwvu9U/t1Cz6nO11T/hHBDpt6/VP8acbOf7qdU/TT3J5T+k1T850iXkg57VP1o7guLHmNU/x7fe4AuT1T+wSDvfT43VPwkFmN2Th9U/0X3029eB1T8aAFHaG3zVPyCprdhfdtU/QRsK16Nw1T8LvmbV52rVPwWFw9MrZdU/d/Qf0m9f1T9XX3zQs1nVPzP+2M73U9U/EKU1zTtO1T/bFZLLf0jVPyLt7snDQtU/cTdLyAc91T/Py6fGSzfVP/6TBMWPMdU/rCxhw9Mr1T+Sg73BFybVP/8mGsBbINU/Ocl2vp8a1T/2d9O84xTVP7MGMLsnD9U/JF+MuWsJ1T9oHOm3rwPVP7rGRbbz/dQ/1VOitDf41D9C3v6ye/LUP4FdW7G/7NQ/V/W3rwPn1D9ZYxSuR+HUP+UucayL29Q/vqDNqs/V1D/BHSqpE9DUP3i0hqdXytQ/D2zjpZvE1D9o/j+k377UP35wnKIjudQ/jRX5oGez1D/dtVWfq63UP94msp3vp9Q/XOEOnDOi1D/cTWuad5zUP23Jx5i7ltQ/bYQkl/+Q1D8c9oCVQ4vUP9aU3ZOHhdQ/ViY6kst/1D/WnZaQD3rUP65n845TdNQ/371PjZdu1D89e6yL22jUP68JCYofY9Q/cqRliGNd1D++PcKGp1fUP8HKHoXrUdQ/8Ed7gy9M1D9IvdeBc0bUP/eINIC3QNQ/PQORfvs61D/NcO18PzXUP5UySnuDL9Q/fLKmeccp1D9gUgN4CyTUP6LMX3ZPHtQ/+0+8dJMY1D9D+Bhz1xLUPxyOdXEbDdQ/PRbSb18H1D+YkC5uowHUP5tBi2zn+9M/p+jnaiv20z/HTkRpb/DTP7IXoWez6tM/C6T9Zffk0z9sOFpkO9/TPx6ttmJ/2dM/pj4TYcPT0z9Gx29fB87TP0ZLzF1LyNM/Xf0oXI/C0z8feoVa07zTP3Yc4lgXt9M/NLM+V1ux0z/2TptVn6vTP6zB91PjpdM/vmpUUieg0z9O8LBQa5rTP6OPDU+vlNM/jxlqTfOO0z9qvcZLN4nTP8ZII0p7g9M/JLB/SL990z++VNxGA3jTP4AEOUVHctM/hYKVQ4ts0z+uDfJBz2bTP96iTkATYdM/T0OrPldb0z+FuQc9m1XTP2xfZDvfT9M/WOLAOSNK0z81iR04Z0TTP/H5eTarPtM/kL3WNO840z9QSDMzMzPTPw==\",\"dtype\":\"float64\",\"shape\":[2000]},\"y\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"shape\":[2000]},\"y\":{\"__ndarray__\":\"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plot_width=500))#note the addition of ng and nt" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 3D Map of Flux \n", "\n", "We can use the same plot as we used for reflected light. In 3D this plot is quite a bit more interesting since we can see variations accross the disk from out input file. \n", "\n", "**Note** below I specify `thermal`. The default is `reflected`, I just chose this as an example." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "jpi.disco(out['full_output'] ,wavelength=[0.5, 0.589], calc_type='thermal')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## More 3D Mapping Functions\n", "\n", "In addition to `disco` there is now a general `map` function that can plot anything in `picaso`'s full output `dict`. Below is an example of the `taugas` where we must specify both a `pressure` and `wavelenth` to plot the map\n", "\n", "### Example of Molecular Opacity Map \n", "\n", "When runnint `map` for a 4D (nlevel,nlayer, nwave, nlong, nlat) you can speficy " ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "#Since Taugas is [nlayer, nwave, nlong, nlat] we can specify a list of pressures and a SINGLE wavelength.\n", "jpi.map(out['full_output'],plot='taugas',pressure=[10,0.1,1e-3],wavelength=0.5)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Example of Temperature Map" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "#Since temperature is [nlayer, nlong, nlat] we just have to specify a list of pressures \n", "\n", "jpi.map(out['full_output'],plot='temperature',pressure=[10,0.1,1e-3])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Example of Tau~1 Pressure Map\n", "\n", "Here we can break down a full map of the molecular, cloud and rayleigh opacity. Whereas in `map` we had to specify a specific pressure and wavelength, here we can specify an opactical depth and it will produce a map of what pressure level corresponds to that optical depth. We tend to see photons that originate from tau=1. Therefore, it is interesting to plot a tau=1 map so we can see if we are seeing different pressure levels at different locations accross the disk. " ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "#This is not a terribly interesting case since the lat/lon variation in abundance is relatively small \n", "#and we never gave it a specific cloud opacity...\n", "#BUT, the functionality exists for cases that are more interest :) \n", "jpi.taumap(out['full_output'], wavelength=0.589, at_tau=1)" ] }, { "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": "3.7.5" } }, "nbformat": 4, "nbformat_minor": 2 }