Example_4_Run.ipynb 213 KB
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{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Run\n",
    "The final example uses `CORBASS` via the `run` module. As stated elsewhere, this is the recommended way, since all modules are run in the right order automatically. Furthermore, checks are applied wether quantities already exist and thus do not have to be evaluated again, to save computation time. If you run this example after having run the other examples, `run` will only calculate the coefficients and save them, since the results from the exploration and integration phase are already available.  \n",
    "Using `run` from within the notebook is slightly different than using a terminal, we hope this is still useful. First we change the directory one level up:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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      "<corbass>/CORBASS\n"
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     ]
    }
   ],
   "source": [
    "cd ../"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Then we run `CORBASS` for the example parameter file. From the terminal, we would change `run -i` to `python`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
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   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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      "\n",
      "Exploring 1450, this may take a while...\n"
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     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
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      "100% (15625 of 15625) |##################| Elapsed Time: 0:22:41 Time:  0:22:41\n"
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     ]
    },
    {
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     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Integrating 1450, this may take a while...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100% (3375 of 3375) |####################| Elapsed Time: 1:02:05 Time:  1:02:05\n",
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      "<corbass>/CORBASS/corbass/evaluation.py:215: RuntimeWarning: covariance is not positive-semidefinite.\n",
      "  for it in par_samps]\n"
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Exploring 1550, this may take a while...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
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      "100% (15625 of 15625) |##################| Elapsed Time: 0:29:14 Time:  0:29:14\n"
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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      "Integrating 1550, this may take a while...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100% (3375 of 3375) |####################| Elapsed Time: 1:08:58 Time:  1:08:58\n"
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     ]
    }
   ],
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   "source": [
    "run -i run.py examples/Example_Parfile.py"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Changing to the output directory, we see that the results have been saved to the disk:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
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     "name": "stdout",
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     "output_type": "stream",
     "text": [
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      "<corbass>/CORBASS/out\n"
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     ]
    }
   ],
   "source": [
    "cd out/"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
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   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001b[0m\u001b[00mexample_1450_cmbfields.txt\u001b[0m  \u001b[00mexample_1450_inte.npz\u001b[0m       \u001b[00mexample_1550_fields.txt\u001b[0m\r\n",
      "\u001b[00mexample_1450_coeffs.txt\u001b[0m     \u001b[00mexample_1550_cmbfields.txt\u001b[0m  \u001b[00mexample_1550_inte.npz\u001b[0m\r\n",
      "\u001b[00mexample_1450_expl.npz\u001b[0m       \u001b[00mexample_1550_coeffs.txt\u001b[0m\r\n",
      "\u001b[00mexample_1450_fields.txt\u001b[0m     \u001b[00mexample_1550_expl.npz\u001b[0m\r\n"
     ]
    }
   ],
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   "source": [
    "ls"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "As an example we show the field output for the interval 1400-1500 A.D.:"
   ]
  },
  {
   "cell_type": "code",
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   "execution_count": 5,
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   "metadata": {},
   "outputs": [
    {
     "data": {
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      "image/png": 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\n",
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      "text/plain": [
       "<Figure size 936x360 with 6 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "%matplotlib inline\n",
    "import numpy as np\n",
    "from pandas import read_csv\n",
    "from matplotlib import pyplot as plt\n",
    "import cartopy.crs as ccrs\n",
    "\n",
    "data = read_csv('./example_1450_fields.txt', comment='#', sep=' ')\n",
    "glob_proj = ccrs.Mollweide(central_longitude=0)\n",
    "fig, ax = plt.subplots(2, 3, figsize=(13, 5), subplot_kw={'projection': glob_proj})\n",
    "# get the field locations\n",
    "lat, lon, _ = glob_proj.transform_points(ccrs.Geodetic(),\n",
    "                                         data['lon'].to_numpy(),\n",
    "                                         data['lat'].to_numpy()).T\n",
    "\n",
    "names = ['N', 'E', 'Z']\n",
    "for it in range(3):\n",
    "    ax[0, it].tripcolor(lat, lon, data[names[it]].to_numpy())\n",
    "    ax[0, it].coastlines(zorder=4)\n",
    "    ax[0, it].set_title(names[it])\n",
    "    \n",
    "    ax[1, it].tripcolor(lat, lon, data['d'+names[it]].to_numpy(),\n",
    "                        cmap='Greys')\n",
    "    ax[1, it].coastlines(zorder=4)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "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",
218
   "version": "3.7.3"
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  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}