schupbach2018-figs.ipynb
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{
"cells": [
{
"cell_type": "code",
"execution_count": 89,
"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": 90,
"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, na_values=['NaN', '#VALUE!'])"
]
},
{
"cell_type": "code",
"execution_count": 91,
"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": 91,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"supp_data_1.columns"
]
},
{
"cell_type": "code",
"execution_count": 92,
"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": 92,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"supp_data_2.columns"
]
},
{
"cell_type": "code",
"execution_count": 93,
"metadata": {},
"outputs": [],
"source": [
"# Add column for age in kyr to each DataFrame.\n",
"supp_data_1['age_kyr'] = supp_data_1['ageGICC05_mid (yr BP)'] / 1000\n",
"supp_data_2['age_kyr'] = supp_data_2['ageGICC05_mid (yr BP)'] / 1000"
]
},
{
"cell_type": "code",
"execution_count": 94,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"2630 33490.0091\n",
"2631 33500.0082\n",
"2632 33509.9918\n",
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"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",
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"11434 128509.9491\n",
"11435 128520.0282\n",
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"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": 94,
"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": 95,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"33490.0091"
]
},
"execution_count": 95,
"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": 96,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"123.3099824"
]
},
"execution_count": 96,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"supp_data_2.loc[supp_data_2['depth_mid (m)'] >= 2400, 'age_kyr'].min()"
]
},
{
"cell_type": "code",
"execution_count": 97,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[7.1899559,\n",
" 15.4499691,\n",
" 23.48005,\n",
" 33.4900091,\n",
" 42.43005,\n",
" 53.0400041,\n",
" 70.6099891,\n",
" 86.52002499999999,\n",
" 107.96999240000001,\n",
" 123.3099824]"
]
},
"execution_count": 97,
"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, 'age_kyr'].min()\n",
"depth_to_kyr = lambda d: supp_data_1.loc[supp_data_1['depth_mid (m)'] >= d, 'age_kyr'].min()\n",
"\n",
"ax_top_xticks = [depth_to_kyr(d) for d in neem_depth_labels]\n",
"ax_top_xticks"
]
},
{
"cell_type": "code",
"execution_count": 98,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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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",
"# 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",
"# 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, 'age_kyr'].min()\n",
"depth_to_kyr = lambda d: supp_data_1.loc[supp_data_1['depth_mid (m)'] >= d, 'age_kyr'].min()\n",
"ax_top.set_xlim(0, 130)\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",
"# Use log scale for y-axis in subplots a-e, but don't use exponential format for y-axis labels.\n",
"for i in range(5):\n",
" axes[i].set_yscale('log')\n",
" axes[i].yaxis.set_major_formatter(ticker.ScalarFormatter())\n",
"\n",
"# The 2nd, 4th, and 6th plots have y-axis 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 [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.plot(ax=axes[0], x='age_kyr', y='NH4 (ng/g)', color='green', alpha=0.4, legend=False)\n",
"supp_data_1.plot(ax=axes[1], x='age_kyr', y='NO3 (ng/g)', color='orange', alpha=0.4, legend=False)\n",
