schupbach2018-figs.ipynb 571 KB
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{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Import Python libraries using standard naming conventions. \n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.ticker as ticker\n",
    "import pandas as pd\n",
    "#import seaborn as sns\n",
    "#import statsmodels as sm"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Read data from two csv files into two DataFrames.\n",
    "supp_data_1 = pd.read_csv('data/supplementary-data-1.csv', sep=',', skiprows=18)\n",
    "supp_data_2 = pd.read_csv('data/supplementary-data-2.csv', sep=',', skiprows=27)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['depth_top (m)', 'depth_bott (m)', 'depth_mid (m)',\n",
       "       'ageGICC05ext_top (yr BP)', 'ageGICC05ext_bott (yr BP)',\n",
       "       'ageGICC05_mid (yr BP)', 'NH4 (ng/g)', 'NO3 (ng/g)', 'Na (ng/g)',\n",
       "       'Ca (ng/g)', 'SO4 (ng/g)'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "supp_data_1.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['depth_top (m)', 'depth_bott (m)', 'depth_mid (m)',\n",
       "       'ageGICC05ext_top (yr BP)', 'ageGICC05ext_bott (yr BP)',\n",
       "       'ageGICC05_mid (yr BP)', 'NH4source (ng/m3)',\n",
       "       'NH4source+1sigma (ng/m3)', 'NH4source-1sigma (ng/m3)',\n",
       "       'NH4 atm. residence time (days)', 'Nasource (ng/m3)',\n",
       "       'Nasource+1sigma (ng/m3)', 'Nasource-1sigma (ng/m3)',\n",
       "       'Na atm. residence time (days)', 'Casource (ng/m3)',\n",
       "       'Casource+1sigma (ng/m3)', 'Casource-1sigma (ng/m3)',\n",
       "       'Ca atm. residence time (days)'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "supp_data_2.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2630      33490.0091\n",
       "2631      33500.0082\n",
       "2632      33509.9918\n",
       "2633      33519.9707\n",
       "2634      33529.9916\n",
       "2635      33540.0164\n",
       "2636      33549.9583\n",
       "2637      33559.9637\n",
       "2638      33570.0182\n",
       "2639      33580.0182\n",
       "2640      33590.0606\n",
       "2641      33600.0534\n",
       "2642      33610.0109\n",
       "2643      33620.0091\n",
       "2644      33630.1167\n",
       "2645      33640.1135\n",
       "2646      33650.0027\n",
       "2647      33659.7308\n",
       "2648      33669.7249\n",
       "2649      33679.9964\n",
       "2650      33689.9891\n",
       "2651      33699.9818\n",
       "2652      33709.9562\n",
       "2653      33719.9626\n",
       "2654      33729.9982\n",
       "2655      33740.0127\n",
       "2656      33750.0273\n",
       "2657      33760.0300\n",
       "2658      33769.9995\n",
       "2659      33779.9845\n",
       "            ...     \n",
       "11416    128329.9581\n",
       "11417    128339.9481\n",
       "11418    128349.9873\n",
       "11419    128360.0048\n",
       "11420    128370.0100\n",
       "11421    128379.9783\n",
       "11422    128389.9758\n",
       "11423    128400.0350\n",
       "11424    128410.0237\n",
       "11425    128420.0025\n",
       "11426    128430.0113\n",
       "11427    128439.9988\n",
       "11428    128450.0245\n",
       "11429    128460.0282\n",
       "11430    128469.9938\n",
       "11431    128480.0159\n",
       "11432    128490.0221\n",
       "11433    128499.9554\n",
