{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Using a Python Jupyter Notebook for processing ice core data from NSF Arctic Data Center\n", "\n", "\n", "## Source Data\n", "- Downloaded from NSF Arctic Data Center on 13 Feb 2019 by Jessica Scheick\n", "- citation: Joseph R. McConnell. 2018. Aerosol and chemical measurements from ice cores, Summit, Greenland, 1446-1763. urn:node:ARCTIC. doi:10.18739/A26T0GW17.\n", "\n", "\n", "## Problem Statement and Objective\n", "- Develop basic tools for working with and using ice core datasets. Here we import one such dataset and use basic plotting in Python to visualize it.\n" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "'''\n", "CREATED: 13 February 2019\n", "LAST UPDATE: 9 May 2019\n", "\n", "@author: Jessica Scheick (Github @JessicaS11; Gitlab @scheick)\n", "\n", "LICENSE AND USE:\n", "GNU GPLv3 (GNU General Public License v3.0)\n", "A copy of the license text is provided in the same directory as this notebook (filename: LICENSE.txt)\n", "Please acknowledge the original author (Jessica Scheick) in any derivative works\n", "\n", "REQUIREMENTS:\n", "This is a Python 3.x Jupyter Notebook\n", "Running this script requires the requisite data file to be downloaded a priori and stored in the ./data directory with a filename as specified in the code.\n", "\n", "DESCRIPTION:\n", "See Problem Statement and Objective, above\n", "\n", "NOTES:\n", "None\n", "'''\n", "\n", "#load libraries\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import csv\n", "import pandas as pd" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "#load the datasets (assumes data is located in a subdirectory of this jupyter notebook called 'data')\n", "c14 = pd.read_csv('./data/C14_prelim_database_121418.csv',\\\n", " sep=',', header=0)\n", " \n", "Summit = pd.read_csv('./data/SummitBID_database_121418.csv',\\\n", " sep=',', header=0)\n" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "#replace no data values with nan. Requires knowledge of no data value a priori.\n", "#df.replace and masks that are np arrays will not work!