"supp_data_1.plot(ax=axes[2], x='age_kyr', y='Na (ng/g)', color='blue', alpha=0.4, legend=False)\n",
"supp_data_1.plot(ax=axes[3], x='age_kyr', y='Ca (ng/g)', color='red', alpha=0.4, legend=False)\n",
"supp_data_1.plot(ax=axes[4], x='age_kyr', y='SO4 (ng/g)', 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)', color='green', legend=False)\n",
"supp_data_1_rolling_mean.plot(ax=axes[1], x='age_kyr', y='NO3 (ng/g)', color='brown', legend=False)\n",
"supp_data_1_rolling_mean.plot(ax=axes[2], x='age_kyr', y='Na (ng/g)', color='blue', legend=False)\n",
"supp_data_1_rolling_mean.plot(ax=axes[3], x='age_kyr', y='Ca (ng/g)', color='red', legend=False)\n",
"supp_data_1_rolling_mean.plot(ax=axes[4], x='age_kyr', y='SO4 (ng/g)', color='purple', legend=False)\n",
"\n",
"# Draw vertical gridlines.\n",
"for i in range(7):\n",
" axes[i].xaxis.grid(which='major')\n",
"for i in [0, 2, 4, 6]:\n",
" axes[i].spines['right'].set_color('lightgrey')\n",
" \n",
"# Annotate the figure.\n",
"axes[0].annotate('a', xy=(0.05, 0.85), xycoords='axes fraction', fontsize=20, fontweight='bold')\n",
"axes[1].annotate('b', xy=(0.95, 0.85), xycoords='axes fraction', fontsize=20, fontweight='bold')\n",
"axes[2].annotate('c', xy=(0.05, 0.85), xycoords='axes fraction', fontsize=20, fontweight='bold')\n",
"axes[3].annotate('d', xy=(0.95, 0.85), xycoords='axes fraction', fontsize=20, fontweight='bold')\n",
"axes[4].annotate('e', xy=(0.05, 0.85), xycoords='axes fraction', fontsize=20, fontweight='bold')\n",
"axes[5].annotate('f', xy=(0.95, 0.85), xycoords='axes fraction', fontsize=20, fontweight='bold')\n",
"axes[6].annotate('g', xy=(0.05, 0.85), xycoords='axes fraction', fontsize=20, fontweight='bold')\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)\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_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",
"axes[6].set_xlabel('Age (kyr BP GICC05modelext-NEEM-1)')\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",
"# Only the bottommost plot has tick marks on the x-axis.\n",
"for i in range(6):\n",
" axes[i].tick_params(axis='x', which='both', bottom=False)\n",
" \n",
"# Tweak y-axis settings for subplot b.\n",
"axes[1].set_ylim(40, 250)\n",
"axes[1].set_yticks([50, 100, 200])\n",
"axes[1].get_yaxis().set_major_formatter(ticker.ScalarFormatter())\n",
"axes[1].get_yaxis().set_minor_formatter(ticker.NullFormatter())"
]
},
{
"cell_type": "code",
"execution_count": 99,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"2432.2073\n"
]
}
],
"source": [
"kyr_to_depth = lambda y: supp_data_2.loc[supp_data_2['age_kyr'] <= y, 'depth_mid (m)'].max()\n",
"print(kyr_to_depth(130))"
]
},
{
"cell_type": "code",
"execution_count": 100,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"NH4source (ng/m3) 127.979238\n",
"Nasource (ng/m3) 88.577290\n",
"Casource (ng/m3) 27.611878\n",
"dtype: float64"
]
},
"execution_count": 100,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Plot the dashed lines indicating the early Holocene average.\n",
"# Dates selected based on the title of Figure 3.\n",
"early_hol_data_2 = supp_data_2[(supp_data_2.age_kyr >= 7.6) & (supp_data_2.age_kyr <= 9.8)][['NH4source (ng/m3)', 'Nasource (ng/m3)', 'Casource (ng/m3)']]\n",
"early_hol_data_2.mean()"
]
},
{
"cell_type": "code",
"execution_count": 101,
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
"text/plain": [
"Text(120,2,'Eem')"
]
},
