{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Using Calculation Setups\n",
    "\n",
    "Calculation setups are a way to efficiently do LCA calculations for multiple functional units and methods at the same time.\n",
    "\n",
    "This notebook builds on the `Getting started with Brightway2` notebook, and won't work if you haven't done that notebook yet."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "from brightway2 import *"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "if \"Calculation setups\" not in projects:\n",
    "    projects.set_current(\"BW2 introduction\")\n",
    "    projects.copy_project(\"Calculation setups\")\n",
    "else:\n",
    "    projects.set_current(\"Calculation setups\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Defining a calculation setup\n",
    "\n",
    "A calculation setups is defined by three things:\n",
    "* A name\n",
    "* A list of functional units\n",
    "* A list of LCIA methods\n",
    "\n",
    "In this example, we will choose both activities and methods at random."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "functional_units = [{Database('forwast').random(): 1} for _ in range(20)]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can't choose methods completely at random, though, as the `forwast` database doesn't have as many biosphere flows as ecoinvent, so many methods will only characterize flows that aren't provided anywhere in `forwast`. So lets only choose from the methods which will have a non-zero LCA score:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Can use 306 of 665 LCIA methods\n"
     ]
    }
   ],
   "source": [
    "import random\n",
    "\n",
    "all_forwast_flows = {exc.input for ds in Database(\"forwast\") for exc in ds.biosphere()}\n",
    "suitable_methods = [method \n",
    "                    for method in methods \n",
    "                    if {cf[0] for cf in Method(method).load()}.intersection(all_forwast_flows)]\n",
    "\n",
    "print(\"Can use {} of {} LCIA methods\".format(len(suitable_methods), len(methods)))\n",
    "chosen_methods = random.sample(suitable_methods, 8)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "A calculation setup is a normal Python dictionary, with keys `inv` and `ia`, for the functional units and LCIA methods, respectively."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "my_calculation_setup = {'inv': functional_units, 'ia': chosen_methods}"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "You define a calculation setup by name in the metadata store `calculation_setups`, similar to the way that LCIA methods are defined."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "calculation_setups['some random stuff'] = my_calculation_setup"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can examine what we have just randomly created:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'ia': [('ReCiPe Midpoint (H)', 'metal depletion', 'MDP'),\n",
       "  ('EDIP w/o LT',\n",
       "   'environmental impact w/o LT',\n",
       "   'human toxicity, via surface water w/o LT'),\n",
       "  ('ReCiPe Midpoint (E) w/o LT', 'fossil depletion w/o LT', 'FDP w/o LT'),\n",
       "  ('EDIP2003 w/o LT', 'non-renewable resources w/o LT', 'aluminium w/o LT'),\n",
       "  ('ecological footprint', 'total', 'total'),\n",
       "  ('ReCiPe Endpoint (H,A) w/o LT', 'resources w/o LT', 'total w/o LT'),\n",
       "  ('EDIP2003', 'photochemical ozone formation', 'impacts on human health'),\n",
       "  ('ecological scarcity 2006', 'total', 'energy resources')],\n",
       " 'inv': [{'_89 Post and telecommunication, EU27' (EUR2003, GLO, ['Input Output', 'EU27 2003']): 1},\n",
       "  {'_73 Furniture and other manufactured goods n.e.c., EU27' (kilogram, GLO, ['Input Output', 'EU27 2003']): 1},\n",
       "  {'__1 Bovine meat and milk, EU27' (kilogram, GLO, ['Input Output', 'EU27 2003']): 1},\n",
       "  {'130 Membership organisations, EU27' (EUR2003, GLO, ['Input Output', 'EU27 2003']): 1},\n",
       "  {'_58 Office machinery and computers, DK' (kilogram, GLO, ['Input Output', 'Denmark 2003']): 1},\n",
       "  {'111 Waste treatment, Landfill of waste, Alu, DK' (kilogram, GLO, ['Input Output', 'Denmark 2003']): 1},\n",
       "  {'_30 Wearing apparel and furs, EU27' (kilogram, GLO, ['Input Output', 'EU27 2003']): 1},\n",
       "  {'_61 Instruments, medical, precision, optical, clocks, DK' (kilogram, GLO, ['Input Output', 'Denmark 2003']): 1},\n",
