{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "11558668",
   "metadata": {},
   "source": [
    "## Magnetostratigraphy"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7a25bd23",
   "metadata": {},
   "source": [
    "**Plots magnetostratigraphic data in a thickness vs dec, inc and VGP latitude.** \n",
    "*Input data in an excel file with following headers:*\n",
    "\n",
    "|header      |Description                                             | \n",
    "|:-----------|:-------------------------------------------------------|\n",
    "|sample      |Sample code (name)                                      |\n",
    "|level (m)   |Stratigraphic thickness in meters                       |\n",
    "|Ds          |declination in stratigraphic coordinates                |\n",
    "|Is          |Inclination in stratigraphic coordinates                |\n",
    "|Q           |Quality rank ChRM -->[1,2,3] Secondary components --> 4 |\n",
    "\n",
    "The order and number of columns is not predetermined. Extra columns are allowed"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "14c4efb7",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pmagpy.pmag as pmag\n",
    "import pmagpy.pmagplotlib as pmagplotlib\n",
    "import pmagpy.ipmag as ipmag\n",
    "import matplotlib.pyplot as plt # our plotting buddy\n",
    "from pmagpy import convert_2_magic as convert\n",
    "import numpy as np # the fabulous NumPy package\n",
    "import pandas as pd # and of course Pandas\n",
    "has_basemap, Basemap = pmag.import_basemap()\n",
    "has_cartopy, Cartopy = pmag.import_cartopy()\n",
    "from IPython.display import Image\n",
    "%matplotlib inline "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2b4dfb51",
   "metadata": {},
   "source": [
    "### Reading input excel file"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "49fb1f80",
   "metadata": {},
   "outputs": [],
   "source": [
    "#set path to data file. excel file with column headings as \"site\", \"level (m)\", \"Ds\", \"Is\"\n",
    "#path not required if notebook located in the same folder\"\n",
    "path = ''        # ADD SUBFOLDERS FROM WORKING DIR IF NEEDED. ex: Pobla_Lillet/\n",
    "site_name = 'MySite'\n",
    "file = path+'MySite_Dir_VGP.xlsx'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "4f3d6817",
   "metadata": {},
   "outputs": [],
   "source": [
    "#reading input data file\n",
    "xls = pd.ExcelFile(file)\n",
    "chrm_directions = xls.parse(0) #first sheet (0) of the excel file parsed to variable"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "60abb939",
   "metadata": {},
   "outputs": [],
   "source": [
    "#shaping data frame\n",
    "#chrm_directions = chrm_directions.set_index('sample')\n",
    "# delete rows with directions of Q=4, secondary viscous component\n",
    "#chrm_directions = chrm_directions[chrm_directions.Q != 4]\n",
    "# erase rows without stratigraphic level [\"level (m)\"]\n",
    "chrm_directions = chrm_directions.dropna(subset=['level (m)'])\n",
    "# sort table by stratigraphic position\n",
    "chrm_directions = chrm_directions.sort_values(by=['level (m)'])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "13cb1d39",
   "metadata": {},
   "source": [
    "### Magnetic polarity stratigraphy plot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "4c831df9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>sample</th>\n",
       "      <th>level (m)</th>\n",
       "      <th>Ds</th>\n",
       "      <th>Is</th>\n",
       "      <th>Int(E-6A/m)</th>\n",
       "      <th>error</th>\n",
       "      <th>Q</th>\n",
       "      <th>Temp</th>\n",
       "      <th>comments</th>\n",
       "      <th>VGP lat</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>LL-01A</td>\n",
       "      <td>0.0</td>\n",
       "      <td>188.0</td>\n",
       "      <td>-20.0</td>\n",
       "      <td>162.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>320-410 tc</td>\n",
       "      <td>-62.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>LL-02A</td>\n",
       "      <td>2.0</td>\n",
       "      <td>157.0</td>\n",
       "      <td>-24.0</td>\n",
       "      <td>1109.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>* 200-620 tc</td>\n",
       "      <td>-57.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>LL-03A</td>\n",