       "11434    128509.9491\n",
       "11435    128520.0282\n",
       "11436    128530.0544\n",
       "11437    128540.0400\n",
       "11438    128550.0400\n",
       "11439    128560.0400\n",
       "11440    128570.0400\n",
       "11441    128580.0400\n",
       "11442    128590.0400\n",
       "11443    128600.0814\n",
       "11444    128608.8127\n",
       "11445    128616.1926\n",
       "Name: ageGICC05_mid (yr BP), Length: 8815, dtype: float64"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "supp_data_1.loc[supp_data_1['depth_mid (m)'] >= 1700, 'ageGICC05_mid (yr BP)']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "33490.0091"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "supp_data_1.loc[supp_data_1['depth_mid (m)'] >= 1700, 'ageGICC05_mid (yr BP)'].min()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[7189.9559,\n",
       " 15449.9691,\n",
       " 23480.05,\n",
       " 33490.0091,\n",
       " 42430.05,\n",
       " 53040.0041,\n",
       " 70609.9891,\n",
       " 86520.025,\n",
       " 107969.9924,\n",
       " 123309.9824]"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "neem_depth_labels = [1000, 1500, 1600, 1700, 1800, 1900, 2000, 2100, 2200, 2400]\n",
    "supp_data_1.loc[supp_data_1['depth_mid (m)'] >= 1700, 'ageGICC05_mid (yr BP)'].min()\n",
    "depth_to_kyr = lambda d: supp_data_1.loc[supp_data_1['depth_mid (m)'] >= d, 'ageGICC05_mid (yr BP)'].min()\n",
    "ax_top_xticks = [depth_to_kyr(d) for d in neem_depth_labels]\n",
    "ax_top_xticks"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(120,2,'Eem')"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 1080x1260 with 8 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# TO DO: subplots f, g\n",
    "\n",
    "# TO DO (BOTH FIGS 1 AND 2):\n",
    "#        NEEM depth axis disagrees with published figure\n",
    "#        change format of y labels\n",
    "#        still showing default ticks (every 20 kyr) where subplots meet\n",
    "#        minor subticks on bottom x-axis disappeared\n",
    "#        make a, b, c, ... bold\n",
    "#        show rightmost gridline\n",
    "\n",
    "# Figure 1\n",
    "# Create a new figure with seven subplots.\n",
    "fig, axes = plt.subplots(7, 1, sharex=True, figsize=(15,17.5))\n",
    "fig.subplots_adjust(hspace=0)\n",
    "\n",
    "# Set labels directly on the axes objects.\n",
    "# Matplotlib includes a subset of latex.\n",
    "# See https://matplotlib.org/users/mathtext.html for documentation.\n",
    "axes[0].set_xlabel('NEEM depth (m)')\n",
    "axes[6].set_xlabel('Age (kyr BP GICC05modelext-NEEM-1)')\n",
    "\n",
    "axes[0].set_ylabel(r'$NH_4^+$ (ng $g^{-1}$)')\n",
    "axes[1].set_ylabel(r'$NO_3^-$ (ng $g^{-1}$)')\n",
    "axes[2].set_ylabel(r'$Na^+$ (ng $g^{-1}$)')\n",
    "axes[3].set_ylabel(r'$Ca^{2+}$ (ng $g^{-1}$)')\n",
    "axes[4].set_ylabel(r'$SO_4^{2-}$ (ng $g^{-1}$)')\n",
    "axes[5].set_ylabel(r'$acc.rate$ (cm IE $year^{-1}$)')\n",
    "axes[6].set_ylabel(r'$\\delta^{18}O ()$')\n",
    "\n",
    "# Set x-axis ticks (default ticks were drawn every 20 kyr).\n",
    "NUM_XTICKS = 14\n",
    "axes[6].set_xlim(0, 130)\n",
    "axes[6].xaxis.set_major_locator(ticker.LinearLocator(NUM_XTICKS))\n",
    "axes[6].xaxis.set_minor_locator(ticker.LinearLocator(2 * NUM_XTICKS - 1))\n",
    "\n",
    "# Draw an x-axis using an alternate scale (depth) along top of figure.\n",
    "ax_top = axes[0].twiny()\n",
