CCU_2018_final_version.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# LCA of Carbon Capture and Use (CCU)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "_by Massimo Pizzol and Nils Thonemann (2019)_"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Initial set up"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "from lci_to_bw2 import *\n",
    "from brightway2 import *\n",
    "from matplotlib import pyplot as plt\n",
    "import time\n",
    "when = time.strftime(\"%Y%m%d\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "projects.set_current('CCU') # Carbon Capture and Use"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This below only if it's the first time you run this script"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "#bw2setup() # do this if its the first time only"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "#fpei34  = \"/Users/massimo/Documents/AAU/Research/Databases/ecoinvent v3.4/datasets\"\n",
    " \n",
    "#if 'ecoinvent 3.4 conseq' in databases:\n",
    "#     print(\"Database has already been imported\")\n",
    "#else:\n",
    "#     ei34 = SingleOutputEcospold2Importer(fpei34, 'ecoinvent 3.4 conseq')\n",
    "#     ei34.apply_strategies()\n",
    "#     ei34.statistics()\n",
    " \n",
    "#ei34.write_database()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Databases dictionary with 3 object(s):\n",
       "\tCCU\n",
       "\tbiosphere3\n",
       "\tecoinvent 3.4 conseq"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "databases # List should include biosphere3, ecoinvent 3.4 conseq"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[NbConvertApp] Converting notebook CCU_2018_final_version.ipynb to script\n",
      "[NbConvertApp] Writing 7347 bytes to CCU_2018_final_version.py\n"
     ]
    }
   ],
   "source": [
    "!jupyter nbconvert --to script CCU_2018_final_version.ipynb # This to convert into .py file"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Data import"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Import inventory data. Choose between _near term_ (nt) and _long term_ (lt) scenario."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "  Activity database                     Activity code  \\\n",
      "0               CCU  Marginal_mix_CO2_near_term [CO2]   \n",
      "1               CCU  Marginal_mix_CO2_near_term [CO2]   \n",
      "2               CCU  Marginal_mix_CO2_near_term [CO2]   \n",
      "3               CCU  Marginal_mix_CO2_near_term [CO2]   \n",
      "4               CCU  Marginal_mix_CO2_near_term [CO2]   \n",
      "\n",
      "                      Activity name Activity unit Activity type  \\\n",
      "0  Marginal_mix_CO2_near_term [CO2]      kilogram       process   \n",
      "1  Marginal_mix_CO2_near_term [CO2]      kilogram       process   \n",
      "2  Marginal_mix_CO2_near_term [CO2]      kilogram       process   \n",
      "3  Marginal_mix_CO2_near_term [CO2]      kilogram       process   \n",
      "4  Marginal_mix_CO2_near_term [CO2]      kilogram       process   \n",
      "\n",
      "  Exchange database                     Exchange input  Exchange amount  \\\n",
      "0               CCU   Marginal_mix_CO2_near_term [CO2]            1.000   \n",
      "1               CCU       Capturing [CO2_from_ammonia]            0.480   \n",
      "2               CCU     Capturing [CO2_from_bioenergy]            0.264   \n",
      "3               CCU            Capturing [CO2_from_H2]            0.184   \n",
      "4               CCU  Capturing [CO2_from_fermentation]            0.072   \n",
      "\n",
      "  Exchange unit Exchange type  Exchange uncertainty type  Exchange loc  \\\n",
      "0      kilogram    production                          0           NaN   \n",
      "1      kilogram  technosphere                          2     -0.733969   \n",
      "2      kilogram  technosphere                          2     -1.331806   \n",
      "3      kilogram  technosphere                          2     -1.692820   \n",
      "4      kilogram  technosphere                          2     -2.631089   \n",
      "\n",
      "   Exchange scale Exchange negative  \n",
      "0             NaN               NaN  \n",
      "1        0.000001             False  \n",
      "2        0.000001             False  \n",
      "3        0.000001             False  \n",
      "4        0.000001             False  \n"
     ]
    }
   ],
   "source": [
    "#Choose one of the two lines below\n",
    "CCU_data = pd.read_csv('LCI_CCU_2018_nt_final.csv', header = 0, sep = \";\", encoding = 'utf-8-sig') # important to specify encoding\n",
    "#CCU_data = pd.read_csv('LCI_CCU_2018_lt_final.csv', header = 0, sep = \";\", encoding = 'utf-8-sig') # important to specify encoding\n",
    "\n",
    "# clean up \n",
    "CCU_data = CCU_data.drop(['OPENLCA names', 'Ecospold_code_OPENLCA'], 1)  # remove the columns not needed\n",
    "CCU_data['Exchange uncertainty type'] = CCU_data['Exchange uncertainty type'].fillna(0).astype(int) # uncertainty as integer \n",
    "                    ### Note: (can't have the full column if there are mixed nan and values, so use zero as default)\n",
    "print(CCU_data.head())\n",
    "#print(CCU_data.tail())  \n",
    "#print(CCU_data.iloc[:,6]) # no encoding problems\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{('CCU',\n",
       "  'CO2_to_CH4 [CO2_treatment]'): {'exchanges': [{'amount': 1.0,\n",
       "    'input': ('CCU', 'CO2_to_CH4 [CO2_treatment]'),\n",
       "    'type': 'production',\n",
       "    'uncertainty type': 0,\n",
       "    'unit': 'kilogram'},\n",
       "   {'amount': 1.0,\n",
       "    'input': ('CCU', 'Marginal_mix_CO2_near_term [CO2]'),\n",
       "    'loc': 0.0,\n",
       "    'negative': False,\n",
       "    'scale': 1e-06,\n",
       "    'type': 'technosphere',\n",
       "    'uncertainty type': 2,\n",
       "    'unit': 'kilogram'},\n",
       "   {'amount': 0.172167404,\n",
       "    'input': ('ecoinvent 3.4 conseq', 'c17c7e02259d94bf62102a817cbebe03'),\n",
       "    'loc': -1.759287997,\n",
       "    'negative': False,\n",
       "    'scale': 1e-06,\n",
       "    'type': 'technosphere',\n",
       "    'uncertainty type': 2,\n",
       "    'unit': 'kilogram'},\n",
       "   {'amount': 0.112283089,\n",
       "    'input': ('ecoinvent 3.4 conseq', '30e6266f159ecafc6dddd4ee57f0606c'),\n",
       "    'loc': -2.186732012,\n",
       "    'negative': False,\n",
       "    'scale': 1e-06,\n",
       "    'type': 'technosphere',\n",
       "    'uncertainty type': 2,\n",
       "    'unit': 'kilowatt hour'},\n",
       "   {'amount': -0.40506165,\n",
       "    'input': ('ecoinvent 3.4 conseq', 'd156f88bb4654c2834691b261bada299'),\n",
       "    'loc': -0.903716,\n",
       "    'negative': True,\n",
       "    'scale': 1e-06,\n",
       "    'type': 'technosphere',\n",
       "    'uncertainty type': 2,\n",
       "    'unit': 'cubic meter'},\n",
       "   {'amount': 0.066008847,\n",
       "    'input': ('biosphere3', '349b29d1-3e58-4c66-98b9-9d1a076efd2e'),\n",
       "    'loc': -2.717966507,\n",
       "    'negative': False,\n",
       "    'scale': 1e-06,\n",
       "    'type': 'biosphere',\n",
       "    'uncertainty type': 2,\n",
       "    'unit': 'kilogram'}], 'name': 'CO2_to_CH4 [CO2_treatment]', 'type': 'process', 'unit': 'kilogram'},\n",
       " ('CCU',\n",
       "  'CO2_to_CO_DRM [CO2_treatment]'): {'exchanges': [{'amount': 1.0,\n",
       "    'input': ('CCU', 'CO2_to_CO_DRM [CO2_treatment]'),\n",
       "    'type': 'production',\n",
       "    'uncertainty type': 0,\n",
       "    'unit': 'kilogram'},\n",
       "   {'amount': 1.0,\n",
       "    'input': ('CCU', 'Marginal_mix_CO2_near_term [CO2]'),\n",
       "    'loc': 0.0,\n",
       "    'negative': False,\n",
       "    'scale': 1e-06,\n",
       "    'type': 'technosphere',\n",
       "    'uncertainty type': 2,\n",
       "    'unit': 'kilogram'},\n",
       "   {'amount': 7.615384615,\n",
       "    'input': ('ecoinvent 3.4 conseq', '30e6266f159ecafc6dddd4ee57f0606c'),\n",
       "    'loc': 2.030170493,\n",
       "    'negative': False,\n",
       "    'scale': 1e-06,\n",
       "    'type': 'technosphere',\n",
       "    'uncertainty type': 2,\n",
       "    'unit': 'kilowatt hour'},\n",
       "   {'amount': 0.34013605399999997,\n",
       "    'input': ('ecoinvent 3.4 conseq', 'd156f88bb4654c2834691b261bada299'),\n",
       "    'loc': -1.0784095809999998,\n",
       "    'negative': False,\n",
       "    'scale': 1e-06,\n",
       "    'type': 'technosphere',\n",
       "    'uncertainty type': 2,\n",
       "    'unit': 'cubic meter'},\n",
       "   {'amount': -0.220879121,\n",
       "    'input': ('ecoinvent 3.4 conseq', 'e9243150c886442b26b88cddd55a8311'),\n",
       "    'loc': -1.510139691,\n",
       "    'negative': True,\n",
       "    'scale': 1e-06,\n",
       "    'type': 'technosphere',\n",
       "    'uncertainty type': 2,\n",
       "    'unit': 'kilogram'},\n",
       "   {'amount': -0.36923076899999996,\n",
       "    'input': ('ecoinvent 3.4 conseq', '6171b5f5caedd5e3fa325adbaf8d33c8'),\n",
       "    'loc': -0.99633344,\n",
       "    'negative': True,\n",
       "    'scale': 1e-06,\n",
       "    'type': 'technosphere',\n",
       "    'uncertainty type': 2,\n",
       "    'unit': 'megajoule'},\n",
       "   {'amount': -1.098901099,\n",
       "    'input': ('ecoinvent 3.4 conseq', 'afd040d807b76ffb580471cfda7ea02a'),\n",
       "    'loc': 0.09431067900000001,\n",
       "    'negative': True,\n",
       "    'scale': 1e-06,\n",
       "    'type': 'technosphere',\n",
       "    'uncertainty type': 2,\n",
       "    'unit': 'kilogram'},\n",
       "   {'amount': -0.054945055,\n",
       "    'input': ('ecoinvent 3.4 conseq', 'c17c7e02259d94bf62102a817cbebe03'),\n",
       "    'loc': -2.901421594,\n",
       "    'negative': True,\n",
       "    'scale': 1e-06,\n",
       "    'type': 'technosphere',\n",
       "    'uncertainty type': 2,\n",
       "    'unit': 'kilogram'}], 'name': 'CO2_to_CO_DRM [CO2_treatment]', 'type': 'process', 'unit': 'kilogram'},\n",
       " ('CCU',\n",
       "  'CO2_to_CO_rWGS [CO2_treatment]'): {'exchanges': [{'amount': 1.0,\n",
       "    'input': ('CCU', 'CO2_to_CO_rWGS [CO2_treatment]'),\n",
       "    'type': 'production',\n",
       "    'uncertainty type': 0,\n",
       "    'unit': 'kilogram'},\n",
       "   {'amount': 1.0,\n",
       "    'input': ('CCU', 'Marginal_mix_CO2_near_term [CO2]'),\n",
       "    'loc': 0.0,\n",
       "    'negative': False,\n",
       "    'scale': 1e-06,\n",
       "    'type': 'technosphere',\n",
       "    'uncertainty type': 2,\n",
       "    'unit': 'kilogram'},\n",
       "   {'amount': 0.045540797,\n",
       "    'input': ('ecoinvent 3.4 conseq', 'c17c7e02259d94bf62102a817cbebe03'),\n",
       "    'loc': -3.0891467180000003,\n",
       "    'negative': False,\n",
       "    'scale': 1e-06,\n",
       "    'type': 'technosphere',\n",
       "    'uncertainty type': 2,\n",
       "    'unit': 'kilogram'},\n",
       "   {'amount': 0.9740670459999999,\n",
       "    'input': ('ecoinvent 3.4 conseq', '30e6266f159ecafc6dddd4ee57f0606c'),\n",
       "    'loc': -0.026275142,\n",
       "    'negative': False,\n",
       "    'scale': 1e-06,\n",
       "    'type': 'technosphere',\n",
       "    'uncertainty type': 2,\n",
       "    'unit': 'kilowatt hour'},\n",
       "   {'amount': 1.616698292,\n",
       "    'input': ('ecoinvent 3.4 conseq', '6171b5f5caedd5e3fa325adbaf8d33c8'),\n",
       "    'loc': 0.480385978,\n",
       "    'negative': False,\n",
       "    'scale': 1e-06,\n",
       "    'type': 'technosphere',\n",
       "    'uncertainty type': 2,\n",
       "    'unit': 'megajoule'},\n",
       "   {'amount': -0.632511069,\n",
       "    'input': ('ecoinvent 3.4 conseq', 'afd040d807b76ffb580471cfda7ea02a'),\n",
       "    'loc': -0.458057558,\n",
       "    'negative': True,\n",
       "    'scale': 1e-06,\n",
       "    'type': 'technosphere',\n",
       "    'uncertainty type': 2,\n",
       "    'unit': 'kilogram'},\n",
       "   {'amount': 0.006325111,\n",
       "    'input': ('biosphere3', '349b29d1-3e58-4c66-98b9-9d1a076efd2e'),\n",
       "    'loc': -5.063227744,\n",
       "    'negative': False,\n",
       "    'scale': 1e-06,\n",
       "    'type': 'biosphere',\n",
       "    'uncertainty type': 2,\n",
       "    'unit': 'kilogram'}], 'name': 'CO2_to_CO_rWGS [CO2_treatment]', 'type': 'process', 'unit': 'kilogram'},\n",
       " ('CCU',\n",
       "  'CO2_to_DMC_elec [CO2_treatment]'): {'exchanges': [{'amount': 1.0,\n",
       "    'input': ('CCU', 'CO2_to_DMC_elec [CO2_treatment]'),\n",
       "    'type': 'production',\n",
       "    'uncertainty type': 0,\n",
       "    'unit': 'kilogram'},\n",
       "   {'amount': 1.0,\n",
       "    'input': ('CCU', 'Marginal_mix_CO2_near_term [CO2]'),\n",
       "    'loc': 0.0,\n",
       "    'negative': False,\n",
       "    'scale': 1e-06,\n",
       "    'type': 'technosphere',\n",
       "    'uncertainty type': 2,\n",
       "    'unit': 'kilogram'},\n",
       "   {'amount': 281.7460317,\n",
       "    'input': ('ecoinvent 3.4 conseq', '30e6266f159ecafc6dddd4ee57f0606c'),\n",
       "    'loc': 5.6410060689999995,\n",
       "    'negative': False,\n",
       "    'scale': 1e-06,\n",
       "    'type': 'technosphere',\n",
       "    'uncertainty type': 2,\n",
       "    'unit': 'kilowatt hour'},\n",
       "   {'amount': 1.448979592,\n",
       "    'input': ('ecoinvent 3.4 conseq', '3d820bee37a3e53f941d7f08438eccea'),\n",
       "    'loc': 0.370859579,\n",
       "    'negative': False,\n",
       "    'scale': 1e-06,\n",
       "    'type': 'technosphere',\n",
       "    'uncertainty type': 2,\n",
       "    'unit': 'kilogram'},\n",
       "   {'amount': 961.2244898,\n",
       "    'input': ('ecoinvent 3.4 conseq', '6171b5f5caedd5e3fa325adbaf8d33c8'),\n",
       "    'loc': 6.868207982,\n",
       "    'negative': False,\n",
       "    'scale': 1e-06,\n",
       "    'type': 'technosphere',\n",
       "    'uncertainty type': 2,\n",
       "    'unit': 'megajoule'},\n",
       "   {'amount': 10.20408163,\n",
       "    'input': ('ecoinvent 3.4 conseq', 'a4ba1e68fcbf8f0456104e3e293e4375'),\n",
       "    'loc': 2.3227877999999995,\n",
       "    'negative': False,\n",
       "    'scale': 1e-06,\n",
       "    'type': 'technosphere',\n",
       "    'uncertainty type': 2,\n",
       "    'unit': 'kilogram'},\n",
       "   {'amount': 0.006122449,\n",
       "    'input': ('ecoinvent 3.4 conseq', '3de034c84e68b282b16a093fd77851d4'),\n",
       "    'loc': -5.095793102,\n",
       "    'negative': False,\n",
       "    'scale': 1e-06,\n",
       "    'type': 'technosphere',\n",
       "    'uncertainty type': 2,\n",
       "    'unit': 'kilogram'},\n",
       "   {'amount': 0.30612244899999996,\n",
       "    'input': ('CCU', 'Production [BmimBr]'),\n",
       "    'loc': -1.183770097,\n",
       "    'negative': False,\n",
       "    'scale': 1e-06,\n",
       "    'type': 'technosphere',\n",
       "    'uncertainty type': 2,\n",
       "    'unit': 'kilogram'},\n",
       "   {'amount': 6.326530000000001e-07,\n",
       "    'input': ('ecoinvent 3.4 conseq', '0cbf9bf683b009699c336a74fb5fc87b'),\n",
       "    'loc': -14.27334365,\n",
       "    'negative': False,\n",
       "    'scale': 1e-06,\n",
       "    'type': 'technosphere',\n",
       "    'uncertainty type': 2,\n",
       "    'unit': 'kilogram'},\n",
       "   {'amount': -2.040816327,\n",
       "    'input': ('ecoinvent 3.4 conseq', '9c31e46956711bf1cb010b590cf33e5b'),\n",
       "    'loc': 0.713349888,\n",
       "    'negative': True,\n",
       "    'scale': 1e-06,\n",
       "    'type': 'technosphere',\n",
       "    'uncertainty type': 2,\n",
       "    'unit': 'kilogram'}], 'name': 'CO2_to_DMC_elec [CO2_treatment]', 'type': 'process', 'unit': 'kilogram'},\n",
       " ('CCU',\n",
       "  'CO2_to_DMC_eth_carb_trans [CO2_treatment]'): {'exchanges': [{'amount': 1.0,\n",
       "    'input': ('CCU', 'CO2_to_DMC_eth_carb_trans [CO2_treatment]'),\n",
       "    'type': 'production',\n",
       "    'uncertainty type': 0,\n",
       "    'unit': 'kilogram'},\n",
       "   {'amount': 1.0,\n",
       "    'input': ('CCU', 'Marginal_mix_CO2_near_term [CO2]'),\n",
       "    'loc': 0.0,\n",
       "    'negative': False,\n",
       "    'scale': 1e-06,\n",
       "    'type': 'technosphere',\n",
       "    'uncertainty type': 2,\n",
       "    'unit': 'kilogram'},\n",
       "   {'amount': 1.379310345,\n",
       "    'input': ('ecoinvent 3.4 conseq', '3d820bee37a3e53f941d7f08438eccea'),\n",
       "    'loc': 0.321583624,\n",
       "    'negative': False,\n",
       "    'scale': 1e-06,\n",
       "    'type': 'technosphere',\n",
       "    'uncertainty type': 2,\n",
       "    'unit': 'kilogram'},\n",
       "   {'amount': 7.551724137999999,\n",
       "    'input': ('ecoinvent 3.4 conseq', '6171b5f5caedd5e3fa325adbaf8d33c8'),\n",
       "    'loc': 2.0217758999999997,\n",
       "    'negative': False,\n",
       "    'scale': 1e-06,\n",
       "    'type': 'technosphere',\n",
       "    'uncertainty type': 2,\n",
       "    'unit': 'megajoule'},\n",
       "   {'amount': -1.4827586209999999,\n",
       "    'input': ('ecoinvent 3.4 conseq', '9c31e46956711bf1cb010b590cf33e5b'),\n",
       "    'loc': 0.393904286,\n",
       "    'negative': True,\n",
       "    'scale': 1e-06,\n",
       "    'type': 'technosphere',\n",
       "    'uncertainty type': 2,\n",
       "    'unit': 'kilogram'},\n",
       "   {'amount': 0.61,\n",
       "    'input': ('biosphere3', '349b29d1-3e58-4c66-98b9-9d1a076efd2e'),\n",
       "    'loc': -0.494296322,\n",
       "    'negative': False,\n",
       "    'scale': 1e-06,\n",
       "    'type': 'biosphere',\n",
       "    'uncertainty type': 2,\n",
       "    'unit': 'kilogram'}], 'name': 'CO2_to_DMC_eth_carb_trans [CO2_treatment]', 'type': 'process', 'unit': 'kilogram'},\n",
       " ('CCU',\n",
       "  'CO2_to_DME_SG [CO2_treatment]'): {'exchanges': [{'amount': 1.0,\n",
       "    'input': ('CCU', 'CO2_to_DME_SG [CO2_treatment]'),\n",
       "    'type': 'production',\n",
       "    'uncertainty type': 0,\n",
       "    'unit': 'kilogram'},\n",
       "   {'amount': 1.0,\n",
       "    'input': ('CCU', 'Marginal_mix_CO2_near_term [CO2]'),\n",
       "    'loc': 0.0,\n",
       "    'negative': False,\n",
       "    'scale': 1e-06,\n",
       "    'type': 'technosphere',\n",
       "    'uncertainty type': 2,\n",
       "    'unit': 'kilogram'},\n",
       "   {'amount': 0.459940653,\n",
       "    'input': ('ecoinvent 3.4 conseq', '30e6266f159ecafc6dddd4ee57f0606c'),\n",