       "      <td>3.0</td>\n",
       "      <td>173.0</td>\n",
       "      <td>-33.0</td>\n",
       "      <td>801.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>* 350-590 tc</td>\n",
       "      <td>-69.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>LL-04A</td>\n",
       "      <td>3.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>-65.0</td>\n",
       "      <td>470.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>* 350-560 tc</td>\n",
       "      <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>LL-05A</td>\n",
       "      <td>6.0</td>\n",
       "      <td>184.0</td>\n",
       "      <td>-53.0</td>\n",
       "      <td>189.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>280-500 tc</td>\n",
       "      <td>-84.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>62</th>\n",
       "      <td>LL-64B</td>\n",
       "      <td>132.0</td>\n",
       "      <td>270.0</td>\n",
       "      <td>-28.0</td>\n",
       "      <td>73.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>280-350 tc</td>\n",
       "      <td>-9.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>63</th>\n",
       "      <td>LL-66B</td>\n",
       "      <td>135.0</td>\n",
       "      <td>137.0</td>\n",
       "      <td>-8.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>280-320 tc</td>\n",
       "      <td>-38.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64</th>\n",
       "      <td>LL-67A</td>\n",
       "      <td>135.0</td>\n",
       "      <td>155.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>59.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>280-380 tc</td>\n",
       "      <td>-39.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65</th>\n",
       "      <td>LL-68A</td>\n",
       "      <td>137.0</td>\n",
       "      <td>150.0</td>\n",
       "      <td>-68.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>350-440 tc</td>\n",
       "      <td>-65.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>66</th>\n",
       "      <td>LL-69</td>\n",
       "      <td>157.0</td>\n",
       "      <td>41.0</td>\n",
       "      <td>37.0</td>\n",
       "      <td>305.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>350-500 tc</td>\n",
       "      <td>51.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>67 rows × 10 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       sample  level (m)     Ds    Is  Int(E-6A/m)  error  Q  Temp  \\\n",
       "0   LL-01A           0.0  188.0 -20.0        162.0   10.0  2     4   \n",
       "1   LL-02A           2.0  157.0 -24.0       1109.0    8.0  1     1   \n",
       "2   LL-03A           3.0  173.0 -33.0        801.0    6.0  1     2   \n",
       "3   LL-04A           3.0   20.0 -65.0        470.0   16.0  1     2   \n",
       "4   LL-05A           6.0  184.0 -53.0        189.0    9.0  1     2   \n",
       "..        ...        ...    ...   ...          ...    ... ..   ...   \n",
       "62  LL-64B         132.0  270.0 -28.0         73.0   16.0  2     4   \n",
       "63  LL-66B         135.0  137.0  -8.0         90.0    6.0  3     4   \n",
       "64  LL-67A         135.0  155.0  16.0         59.0    8.0  3     4   \n",
       "65  LL-68A         137.0  150.0 -68.0         45.0   18.0  3     4   \n",
       "66  LL-69          157.0   41.0  37.0        305.0    9.0  3     2   \n",
       "\n",
       "         comments  VGP lat  \n",
       "0      320-410 tc    -62.0  \n",
       "1    * 200-620 tc    -57.0  \n",
       "2    * 350-590 tc    -69.0  \n",
       "3    * 350-560 tc      3.0  \n",
       "4      280-500 tc    -84.0  \n",
       "..            ...      ...  \n",
       "62     280-350 tc     -9.0  \n",
       "63     280-320 tc    -38.0  \n",
       "64     280-380 tc    -39.0  \n",
       "65     350-440 tc    -65.0  \n",
       "66     350-500 tc     51.0  \n",
       "\n",
       "[67 rows x 10 columns]"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "chrm_directions.round(0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "8e2b6e98",
   "metadata": {},
   "outputs": [],
   "source": [
    "#convert declination data from 90-450\n",
    "dec = chrm_directions['Ds']\n",
    "inc = chrm_directions['Is']\n",
    "chrm_directions[\"newdec\"] = \"\"\n",