    "ax_top.set_xlabel('NEEM depth (m)')\n",
    "ax_top.xaxis.set_label_position('top')\n",
    "ax_top.tick_params(top=True)\n",
    "neem_depth_labels = [1000, 1500, 1600, 1700, 1800, 1900, 2000, 2100, 2200, 2400]\n",
    "supp_data_1.loc[supp_data_1['depth_mid (m)'] >= 1700, 'ageGICC05_mid (yr BP)'].min()\n",
    "depth_to_kyr = lambda d: supp_data_1.loc[supp_data_1['depth_mid (m)'] >= d, 'ageGICC05_mid (yr BP)'].min()\n",
    "ax_top_xticks = [depth_to_kyr(d) for d in neem_depth_labels]\n",
    "ax_top.set_xticks(ax_top_xticks)\n",
    "ax_top.set_xticklabels(neem_depth_labels, rotation=90)\n",
    "\n",
    "# Draw all tick marks inside the plot area.\n",
    "for i in range(7):\n",
    "    axes[i].tick_params(which='both', direction='in')\n",
    "ax_top.tick_params(direction='in')\n",
    "\n",
    "# Only the bottommost plot has tick marks on the x-axis.\n",
    "for i in range(6):\n",
    "    axes[i].tick_params(bottom=False)\n",
    "    axes[i].minorticks_off()\n",
    "\n",
    "# The 2nd, 4th, and 6th plots have y labels and tick marks on the right.\n",
    "for i in [1, 3, 5]:\n",
    "    axes[i].yaxis.set_label_position('right')\n",
    "    axes[i].tick_params(which='both', left=False, right=True, labelleft=False, labelright=True)\n",
    "\n",
    "# Remove lines that don't appear in Figure 1 as published in Nature.\n",
    "for i in [0, 2, 4, 6]:\n",
    "    axes[i].spines['right'].set_visible(False)\n",
    "for i in [1, 3, 5]:\n",
    "    axes[i].spines['left'].set_visible(False)\n",
    "for i in range(6):\n",
    "    axes[i].spines['bottom'].set_visible(False)\n",
    "for i in range(1, 7):\n",
    "    axes[i].spines['top'].set_visible(False)\n",
    "ax_top.spines['right'].set_visible(False)\n",
    "ax_top.spines['bottom'].set_visible(False)\n",
    "    \n",
    "# Subplots 1a-e.\n",
    "# Plot data using a lighter shade (by setting alpha=0.4).\n",
    "supp_data_1['age_kyr'] = supp_data_1['ageGICC05_mid (yr BP)'] / 1000\n",
    "supp_data_1.plot(ax=axes[0], x='age_kyr', y='NH4 (ng/g)', logy='True',\n",
    "                 color='green', alpha=0.4, legend=False)\n",
    "supp_data_1.plot(ax=axes[1], x='age_kyr', y='NO3 (ng/g)', logy='True',\n",
    "                 color='orange', alpha=0.4, legend=False)\n",
    "supp_data_1.plot(ax=axes[2], x='age_kyr', y='Na (ng/g)', logy='True',\n",
    "                 color='blue', alpha=0.4, legend=False)\n",
    "supp_data_1.plot(ax=axes[3], x='age_kyr', y='Ca (ng/g)', logy='True',\n",
    "                 color='red', alpha=0.4, legend=False)\n",
    "supp_data_1.plot(ax=axes[4], x='age_kyr', y='SO4 (ng/g)', logy='True',\n",
    "                 color='purple', alpha=0.4, legend=False)\n",
    "\n",
    "# Calculate the smoothed function. Use min_periods to remove the extraneous \"mean\"\n",
    "# where the actual data is \"NaN\".\n",
    "supp_data_1_smoothed = supp_data_1.rolling(21, min_periods=21, center=True)\n",
    "supp_data_1_rolling_mean = supp_data_1_smoothed.mean()\n",
    "\n",
    "# Plot the 21 point running means of the 10 year data.\n",
    "supp_data_1_rolling_mean.plot(ax=axes[0], x='age_kyr', y='NH4 (ng/g)', logy='True',\n",
    "                              color='green', legend=False)\n",
    "supp_data_1_rolling_mean.plot(ax=axes[1], x='age_kyr', y='NO3 (ng/g)', logy='True',\n",
    "                              color='brown', legend=False)\n",