       "    'loc': -0.7766578129999999,\n",
       "    'negative': False,\n",
       "    'scale': 1e-06,\n",
       "    'type': 'technosphere',\n",
       "    'uncertainty type': 2,\n",
       "    'unit': 'kilowatt hour'},\n",
       "   {'amount': 0.434506147,\n",
       "    'input': ('ecoinvent 3.4 conseq', 'd156f88bb4654c2834691b261bada299'),\n",
       "    'loc': -0.833545188,\n",
       "    'negative': False,\n",
       "    'scale': 1e-06,\n",
       "    'type': 'technosphere',\n",
       "    'uncertainty type': 2,\n",
       "    'unit': 'cubic meter'},\n",
       "   {'amount': 0.041543027,\n",
       "    'input': ('ecoinvent 3.4 conseq', 'e9243150c886442b26b88cddd55a8311'),\n",
       "    'loc': -3.1810256010000004,\n",
       "    'negative': False,\n",
       "    'scale': 1e-06,\n",
       "    'type': 'technosphere',\n",
       "    'uncertainty type': 2,\n",
       "    'unit': 'kilogram'},\n",
       "   {'amount': 43.62017804,\n",
       "    'input': ('ecoinvent 3.4 conseq', '6a3eca9d84047af8d2343e0a111d37fd'),\n",
       "    'loc': 3.775519842,\n",
       "    'negative': False,\n",
       "    'scale': 1e-06,\n",
       "    'type': 'technosphere',\n",
       "    'uncertainty type': 2,\n",
       "    'unit': 'kilogram'},\n",
       "   {'amount': 4.74777e-08,\n",
       "    'input': ('ecoinvent 3.4 conseq', 'd21b54a0c4e40aa4326b0139affecdfa'),\n",
       "    'loc': -16.86300477,\n",
       "    'negative': False,\n",
       "    'scale': 1e-06,\n",
       "    'type': 'technosphere',\n",
       "    'uncertainty type': 2,\n",
       "    'unit': 'kilogram'},\n",
       "   {'amount': 0.014569733,\n",
       "    'input': ('ecoinvent 3.4 conseq', '53976c9f8fa5a38d85c6f802e6f12d4f'),\n",
       "    'loc': -4.228808989,\n",
       "    'negative': False,\n",
       "    'scale': 1e-06,\n",
       "    'type': 'technosphere',\n",
       "    'uncertainty type': 2,\n",
       "    'unit': 'kilogram'},\n",
       "   {'amount': -0.569732938,\n",
       "    'input': ('ecoinvent 3.4 conseq', 'd72533a1c5fefb7677c2afee878ad387'),\n",
       "    'loc': -0.5625875579999999,\n",
       "    'negative': True,\n",
       "    'scale': 1e-06,\n",
       "    'type': 'technosphere',\n",
       "    'uncertainty type': 2,\n",
       "    'unit': 'kilogram'},\n",
       "   {'amount': 0.913946588,\n",
       "    'input': ('biosphere3', '349b29d1-3e58-4c66-98b9-9d1a076efd2e'),\n",
       "    'loc': -0.089983147,\n",
       "    'negative': False,\n",
       "    'scale': 1e-06,\n",
       "    'type': 'biosphere',\n",
       "    'uncertainty type': 2,\n",
       "    'unit': 'kilogram'}], 'name': 'CO2_to_DME_SG [CO2_treatment]', 'type': 'process', 'unit': 'kilogram'},\n",
       " ('CCU',\n",
       "  'CO2_to_DMM [CO2_treatment]'): {'exchanges': [{'amount': 1.0,\n",
       "    'input': ('CCU', 'CO2_to_DMM [CO2_treatment]'),\n",
       "    'type': 'production',\n",
       "    'uncertainty type': 0,\n",
       "    'unit': 'kilogram'},\n",
       "   {'amount': 1.0,\n",
       "    'input': ('CCU', 'Marginal_mix_CO2_near_term [CO2]'),\n",
       "    'loc': 0.0,\n",
       "    'negative': False,\n",
       "    'scale': 1e-06,\n",
       "    'type': 'technosphere',\n",
       "    'uncertainty type': 2,\n",
       "    'unit': 'kilogram'},\n",
       "   {'amount': 0.124293785,\n",
       "    'input': ('ecoinvent 3.4 conseq', 'c17c7e02259d94bf62102a817cbebe03'),\n",
       "    'loc': -2.0851072790000003,\n",
       "    'negative': False,\n",
       "    'scale': 1e-06,\n",
       "    'type': 'technosphere',\n",
       "    'uncertainty type': 2,\n",
       "    'unit': 'kilogram'},\n",
       "   {'amount': 0.12994350300000002,\n",
       "    'input': ('ecoinvent 3.4 conseq', '30e6266f159ecafc6dddd4ee57f0606c'),\n",
       "    'loc': -2.040655517,\n",
       "    'negative': False,\n",
       "    'scale': 1e-06,\n",
       "    'type': 'technosphere',\n",
       "    'uncertainty type': 2,\n",
       "    'unit': 'kilowatt hour'},\n",
       "   {'amount': 4.316384181,\n",
       "    'input': ('ecoinvent 3.4 conseq', '6171b5f5caedd5e3fa325adbaf8d33c8'),\n",
       "    'loc': 1.4624180569999998,\n",
       "    'negative': False,\n",
       "    'scale': 1e-06,\n",
       "    'type': 'technosphere',\n",
       "    'uncertainty type': 2,\n",
       "    'unit': 'megajoule'},\n",
       "   {'amount': -0.309010371,\n",
       "    'input': ('ecoinvent 3.4 conseq', 'c4fb220ba489794aa0fc0089960bf879'),\n",
       "    'loc': -1.174380439,\n",
       "    'negative': True,\n",
       "    'scale': 1e-06,\n",
       "    'type': 'technosphere',\n",
       "    'uncertainty type': 2,\n",
       "    'unit': 'kilogram'},\n",
       "   {'amount': 0.01920904,\n",
       "    'input': ('biosphere3', '349b29d1-3e58-4c66-98b9-9d1a076efd2e'),\n",
       "    'loc': -3.9523743010000003,\n",
       "    'negative': False,\n",
       "    'scale': 1e-06,\n",
       "    'type': 'biosphere',\n",
       "    'uncertainty type': 2,\n",
       "    'unit': 'kilogram'}], 'name': 'CO2_to_DMM [CO2_treatment]', 'type': 'process', 'unit': 'kilogram'},\n",
       " ('CCU',\n",
       "  'CO2_to_EtOH_elec [CO2_treatment]'): {'exchanges': [{'amount': 1.0,\n",
       "    'input': ('CCU', 'CO2_to_EtOH_elec [CO2_treatment]'),\n",
       "    'type': 'production',\n",
       "    'uncertainty type': 0,\n",
       "    'unit': 'kilogram'},\n",
       "   {'amount': 1.0,\n",
       "    'input': ('CCU', 'Marginal_mix_CO2_near_term [CO2]'),\n",
       "    'loc': 0.0,\n",
       "    'negative': False,\n",
       "    'scale': 1e-06,\n",
       "    'type': 'technosphere',\n",
       "    'uncertainty type': 2,\n",
       "    'unit': 'kilogram'},\n",
       "   {'amount': 2.930181418,\n",
       "    'input': ('ecoinvent 3.4 conseq', '30e6266f159ecafc6dddd4ee57f0606c'),\n",
       "    'loc': 1.075064339,\n",
       "    'negative': False,\n",
       "    'scale': 1e-06,\n",
       "    'type': 'technosphere',\n",
       "    'uncertainty type': 2,\n",
       "    'unit': 'kilowatt hour'},\n",
       "   {'amount': 1.2529741620000001,\n",
       "    'input': ('ecoinvent 3.4 conseq', '6171b5f5caedd5e3fa325adbaf8d33c8'),\n",
       "    'loc': 0.225520054,\n",
       "    'negative': False,\n",
       "    'scale': 1e-06,\n",
       "    'type': 'technosphere',\n",
       "    'uncertainty type': 2,\n",
       "    'unit': 'megajoule'},\n",
       "   {'amount': 1.41206707,\n",
       "    'input': ('ecoinvent 3.4 conseq', 'a4ba1e68fcbf8f0456104e3e293e4375'),\n",
       "    'loc': 0.34505463799999997,\n",
       "    'negative': False,\n",
       "    'scale': 1e-06,\n",
       "    'type': 'technosphere',\n",
       "    'uncertainty type': 2,\n",
       "    'unit': 'kilogram'},\n",
       "   {'amount': -0.285871358,\n",
       "    'input': ('ecoinvent 3.4 conseq', '0113dc0e2144fed64b17e46a5859836e'),\n",
       "    'loc': -1.252213367,\n",
       "    'negative': True,\n",
       "    'scale': 1e-06,\n",
       "    'type': 'technosphere',\n",
       "    'uncertainty type': 2,\n",
       "    'unit': 'kilogram'},\n",
       "   {'amount': 0.05,\n",
       "    'input': ('biosphere3', '349b29d1-3e58-4c66-98b9-9d1a076efd2e'),\n",
       "    'loc': -2.995732274,\n",
       "    'negative': False,\n",
       "    'scale': 1e-06,\n",
       "    'type': 'biosphere',\n",
       "    'uncertainty type': 2,\n",
       "    'unit': 'kilogram'}], 'name': 'CO2_to_EtOH_elec [CO2_treatment]', 'type': 'process', 'unit': 'kilogram'},\n",
       " ('CCU',\n",
       "  'CO2_to_FA_elec_lp [CO2_treatment]'): {'exchanges': [{'amount': 1.0,\n",
       "    'input': ('CCU', 'CO2_to_FA_elec_lp [CO2_treatment]'),\n",
       "    'type': 'production',\n",
       "    'uncertainty type': 0,\n",
       "    'unit': 'kilogram'},\n",
       "   {'amount': 1.0,\n",
       "    'input': ('CCU', 'Marginal_mix_CO2_near_term [CO2]'),\n",
       "    'loc': 0.0,\n",
       "    'negative': False,\n",
       "    'scale': 1e-06,\n",
       "    'type': 'technosphere',\n",
       "    'uncertainty type': 2,\n",
       "    'unit': 'kilogram'},\n",
       "   {'amount': 9.208588957,\n",
       "    'input': ('ecoinvent 3.4 conseq', '30e6266f159ecafc6dddd4ee57f0606c'),\n",
       "    'loc': 2.220136631,\n",
       "    'negative': False,\n",
       "    'scale': 1e-06,\n",
       "    'type': 'technosphere',\n",
       "    'uncertainty type': 2,\n",
       "    'unit': 'kilowatt hour'},\n",
       "   {'amount': 0.717791411,\n",
       "    'input': ('ecoinvent 3.4 conseq', 'a4ba1e68fcbf8f0456104e3e293e4375'),\n",
       "    'loc': -0.331576266,\n",
       "    'negative': False,\n",
       "    'scale': 1e-06,\n",
       "    'type': 'technosphere',\n",
       "    'uncertainty type': 2,\n",
       "    'unit': 'kilogram'},\n",
       "   {'amount': -1.022494888,\n",
       "    'input': ('ecoinvent 3.4 conseq', 'ea938f994afbd77ddc33c842bf400bdd'),\n",
       "    'loc': 0.022245609,\n",
       "    'negative': True,\n",
       "    'scale': 1e-06,\n",
       "    'type': 'technosphere',\n",
       "    'uncertainty type': 2,\n",
       "    'unit': 'kilogram'},\n",
       "   {'amount': 35.78732,\n",
       "    'input': ('ecoinvent 3.4 conseq', '6171b5f5caedd5e3fa325adbaf8d33c8'),\n",
       "    'loc': 3.57759367,\n",
       "    'negative': False,\n",
       "    'scale': 1e-06,\n",
       "    'type': 'technosphere',\n",
       "    'uncertainty type': 2,\n",
       "    'unit': 'megajoule'}], 'name': 'CO2_to_FA_elec_lp [CO2_treatment]', 'type': 'process', 'unit': 'kilogram'},\n",
       " ('CCU',\n",
       "  'CO2_to_FA_hydro [CO2_treatment]'): {'exchanges': [{'amount': 1.0,\n",
       "    'input': ('CCU', 'CO2_to_FA_hydro [CO2_treatment]'),\n",
       "    'type': 'production',\n",
       "    'uncertainty type': 0,\n",
       "    'unit': 'kilogram'},\n",
       "   {'amount': 1.0,\n",
       "    'input': ('CCU', 'Marginal_mix_CO2_near_term [CO2]'),\n",
       "    'loc': 0.0,\n",
       "    'negative': False,\n",
       "    'scale': 1e-06,\n",
       "    'type': 'technosphere',\n",
       "    'uncertainty type': 2,\n",
       "    'unit': 'kilogram'},\n",
       "   {'amount': 0.045685279,\n",
       "    'input': ('ecoinvent 3.4 conseq', 'c17c7e02259d94bf62102a817cbebe03'),\n",
       "    'loc': -3.085979151,\n",
       "    'negative': False,\n",
       "    'scale': 1e-06,\n",
       "    'type': 'technosphere',\n",
       "    'uncertainty type': 2,\n",
       "    'unit': 'kilogram'},\n",
       "   {'amount': 0.538071066,\n",
       "    'input': ('ecoinvent 3.4 conseq', '30e6266f159ecafc6dddd4ee57f0606c'),\n",
       "    'loc': -0.619764635,\n",
       "    'negative': False,\n",
       "    'scale': 1e-06,\n",
       "    'type': 'technosphere',\n",
       "    'uncertainty type': 2,\n",
       "    'unit': 'kilowatt hour'},\n",
       "   {'amount': 9.173604061,\n",
       "    'input': ('ecoinvent 3.4 conseq', '6171b5f5caedd5e3fa325adbaf8d33c8'),\n",
       "    'loc': 2.216330236,\n",
       "    'negative': False,\n",
       "    'scale': 1e-06,\n",
       "    'type': 'technosphere',\n",
       "    'uncertainty type': 2,\n",
       "    'unit': 'megajoule'},\n",
       "   {'amount': -1.015228426,\n",
       "    'input': ('ecoinvent 3.4 conseq', 'ea938f994afbd77ddc33c842bf400bdd'),\n",
       "    'loc': 0.015113638,\n",
       "    'negative': True,\n",
       "    'scale': 1e-06,\n",
       "    'type': 'technosphere',\n",
       "    'uncertainty type': 2,\n",
       "    'unit': 'kilogram'},\n",
       "   {'amount': 0.029441624,\n",
       "    'input': ('biosphere3', '349b29d1-3e58-4c66-98b9-9d1a076efd2e'),\n",
       "    'loc': -3.525345811,\n",
       "    'negative': False,\n",
       "    'scale': 1e-06,\n",
       "    'type': 'biosphere',\n",
       "    'uncertainty type': 2,\n",
       "    'unit': 'kilogram'}], 'name': 'CO2_to_FA_hydro [CO2_treatment]', 'type': 'process', 'unit': 'kilogram'},\n",
       " ('CCU',\n",
       "  'CO2_to_FT [CO2_treatment]'): {'exchanges': [{'amount': 1.0,\n",
       "    'input': ('CCU', 'CO2_to_FT [CO2_treatment]'),\n",
       "    'type': 'production',\n",
       "    'uncertainty type': 0,\n",
       "    'unit': 'kilogram'},\n",
       "   {'amount': 1.0,\n",
       "    'input': ('CCU', 'Marginal_mix_CO2_near_term [CO2]'),\n",
       "    'loc': 0.0,\n",
       "    'negative': False,\n",
       "    'scale': 1e-06,\n",
       "    'type': 'technosphere',\n",
       "    'uncertainty type': 2,\n",
       "    'unit': 'kilogram'},\n",
       "   {'amount': 1.8998015869999998,\n",
       "    'input': ('ecoinvent 3.4 conseq', '30e6266f159ecafc6dddd4ee57f0606c'),\n",
       "    'loc': 0.641749453,\n",
       "    'negative': False,\n",
       "    'scale': 1e-06,\n",
       "    'type': 'technosphere',\n",
       "    'uncertainty type': 2,\n",
       "    'unit': 'kilowatt hour'},\n",
       "   {'amount': 88.58928571,\n",
       "    'input': ('ecoinvent 3.4 conseq', '6171b5f5caedd5e3fa325adbaf8d33c8'),\n",
       "    'loc': 4.4840109219999995,\n",
       "    'negative': False,\n",
       "    'scale': 1e-06,\n",
       "    'type': 'technosphere',\n",
       "    'uncertainty type': 2,\n",
       "    'unit': 'megajoule'},\n",
       "   {'amount': 2.392857143,\n",
       "    'input': ('ecoinvent 3.4 conseq', 'a4ba1e68fcbf8f0456104e3e293e4375'),\n",
       "    'loc': 0.8724881090000001,\n",
       "    'negative': False,\n",
       "    'scale': 1e-06,\n",
       "    'type': 'technosphere',\n",
       "    'uncertainty type': 2,\n",
       "    'unit': 'kilogram'},\n",
       "   {'amount': -0.14644642900000002,\n",
       "    'input': ('ecoinvent 3.4 conseq', '57675533f86120bfe21625d88d57eae5'),\n",
       "    'loc': -1.9210955930000002,\n",
       "    'negative': True,\n",
       "    'scale': 1e-06,\n",
       "    'type': 'technosphere',\n",
       "    'uncertainty type': 2,\n",
       "    'unit': 'kilogram'},\n",
       "   {'amount': -0.114964286,\n",
       "    'input': ('ecoinvent 3.4 conseq', '314b7e873f731f0acf04d56b3632a70b'),\n",
       "    'loc': -2.1631337580000003,\n",
       "    'negative': True,\n",
       "    'scale': 1e-06,\n",
       "    'type': 'technosphere',\n",
       "    'uncertainty type': 2,\n",
       "    'unit': 'kilogram'}], 'name': 'CO2_to_FT [CO2_treatment]', 'type': 'process', 'unit': 'kilogram'},\n",
       " ('CCU',\n",
       "  'CO2_to_MeOH [CO2_treatment]'): {'exchanges': [{'amount': 1.0,\n",
       "    'input': ('CCU', 'CO2_to_MeOH [CO2_treatment]'),\n",
       "    'type': 'production',\n",
       "    'uncertainty type': 0,\n",
       "    'unit': 'kilogram'},\n",
       "   {'amount': 1.0,\n",
       "    'input': ('CCU', 'Marginal_mix_CO2_near_term [CO2]'),\n",
       "    'loc': 0.0,\n",
       "    'negative': False,\n",
       "    'scale': 1e-06,\n",
       "    'type': 'technosphere',\n",
       "    'uncertainty type': 2,\n",
       "    'unit': 'kilogram'},\n",
       "   {'amount': 0.13639526800000001,\n",
       "    'input': ('ecoinvent 3.4 conseq', 'c17c7e02259d94bf62102a817cbebe03'),\n",
       "    'loc': -1.9921982269999998,\n",
       "    'negative': False,\n",
       "    'scale': 1e-06,\n",
       "    'type': 'technosphere',\n",
       "    'uncertainty type': 2,\n",
       "    'unit': 'kilogram'},\n",
       "   {'amount': 0.925539318,\n",
       "    'input': ('ecoinvent 3.4 conseq', '30e6266f159ecafc6dddd4ee57f0606c'),\n",
       "    'loc': -0.077378665,\n",
       "    'negative': False,\n",
       "    'scale': 1e-06,\n",
       "    'type': 'technosphere',\n",
       "    'uncertainty type': 2,\n",
       "    'unit': 'kilowatt hour'},\n",
       "   {'amount': -0.695894224,\n",
       "    'input': ('ecoinvent 3.4 conseq', '3d820bee37a3e53f941d7f08438eccea'),\n",
       "    'loc': -0.362557607,\n",
       "    'negative': True,\n",
       "    'scale': 1e-06,\n",
       "    'type': 'technosphere',\n",
       "    'uncertainty type': 2,\n",
       "    'unit': 'kilogram'},\n",
       "   {'amount': 0.032011134,\n",
       "    'input': ('biosphere3', '349b29d1-3e58-4c66-98b9-9d1a076efd2e'),\n",
       "    'loc': -3.44167149,\n",
       "    'negative': False,\n",
       "    'scale': 1e-06,\n",
       "    'type': 'biosphere',\n",
       "    'uncertainty type': 2,\n",
       "    'unit': 'kilogram'}], 'name': 'CO2_to_MeOH [CO2_treatment]', 'type': 'process', 'unit': 'kilogram'},\n",
       " ('CCU',\n",
       "  'CO2_to_PEP [CO2_treatment]'): {'exchanges': [{'amount': 1.0,\n",
       "    'input': ('CCU', 'CO2_to_PEP [CO2_treatment]'),\n",
       "    'type': 'production',\n",
       "    'uncertainty type': 0,\n",
       "    'unit': 'kilogram'},\n",
       "   {'amount': 1.0,\n",
       "    'input': ('CCU', 'Marginal_mix_CO2_near_term [CO2]'),\n",
       "    'loc': 0.0,\n",
       "    'negative': False,\n",
       "    'scale': 1e-06,\n",
       "    'type': 'technosphere',\n",
       "    'uncertainty type': 2,\n",
       "    'unit': 'kilogram'},\n",
       "   {'amount': 0.000708075,\n",
       "    'input': ('CCU', 'Production [DMC_Catalyst]'),\n",
       "    'loc': -7.252961196,\n",
       "    'negative': False,\n",
       "    'scale': 1e-06,\n",
       "    'type': 'technosphere',\n",
       "    'uncertainty type': 2,\n",
       "    'unit': 'kilogram'},\n",
       "   {'amount': -6.211180124,\n",
       "    'input': ('CCU', 'Production [Conventional_PEP]'),\n",
       "    'loc': 1.826350914,\n",
       "    'negative': True,\n",
       "    'scale': 1e-06,\n",
       "    'type': 'technosphere',\n",
       "    'uncertainty type': 2,\n",
       "    'unit': 'kilogram'},\n",
       "   {'amount': 0.062111800999999994,\n",
       "    'input': ('ecoinvent 3.4 conseq', '30e6266f159ecafc6dddd4ee57f0606c'),\n",
       "    'loc': -2.778819272,\n",
       "    'negative': False,\n",
       "    'scale': 1e-06,\n",
       "    'type': 'technosphere',\n",
       "    'uncertainty type': 2,\n",
       "    'unit': 'kilowatt hour'},\n",
       "   {'amount': 5.01863354,\n",
       "    'input': ('ecoinvent 3.4 conseq', 'c838c2d710aff2dff1853e2f06184237'),\n",
       "    'loc': 1.613157694,\n",
       "    'negative': False,\n",
       "    'scale': 1e-06,\n",
       "    'type': 'technosphere',\n",
       "    'uncertainty type': 2,\n",
       "    'unit': 'kilogram'},\n",
       "   {'amount': 0.134161491,\n",
       "    'input': ('ecoinvent 3.4 conseq', '75ff332e4389dd3ad339826129d8e44f'),\n",
       "    'loc': -2.00871105,\n",
       "    'negative': False,\n",
       "    'scale': 1e-06,\n",
       "    'type': 'technosphere',\n",
       "    'uncertainty type': 2,\n",
       "    'unit': 'kilogram'},\n",
       "   {'amount': 0.38447205,\n",
