GISP2-MeekerMayewski2002-figurereproduction-checkpoint.ipynb 227 KB
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{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "# Reproducing figures in Meeker and Mayewski (2002) using GISP2 data\n",
    "\n",
    "## Source Data\n",
    "- data was downloaded from <https://www.ncdc.noaa.gov/paleo-search/study/17805> on 6 March 2019 by Jessica Scheick\n",
    "- no checksums were available for the data, and data was downloaded as individual text files for the B and D (deep) cores, both detailed and non-detailed datasets (4 files total)\n",
    "- DIF metadata was downloaded separately (also available as a JSON file)\n",
    "- citation: Paul A. Mayewski, Loren D. Meeker, Mark S. Twickler, Sallie Whitlow, Qinzhao Yang, W. Berry Lyons, Michael Prentice. 1997. Major features and forcing of high-latitude northern hemisphere atmospheric circulation using a 110,000-year-long glaciochemical series. Journal of Geophysical Research: Oceans, 102(C12), 26345-26366. doi: 10.1029/96JC03365\n",
    "\n",
    "\n",
    "## Problem Statement and Objective\n",
    "- reproduce the figures containing ice core data located in Meeker and Mayewski (2002, full reference below)\n",
    "\n",
    "Paper Reference: Meeker, L.D. & Mayewski, P.A., 2002. A 1400-year high-resolution record of atmospheric circulation over the North Atlantic and Asia. The Holocene, 12(3), pp.257–266."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "'''\n",
    "CREATED: 7 March 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 pandas as pd\n",
    "from scipy.interpolate import BSpline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "#load the dataset (assumes data is located in a subdirectory of this jupyter notebook called 'data')\n",
    "ion = pd.read_csv('./data/iond.txt',sep='\\t', skiprows=37, header=None,\\\n",
    "                  names=['depth_top','depth_bot','Na','NH4','K','Mg','Ca','Cl','NO3','SO4','age_top','age_bot'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## challenges so far:\n",
    "\n",
    "- inconsistent headers (e.g. need to manually enter in column names (because original data has them in >1 row); not same for all files; irregular number of rows to skip for each file)\n",
    "- currently units are not added/stored in the dataframe and would need to be added manually similar to column names\n",
    "- need to know and manually enter the no data value (below), which is not stated on all data descriptions\n",
    "- need to interpolate (smooth) the data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "#turn no data values into nans and compute midpoint date column (calendar ages)\n",
    "ion = ion.mask(np.isclose(ion,999999), np.nan)\n",
    "ion['age_cent_calyr'] = 1950 - (ion.age_top - (ion.age_top-ion.age_bot)/2.0)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['depth_top', 'depth_bot', 'Na', 'NH4', 'K', 'Mg', 'Ca', 'Cl', 'NO3',\n",
       "       'SO4', 'age_top', 'age_bot', 'age_cent_calyr'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ion.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "-109009.05\n",
      "1985.3\n"
     ]
    }
   ],
   "source": [
    "#check range of ages (calendar years)\n",
    "print(min(ion.age_cent_calyr))\n",
    "print(max(ion.age_cent_calyr))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 1080x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#make some data plots!\n",
    "rows = 2\n",
    "fig, axes = plt.subplots(nrows=rows, ncols=1, figsize=(15,5), squeeze=False)\n",
    "\n",
    "#plot data\n",
    "axes[0,0].plot(ion.age_cent_calyr, ion.Na, color='k')\n",
    "axes[1,0].plot(ion.age_cent_calyr, np.log(ion.K), color='k')\n",
    "\n",
    "#data shading\n",
    "\n",
    "#set figure limits\n",
    "xmin=600  #min(ion.age_cent_calyr)-2000\n",
    "xmax=2000  #max(ion.age_cent_calyr)+2000\n",
    "axes[0,0].set_xlim(xmin,xmax)\n",
    "axes[1,0].set_xlim(xmin,xmax)\n",
    "#axes[2,0].set_xlim(xmin,xmax)\n",
    "\n",
    "Na_ymin=12 #10\n",
    "Na_ymax=0 #2\n",
    "axes[0,0].set_ylim(Na_ymin,Na_ymax)\n",
    "\n",
    "K_ymin=-3\n",
    "K_ymax=3\n",
    "axes[1,0].set_ylim(K_ymin,K_ymax)\n",
    "\n",
    "#remove unneeded axes lines\n",
    "row_counter = 0\n",
    "while row_counter < rows:\n",