    "supp_data_1_rolling_mean.plot(ax=axes[2], x='age_kyr', y='Na (ng/g)', logy='True',\n",
    "                              color='blue', legend=False)\n",
    "supp_data_1_rolling_mean.plot(ax=axes[3], x='age_kyr', y='Ca (ng/g)', logy='True',\n",
    "                              color='red', legend=False)\n",
    "supp_data_1_rolling_mean.plot(ax=axes[4], x='age_kyr', y='SO4 (ng/g)', logy='True',\n",
    "                              color='purple', legend=False)\n",
    "\n",
    "# Draw vertical gridlines.\n",
    "for i in range(7):\n",
    "    axes[i].xaxis.grid(which='major')\n",
    "    \n",
    "# Annotate the figure.\n",
    "axes[0].annotate('a', xy=(0.05, 0.85), xycoords='axes fraction', fontsize=20)\n",
    "axes[1].annotate('b', xy=(0.95, 0.85), xycoords='axes fraction', fontsize=20)\n",
    "axes[2].annotate('c', xy=(0.05, 0.85), xycoords='axes fraction', fontsize=20)\n",
    "axes[3].annotate('d', xy=(0.95, 0.85), xycoords='axes fraction', fontsize=20)\n",
    "axes[4].annotate('e', xy=(0.05, 0.85), xycoords='axes fraction', fontsize=20)\n",
    "axes[5].annotate('f', xy=(0.95, 0.85), xycoords='axes fraction', fontsize=20)\n",
    "axes[6].annotate('g', xy=(0.05, 0.85), xycoords='axes fraction', fontsize=20)\n",
    "\n",
    "axes[3].annotate('Hol', xy=(5, 2), xycoords='data', fontsize=16)\n",
    "axes[3].annotate('LGM', xy=(20, 1000), xycoords='data', fontsize=16)\n",
    "axes[3].annotate('Cold stadials', xy=(34, 1000), xycoords='data', fontsize=16)\n",
    "axes[3].annotate('Warm interstadials', xy=(29, 8), xycoords='data', fontsize=16)\n",
    "axes[3].annotate('Eem', xy=(120, 2), xycoords='data', fontsize=16)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(120,2,'Eem')"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# TO DO: gray area on subplots a-c\n",
    "#        see also notes at top of code for Fig 1 (above)\n",
    "\n",
    "# Figure 2\n",
    "# Create a new figure with four subplots.\n",
    "fig, axes = plt.subplots(4, 1, sharex=True, figsize=(15,10))\n",
    "fig.subplots_adjust(hspace=0)\n",
    "\n",
    "# Set labels directly on the axes objects.\n",
    "# Matplotlib includes a subset of latex.\n",
    "# See https://matplotlib.org/users/mathtext.html for documentation.\n",
    "axes[3].set_xlabel('Age (kyr BP GICC05modelext-NEEM-1)')\n",
    "\n",
    "axes[0].set_ylabel(r'$NH_4^+$ (ng $m^{-3}$)')\n",
    "axes[1].set_ylabel(r'$Na^+$ (ng $m^{-3}$)', )\n",
    "axes[2].set_ylabel(r'$Ca^{2+}$ (ng $m^{-3}$)')\n",
    "axes[3].set_ylabel('atm. res. time (day)')\n",
    "\n",
    "# Set x-axis ticks (default ticks were drawn every 20 kyr).\n",
    "NUM_XTICKS = 14\n",
    "axes[3].set_xlim(0, 130)\n",
    "axes[3].xaxis.set_major_locator(ticker.LinearLocator(NUM_XTICKS))\n",
    "axes[3].xaxis.set_minor_locator(ticker.LinearLocator(2 * NUM_XTICKS - 1))\n",
    "\n",
    "# Draw an x-axis using an alternate scale (depth) along top of figure.\n",
    "ax_top = axes[0].twiny()\n",
    "ax_top.set_xlabel('NEEM depth (m)')\n",
    "ax_top.xaxis.set_label_position('top')\n",
    "ax_top.tick_params(top=True)\n",
    "neem_depth_labels = [1000, 1500, 1600, 1700, 1800, 1900, 2000, 2100, 2200, 2400]\n",
    "supp_data_1.loc[supp_data_1['depth_mid (m)'] >= 1700, 'ageGICC05_mid (yr BP)'].min()\n",
    "depth_to_kyr = lambda d: supp_data_1.loc[supp_data_1['depth_mid (m)'] >= d, 'ageGICC05_mid (yr BP)'].min()\n",