       "    'input': ('ecoinvent 3.4 conseq', '2b7e35af9b2380ab502b9d55183366e1'),\n",
       "    'loc': -0.955884185,\n",
       "    'negative': False,\n",
       "    'scale': 1e-06,\n",
       "    'type': 'technosphere',\n",
       "    'uncertainty type': 2,\n",
       "    'unit': 'kilogram'},\n",
       "   {'amount': 0.310559006,\n",
       "    'input': ('ecoinvent 3.4 conseq', 'e9243150c886442b26b88cddd55a8311'),\n",
       "    'loc': -1.16938136,\n",
       "    'negative': False,\n",
       "    'scale': 1e-06,\n",
       "    'type': 'technosphere',\n",
       "    'uncertainty type': 2,\n",
       "    'unit': 'kilogram'},\n",
       "   {'amount': 10.49689441,\n",
       "    'input': ('ecoinvent 3.4 conseq', '6a3eca9d84047af8d2343e0a111d37fd'),\n",
       "    'loc': 2.351079443,\n",
       "    'negative': False,\n",
       "    'scale': 1e-06,\n",
       "    'type': 'technosphere',\n",
       "    'uncertainty type': 2,\n",
       "    'unit': 'kilogram'},\n",
       "   {'amount': -0.000708075,\n",
       "    'input': ('ecoinvent 3.4 conseq', '32df93c56c16e0a0274ab5f79fb7f99c'),\n",
       "    'loc': -7.252961196,\n",
       "    'negative': True,\n",
       "    'scale': 1e-06,\n",
       "    'type': 'technosphere',\n",
       "    'uncertainty type': 2,\n",
       "    'unit': 'kilogram'}], 'name': 'CO2_to_PEP [CO2_treatment]', 'type': 'process', 'unit': 'kilogram'},\n",
       " ('CCU',\n",
       "  'Capturing [CO2_from_H2]'): {'exchanges': [{'amount': 1.0,\n",
       "    'input': ('CCU', 'Capturing [CO2_from_H2]'),\n",
       "    'type': 'production',\n",
       "    'uncertainty type': 0,\n",
       "    'unit': 'kilogram'},\n",
       "   {'amount': 0.158266667,\n",
       "    'input': ('ecoinvent 3.4 conseq', '30e6266f159ecafc6dddd4ee57f0606c'),\n",
       "    'loc': -1.843473905,\n",
       "    'negative': False,\n",
       "    'scale': 1e-06,\n",
       "    'type': 'technosphere',\n",
       "    'uncertainty type': 2,\n",
       "    'unit': 'kilowatt hour'},\n",
       "   {'amount': 0.00716164,\n",
       "    'input': ('ecoinvent 3.4 conseq', 'db75023476ddc4e5817756e318df59ab'),\n",
       "    'loc': -4.93901633,\n",
       "    'negative': False,\n",
       "    'scale': 1e-06,\n",
       "    'type': 'technosphere',\n",
       "    'uncertainty type': 2,\n",
       "    'unit': 'cubic meter'},\n",
       "   {'amount': 0.00555,\n",
       "    'input': ('ecoinvent 3.4 conseq', '985b303096844d37fc434c33c910f374'),\n",
       "    'loc': -5.193957351,\n",
       "    'negative': False,\n",
       "    'scale': 1e-06,\n",
       "    'type': 'technosphere',\n",
       "    'uncertainty type': 2,\n",
       "    'unit': 'kilogram'},\n",
       "   {'amount': 0.0054399999999999995,\n",
       "    'input': ('ecoinvent 3.4 conseq', 'd156f88bb4654c2834691b261bada299'),\n",
       "    'loc': -5.213888687,\n",
       "    'negative': False,\n",
       "    'scale': 1e-06,\n",
       "    'type': 'technosphere',\n",
       "    'uncertainty type': 2,\n",
       "    'unit': 'cubic meter'},\n",
       "   {'amount': 0.11528,\n",
       "    'input': ('ecoinvent 3.4 conseq', 'e9243150c886442b26b88cddd55a8311'),\n",
       "    'loc': -2.1603913269999997,\n",
       "    'negative': False,\n",
       "    'scale': 1e-06,\n",
       "    'type': 'technosphere',\n",
       "    'uncertainty type': 2,\n",
       "    'unit': 'kilogram'},\n",
       "   {'amount': 0.62125,\n",
       "    'input': ('ecoinvent 3.4 conseq', '6a3eca9d84047af8d2343e0a111d37fd'),\n",
       "    'loc': -0.47602170200000005,\n",
       "    'negative': False,\n",
       "    'scale': 1e-06,\n",
       "    'type': 'technosphere',\n",
       "    'uncertainty type': 2,\n",
       "    'unit': 'kilogram'},\n",
       "   {'amount': 2e-05,\n",
       "    'input': ('ecoinvent 3.4 conseq', '47314aca63b74124b4408f5f792bce4b'),\n",
       "    'loc': -10.81977828,\n",
       "    'negative': False,\n",
       "    'scale': 1e-06,\n",
       "    'type': 'technosphere',\n",
       "    'uncertainty type': 2,\n",
       "    'unit': 'kilogram'},\n",
       "   {'amount': 0.23349,\n",
       "    'input': ('ecoinvent 3.4 conseq', '6171b5f5caedd5e3fa325adbaf8d33c8'),\n",
       "    'loc': -1.454616029,\n",
       "    'negative': False,\n",
       "    'scale': 1e-06,\n",
       "    'type': 'technosphere',\n",
       "    'uncertainty type': 2,\n",
       "    'unit': 'megajoule'},\n",
       "   {'amount': -1.0,\n",
       "    'input': ('biosphere3', '349b29d1-3e58-4c66-98b9-9d1a076efd2e'),\n",
       "    'loc': 0.0,\n",
       "    'negative': True,\n",
       "    'scale': 1e-06,\n",
       "    'type': 'biosphere',\n",
       "    'uncertainty type': 2,\n",
       "    'unit': 'kilogram'}], 'name': 'Capturing [CO2_from_H2]', 'type': 'process', 'unit': 'kilogram'},\n",
       " ('CCU',\n",
       "  'Capturing [CO2_from_ammonia]'): {'exchanges': [{'amount': 1.0,\n",
       "    'input': ('CCU', 'Capturing [CO2_from_ammonia]'),\n",
       "    'type': 'production',\n",
       "    'uncertainty type': 0,\n",
       "    'unit': 'kilogram'},\n",
       "   {'amount': 0.10885999999999998,\n",
       "    'input': ('ecoinvent 3.4 conseq', '30e6266f159ecafc6dddd4ee57f0606c'),\n",
       "    'loc': -2.217656903,\n",
       "    'negative': False,\n",
       "    'scale': 1e-06,\n",
       "    'type': 'technosphere',\n",
       "    'uncertainty type': 2,\n",
       "    'unit': 'kilowatt hour'},\n",
       "   {'amount': 0.00716,\n",
       "    'input': ('ecoinvent 3.4 conseq', 'db75023476ddc4e5817756e318df59ab'),\n",
       "    'loc': -4.93901633,\n",
       "    'negative': False,\n",
       "    'scale': 1e-06,\n",
       "    'type': 'technosphere',\n",
       "    'uncertainty type': 2,\n",
       "    'unit': 'cubic meter'},\n",
       "   {'amount': 0.00812,\n",
       "    'input': ('ecoinvent 3.4 conseq', 'd156f88bb4654c2834691b261bada299'),\n",
       "    'loc': -4.81354242,\n",
       "    'negative': False,\n",
       "    'scale': 1e-06,\n",
       "    'type': 'technosphere',\n",
       "    'uncertainty type': 2,\n",
       "    'unit': 'cubic meter'},\n",
       "   {'amount': 0.11528,\n",
       "    'input': ('ecoinvent 3.4 conseq', 'e9243150c886442b26b88cddd55a8311'),\n",
       "    'loc': -2.1603913269999997,\n",
       "    'negative': False,\n",
       "    'scale': 1e-06,\n",
       "    'type': 'technosphere',\n",
       "    'uncertainty type': 2,\n",
       "    'unit': 'kilogram'},\n",
       "   {'amount': 0.6212300000000001,\n",
       "    'input': ('ecoinvent 3.4 conseq', '6a3eca9d84047af8d2343e0a111d37fd'),\n",
       "    'loc': -0.476053895,\n",
       "    'negative': False,\n",
       "    'scale': 1e-06,\n",
       "    'type': 'technosphere',\n",
       "    'uncertainty type': 2,\n",
       "    'unit': 'kilogram'},\n",
       "   {'amount': 2e-05,\n",
       "    'input': ('ecoinvent 3.4 conseq', '47314aca63b74124b4408f5f792bce4b'),\n",
       "    'loc': -10.81977828,\n",
       "    'negative': False,\n",
       "    'scale': 1e-06,\n",
       "    'type': 'technosphere',\n",
       "    'uncertainty type': 2,\n",
       "    'unit': 'kilogram'},\n",
       "   {'amount': 0.46399999999999997,\n",
       "    'input': ('ecoinvent 3.4 conseq', '6171b5f5caedd5e3fa325adbaf8d33c8'),\n",
       "    'loc': -0.767870727,\n",
       "    'negative': False,\n",
       "    'scale': 1e-06,\n",
       "    'type': 'technosphere',\n",
       "    'uncertainty type': 2,\n",
       "    'unit': 'megajoule'},\n",
       "   {'amount': -1.0,\n",
       "    'input': ('biosphere3', '349b29d1-3e58-4c66-98b9-9d1a076efd2e'),\n",
       "    'loc': 0.0,\n",
       "    'negative': True,\n",
       "    'scale': 1e-06,\n",
       "    'type': 'biosphere',\n",
       "    'uncertainty type': 2,\n",
       "    'unit': 'kilogram'}], 'name': 'Capturing [CO2_from_ammonia]', 'type': 'process', 'unit': 'kilogram'},\n",
       " ('CCU',\n",
       "  'Capturing [CO2_from_bioenergy]'): {'exchanges': [{'amount': 1.0,\n",
       "    'input': ('CCU', 'Capturing [CO2_from_bioenergy]'),\n",
       "    'type': 'production',\n",
       "    'uncertainty type': 0,\n",
       "    'unit': 'kilogram'},\n",
       "   {'amount': 0.15,\n",
       "    'input': ('ecoinvent 3.4 conseq', '30e6266f159ecafc6dddd4ee57f0606c'),\n",
       "    'loc': -1.897119985,\n",
       "    'negative': False,\n",
       "    'scale': 1e-06,\n",
       "    'type': 'technosphere',\n",
       "    'uncertainty type': 2,\n",
       "    'unit': 'kilowatt hour'},\n",
       "   {'amount': 2.9,\n",
       "    'input': ('ecoinvent 3.4 conseq', 'a55838045a90141ff1c8cc80d64148eb'),\n",
       "    'loc': 1.064710737,\n",
       "    'negative': False,\n",
       "    'scale': 1e-06,\n",
       "    'type': 'technosphere',\n",
       "    'uncertainty type': 2,\n",
       "    'unit': 'megajoule'},\n",
       "   {'amount': -1.0,\n",
       "    'input': ('biosphere3', '349b29d1-3e58-4c66-98b9-9d1a076efd2e'),\n",
       "    'loc': 0.0,\n",
       "    'negative': True,\n",
       "    'scale': 1e-06,\n",
       "    'type': 'biosphere',\n",
       "    'uncertainty type': 2,\n",
       "    'unit': 'kilogram'}], 'name': 'Capturing [CO2_from_bioenergy]', 'type': 'process', 'unit': 'kilogram'},\n",
       " ('CCU',\n",
       "  'Capturing [CO2_from_fermentation]'): {'exchanges': [{'amount': 1.0,\n",
       "    'input': ('CCU', 'Capturing [CO2_from_fermentation]'),\n",
       "    'type': 'production',\n",
       "    'uncertainty type': 0,\n",
       "    'unit': 'kilogram'},\n",
       "   {'amount': 0.108863889,\n",
       "    'input': ('ecoinvent 3.4 conseq', '30e6266f159ecafc6dddd4ee57f0606c'),\n",
       "    'loc': -2.217656903,\n",
       "    'negative': False,\n",
       "    'scale': 1e-06,\n",
       "    'type': 'technosphere',\n",
       "    'uncertainty type': 2,\n",
       "    'unit': 'kilowatt hour'},\n",
       "   {'amount': 0.00716164,\n",
       "    'input': ('ecoinvent 3.4 conseq', 'db75023476ddc4e5817756e318df59ab'),\n",
       "    'loc': -4.93901633,\n",
       "    'negative': False,\n",
       "    'scale': 1e-06,\n",
       "    'type': 'technosphere',\n",
       "    'uncertainty type': 2,\n",
       "    'unit': 'cubic meter'},\n",
       "   {'amount': 0.00812,\n",
       "    'input': ('ecoinvent 3.4 conseq', 'd156f88bb4654c2834691b261bada299'),\n",
       "    'loc': -4.81354242,\n",
       "    'negative': False,\n",
       "    'scale': 1e-06,\n",
       "    'type': 'technosphere',\n",
       "    'uncertainty type': 2,\n",
       "    'unit': 'cubic meter'},\n",
       "   {'amount': 0.11528,\n",
       "    'input': ('ecoinvent 3.4 conseq', 'e9243150c886442b26b88cddd55a8311'),\n",
       "    'loc': -2.1603913269999997,\n",
       "    'negative': False,\n",
       "    'scale': 1e-06,\n",
       "    'type': 'technosphere',\n",
       "    'uncertainty type': 2,\n",
       "    'unit': 'kilogram'},\n",
       "   {'amount': 0.6212300000000001,\n",
       "    'input': ('ecoinvent 3.4 conseq', '6a3eca9d84047af8d2343e0a111d37fd'),\n",
       "    'loc': -0.476053895,\n",
       "    'negative': False,\n",
       "    'scale': 1e-06,\n",
       "    'type': 'technosphere',\n",
       "    'uncertainty type': 2,\n",
       "    'unit': 'kilogram'},\n",
       "   {'amount': 2e-05,\n",
       "    'input': ('ecoinvent 3.4 conseq', '47314aca63b74124b4408f5f792bce4b'),\n",
       "    'loc': -10.81977828,\n",
       "    'negative': False,\n",
       "    'scale': 1e-06,\n",
       "    'type': 'technosphere',\n",
       "    'uncertainty type': 2,\n",
       "    'unit': 'kilogram'},\n",
       "   {'amount': 0.46399999999999997,\n",
       "    'input': ('ecoinvent 3.4 conseq', '6171b5f5caedd5e3fa325adbaf8d33c8'),\n",
       "    'loc': -0.767870727,\n",
       "    'negative': False,\n",
       "    'scale': 1e-06,\n",
       "    'type': 'technosphere',\n",
       "    'uncertainty type': 2,\n",
       "    'unit': 'megajoule'},\n",
       "   {'amount': -1.0,\n",
       "    'input': ('biosphere3', '349b29d1-3e58-4c66-98b9-9d1a076efd2e'),\n",
       "    'loc': 0.0,\n",
       "    'negative': True,\n",
       "    'scale': 1e-06,\n",
       "    'type': 'biosphere',\n",
       "    'uncertainty type': 2,\n",
       "    'unit': 'kilogram'}], 'name': 'Capturing [CO2_from_fermentation]', 'type': 'process', 'unit': 'kilogram'},\n",
       " ('CCU',\n",
       "  'Marginal_mix_CO2_near_term [CO2]'): {'exchanges': [{'amount': 1.0,\n",
       "    'input': ('CCU', 'Marginal_mix_CO2_near_term [CO2]'),\n",
       "    'type': 'production',\n",
       "    'uncertainty type': 0,\n",
       "    'unit': 'kilogram'},\n",
       "   {'amount': 0.48,\n",
       "    'input': ('CCU', 'Capturing [CO2_from_ammonia]'),\n",
       "    'loc': -0.733969175,\n",
       "    'negative': False,\n",
       "    'scale': 1e-06,\n",
       "    'type': 'technosphere',\n",
       "    'uncertainty type': 2,\n",
       "    'unit': 'kilogram'},\n",
       "   {'amount': 0.264,\n",
       "    'input': ('CCU', 'Capturing [CO2_from_bioenergy]'),\n",
       "    'loc': -1.331806176,\n",
       "    'negative': False,\n",
       "    'scale': 1e-06,\n",
       "    'type': 'technosphere',\n",
       "    'uncertainty type': 2,\n",
       "    'unit': 'kilogram'},\n",
       "   {'amount': 0.184,\n",
       "    'input': ('CCU', 'Capturing [CO2_from_H2]'),\n",
       "    'loc': -1.6928195209999999,\n",
       "    'negative': False,\n",
       "    'scale': 1e-06,\n",
       "    'type': 'technosphere',\n",
       "    'uncertainty type': 2,\n",
       "    'unit': 'kilogram'},\n",
       "   {'amount': 0.07200000000000001,\n",
       "    'input': ('CCU', 'Capturing [CO2_from_fermentation]'),\n",
       "    'loc': -2.63108916,\n",
       "    'negative': False,\n",
       "    'scale': 1e-06,\n",
       "    'type': 'technosphere',\n",
       "    'uncertainty type': 2,\n",
       "    'unit': 'kilogram'}], 'name': 'Marginal_mix_CO2_near_term [CO2]', 'type': 'process', 'unit': 'kilogram'},\n",
       " ('CCU',\n",
       "  'Production [1-Brombutane]'): {'exchanges': [{'amount': 1.0,\n",
       "    'input': ('CCU', 'Production [1-Brombutane]'),\n",
       "    'type': 'production',\n",
       "    'uncertainty type': 0,\n",
       "    'unit': 'kilogram'},\n",
       "   {'amount': 0.00364395,\n",
       "    'input': ('ecoinvent 3.4 conseq', '30e6266f159ecafc6dddd4ee57f0606c'),\n",
       "    'loc': -5.61468704,\n",
       "    'negative': False,\n",
       "    'scale': 1e-06,\n",
       "    'type': 'technosphere',\n",
       "    'uncertainty type': 2,\n",
       "    'unit': 'kilowatt hour'},\n",
       "   {'amount': 0.442280946,\n",
       "    'input': ('ecoinvent 3.4 conseq', '6171b5f5caedd5e3fa325adbaf8d33c8'),\n",
       "    'loc': -0.815809975,\n",
       "    'negative': False,\n",
       "    'scale': 1e-06,\n",
       "    'type': 'technosphere',\n",
       "    'uncertainty type': 2,\n",
       "    'unit': 'megajoule'},\n",
       "   {'amount': 0.552155772,\n",
       "    'input': ('ecoinvent 3.4 conseq', '18681e7ad59ec0db075f70ecbddf963b'),\n",
       "    'loc': -0.5939250770000001,\n",
       "    'negative': False,\n",
       "    'scale': 1e-06,\n",
       "    'type': 'technosphere',\n",
       "    'uncertainty type': 2,\n",
       "    'unit': 'kilogram'},\n",
       "   {'amount': 0.607788595,\n",
       "    'input': ('ecoinvent 3.4 conseq', 'dd481e367722121a85198056606e038c'),\n",
       "    'loc': -0.497928163,\n",
       "    'negative': False,\n",
       "    'scale': 1e-06,\n",
       "    'type': 'technosphere',\n",
       "    'uncertainty type': 2,\n",
       "    'unit': 'kilogram'}], 'name': 'Production [1-Brombutane]', 'type': 'process', 'unit': 'kilogram'},\n",
       " ('CCU',\n",
       "  'Production [BmimBr]'): {'exchanges': [{'amount': 1.0,\n",
       "    'input': ('CCU', 'Production [BmimBr]'),\n",
       "    'type': 'production',\n",
       "    'uncertainty type': 0,\n",
       "    'unit': 'kilogram'},\n",
       "   {'amount': 0.0675,\n",
       "    'input': ('ecoinvent 3.4 conseq', '30e6266f159ecafc6dddd4ee57f0606c'),\n",
       "    'loc': -2.6956276810000004,\n",
       "    'negative': False,\n",
       "    'scale': 1e-06,\n",
       "    'type': 'technosphere',\n",
       "    'uncertainty type': 2,\n",
       "    'unit': 'kilowatt hour'},\n",
       "   {'amount': 1.7369999999999999,\n",
       "    'input': ('ecoinvent 3.4 conseq', '6171b5f5caedd5e3fa325adbaf8d33c8'),\n",
       "    'loc': 0.5521594870000001,\n",
       "    'negative': False,\n",
       "    'scale': 1e-06,\n",
       "    'type': 'technosphere',\n",
       "    'uncertainty type': 2,\n",
       "    'unit': 'megajoule'},\n",
       "   {'amount': 0.391,\n",
       "    'input': ('CCU', 'Production [N-Methylimidazole]'),\n",
       "    'loc': -0.9390477190000001,\n",
       "    'negative': False,\n",
       "    'scale': 1e-06,\n",
       "    'type': 'technosphere',\n",
       "    'uncertainty type': 2,\n",
       "    'unit': 'kilogram'},\n",
       "   {'amount': 0.7190000000000001,\n",
       "    'input': ('CCU', 'Production [1-Brombutane]'),\n",
       "    'loc': -0.32989392100000003,\n",
       "    'negative': False,\n",
       "    'scale': 1e-06,\n",
       "    'type': 'technosphere',\n",
       "    'uncertainty type': 2,\n",
       "    'unit': 'kilogram'}], 'name': 'Production [BmimBr]', 'type': 'process', 'unit': 'kilogram'},\n",
       " ('CCU',\n",
       "  'Production [Conventional_PEP]'): {'exchanges': [{'amount': 1.0,\n",
       "    'input': ('CCU', 'Production [Conventional_PEP]'),\n",
       "    'type': 'production',\n",
       "    'uncertainty type': 0,\n",
       "    'unit': 'kilogram'},\n",
       "   {'amount': 0.00011399999999999999,\n",
       "    'input': ('CCU', 'Production [DMC_Catalyst]'),\n",
       "    'loc': -9.07931211,\n",
       "    'negative': False,\n",
       "    'scale': 1e-06,\n",
       "    'type': 'technosphere',\n",
       "    'uncertainty type': 2,\n",
       "    'unit': 'kilogram'},\n",
       "   {'amount': 0.41666666700000005,\n",
       "    'input': ('ecoinvent 3.4 conseq', '30e6266f159ecafc6dddd4ee57f0606c'),\n",
       "    'loc': -0.875468737,\n",
       "    'negative': False,\n",
       "    'scale': 1e-06,\n",
       "    'type': 'technosphere',\n",
       "    'uncertainty type': 2,\n",
       "    'unit': 'kilowatt hour'},\n",
       "   {'amount': 0.97,\n",
       "    'input': ('ecoinvent 3.4 conseq', 'c838c2d710aff2dff1853e2f06184237'),\n",
       "    'loc': -0.030459207000000002,\n",
       "    'negative': False,\n",
       "    'scale': 1e-06,\n",
       "    'type': 'technosphere',\n",
       "    'uncertainty type': 2,\n",
