Distributions.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "Both=pd.read_csv('Both.csv')\n",
    "ADC=pd.read_csv('ADC.csv')\n",
    "Fer=pd.read_csv('Fert.csv')\n",
    "Peat=pd.read_csv('Peat.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['('IPCC 2013, Ecoinvent V3.5', 'climate change', 'GWP 100a, bioCO2=1, C1_36')',\n",
       "       '('IPCC 2013, Ecoinvent V3.5', 'climate change', 'GWP 100a, bioCO2=0, C1_36')',\n",
       "       '('IPCC 2007, Ecoinvent V3.5', 'climate change', 'GWP 100a, bioCO2=1')',\n",
       "       '('IPCC 2007, Ecoinvent V3.5', 'climate change', 'GWP 100a, bioCO2=0')',\n",
       "       '('SWOLF_Acidification', 'SWOLF')', '('SWOLF_Eutrophication', 'SWOLF')',\n",
       "       '('SWOLF_CED', 'SWOLF')',\n",
       "       '('CML (v4.4, 2015)', 'resources', 'depletion of abiotic resources - elements, ultimate reserves')'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "columns=Both.columns[1:9]\n",
    "columns"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# ('IPCC 2013, Ecoinvent V3.5', 'climate change', 'GWP 100a, bioCO2=1, C1_36')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "i=0\n",
    "ylab = 'GWP ('+'$kg\\ CO_2 e$'+')'\n",
    "DF = pd.DataFrame()\n",
    "DF['ADC'] = ADC[columns[i]]\n",
    "DF['Soil amendment \\n fertilizer offset'] = Fer[columns[i]]\n",
    "DF['Soil amendment \\n peat offset'] = Peat[columns[i]]\n",
    "DF['Soil amendment \\n both fertilizer \\n and peat offsets'] = Both[columns[i]]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[Text(0, 0, 'ADC'),\n",
       " Text(1, 0, 'Soil amendment \\n fertilizer offset'),\n",
       " Text(2, 0, 'Soil amendment \\n peat offset'),\n",
       " Text(3, 0, 'Soil amendment \\n both fertilizer \\n and peat offsets')]"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12,5))\n",
    "sns.set(font_scale=1.5) \n",
    "sns.set_style(\"white\")\n",
    "ax=sns.boxplot(data=DF)\n",
    "ax.set_ylabel(ylab,color='black')\n",
    "ax.set_xticklabels(DF.columns,color='black')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# '('IPCC 2013, Ecoinvent V3.5', 'climate change', 'GWP 100a, bioCO2=0, C1_36')'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'GWP ($kg\\\\ CO_2\\\\ e$)')"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "i=1\n",
    "ylab = 'GWP ('+'$kg\\ CO_2\\ e$'+')'\n",
    "DF = pd.DataFrame()\n",
    "DF['ADC'] = ADC[columns[i]]\n",
    "DF['Soil amendment \\n fertilizer offset'] = Fer[columns[i]]\n",
    "DF['Soil amendment \\n peat offset'] = Peat[columns[i]]\n",
    "DF['Soil amendment \\n both fertilizer \\n and peat offsets'] = Both[columns[i]]\n",
    "plt.figure(figsize=(12,5))\n",
    "ax=sns.boxplot(data=DF)\n",
    "ax.set_ylabel(ylab)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# '('IPCC 2007, Ecoinvent V3.5', 'climate change', 'GWP 100a, bioCO2=1')'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'GWP ($kg\\\\ CO_2\\\\ e$)')"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "i=2\n",
    "ylab = 'GWP ('+'$kg\\ CO_2\\ e$'+')'\n",
    "DF = pd.DataFrame()\n",
    "DF['ADC'] = ADC[columns[i]]\n",
    "DF['Soil amendment \\n fertilizer offset'] = Fer[columns[i]]\n",
    "DF['Soil amendment \\n peat offset'] = Peat[columns[i]]\n",
    "DF['Soil amendment \\n both fertilizer \\n and peat offsets'] = Both[columns[i]]\n",
    "plt.figure(figsize=(12,5))\n",
    "ax=sns.boxplot(data=DF)\n",
