{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import cartopy.crs as ccrs\n",
    "import cartopy.feature as cfeature"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "def plot_basemap(region, feature=True):\n",
    "    fig = plt.figure()\n",
    "    ax = fig.add_subplot(1, 1, 1, projection=ccrs.Mercator())\n",
    "    ax.set_extent(region, crs=ccrs.PlateCarree())\n",
    "    gl = ax.gridlines(crs=ccrs.PlateCarree(), draw_labels=True,\n",
    "                      linewidth=1, color='gray', alpha=0.5, linestyle='--')\n",
    "    if feature:\n",
    "        ax.coastlines()\n",
    "        # plot land\n",
    "        ax.add_feature(cfeature.LAND)\n",
    "    return ax"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x12a1338e0>]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sr = pd.read_csv('src_rec_file.csv')\n",
    "ax = plot_basemap([-156.3, -154.7, 18.8, 20.4])\n",
    "ax.plot(sr['stlo'], sr['stla'], 'r^', markersize=5, transform=ccrs.PlateCarree())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "! ../../bin/surfatt_rotate_src_rec -i src_rec_file.csv -o src_rec_file_rotated.csv -a -30 -c 19.5/-155.5"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x12b1e7b50>]"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sr_rotated = pd.read_csv('src_rec_file_rotated.csv')\n",
    "minx = sr_rotated['stlo'].min()\n",
    "maxx = sr_rotated['stlo'].max()\n",
    "miny = sr_rotated['stla'].min()\n",
    "maxy = sr_rotated['stla'].max()\n",
    "marginx = (maxx - minx) * 0.1\n",
    "marginy = (maxy - miny) * 0.1\n",
    "region = [minx - marginx, maxx + marginx, miny - marginy, maxy + marginy]\n",
    "ax = plot_basemap(region, feature=False)\n",
    "ax.plot(sr_rotated['stlo'], sr_rotated['stla'], 'r^', markersize=5, transform=ccrs.PlateCarree())"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "base",
   "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": "3.9.15"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