       "  {'103 Waste treatment, Composting of food waste, DK' (kilogram, GLO, ['Input Output', 'Denmark 2003']): 1},\n",
       "  {'_54 Recycling of copper basic, DK' (kilogram, GLO, ['Input Output', 'Denmark 2003']): 1},\n",
       "  {'131 Household use, Meals, DK' (EUR2003, GLO, ['Input Output', 'Denmark 2003']): 1},\n",
       "  {'__8 Recycling of waste wood, EU27' (kilogram, GLO, ['Input Output', 'EU27 2003']): 1},\n",
       "  {'120 Waste treatment, Land application of compost, DK' (kilogram, GLO, ['Input Output', 'Denmark 2003']): 1},\n",
       "  {'_31 Leather products, footwear, DK' (kilogram, GLO, ['Input Output', 'Denmark 2003']): 1},\n",
       "  {'_74 Retail  trade and repair services, DK' (EUR2003, GLO, ['Input Output', 'Denmark 2003']): 1},\n",
       "  {'_32 Wood products, except furniture, EU27' (kilogram, GLO, ['Input Output', 'EU27 2003']): 1},\n",
       "  {'128 Waste treatment, Landfill of waste, Slag' (kilogram, ash, EU27, ['Input Output', 'EU27 2003']): 1},\n",
       "  {'_29 Textiles, DK' (kilogram, GLO, ['Input Output', 'Denmark 2003']): 1},\n",
       "  {'120 Waste treatment, Land application of compost, DK' (kilogram, GLO, ['Input Output', 'Denmark 2003']): 1},\n",
       "  {'__5 Crops n.e.c., EU27' (kilogram, GLO, ['Input Output', 'EU27 2003']): 1}]}"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "calculation_setups['some random stuff']"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The normal create, update, and delete machanisms apply:\n",
    "* To create a new calculation setup, assign by name, as in cell above\n",
    "* To replace a calculation setup, just assign new data, i.e. `calculation_setups['some random stuff'] = some_new_stuff`.\n",
    "* To delete a calculation setup, use `del`, i.e. `del calculation_setups['some random stuff']`.\n",
    "\n",
    "## Using a calculation setup\n",
    "\n",
    "Use the `MultiLCA` class to get LCA results for a calculation setup. Note that this class does all the calculations as soon as you create it."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "mlca = MultiLCA('some random stuff')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[  2.01992360e-02,   5.41100722e-06,   8.46148810e-02,\n",
       "          6.61679078e-04,   1.42901040e+00,   1.17617425e-02,\n",
       "          1.28948520e-04,   1.27063423e+01],\n",
       "       [  3.42570244e-01,   7.08964005e-05,   1.07109057e+00,\n",
       "          2.16505158e-02,   1.70176907e+01,   1.52923265e-01,\n",
       "          1.69952888e-03,   1.60852771e+02],\n",
       "       [  8.54603999e-02,   8.20893591e-05,   8.59786378e-01,\n",
       "          2.41886966e-03,   1.35256790e+01,   1.14021466e-01,\n",
       "          1.02473129e-02,   1.29275666e+02],\n",
       "       [  1.38804898e-02,   9.26976794e-06,   1.40957937e-01,\n",
       "          4.54331969e-04,   2.48256765e+00,   1.86521880e-02,\n",
       "          2.23869508e-04,   2.11117955e+01],\n",
       "       [  3.34442558e+00,   3.32505885e-04,   5.29992430e+00,\n",
       "          2.08351234e-01,   7.90777941e+01,   8.33465266e-01,\n",
       "          7.67466305e-03,   7.96400917e+02],\n",
       "       [  2.65436174e-03,   1.79663207e-06,   2.71179542e-02,\n",
       "          4.83997043e-05,   3.35531721e-01,   3.59813477e-03,\n",
       "          3.63611861e-05,   4.08631436e+00],\n",
       "       [  2.98027138e-01,   2.65968682e-04,   4.87916050e+00,\n",
       "          2.02559781e-02,   6.88469431e+01,   6.38612312e-01,\n",
       "          7.05066663e-03,   7.34177367e+02],\n",
       "       [  1.73794610e+00,   3.03233270e-04,   4.42945481e+00,\n",
       "          9.69016355e-02,   6.25006630e+01,   6.47544599e-01,\n",
       "          6.69818467e-03,   6.65724592e+02],\n",
       "       [  4.11230870e-04,   1.87116136e-06,  -3.51387683e-01,\n",
       "         -7.71789294e-05,   2.90108609e-01,  -4.42014831e-02,\n",
       "          1.92414412e-04,  -5.10539989e+01],\n",
       "       [ -1.93323569e+01,   6.99587535e-05,   4.28280943e-01,\n",
       "          3.48533774e-01,   8.00092714e+00,  -8.43024115e-01,\n",
       "          1.50923061e-03,   6.37612809e+01],\n",
       "       [  1.87993088e-02,   2.33919217e-05,   2.80539817e-01,\n",
       "          2.24872423e-04,   4.77588432e+00,   3.67011896e-02,\n",
       "          6.61535727e-04,   4.19915185e+01],\n",
       "       [  8.68322913e-05,  -1.80879514e-06,  -1.44139358e-02,\n",
       "          1.72417862e-05,  -2.19647814e-01,  -1.83291263e-03,\n",
       "         -2.95201063e-05,  -2.14831874e+00],\n",