    "    #kwargs = dict(transform=axes[row_counter, 0].transAxes, color='k', clip_on=False)\n",
    "    \n",
    "    if row_counter < rows-1: #all rows but bottom-most graphs    \n",
    "        #axes[row_counter, 0].get_xaxis().set_visible(False)\n",
    "        axes[row_counter,0].tick_params(axis='x', labelbottom=False, bottom=False)\n",
    "        axes[row_counter,0].spines['bottom'].set_visible(False)\n",
    "        \n",
    "    if row_counter==0: #only the top-most graph\n",
    "        axes[row_counter,0].tick_params(axis='x', top=True, direction='in')\n",
    "    \n",
    "    row_counter = row_counter + 1\n",
    "    \n",
    "    \n",
    "#modify the lines of the bottom-most plot\n",
    "axes[rows-1,0].spines['top'].set_visible(False)    \n",
    "axes[rows-1,0].tick_params(axis='x', labeltop=False, top=False, direction='in')\n",
    "\n",
    "#add gridlines\n",
    "\n",
    "\n",
    "#axes[0,0].legend(loc=2)\n",
    "\n",
    "axes[0,0].set_ylabel('Sodium \\n(inverted, ppb)')\n",
    "axes[1,0].set_ylabel('log(Potassium (ppb))')\n",
    "axes[rows-1,0].set_xlabel('Year (CE)')\n",
    "\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Using a Matlab API to process data using Matlab scripts\n",
    "One way to ease the transition into Python in situations where Matlab scripts already exist to process your data is to access those scripts using the Matlab API.\n",
    "\n",
    "- This requires you have a current Matlab license and copy of the Matlab software on your computer\n",
    "- Mathworks provides instructions for installing the Matlab Python engine (<https://www.mathworks.com/help/matlab/matlab_external/install-the-matlab-engine-for-python.html>).\n",
    "- A few helpful notes are provided here\n",
    "    - The API requires Python 2.7, 3.5 or 3.6 (current version is 3.7, so you may be required to downgrade your Python and relevant packages).\n",
    "    - If you are trying to install the API in a particular Conda environment, make sure you activate the environment. Then run the following commands from a terminal:\n",
    "        - `$cd /Applications/MATLAB_R2018b.app/extern/engines/python/`\n",
    "        - `$conda install python=3.6.5 -c conda-forge`\n",
    "        - `$python setup.py install`\n",
    "    - Make sure that any Matlab functions you wish to use in Python are in directories accessed by your matlabpah (you can update this in Matlab)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Use the Matlab API to to call matlab functions from Python\n",
    "import matlab as mlb\n",
    "import matlab.engine\n",
    "eng = matlab.engine.start_matlab()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "#create copy of dataframe that only has the time period of interest in it to speed up processing\n",
    "ion2 = ion.copy(deep=True)\n",
    "ion2 = ion2.loc[ion.age_cent_calyr>600,:]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "#use the matlab smoothing function and resample the dates to plot the smoothed data\n",
    "#NOTE: the matlab function does not handle NAN values!!!!\n",
    "\n",
    "#convert the python pandas series (or any array) into matlab formatted column vectors\n",
    "#POTENTIAL CODE IMPROVEMENT: make this into a function to make it easier to use the matlab smoothers\n",
    "age = mlb.double(np.vstack(ion2.age_cent_calyr).tolist())\n",
    "na = mlb.double(np.vstack(ion2.Na).tolist())\n",
    "k = mlb.double(np.vstack(ion2.K).tolist())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "#run the smoother and put the returned, smoothed data into the df\n",
    "#The last non kwarg 1 as input makes figures of the data and smoothed data show up (in a matlab figure window).\n",
    "#must run the series one at a time to see both output figures\n",
    "[smooth, res] = eng.rbsp(age,na,0.15,1,nargout=2)\n",
    "[ion2[\"Na_spl\"],ion2[\"Na_spl_res\"]] = np.hstack(smooth), np.hstack(res)\n",
    "\n",
    "[smooth,res] = eng.rbsp(age,k,0.15,1,nargout=2)\n",
    "[ion2[\"K_spl\"],ion2[\"K_spl_res\"]] = np.hstack(smooth), np.hstack(res)\n",
    "\n",
    "smooth=None; res=None"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "#run the running mean smoother and put the returned, smoothed data into the df\n",
    "#Note column added to df has not had name changed to make plotting easier\n",