\n", "c14 = c14.mask(np.isclose(c14,-0.999), np.nan)\n", "Summit = Summit.mask(np.isclose(Summit,-0.999), np.nan)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Index([u'depth_m', u'depth_mweq', u'year', u'BCconc_ppb', u'h2o2_uM',\n", " u'nh4_uM', u'hno3_uM', u'insoluble_particle_counts_ug_g',\n", " u'dO18_permil', u'dD_permil', u'Na_ng_g', u'S_ng_g', u'Cl_ng_g',\n", " u'Ca_ng_g', u'Br_ng_g', u'Sr_ng_g'],\n", " dtype='object')\n", "Index([u'depth_m', u'depth_mweq', u'year', u'BCconc_ppb', u'h2o2_uM',\n", " u'nh4_uM', u'hno3_uM', u'insoluble_particle_counts_ug_g',\n", " u'dO18_permil', u'dD_permil', u'Na_ng_g', u'S_ng_g', u'Cl_ng_g',\n", " u'Ca_ng_g', u'Br_ng_g', u'Sr_ng_g'],\n", " dtype='object')\n", " depth_m year Na_ng_g\n", "0 80.305 1772.899 4.610\n", "1 80.315 1772.851 4.610\n", "2 80.325 1772.804 3.754\n", "3 80.335 1772.757 2.451\n", "4 80.345 1772.710 1.525\n", "5 80.355 1772.663 1.150\n", "6 80.365 1772.616 NaN\n", "7 80.375 1772.569 0.809\n", "8 80.385 1772.522 0.860\n", "9 80.395 1772.475 1.045\n", "10 80.405 1772.427 1.329\n" ] } ], "source": [ "print c14.columns\n", "print Summit.columns\n", "\n", "print c14.loc[0:10,['depth_m','year','Na_ng_g']]" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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b9VuZ2CYiIiIiA1zWpwS08w3gMXdfkY6dXXfdddx7771JbZWVlVRWVqZj9yIi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\nPXo2N7IAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#plot some of the data\n", "\n", "#plot time and depth vs S for c14 data\n", "#as it stands right now, this plot suggests to me that the year-depth relationship is not consistent!!!\n", "#clarify this\n", "\n", "fig, axes = plt.subplots(nrows=1, ncols=1, figsize=(8,5), squeeze=False)\n", "\n", "axes[0,0].scatter(c14.year, c14.S_ng_g, color='blue', label='Sulfur by date')\n", "axes[0,0].set_xlim(min(c14.year),max(c14.year))\n", "\n", "axes002 = axes[0,0].twiny()\n", "#axes002.set_xlim(axes[0,0].get_xlim())\n", "axes002.scatter(c14.depth_m, c14.S_ng_g, color='green', label='Sulfur