"execution_count": 101,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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\n",
"text/plain": [
"<Figure size 1080x720 with 5 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# 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",
"# 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_2.loc[supp_data_2['depth_mid (m)'] >= 1700, 'age_kyr'].min()\n",
"depth_to_kyr = lambda d: supp_data_2.loc[supp_data_2['depth_mid (m)'] >= d, 'age_kyr'].min()\n",
"ax_top.set_xlim(0, 130)\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",
"ax_top.tick_params(direction='in')\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",
"\n",
"# Use log scale for y-axis in subplots a-c, but don't use exponential format for y-axis labels.\n",
"for i in range(3):\n",
" axes[i].set_yscale('log')\n",
" axes[i].yaxis.set_major_formatter(ticker.ScalarFormatter())\n",
"\n",
"# The 2nd and 4th plots have y-axis 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 [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 gray bands first.\n",
"x = supp_data_2['age_kyr']\n",
"axes[0].fill_between(x, supp_data_2['NH4source+1sigma (ng/m3)'], supp_data_2['NH4source-1sigma (ng/m3)'],\n",
" facecolor='lightgray')\n",
"axes[1].fill_between(x, supp_data_2['Nasource+1sigma (ng/m3)'], supp_data_2['Nasource-1sigma (ng/m3)'],\n",
" facecolor='lightgray')\n",
"axes[2].fill_between(x, supp_data_2['Casource+1sigma (ng/m3)'], supp_data_2['Casource-1sigma (ng/m3)'],\n",
" facecolor='lightgray')\n",
"\n",
"# Plot data using a lighter shade (by setting alpha=0.4).\n",
"supp_data_2.plot(ax=axes[0], x='age_kyr', y='NH4source (ng/m3)', color='green', alpha=0.4, legend=False)\n",
"supp_data_2.plot(ax=axes[1], x='age_kyr', y='Nasource (ng/m3)', color='blue', alpha=0.4, legend=False)\n",
"supp_data_2.plot(ax=axes[2], x='age_kyr', y='Casource (ng/m3)', 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 is \"NaN\".\n",
"supp_data_2_smoothed = supp_data_2.rolling(21, min_periods=21, center=True)\n",
"supp_data_2_rolling_mean = supp_data_2_smoothed.mean()\n",
"\n",
"# Plot the 21 point running means of the 10 year data.\n",
"supp_data_2_rolling_mean.plot(ax=axes[0], x='age_kyr', y='NH4source (ng/m3)', color='green', legend=False)\n",
"supp_data_2_rolling_mean.plot(ax=axes[1], x='age_kyr', y='Nasource (ng/m3)', color='blue', legend=False)\n",
"supp_data_2_rolling_mean.plot(ax=axes[2], x='age_kyr', y='Casource (ng/m3)', color='red', legend=False)\n",
"\n",
"# Plot the dashed lines indicating the early Holocene average.\n",
"# Dates selected based on the title of Figure 3.\n",
"early_hol_data_2 = supp_data_2[(supp_data_2.age_kyr >= 7.6) & (supp_data_2.age_kyr <= 9.8)][['NH4source (ng/m3)', 'Nasource (ng/m3)', 'Casource (ng/m3)']]\n",
"early_hol_mean = early_hol_data_2.mean()\n",
"axes[0].axhline(y=early_hol_mean['NH4source (ng/m3)'], color='black', linestyle='--')\n",
"axes[1].axhline(y=early_hol_mean['Nasource (ng/m3)'], color='black', linestyle='--')\n",
"axes[2].axhline(y=early_hol_mean['Casource (ng/m3)'], color='black', linestyle='--')\n",
"\n",
"# Subplot 2d.\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",
"for i in [0, 2]:\n",
" axes[i].spines['right'].set_color('lightgrey')\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_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",
"axes[3].set_xlabel('Age (kyr BP GICC05modelext-NEEM-1)')\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",
"# Only the bottommost plot has tick marks on the x-axis.\n",
"for i in range(3):\n",
