Skip to content

Instantly share code, notes, and snippets.

@cjtu
Last active July 29, 2022 21:52
Show Gist options
  • Save cjtu/560f121049b342aa0b2bf70e038358b7 to your computer and use it in GitHub Desktop.
Save cjtu/560f121049b342aa0b2bf70e038358b7 to your computer and use it in GitHub Desktop.
Tutorial for craterpy v0.5.2 (see https://github.com/cjtu/craterpy).
Display the source blob
Display the rendered blob
Raw
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Craterpy - Crater Data Science in Python\n",
"\n",
"by Christian Tai Udovicic (cj.taiudovicic@gmail.com)\n",
"\n",
"## Housekeeping\n",
"\n",
"See [github.com/cjtu/craterpy](https://github.com/cjtu/craterpy) for the project homepage and installation instructions. \n",
"Full API documentation is available at [craterpy.readthedocs.io](https://craterpy.readthedocs.io). \n",
"Issues with or questions about this tutorial can be reported on the [issue tracker](https://github.com/cjtu/craterpy/issues)."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Introduction\n",
"\n",
"Craterpy is a data analysis library used to help import, process, mask, and analyze images of impact craters. Use this library to:\n",
"\n",
"- Clip crater regions of interest (ROIs) from image data\n",
"- Extract crater interiors or ejecta blankets from ROIs\n",
"- Run custom statistics on any or all regions of interest\n",
"- Automate the above on many craters by supplying a DataFrame/table of craters\n",
"\n",
"This tutorial will walk you through a basic craterpy workflow and highlight some features along the way."
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"# Setup to prep this notebook\n",
"from pathlib import Path\n",
"import craterpy\n",
"data_dir = Path(craterpy.__path__[0]) / \"data\""
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## The CraterpyDataset \n",
"\n",
"The easiest way to get started with craterpy is to import image data from a GeoTIFF file with the `CraterpyDataset`. Craterpy uses [rasterio](https://rasterio.readthedocs.io/en/latest/index.html) which can handle most georeferenced image data and file formats.\n",
"\n",
"**Warning**: craterpy is currently only tested with **simple cylindrical** / **Plate Caree** image data. To use data in other projections, please reproject your data first (e.g. with `gdal`) and then import it with `craterpy`."
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"CraterpyDataset with extent (90.0N, -90.0N), (-180.0E, 180.0E), radius 1737.4 km, xres 4.0 ppd, and yres 4.0 ppd\n"
]
}
],
"source": [
"moontif = data_dir / \"moon.tif\"\n",
"moon = craterpy.CraterpyDataset(moontif)\n",
"print(moon)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Because `moon.tif` is a georeferenced, its geographic information can be read automatically. For datasets without geotiff tags, or to override the automatic tags, specify *nlat*, *slat*, *wlon*, *elon*, *radius* (of the planetary body), and/or *ppd* (resolution in pix/degree):"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"CraterpyDataset with extent (90N, -90N), (-180E, 180E), radius 1737 km, xres 4 ppd, and yres 4 ppd\n"
]
}
],
"source": [
"moon = craterpy.CraterpyDataset(moontif, nlat=90, slat=-90, wlon=-180,\n",
" elon=180, radius=1737, xres=4, yres=4)\n",
"print(moon)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The `CraterpyDataset` wraps `rasterio.open()`, meaning that all rasterio attributes and methods are available (see the [rasterio quickstart guide](https://rasterio.readthedocs.io/en/latest/quickstart.html))."
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"scrolled": true
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"1\n"
]
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"import matplotlib.pyplot as plt\n",
"moon = craterpy.CraterpyDataset(moontif) # This is a CraterpyDataset\n",
"print(moon.count) # This is a rasterio attribute (return number of bands)\n",
"moonarr = moon.read(1) # This is a rasterio method (return image at band 1)\n",
"plt.imshow(moonarr, cmap=\"gray\")\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## The CraterRoi\n",
"\n",
"The `CraterRoi` is used in conjunction with the `CraterpyDataset` to extract a region of interest (ROI) around a target crater. It requires a CraterpyDataset, location, and radius. Here, we target the Orientale impact basin located at (19.4S, 92.8W) with radius 327 km. The `CraterRoi.plot()` method displays the ROI."
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 288x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"orientaleRoi = craterpy.CraterRoi(moon, -19.4, -92.8, 327)\n",
"orientaleRoi.plot()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The `wsize` parameter scales the ROI to a number of crater radii from the center (default 1, i.e. from the crater center to the rim). Passing `wsize=2` extracts a region 2 crater radii from the center."
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 288x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"orientaleRoi = craterpy.CraterRoi(moon, -19.4, -92.8, 327, wsize=2, plot=True)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"You can access the raw image data in the `CraterRoi.roi` attribute. It is stored as a 2D numpy array."
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"<class 'numpy.ndarray'>\n",
"Mean pixel is 74.03529900332227\n"
]
}
],
"source": [
"import numpy as np\n",
"print(type(orientaleRoi.roi))\n",
"print(\"Mean pixel is \", np.nanmean(orientaleRoi.roi))"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.hist(orientaleRoi.roi.flatten())\n",
"plt.title('Orientale ROI histogram (8-bit pixel values in 0-255)')\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Masking CraterRois\n",
"\n",
"The `craterpy.masking` module is used to crop desired data from the nominally rectangular CraterRois. Some useful masks are:\n",
"\n",
"- crater_floor_mask\n",
"- crater_ring_mask\n",
"- ~polygon_mask~ (coming soon!)"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 288x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 288x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"from craterpy import masking as cm\n",
"\n",
"# Make identical ROIs\n",
"roi1 = craterpy.CraterRoi(moon, -19.4, -92.8, 327, wsize=2)\n",
"roi2 = craterpy.CraterRoi(moon, -19.4, -92.8, 327, wsize=2)\n",
"\n",
"# Define masks\n",
"floor_mask = cm.crater_floor_mask(roi1)\n",
"annular_mask = cm.crater_ring_mask(roi2, rmin=327, rmax=654)\n",
"\n",
"# Apply masks\n",
"roi1.mask(floor_mask)\n",
"roi2.mask(~annular_mask) # ~ inverts to keep ring rather than mask it\n",
"\n",
"# Plot ROIs\n",
"roi1.plot()\n",
"roi2.plot()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Pandas DataFrame Integration\n",
"\n",
"The pandas `DataFrame` is how craterpy handles tabular crater data. See [pandas](https://pandas.pydata.org/pandas-docs/stable/) for extra documentation and info."