    "ax.set_ylabel(ylab)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# '('IPCC 2007, Ecoinvent V3.5', 'climate change', 'GWP 100a, bioCO2=0')'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'GWP ($kg\\\\ CO_2\\\\ e$)')"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "i=3\n",
    "ylab = 'GWP ('+'$kg\\ CO_2\\ e$'+')'\n",
    "DF = pd.DataFrame()\n",
    "DF['ADC'] = ADC[columns[i]]\n",
    "DF['Soil amendment \\n fertilizer offset'] = Fer[columns[i]]\n",
    "DF['Soil amendment \\n peat offset'] = Peat[columns[i]]\n",
    "DF['Soil amendment \\n both fertilizer \\n and peat offsets'] = Both[columns[i]]\n",
    "plt.figure(figsize=(12,5))\n",
    "ax=sns.boxplot(data=DF)\n",
    "ax.set_ylabel(ylab)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# '('SWOLF_Acidification', 'SWOLF')', '('SWOLF_Eutrophication', 'SWOLF')'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Acidification ($kg\\\\ SO_2\\\\ e$)')"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "i=4\n",
    "ylab = 'Acidification ('+'$kg\\ SO_2\\ e$'+')'\n",
    "DF = pd.DataFrame()\n",
    "DF['ADC'] = ADC[columns[i]]\n",
    "DF['Soil amendment \\n fertilizer offset'] = Fer[columns[i]]\n",
    "DF['Soil amendment \\n peat offset'] = Peat[columns[i]]\n",
    "DF['Soil amendment \\n both fertilizer \\n and peat offsets'] = Both[columns[i]]\n",
    "plt.figure(figsize=(12,5))\n",
    "ax=sns.boxplot(data=DF)\n",
    "ax.set_ylabel(ylab)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# '('SWOLF_Eutrophication', 'SWOLF')'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Eutrophication ($kg\\\\ N\\\\ e$)')"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "i=5\n",
    "ylab = 'Eutrophication ('+'$kg\\ N\\ e$'+')'\n",
    "DF = pd.DataFrame()\n",
    "DF['ADC'] = ADC[columns[i]]\n",
    "DF['Soil amendment \\n fertilizer offset'] = Fer[columns[i]]\n",
    "DF['Soil amendment \\n peat offset'] = Peat[columns[i]]\n",
    "DF['Soil amendment \\n both fertilizer \\n and peat offsets'] = Both[columns[i]]\n",
    "plt.figure(figsize=(12,5))\n",
    "ax=sns.boxplot(data=DF)\n",
    "ax.set_ylabel(ylab)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# '('SWOLF_CED', 'SWOLF')'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'CED ($MJ\\\\ $e)')"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "i=6\n",
    "ylab = 'CED ('+'$MJ\\ $'+'e)'\n",
    "DF = pd.DataFrame()\n",
    "DF['ADC'] = ADC[columns[i]]\n",
    "DF['Soil amendment \\n fertilizer offset'] = Fer[columns[i]]\n",
    "DF['Soil amendment \\n peat offset'] = Peat[columns[i]]\n",
    "DF['Soil amendment \\n both fertilizer \\n and peat offsets'] = Both[columns[i]]\n",
    "plt.figure(figsize=(12,5))\n",
    "ax=sns.boxplot(data=DF)\n",
    "ax.set_ylabel(ylab)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# '('CML (v4.4, 2015)', 'resources', 'depletion of abiotic resources - elements, ultimate reserves')'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'ADP ($kg\\\\ antimony e$)')"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "i=7\n",
    "ylab = 'ADP ('+'$kg\\ antimony e$'+')'\n",
    "DF = pd.DataFrame()\n",
    "DF['ADC'] = ADC[columns[i]]\n",
    "DF['Soil amendment \\n fertilizer offset'] = Fer[columns[i]]\n",
    "DF['Soil amendment \\n peat offset'] = Peat[columns[i]]\n",
    "DF['Soil amendment \\n both fertilizer \\n and peat offsets'] = Both[columns[i]]\n",
    "plt.figure(figsize=(12,5))\n",
    "ax=sns.boxplot(data=DF)\n",
    "ax.set_ylabel(ylab)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}