       "       [ -2.93513576e-03,  -1.94108729e-06,  -4.90487423e-01,\n",
       "         -1.54424488e-04,  -7.66110015e-01,  -6.19688279e-02,\n",
       "         -1.11368000e-04,  -7.15154981e+01],\n",
       "       [  8.49469480e-01,   8.64262824e-04,   1.01367857e+01,\n",
       "          1.67812037e-02,   1.43058798e+02,   1.33767259e+00,\n",
       "          1.97762031e-02,   1.52583574e+03],\n",
       "       [  1.17946656e-02,   9.52604590e-06,   1.09768383e-01,\n",
       "          1.23571916e-04,   1.63443814e+00,   1.45884813e-02,\n",
       "          1.99786699e-04,   1.64821999e+01],\n",
       "       [  1.96479851e-02,   1.80017134e-05,   1.75696168e-01,\n",
       "          8.73941647e-04,   3.12080542e+00,   2.34034028e-02,\n",
       "          3.98288935e-04,   2.64216756e+01],\n",
       "       [  3.30914057e-03,   1.20266327e-06,   1.53790378e-02,\n",
       "          1.69859774e-04,   3.02970929e-01,   2.12255070e-03,\n",
       "          2.70444442e-05,   2.31324601e+00],\n",
       "       [  1.41039455e-01,   1.35668820e-04,   2.04153889e+00,\n",
       "         -9.72030282e-03,   2.75440996e+01,   2.67912963e-01,\n",
       "          2.92791763e-03,   3.07072036e+02],\n",
       "       [ -2.93513576e-03,  -1.94108729e-06,  -4.90487423e-01,\n",
       "         -1.54424488e-04,  -7.66110015e-01,  -6.19688279e-02,\n",
       "         -1.11368000e-04,  -7.15154981e+01],\n",
       "       [  1.44529443e-02,   1.22454377e-05,   2.03155483e-01,\n",
       "          4.51652358e-04,   3.01491530e+00,   2.66933258e-02,\n",
       "          3.51663523e-04,   3.05886931e+01]])"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mlca.results"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Visualizing the results\n",
    "\n",
    "There isn't any code built into Brightway2 yet, but [Seaborn](https://stanford.edu/~mwaskom/software/seaborn/index.html) has some great visualizations for this type of result array."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Warning: metadata {'config': True} was set from the constructor.  Metadata should be set using the .tag() method, e.g., Int().tag(key1='value1', key2='value2')\n",
      "Warning: metadata {'config': True} was set from the constructor.  Metadata should be set using the .tag() method, e.g., Int().tag(key1='value1', key2='value2')\n",
      "Warning: metadata {'config': True} was set from the constructor.  Metadata should be set using the .tag() method, e.g., Int().tag(key1='value1', key2='value2')\n",
      "Warning: metadata {'config': True} was set from the constructor.  Metadata should be set using the .tag() method, e.g., Int().tag(key1='value1', key2='value2')\n",
      "Warning: metadata {'config': True} was set from the constructor.  Metadata should be set using the .tag() method, e.g., Int().tag(key1='value1', key2='value2')\n",
      "Warning: InlineBackend._config_changed is deprecated: use @observe and @unobserve instead.\n",
      "Warning: A parent of InlineBackend._config_changed has adopted the new @observe(change) API\n"
     ]
    }
   ],
   "source": [
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "You can ignore any errors that show up here."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Warning: axes.color_cycle is deprecated and replaced with axes.prop_cycle; please use the latter.\n"
     ]
    }
   ],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(array([ 0.5,  1.5,  2.5,  3.5,  4.5,  5.5,  6.5,  7.5]),\n",
       " <a list of 8 Text xticklabel objects>)"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAcEAAAH6CAYAAAB/BveGAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10a9c72b0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# From https://stanford.edu/~mwaskom/software/seaborn/tutorial/color_palettes.html\n",
    "cmap = sns.cubehelix_palette(8, start=.5, rot=-.75, as_cmap=True) \n",
    "\n",
    "sns.heatmap(\n",
    "    mlca.results / np.average(mlca.results, axis=0), # Normalize to get relative results\n",
    "    annot=True, \n",
    "    linewidths=.05, \n",
    "    cmap=cmap, \n",
    "    xticklabels=[\"\\n\".join(x) for x in mlca.methods]\n",
    ")\n",
    "plt.xticks(rotation=70) "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Could also adapt https://stanford.edu/~mwaskom/software/seaborn/examples/structured_heatmap.html, but this is more work."
   ]
  }
 ],
 "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": "3.5.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}