by depth')\n", "axes002.invert_xaxis()\n", "axes002.set_xlim(max(c14.depth_m),min(c14.depth_m))\n", "\n", "axes[0,0].legend(loc=2)\n", "axes002.legend(loc=1)\n", "\n", "axes[0,0].set_xlabel('Year (CE)')\n", "axes002.set_xlabel('Depth (m)')\n", "axes[0,0].set_ylabel('Sulfur (ng/g)')\n", "\n", "#axes002.cla()\n", "\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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KqFH52sF77ZWfP/YYHHVUfvyzJo/k3Hlnvq91Sx92WD71acwYL/ggDaH+Bu995OO7Bq9U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\nFfT/AQk9uVlblJ7rAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#given how the above figure looks, is the relationship between date and depth linear?\n", "fig, axes = plt.subplots(nrows=1, ncols=1, figsize=(5,5), squeeze=False)\n", "\n", "axes[0,0].scatter(c14.year, c14.depth_m, color='red', s=2)\n", "axes[0,0].axis('equal')\n", "\n", "axes[0,0].set_xlabel('Year')\n", "axes[0,0].set_ylabel('Depth')\n", " \n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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GtXvzzTd94MCB3qVLF09LS4tKS7N06VK/6KKLfK+99vLOnTv7vvvu66effrr/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Ckjp6j3iyYpre0J6JONjY117ISnxHHkQth5V0/3wiYS9l4Bx1w93Yvei+8aCLjg0OSe7kl0WLRa\nbeM21Tl9bufLSkcpG/ZsUO8XTEbOPUUJ6JSNjY1l7Alm4vjLi+B3w5dn93RPbKzgHycZXtl2KEnC\nODxJ+r+xd69o2MZtqrN7ifS/00ctXtrFCEfKUyPi3ycbGxvr1M/t6R70PkRgTyEcmgJOH5z1RU/3\nyMYK6a0w8beQbi9nJIyGOT3dg27BNm5jwWLsR7fgqIvufX3kQrexSVqOXdLTPeh91HnglXLpdbTP\nRpvuJ+sAuN/o6V70TuQJXyAY8pG7qUe7EzWBUZaa9UtwN3o3L27k/IvaOVJwE41fBHqmD9m10sUa\n7RKDkEwWuo1NH0IE9s+EZgtJoCLxrwjV23ixAtLbIJDfNYBDai2//v1GuOTlnu5Fz9I0zryNTeTU\neaC8rPPPCy+C3T3Ynag5PgY4aNrM9tzGQsYX/OKeIu6csqzn+hDIl/73uykY4SFdSFfvN1vdGXgk\nId2ysbExoeUc+NNbcMpCdnjj2IR3J2JOjJSyrjsSMIxEsyqd3ga1V6kNW5Bibms9ielnvPnwGz3d\ng55n+7eh3fa7xZXKB2DVOmhxAPDYY/DnX6boqm1Gi6VmKXC3JzGBfPLzIT8731r7hlnQkW7ezgod\n6dIDO+AiPR08Hnj95jLmjZ+napbZYpJ1enoYnLR1BW1sup3td0qDTY6J/+TDUnjrN93Tp0gY8pn0\n/1tPGjab57zV+jHF4L86j3r7oYnm7x1whPHjdfaVlyV38qz8PN8zX1o6NlO5SXaiDZk9OFmanLz9\ni7h2p5NDl8