{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "from brightway2 import *\n",
    "from time import time"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "bw2setup()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Default biosphere flows: 3955\n",
      "Default LCIA methods: 692\n"
     ]
    }
   ],
   "source": [
    "print(\"Default biosphere flows:\", len(Database(\"biosphere3\")))\n",
    "print(\"Default LCIA methods:\", len(methods))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "ecoinvent_22 = SingleOutputEcospold1Importer(\n",
    "    \"/Users/cmutel/Documents/LCA Documents/Ecoinvent/2.2/processes\",\n",
    "    \"ecoinvent 2.2\"\n",
    ")\n",
    "ecoinvent_22.apply_strategies()\n",
    "ecoinvent_22.write_database()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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qnw0+V6BDjbf6zf+o/tB6QGegz1ErBkZvnN/vXOJdAv1OXjpij/JrTrjl4s9V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JAAAg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      "text/plain": [
       "<matplotlib.figure.Figure at 0x10c285ef0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "Database(\"ecoinvent 2.2\").graph_technosphere()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Fast single and repeated LCA calculations"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "LCA for 'oil boiler 100kW' (unit, CH, ['oil', 'heating systems']):\n",
      "\t1011 points (('ReCiPe Endpoint (E,A)', 'human health', 'human toxicity'))\n",
      "\t(Calculation completed in 0.91 seconds)\n"
     ]
    }
   ],
   "source": [
    "start = time()\n",
    "activity = Database(\"ecoinvent 2.2\").random()\n",
    "method = methods.random()\n",
    "lca = LCA(\n",
    "    demand={activity: 1},\n",
    "    method=method\n",
    ")\n",
    "lca.lci()\n",
    "lca.lcia()\n",
    "print(\"LCA for {}:\\n\\t{:.4g} {} ({})\\n\\t(Calculation completed in {:.2g} seconds)\".format(\n",
    "        activity, lca.score, methods[method]['unit'], method, time() - start)\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.0421 seconds: 'carbofuran, at regional storehouse' (kilogram, RER, ['agricultural means of production', 'pesticides'])\n",
      "0.0429 seconds: 'hard coal supply mix' (kilogram, AT, ['hard coal', 'production'])\n",
      "0.0437 seconds: 'disposal, bitumen, 1.4% water, to sanitary landfill' (kilogram, CH, ['waste management', 'sanitary landfill'])\n",
      "0.0476 seconds: 'toner, black, used for printing' (kilogram, RER, ['electronics', 'module'])\n",
      "0.0569 seconds: 'straw organic, at farm' (kilogram, CH, ['agricultural production', 'plant production'])\n",
      "0.0486 seconds: 'electricity, medium voltage, at grid' (kilowatt hour, BG, ['electricity', 'supply mix'])\n",
      "0.0512 seconds: 'diesel, at regional storage' (kilogram, CH, ['oil', 'fuels'])\n",
      "0.0465 seconds: 'electricity, hydropower, at pumped storage power plant' (kilowatt hour, CH, ['hydro power', 'power plants'])\n",
      "0.0503 seconds: 'hot impact extrusion, steel, 3 strokes' (kilogram, RER, ['metals', 'chipless shaping'])\n",
      "0.0476 seconds: 'tellurium, semiconductor-grade, at plant' (kilogram, GLO, ['metals', 'extraction'])\n"
     ]
    }
   ],
   "source": [
    "lca.lci(factorize=True)\n",
    "\n",
    "for x in range(10):\n",
    "    start = time()\n",
    "    activity = Database(\"ecoinvent 2.2\").random()\n",
    "    lca.redo_lcia({activity: 1})\n",
    "    print(\"{:.3g} seconds: {}\".format(time() - start, activity))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "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": "3.4.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}