    "ax_top_xticks = [depth_to_kyr(d) for d in neem_depth_labels]\n",
    "ax_top.set_xticks(ax_top_xticks)\n",
    "ax_top.set_xticklabels(neem_depth_labels, rotation=90)\n",
    "\n",
    "# Draw all tick marks inside the plot area.\n",
    "for i in range(4):\n",
    "    axes[i].tick_params(which='both', direction='in')\n",
    "ax_top.tick_params(direction='in')\n",
    "\n",
    "# Only the bottommost plot has tick marks on the x-axis.\n",
    "for i in range(3):\n",
    "    axes[i].tick_params(bottom=False)\n",
    "    axes[i].minorticks_off()\n",
    "\n",
    "# The 2nd and 4th plots have y labels and tick marks on the right.\n",
    "for i in [1, 3]:\n",
    "    axes[i].yaxis.set_label_position('right')\n",
    "    axes[i].tick_params(which='both', left=False, right=True, labelleft=False, labelright=True)\n",
    "\n",
    "# Remove lines that don't appear in Figure 2 as published in Nature.\n",
    "for i in [0, 2]:\n",
    "    axes[i].spines['right'].set_visible(False)\n",
    "for i in [1, 3]:\n",
    "    axes[i].spines['left'].set_visible(False)\n",
    "for i in [0, 1, 2]:\n",
    "    axes[i].spines['bottom'].set_visible(False)\n",
    "for i in [1, 2, 3]:\n",
    "    axes[i].spines['top'].set_visible(False)\n",
    "ax_top.spines['right'].set_visible(False)\n",
    "ax_top.spines['bottom'].set_visible(False)\n",
    "\n",
    "# Subplots 2a, 2b, and 2c.\n",
    "# Plot data using a lighter shade (by setting alpha=0.4).\n",
    "supp_data_1['age_kyr'] = supp_data_1['ageGICC05_mid (yr BP)'] / 1000\n",
    "supp_data_1.plot(ax=axes[0], x='age_kyr', y='NH4 (ng/g)', logy='True',\n",
    "                 color='green', alpha=0.4, legend=False)\n",
    "supp_data_1.plot(ax=axes[1], x='age_kyr', y='Na (ng/g)', logy='True',\n",
    "                 color='blue', alpha=0.4, legend=False)\n",
    "supp_data_1.plot(ax=axes[2], x='age_kyr', y='Ca (ng/g)', logy='True',\n",
    "                 color='red', alpha=0.4, legend=False)\n",
    "\n",
    "# Calculate and plot the smoothed function values using a darker line.\n",
    "# Use min_periods to remove extraneous \"mean\" values when the actual data\n",
    "# is \"NaN\".\n",
    "supp_data_1_smoothed = supp_data_1.rolling(21, min_periods=21, center=True)\n",
    "supp_data_1_rolling_mean = supp_data_1_smoothed.mean()\n",
    "\n",
    "# Plot the 21 point running means of the 10 year data.\n",
    "supp_data_1_rolling_mean.plot(ax=axes[0], x='age_kyr', y='NH4 (ng/g)', logy='True',\n",
    "                              color='green', legend=False)\n",
    "supp_data_1_rolling_mean.plot(ax=axes[1], x='age_kyr', y='Na (ng/g)', logy='True',\n",
    "                              color='blue', legend=False)\n",
    "supp_data_1_rolling_mean.plot(ax=axes[2], x='age_kyr', y='Ca (ng/g)', logy='True',\n",
    "                              color='red', legend=False)\n",
    "\n",
    "# Subplot 2d.\n",
    "supp_data_2['age_kyr'] = supp_data_2['ageGICC05_mid (yr BP)'] / 1000\n",
    "supp_data_2.plot(ax=axes[3], x='age_kyr', y='NH4 atm. residence time (days)',\n",
    "                 color='green', label='${NH_4}^+$')\n",
    "supp_data_2.plot(ax=axes[3], x='age_kyr', y='Na atm. residence time (days)',\n",
    "                 color='blue', label='$Na^+$')\n",
    "supp_data_2.plot(ax=axes[3], x='age_kyr', y='Ca atm. residence time (days)',\n",
    "                 color='red', label='$Ca^{2+}$')\n",