" axes[i].tick_params(axis='x', which='both', bottom=False)\n",
"\n",
"# Tweak y-axis settings to correspond to published figure.\n",
"axes[0].set_ylim(1, 3000)\n",
"axes[1].set_ylim(10, 1000)\n",
"axes[2].set_ylim(10, 10000)\n",
"axes[3].set_ylim(0, 25)\n",
" \n",
"# Annotate the figure.\n",
"axes[0].annotate('a', xy=(0.05, 0.85), xycoords='axes fraction', fontsize=20, fontweight='bold')\n",
"axes[1].annotate('b', xy=(0.95, 0.85), xycoords='axes fraction', fontsize=20, fontweight='bold')\n",
"axes[2].annotate('c', xy=(0.05, 0.85), xycoords='axes fraction', fontsize=20, fontweight='bold')\n",
"axes[3].annotate('d', xy=(0.95, 0.85), xycoords='axes fraction', fontsize=20, fontweight='bold')\n",
"\n",
"axes[2].annotate('Hol', xy=(5, 80), 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": 102,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1080x720 with 3 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, axes = plt.subplots(3, 1, sharex=True, figsize=(15,10))\n",
"\n",
"NUM_XTICKS = 14\n",
"axes[2].set_xlim(0, 130)\n",
"axes[2].xaxis.set_major_locator(ticker.LinearLocator(NUM_XTICKS))\n",
"axes[2].xaxis.set_minor_locator(ticker.LinearLocator(2 * NUM_XTICKS - 1))\n",
"\n",
"for i in range(2):\n",
" axes[i].tick_params(axis='x', which='both', bottom=False)"
]
},
{
"cell_type": "code",
"execution_count": 103,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x1440 with 10 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# TO DO: appear to have plotted the wrong values\n",
"# subplot e disagrees with published figure (wrong data?)\n",
"# number of bins to use?\n",
"# plotted density, but density != relative freq?\n",
"# subplots f-j: wrong or missing data?\n",
"# Please see comments written in ALL CAPS in the code below\n",
"# for pointers to the problems.\n",
"\n",
"# Figure 3\n",
"# Create a new figure with ten subplots. An adjustment is necessary to\n",
"# eliminate a vertical gap between the title and subplots.\n",
"fig, axes = plt.subplots(5, 2, figsize=(10,20))\n",
"fig.suptitle('10-year means (7.6-9.8 vs. 124.3-126.5 kyr BP)', fontsize=20)\n",
"fig.subplots_adjust(top=0.95)\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",
"# Dates selected based on the title of the published figure\n",
"# (instead of the dates in the comments above). \n",
"hol_data_1 = supp_data_1[(supp_data_1.age_kyr >= 7.6) & (supp_data_1.age_kyr <= 9.8)]\n",
"hol_data_2 = supp_data_2[(supp_data_2.age_kyr >= 7.6) & (supp_data_2.age_kyr <= 9.8)]\n",
"eem_data_1 = supp_data_1[(supp_data_1.age_kyr >= 124.3) & (supp_data_1.age_kyr <= 126.5)]\n",
"eem_data_2 = supp_data_2[(supp_data_2.age_kyr >= 124.3) & (supp_data_2.age_kyr <= 126.5)]\n",
"\n",
"# Lighter colors represent the Eemian reference period, and darker colors\n",
"# represent the early Holocene.\n",
"nh4_colors = ['greenyellow', 'olivedrab']\n",
"no3_colors = ['navajowhite', 'chocolate']\n",
"na_colors = ['lightsteelblue', 'mediumblue']\n",
"ca2_colors = ['pink', 'red']\n",
"so4_colors = ['plum', 'indigo']\n",
"\n",
"# Subplot a. NBINS? REL FREQ?\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', color=nh4_colors, edgecolor='k', density=True)\n",
"axes[0][0].set_xlim(0, 50)\n",
"\n",
"# Subplot b. NBINS? REL FREQ?\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', color=no3_colors, edgecolor='k', density=True)\n",
"axes[1][0].set_xlim(40, 140)\n",
"\n",
"# Subplot c. NBINS? REL FREQ?\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', color=na_colors, edgecolor='k', density=True)\n",