    "smooth = eng.rmean(na,10,0,0,nargout=1)\n",
    "ion2[\"Na_spl\"] = np.hstack(smooth)\n",
    "\n",
    "smooth = eng.rmean(k,10,0,0,nargout=1)\n",
    "ion2[\"K_spl\"] = np.hstack(smooth)\n",
    "\n",
    "smooth=None"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "24.450000000000045"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ion2.age_cent_calyr[33]-ion2.age_cent_calyr[45]\n",
    "#15-27 has 19.95 years in between\n",
    "#33-45 has 24.45 years in between"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 792x504 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#make some data plots - now with smoothed data! (copied from above cell and modified to add smoothed data)\n",
    "#note switch from using ion (all data) df to ion2 (limited time series) df\n",
    "rows = 2\n",
    "fig, axes = plt.subplots(nrows=rows, ncols=1, figsize=(11,7), squeeze=False)\n",
    "\n",
    "#plot data (original)\n",
    "axes[0,0].plot(ion2.age_cent_calyr, ion2.Na, color='gray')\n",
    "axes[1,0].plot(ion2.age_cent_calyr, np.log(ion2.K), color='gray')\n",
    "\n",
    "#plot smoothed data\n",
    "axes[0,0].plot(ion2.age_cent_calyr, ion2.Na_spl, color='k', zorder=20)\n",
    "axes[1,0].plot(ion2.age_cent_calyr, np.log(ion2.K_spl), color='k', zorder=20)\n",
    "\n",
    "\n",
    "#set figure limits\n",
    "xmin=600  #min(ion.age_cent_calyr)-2000\n",
    "xmax=2000  #max(ion.age_cent_calyr)+2000\n",
    "axes[0,0].set_xlim(xmin,xmax)\n",
    "axes[1,0].set_xlim(xmin,xmax)\n",
    "#axes[2,0].set_xlim(xmin,xmax)\n",
    "\n",
    "Na_ymin=12 #10\n",
    "Na_ymax=0 #2\n",
    "axes[0,0].set_ylim(Na_ymin,Na_ymax)\n",
    "\n",
    "K_ymin=-3\n",
    "K_ymax=3\n",
    "axes[1,0].set_ylim(K_ymin,K_ymax)\n",
    "\n",
    "\n",
    "#plot straight lines\n",
    "Namean = np.nanmean(ion2.Na)\n",
    "axes[0,0].plot([xmin,xmax],[Namean,Namean], color='k', zorder=11)\n",
    "Kmean = np.nanmean(np.log(ion2.K))\n",
    "axes[1,0].plot([xmin,xmax],[Kmean,Kmean], color='k', zorder=11)\n",
    "\n",
    "#data shading\n",
    "uppery = [Namean if x>Namean else x for x in ion2.Na_spl.values]\n",
    "lowery = [x if x>Namean else Namean for x in ion2.Na_spl.values]\n",
    "axes[0,0].fill_between(ion2.age_cent_calyr, Namean*np.ones_like(ion2.Na_spl), uppery, color='red', alpha=0.7, zorder=10)\n",
    "axes[0,0].fill_between(ion2.age_cent_calyr, Namean*np.ones_like(ion2.Na_spl), lowery, color='blue', alpha=0.7, zorder=10)\n",
    "\n",
    "uppery = [Kmean if x>Kmean else x for x in np.log(ion2.K_spl.values)]\n",
    "lowery = [x if x>Kmean else Kmean for x in np.log(ion2.K_spl.values)]\n",
    "axes[1,0].fill_between(ion2.age_cent_calyr, Kmean*np.ones_like(ion2.K_spl), uppery, color='red', alpha=0.7, zorder=10)\n",
    "axes[1,0].fill_between(ion2.age_cent_calyr, Kmean*np.ones_like(ion2.K_spl), lowery, color='blue', alpha=0.7, zorder=10)\n",
    "\n",
    "uppery=None; lowery=None\n",
    "\n",
    "#remove unneeded axes lines\n",
    "row_counter = 0\n",
    "while row_counter < rows:\n",
    "    #kwargs = dict(transform=axes[row_counter, 0].transAxes, color='k', clip_on=False)\n",
    "    \n",
    "    if row_counter < rows-1: #all rows but bottom-most graphs    \n",
    "        #axes[row_counter, 0].get_xaxis().set_visible(False)\n",
    "        axes[row_counter,0].tick_params(axis='x', labelbottom=False, bottom=False)\n",
    "        axes[row_counter,0].spines['bottom'].set_visible(False)\n",
    "        \n",
    "    if row_counter==0: #only the top-most graph\n",
    "        axes[row_counter,0].tick_params(axis='x', top=True, direction='in')\n",
    "    \n",
    "    row_counter = row_counter + 1\n",
    "    \n",
    "    \n",
    "#modify the lines of the bottom-most plot\n",
    "axes[rows-1,0].spines['top'].set_visible(False)    \n",
    "axes[rows-1,0].tick_params(axis='x', labeltop=False, top=False, direction='in')\n",
    "\n",
    "#add gridlines\n",
    "\n",
    "\n",
    "#axes[0,0].legend(loc=2)\n",
    "\n",
    "axes[0,0].set_ylabel('Sodium \\n(inverted, ppb)')\n",
    "axes[1,0].set_ylabel('log(Potassium (ppb))')\n",
    "axes[rows-1,0].set_xlabel('Year (CE)')\n",
    "\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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