    "axes[3].legend(loc='upper left', frameon=False)\n",
    "\n",
    "# Draw vertical gridlines.\n",
    "for i in range(4):\n",
    "    axes[i].xaxis.grid(which='major')\n",
    "\n",
    "# Annotate the figure.\n",
    "axes[0].annotate('a', xy=(0.05, 0.85), xycoords='axes fraction', fontsize=20)\n",
    "axes[1].annotate('b', xy=(0.95, 0.85), xycoords='axes fraction', fontsize=20)\n",
    "axes[2].annotate('c', xy=(0.05, 0.85), xycoords='axes fraction', fontsize=20)\n",
    "axes[3].annotate('d', xy=(0.95, 0.85), xycoords='axes fraction', fontsize=20)\n",
    "\n",
    "axes[2].annotate('Hol', xy=(5, 2), xycoords='data', fontsize=16)\n",
    "axes[2].annotate('LGM', xy=(20, 1000), xycoords='data', fontsize=16)\n",
    "axes[2].annotate('Cold stadials', xy=(34, 1000), xycoords='data', fontsize=16)\n",
    "axes[2].annotate('Warm interstadials', xy=(29, 8), xycoords='data', fontsize=16)\n",
    "axes[2].annotate('Eem', xy=(120, 2), xycoords='data', fontsize=16)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.9,0.85,'j')"
      ]
     },
     "execution_count": 64,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x1440 with 10 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# TO DO: subplot e disagrees with published figure (wrong data?)\n",
    "#        number of bins to use\n",
    "#        used density, but density != relative freq\n",
    "#        fix colors\n",
    "#        subplots f-j\n",
    "#        make a, b, c, ... bold\n",
    "\n",
    "# Figure 3\n",
    "# Create a new figure with ten subplots.\n",
    "fig, axes = plt.subplots(5, 2, figsize=(10,20))\n",
    "\n",
    "# Set labels directly on the axes objects.\n",
    "# Matplotlib includes a subset of latex.\n",
    "# See https://matplotlib.org/users/mathtext.html for documentation.\n",
    "axes[0][0].set_xlabel('${NH_4}^+$ ice conc. (ng $g^{-1}$)')\n",
    "axes[1][0].set_xlabel('${NO_3}^-$ ice conc. (ng $g^{-1}$)')\n",
    "axes[2][0].set_xlabel('${Na}^+$ ice conc. (ng $g^{-1}$)')\n",
    "axes[3][0].set_xlabel('${Ca}^{2+}$ ice conc. (ng $g^{-1}$)')\n",
    "axes[4][0].set_xlabel('${SO_4}^{2-}$ ice conc. (ng $g^{-1}$)')\n",
    "\n",
    "axes[0][1].set_xlabel('${NH_4}^+$ rel. source strength')\n",
    "axes[1][1].set_xlabel('${NO_3}^-$ rel. source strength')\n",
    "axes[2][1].set_xlabel('${Na}^+$ rel. source strength')\n",
    "axes[3][1].set_xlabel('${Ca}^{2+}$ rel. source strength')\n",
    "axes[4][1].set_xlabel('${SO_4}^{2-}$ rel. source strength')\n",
    "\n",
    "for i in range(5):\n",
    "    axes[i][0].set_ylabel('Rel. frequency')\n",
    "\n",
    "# The Holocene (current geological epoch) began about 11,650 cal years BP,\n",
    "# where BP is (in standard practice) defined to be 1 January 1950.\n",
    "# Source: https://en.wikipedia.org/wiki/Holocene\n",
    "#         https://en.wikipedia.org/wiki/Before_Present\n",
    "hol_data_1 = supp_data_1[supp_data_1.age_kyr <= 11.65]\n",
    "\n",
    "# The Eemian (last interglacial period) began about 130,000 years ago and\n",
    "# ended about 115,000 years ago.\n",
    "# Source: https://en.wikipedia.org/wiki/Eemian\n",
    "eem_data_1 = supp_data_1[(supp_data_1.age_kyr >= 115) & (supp_data_1.age_kyr <= 130)]\n",
    "\n",
    "# Subplot a.\n",
    "eem_data_nh4 = supp_data_1[(supp_data_1.age_kyr >= 115) & \n",
    "                           (supp_data_1.age_kyr <= 130)]['NH4 (ng/g)']\n",
