{ "cells": [ { "cell_type": "markdown", "id": "08424f9f-7e8c-41b5-9fc6-5f82dbcb5d31", "metadata": {}, "source": [ "# Example of sampling\n", "\n", "Here we illustrate an example of how to generate samples using our small Python package `smpsite`. Many of the sampling capabilities are directly imported from `pmagpy`. " ] }, { "cell_type": "code", "execution_count": 1, "id": "668e70af-7010-407b-97a9-16585b89f6a3", "metadata": {}, "outputs": [], "source": [ "import pmagpy.pmag as pmag\n", "import pmagpy.ipmag as ipmag\n", "import matplotlib.pyplot as plt\n", "import smpsite as smp\n", "\n", "import numpy as np\n", "np.random.seed(666)\n", "\n", "%matplotlib inline" ] }, { "cell_type": "markdown", "id": "6330c014-941a-414d-a787-6b60e2fbfe12", "metadata": {}, "source": [ "## Define the parameters of the sample\n", "\n", "We define a parameter class defined inside `smpsite` that allow us to specify all the parameters of interest at the same time. These parameters include:\n", "- `N`: Total number of sites\n", "- `n0`: Number of samples per site\n", "- `kappa_within_site`: Concentration parameter of the Fisher distribution within each site\n", "- `site_lat`: Latitude of the site\n", "- `site_long`: Longitude of the site\n", "- `outlier_rate`: Fraction of samples that are randomly taken from the uniform distribution in the sphere, with `0.0` representing no outliers and `1.0` representing all outliers. \n", "- `secular_method`: Method used to sample the VGPs. It includes `G`, `tk03` and `Fisher`. \n", "- `kappa_secular`: In case of `secular_method=\"Fisher\"`, it specifies the concentration parameter of the Fisher distribution. " ] }, { "cell_type": "code", "execution_count": 2, "id": "7828bea3-3d38-40f3-a140-ab9ce4ffdd05", "metadata": {}, "outputs": [], "source": [ "params0 = smp.Params(N=10,\n", " n0=5,\n", " kappa_within_site=100,\n", " site_lat=10, \n", " site_long=0,\n", " outlier_rate=0.10,\n", " secular_method=\"G\",\n", " kappa_secular=None)" ] }, { "cell_type": "markdown", "id": "8dbc2a35-a1aa-4c2f-9793-f49604a3e7e1", "metadata": {}, "source": [ "## Generate the sample\n", "\n", "Once the parameters are specified, we can simulate the sample data:" ] }, { "cell_type": "code", "execution_count": 8, "id": "827556d5-e9ac-4051-b355-38fc904c268c", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 14.1 ms, sys: 3.15 ms, total: 17.2 ms\n", "Wall time: 14.5 ms\n" ] }, { "data": { "text/html": [ "
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" ], "text/plain": [ " sample_site vgp_long vgp_lat vgp_dec vgp_inc is_outlier\n", "0 0 280.282044 83.501645 353.484155 21.414245 0\n", "1 0 14.416591 82.931243 1.834416 31.189287 0\n", "2 0 36.734976 80.135259 6.179545 32.762066 0\n", "3 0 88.887877 81.402596 8.730835 19.522055 0\n", "4 0 333.817067 80.131814 355.417757 34.274430 0" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "%%time\n", "\n", "df_sample = smp.generate_samples(params0)\n", "df_sample.head()" ] }, { "cell_type": "markdown", "id": "a3319ce2", "metadata": {}, "source": [ "## Plot the simulated sample data\n", "\n", "We can plot the declination and inclination of all of the simulated samples." ] }, { "cell_type": "code", "execution_count": 14, "id": "394be74f-d61d-4bf7-a588-e3337ad481c9", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure()\n", "ipmag.plot_net(1)\n", "ipmag.plot_di(dec=df_sample.vgp_dec.values, inc=df_sample.vgp_inc.values)\n", "plt.title('declination/inclination of samples')\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "88de0165", "metadata": {}, "source": [ "The declination/inclination can be plotted as colored them by site" ] }, { "cell_type": "code", "execution_count": 15, "id": "bde88c26", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/unimos/0000_Github/PmagPy/pmagpy/ipmag.py:1935: UserWarning: The figure layout has changed to tight\n", " plt.tight_layout()\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Create a color map based on unique 'sample_site' values\n", "unique_sites = df_sample['sample_site'].unique()\n", "colors = plt.cm.viridis(np.linspace(0, 1, len(unique_sites)))\n", "color_map = dict(zip(unique_sites, colors))\n", "\n", "ipmag.plot_net(1)\n", "\n", "# Use a set to track sites that have already been added to the legend\n", "added_legend_sites = set()\n", "\n", "# Iterate through the dataframe and plot each value with its unique color\n", "for index, row in df_sample.iterrows():\n", " site = row['sample_site']\n", " color = color_map[site]\n", " # Using your given column names for declination and inclination\n", " ipmag.plot_di(row['vgp_dec'], row['vgp_inc'], color=color)\n", " \n", " # If the site hasn't been added to the legend, add it\n", " if site not in added_legend_sites:\n", " # Use marker='o' for circles, linestyle='' to remove line, and convert site to int for the label\n", " plt.plot([], [], 'o', label=int(site), color=color, linestyle='')\n", " added_legend_sites.add(site)\n", "\n", "# Show the legend\n", "plt.legend(title='sites',loc='best')\n", "plt.title('declination/inclination of samples\\ncolored by site')\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "d16bc380", "metadata": {}, "source": [ "## Calculate pole position and calculate angular error" ] }, { "cell_type": "code", "execution_count": 11, "id": "36d5883f", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "{'pole_dec': 311.28565893265227, 'pole_inc': 86.92289203633084, 'S2_vgp': 58.77578648327861, 'total_samples': 48.0, 'samples_per_site': 5, 'alpha95': 4.950214170523299}\n", "The angular error is: 3.1 degrees\n" ] } ], "source": [ "mean_pole = smp.estimate_pole(df_sample, params0, ignore_outliers=\"True\")\n", "print(mean_pole)\n", "angular_error = pmag.angle([mean_pole['pole_dec'], mean_pole['pole_inc']], [0, 90])\n", "print('The angular error is: ', round(angular_error[0],1), 'degrees')" ] }, { "cell_type": "markdown", "id": "ba50a36d", "metadata": {}, "source": [ "## Plot the pole position" ] }, { "cell_type": "code", "execution_count": 12, "id": "8806858b", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "map_axis = ipmag.make_orthographic_map(central_longitude=0,central_latitude=90)\n", "ipmag.plot_pole(map_axis, mean_pole['pole_dec'], mean_pole['pole_inc'], mean_pole['alpha95'], color='r', marker='s', label='Mean Pole')" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "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": "3.11.5" } }, "nbformat": 4, "nbformat_minor": 5 }