KXZ8V2jJ4OB/7bvXB8bIRvUk8WvvwS3E43WWdnxa1b3cZha0oatnEbDcEHkWeqC5cL\nRg6yaBxuWw571MYnX2ZG14c98zqXGObNg7IycGQ6WLd0Hb57fKwtXYvvHh9/vv0p4+M05cLb/xNd\nH6wgD1Z9me4u/9nXz7eMSPzj4msL43eshmAi2fCPjdsNPiQZe9E+KxJJdi3s+DacyQ6/7kQ4Jz2b\ni/IiGEBFAX63SfIyPemDVWul/5/90FSv9jsP7eNWPTu6xQGr1nE9v7fel+5E8TznlXKom9+z/YmV\nisckPdVI2fl16f96j2GziNh9veI6+gh+cRiah0R/vDoP7C3ouefsjrvgw9sje8/+mao/Zwb/vOni\nm+LUqW6kMddSM9u4jYY985hxoIyy4LMoL9tiTNfhy2DVOiqu6TI+vTd8ZO29IrB/RudNOqN2HWtf\nc+Dzwbp14HB0NXU5XVzlugqX00WHaDK6p7fB0a9Y60M0fHEONBSoNl2WXcDAzydaezjUzoM3nktM\n37RIxAPr1XI4kxXfY7en6Rtu3eX02TcjsQ/4LwbG9v46D/zmQ+ncx4uGK+N3LDmkaI+JWkJt0NB5\n85n4fXa8kL/Ds9vhTEjs8Bknr1+9nUCzcT7CgH4D+MqgK8H7GDzSAftnB4/tUoUZXHLkccPjXHPp\nTKZPN+7u3ZffiifPgxDNTZKoa/3FCtWSsWyI86SPRy+QxgnZYeFd6k1QJ+LM+a/DgRmRv2/0Nun/\nzlAS9UpnupBO1olZkR1z/3R1uEqLA/6nXlpJjYTd1wYnXOtg9evhqwvxJJCrOVlk72zpe/ztP6Tn\nv1ab0L9PO6G+a9XC6YSi4J8jBvWQWlIsTq+T1op82MatHqEnviMdDk5CeNpHQcM6trzj6DQo3U43\nnjyNeFfle2s9pJ9w4fFA0eQu43P+ZDeF4wrNH7Z1HnhpLdRehWeqi7Vr4aqrwGXioTc1vAP5MCaB\nWZMvvwa/f6/TC/OU28fO5e+xf0Ul+UMuNH//3+6DnXdoPuhiJvQ3PnJx/A3DloHSg+XZndAW43KY\nzIZH4efHzRNlmqxllUaMiOS5+NNaqI+jJ1OmI02aED12Cv7y28jfv+HRrkHo6ER4olEyICofhsMx\nKhPsuhE+j3FAUIQUAcGBStB+2IsCbPmR9PqTr0sDldmg0BNL2ifGSdekfJ5frICfH2f0OeNwO92G\nb713xr28ek1l1/fU4TtFi3QrMDoznRTlFeHxSIO3ZpvgoF62sIz5eVF4Rs84op/QndL43eTs9Xrt\ncInCiS7+Y4k0TsgOi/l58ykcG8E9JwIHppg2SwhfDoj8Pa2KZ2R5WdhK57zx89j5gzfIboogdCPj\ny/BtLQ54oYplVDNp+CRrx/lsmtpADk5AbklbS/Xt1cwaHaGxbMTWe8ON5zoPrP5L559Tdm0CIeQc\nhJ6SM054rrrzT6cTqrv+ZPook9lgomgcz6B+DvN2SjqAWg+X5A631Nw2brVo7wcHQ2ade+bBHzcw\nf7KL118Pf0vZwvB4V9V7y8s6wwdCKV9cHv6w9efBX5+GVWsZUe7j6Rn6nloj9AxvQVQMsIkcC9Pb\npP+DXpi8LOnh4Mh08NYtfzZ+75lzuh78Gg86TUSsL4e194OX/tK1ZLXhCWvvi4SyoKzNiXGwOk4S\nN7uXSA/Xtb82brdrsbXjNRTAs9WwZbm19kcvlDwXLQ74w0bYEOcyjnuKoCx4k0WiwywCp4fA5v8I\nTyqqL4L3HuSc8k148tSDhifPw9PFT7P0kqU8Ne8FHE2FmobIeV8WUrHaxX9cFWPSj3IJWuaFd8MG\nawGB1Z531ff6c9VhHtKwSXVAL/A0AYSK7QfPs3zf1tbCkouXGB7i1om34nbDLBPbYM4cqL6jOszA\ndWY6qb6ja8Surg43cJWDuhy+tfKalcYfqGTH1+HnAWlCF2p0NBRw7pkCzbfJDG+ep22sBOXKhoeM\n1x4PlJdrH6t8SXnYNSyTFjqk13lgVUUwjtewi/Flx50wMAoFIaUhqjAgHW9JHux1S9cxboSD2p+V\nUzDS4gQlZEleyaLLp7Djzh347vHx3FdNVgh3a1zHARc/uekqpoyaQtU3qvDd4+OioRdZ65cRtQvC\nQ3OC3v2VK8Hng+ry2YgPdfBY4WNcOfZKHit8DPEhkYqlFcxLe5hLP67gsezjVLw6jocfhooKOH4c\nxinEKDz5Ht0JYyKpuGUdJ38S4JmiF6HdotPqjIMZB8q45x5rzQVRtAP0BEEoBV4afeu/MWHo7dw3\n/+sUFUGNv4baQC39TubTdtRFfr65p1R+z5HP+rHvszbGDMxnWEZk783PlqRsamux9D4zGpsbKVlT\ngreua0mrcIwkC1K51iGJnC+fEPmB1/4KLv0jjNqh3+ZJn8rQ8PnU32fui3Op3FsZ/r62fvCUTzIK\ng8ycCS/+VTpHZ/c7m8WvLg5f8txbAB/cA0tu1O/Tvumw/VuSJyzI178OP/4vHxOejuI8aNGRJhlp\nq9apt9/ngMwm9YRCBL4YDP1PGh9TTrRRHvMHOTDAHzZBcWY6aX/ufZpuNvg+r6+UdI7l32fSSrjW\ngvJHyG9q+fr5sh9ktIV/9zNOMv+0hebM2jAZp6w8n/F3UHI66KU4oS0lJBs448ap7zWXU32DNTY3\nct0fS6g61HW/ePI8lC0sw5Hp4JFNj/DQuw9Z65P8HVsGw5rV4TJVwODBsHq1dK+vOfw4FXsqmD9+\nPj8q6PJkrl8Pq1ZJr5cuBcavZ8uBLcw8byZFeUWq71O+cQ/3/6PYev9iIP9tH7Xb9B9Q8v0++3ez\nqdpfFba/YHQB733jPQAaG6VzENCwiQoLYePGrr/X16m/vxbr18OWLdJzo0ijie//t3fvYVJUZx7H\nvy8Dq6DiDCN4iURRJKIGQUHBBFGJgRhFY1yTUR+vyaLRJCrZaJKNm5iNRnd1vRvUhBjBURPdYIxy\nE6OCeMELKkYZZBLEINdGBAEF3v2jqpmavg/TPd1T8/s8Tz8wp05Vna63T/Xbp05Xr2pBf598d/N5\njj0awtswBvH8/i1TuXl19mN+zYHT+PE3j09bL2naNNh3X1p0zt/2XrNuGYvXLk57LXRe25cXpxzA\n8uUwYnSCS946mKXrlhb2fHPoxSEs583sFbZUwS82w5cvhaNa+H2ORyY0Oy8n3XorGZOa5HM94+Ez\nWLNpTdry7lW1dLphJWvSF1FbGyR7USMmjOCZxc+kbydxNGtvTr/CefTR8HRKcab324N6HsRbKwq4\n8ZYbNB4bDBqkMINjj23eD4qhMdHIwPEDWbspz/tPMTh0X3UcH97a9CSeaHiCE+4/Ie+qB05bwN9m\nH8CkSZM466yzAM509/uz1VdyS1NyO3HiRM4888xyN6dkMr2hNzQEJ9Sr/zGSF5Y9hUc/3me7t6YT\nXI5OdsDzhkPv56BTZBLo1qpghCpMxKqqgi++TUnJ9TKdCAb2GkyPx6YFiXdo1KjwS3MpI9bT353O\nYwseo1e3XsEI0eoDuOPBBdy0JcebVmpyRtOb8OiJo5u1Je+xyGZheE/Bjc0bPPykRuZ/YQirN67a\nVtZjx1r6Pf0Sz/f8FvR5KvtPJi8eGowcRbe5ayOMHRIkuKFtI1lr+tDvlyPZvPfMtLYft28Qv5nR\nzxX5ktTUuEedPRL6pO+nmYfvhdGXw05NbU0mpE8+0ofTT4dVkUXJZPSi2aOZsWhGs1/fq7IqvrTf\nlxg3bBxzlszh0TuG8drDx7Ml8gN9VVUwaBCcdFL2BCeXbAnw1IVTGT0peyLTtdMubNj6UdpzzJR0\nRxPuYtrt+t1YtWFV/orZhB86ePh+ODv73MKpJy5g1OD8yW2mfh79wJCUSMCYMTBrVtM2svX9Yhg+\nYTizFs/KXzHDOSNqwQI44pEa1mxMz6Kqd6wmcUWCmhoyJlnV1cHzLrV8r1ugqY9v7QL7zYBOKb94\nub6W1T9voO+VdayuzrDcjUEvvsKrTwxs2aCJA1u6wH+lTyHo0iX4dn8ujYlGhtw9pNlrPnoeHDIk\n87