    "hol_data_nh4 = supp_data_1[supp_data_1.age_kyr <= 11.65]['NH4 (ng/g)']\n",
    "nh4 = [eem_data_nh4.dropna(), hol_data_nh4.dropna()]\n",
    "axes[0][0].hist(nh4, 50, histtype='bar', density=True)\n",
    "axes[0][0].set_xlim(0, 50)\n",
    "\n",
    "# Subplot b.\n",
    "eem_data_no3 = supp_data_1[(supp_data_1.age_kyr >= 115) & \n",
    "                           (supp_data_1.age_kyr <= 130)]['NO3 (ng/g)']\n",
    "hol_data_no3 = supp_data_1[supp_data_1.age_kyr <= 11.65]['NO3 (ng/g)']\n",
    "no3 = [eem_data_no3.dropna(), hol_data_no3.dropna()]\n",
    "axes[1][0].hist(no3, 25, histtype='bar', density=True)\n",
    "axes[1][0].set_xlim(40, 140)\n",
    "\n",
    "# Subplot c.\n",
    "eem_data_na = supp_data_1[(supp_data_1.age_kyr >= 115) & \n",
    "                          (supp_data_1.age_kyr <= 130)]['Na (ng/g)']\n",
    "hol_data_na = supp_data_1[supp_data_1.age_kyr <= 11.65]['Na (ng/g)']\n",
    "na = [eem_data_na.dropna(), hol_data_na.dropna()]\n",
    "axes[2][0].hist(na, 25, histtype='bar', density=True)\n",
    "axes[2][0].set_xlim(0, 25)\n",
    "\n",
    "# Subplot d.\n",
    "eem_data_ca2 = supp_data_1[(supp_data_1.age_kyr >= 115) & \n",
    "                           (supp_data_1.age_kyr <= 130)]['Ca (ng/g)']\n",
    "hol_data_ca2 = supp_data_1[supp_data_1.age_kyr <= 11.65]['Ca (ng/g)']\n",
    "ca2 = [eem_data_ca2.dropna(), hol_data_ca2.dropna()]\n",
    "axes[3][0].hist(ca2, 25, histtype='bar', density=True)\n",
    "axes[3][0].set_xlim(1, 16)\n",
    "\n",
    "# Subplot e.\n",
    "eem_data_so4 = supp_data_1[(supp_data_1.age_kyr >= 115) & \n",
    "                           (supp_data_1.age_kyr <= 130)]['SO4 (ng/g)']\n",
    "hol_data_so4 = supp_data_1[supp_data_1.age_kyr <= 11.65]['SO4 (ng/g)']\n",
    "so4 = [eem_data_so4.dropna(), hol_data_so4.dropna()]\n",
    "axes[4][0].hist(so4, 25, histtype='bar', density=True)\n",
    "\n",
    "# Annotate the figure.\n",
    "axes[0][0].annotate('a', xy=(0.9, 0.85), xycoords='axes fraction', fontsize=20)\n",
    "axes[1][0].annotate('b', xy=(0.9, 0.85), xycoords='axes fraction', fontsize=20)\n",
    "axes[2][0].annotate('c', xy=(0.9, 0.85), xycoords='axes fraction', fontsize=20)\n",
    "axes[3][0].annotate('d', xy=(0.9, 0.85), xycoords='axes fraction', fontsize=20)\n",
    "axes[4][0].annotate('e', xy=(0.9, 0.85), xycoords='axes fraction', fontsize=20)\n",
    "\n",
    "axes[0][1].annotate('f', xy=(0.9, 0.85), xycoords='axes fraction', fontsize=20)\n",
    "axes[1][1].annotate('g', xy=(0.9, 0.85), xycoords='axes fraction', fontsize=20)\n",
    "axes[2][1].annotate('h', xy=(0.9, 0.85), xycoords='axes fraction', fontsize=20)\n",
    "axes[3][1].annotate('i', xy=(0.9, 0.85), xycoords='axes fraction', fontsize=20)\n",
    "axes[4][1].annotate('j', xy=(0.9, 0.85), xycoords='axes fraction', fontsize=20)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(0, 50)"
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "eem_data_nh4 = supp_data_1[(supp_data_1.age_kyr >= 115) & \n",
    "                           (supp_data_1.age_kyr <= 130)]['NH4 (ng/g)']\n",
    "hol_data_nh4 = supp_data_1[supp_data_1.age_kyr <= 11.65]['NH4 (ng/g)']\n",
    "\n",
    "nh4 = [eem_data_nh4.dropna(), hol_data_nh4.dropna()]\n",
    "plt.hist(nh4, 50, histtype='bar', density=True)\n",
    "plt.xlim(0, 50)"
   ]
  }
 ],
 "metadata": {
  "anaconda-cloud": {},
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}