       "    'unit': 'kilogram'},\n",
       "   {'amount': 0.02,\n",
       "    'input': ('ecoinvent 3.4 conseq', '75ff332e4389dd3ad339826129d8e44f'),\n",
       "    'loc': -3.912023005,\n",
       "    'negative': False,\n",
       "    'scale': 1e-06,\n",
       "    'type': 'technosphere',\n",
       "    'uncertainty type': 2,\n",
       "    'unit': 'kilogram'},\n",
       "   {'amount': 0.01,\n",
       "    'input': ('ecoinvent 3.4 conseq', '2b7e35af9b2380ab502b9d55183366e1'),\n",
       "    'loc': -4.6051701860000005,\n",
       "    'negative': False,\n",
       "    'scale': 1e-06,\n",
       "    'type': 'technosphere',\n",
       "    'uncertainty type': 2,\n",
       "    'unit': 'kilogram'},\n",
       "   {'amount': 0.02,\n",
       "    'input': ('ecoinvent 3.4 conseq', 'e9243150c886442b26b88cddd55a8311'),\n",
       "    'loc': -3.912023005,\n",
       "    'negative': False,\n",
       "    'scale': 1e-06,\n",
       "    'type': 'technosphere',\n",
       "    'uncertainty type': 2,\n",
       "    'unit': 'kilogram'},\n",
       "   {'amount': 2.11,\n",
       "    'input': ('ecoinvent 3.4 conseq', '6a3eca9d84047af8d2343e0a111d37fd'),\n",
       "    'loc': 0.7466879470000001,\n",
       "    'negative': False,\n",
       "    'scale': 1e-06,\n",
       "    'type': 'technosphere',\n",
       "    'uncertainty type': 2,\n",
       "    'unit': 'kilogram'},\n",
       "   {'amount': -0.00011399999999999999,\n",
       "    'input': ('ecoinvent 3.4 conseq', '32df93c56c16e0a0274ab5f79fb7f99c'),\n",
       "    'loc': -9.07931211,\n",
       "    'negative': True,\n",
       "    'scale': 1e-06,\n",
       "    'type': 'technosphere',\n",
       "    'uncertainty type': 2,\n",
       "    'unit': 'kilogram'}], 'name': 'Production [Conventional_PEP]', 'type': 'process', 'unit': 'kilogram'},\n",
       " ('CCU',\n",
       "  'Production [DMC_Catalyst]'): {'exchanges': [{'amount': 1.0,\n",
       "    'input': ('CCU', 'Production [DMC_Catalyst]'),\n",
       "    'type': 'production',\n",
       "    'uncertainty type': 0,\n",
       "    'unit': 'kilogram'},\n",
       "   {'amount': 0.161,\n",
       "    'input': ('ecoinvent 3.4 conseq', '92f878f8d5dabb5657a81710f9218e67'),\n",
       "    'loc': -1.826350914,\n",
       "    'negative': False,\n",
       "    'scale': 1e-06,\n",
       "    'type': 'technosphere',\n",
       "    'uncertainty type': 2,\n",
       "    'unit': 'kilogram'},\n",
       "   {'amount': 0.81,\n",
       "    'input': ('ecoinvent 3.4 conseq', '3a1818c7cecdb445123fdc1c1c0bba61'),\n",
       "    'loc': -0.210721031,\n",
       "    'negative': False,\n",
       "    'scale': 1e-06,\n",
       "    'type': 'technosphere',\n",
       "    'uncertainty type': 2,\n",
       "    'unit': 'kilogram'},\n",
       "   {'amount': 0.02,\n",
       "    'input': ('ecoinvent 3.4 conseq', 'f4058d4de8a1be53752873ba89b3206c'),\n",
       "    'loc': -3.912023005,\n",
       "    'negative': False,\n",
       "    'scale': 1e-06,\n",
       "    'type': 'technosphere',\n",
       "    'uncertainty type': 2,\n",
       "    'unit': 'kilogram'}], 'name': 'Production [DMC_Catalyst]', 'type': 'process', 'unit': 'kilogram'},\n",
       " ('CCU',\n",
       "  'Production [N-Methylimidazole]'): {'exchanges': [{'amount': 1.0,\n",
       "    'input': ('CCU', 'Production [N-Methylimidazole]'),\n",
       "    'type': 'production',\n",
       "    'uncertainty type': 0,\n",
       "    'unit': 'kilogram'},\n",
       "   {'amount': 0.271099744,\n",
       "    'input': ('ecoinvent 3.4 conseq', '30e6266f159ecafc6dddd4ee57f0606c'),\n",
       "    'loc': -1.305268466,\n",
       "    'negative': False,\n",
       "    'scale': 1e-06,\n",
       "    'type': 'technosphere',\n",
       "    'uncertainty type': 2,\n",
       "    'unit': 'kilowatt hour'},\n",
       "   {'amount': 1.5089514069999999,\n",
       "    'input': ('ecoinvent 3.4 conseq', '6171b5f5caedd5e3fa325adbaf8d33c8'),\n",
       "    'loc': 0.411414977,\n",
       "    'negative': False,\n",
       "    'scale': 1e-06,\n",
       "    'type': 'technosphere',\n",
       "    'uncertainty type': 2,\n",
       "    'unit': 'megajoule'},\n",
       "   {'amount': 2.3657289,\n",
       "    'input': ('ecoinvent 3.4 conseq', '91f5e3c398c830133e3db99354327545'),\n",
       "    'loc': 0.861086178,\n",
       "    'negative': False,\n",
       "    'scale': 1e-06,\n",
       "    'type': 'technosphere',\n",
       "    'uncertainty type': 2,\n",
       "    'unit': 'kilogram'},\n",
       "   {'amount': 0.5089514070000001,\n",
       "    'input': ('ecoinvent 3.4 conseq', '90cde8dd89c71b0d353b8d0d89ea3135'),\n",
       "    'loc': -0.675402735,\n",
       "    'negative': False,\n",
       "    'scale': 1e-06,\n",
       "    'type': 'technosphere',\n",
       "    'uncertainty type': 2,\n",
       "    'unit': 'kilogram'},\n",
       "   {'amount': 1.324808184,\n",
       "    'input': ('ecoinvent 3.4 conseq', '1d70e8d42dae293bdb9a58a94aed3acd'),\n",
       "    'loc': 0.281267682,\n",
       "    'negative': False,\n",
       "    'scale': 1e-06,\n",
       "    'type': 'technosphere',\n",
       "    'uncertainty type': 2,\n",
       "    'unit': 'kilogram'},\n",
       "   {'amount': 0.286445013,\n",
       "    'input': ('ecoinvent 3.4 conseq', 'f39a807ceb19aeeb97f8d2ad3ba537bd'),\n",
       "    'loc': -1.2502086890000002,\n",
       "    'negative': False,\n",
       "    'scale': 1e-06,\n",
       "    'type': 'technosphere',\n",
       "    'uncertainty type': 2,\n",
       "    'unit': 'kilogram'}], 'name': 'Production [N-Methylimidazole]', 'type': 'process', 'unit': 'kilogram'}}"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Create a dict that can be written as database\n",
    "CCU_dict = lci_to_bw2(CCU_data) # Perfect.\n",
    "CCU_dict"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Writing activities to SQLite3 database:\n",
      "0%                   100%\n",
      "[#######################] | ETA: 00:00:00\n",
      "Total time elapsed: 00:00:00\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Title: Writing activities to SQLite3 database:\n",
      "  Started: 04/18/2019 14:40:27\n",
      "  Finished: 04/18/2019 14:40:27\n",
      "  Total time elapsed: 00:00:00\n",
      "  CPU %: 110.20\n",
      "  Memory %: 0.87\n",
      "'Production [BmimBr]' (kilogram, None, None)\n",
      "'Marginal_mix_CO2_near_term [CO2]' (kilogram, None, None)\n",
      "'CO2_to_DMC_eth_carb_trans [CO2_treatment]' (kilogram, None, None)\n",
      "'CO2_to_CH4 [CO2_treatment]' (kilogram, None, None)\n",
      "'Capturing [CO2_from_ammonia]' (kilogram, None, None)\n",
      "'Capturing [CO2_from_fermentation]' (kilogram, None, None)\n",
      "'CO2_to_PEP [CO2_treatment]' (kilogram, None, None)\n",
      "'Production [Conventional_PEP]' (kilogram, None, None)\n",
      "'CO2_to_CO_DRM [CO2_treatment]' (kilogram, None, None)\n",
      "'CO2_to_DME_SG [CO2_treatment]' (kilogram, None, None)\n",
      "'Capturing [CO2_from_H2]' (kilogram, None, None)\n",
      "'CO2_to_MeOH [CO2_treatment]' (kilogram, None, None)\n",
      "'CO2_to_FA_hydro [CO2_treatment]' (kilogram, None, None)\n",
      "'CO2_to_EtOH_elec [CO2_treatment]' (kilogram, None, None)\n",
      "'Production [1-Brombutane]' (kilogram, None, None)\n",
      "'CO2_to_FA_elec_lp [CO2_treatment]' (kilogram, None, None)\n",
      "'Production [N-Methylimidazole]' (kilogram, None, None)\n",
      "'CO2_to_CO_rWGS [CO2_treatment]' (kilogram, None, None)\n",
      "'CO2_to_DMC_elec [CO2_treatment]' (kilogram, None, None)\n",
      "'CO2_to_FT [CO2_treatment]' (kilogram, None, None)\n",
      "'Capturing [CO2_from_bioenergy]' (kilogram, None, None)\n",
      "'CO2_to_DMM [CO2_treatment]' (kilogram, None, None)\n",
      "'Production [DMC_Catalyst]' (kilogram, None, None)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "[None,\n",
       " None,\n",
       " None,\n",
       " None,\n",
       " None,\n",
       " None,\n",
       " None,\n",
       " None,\n",
       " None,\n",
       " None,\n",
       " None,\n",
       " None,\n",
       " None,\n",
       " None,\n",
       " None,\n",
       " None,\n",
       " None,\n",
       " None,\n",
       " None,\n",
       " None,\n",
       " None,\n",
       " None,\n",
       " None]"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Write a bw2 database\n",
    "databases\n",
    "if 'CCU' in databases: del databases['CCU']\n",
    "CCU = Database(\"CCU\")\n",
    "CCU.write(CCU_dict)\n",
    "[print(act) for act in CCU]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "--------ooo--------\n",
      "CO2_to_FT [CO2_treatment]\n",
      "--------ooo--------\n",
      "production\n",
      "Exchange: 1.0 kilogram 'CO2_to_FT [CO2_treatment]' (kilogram, None, None) to 'CO2_to_FT [CO2_treatment]' (kilogram, None, None)>\n",
      "technosphere\n",
      "Exchange: 1.0 kilogram 'Marginal_mix_CO2_near_term [CO2]' (kilogram, None, None) to 'CO2_to_FT [CO2_treatment]' (kilogram, None, None)>\n",
      "technosphere\n",
      "Exchange: 1.8998015869999998 kilowatt hour 'market for electricity, high voltage' (kilowatt hour, DE, None) to 'CO2_to_FT [CO2_treatment]' (kilogram, None, None)>\n",
      "technosphere\n",
      "Exchange: 88.58928571 megajoule 'market for heat, from steam, in chemical industry' (megajoule, RER, None) to 'CO2_to_FT [CO2_treatment]' (kilogram, None, None)>\n",
      "technosphere\n",
      "Exchange: 2.392857143 kilogram 'market for water, ultrapure' (kilogram, GLO, None) to 'CO2_to_FT [CO2_treatment]' (kilogram, None, None)>\n",
      "technosphere\n",
      "Exchange: -0.14644642900000002 kilogram 'market for kerosene' (kilogram, Europe without Switzerland, None) to 'CO2_to_FT [CO2_treatment]' (kilogram, None, None)>\n",
      "technosphere\n",
      "Exchange: -0.114964286 kilogram 'market for naphtha' (kilogram, RER, None) to 'CO2_to_FT [CO2_treatment]' (kilogram, None, None)>\n",
      "--------ooo--------\n",
      "CO2_to_DMC_eth_carb_trans [CO2_treatment]\n",
      "--------ooo--------\n",
      "production\n",
      "Exchange: 1.0 kilogram 'CO2_to_DMC_eth_carb_trans [CO2_treatment]' (kilogram, None, None) to 'CO2_to_DMC_eth_carb_trans [CO2_treatment]' (kilogram, None, None)>\n",
      "technosphere\n",
      "Exchange: 1.0 kilogram 'Marginal_mix_CO2_near_term [CO2]' (kilogram, None, None) to 'CO2_to_DMC_eth_carb_trans [CO2_treatment]' (kilogram, None, None)>\n",
      "technosphere\n",
      "Exchange: 1.379310345 kilogram 'market for methanol' (kilogram, GLO, None) to 'CO2_to_DMC_eth_carb_trans [CO2_treatment]' (kilogram, None, None)>\n",
      "technosphere\n",
      "Exchange: 7.551724137999999 megajoule 'market for heat, from steam, in chemical industry' (megajoule, RER, None) to 'CO2_to_DMC_eth_carb_trans [CO2_treatment]' (kilogram, None, None)>\n",
      "technosphere\n",
      "Exchange: -1.4827586209999999 kilogram 'market for dimethyl carbonate' (kilogram, GLO, None) to 'CO2_to_DMC_eth_carb_trans [CO2_treatment]' (kilogram, None, None)>\n",
      "biosphere\n",
      "Exchange: 0.61 kilogram 'Carbon dioxide, fossil' (kilogram, None, ('air',)) to 'CO2_to_DMC_eth_carb_trans [CO2_treatment]' (kilogram, None, None)>\n",
      "--------ooo--------\n",
      "CO2_to_FA_elec_lp [CO2_treatment]\n",
      "--------ooo--------\n",
      "production\n",
      "Exchange: 1.0 kilogram 'CO2_to_FA_elec_lp [CO2_treatment]' (kilogram, None, None) to 'CO2_to_FA_elec_lp [CO2_treatment]' (kilogram, None, None)>\n",
      "technosphere\n",
      "Exchange: 1.0 kilogram 'Marginal_mix_CO2_near_term [CO2]' (kilogram, None, None) to 'CO2_to_FA_elec_lp [CO2_treatment]' (kilogram, None, None)>\n",
      "technosphere\n",
      "Exchange: 9.208588957 kilowatt hour 'market for electricity, high voltage' (kilowatt hour, DE, None) to 'CO2_to_FA_elec_lp [CO2_treatment]' (kilogram, None, None)>\n",
      "technosphere\n",
      "Exchange: 0.717791411 kilogram 'market for water, ultrapure' (kilogram, GLO, None) to 'CO2_to_FA_elec_lp [CO2_treatment]' (kilogram, None, None)>\n",
      "technosphere\n",
      "Exchange: -1.022494888 kilogram 'market for formic acid' (kilogram, RER, None) to 'CO2_to_FA_elec_lp [CO2_treatment]' (kilogram, None, None)>\n",
      "technosphere\n",
      "Exchange: 35.78732 megajoule 'market for heat, from steam, in chemical industry' (megajoule, RER, None) to 'CO2_to_FA_elec_lp [CO2_treatment]' (kilogram, None, None)>\n",
      "--------ooo--------\n",
      "CO2_to_CH4 [CO2_treatment]\n",
      "--------ooo--------\n",
      "production\n",
      "Exchange: 1.0 kilogram 'CO2_to_CH4 [CO2_treatment]' (kilogram, None, None) to 'CO2_to_CH4 [CO2_treatment]' (kilogram, None, None)>\n",
      "technosphere\n",
      "Exchange: 1.0 kilogram 'Marginal_mix_CO2_near_term [CO2]' (kilogram, None, None) to 'CO2_to_CH4 [CO2_treatment]' (kilogram, None, None)>\n",
      "technosphere\n",
      "Exchange: 0.172167404 kilogram 'market for hydrogen, liquid' (kilogram, RER, None) to 'CO2_to_CH4 [CO2_treatment]' (kilogram, None, None)>\n",
      "technosphere\n",
      "Exchange: 0.112283089 kilowatt hour 'market for electricity, high voltage' (kilowatt hour, DE, None) to 'CO2_to_CH4 [CO2_treatment]' (kilogram, None, None)>\n",
      "technosphere\n",
      "Exchange: -0.40506165 cubic meter 'market for natural gas, high pressure' (cubic meter, DE, None) to 'CO2_to_CH4 [CO2_treatment]' (kilogram, None, None)>\n",
      "biosphere\n",
      "Exchange: 0.066008847 kilogram 'Carbon dioxide, fossil' (kilogram, None, ('air',)) to 'CO2_to_CH4 [CO2_treatment]' (kilogram, None, None)>\n",
      "--------ooo--------\n",
      "Production [DMC_Catalyst]\n",
      "--------ooo--------\n",
      "production\n",
      "Exchange: 1.0 kilogram 'Production [DMC_Catalyst]' (kilogram, None, None) to 'Production [DMC_Catalyst]' (kilogram, None, None)>\n",
      "technosphere\n",
      "Exchange: 0.161 kilogram 'potassium chloride production' (kilogram, RER, None) to 'Production [DMC_Catalyst]' (kilogram, None, None)>\n",
      "technosphere\n",
      "Exchange: 0.81 kilogram 'market for cobalt' (kilogram, GLO, None) to 'Production [DMC_Catalyst]' (kilogram, None, None)>\n",
      "technosphere\n",
      "Exchange: 0.02 kilogram 'market for hydrogen cyanide' (kilogram, GLO, None) to 'Production [DMC_Catalyst]' (kilogram, None, None)>\n",
      "--------ooo--------\n",
      "Production [N-Methylimidazole]\n",
      "--------ooo--------\n",
      "production\n",
      "Exchange: 1.0 kilogram 'Production [N-Methylimidazole]' (kilogram, None, None) to 'Production [N-Methylimidazole]' (kilogram, None, None)>\n",
      "technosphere\n",
      "Exchange: 0.271099744 kilowatt hour 'market for electricity, high voltage' (kilowatt hour, DE, None) to 'Production [N-Methylimidazole]' (kilogram, None, None)>\n",
      "technosphere\n",
      "Exchange: 1.5089514069999999 megajoule 'market for heat, from steam, in chemical industry' (megajoule, RER, None) to 'Production [N-Methylimidazole]' (kilogram, None, None)>\n",
      "technosphere\n",
      "Exchange: 2.3657289 kilogram 'market for glyoxal' (kilogram, GLO, None) to 'Production [N-Methylimidazole]' (kilogram, None, None)>\n",
      "technosphere\n",
      "Exchange: 0.5089514070000001 kilogram 'market for methylamine' (kilogram, GLO, None) to 'Production [N-Methylimidazole]' (kilogram, None, None)>\n",
      "technosphere\n",
      "Exchange: 1.324808184 kilogram 'market for formaldehyde' (kilogram, GLO, None) to 'Production [N-Methylimidazole]' (kilogram, None, None)>\n",
      "technosphere\n",
      "Exchange: 0.286445013 kilogram 'market for ammonia, liquid' (kilogram, RER, None) to 'Production [N-Methylimidazole]' (kilogram, None, None)>\n",
      "--------ooo--------\n",
      "Capturing [CO2_from_ammonia]\n",
      "--------ooo--------\n",
      "production\n",
      "Exchange: 1.0 kilogram 'Capturing [CO2_from_ammonia]' (kilogram, None, None) to 'Capturing [CO2_from_ammonia]' (kilogram, None, None)>\n",
      "technosphere\n",
      "Exchange: 0.10885999999999998 kilowatt hour 'market for electricity, high voltage' (kilowatt hour, DE, None) to 'Capturing [CO2_from_ammonia]' (kilogram, None, None)>\n",
      "technosphere\n",
      "Exchange: 0.00716 cubic meter 'market for compressed air, 600 kPa gauge' (cubic meter, GLO, None) to 'Capturing [CO2_from_ammonia]' (kilogram, None, None)>\n",
      "technosphere\n",
      "Exchange: 0.00812 cubic meter 'market for natural gas, high pressure' (cubic meter, DE, None) to 'Capturing [CO2_from_ammonia]' (kilogram, None, None)>\n",
      "technosphere\n",
      "Exchange: 0.11528 kilogram 'market for steam, in chemical industry' (kilogram, GLO, None) to 'Capturing [CO2_from_ammonia]' (kilogram, None, None)>\n",
      "technosphere\n",
      "Exchange: 0.6212300000000001 kilogram 'market for water, decarbonised, at user' (kilogram, GLO, None) to 'Capturing [CO2_from_ammonia]' (kilogram, None, None)>\n",
      "technosphere\n",
      "Exchange: 2e-05 kilogram 'market for zeolite, powder' (kilogram, GLO, None) to 'Capturing [CO2_from_ammonia]' (kilogram, None, None)>\n",
      "technosphere\n",
      "Exchange: 0.46399999999999997 megajoule 'market for heat, from steam, in chemical industry' (megajoule, RER, None) to 'Capturing [CO2_from_ammonia]' (kilogram, None, None)>\n",
      "biosphere\n",
      "Exchange: -1.0 kilogram 'Carbon dioxide, fossil' (kilogram, None, ('air',)) to 'Capturing [CO2_from_ammonia]' (kilogram, None, None)>\n",
      "--------ooo--------\n",
      "Production [1-Brombutane]\n",
      "--------ooo--------\n",
      "production\n",
      "Exchange: 1.0 kilogram 'Production [1-Brombutane]' (kilogram, None, None) to 'Production [1-Brombutane]' (kilogram, None, None)>\n",
      "technosphere\n",
      "Exchange: 0.00364395 kilowatt hour 'market for electricity, high voltage' (kilowatt hour, DE, None) to 'Production [1-Brombutane]' (kilogram, None, None)>\n",
      "technosphere\n",
      "Exchange: 0.442280946 megajoule 'market for heat, from steam, in chemical industry' (megajoule, RER, None) to 'Production [1-Brombutane]' (kilogram, None, None)>\n",
      "technosphere\n",
      "Exchange: 0.552155772 kilogram 'market for 1-butanol' (kilogram, GLO, None) to 'Production [1-Brombutane]' (kilogram, None, None)>\n",
      "technosphere\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Exchange: 0.607788595 kilogram 'market for hydrochloric acid, without water, in 30% solution state' (kilogram, RER, None) to 'Production [1-Brombutane]' (kilogram, None, None)>\n",
      "--------ooo--------\n",
      "CO2_to_PEP [CO2_treatment]\n",
      "--------ooo--------\n",
      "production\n",
      "Exchange: 1.0 kilogram 'CO2_to_PEP [CO2_treatment]' (kilogram, None, None) to 'CO2_to_PEP [CO2_treatment]' (kilogram, None, None)>\n",
      "technosphere\n",
