From 8eac845b2fc55318ada6e0be07610b3e4f6beba5 Mon Sep 17 00:00:00 2001 From: Linda Markowsky Date: Wed, 17 Apr 2019 22:39:11 -0400 Subject: [PATCH] Updated jupyter notebook. --- examples/python/example-schupbach2018/schupbach2018-figs.ipynb | 105 +++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++------------ 1 file changed, 93 insertions(+), 12 deletions(-) diff --git a/examples/python/example-schupbach2018/schupbach2018-figs.ipynb b/examples/python/example-schupbach2018/schupbach2018-figs.ipynb index f54ebbd..7a9cede 100644 --- a/examples/python/example-schupbach2018/schupbach2018-figs.ipynb +++ b/examples/python/example-schupbach2018/schupbach2018-figs.ipynb @@ -81,7 +81,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 5, "metadata": { "scrolled": false }, @@ -92,7 +92,7 @@ "Text(120,2,'Eem')" ] }, - "execution_count": 7, + "execution_count": 5, "metadata": {}, "output_type": "execute_result" }, @@ -157,7 +157,7 @@ " axes[i].spines['top'].set_visible(False)\n", "\n", "# Subplots 2a, 2b, and 2c.\n", - "# Plot data with alpha=0.4.\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", @@ -209,7 +209,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 6, "metadata": {}, "outputs": [ { @@ -218,7 +218,7 @@ "Text(120,2,'Eem')" ] }, - "execution_count": 8, + "execution_count": 6, "metadata": {}, "output_type": "execute_result" }, @@ -285,7 +285,8 @@ "for i in range(1, 7):\n", " axes[i].spines['top'].set_visible(False)\n", "\n", - "# Plot some data.\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", @@ -337,7 +338,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 64, "metadata": {}, "outputs": [ { @@ -346,13 +347,13 @@ "Text(0.9,0.85,'j')" ] }, - "execution_count": 9, + "execution_count": 64, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -362,6 +363,7 @@ } ], "source": [ + "# TO DO: WRONG DATA? DENSITY!=RELATIVE FREQ. FIX COLORS.\n", "# Figure 3\n", "# Create a new figure with ten subplots.\n", "fig, axes = plt.subplots(5, 2, figsize=(10,20))\n", @@ -384,6 +386,56 @@ "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", @@ -400,10 +452,39 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 50, "metadata": {}, - "outputs": [], - "source": [] + "outputs": [ + { + "data": { + "text/plain": [ + "(0, 50)" + ] + }, + "execution_count": 50, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "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": { -- libgit2 0.24.6