    "newdec = chrm_directions[\"newdec\"]\n",
    "for value in range(len(chrm_directions)):\n",
    "    if dec[value] < 90:\n",
    "        newdec[value] = dec[value]+360\n",
    "    else:\n",
    "        newdec[value] = dec[value]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "300ddf16",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Total Number of directions: 67\n",
      "Directions of Quality 1: 37 , 55.2 %\n",
      "Directions of Quality 2: 11 , 16.4 %\n",
      "Directions of Quality 3: 17 , 25.4 %\n"
     ]
    }
   ],
   "source": [
    "##sorting data by Quality 'Q'\n",
    "\n",
    "ChRM = chrm_directions[chrm_directions[\"Q\"] <=2]     # Take  directions of Q=1 and Q=2\n",
    "ChRM_Q3 = chrm_directions[chrm_directions[\"Q\"] ==3]  # Take directions of Q=3\n",
    "\n",
    "print(\"Total Number of directions:\", len(chrm_directions))\n",
    "print(\"Directions of Quality 1:\", len(chrm_directions[chrm_directions[\"Q\"]==1]),\",\", round(100*len(chrm_directions[chrm_directions[\"Q\"]==1])/len(chrm_directions),1),\"%\")\n",
    "print(\"Directions of Quality 2:\", len(chrm_directions[chrm_directions[\"Q\"]==2]),\",\", round(100*len(chrm_directions[chrm_directions[\"Q\"]==2])/len(chrm_directions),1),\"%\")\n",
    "print(\"Directions of Quality 3:\", len(chrm_directions[chrm_directions[\"Q\"]==3]),\",\", round(100*len(chrm_directions[chrm_directions[\"Q\"]==3])/len(chrm_directions),1),\"%\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "f539cd06",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x1080 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#plotting instructions\n",
    "\n",
    "plt.subplots(figsize=(15, 15))\n",
    "\n",
    "plt.subplot(1, 4, 1)\n",
    "plt.plot(ChRM[\"newdec\"],ChRM[\"level (m)\"], color ='black')\n",
    "plt.scatter(ChRM[\"newdec\"],ChRM[\"level (m)\"], color ='black')\n",
    "plt.scatter(ChRM_Q3[\"newdec\"],ChRM_Q3[\"level (m)\"], color ='white', edgecolor ='black')\n",
    "plt.xlim(left =90, right = 460)\n",
    "plt.xticks(np.arange(180, 361, 90))\n",
    "plt.xlabel(\"declination\")\n",
    "plt.ylim(bottom = 0)\n",
    "#plt.yticks(np.arange(0, 111, 10))\n",
    "plt.ylabel(\"stratigraphic thickness\")\n",
    "plt.grid(which='major', axis='both', linestyle='-')\n",
    "\n",
    "plt.subplot(1, 4, 2)\n",
    "plt.plot(ChRM[\"Is\"],ChRM[\"level (m)\"], color ='black')\n",
    "plt.scatter(ChRM[\"Is\"],ChRM[\"level (m)\"], color ='black')\n",
    "plt.scatter(ChRM_Q3[\"Is\"],ChRM_Q3[\"level (m)\"], color ='white', edgecolor ='black')\n",
    "plt.xticks(np.arange(-60, 61, 30))\n",
    "plt.xlabel(\"inclination\")\n",
    "plt.ylim(bottom = 0)\n",
    "#plt.yticks(np.arange(0, 111, 10))\n",
    "plt.grid(which='major', axis='both', linestyle='-')\n",
    "\n",
    "plt.subplot(1, 4, 3)\n",
    "\n",
    "# annotate sample names\n",
    "chrm_directions['zeros'] = 0\n",
    "plt.scatter(chrm_directions['zeros'],chrm_directions[\"level (m)\"], color ='red', marker = '<')\n",
    "\n",
    "for idx, row in chrm_directions.iterrows():\n",
    "    plt.annotate(row['sample'],(row['zeros'], row['level (m)']))\n",
    "\n",
    "plt.xlabel(\"sites\")\n",
    "plt.ylim(bottom = 0)\n",
    "plt.xlim(left = 0)\n",
    "#plt.yticks(np.arange(0, 111, 10))\n",
    "#plt.grid(which='major', axis='both', linestyle='-')\n",
    "\n",
    "plt.subplot(1, 4, 4)\n",
    "plt.plot(ChRM[\"VGP lat\"],ChRM[\"level (m)\"], color ='black')\n",
    "plt.scatter(ChRM[\"VGP lat\"],ChRM[\"level (m)\"], color ='black')\n",
    "plt.scatter(ChRM_Q3[\"VGP lat\"],ChRM_Q3[\"level (m)\"], color ='white', edgecolor ='black')\n",
    "plt.xticks(np.arange(-90, 91, 45))\n",
    "plt.xlabel(\"VGP latitude\")\n",
    "plt.ylim(bottom = 0)\n",
    "#plt.yticks(np.arange(0, 111, 10))\n",
    "# Add the grid\n",
    "plt.grid(which='major', axis='both', linestyle='-')\n",
    "\n",
    "plt.title(site_name)\n",
    "\n",
    "# saving plot to file\n",
    "plt.savefig(site_name+'_mgstrt.pdf', dpi=None, facecolor='w', edgecolor='w',\n",
    "        orientation='portrait', papertype=None, format='pdf',\n",
    "        transparent=False, bbox_inches=None, pad_inches=0.1,\n",
    "        frameon=None, metadata=None)\n",
    "\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
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