      "Exchange: 1.0 kilogram 'Marginal_mix_CO2_near_term [CO2]' (kilogram, None, None) to 'CO2_to_PEP [CO2_treatment]' (kilogram, None, None)>\n",
      "technosphere\n",
      "Exchange: 0.000708075 kilogram 'Production [DMC_Catalyst]' (kilogram, None, None) to 'CO2_to_PEP [CO2_treatment]' (kilogram, None, None)>\n",
      "technosphere\n",
      "Exchange: -6.211180124 kilogram 'Production [Conventional_PEP]' (kilogram, None, None) to 'CO2_to_PEP [CO2_treatment]' (kilogram, None, None)>\n",
      "technosphere\n",
      "Exchange: 0.062111800999999994 kilowatt hour 'market for electricity, high voltage' (kilowatt hour, DE, None) to 'CO2_to_PEP [CO2_treatment]' (kilogram, None, None)>\n",
      "technosphere\n",
      "Exchange: 5.01863354 kilogram 'market for propylene oxide, liquid' (kilogram, GLO, None) to 'CO2_to_PEP [CO2_treatment]' (kilogram, None, None)>\n",
      "technosphere\n",
      "Exchange: 0.134161491 kilogram 'market for glycerine' (kilogram, GLO, None) to 'CO2_to_PEP [CO2_treatment]' (kilogram, None, None)>\n",
      "technosphere\n",
      "Exchange: 0.38447205 kilogram 'market for propylene glycol, liquid' (kilogram, GLO, None) to 'CO2_to_PEP [CO2_treatment]' (kilogram, None, None)>\n",
      "technosphere\n",
      "Exchange: 0.310559006 kilogram 'market for steam, in chemical industry' (kilogram, GLO, None) to 'CO2_to_PEP [CO2_treatment]' (kilogram, None, None)>\n",
      "technosphere\n",
      "Exchange: 10.49689441 kilogram 'market for water, decarbonised, at user' (kilogram, GLO, None) to 'CO2_to_PEP [CO2_treatment]' (kilogram, None, None)>\n",
      "technosphere\n",
      "Exchange: -0.000708075 kilogram 'treatment of waste zeolite, inert material landfill' (kilogram, CH, None) to 'CO2_to_PEP [CO2_treatment]' (kilogram, None, None)>\n",
      "--------ooo--------\n",
      "Marginal_mix_CO2_near_term [CO2]\n",
      "--------ooo--------\n",
      "production\n",
      "Exchange: 1.0 kilogram 'Marginal_mix_CO2_near_term [CO2]' (kilogram, None, None) to 'Marginal_mix_CO2_near_term [CO2]' (kilogram, None, None)>\n",
      "technosphere\n",
      "Exchange: 0.48 kilogram 'Capturing [CO2_from_ammonia]' (kilogram, None, None) to 'Marginal_mix_CO2_near_term [CO2]' (kilogram, None, None)>\n",
      "technosphere\n",
      "Exchange: 0.264 kilogram 'Capturing [CO2_from_bioenergy]' (kilogram, None, None) to 'Marginal_mix_CO2_near_term [CO2]' (kilogram, None, None)>\n",
      "technosphere\n",
      "Exchange: 0.184 kilogram 'Capturing [CO2_from_H2]' (kilogram, None, None) to 'Marginal_mix_CO2_near_term [CO2]' (kilogram, None, None)>\n",
      "technosphere\n",
      "Exchange: 0.07200000000000001 kilogram 'Capturing [CO2_from_fermentation]' (kilogram, None, None) to 'Marginal_mix_CO2_near_term [CO2]' (kilogram, None, None)>\n",
      "--------ooo--------\n",
      "CO2_to_DMM [CO2_treatment]\n",
      "--------ooo--------\n",
      "production\n",
      "Exchange: 1.0 kilogram 'CO2_to_DMM [CO2_treatment]' (kilogram, None, None) to 'CO2_to_DMM [CO2_treatment]' (kilogram, None, None)>\n",
      "technosphere\n",
      "Exchange: 1.0 kilogram 'Marginal_mix_CO2_near_term [CO2]' (kilogram, None, None) to 'CO2_to_DMM [CO2_treatment]' (kilogram, None, None)>\n",
      "technosphere\n",
      "Exchange: 0.124293785 kilogram 'market for hydrogen, liquid' (kilogram, RER, None) to 'CO2_to_DMM [CO2_treatment]' (kilogram, None, None)>\n",
      "technosphere\n",
      "Exchange: 0.12994350300000002 kilowatt hour 'market for electricity, high voltage' (kilowatt hour, DE, None) to 'CO2_to_DMM [CO2_treatment]' (kilogram, None, None)>\n",
      "technosphere\n",
      "Exchange: 4.316384181 megajoule 'market for heat, from steam, in chemical industry' (megajoule, RER, None) to 'CO2_to_DMM [CO2_treatment]' (kilogram, None, None)>\n",
      "technosphere\n",
      "Exchange: -0.309010371 kilogram 'market for diesel' (kilogram, Europe without Switzerland, None) to 'CO2_to_DMM [CO2_treatment]' (kilogram, None, None)>\n",
      "biosphere\n",
      "Exchange: 0.01920904 kilogram 'Carbon dioxide, fossil' (kilogram, None, ('air',)) to 'CO2_to_DMM [CO2_treatment]' (kilogram, None, None)>\n",
      "--------ooo--------\n",
      "Capturing [CO2_from_bioenergy]\n",
      "--------ooo--------\n",
      "production\n",
      "Exchange: 1.0 kilogram 'Capturing [CO2_from_bioenergy]' (kilogram, None, None) to 'Capturing [CO2_from_bioenergy]' (kilogram, None, None)>\n",
      "technosphere\n",
      "Exchange: 0.15 kilowatt hour 'market for electricity, high voltage' (kilowatt hour, DE, None) to 'Capturing [CO2_from_bioenergy]' (kilogram, None, None)>\n",
      "technosphere\n",
      "Exchange: 2.9 megajoule 'market for heat, district or industrial, natural gas' (megajoule, Europe without Switzerland, None) to 'Capturing [CO2_from_bioenergy]' (kilogram, None, None)>\n",
      "biosphere\n",
      "Exchange: -1.0 kilogram 'Carbon dioxide, fossil' (kilogram, None, ('air',)) to 'Capturing [CO2_from_bioenergy]' (kilogram, None, None)>\n",
      "--------ooo--------\n",
      "Production [BmimBr]\n",
      "--------ooo--------\n",
      "production\n",
      "Exchange: 1.0 kilogram 'Production [BmimBr]' (kilogram, None, None) to 'Production [BmimBr]' (kilogram, None, None)>\n",
      "technosphere\n",
      "Exchange: 0.0675 kilowatt hour 'market for electricity, high voltage' (kilowatt hour, DE, None) to 'Production [BmimBr]' (kilogram, None, None)>\n",
      "technosphere\n",
      "Exchange: 1.7369999999999999 megajoule 'market for heat, from steam, in chemical industry' (megajoule, RER, None) to 'Production [BmimBr]' (kilogram, None, None)>\n",
      "technosphere\n",
      "Exchange: 0.391 kilogram 'Production [N-Methylimidazole]' (kilogram, None, None) to 'Production [BmimBr]' (kilogram, None, None)>\n",
      "technosphere\n",
      "Exchange: 0.7190000000000001 kilogram 'Production [1-Brombutane]' (kilogram, None, None) to 'Production [BmimBr]' (kilogram, None, None)>\n",
      "--------ooo--------\n",
      "CO2_to_EtOH_elec [CO2_treatment]\n",
      "--------ooo--------\n",
      "production\n",
      "Exchange: 1.0 kilogram 'CO2_to_EtOH_elec [CO2_treatment]' (kilogram, None, None) to 'CO2_to_EtOH_elec [CO2_treatment]' (kilogram, None, None)>\n",
      "technosphere\n",
      "Exchange: 1.0 kilogram 'Marginal_mix_CO2_near_term [CO2]' (kilogram, None, None) to 'CO2_to_EtOH_elec [CO2_treatment]' (kilogram, None, None)>\n",
      "technosphere\n",
      "Exchange: 2.930181418 kilowatt hour 'market for electricity, high voltage' (kilowatt hour, DE, None) to 'CO2_to_EtOH_elec [CO2_treatment]' (kilogram, None, None)>\n",
      "technosphere\n",
      "Exchange: 1.2529741620000001 megajoule 'market for heat, from steam, in chemical industry' (megajoule, RER, None) to 'CO2_to_EtOH_elec [CO2_treatment]' (kilogram, None, None)>\n",
      "technosphere\n",
      "Exchange: 1.41206707 kilogram 'market for water, ultrapure' (kilogram, GLO, None) to 'CO2_to_EtOH_elec [CO2_treatment]' (kilogram, None, None)>\n",
      "technosphere\n",
      "Exchange: -0.285871358 kilogram 'market for ethanol, without water, in 99.7% solution state, from ethylene' (kilogram, GLO, None) to 'CO2_to_EtOH_elec [CO2_treatment]' (kilogram, None, None)>\n",
      "biosphere\n",
      "Exchange: 0.05 kilogram 'Carbon dioxide, fossil' (kilogram, None, ('air',)) to 'CO2_to_EtOH_elec [CO2_treatment]' (kilogram, None, None)>\n",
      "--------ooo--------\n",
      "CO2_to_CO_DRM [CO2_treatment]\n",
      "--------ooo--------\n",
      "production\n",
      "Exchange: 1.0 kilogram 'CO2_to_CO_DRM [CO2_treatment]' (kilogram, None, None) to 'CO2_to_CO_DRM [CO2_treatment]' (kilogram, None, None)>\n",
      "technosphere\n",
      "Exchange: 1.0 kilogram 'Marginal_mix_CO2_near_term [CO2]' (kilogram, None, None) to 'CO2_to_CO_DRM [CO2_treatment]' (kilogram, None, None)>\n",
      "technosphere\n",
      "Exchange: 7.615384615 kilowatt hour 'market for electricity, high voltage' (kilowatt hour, DE, None) to 'CO2_to_CO_DRM [CO2_treatment]' (kilogram, None, None)>\n",
      "technosphere\n",
      "Exchange: 0.34013605399999997 cubic meter 'market for natural gas, high pressure' (cubic meter, DE, None) to 'CO2_to_CO_DRM [CO2_treatment]' (kilogram, None, None)>\n",
      "technosphere\n",
      "Exchange: -0.220879121 kilogram 'market for steam, in chemical industry' (kilogram, GLO, None) to 'CO2_to_CO_DRM [CO2_treatment]' (kilogram, None, None)>\n",
      "technosphere\n",
      "Exchange: -0.36923076899999996 megajoule 'market for heat, from steam, in chemical industry' (megajoule, RER, None) to 'CO2_to_CO_DRM [CO2_treatment]' (kilogram, None, None)>\n",
      "technosphere\n",
      "Exchange: -1.098901099 kilogram 'market for carbon monoxide' (kilogram, RER, None) to 'CO2_to_CO_DRM [CO2_treatment]' (kilogram, None, None)>\n",
      "technosphere\n",
      "Exchange: -0.054945055 kilogram 'market for hydrogen, liquid' (kilogram, RER, None) to 'CO2_to_CO_DRM [CO2_treatment]' (kilogram, None, None)>\n",
      "--------ooo--------\n",
      "CO2_to_FA_hydro [CO2_treatment]\n",
      "--------ooo--------\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "production\n",
      "Exchange: 1.0 kilogram 'CO2_to_FA_hydro [CO2_treatment]' (kilogram, None, None) to 'CO2_to_FA_hydro [CO2_treatment]' (kilogram, None, None)>\n",
      "technosphere\n",
      "Exchange: 1.0 kilogram 'Marginal_mix_CO2_near_term [CO2]' (kilogram, None, None) to 'CO2_to_FA_hydro [CO2_treatment]' (kilogram, None, None)>\n",
      "technosphere\n",
      "Exchange: 0.045685279 kilogram 'market for hydrogen, liquid' (kilogram, RER, None) to 'CO2_to_FA_hydro [CO2_treatment]' (kilogram, None, None)>\n",
      "technosphere\n",
      "Exchange: 0.538071066 kilowatt hour 'market for electricity, high voltage' (kilowatt hour, DE, None) to 'CO2_to_FA_hydro [CO2_treatment]' (kilogram, None, None)>\n",
      "technosphere\n",
      "Exchange: 9.173604061 megajoule 'market for heat, from steam, in chemical industry' (megajoule, RER, None) to 'CO2_to_FA_hydro [CO2_treatment]' (kilogram, None, None)>\n",
      "technosphere\n",
      "Exchange: -1.015228426 kilogram 'market for formic acid' (kilogram, RER, None) to 'CO2_to_FA_hydro [CO2_treatment]' (kilogram, None, None)>\n",
      "biosphere\n",
      "Exchange: 0.029441624 kilogram 'Carbon dioxide, fossil' (kilogram, None, ('air',)) to 'CO2_to_FA_hydro [CO2_treatment]' (kilogram, None, None)>\n",
      "--------ooo--------\n",
      "Capturing [CO2_from_H2]\n",
      "--------ooo--------\n",
      "production\n",
      "Exchange: 1.0 kilogram 'Capturing [CO2_from_H2]' (kilogram, None, None) to 'Capturing [CO2_from_H2]' (kilogram, None, None)>\n",
      "technosphere\n",
      "Exchange: 0.158266667 kilowatt hour 'market for electricity, high voltage' (kilowatt hour, DE, None) to 'Capturing [CO2_from_H2]' (kilogram, None, None)>\n",
      "technosphere\n",
      "Exchange: 0.00716164 cubic meter 'market for compressed air, 600 kPa gauge' (cubic meter, GLO, None) to 'Capturing [CO2_from_H2]' (kilogram, None, None)>\n",
      "technosphere\n",
      "Exchange: 0.00555 kilogram 'market for oxygen, liquid' (kilogram, RER, None) to 'Capturing [CO2_from_H2]' (kilogram, None, None)>\n",
      "technosphere\n",
      "Exchange: 0.0054399999999999995 cubic meter 'market for natural gas, high pressure' (cubic meter, DE, None) to 'Capturing [CO2_from_H2]' (kilogram, None, None)>\n",
      "technosphere\n",
      "Exchange: 0.11528 kilogram 'market for steam, in chemical industry' (kilogram, GLO, None) to 'Capturing [CO2_from_H2]' (kilogram, None, None)>\n",
      "technosphere\n",
      "Exchange: 0.62125 kilogram 'market for water, decarbonised, at user' (kilogram, GLO, None) to 'Capturing [CO2_from_H2]' (kilogram, None, None)>\n",
      "technosphere\n",
      "Exchange: 2e-05 kilogram 'market for zeolite, powder' (kilogram, GLO, None) to 'Capturing [CO2_from_H2]' (kilogram, None, None)>\n",
      "technosphere\n",
      "Exchange: 0.23349 megajoule 'market for heat, from steam, in chemical industry' (megajoule, RER, None) to 'Capturing [CO2_from_H2]' (kilogram, None, None)>\n",
      "biosphere\n",
      "Exchange: -1.0 kilogram 'Carbon dioxide, fossil' (kilogram, None, ('air',)) to 'Capturing [CO2_from_H2]' (kilogram, None, None)>\n",
      "--------ooo--------\n",
      "Production [Conventional_PEP]\n",
      "--------ooo--------\n",
      "production\n",
      "Exchange: 1.0 kilogram 'Production [Conventional_PEP]' (kilogram, None, None) to 'Production [Conventional_PEP]' (kilogram, None, None)>\n",
      "technosphere\n",
      "Exchange: 0.00011399999999999999 kilogram 'Production [DMC_Catalyst]' (kilogram, None, None) to 'Production [Conventional_PEP]' (kilogram, None, None)>\n",
      "technosphere\n",
      "Exchange: 0.41666666700000005 kilowatt hour 'market for electricity, high voltage' (kilowatt hour, DE, None) to 'Production [Conventional_PEP]' (kilogram, None, None)>\n",
      "technosphere\n",
      "Exchange: 0.97 kilogram 'market for propylene oxide, liquid' (kilogram, GLO, None) to 'Production [Conventional_PEP]' (kilogram, None, None)>\n",
      "technosphere\n",
      "Exchange: 0.02 kilogram 'market for glycerine' (kilogram, GLO, None) to 'Production [Conventional_PEP]' (kilogram, None, None)>\n",
      "technosphere\n",
      "Exchange: 0.01 kilogram 'market for propylene glycol, liquid' (kilogram, GLO, None) to 'Production [Conventional_PEP]' (kilogram, None, None)>\n",
      "technosphere\n",
      "Exchange: 0.02 kilogram 'market for steam, in chemical industry' (kilogram, GLO, None) to 'Production [Conventional_PEP]' (kilogram, None, None)>\n",
      "technosphere\n",
      "Exchange: 2.11 kilogram 'market for water, decarbonised, at user' (kilogram, GLO, None) to 'Production [Conventional_PEP]' (kilogram, None, None)>\n",
      "technosphere\n",
      "Exchange: -0.00011399999999999999 kilogram 'treatment of waste zeolite, inert material landfill' (kilogram, CH, None) to 'Production [Conventional_PEP]' (kilogram, None, None)>\n",
      "--------ooo--------\n",
      "CO2_to_DME_SG [CO2_treatment]\n",
      "--------ooo--------\n",
      "production\n",
      "Exchange: 1.0 kilogram 'CO2_to_DME_SG [CO2_treatment]' (kilogram, None, None) to 'CO2_to_DME_SG [CO2_treatment]' (kilogram, None, None)>\n",
      "technosphere\n",
      "Exchange: 1.0 kilogram 'Marginal_mix_CO2_near_term [CO2]' (kilogram, None, None) to 'CO2_to_DME_SG [CO2_treatment]' (kilogram, None, None)>\n",
      "technosphere\n",
      "Exchange: 0.459940653 kilowatt hour 'market for electricity, high voltage' (kilowatt hour, DE, None) to 'CO2_to_DME_SG [CO2_treatment]' (kilogram, None, None)>\n",
      "technosphere\n",
      "Exchange: 0.434506147 cubic meter 'market for natural gas, high pressure' (cubic meter, DE, None) to 'CO2_to_DME_SG [CO2_treatment]' (kilogram, None, None)>\n",
      "technosphere\n",
      "Exchange: 0.041543027 kilogram 'market for steam, in chemical industry' (kilogram, GLO, None) to 'CO2_to_DME_SG [CO2_treatment]' (kilogram, None, None)>\n",
      "technosphere\n",
      "Exchange: 43.62017804 kilogram 'market for water, decarbonised, at user' (kilogram, GLO, None) to 'CO2_to_DME_SG [CO2_treatment]' (kilogram, None, None)>\n",
      "technosphere\n",
      "Exchange: 4.74777e-08 kilogram 'market for refrigerant R134a' (kilogram, GLO, None) to 'CO2_to_DME_SG [CO2_treatment]' (kilogram, None, None)>\n",
      "technosphere\n",
      "Exchange: 0.014569733 cubic meter 'market for wastewater, average' (cubic meter, Europe without Switzerland, None) to 'CO2_to_DME_SG [CO2_treatment]' (kilogram, None, None)>\n",
      "technosphere\n",
      "Exchange: -0.569732938 kilogram 'market for dimethyl ether' (kilogram, GLO, None) to 'CO2_to_DME_SG [CO2_treatment]' (kilogram, None, None)>\n",
      "biosphere\n",
      "Exchange: 0.913946588 kilogram 'Carbon dioxide, fossil' (kilogram, None, ('air',)) to 'CO2_to_DME_SG [CO2_treatment]' (kilogram, None, None)>\n",
      "--------ooo--------\n",
      "Capturing [CO2_from_fermentation]\n",
      "--------ooo--------\n",
      "production\n",
      "Exchange: 1.0 kilogram 'Capturing [CO2_from_fermentation]' (kilogram, None, None) to 'Capturing [CO2_from_fermentation]' (kilogram, None, None)>\n",
      "technosphere\n",
      "Exchange: 0.108863889 kilowatt hour 'market for electricity, high voltage' (kilowatt hour, DE, None) to 'Capturing [CO2_from_fermentation]' (kilogram, None, None)>\n",
      "technosphere\n",
      "Exchange: 0.00716164 cubic meter 'market for compressed air, 600 kPa gauge' (cubic meter, GLO, None) to 'Capturing [CO2_from_fermentation]' (kilogram, None, None)>\n",
      "technosphere\n",
      "Exchange: 0.00812 cubic meter 'market for natural gas, high pressure' (cubic meter, DE, None) to 'Capturing [CO2_from_fermentation]' (kilogram, None, None)>\n",
      "technosphere\n",
      "Exchange: 0.11528 kilogram 'market for steam, in chemical industry' (kilogram, GLO, None) to 'Capturing [CO2_from_fermentation]' (kilogram, None, None)>\n",
      "technosphere\n",
      "Exchange: 0.6212300000000001 kilogram 'market for water, decarbonised, at user' (kilogram, GLO, None) to 'Capturing [CO2_from_fermentation]' (kilogram, None, None)>\n",
      "technosphere\n",
      "Exchange: 2e-05 kilogram 'market for zeolite, powder' (kilogram, GLO, None) to 'Capturing [CO2_from_fermentation]' (kilogram, None, None)>\n",
      "technosphere\n",
      "Exchange: 0.46399999999999997 megajoule 'market for heat, from steam, in chemical industry' (megajoule, RER, None) to 'Capturing [CO2_from_fermentation]' (kilogram, None, None)>\n",
      "biosphere\n",
      "Exchange: -1.0 kilogram 'Carbon dioxide, fossil' (kilogram, None, ('air',)) to 'Capturing [CO2_from_fermentation]' (kilogram, None, None)>\n",
      "--------ooo--------\n",
      "CO2_to_CO_rWGS [CO2_treatment]\n",
      "--------ooo--------\n",
      "production\n",
      "Exchange: 1.0 kilogram 'CO2_to_CO_rWGS [CO2_treatment]' (kilogram, None, None) to 'CO2_to_CO_rWGS [CO2_treatment]' (kilogram, None, None)>\n",
      "technosphere\n",
      "Exchange: 1.0 kilogram 'Marginal_mix_CO2_near_term [CO2]' (kilogram, None, None) to 'CO2_to_CO_rWGS [CO2_treatment]' (kilogram, None, None)>\n",
      "technosphere\n",
      "Exchange: 0.045540797 kilogram 'market for hydrogen, liquid' (kilogram, RER, None) to 'CO2_to_CO_rWGS [CO2_treatment]' (kilogram, None, None)>\n",
      "technosphere\n",
      "Exchange: 0.9740670459999999 kilowatt hour 'market for electricity, high voltage' (kilowatt hour, DE, None) to 'CO2_to_CO_rWGS [CO2_treatment]' (kilogram, None, None)>\n",
      "technosphere\n",
      "Exchange: 1.616698292 megajoule 'market for heat, from steam, in chemical industry' (megajoule, RER, None) to 'CO2_to_CO_rWGS [CO2_treatment]' (kilogram, None, None)>\n",