kltd9le53eObKei86rYWrkrSHf6zJ6/nC8sA9SWd43Ctlfa+T9oLdpJxj/KjvWnc3Gns9v/47W\n1bDo8nfps2fTk8i7bweWHsLqX71BTQ1KbluioyS3uWQb3V37+A+Z2+PfYa9XtpUPrh7FJ/X1vP5C\n+ALdMUHt2DpW1TStW5sYxarxTZ20JSeC1MR7e0avR09MT4jMq/B3v9Rs5DM16U5sSHDKA6ekfXqv\n+qSGLZP+CF02BYl7jjd87p2WcR7dtGlNCVamkae58xOc++c65m9qOo49u/XkpD5fZ8HEy5k1uekg\n7LUXDB8OF1wQbDPbSFZiQ4Iv31XH3DXpSQUba6iro9kJu8elI1ld/RSZrmH2WD2K1XfXw4b0IB53\nQoLNp57GM0syjMIDbOgO130Y/L/PdOg9J7hc2Hh8s1G5TKNthSRGiQRpz6WUbwbZksfarrWs/OFK\nug+czke7Nj3HbctrgzblGlEshkxv9i2STMh7vg1nZR9V+Xm/x/nPM76SdXnyuwFJuUbMo1rT91si\nsSHBfjfvl3HUD4KpIbusPJa1t2UeLouOpuVKsPrU9KGxkYKTrFKpuS5zAp7U6b3hbJ0UTgk6rQ76\nRjrU4uE8PXYyRx9RQ+PSBEOua37O32n9Ibxx2TNU7xg5r5w/DHo/n39gYHMXuOvFYI58ROfOwfEZ\nWMCd4CD3iH6+kfyobK/T1rwus12lHLr3UDY8cRXznkq/qjN0KFx1Ven7AWR+zwSC2Nz6Dj2q+jD3\nzQQXPVmXeQBoaxV8+BmoWZx1HwPWXcq8//7fjPuetnAGblvSlnX++ygWXFO/LSFWctsCSm6bZEsy\nn34zuJw24pDsyWfqum31BpVJ3qkYoWwJUMOqBh6a/xDL1y/nxH4nBpf7GuChh2D5cnhm35G8tjb9\nRFWdOI41N6e/EaZeVs2lFCfWXElFdLu77Z1+3A7b8zDGf3U8+3cbnJZAHnYYjB8Pg8PvrMxsnMmY\n+8ewfvP6bXVqu9Yy4/SXuKiuD8+nfOg/7rhgbmEhCWghiVFbvebaQyIDTW/2vbv35vxHs88VPqfm\nbu79TWeoXtw8Ic8z+lboyG0lS2xIMKZ+DLPeSx/BzTZqt215hvNHvikTLUmyii3T63aHqh24ePDF\nXDjkQjqvPaD567ZHA513X8hl5/Tl+ivSAzn95QbmLFjIsH59Of7w9PPKq28nuN/0hxcAAA8YSURB\nVG1p8yk+UbZlB/zxG4LbyaXo3x/eapc/oZVZrg/pmQYaSvnhvND28f5guG8aw4fUMHlyU1vmvj+X\nb00ey7wVTYNeLBzFoat+wbwjj8i6j2knLkh7nST3fdoDdcxcHN33YQxcMp6ZkwY3OwYdPrk1s4uB\nHwB7APOA77r7S1nqKrmNqWKPCCcV8/JVJSo0Gc52/LK9wTc0NM1RGzGi8hOffCo5kUmVaWQmOb1j\nyllTGD0aZswgbWpH9SWjWdOj5etlmoZUybbNVe3Umc1bN2f9cNm5M2zeXJ4P7cXS1q/bue/PZexj\nY3nlg6ZkaPhnhzP5m5N5d34NY8fCK5E8qT2eMwvV2nNrW7WvkO8aNaxq4Ok3gznkIw4J7vu/y6VH\nsa56Ttp3K3ZeM4yPbnou775Tt5eqQye3ZvYN4F7g34AXgcuAfwX6ufvKDPWV3Mp2KcUoq0gp5Jve\nkW1qx50T0i9FFrJeXJMT2X6VnthJ62WaslKbGMVLV9Q3m2u7vTp6cvs88IK7fz/824D3gFvcPe1+\nT0puRaSjyDe9I1uSsb3riUjHk2vKSmsUmtx2zragvTKzLsDhwDXJMnd3M5sBZL/hnYhIB5D8UYCs\nyw/InJxu73oi0vEcf/gBRU1qWyqOP+KwG1AFLEspX0Yw/1ZEREREYip2I7etccMNN/Dggw82K6ur\nq6Ourq5MLRIRERHpeOrr66lP+VnXJUuWFLRuHJPblcAWYPeU8t2BD3KtOG7cOM25FRERESmzTIOL\nkTm3OcVuWoK7fwq8DIxMloVfKBsJ5L4PhYiIiIi0a3EcuQW4Efidmb1M063AugG/K2ejRERERKS0\nYpncuvtDZrYbcDXBdITXgFHuvqK8LRMRERGRUoplcgvg7ncAd5S7HSIiIiLSdmI351ZEREREOi4l\ntyIiIiISG0puRURERCQ2lNyKiIiISGwouRURERGR2FByKyIiIiKxoeRWRERERGJDya2IiIiIxIaS\nWxERERGJDSW3IiIiIhIbSm5FREREJDaU3IqIiIhIbCi5FREREZHYUHIrIiIiIrGh5FZEREREYkPJ\nrYiIiIjEhpJbEREREYkNJbciIiIiEhtKbkVEREQkNpTcioiIiEhsKLkVERERkdhQcisiIiIisaHk\nVkRERERiQ8mtiIiIiMSGklsRERERiQ0ltyIiIiISG0puRURERCQ2lNyKiIiISGwouRURERGR2FBy\nKyIiIiKxoeRWRERERGJDya2IiIiIxEa7SW7NbB8zu8fMFpnZx2bWYGY/M7MuKfV6m9lfzGy9mX1g\nZteb2XY/z/r6+tY3XlpNcagMikNlUBwqg+JQGRSHylBJcWg3yS1wIGDAt4GDgMuAC4FfJiuESezj\nQGdgKHAOcC5w9fbutJKC1ZEpDpVBcagMikNlUBwqg+JQGSopDu0muXX3qe5+gbs/6e5/d/fHgP8B\nTo1UG0WQBJ/p7m+4+1Tgp8DFZta5DM0WERERkTbUbpLbLKqB1ZG/hwJvuPvKSNlUYFfg4LZsmIiI\niIi0vXab3JpZX+AS4NeR4j2AZSlVl0WWiYiIiEiMlf1SvZldC1yRo4oD/d19QWSdzwBPAA+6+2+L\n0IydAWbPnp22YMmSJUyaNKkIu5DWUBwqg+JQGRSHyqA4VAbFoTK0RRwiedrOueqZu5e0IfmYWS1Q\nm6faInffHNbfC3gKeM7dz0vZ1s+Bk9z9sEjZvsAiYJC7z8vShtuAi7f3OYiIiIhIm7nd3S/JtrDs\nI7fuvgpYVUjdcMR2JvAScH6GKnOAH5vZbpF5t18GPgTeyrHpm8J/XwfWFdIWEREREWlTOwMDaMrb\nMir7yG2hwhHbp4FGgtt7bUkuc/dlYZ1OwKvAPwmmOuwJ/B64y91/2sZNFhEREZE21p6S23OA1Pm1\nBri7V0Xq9QbuBI4B1gO/A37k7lvbpqUiIiIiUi7tJrkVEREREcmn3d4KTEREREQklZJbEREREYmN\n2Ce3ZjbczB41s/fNbKuZjclR99dhne+llP81LE8+tpjZHSl1asxskpl9aGYJM7vHzHYq1fNqb/LF\nwcwmpBzjrWb2eEqdHczsdjNbaWYfmdkfzaxXSh3FIYcixUH9oZUKOS+ZWX8zm2xma8xsnZm9YGZ7\nR5arP7RSkeKg/tBKBZyXksc19dw0LlJH/aGVihSHiugPsU9ugZ2A14DvEPwgREZm9jXgSOD9DIsd\nuAvYneCXzvYEfphS536gPzAS+CpwNDC+lW2Pk0Li8ARNx3gPoC5l+U0Ex/brBMd3L+DhlDqKQ27F\niIP6Q+vljIOZ7Q88S3ALw6OBzwO/ADZGqqk/tF4x4qD+0Hr5zkvJ45o8J50PbAX+GKmj/tB6xYhD\nZfQHd+8wjzAIYzKUfwZYHB7sRuB7KcufAm7Msd0Dw20PipSNAjYDe5T7eVfaI1McgAnAIznW6Q5s\nAr4WKftcuK0jwr/7Kw6ljUNYR/2h9HGoB+7NsY76QwXEIayj/lDiOGSo8ydgeuRv9YcKiENYVhH9\noSOM3OZkZkZwL9zr3f1vOaqeaWYrzOwNM7vGzLpGlg0DEu7+aqRsBsEnmCOL3+rYOsbMlpnZ22Z2\nh5n1iCw7nOBHR55MFrj7OwQfSoaFRUNRHIohVxyS1B9KJDwnfRVoMLMpYSyeN7OTI9XUH0qswDgk\nqT+0kXCqwQnAPZFi9Yc2liUOSWXvD2X/hbIKcCXwibvflqPOJOAfBD8OMQC4HugHnBYu3wNYHl3B\n3beY2epwmeT3BMElpEZgf+Ba4HEzG+bBR7s9COK0NmW9ZTQdY8Wh9fLFAdQfSq0Xwa/wXAH