"axes[2][0].set_xlim(0, 25)\n",
"\n",
"# Subplot d. NBINS? REL FREQ?\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', color=ca2_colors, edgecolor='k', density=True)\n",
"axes[3][0].set_xlim(1, 16)\n",
"\n",
"# Subplot e. NBINS? REL FREQ? WRONG DATA?\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', color=so4_colors, edgecolor='k', density=True)\n",
"\n",
"# Subplot f. WRONG DATA?\n",
"eem_data_nh4 = supp_data_2[(supp_data_2.age_kyr >= 115) & \n",
" (supp_data_2.age_kyr <= 130)]['NH4source (ng/m3)']\n",
"hol_data_nh4 = supp_data_2[supp_data_2.age_kyr <= 11.65]['NH4source (ng/m3)']\n",
"nh4 = [eem_data_nh4.dropna(), hol_data_nh4.dropna()]\n",
"axes[0][1].hist(nh4, 50, histtype='bar', color=nh4_colors, edgecolor='k', density=True)\n",
"axes[0][1].set_xlim(0, 1000)\n",
"\n",
"# Subplot g. MISSING DATA?\n",
"\n",
"# Subplot h. WRONG DATA?\n",
"eem_data_na = supp_data_2[(supp_data_2.age_kyr >= 115) & \n",
" (supp_data_2.age_kyr <= 130)]['Nasource (ng/m3)']\n",
"hol_data_na = supp_data_2[supp_data_2.age_kyr <= 11.65]['Nasource (ng/m3)']\n",
"nh4 = [eem_data_na.dropna(), hol_data_na.dropna()]\n",
"axes[2][1].hist(na, 50, histtype='bar', color=na_colors, edgecolor='k', density=True)\n",
"#axes[2][1].set_xlim(0, 500)\n",
"\n",
"# Subplot i. WRONG DATA? \n",
"eem_data_ca2 = supp_data_2[(supp_data_2.age_kyr >= 115) & \n",
" (supp_data_2.age_kyr <= 130)]['Casource (ng/m3)']\n",
"hol_data_ca2 = supp_data_2[supp_data_2.age_kyr <= 11.65]['Casource (ng/m3)']\n",
"ca2 = [eem_data_ca2.dropna(), hol_data_ca2.dropna()]\n",
"axes[3][1].hist(ca2, 25, histtype='bar', color=ca2_colors, edgecolor='k', density=True)\n",
"#axes[3][1].set_xlim(1, 16)\n",
"\n",
"# Subplot j. MISSING DATA?\n",
"\n",
"# Annotate the figure.\n",
"for i, j, ch in [(0,0,'a'), (1,0,'b'), (2,0,'c'), (3,0,'d'), (4,0,'e'),\n",
" (0,1,'f'), (1,1,'g'), (2,1,'h'), (3,1,'i'), (4,1,'j')]:\n",
" axes[i][j].annotate(ch, xy=(0.9, 0.85), xycoords='axes fraction', fontsize=20, fontweight='bold') \n",
"\n",
"# Equivalent to the preceding for loop.\n",
"#axes[0][0].annotate('a', xy=(0.9, 0.85), xycoords='axes fraction', fontsize=20, fontweight='bold')\n",
"#axes[1][0].annotate('b', xy=(0.9, 0.85), xycoords='axes fraction', fontsize=20, fontweight='bold')\n",
"#axes[2][0].annotate('c', xy=(0.9, 0.85), xycoords='axes fraction', fontsize=20, fontweight='bold')\n",
"#axes[3][0].annotate('d', xy=(0.9, 0.85), xycoords='axes fraction', fontsize=20, fontweight='bold')\n",
"#axes[4][0].annotate('e', xy=(0.9, 0.85), xycoords='axes fraction', fontsize=20, fontweight='bold')\n",
"\n",
"#axes[0][1].annotate('f', xy=(0.9, 0.85), xycoords='axes fraction', fontsize=20, fontweight='bold')\n",
"#axes[1][1].annotate('g', xy=(0.9, 0.85), xycoords='axes fraction', fontsize=20, fontweight='bold')\n",
"#axes[2][1].annotate('h', xy=(0.9, 0.85), xycoords='axes fraction', fontsize=20, fontweight='bold')\n",
"#axes[3][1].annotate('i', xy=(0.9, 0.85), xycoords='axes fraction', fontsize=20, fontweight='bold')\n",
"#axes[4][1].annotate('j', xy=(0.9, 0.85), xycoords='axes fraction', fontsize=20, fontweight='bold')\n"
]
},
{
"cell_type": "code",
"execution_count": 104,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(0, 50)"
]
},
"execution_count": 104,
"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)"
]
},
{
"cell_type": "code",
"execution_count": 106,
"metadata": {},
"outputs": [],
"source": [
"import this"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"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
}