      "technosphere\n",
      "Exchange: -0.632511069 kilogram 'market for carbon monoxide' (kilogram, RER, None) to 'CO2_to_CO_rWGS [CO2_treatment]' (kilogram, None, None)>\n",
      "biosphere\n",
      "Exchange: 0.006325111 kilogram 'Carbon dioxide, fossil' (kilogram, None, ('air',)) to 'CO2_to_CO_rWGS [CO2_treatment]' (kilogram, None, None)>\n",
      "--------ooo--------\n",
      "CO2_to_MeOH [CO2_treatment]\n",
      "--------ooo--------\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "production\n",
      "Exchange: 1.0 kilogram 'CO2_to_MeOH [CO2_treatment]' (kilogram, None, None) to 'CO2_to_MeOH [CO2_treatment]' (kilogram, None, None)>\n",
      "technosphere\n",
      "Exchange: 1.0 kilogram 'Marginal_mix_CO2_near_term [CO2]' (kilogram, None, None) to 'CO2_to_MeOH [CO2_treatment]' (kilogram, None, None)>\n",
      "technosphere\n",
      "Exchange: 0.13639526800000001 kilogram 'market for hydrogen, liquid' (kilogram, RER, None) to 'CO2_to_MeOH [CO2_treatment]' (kilogram, None, None)>\n",
      "technosphere\n",
      "Exchange: 0.925539318 kilowatt hour 'market for electricity, high voltage' (kilowatt hour, DE, None) to 'CO2_to_MeOH [CO2_treatment]' (kilogram, None, None)>\n",
      "technosphere\n",
      "Exchange: -0.695894224 kilogram 'market for methanol' (kilogram, GLO, None) to 'CO2_to_MeOH [CO2_treatment]' (kilogram, None, None)>\n",
      "biosphere\n",
      "Exchange: 0.032011134 kilogram 'Carbon dioxide, fossil' (kilogram, None, ('air',)) to 'CO2_to_MeOH [CO2_treatment]' (kilogram, None, None)>\n",
      "--------ooo--------\n",
      "CO2_to_DMC_elec [CO2_treatment]\n",
      "--------ooo--------\n",
      "production\n",
      "Exchange: 1.0 kilogram 'CO2_to_DMC_elec [CO2_treatment]' (kilogram, None, None) to 'CO2_to_DMC_elec [CO2_treatment]' (kilogram, None, None)>\n",
      "technosphere\n",
      "Exchange: 1.0 kilogram 'Marginal_mix_CO2_near_term [CO2]' (kilogram, None, None) to 'CO2_to_DMC_elec [CO2_treatment]' (kilogram, None, None)>\n",
      "technosphere\n",
      "Exchange: 281.7460317 kilowatt hour 'market for electricity, high voltage' (kilowatt hour, DE, None) to 'CO2_to_DMC_elec [CO2_treatment]' (kilogram, None, None)>\n",
      "technosphere\n",
      "Exchange: 1.448979592 kilogram 'market for methanol' (kilogram, GLO, None) to 'CO2_to_DMC_elec [CO2_treatment]' (kilogram, None, None)>\n",
      "technosphere\n",
      "Exchange: 961.2244898 megajoule 'market for heat, from steam, in chemical industry' (megajoule, RER, None) to 'CO2_to_DMC_elec [CO2_treatment]' (kilogram, None, None)>\n",
      "technosphere\n",
      "Exchange: 10.20408163 kilogram 'market for water, ultrapure' (kilogram, GLO, None) to 'CO2_to_DMC_elec [CO2_treatment]' (kilogram, None, None)>\n",
      "technosphere\n",
      "Exchange: 0.006122449 kilogram 'market for aniline' (kilogram, GLO, None) to 'CO2_to_DMC_elec [CO2_treatment]' (kilogram, None, None)>\n",
      "technosphere\n",
      "Exchange: 0.30612244899999996 kilogram 'Production [BmimBr]' (kilogram, None, None) to 'CO2_to_DMC_elec [CO2_treatment]' (kilogram, None, None)>\n",
      "technosphere\n",
      "Exchange: 6.326530000000001e-07 kilogram 'market for platinum' (kilogram, GLO, None) to 'CO2_to_DMC_elec [CO2_treatment]' (kilogram, None, None)>\n",
      "technosphere\n",
      "Exchange: -2.040816327 kilogram 'market for dimethyl carbonate' (kilogram, GLO, None) to 'CO2_to_DMC_elec [CO2_treatment]' (kilogram, None, None)>\n"
     ]
    }
   ],
   "source": [
    "# Explore all activities:\n",
    "for activity in Database(\"CCU\"):\n",
    "        print('--------ooo--------')\n",
    "        print(activity['name'])\n",
    "        print('--------ooo--------')\n",
    "        for i in list(activity.exchanges()):  # Explore the activity\n",
    "            print(i['type'])\n",
    "            print(i)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Static LCA"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now do some calculations"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "# The list of alternatives to be compared\n",
    "acts = ['CO2_to_DME_SG [CO2_treatment]',\n",
    "           'CO2_to_CO_DRM [CO2_treatment]',\n",
    "           'CO2_to_DMM [CO2_treatment]' , \n",
    "           'CO2_to_DMC_eth_carb_trans [CO2_treatment]' ,\n",
    "           'CO2_to_FA_hydro [CO2_treatment]' ,\n",
    "           'CO2_to_DMC_elec [CO2_treatment]' ,\n",
    "           'CO2_to_FA_elec_lp [CO2_treatment]' ,\n",
    "           'CO2_to_EtOH_elec [CO2_treatment]' ,\n",
    "           'CO2_to_MeOH [CO2_treatment]' ,\n",
    "           'CO2_to_PEP [CO2_treatment]',\n",
    "           'CO2_to_CO_rWGS [CO2_treatment]',\n",
    "           'CO2_to_FT [CO2_treatment]',\n",
    "           'CO2_to_CH4 [CO2_treatment]']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "# The list of impact categories to be used \n",
    "# list(methods) # (to see all possible ones)\n",
    "ILCD = [('ILCD 1.0.8 2016 midpoint', 'climate change', 'GWP 100a'),\n",
    "('ILCD 1.0.8 2016 midpoint', 'ecosystem quality', 'freshwater and terrestrial acidification'),\n",
    "('ILCD 1.0.8 2016 midpoint', 'ecosystem quality', 'freshwater ecotoxicity'),\n",
    "('ILCD 1.0.8 2016 midpoint','ecosystem quality','freshwater eutrophication'),\n",
    "('ILCD 1.0.8 2016 midpoint', 'ecosystem quality', 'ionising radiation'),\n",
    "('ILCD 1.0.8 2016 midpoint', 'ecosystem quality', 'marine eutrophication'),\n",
    "('ILCD 1.0.8 2016 midpoint','ecosystem quality','terrestrial eutrophication'),\n",
    "('ILCD 1.0.8 2016 midpoint', 'human health', 'carcinogenic effects'),\n",
    "('ILCD 1.0.8 2016 midpoint', 'human health', 'ionising radiation'),\n",
    "('ILCD 1.0.8 2016 midpoint', 'human health', 'non-carcinogenic effects'),\n",
    "('ILCD 1.0.8 2016 midpoint', 'human health', 'ozone layer depletion'),\n",
    "('ILCD 1.0.8 2016 midpoint', 'human health', 'photochemical ozone creation'),\n",
    "('ILCD 1.0.8 2016 midpoint', 'human health', 'respiratory effects, inorganics'),\n",
    "('ILCD 1.0.8 2016 midpoint', 'resources', 'land use'),\n",
    "('ILCD 1.0.8 2016 midpoint', 'resources', 'mineral, fossils and renewables')]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "A little test for one activity only"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "('ILCD 1.0.8 2016 midpoint', 'climate change', 'GWP 100a')\n",
      "'CO2_to_PEP [CO2_treatment]' (kilogram, None, None)\n",
      "-3.9863585546994775\n"
     ]
    }
   ],
   "source": [
    "#mymethod = ('IPCC 2013', 'climate change', 'GWP 100a')\n",
    "mymethod = ILCD[0]\n",
    "print(mymethod)\n",
    "acts[-4]\n",
    "myact = Database('CCU').get(acts[-4])\n",
    "print(myact)\n",
    "functional_unit = {myact: 1} \n",
    "lca = LCA(functional_unit, mymethod)\n",
    "lca.lci()\n",
    "lca.lcia()\n",
    "print(lca.score)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Everything worked so now preparing for doing this **in loop** to all activities under analysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "def dolcacalc(myact, mydemand, mymethod):\n",
    "    my_fu = {myact: mydemand} \n",
    "    lca = LCA(my_fu, mymethod)\n",
    "    lca.lci()\n",
    "    lca.lcia()\n",
    "    return lca.score\n",
    "\n",
    "def getLCAresults(acts, mymethod):\n",
    "    \n",
    "    all_activities = []\n",
    "    results = []\n",
    "    for a in acts:\n",
    "        act = Database('CCU').get(a)\n",
    "        all_activities.append(act['name'])\n",
    "        results.append(dolcacalc(act,1,mymethod)) # 1 stays for one unit of each process\n",
    "        #print(act['name'])\n",
    "     \n",
    "    results_dict = dict(zip(all_activities, results))\n",
    "    \n",
    "    return results_dict\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Results with ILCD for all impact categories and all activities under analysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "results_ILCD = []\n",
    "for m in ILCD:\n",
    "    results_all_acts = getLCAresults(acts,m) # total impact per tech\n",
    "    results_ILCD.append(results_all_acts)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Generate a nice output"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {},
   "outputs": [],
   "source": [
    "methods_names = []\n",
    "for m in ILCD:\n",
    "    m_name = ' '.join(m)\n",
    "    methods_names.append(m_name)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>CO2_to_CH4 [CO2_treatment]</th>\n",
       "      <th>CO2_to_CO_DRM [CO2_treatment]</th>\n",
       "      <th>CO2_to_CO_rWGS [CO2_treatment]</th>\n",
       "      <th>CO2_to_DMC_elec [CO2_treatment]</th>\n",
       "      <th>CO2_to_DMC_eth_carb_trans [CO2_treatment]</th>\n",
       "      <th>CO2_to_DME_SG [CO2_treatment]</th>\n",
       "      <th>CO2_to_DMM [CO2_treatment]</th>\n",
       "      <th>CO2_to_EtOH_elec [CO2_treatment]</th>\n",
       "      <th>CO2_to_FA_elec_lp [CO2_treatment]</th>\n",
       "      <th>CO2_to_FA_hydro [CO2_treatment]</th>\n",
       "      <th>CO2_to_FT [CO2_treatment]</th>\n",
       "      <th>CO2_to_MeOH [CO2_treatment]</th>\n",
       "      <th>CO2_to_PEP [CO2_treatment]</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>ILCD 1.0.8 2016 midpoint climate change GWP 100a</th>\n",
       "      <td>-6.125317e-01</td>\n",
       "      <td>-0.893745</td>\n",
       "      <td>-1.004852e+00</td>\n",
       "      <td>147.360608</td>\n",
       "      <td>-1.592425e+00</td>\n",
       "      <td>-8.087716e-01</td>\n",
       "      <td>-2.823683e-01</td>\n",
       "      <td>-5.427548e-01</td>\n",
       "      <td>1.047221e-01</td>\n",
       "      <td>-4.040593e+00</td>\n",
       "      <td>9.700472e+00</td>\n",
       "      <td>-1.172310e+00</td>\n",
       "      <td>-3.986359e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ILCD 1.0.8 2016 midpoint ecosystem quality freshwater and terrestrial acidification</th>\n",
       "      <td>2.238956e-04</td>\n",
       "      <td>-0.005915</td>\n",
       "      <td>-3.234153e-03</td>\n",
       "      <td>0.542882</td>\n",
       "      <td>-4.339288e-03</td>\n",
       "      <td>-8.120875e-04</td>\n",
       "      <td>9.692537e-05</td>\n",
       "      <td>8.799989e-04</td>\n",
       "      <td>3.953301e-03</td>\n",
       "      <td>-1.124387e-02</td>\n",
       "      <td>4.182289e-02</td>\n",
       "      <td>-1.170654e-04</td>\n",
       "      <td>-1.199682e-02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ILCD 1.0.8 2016 midpoint ecosystem quality freshwater ecotoxicity</th>\n",
       "      <td>9.023287e-01</td>\n",
       "      <td>62.150261</td>\n",
       "      <td>-3.862187e+00</td>\n",
       "      <td>3518.120338</td>\n",
       "      <td>-4.444023e+01</td>\n",
       "      <td>1.115163e+01</td>\n",
       "      <td>1.209993e+00</td>\n",
       "      <td>3.342326e+01</td>\n",
       "      <td>1.325540e+02</td>\n",
       "      <td>2.390277e+01</td>\n",
       "      <td>4.405656e+01</td>\n",
       "      <td>1.794747e+01</td>\n",
       "      <td>-7.050014e+01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ILCD 1.0.8 2016 midpoint ecosystem quality freshwater eutrophication</th>\n",
       "      <td>1.793768e-05</td>\n",
       "      <td>-0.000601</td>\n",
       "      <td>-4.196631e-04</td>\n",
       "      <td>0.055983</td>\n",
       "      <td>-1.439692e-03</td>\n",
       "      <td>7.257978e-05</td>\n",
       "      <td>9.584177e-06</td>\n",
       "      <td>7.992615e-05</td>\n",
       "      <td>-4.021191e-04</td>\n",
       "      <td>-2.032796e-03</td>\n",
       "      <td>4.016219e-03</td>\n",
       "      <td>2.012167e-04</td>\n",
       "      <td>-1.937734e-03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ILCD 1.0.8 2016 midpoint ecosystem quality ionising radiation</th>\n",
       "      <td>-1.642697e-08</td>\n",
       "      <td>-0.000002</td>\n",
       "      <td>-9.803957e-07</td>\n",
       "      <td>0.000013</td>\n",
       "      <td>-6.193638e-07</td>\n",
       "      <td>1.668835e-07</td>\n",
       "      <td>-4.669778e-07</td>\n",
       "      <td>7.848565e-08</td>\n",
       "      <td>-1.356520e-08</td>\n",
       "      <td>-3.989532e-07</td>\n",
       "      <td>5.276960e-07</td>\n",
       "      <td>1.495534e-07</td>\n",
       "      <td>-7.130626e-07</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                    CO2_to_CH4 [CO2_treatment]  \\\n",
       "ILCD 1.0.8 2016 midpoint climate change GWP 100a                 -6.125317e-01   \n",
       "ILCD 1.0.8 2016 midpoint ecosystem quality fres...                2.238956e-04   \n",
       "ILCD 1.0.8 2016 midpoint ecosystem quality fres...                9.023287e-01   \n",
       "ILCD 1.0.8 2016 midpoint ecosystem quality fres...                1.793768e-05   \n",
       "ILCD 1.0.8 2016 midpoint ecosystem quality ioni...               -1.642697e-08   \n",
       "\n",
       "                                                    CO2_to_CO_DRM [CO2_treatment]  \\\n",
       "ILCD 1.0.8 2016 midpoint climate change GWP 100a                        -0.893745   \n",
       "ILCD 1.0.8 2016 midpoint ecosystem quality fres...                      -0.005915   \n",
       "ILCD 1.0.8 2016 midpoint ecosystem quality fres...                      62.150261   \n",
       "ILCD 1.0.8 2016 midpoint ecosystem quality fres...                      -0.000601   \n",
       "ILCD 1.0.8 2016 midpoint ecosystem quality ioni...                      -0.000002   \n",
       "\n",
       "                                                    CO2_to_CO_rWGS [CO2_treatment]  \\\n",
       "ILCD 1.0.8 2016 midpoint climate change GWP 100a                     -1.004852e+00   \n",
       "ILCD 1.0.8 2016 midpoint ecosystem quality fres...                   -3.234153e-03   \n",
       "ILCD 1.0.8 2016 midpoint ecosystem quality fres...                   -3.862187e+00   \n",
       "ILCD 1.0.8 2016 midpoint ecosystem quality fres...                   -4.196631e-04   \n",
       "ILCD 1.0.8 2016 midpoint ecosystem quality ioni...                   -9.803957e-07   \n",
       "\n",
       "                                                    CO2_to_DMC_elec [CO2_treatment]  \\\n",
       "ILCD 1.0.8 2016 midpoint climate change GWP 100a                         147.360608   \n",
       "ILCD 1.0.8 2016 midpoint ecosystem quality fres...                         0.542882   \n",
       "ILCD 1.0.8 2016 midpoint ecosystem quality fres...                      3518.120338   \n",
       "ILCD 1.0.8 2016 midpoint ecosystem quality fres...                         0.055983   \n",
       "ILCD 1.0.8 2016 midpoint ecosystem quality ioni...                         0.000013   \n",
       "\n",
       "                                                    CO2_to_DMC_eth_carb_trans [CO2_treatment]  \\\n",
       "ILCD 1.0.8 2016 midpoint climate change GWP 100a                                -1.592425e+00   \n",
       "ILCD 1.0.8 2016 midpoint ecosystem quality fres...                              -4.339288e-03   \n",
       "ILCD 1.0.8 2016 midpoint ecosystem quality fres...                              -4.444023e+01   \n",
       "ILCD 1.0.8 2016 midpoint ecosystem quality fres...                              -1.439692e-03   \n",
       "ILCD 1.0.8 2016 midpoint ecosystem quality ioni...                              -6.193638e-07   \n",
       "\n",
       "                                                    CO2_to_DME_SG [CO2_treatment]  \\\n",
       "ILCD 1.0.8 2016 midpoint climate change GWP 100a                    -8.087716e-01   \n",
       "ILCD 1.0.8 2016 midpoint ecosystem quality fres...                  -8.120875e-04   \n",
       "ILCD 1.0.8 2016 midpoint ecosystem quality fres...                   1.115163e+01   \n",
       "ILCD 1.0.8 2016 midpoint ecosystem quality fres...                   7.257978e-05   \n",
       "ILCD 1.0.8 2016 midpoint ecosystem quality ioni...                   1.668835e-07   \n",
       "\n",
       "                                                    CO2_to_DMM [CO2_treatment]  \\\n",
       "ILCD 1.0.8 2016 midpoint climate change GWP 100a                 -2.823683e-01   \n",
       "ILCD 1.0.8 2016 midpoint ecosystem quality fres...                9.692537e-05   \n",
       "ILCD 1.0.8 2016 midpoint ecosystem quality fres...                1.209993e+00   \n",
       "ILCD 1.0.8 2016 midpoint ecosystem quality fres...                9.584177e-06   \n",
       "ILCD 1.0.8 2016 midpoint ecosystem quality ioni...               -4.669778e-07   \n",
       "\n",
       "                                                    CO2_to_EtOH_elec [CO2_treatment]  \\\n",
       "ILCD 1.0.8 2016 midpoint climate change GWP 100a                       -5.427548e-01   \n",
       "ILCD 1.0.8 2016 midpoint ecosystem quality fres...                      8.799989e-04   \n",
       "ILCD 1.0.8 2016 midpoint ecosystem quality fres...                      3.342326e+01   \n",
       "ILCD 1.0.8 2016 midpoint ecosystem quality fres...                      7.992615e-05   \n",
       "ILCD 1.0.8 2016 midpoint ecosystem quality ioni...                      7.848565e-08   \n",
       "\n",
       "                                                    CO2_to_FA_elec_lp [CO2_treatment]  \\\n",
       "ILCD 1.0.8 2016 midpoint climate change GWP 100a                         1.047221e-01   \n",
       "ILCD 1.0.8 2016 midpoint ecosystem quality fres...                       3.953301e-03   \n",
       "ILCD 1.0.8 2016 midpoint ecosystem quality fres...                       1.325540e+02   \n",
       "ILCD 1.0.8 2016 midpoint ecosystem quality fres...                      -4.021191e-04   \n",
       "ILCD 1.0.8 2016 midpoint ecosystem quality ioni...                      -1.356520e-08   \n",
       "\n",
       "                                                    CO2_to_FA_hydro [CO2_treatment]  \\\n",
       "ILCD 1.0.8 2016 midpoint climate change GWP 100a                      -4.040593e+00   \n",
       "ILCD 1.0.8 2016 midpoint ecosystem quality fres...                    -1.124387e-02   \n",
       "ILCD 1.0.8 2016 midpoint ecosystem quality fres...                     2.390277e+01   \n",
       "ILCD 1.0.8 2016 midpoint ecosystem quality fres...                    -2.032796e-03   \n",
       "ILCD 1.0.8 2016 midpoint ecosystem quality ioni...                    -3.989532e-07   \n",
       "\n",
       "                                                    CO2_to_FT [CO2_treatment]  \\\n",
       "ILCD 1.0.8 2016 midpoint climate change GWP 100a                 9.700472e+00   \n",
       "ILCD 1.0.8 2016 midpoint ecosystem quality fres...               4.182289e-02   \n",
       "ILCD 1.0.8 2016 midpoint ecosystem quality fres...               4.405656e+01   \n",