8hOCS\n3leAR8zsGHd/FvWHtlBIHED9oa2dC6wF/i9Spv7Q9s4lPQ5QIf2hQye3ZnY48D1gUK567h79ZDLf\nzJYCM82sj7s3lrKNHYW7PxT5c76ZvQG8S/BjHE+VpVEdUCFxUH8oueQVtT+5+y3h/183s6OACwnm\ngErpFRQH9Yc2dx4w0d0/KXdDOriMcaiU/tDRpyV8EegJvGdmn5rZp8A+wI1mtijHei+G//YN//2A\n4FP+NmZWBfQIl0kLhZ1gJc2P8b+YWfeUqrvTdIwVhyLLEIdM1B+KayXB/LPUaVJ/Az4b/l/9ofQK\niUMm6g8lYmbDCUYBUy+Fqz+0oRxxyKQs/aGjJ7e/Jxg2PzTy+CfBMPqoHOsNIpgfsjT8ew5QbWbR\nEeCRBD8P/EKR29whWHCrnVqajvHLBG80IyN1PkfwJjMnLFIciixDHDJRfygid/8UeIngCzFR/Qgu\n94H6Q8kVGIdM1B9K5wLgZXd/M6Vc/aFtZYtDJuXpD+X+Rl6pHwS3tjgUGEjwDb1Lw797Z6nf7G4J\nwH7AfwCHEYzqjgEWAjNT1nscmAsMAb4AvAPcV+7nXymPXHEIl11PMJl8n/CFPpdghKRLZBt3hPE5\nhuALBLOBZxWHtouD+kPp4xAuP4XgdlPfIpj7fAnwCTAssg31hzLHQf2hbeIQ1ukOrAO+nWUb6g9l\njkMl9YeyH8w2CNaIMEhbUh6/zVJ/Ec2T272BvwIrgI/DIFwL7JyyXjUwEfgQSAB3A93K/fwr5ZEr\nDsCOwBSCSxIbwxjcCfRM2cYOwK0Elws/Av4A9FIc2i4O6g+lj0OkzrnAAmA98ApwYso21B/KHAf1\nhzaNw7cJkqpdsmxD/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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#plot time and depth vs S for c14 data\n", "fig, axes = plt.subplots(nrows=1, ncols=1, figsize=(8,5), squeeze=False)\n", "\n", "axes[0,0].scatter(Summit.year, Summit.S_ng_g, color='blue', label='Sulfur by date')\n", "axes[0,0].set_xlim(min(Summit.year),max(Summit.year))\n", "\n", "axes002 = axes[0,0].twiny()\n", "axes002.scatter(Summit.depth_m, Summit.S_ng_g, color='green', label='Sulfur by depth')\n", "axes002.invert_xaxis()\n", "axes002.set_xlim(max(Summit.depth_m),min(Summit.depth_m))\n", "\n", "axes[0,0].legend(loc=2)\n", "axes002.legend(loc=1)\n", "\n", "axes[0,0].set_xlabel('Year (CE)')\n", "axes002.set_xlabel('Depth (m)')\n", "axes[0,0].set_ylabel('Sulfur (ng/g)')\n", "\n", "\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] } ], "metadata": { "anaconda-cloud": {}, "kernelspec": { "display_name": "Python [conda env:py27]", "language": "python", "name": "conda-env-py27-py" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 2 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython2", "version": "2.7.12" } }, "nbformat": 4, "nbformat_minor": 1 }