       "ILCD 1.0.8 2016 midpoint ecosystem quality fres...               4.016219e-03   \n",
       "ILCD 1.0.8 2016 midpoint ecosystem quality ioni...               5.276960e-07   \n",
       "\n",
       "                                                    CO2_to_MeOH [CO2_treatment]  \\\n",
       "ILCD 1.0.8 2016 midpoint climate change GWP 100a                  -1.172310e+00   \n",
       "ILCD 1.0.8 2016 midpoint ecosystem quality fres...                -1.170654e-04   \n",
       "ILCD 1.0.8 2016 midpoint ecosystem quality fres...                 1.794747e+01   \n",
       "ILCD 1.0.8 2016 midpoint ecosystem quality fres...                 2.012167e-04   \n",
       "ILCD 1.0.8 2016 midpoint ecosystem quality ioni...                 1.495534e-07   \n",
       "\n",
       "                                                    CO2_to_PEP [CO2_treatment]  \n",
       "ILCD 1.0.8 2016 midpoint climate change GWP 100a                 -3.986359e+00  \n",
       "ILCD 1.0.8 2016 midpoint ecosystem quality fres...               -1.199682e-02  \n",
       "ILCD 1.0.8 2016 midpoint ecosystem quality fres...               -7.050014e+01  \n",
       "ILCD 1.0.8 2016 midpoint ecosystem quality fres...               -1.937734e-03  \n",
       "ILCD 1.0.8 2016 midpoint ecosystem quality ioni...               -7.130626e-07  "
      ]
     },
     "execution_count": 73,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "my_output = pd.DataFrame(results_ILCD, index=methods_names)\n",
    "my_output.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Give a proper name to the file and export\n",
    "my_output.to_csv('ILCD-results_nt.csv', sep = ';')\n",
    "# my_output.to_csv('ILCD-results_lt.csv', sep = ';') # this is using long term scenario"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Uncertainty analysis (Monte Carlo simulation)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "('ILCD 1.0.8 2016 midpoint', 'climate change', 'GWP 100a')"
      ]
     },
     "execution_count": 74,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mymethod = ILCD[0]\n",
    "mymethod"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "metadata": {},
   "outputs": [],
   "source": [
    "fus = [] # list of functional units\n",
    "for a in acts:\n",
    "    act = Database('CCU').get(a)\n",
    "    functional_unit = {act: 1} # one unit of each process\n",
    "    fus.append(functional_unit)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "-0.8987849135967484"
      ]
     },
     "execution_count": 76,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mc = MonteCarloLCA(fus[0], mymethod) # important to initialize the MC simulation\n",
    "next(mc)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "-0.8987849135967484\n",
      "-0.5198022682619292\n"
     ]
    }
   ],
   "source": [
    "mc.redo_lcia(fus[0]) #just a test\n",
    "print(mc.score)\n",
    "mc.redo_lcia(fus[1])\n",
    "print(mc.score)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
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    {
     "data": {
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       "  8.89846266955752,\n",
       "  -0.6027037124903297]]"
      ]
     },
     "execution_count": 78,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Now the real simulation (takes time)\n",
    "iterations = 1000\n",
    "simulations = []\n",
    "\n",
    "for _ in range(iterations):\n",
    "    print(_)\n",
    "    next(mc)\n",
    "    mcresults = []    \n",
    "    for i in fus:\n",
    "        mc.redo_lcia(i)\n",
    "        mcresults.append(mc.score)\n",
    "    simulations.append(mcresults)\n",
    "    \n",
    "\n",
    "simulations"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.DataFrame(simulations, columns = acts)\n",
    "df.to_csv('MCsimulation1000iter'+when+'_st.csv', sep = ';')\n",
    "# df.to_csv('MCsimulation1000iter'+when+'_lt.csv', sep = ';') # This is using the long term data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Give a look to the result"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "metadata": {},
   "outputs": [],
   "source": [
    "df2 = df.drop(['CO2_to_DMC_elec [CO2_treatment]'], axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(array([ 1,  2,  3,  4,  5,  6,  7,  8,  9, 10, 11, 12]),\n",
       " <a list of 12 Text xticklabel objects>)"
      ]
     },
     "execution_count": 81,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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iiy/u1XbxxRfr6NGjvWy/kNyxbLvttr3+UgZ5iXK0trZqfX29VlVVaX19/aAT0TEScukMlpEch7/77ruzcuXK7lW1ub9z5szhwQcfDKodgrSjkNKk3O7QchN8S5cu5WO/fplrDpvQvYAuRP8WEdatW8fWW2/d3fbqq69SW1sbTK8/RpINS4uyi9JJm5Ur3a3wDjvswDPPPJv8faa7PWukHYVk+Cdn5A/8Tk+bj7QfhYwePZqFCxfy+c9/vrtt4cKFjB492qtOIfnHESqKpdzJdMWrcePGISKsvvBwRIRx48YF13zmmWcATf46YiU4M4y+qKmp6XXrnstkGcIgvvbaa5x55pmISPfjzDPP5LXXXgvaF6qrq7njjjuorq4OplHuZHaEP27cuO6Z7Rzr1q1j3LhxvPLKK0E0a2pqWLJkSffy7kMOOYSurq5MjjJGQtip4Y+uri5GjRpFe3s7DQ0NdHUN3l1XKqoaNEqnkFwUy+bNm3nPe97Tq90YJKU4+mM9BjNpSzJpU1VV1esvgSZycts+8sgjdc2aNXrkkUdmeuIozQIh9DPJGOP7zPqkbSGtra1Fv8cYFahifJetra06ZsyYXsc2ZswYq7CVByVO2mbapQN0F5XI/YWwLpabb76ZyZMnc/PNNwfTKHcKL8LpZ93S67UxOObPn09rayv19fVUVVVRX19Pa2trJvPMFGP+/PksXry41/EtXry4bI4vJpl16fRHCKMxdepUnn/+ebq6uujq6qKmpoaamhomTZrkXcswBsv8+fPL2gCW+/HFIvMGP380H3J0eNFFF3HGGWdQW1vLE088wU477cS6deu46KKLgmmGJuZCtpFALqf66oc6mX1L+eVUN4yByLzBj+UCyBmGXFWf2tpazj///MwajEpbSdzW1sZpp53mVjPqZh5++GFOO+00gMyeQ8MYLJk3+DGx28rscvrpp/Pyyy93h/Rt3ryZl19+mdNPP93OqVExZN7gV1dXs2nTpu6/hlFIvtsvd43k/j7//POp7JNhpEHmo3QKO7BhFJLv9psyZQoiwpQpU1LcI8NIh8wa/L6iYyxqxuiP5557DlXlueeeS3tXDCM6mTX4W2+9NRMnTmTGjBlUVVUxY8YMJk6c2Cuhk2EUkhvtW7y/UYlk1uA//fTTtLS0dC+vrq2tpaWlhaeffjrlPTMMwxiZZNbg19XVMXXqVDo6Oti0aRMdHR1MnTqVurq6tHcts7S1tTF79mxWX3Qks2fPpq2tLe1d8k6xldmGUSlk1uA3NzfT2NhIe3s7XV1dtLe309jYSHNzc9q7lkna2tpobGxk1apVoJtZtWoVjY2NZWf0c2GZlnHRqEQyG5aZi51uamqis7OTuro6FixYYDHVQ+SUU05h/fr1VFVVsXnzZqqqqli/fj2nnHJKWXynubDdXIhm7q8ZfqOSyKzBB1sI5Yv8OPVCl0dhCuqskjP2+ZO2ImLhvEZFkWmDb/ghZ/wAtt12W1588UW22WYbXnjhBW8aA5VU7Cuvj6+SiqNHj+a4447j/vvvp7Ozk7e+9a3sueee3HDDDcPedrmT9rkz/GEG3+jFqFGjUFVGjRrldbtpl1TcuHEjf/jDH1i8eHF3AZuTTz6ZjRs3etl+OZP2uTP8YQbf6MWaNWt6/S0XdtttN44++uhecz4f+tCHuPHGG9PeNcOIRmajdKAnjLC6urpswwhjU65hi83NzbS2ttLS0sKGDRtoaWmhtbXVorqMiiKzI/y2tjaam5tZtGhR9y16Y2MjYOluh0N+lE45GX2L6ho6Vv+4fJCRtMR87ty5unz58pI+O3v2bFpaWmhoaOhua29vp6mpiY6OjlC7WLaIyBYZR3OvfVwjc66dM+T/XXniymHrG0NnqPURyrGuwkhFRFao6tyBPpfZEX5nZyfz5s3r1TZv3jw6OztT2qNsM2nSJF544YVe6aY3b97sLRnd2s5vpT7xl6t4lRvhW8Uro9II5sMXkXNF5B8icn/yOMzn9uvq6li2bFmvtmXLlllqhWGy/fbbIyJsv/32ae+KV3IuwHwffnNzs837GBVF6Enb76rqnsnj1z43bKkV/PL8889zxBFH8OKLL6KqvPjiixxxxBFlUyBkwYIFLFq0iIaGBmpqamhoaGDRokXdJSsNoxLIrEvHJuH8c8899/Cb3/ymexL8hBNO8Lr9NIummwvQMMIb/NNF5KPAcuBMVd1i6aaInAqcCjBt2rRBbdxSK/hjq6224rXXXuvV9tprr7HVVn4ukbSLpudcgPmT/OYCNCqNYfVmEbkdeEORt5qBK4FvAJr8vRg4ufCDqnoVcBW4KJ3h7I8xdHITtSeffDKrV69m+vTpZVUnOOcCLAzjNZdOaaR5d2b4Y1gGX1XfU8rnRORq4JbhaBlhya1EvfHGGxERamtry2olqrkAh07ad2eGP4K5dERkR1X9Z/LyGMCC40cwzc3NRReyldMI2FyARqUT0od/kYjsiXPpPA58IqCWMUxsBGwY5U8wg6+qHwm1bSMMNgI2jPIm08nTDMMwjNIxg28YhlEhmME3DMOoEMzgG4ZhVAhm8A3DMCoEM/hGauQqlq2+6EirWGYYEchs8jQj27S1tXHiiSfS1dUFwKpVqzjxxBMBq1hmGKGwEb6RCieddFK3sc/R1dXFSSedlNIeGUb5YyN8Izoi0ud7hRk7DcPwh43wjejk18idMmUKIsKUKVNS3CNjsGy33XaICKsvPBwRYbvttkt7l4wSMINvpI6PIulGPLbbbrstKqE9//zzZvQzgBl8I1WeeeaZXn+NkU/O2B955JHs9OkfcuSRR/ZqN0Yu5sM3DGNI3HzzzcDN/COvTUTsjm0EYyN8wzCGxP7778/TTz/N/vvv391mxn5kYyN8IzVGjx7N5s2b6erqoqamhqqqKovSyRB//OMfeeMb35j2bhiDwEb4RmpUV1ez0047UVVVxU477UR1dXXau2QYZY0ZfCMVJk2axPr161m/fj2bN2/ufj5p0qS0d80ogcK1FP2trTBGDmbwjVS4/PLLGT9+fHdkx/PPP8/48eO5/PLLU94zoxRUlVGjRiEijBo1ynz3GcEMvpEK8+fPZ+HChcyaNYuqqipmzZrFwoULLY9Ohti4cSOqysaNG9PeFaNEZCT9Ms+dO1eXL1+e9m4YhtEPOffNuHHjeOWVV7r/gkXppIWIrFDVuQN9zkb4hmEMmurq6m4j/8orr9iEe0Ywg28YxqCZOHEiS5cuZePGjSxdupSJEyemvUtGCVgcvmEYg2bTpk2cfPLJPPHEE0ybNo1NmzalvUtGCdgI3zCMQTF16tRBtRsjBzP4hmEMiosuuohRo0YBPZO0o0aN4qKLLkpzt4wSMINvGMagmD9/Ppdeeim1tbWICLW1tVx66aUWUpsBzOAbqZErYl5dXW1FzDPG/Pnz6ejoYNOmTXR0dJixzwg2aWukQltbG83NzSxatIh58+axbNkyGhsbAStibhihsIVXRirMnj2blpYWGhoautva29tpamqio6MjxT0zjOxhC6+MEU1nZyfz5s3r1TZv3jw6OztT2iNjMJg7LpuYwTdSoa6ujmXLlvVqW7ZsGXV1dSntkVEqOXdcS0sLGzZsoKWlhebmZjP6WUBVR8xjr732UqMyaG1t1ZkzZ+rSpUt148aNunTpUp05c6a2tramvWvGANTX1+vSpUt7tS1dulTr6+tT2iMDWK4l2Nhh+fBF5P3AuUAdsI+qLs977xygEdgEfEZVlwy0PfPhVxZtbW0sWLCAzs5O6urqaG5utgnbDFBdXc2GDRuoqanpbuvq6mLMmDG24jYlSvXhDzdKpwM4Fvh+gfhuwPFAPfBG4HYRmaWqdjUY3cyfP98MfAbJuePyJ9zNHZcNhmXwVbUTila7OQr4kaq+BjwmIn8D9gHuGo6eYRjp09zczAc/+EFqa2u7c+msW7eOSy+9NO1dMwYg1KTtTsCTea+fStq2QEROFZHlIrJ8zZo1gXbHMIwQDMclbMRnQIMvIreLSEeRx1H9/VuRtqJXhqpepapzVXXu5MmTS91vwzBSYsGCBfz4xz/mscceY/PmzTz22GP8+Mc/ZsGCBWnvmjEAA7p0VPU9Q9juU8DOea+nAk8PYTuGYYwwbA1Fdgnl0rkZOF5ERovITODNwD2BtAzDiIitocguwzL4InKMiDwF7Af8SkSWAKjqKuAnwEPArcCnLULHMMqD5uZmGhsbaW9vp6uri/b2dhobG2lubk5714wBGG6Uzi+AX/Tx3gLAnHqGUWbkQmmbmpq611AsWLDAQmwzgCVPMwzDyDiWPM0wDMPohRl8wzCMCsEMvmEYRoVgBt8wDKNCGFGTtiKyBlg9hH/dHnjO8+6YnullUa+cj830+ma6qg6YqmBEGfyhIiLLS5mhNj3TK3e9cj420xs+5tIxDMOoEMzgG4ZhVAjlYvCvMj3TM73oWqaXMb2y8OEbhmEYA1MuI3zDMAxjAMzgG4ZhVAhm8A3DMCqEYaVHrgREZFIJH9usqi960Hp7CR/rUtWVw9Uy/BP7/KWg9/kSPrZOVb/vQ8/wT+YmbUXkwRI+tkZV3+1JbwOuPGOxOr05qlV1mgettcCfB9CaqaozhquV6F1WwsdeVtWvmF5JerHPX2y9fwJXDqD3IVWd5Ukvdl9/eaCPAP/M6vFBNkf41cBh/bwvuBKLvuhU1bf19wERuc+T1p9V9cABtJZ60gI4CvjaAJ85G/BiECtAL/b5i613var+9wB6tR71Yvf1v0fs6xD/+EBVM/UA5vn4zCD0xvj4zEh8AJ/18RnTq6wH7q5hwDYPOrH7+i4+PjNSj09Vs2fw876IM0pp86h3fSltnrTuKKXNo94BpbSZ3og9f7H17i3StiKgXuy+fmEpbVk8vixH6ZxYpO1jAfXq81+ISDWwl08BERmTTBJvLyLbisik5DEDeKNPrQJaSmwzvX6Iff5S0HuriLwPmCgix+Y9PgaM8a2XR+y+flCRtkMD6kU7vsz58EVkPnACMFNE8v1b44F/B9A7B/gyMDZvUkeAjfhfBv0J4LO4zrqCnsmxl4H/8ayFiOwH7A9MLojAmIDzL5re4Ih6/lLQewtwOLANcERe+1rgFN9iKfT1TwKfAnYpmFAdD/whgF7U44MMGnzgj8A/cXmjL85rXwuUMus9KFT1AuACEblAVc/xvf0CrUuBS0WkSVVDjnhzjALG4a6D8XntLwPHmd7giH3+UtC7CbhJRPZT1btC6xG5rwOtwG+AC3CT+d16qvp8AL3Yx5e9sMw0EZGdgOnk/VCq6u8Dae0PzCjQui6Q1nRVHUrhGdPrWzPa+YutJyKTcSP6Qr2TQ+ilQeKynULv43sivT3yQxZH+ACIyLHAhcAOuFtZAVRVJwTS+xZwPPAQsClpVsC7wReR64FdgfsLtEIZjNEichVbduB+Q/5Mrzixz18K18tNwP8Dbs/TC0YKff104FzgGWBz0qzA7oH0oh1fZkf4IvI34AhV7Yyk91dgd1V9LYJWJ7CbRjo5IvIAsBDnB+7uwKq6wvSGpBf7/MXWu19V94yhlejF7ut/A96hqkH86H3oRTm+zI7wgWdiXQAJjwI1QHCDD3QAb8D592LwuqpeGUmrEvRin7/YereIyGGq+utIerH7+pPASxH1oh1flkf4l+Iu8hvJM8Kq+vNAej8D9gDuKND7TACtdmBP4J4CrSN9ayV65wLPAr8o0AsxUVUJerHPX2y9tUAtLlJtI+FdLLH7+iJcRNKvCvQuCaQX7fiybPB/UKRZQ00ciUixWFlU9doAWu/sQ+tO31qJ3mPF5XQX0xuSXuzzF1UvNin09a8Xa1fV8wLpRTu+zBr8NBCRscA0Vf1rBK3pwJtV9XYR2RqXoG1taF3DD7HPX0w9ERHgQ7h0Ct8QkZ2BHVX1nhB6aSEitaq6Lu398ElmV9qKyCwRuUNEOpLXu4uIryRYxfSOwEVB3Jq83rNgsYRPrVOAG4BcmtmdcLd7QRCRrUXkK0kkCyLyZhE53PSGrBf7/EXVA64A9sMtGgJ4hTALvYBU+vp+IvIQ0Jm83kNErgioF+/4QuRriPEA7gT2Ae7La+sIqLcCmFigtzKQ1v24RUPBtZJt/xj4Uu77A8Zpgm08AAAgAElEQVQC95teZs5fbL17k7/5eg8E1Ivd1/8E7BxRL9rxZXaED2ytW95Cvh5Q73VVLZy5D+UPe01VN+ZeiMhWAbUAdlXVi4AuAFVdT/85z02vf2Kfv9h6XcnCJE30JtMTrx6C2H0dVX2yoCnkeoNox5dlg/+ciOxKz0V3HGHD0jpE5ASgOnEJtOCWRofgThHJ5e85CPgp8MtAWgAbk/mJ3He5K2HDT8tdL/b5i613GS7iaQcRWQAsA84PqBe7rz8pbuWyisgoEfkCiXsnEPGOL9RtSugHsAtupd+rwD9wF92MgHpbAwtwFYaWJ8+D5MHH/RCfguu4NyTPJeCxHYS7rVwD/B/wOPAu08vM+Yuql2i+Ffg0cDpQF1grdl/fPrlOnsGF8/4Q2K4cji/zUTriKuxUqUWwDAsR2Q7YF+fquFtVnzM9oy9EZFucnzs/VcW9gTXLuq/HOL7MGnwR2Qb4KFvmR/G+ECrRm4tLk1yo5z2/RhJB8g16ErUFXdiSaO7OlscWZGFLuevFPn8p6H0Dl6/97/TMFaiGy00Uu6/PBJqK6IVayBbt+LKcWuHXwN3ASsJOGOX4P+CLkfS+BxyLi7QI/ossIotxiaFW0TtZVCiDWNZ6RD5/Keh9ADcRvnHAT/ohdl+/EViEmweJoRft+LJs8Meo6ucH/pg31qhqkLj7IjyJC8uKdfu1r6ruFkmrEvRin7/Yeh24IijPRtKL3dc3qOplEfWiHV+WXTqfwy34uIU4+VHeDcxny1w6/vNdiOyNu0W/kzi5PBYBF6vqQyG2X4F6sc9fbL25uBTJHcTJ3RO7r58AvBm4rUAvyBxFzOPL8gh/I/BtoJk8PyJuxjsEJ+EiE2oI7xZYgLsAxuAW1ITmWuAuEfkX7oLL+YCD5P+uAL3Y5y+N6+VC4rlYYvf1OcBHgAPp3ddD1WuIdnxZHuH/HZezOkq0hYisVNU5kbSWq+rcGFqJ3t+Az1PQgTVQlagK0It9/mLr3amqRRO2BdKL3df/gqt9EWWOIubxZXmEvwoXtxqLu0Vkt0hugdtF5GBVvS2CFsATEecnKkEv9vmLrbdCRC4AbiaCy4P4ff0B4s5RRDu+LI/wfwHUA+0Ezk+f6HXiysg9RmC3gPTkG38Nlw4gdJjdFbgL/JfEyTde7nqxz19svfYizSHDMmP39d/horr+TJw5imjHl+UR/o1smREw5K/XewNuuxeqOj6WVsJY3IV2cP5uEC5ssaz1Yp+/FK6XRlV9NL9BREL50yF+Xy+aDz8g8Y7P99LdWA/gjFLaPOpdX0qbJ607SmnzqHdAKW2mN2LPX2y9e4u0rQioF7uvX1hKWxaPL8vJ04pVoPpYQL36/BdJtsC9fAqIyBgRmQRsLyLbisik5DEDeKNPrQJaSmwzvX6Iff5S0HuriLwPmCgix+Y9PoaLEApF7L5+UJG2QwPqRTu+zLl0RGQ+rvDCTOldgGQ84L3KvIicg0upMFZEXs4140KprvIs9wngs7jOuoKeFL4vE6DAhIjsB+wPTBaR/IUfE4Bq0xs0Uc9fCnpvAQ7HzYcckde+FpewzSsp9PVPAp8CdhGRBwv0vGfGjX18kEGDj/vi/4nLaHdxXvta4MGi/zEMVPUC4AIRuUBVz/G9/QKtS4FLRaRJVUOOeHOMAsbhroN8P/DLwHGmNzhin78U9G4CbhKR/VT1rtB6RO7rQCvwG+AC4Ox8PQ2zyCv28WU3SicNkgyBbybv9lVVfx9IazawW4HWdYG0pmugmPRK1Es0o52/2HoiMgZoxLk58/WCFBVPCxHZgd7H90SKu+OFLI7wARCRfXF+2DrcSK4aWKfhQtE+DpwBTMWVlNsXuIsAq+9E5OvAu3Ad+Nc4/+EyIJTBeFVEvs2WHTjUysKy1ot9/lK4Xq4H/gIcAvw3rqB5sAIhKfT1I4BLcK6yZ3FZSDspmMfzqBft+LI8aXs5LrfNI7iwu48TduLvDGBvYLWqNgBvwxXUCMFxwLuBf6nqScAewOhAWuAygf4FmAmchysQ8mfTGzKxz19svTep6ldxRula4L9w6QhCEbuvfxM3oHtYVWfivts/BNSLdnxZNvio6t+AalXdpKo/ABoCym1Q1Q0AIjJaVf+Cm8QKwXpV3Qy8LiITcKOMkHHO26nqIqBLVe9Mbs33Nb0hE/v8xdbrSv6+mLiSJuJyuQcjcl/vUtV/A1UiUqWq7cCeAfWiHV9mXTq42/RRwP0ichFu8qM2oN5T4goV3Aj8VkReAJ4OpLU80boaF33xClBY5NgnuQ78TxH5L9xxTTW9IRP7/MXWuyqZz/oqLr3COOBrAfVi9/UXRWQc8P+A/xORZwlbND3a8WV20lZEpuNqTo4CPocbZVyR/FKG1n5nonerBk6wlMRUT1DVILP2icbhuIt7Z9yt5ATgPA2Uf6bc9Qq0ZxD4/KWpF4PYfV1cqcH1OA/IhxK9/0tG/SH0oh1fZg0+gIiMBaap6l8j6c0D3qyqPxCRycA4VX0sgI7gLrRdVPW/RWQa8AZVDTlqMzwR+/yloDcFOB94o6oeKiK7AfslbrMgpNDXp+P6+u0isjXO3RKu1myk48usDz+ZSb8fuDV5vWfB4gXfel8HzgJysfg1uGr2IbgC2A83kQMuLjfEQhoARGSWiNwhIh3J691F5CumN2Sinr8U9K4BltCzmvdh3AKwIKTQ108BbgC+nzTtxJa5bnzqxTu+EPkaYjxwvsqJwH15bQ8G1Lsft5IxuB5JrpICrQcCHtudwD4Feh2ml5nzF1vvz0X07g+ol0ZfH1Wgt7Icji+zI3zgdVV9KaLeRnVnQqHbzxeKLnG5enJakwlbWWhr3fL2P+QkVbnrxT5/sfXWich2eXr7AiH7Yuy+/prmzc2JyFaEzc4Z7fiybPA7xNWerBaRN4tICwHyXeTxExH5PrBNcst3Oy4qIgSXAb8AdhCRBbhFNOcH0gJ4TkR2pacDH4eLFDC9oRH7/MXW+zwuOmdXEfkDboFXU0C92H39ThHJ5c86CPgprpZCKKIdX2YnbZOJlGZ6cpwvAb6pSax8IM2DEj0BlqjqbwNqvRW34ENwqW5DrmTcBZcIbn/gBVyRlw9puBKAZa2XaEY7fzH1RKQKt4bhHtw6FAH+qqpd/f7j8DSj9vXkGBvJ6+vA/2ogYxn1+EL5pUI+cEuPvx1Z7/ZIWlUE9C/3ofeB5HktMN70Mnf+ouklmndF1Eqjr/+wXI8vky4dVd2E51z0Jei9KiITI2htBh5IQuuCk+idnjxfpwFDzypIL/b5i6aXcJuIvC8JBw1KSn19crIQKpZetOPL8krb+5LQpZ8C63KNGqhOKbABWCkivy3QC1FXc0dglYjcU6AVpKYmbuXwF4AfF+iFSAlbCXqxz19svc/j7pZeF5ENBK6hS/y+/jjwh0QzX++SQHrRji/LPvwfFGlWDZSiVUSKVaVRDZCCNlnJW0zsTt9aiV6xxWOqqkHysVSAXuzzF1UvNin09WI1bVVV/zuQXrzji+U7CuD7il2nNFrdSeLX1BxTSpvpjdjzF1uv3Gsuv7+UtiweXyZ9+Amx66LGrKsZu6ZmsRCwkGFv5a4X+/xF0ZPKqblcrLJdyGp30Y4vcz58iV8XNVrdSem/pqb3fNwi8gbcsvGxIvI2emqiTgC2Nr1B68U+f1H1KP+ay4cChwE7ichlBXreF+rFPj7IoMEnfl3UmHUnS6qpKSLbquoLHvQOwd2lTMUdW34H/rKH7VeaXuzzF1VPS6yhKyIHqZ81KrH7+tPAcuBI3A9ajrW4LJa+iX18mfbhTx/g/ZbI+xMzNvlez9t73wDvn2h6I/f8lbte7L4O1Azw/s+yenyZ9eHrwKskD4iyIz2MGfgj3vAa/6yqPxvgI2eYnleCx6+Xk17svq4Drxr2Gt0V8/gya/BHIDHjW2PH0mbaYIxAvdjnr9z1YpPZ4zODb5RCuRuMzHZgwxgM5Wzwy3mUWM7HZnrZ13s8sl65f5/e9MrZ4F8aWe8jEbXeHVELwoT4VbJe7PPnTU9EJiSppgvbd889V9VjfemVSOy+flZkPX/HF2qmPtQDF5/6CeAbFKxGA74SQG9n4Ee4IthfJm8GH7jRs9Yc4G7gSVw6323z3rsn0PeZS6s7rqD9vaY3ss9fCnofwIUu3g+sAvbOe897JFAKfX0CLsT1euCEgveuyPrxqWYzSuf7wDtxi54uE5H8hEYhRhaLgd/hCjzsiCuOsF3y3nTPWlcC5+I68sPAsrzRVI1nLUTkM8BNuGPrEJGj8t72XkCj3PWIfP5S0PsysJeq7gmcBFwvIrk+F8LNEbuv/wB3HD8DjheRn4nI6OS9fQPoxT6+TI7wH8x7vhVuZPNzYDR5NSE96t1f8PrDuNHNrviPNy7UagAewV1sIUZQK0lGvsAM3KKTM5LXIb7LcteLff6iXy8Fr3fELVD6TCC9tPt6M87dt105HJ+qZnalLQCq+jpwqoh8DViKW7XmmxoRGaNJ9RlV/aGI/AtXlcZ3XVsRkYma1LdU1XYReR9uxDHJsxZAtaq+kmg9LiLvAm4QkemEGbGVu17s8xdbb62I7Kqqf0/0/ikiDbjyivUB9GL39dEiUqWuxgCqukBEngJ+H0gv9vFl0qWzXETem9+gLm3pD3CjON/8L/COAr3bgfcDHZ61LgTqCrQexPmgQ+T+/peI7Jmn9QpwOC6NxBzTGzSxz19svU9SYDNU9WXgvUCIVMWx+/ovgQML9K4FzgQ2Fv2P4RH7+LKbD7/cEZFxuJzY6wb88NA1pgKvq+q/irx3gKp6jV4pd72C7Qc/f2npichM3IhegU5VfTS0puGHTBp8EdkB+DQ9F91DuFn0ZwLpHYpLj7pbnt6FqvrrAFqfTLRqcW6HtYnWFb618jQbyPsuVbU9lFa568U+fzH1RGQC7o53Li5SR4A9cH78xmS071szdl+fDXyJ3n39O6q6MpBe1OPLnEtHRA4A/py8vA74YfL8T8l7vvVOwYVNnYvLobErcB5wroic6lnrK8ARwLtUdTtVnYSbiDs0ec8rIrKTiPyJnmN7E+647hGRnUxv0Hqxz19UPeAynEF6k6oeq6rH4PrDSuBy32Ip9PWjcPMRv8O5qD4O3An8vCDCy5de1OMDMhmlczfwtiLtewJ/CqD3EDCpSPt2uNtZn1p/pXh1prHAwwGO7RfAx4q0fxS4yfRG/PmLrffIUN4bhl7svv4AMKNI+wzggawfn2o24/AnqOp9hY2qej+9c0r7QrRIsWtV9Vr8JG+7G4q0rQc2B5DbTVWvKaJ3HW7BkukNksjnL7Ze7JQCsft6jao+XkTvccKsa4h9fJk0+CIi2xZpnESY43lZRPYoorcHzl/qk6dEZItl8CJyIK4Ii2+KVtURkaq+3jO9fol9/mLr/UFEviYivQy/iHwVN1r1Tey+3iUi04roTSdAxSviH18m4/C/C9wmIl8A7k3a9sKFqH03gN6ZwM3iKsuvwE2s7I2rcfthz1qfAW4SkWUFWgcA3n2IwC9F5Grgs5pEd4hILe579D4hXQF6sc9fbL0mYBHwNxG5P9F7G3Afzt/tm9h9/evA7SJyPr2/z7MJkz8n9vFlNkrncNxMev7M9rdV9ZeB9KbQM5MuuJW2/6NFwv08aI3B1dDN1/q/YrfuHrRqcLlDPgasxn2X04FrgS+rqtfY43LXSzSjnb809BLNXXFRLAKs0mQhViCt2H19D9wgL/d9dgAXq+oDgfTiHl8WDX5MRGQyMFlVHyporweeVdU1HrXeBEzRgvhwEfkP4OlQHUtExuIiWAT4m6q+GkKn3PVin78U9A4BxqvqDQXtH8L1BR91bFMj+fEcX9ink9DJl0P+iMYicz58EblIRE4r0v45EbkwgGQLMLlI+1T8p2X9HsXnBdYn73lFRD4sIh9R1fWqulJVH1TVV0XkFBE5wfQGTdTzl4LeebgwxULuAP7bt1gKff0y4D+KtB9EABdLCseXybDMh4CqIu1VQEcAvVX9vOdVr7/tUZC4ypPefbgRTWH7BGCF6Y348xdb78GhvDcMvdh9/aF+3uvTDmTl+FSzGZapmiQ3KmjcTJiwsf7CsXyHavVXCH2sZy1wycW2GCGqWzEZIgyt3PVin7/oeiKyRaBHMlcSQi92X+9vmyFsZezjy6TBf1VE3lzYmLStD6D3iIgcVkTvUMB3DpE/Jyt7C7UacVEDvqlJolYK9caTl8nP9Eom9vmLrfdz4Or87zR5vpAwydpi9/VnRWSfInp7A97m6vKIfXzZm7RNDG0L8E16Luq5uHwin1XP+W1EZBZwC/DHAr39gMNV9WGPWlNwq0M3FmiNAo5Rz1FBSTjYu4FParLgRERmAP8D/E5Vv216g9KLff5i622F63cfx0U9AUzDhWp+VVW7POvF7uv7AD8BrinQ+yhwvKr+ybNe1OODDBp86E5w9EVgdtLUQdgER6NxoW85vVVAq4YLtWvI11LVpSF0Eq3TcBfYOFxY2DrgW6p6pekNWTPa+UtJLxf1BC7qKchoNNGK3ddzyczy+/rlqvpsIL24x5dFg2/4R1x6XSnm8zY9A0BE3q6q9w73M0Z6ZM6HLyLn+vjMIPRu8fGZErUG7CilfGYQeofnnqvqK8WMYf5nTG9AvdjnL6oe8AMR2VZEJvX1wLl3vJBCX7/Kx2cGoXeuj88MSjNrI3xxJccu6e8jwCmq6iU5loi8iCtx1p9evaru4kFrPa4maX9aE1V1i3wfQ9TrxLmq+osIuEZVdze9kvRin7/Yeo/jkrL1932uUdUtJj6HqBe7rz8L/GgAvfeq6hYTrUPUi3p8kM1cOlczcCa5qz3qlZKTxNcS/VJO7CZPWgDP0P8FB/0bFNPrTezzF1VPVWf42laJxO7rXyzhM//Po17s48veCN8wDMMYGpnz4RuGYRhDwwy+YRhGhWAG3zA8IyIzk8yLuddjkwVfmUZEdhCR74nILSJygbii5mWDuDz4ZU3mfPji0hLvqqo3J6+/C0xM3r7cdwywiDzY11u4XBheIjwSrbW4xUG9NPK0gnQwEXk/cKuqrhVX/PrtwDdDxVMnuVc+Cfxn0nQnsND3Ss08vTHAp4B5uO9zGXBlwIVzy4H9Ncm3LyKjgD+o6t6edQqvl+63CHC9iMituBWhvwcOxyWm+5hPjQK9U3Aroh8REQEWA+8DHsfVKvbd1+9V1bf73OYQ9uFhVZ0VavtZjNL5Fq6oRY5DgK8CWwNfA472rLcZ16lagV8SKMdFwh3AG3B5SX6kqk8E1Mrnq6r6UxGZh/s+vwNcCbwjkN6VuORlVySvP5K0haiaBHAdLo1wS/J6PnA98P5AeltpXnEVVd2YGH2vqGp3hIeI3Keqb/OtUcAbVLU5eb7Ec4x/Mc7ApTkAd852B2biqmxdSvFUxsOhWlzJwaJhp1qktvVwKPjBzmlunWsPMcDLosHfUVX/mPf6ZVX9GYCIfMK3mKruKSJvxV1wrbiUpq3Abarqtc6lqh4tIhOBY3FJqsYAP8YZf68XWwG50L3/wo18b/K94KOAvVU1v07wUhEJUlEo4S0Feu2B9daIyJF5d6FHAc8F1IPiI33fSIFB7GUgA1yjr+fd9R0OXKeq/8aVIbzIsxa4MNcVFDf4Cgx7rU0B1+C8E19U1WcAROQxVZ3pWaeHweRSHgkP4K/9vPdwBP0P4jrvFwPrVOF+ZJ4DPh9Y6xbg+8DfgW2A0cADAfXuxbnlcq93Ae4NqHcNsG/e63cAVwTU2xVX1PtJ4Alc4r03BT6Hwb6/PI3HcRliHyvyeDTQdbIjLg30M7gFjrn3OgPo3Rf6OyyiuRewFFefuCrE95j/yOII/2kReYcWZK4TkX2Bp0MIishOwPHAMcALwOdwWQpDaO2PM/T/gfM1H6OqPhd7FOMDwHtxSZteFJEdKW0RylD5Im6U/ShuNDUdOCmg3juAj4pIzkU2DegUkZV4nofBbfDvwL6h8/eIyLF5L7cpeI2qek1ZrPEXXn0NWA5UAzer6ioAEXkn/lOTp4KqrhCR9wCn4+ay+qtxMGyyOGm7D87NcQ29K72fCHxQVe/xrHcnbjXcT4AbgF63rerxNjZZuv4ibnn3UqCXy0gDJqUSkWpgCnluPg0whyAiVcC+uFvnt+AM/l9U9TXfWnma0/t7X1VX9/f+EPSmAOcDb1TVQ0VkN2A/VfWWZybR+UE/b6uqnuxZ78Oq+sPk+QGaV0tXRE5X1ct96iXb3Qo3OfxCXlstzna94lnrVFX1litnCPo7Am/TAGmRuzWyZvChO4Xp6bhK7+BSil6hiR/Ms9bj9PhHt4igUQ85dPK0fkffvlhV1QN9aRXoNgFfx9025yrweB/55undpar7hdh2gc6k/t73+WNdoPsb4AdAs6rukRit+1R1Tgi9WORHsRRGtISIcEnCPqeo6iPJ6/fTU1lrie/+XnB8Lara5HP7RfSO7e9933dokM1JW9Tlpv4adIe81RNo0irmbayqviuWVgFn4CY2/x1J7zYReR/wcw074lhBT1hrISEm4XJsr6o/EZFzAFT1dRHxmUOnG+nJp57rAw8RLp+69PG82GsffAc3/5HLd3QB8Buc0d8f2KIA+DDJP4YDPG+7GEcUPP9l3mslQBWxzBl8EVkItKjqqiSi5S5clMkkEfmCqrZF2o+3AF9Q1S1KzA1jm9F/8ROeBF4KtO1ifB6oBV4XkQ0EihvXEqMdRKQ+5x/2xDoR2Y5kEJLML3n/fpPon+/gDOHFuO9xL+DnSV+4ybOk9vG82Gsf7A3kR96tzY26RWRZAL2o7g5V7Z63SsJqQ85jOZ2suXREZJWq1ifPPwu8S1044xuA36jnWGQR2R3Xqd4I3IiL5b4CNxF4sap+16PWZuD+5AG9RxzefbJ5uotw/vRfAd2+dFUdKNNkWeDbHSEib8ddJ7Nx7sbJwHGq2tcivqHqPAAcpUn5xrz2GcBN2jsU1Yfeq8DfcNflrslzkte7qOoW9YOHqbcy3w0mIrNVtSN53qGqs/v+7yHp9Xd8wVyciXaURV+ZG+HTOxXxQcBPAVT1X24xnneuxi0KugsXyXIvLg7/Q+p/peb7cGGfuwM3AW2q+rf+/8ULTySPUYQp7g10G8I+CTkpPQBeLxxVvTeJJMlNSv9Vw6wirik09on+48lqZt/UBdhmf2wWkTdoUps3z9jvRM9ck09iH190sjjCb8fdvv4DaAfemhj7rYAO9VgsING7X1X3zHv9JDBDVYP4ZBONWlwe/g8C2+Em/+4MpReL5NyBCz2bCzyAM4i7A39S1Xkp7ZeX0VVsl1wywj+iMJoqiUr6ZYgRqYgcjatnu1JVl/jefoHWh3HzS2cC9yXNb8fdcV+mqteH1O9nv7wEHYjIL+lxI/0nBYWWVPXI4WoUksUR/ieAy3ApCD6b+/UH3o1zSfhmjIi8jZ5R4CvA7kluj1Cj0g04n+/LuJjxsLG5IpOBL+Em/rq1fEcFqWpDovcj4NTcxGIy8fgFn1opcUQ/74WYhPs6btXp+fRMUO8NnA2c5VkLEbkCd438EfiGiOyjqt/wrZNDVX8oIs8B36RnUnoV8DVV/U0o3RLw1R+/k/f8Yk/b7JfMjfBLRUTOUdULBv7kgNtp7+dtr6GSItKAW3S1D3A7LqXCcl/b70f3Ntzahi/gIh9OxJWq8240Er1ed019tcVCRO5W1X3T0B4uIrIHbgRcjxuUdODmlrynjhCRDmAPVd0kIlsD/09V9/Ktk6e3bX78/UjB4x3hZGCyqj5U0F4PPKuqa4arsYVmGRv81DPfDZZk0vZB3ApbpSBqQFU/E0h3haruJSIP5twAInKnqr4zkF4bsA74Ie4YPwyMU9X5gfSOAZaq6kvJ621wk/03BtKLsvCqiO4434uRCrYfPPa+QO9ZYA3ujuIPwB9V9eFQeqXi0eD/CJe76s6C9kOAE1X1hOFqbKFZxgbfW/bAJMTuBHpqiHYCrb4X7ojIif29r6rX+tTL071bVfcVkSU4d9nTwA2qumsgvTH0To/8e8KmKy52RxEsu2TshVcish+wCPejOS0Z9X9CVT/lWScXxQK9I1mCRbGIyCxczH3uMRmXp+gPqhoigVop++Tl2smPOCzynvcoJChvg+/rV7gOl+ZgCW7iSHDpWQ8CDlTVvwxXI21E5HBcceadceGEE4DzNMn2GEjv16oaItKimN6DhcaoMOTPs96fVXXvfMMQ0mUlIn8CjsPlm8nphQhbjJqiooj+rsBhuIncnVR17AD/MhytKbj5EIB71C32zL3XHR46TI0+c9+LyF9V9S3D1Sgki5O2peIr1O4bwBmq+pNeG3crRRfgQim9kYzyz8CF9IG7m7hMVa/zqZOnVw28WVVvwU0UN4TQKeB44FIR+RnwA1XtDKy3XEQuAf4H50Jqwk1yhiLKwqt8VPXJgrBk71FkpRp0j1EsuVH9frjByKO40f2H6cmj5R0R+QDwbeB3ODvSIiJfVNUboCc81AOPiMhhWpA7R0QOJVRyOI2cDjTWA/iyp+30l465z/eGqPVR3F1EAy5P9jbAgTjj9NGA31V7CudnAi7i6m7cGodTcUmyQmjV4grnLE8e5wO1AY/t7Tif80vJ34eB3QPq3YAzjPfi1lF8ATfhH/Wc5u2PlzTDuFj75Th36tYR9/8BYIe815MJkC4cmJVcG9fgBiFNwLVJ26wQx5Y5l46I/ERVP5A8v1DzIklE5DZVPdizXp+uoQArNO8GjtfiKyd/pIEiSURkAe4H5se4yVQg/EIoEdkeN1r7LO5O5k24u5mWfv9x6HpBJzULtLaij4VXInKQqv7Wo9b2uApQ70n0bsPdlcbKjVS4P77cqW+gx3e/D84jcS9ugHCXqgYZBRe6+8RleH1AA7gARWQ07gct535bhZsfDDOflUGDn+8XLYwa8D4RJyJPAcVSDAhuHcDOHrUeUtXdBvueBzEw/z8AABlSSURBVN1ioaeq4bJzHgGcjJv0ux64VlWfTUL9OlW1X1/xEPT2B/6XwJOag9ifzEWQDYZQx5dcHyfjBggzVbXat0ai823cYsBcXq4P4haafSmEXgn74y27bBZ9+P39QoX49boalw+/GP/rWau/erkha+k2Fo6WRCRUJklwtWS/q6qFKwtfFZEQ+YK+i6vVe3Oi84CI/Gf//xIUL/NLInJZf+9roDDeEvB1fBNx/vvcKP9tuKigX+JcZUFQ1S+KWzU9D3csV6lqkIJHJeJt4WUWDf7W4la+VgFjpWcVrNCTK9sbqnpeKZ/ztNCrTkSKJdgSwqXyBecDLhyR/RSXedE7qvrRft67I5Bm8EnNQeBrYHIabqHVT3ChtEGSSRWjvygWXFF6H/yNJAQTFzxxj6qGHPgAvVzFPy/SlgbeBrJZNPj/osfFkv889zot3o9LUzscoiZvElecvR6YKL3zwEwgYDqHROtCYAd6fqxVPadHzuPJxK2j4uonfAY3Z5B1dsRddx/EVUf7MfAzDbw6NVYUi6pOTqLIvqVxc0kdxJapKQ4t0pY5MmfwNb0iIQMx7NGVRg57w00qHo6LBsrPA7MW8JbnvwgX4ZJ+xTK6p+EmNXcCnsJNan46knYxHvexkWRSdiGwUFwGyfnAKhE5S8MmFmsG9s6N6pMUAbfj7hS9oi6NQ7D0DfmIyCeBTwG7FNxpjyegC6kEvN25Zc7gS3pFQgYi5uy3l9G3ugIZN4nIfqp6V1+f8+SuyueZiMYeVX0O+FBonVKvTVXt93ND0H07ztgfhKsIFXKNAUBVgQvn3zgXayjuE5GbcW7G/Cgy3329Fff9XYBLQJdjreatqpcAOX4iucgyGaWTSpGQgQi5VL+IVtQoD49hdjlD905cttMb6V1wxXf64Bb6+SH2PakpvYuKb1Gyzve1KSLn4e7QOnGF729V1df7/y8vulGjWKR4sfY0+7rvcOxCF9l/AN0uMp9k0eAfg7vA3kTcIiH9IiJfVtXzI2nFNvi+cocU67g5QhjEVHITJdrBBwDJ4OdReiK4cp05RoWm/CiW36cZxRLgDnQgPa/nVlxdg4MKXWTquWIZZNDg55CIRUKSpc7nALvRUyj6Qi1YEh2LmHcTiV7sH5ggHVhEalV13cCf9KIV/DtLK7dNsYiVNKNYsnrHm7e9aAu9QvrdQpNfJKSWQFElInIKLiTsXFxo5K7AecC5InJqCM1Ed4qIHJ48dih425tPr9Tdiaz3fp8bE5H9ROQhksgcEdlDXDGPTKOqq/t75D4nIn3OzwyRg4q0HepZYzDEvj59c6uILBGRj4nIx3CFnIIUeMnipG1hkZBLNWyRkM8B87R3KuSlyah/GXCVb8FYYW+D4KeR9Xx34O8RYeGV9C5Zt0sy0diNBihZVyJeBkMjOIoltpvCdw3kaAu9MufSkchFQkSkU1WLxsf3994wNaP59JLt74ILW9wPl7DqLuBzhatvYxHglvlPqvqOgrQcD/j+PsUVLu+TyLHk3XicdJ8IbEsKUSwD7FdsF+ck9VgLI6aLLHMjfOCkyHovi8geWlAyLsnHsjaQZuywt1Zc6uBjktfH4yIw3hFQsz98j/CjLLzKGXRxBV7ehBuM/F0DJcKKjbqKYS/h7rD74w62XLkdEi93oCIyB5dKZSecS+Ws3A+XiNyjqvsA+DT2CdEWemXO4IeMrOiDM4GbkwiT/ELRJ+IyPYbgVnHVp/LD3kIWbZaChTo/FJHTA+ptuQMie6vqn5OXvl1IURZeicuQeT4uwddq3I/01OTaada8jJmRie3j9qZXSsCEx+i4K3FzdXcDHweWiciRqvp3oMaTRjdpuMgy59KB7nC7mEVCpuAMRK5Q9Crgf1Q1WCqHGGFvIjIpefol4EVcLLfifmBGq+o3fGsW6O+Gu5uYD7ykqnND6vWzH74K3n8X11k/p6prk7YJwHeA9ap6xnA1+tEOXqFpEPviy4V0Cq5mwpdwefEB5uJqG/yvqnqdP5OCqmTJfOFVuCCJK3xHAqXiItOUiiQM9UHkIiG44ge7FWmvx1WcD3GMF5bS5kHnMVwc92NFHo8GOrbpycX9QHLOngNmpHxN3etpO4+QDKIK2quBRwLu/wdwdxTXAtcl5++4Mvg+HwImFWnfDpdG2/d+PwBMLGjbPTmv/87696mqmQzL/BRwjKq2q+pLqvqiqi7FlRoMkd+8BWf0C5mKcxOEIErYm6rOxPmaP6yqMwse3rNzisgfgV/jbo+PU9W9cKOZx31rDRJfLgjVpIcWNG4ibCRJLrfNieoyke4DfDWg3kD4+j5Fi/jLNVxhlwspSGCoqg8C7yYvc2YKeHORZdHgTyhmIJK2ENkW52iR6ApVXYL79feGiHxSRFYCbxGRB/Mej+Eik7yjrpD4d0JsuwhrcC6PKfT8iI4En6KvfXhIRLZI/SwiHwZCFruPPck/EO/2tJ2Xk+CIXoQKmFDVVlW9O9EYlyzuRFWfUNWQyQQH3DVfG8rcpC3xi4T0N1njeyInreRNt4kryv7zYiNUX6jqUYnf8n3AeSLyJmAbEdlHVe8JpVsCvkZQnwZ+Lq6IS/4E/1jAa8K0AqJM8qcQxRI9YCKZSD0Ht5hTRGQtzp2a+YV6kMFJWxF5FVcYYYu3gF1Utdaz3q9wE7TFKst/RlWjrzAMEKe+FneBv45bwRw6P31OdweccZoP7Kwey0WWoN0dFSSe8yCJyIHkTfBroKIuBZoxJvmXAd+kJ4rlJOBIVf17qFj4mAETIvIVXGWt0zVZg5K3RuVPqvpN35ol7pe37zaLBj9q/hARmQXcAvyRnrSzc3GLlA5X1Yd96pW4T1EXmvhCRLbSPrI5ish03+euiEaUqCARuV5VPzJQm0e9KAt3UohimYwLjHiooL0eeFZV13jW+yuwhxasmxCRsbjcNrN86g1iv7wt9MqcD18j5w9JDPoc4E5gRvK4E9g9DWOf2y3fGxSRbUVkHxH5z9zDtwbQ7bYRl7q4m1DGXkSmi8jZyerl63ET+weFMvYJ9QX7sBWBykUmxMptI4lLDgBVbce5567HRV/5JnrARKGxT9rW41age0VE5ojI3SLypIhcJSLb5r3X3Vc8usiyZ/AHgbdkaqr6mqr+QFXPTB6Li4wCfCeoioaIfBz4PbAElxhuCW4BinepvOcHBNh+b7HIUUEick7iHttdRF5OHmuBZ0jy+HjWiz3JHzuKJVrARMJTIrLFhHPiovtnAL3cQq85wMO4hV67Ju95X+gF2Zy0LZXYvqpgNWCL4Hvl5Bm4ybC7VbVBXK3bkoq3D5LY52QNbjSYiwp6JOQ+qFu8dYGIXKCq54TSySPqJL+qtuZtc5xr0nWq+gRhSmLGDJgAl3LjpmSuIn+S+ABcKnbfjFPVW5Pn3xGRFbgJ+I8Q6Dot5xF+bGIaM19hbzk25O5YRGS0qv6FnlXMPnlrMgJdmff8QRFZWbC03AuqehRu9HQvLiroMWBbEdnHtxZ0h1+iqueIyAEF73lPVZGsQ3lcVecXuDYLXQDeJo2Tu4oncAu9nhSR1SISYv0LwCMicliRfTgUt2DQK6q6CpiNu9udgUuH/ntgdvKeb2K7yMp6hJ+5HNkphL3leEpEtsGVHPytiLwAPO1ZAwrcATFQl/BrMbA4LyroeyISIiro88APk+ct9E4gdjJwuWe9UvHSF/KiWN5VGMWSTCz6jmL5HHCLuHThWwRMeNYiCROeoqqLC9r/Q0SeVpdTxyc5F9nduQZVfTBxKwVZOJe5KJ18ZGTlDxl25EwaYW9F9uGduJQVt6rqxtB6fezDXaq6n4ftRI0Kkt7pl3udrzQjq3yF8aYRxSIio4ETcCNvcGGZrcUmVz1o3QJ8OZmXyG+fC3xdVY/wrZmn0e0iC6UBGXbpJL/69+CqI30A+JOIHJd7P4Sxl/BVqMap6q3q0kV8Bzgd59Pbl4AuIxHZV0TGQ3eK33YgzbBPX/MhsaOCtI/nxV5nkphRLMm2YwZMzCg09sk+LMe5eLwT2UWWaZdOLn9IryIhgPdK78n2Y1ShEhGZmLghUNV2cStgfwZM6v9fh8WV9HY/rCvSFhNfxjFqVBDJvESiu2vevITg/MFp4cu9+ZSIvFsLFpIFjGIpFV8DhP62M9aTRjcpuMgybfBj5w+J8QMT3aeXIJrn21PVzUnseNaJPaqOPkdRIr4m+WNHsZSKr/P8ZxE5RVWvzm8UkUZ65hB88hEKXGSq+mgyuHwA5971SpY7dewiIcF/YFIIe8vxqIh8BjeqB7c4KZXyhgm+RqT9jbhVVb3GcpfqJvI4RxF1kl9VV4nIbJxPPZfq4PfAJ0L41FPgs8AvRORD9J4kHkVPNTiv9OUiE1fK1TuZNfgasfBvQqwEVWkkbzoNuAz4Cm60dAdwakC9fifc8TMfAiN3xO3LBRG7QlPsKJaSd83HRlT1GWB/cSkjcpPEv1KXfj0E8V1kmlJS/+E+iFQkpGD7xwKXAN/l/7d3r6GaVWUcwP9/ydBGR2amMgRtmCyTmcmwMdQynMRiIBO1NCWVDBMlpfrQxUYsiELsw1BUYBRZePmSw6SUkSmZ5jTq4IweyFBxVLrYjVHMS5d/H/Z+j/tsz+U9nbWf9e69/j84eM7eZ9615jisd53nefazqp78qV9/M6onQ9c0rq0BcDOAzRl/1l9I/HqTdmDHPcHjpTog5IHW1xtRPVx2bKoxWq9/C6qWIu3rGwDc3PHP7GBUpZgfAPD61r11uf7tLPHvtBZVI8gfALgUVZHGtfW1tV2M2duyzNlKzUjuVuJf0xuv3XmDqhxlb2POK3V3zl2o+tnMyIdIekXv8wjRJZMJyyR3AXiP6iR/fe1tqJP8klYtdYzWeA9JWjfHvQclrU85XuO12wUTJwCYLpjoM1YH3jdDZFMArmuvAan0LqTDDAf/1kJOlp/tf7Q6jOmNKfVDbJN2YEf0rifVzzM6yR9axdIQWpEXJUeIrHcLPoL7hwS/wUxq2VvqBTE64R4uIkeh+CR/dBXLyKRtEFLZAuDyWa4/X99L/qBXb0M6C0n4a3PYyfKs+nxvAzBr2Zu66ecxzryShzwYcGDHIuaS9O8XGYJoJ/lRHf3XSZK/fhPbCuAlzFLFog4OJanHvRpVd8zmBuFBSZ/tYrwoOUJkQ17w+xqXDY3pjTmn1CdChRzY0Xr9sDYcUTkKZjqhqVXFMqXuqliaY07MBiEVko9IOnyx95Y05oAX/KSJxjHGS9FLZxTTu7t1/QQAnZW91QvShageH58O80m6oKPxohPuoUm/9u6M5D6oku5Jd2yTmuRPLccGIQLJGwDcPkeI7H2Szko9Zh9j+JMqxTtneEyvtg3Ar1Elwv7T0Rg5E+7RSb+wHMWEJvlTCymYyCD8Qa8hL/i9a4+MeZo3kVzd4bivCdothSbcG0KTfop7KHBSk/xJZNwghFD8g16DDukkO/h3zPFShHTCY3r1a38FwG8k/bSL11+sDur+Q5N+USGISU3ypxJZMFGK3i344/YPyTCvJb/BRMf06rYNQrULXQbgRQD/wsu9ZpanHG8R8+p1VVBkjmISk/zRovN1fdbHkE50/5DIBlWhMT1JB6Z+zUSS7kIau+ubZrmWcpzQEESOB3cmVB/Dt1n08eGF6ENCwk6Wl/RnScejOkD88frjy5KO66rGGQBIvuLM09mu9djJs1zb1ME416NKrP+k/u/o4x2SPjr6JpIrEo23BVXdfdsoyV+KfoUpMurjDp+MPSQk/GR5VYcZ39HFazfV4YBlAF5bL0KjndJyAId0Pf48Up3BGrrjrv9N7gVw9gLf+kukOVwmV5LfeqqPC350/5DoN5hIF6EKIx0CYGfj+jMAvpVlRpVUB3bkqgpaSKoQRK7eNpPGIZ0x9S5p28SAg39JngPgMUnbW9cPA3CFpC4PJglB8lJJ31z4O5c8zqQm3KMf0kv1VHb4gzuTKLoir896ueBH9g9pjRtysnw0kssAfBrAYZI+QfLNAI6QdEvice5CdWzbKOH+MQAflPRodCuM1rz62oYjS2+bKJO6Qeiz3iVt6/4hp6A6+HeVpJWoDn7YVN/rYszQk+Uz+D6qReP4+uun0MF5mohPuI+rl+2RcyX5A4UVTJSidzv86P4huRpURSJ5n6QNzZ0uyV1K3+wr9MCORcwrOqTjEMQYSD4g6e2NrzcCuAZVe+lvu/Z+8Xq3wwfm7h8CoIv+IecCOH202NdjPYbqmL7zOhgvh5fqN0wBQL2LerGDcUYJ92l1lclJaNTIZ5CqKmg9ye0knyR5TbP8kuSO0ede7MfG+mlbANPVa2cA+BGAN2abVY/1ccF/qq7ImaHL/iHBbzA5XAngVgCHkrwOVdlg8rYDkq4fJb9JHlDnDiDpiczJ71RVQQ5BpDWpG4Te6mNIJ7R/SP0A0lfnaFB1haSNKcfLheQqVIdfE8B2SX9t3Fub6ucamXCPTvo5BNGdoRZMROvdgg/E9g8ZeoOqcSSsKgnNh0RXBU1qjqLPclXkDVXvFnxmOCSk9AZVqRbHDAn30B13Cc9sRCqhYCJaHxf8WwBc3n6knOQGAFdKSnpISI43mEmTcIf/sKQj5rj3O0lvXeoYrdfMtuN2CGLpojcIJehj0nbO/iGojuhLzQ2q0olOuIcn/Qp4ZiNUAQUTofrYSye6f4gbVFUPZaVwGYBtdWz9FfmQRGNMk3T96PPmjlvSE6jO8E2qEYI4sR2CqGvvHYJYnEGf6JVDH0M60YeEZDmFKgLJ9wM4UK3DvFn1439a0i86GDM0HxJcFeQQREIumEivjwt+aP+QITeoIrkdwCmS/tK6/gYAWyUdl3i80HxIhqqg0BxFCUovmEitdwv+CGce/Duljg7+HXKDKs5z7N5895YwXnTCPboqqIhnNqK4YCK9PsbwAcQdEqIMJ8sH2o/kqyT9u3mR5L4YSD5krqQfyS6SfqE5igJsAXD5LNdHBRNJNwgl6O2CHy3qDSbYTQC+S/KTo/LBut3BN9BNFUt0wj006SdpiuQ6zAxB3AngIocg/i8umEjMC37ZNqN6EnUPyT2oFqhDAXwP3Zwedi/JC+fIh9w/x59ZitAdN32oeGo+0Sux3sbwLZ06pj2qNnqkrnPuYpzwfEhwG47QHMXQDblgIhcv+AUjefp89yV19XBSVMI9uiroIUnr5rj3oKT1KccbuiEXTOTiBb9gdeLygfoDwIy+8JJ0Qfys0slQFTTYZzZyitoglMALfsFIngbgLFThnG0AbpD0SN5ZpRO943YIwiadF3wbVeacimrxXwXgi5J+lXdWSxe943YIwiadq3QMAF4AsBfAMwAOw/zVEX0SWhU08Gc2bAC8wy9YvTCdDeCdAG4DcGPddXQQvOM2m8kLfsHqpO1uVM2pVH9Mk3RZjnml5qSfWcULfsFInj/ffUnXRs3FzLrnBd/MrBB9PPHKEiJ5PsmdJJ+rP+4jeV7ueZlZeq7SKVi9sH8KwGcA7ET14NXRAK4mCUk/zDk/M0vLIZ2C1QegfETS463rq1FV7BybYVpm1hGHdMq2vL3YA0B9bXn4bMysU17wyzZfV8xOOmaaWT4O6RSM5D8BzNY7hwDWSFoWPCUz65CTtmU7MvcEzCyOd/i2IJL3SDou9zzMbGkcw7dxDKWZmlnRvODbOPxroNkAeME3MyuEF3wbBxf+FjObdK7SMQDTveOPqb/cIenpxu1zM0zJzBLzDt9A8kwAOwB8GMCZAH5L8kOj+5IeyjU3M0vHZZkGkrsAnDza1ZN8HYDbJB2Vd2ZmlpJ3+AYA+7RCOH+D/22YDY5j+AYAt5L8OYAb6q/PAvCzjPMxsw44pGMAAJKnA3g3qoqcOyVtzTwlM0vMC76B5FWSPrfQNTPrN8dpDQBOnuXapvBZmFmnHMMvGMmLAVwCYA3J3Y1bBwK4O8+szKwrDukUjORBAFYA+BqAzzduPSvp743vWyHpH9HzM7O0vODbgkjulHR07nmY2dI4hm/jcC8dswHwgm/j8K+BZgPgBd/MrBBe8G0cDumYDYCTtrYgkiubVTtm1k/e4ReM5HqS20k+SfIakisa93aMPvdibzYMXvDL9h0AXwKwHsDvAdxF8k31vX1zTcrMuuEnbct2gKRb68+/TvJ+VJ0zz4Urc8wGxwt+2UjyIEl7AUDSHSTPAPBjACvzTs3MUnNIp2xXATiyeUHSbgAnAbgpy4zMrDOu0jEAAMkDAEjSc7nnYmbd8A6/cCQvJvkEgD0AniS5h+QluedlZul5wS8Yyc0ATgFwoqRVklYC2AhgU33PzAbEIZ2CkXwYwFGSXmhd3x/ALklvyTMzM+uCd/iFay/29bXnAfw3w3TMrENe8Mv2FMmT2hdJvhfAHzPMx8w65JBOwUiuBbANwF0A7kf1sNUxAN4F4FRJUxmnZ2aJecEvHMn9AJwDYC2qrphTAK6bLdRjZv3mBb9gJA8HcLCku1vXTwDwB0mP5pmZmXXBMfyybQHw7CzXn6/vmdmAeMEv2+q6lcIMku4DsDp+OmbWJS/4Zdtvnnv7h83CzEJ4wS/bvSQvbF8k+XFUVTtmNiBO2haM5MEAtgJ4CS8v8BsAvBrAaZL+lGtuZpaeF3wDyY0A1tVfTkm6Ped8zKwbXvDNzArhGL6ZWSG84JuZFcILvplZIbzgm5kV4n/rId/8tRBkEAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a109f4588>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df2.plot(kind = 'box')\n",
    "plt.xticks(rotation=90)\n",
    "#df.T.melt()\n",
    "#plt.hist(df.Route30.values)\n",
    "#df.Route20"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>CO2_to_DME_SG [CO2_treatment]</th>\n",
       "      <th>CO2_to_CO_DRM [CO2_treatment]</th>\n",
       "      <th>CO2_to_DMM [CO2_treatment]</th>\n",
       "      <th>CO2_to_DMC_eth_carb_trans [CO2_treatment]</th>\n",
       "      <th>CO2_to_FA_hydro [CO2_treatment]</th>\n",
       "      <th>CO2_to_DMC_elec [CO2_treatment]</th>\n",
       "      <th>CO2_to_FA_elec_lp [CO2_treatment]</th>\n",
       "      <th>CO2_to_EtOH_elec [CO2_treatment]</th>\n",
       "      <th>CO2_to_MeOH [CO2_treatment]</th>\n",
       "      <th>CO2_to_PEP [CO2_treatment]</th>\n",
       "      <th>CO2_to_CO_rWGS [CO2_treatment]</th>\n",
       "      <th>CO2_to_FT [CO2_treatment]</th>\n",
       "      <th>CO2_to_CH4 [CO2_treatment]</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>-0.746984</td>\n",
       "      <td>-0.948656</td>\n",
       "      <td>-0.316932</td>\n",
       "      <td>-2.919308</td>\n",
       "      <td>-5.312119</td>\n",
       "      <td>144.734948</td>\n",
       "      <td>-1.184700</td>\n",
       "      <td>-0.501179</td>\n",
       "      <td>-1.041079</td>\n",
       "      <td>-5.104237</td>\n",
       "      <td>-1.145483</td>\n",
       "      <td>9.022639</td>\n",
       "      <td>-0.643032</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>-0.295581</td>\n",
       "      <td>-0.670919</td>\n",
       "      <td>-0.368636</td>\n",
       "      <td>-1.874332</td>\n",
       "      <td>-4.554971</td>\n",
       "      <td>140.938890</td>\n",
       "      <td>-0.574035</td>\n",
       "      <td>-0.549143</td>\n",
       "      <td>-1.047343</td>\n",
       "      <td>-5.792688</td>\n",
       "      <td>-0.957795</td>\n",
       "      <td>8.920713</td>\n",
       "      <td>-0.697925</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>-1.434244</td>\n",
       "      <td>-1.104638</td>\n",
       "      <td>-0.226934</td>\n",
       "      <td>-1.785525</td>\n",
       "      <td>-4.606961</td>\n",
       "      <td>157.318176</td>\n",
       "      <td>-0.176670</td>\n",
       "      <td>-0.450093</td>\n",
       "      <td>-1.313822</td>\n",
       "      <td>-4.057105</td>\n",
       "      <td>-1.129751</td>\n",
       "      <td>10.690034</td>\n",
       "      <td>-0.672332</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>-1.372070</td>\n",
       "      <td>-0.964047</td>\n",
       "      <td>-0.143451</td>\n",
       "      <td>-1.694065</td>\n",
       "      <td>-2.910837</td>\n",
       "      <td>178.864496</td>\n",
       "      <td>2.137553</td>\n",
       "      <td>-0.463714</td>\n",
       "      <td>-1.125781</td>\n",
       "      <td>-4.320403</td>\n",
       "      <td>-0.986650</td>\n",
       "      <td>12.493404</td>\n",
       "      <td>-0.564458</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>-0.667705</td>\n",
       "      <td>-1.322717</td>\n",
       "      <td>-0.349178</td>\n",
       "      <td>-2.155891</td>\n",
       "      <td>-4.742102</td>\n",
       "      <td>143.217255</td>\n",
       "      <td>-0.714163</td>\n",
       "      <td>-0.642934</td>\n",
       "      <td>-1.229790</td>\n",
       "      <td>-3.178837</td>\n",
       "      <td>-1.195651</td>\n",
       "      <td>9.744262</td>\n",
       "      <td>-0.635225</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   CO2_to_DME_SG [CO2_treatment]  CO2_to_CO_DRM [CO2_treatment]  \\\n",
       "0                      -0.746984                      -0.948656   \n",
       "1                      -0.295581                      -0.670919   \n",
       "2                      -1.434244                      -1.104638   \n",
       "3                      -1.372070                      -0.964047   \n",
       "4                      -0.667705                      -1.322717   \n",
       "\n",
       "   CO2_to_DMM [CO2_treatment]  CO2_to_DMC_eth_carb_trans [CO2_treatment]  \\\n",
       "0                   -0.316932                                  -2.919308   \n",
       "1                   -0.368636                                  -1.874332   \n",
       "2                   -0.226934                                  -1.785525   \n",
       "3                   -0.143451                                  -1.694065   \n",
       "4                   -0.349178                                  -2.155891   \n",
       "\n",
       "   CO2_to_FA_hydro [CO2_treatment]  CO2_to_DMC_elec [CO2_treatment]  \\\n",
       "0                        -5.312119                       144.734948   \n",
       "1                        -4.554971                       140.938890   \n",
       "2                        -4.606961                       157.318176   \n",
       "3                        -2.910837                       178.864496   \n",
       "4                        -4.742102                       143.217255   \n",
       "\n",
       "   CO2_to_FA_elec_lp [CO2_treatment]  CO2_to_EtOH_elec [CO2_treatment]  \\\n",
       "0                          -1.184700                         -0.501179   \n",
       "1                          -0.574035                         -0.549143   \n",
       "2                          -0.176670                         -0.450093   \n",
       "3                           2.137553                         -0.463714   \n",
       "4                          -0.714163                         -0.642934   \n",
       "\n",
       "   CO2_to_MeOH [CO2_treatment]  CO2_to_PEP [CO2_treatment]  \\\n",
       "0                    -1.041079                   -5.104237   \n",
       "1                    -1.047343                   -5.792688   \n",
       "2                    -1.313822                   -4.057105   \n",
       "3                    -1.125781                   -4.320403   \n",
       "4                    -1.229790                   -3.178837   \n",
       "\n",
       "   CO2_to_CO_rWGS [CO2_treatment]  CO2_to_FT [CO2_treatment]  \\\n",
       "0                       -1.145483                   9.022639   \n",
       "1                       -0.957795                   8.920713   \n",
       "2                       -1.129751                  10.690034   \n",
       "3                       -0.986650                  12.493404   \n",
       "4                       -1.195651                   9.744262   \n",
       "\n",
       "   CO2_to_CH4 [CO2_treatment]  \n",
       "0                   -0.643032  \n",
       "1                   -0.697925  \n",
       "2                   -0.672332  \n",
       "3                   -0.564458  \n",
       "4                   -0.635225  "
      ]
     },
     "execution_count": 82,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(array([  1.,   9.,  16.,  37., 130., 212., 286., 223.,  75.,  11.]),\n",
       " array([-1.65471381, -1.56200911, -1.46930441, -1.37659971, -1.28389501,\n",
       "        -1.1911903 , -1.0984856 , -1.0057809 , -0.9130762 , -0.8203715 ,\n",
       "        -0.7276668 ]),\n",
       " <a list of 10 Patch objects>)"
      ]
     },
     "execution_count": 83,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a116469e8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.hist(df['CO2_to_CO_rWGS [CO2_treatment]'].values)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}