]
},
{
"cell_type": "code",
"execution_count": 10,
"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>Name</th>\n",
" <th>Rad</th>\n",
" <th>Lat</th>\n",
" <th>Lon</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>Olbers D</td>\n",
" <td>50.015</td>\n",
" <td>10.23</td>\n",
" <td>-78.03</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>Schuster</td>\n",
" <td>50.040</td>\n",
" <td>4.44</td>\n",
" <td>146.42</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>Gilbert</td>\n",
" <td>50.125</td>\n",
" <td>-3.20</td>\n",
" <td>76.16</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>Cabeus</td>\n",
" <td>50.290</td>\n",
" <td>-85.33</td>\n",
" <td>-42.13</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>Kovalevskaya Q</td>\n",
" <td>50.315</td>\n",
" <td>29.18</td>\n",
" <td>-131.44</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Name Rad Lat Lon\n",
"0 Olbers D 50.015 10.23 -78.03\n",
"1 Schuster 50.040 4.44 146.42\n",
"2 Gilbert 50.125 -3.20 76.16\n",
"3 Cabeus 50.290 -85.33 -42.13\n",
"4 Kovalevskaya Q 50.315 29.18 -131.44"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Import craters from csv into pandas DataFrame\n",
"import pandas as pd\n",
"moonDF = pd.read_csv(data_dir / \"craters.csv\") \n",
"moonDF.head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"When working with `DataFrames` craterpy assumes at least 3 columns exist: the *latitude*, *longitude*, and *radius* of craters in the table. There must also be a header row naming these three columns (case insensitive, and the abbreviations *Lat*, *Lon*, and *Rad* are also acceptable)."
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"'Lat'"
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"import craterpy.helper as ch\n",
"ch.findcol(moonDF, [\"Latitude\", \"Lat\"])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The default size parameter in craterpy is the `radius`. For `DataFrames` with diameters, use the `ch.diam2radius`:"
]
},
{
"cell_type": "code",
"execution_count": 12,
"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>Name</th>\n",
" <th>Diam</th>\n",
" <th>Lat</th>\n",
" <th>Lon</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>Olbers D</td>\n",
" <td>100.03</td>\n",
" <td>10.23</td>\n",
" <td>-78.03</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>Schuster</td>\n",
" <td>100.08</td>\n",
" <td>4.44</td>\n",
" <td>146.42</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>Gilbert</td>\n",
" <td>100.25</td>\n",
" <td>-3.20</td>\n",
" <td>76.16</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>Cabeus</td>\n",
" <td>100.58</td>\n",
" <td>-85.33</td>\n",
" <td>-42.13</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>Kovalevskaya Q</td>\n",
" <td>100.63</td>\n",
" <td>29.18</td>\n",
" <td>-131.44</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Name Diam Lat Lon\n",
"0 Olbers D 100.03 10.23 -78.03\n",
"1 Schuster 100.08 4.44 146.42\n",
"2 Gilbert 100.25 -3.20 76.16\n",
"3 Cabeus 100.58 -85.33 -42.13\n",
"4 Kovalevskaya Q 100.63 29.18 -131.44"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"diamDF = pd.read_csv(data_dir / \"craters_diam.csv\")\n",
"diamDF.head()"
]
},
{
"cell_type": "code",
"execution_count": 13,
"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>Name</th>\n",
" <th>Radius</th>\n",
" <th>Lat</th>\n",
" <th>Lon</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>Olbers D</td>\n",
" <td>50.015</td>\n",
" <td>10.23</td>\n",
" <td>-78.03</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>Schuster</td>\n",
" <td>50.040</td>\n",
" <td>4.44</td>\n",
" <td>146.42</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>Gilbert</td>\n",
" <td>50.125</td>\n",
" <td>-3.20</td>\n",
" <td>76.16</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>Cabeus</td>\n",
" <td>50.290</td>\n",
" <td>-85.33</td>\n",
" <td>-42.13</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>Kovalevskaya Q</td>\n",
" <td>50.315</td>\n",
" <td>29.18</td>\n",
" <td>-131.44</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Name Radius Lat Lon\n",
"0 Olbers D 50.015 10.23 -78.03\n",
"1 Schuster 50.040 4.44 146.42\n",
"2 Gilbert 50.125 -3.20 76.16\n",
"3 Cabeus 50.290 -85.33 -42.13\n",
"4 Kovalevskaya Q 50.315 29.18 -131.44"
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"ch.diam2radius(diamDF).head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The `index_col` parameter can be set to specify an index for the `DataFrame`. If your crater list has a *Name* column at index 0:"
]
},
{
"cell_type": "code",
"execution_count": 14,
"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>Rad</th>\n",
" <th>Lat</th>\n",
" <th>Lon</th>\n",
" </tr>\n",
" <tr>\n",
" <th>Name</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>Olbers D</th>\n",
" <td>50.015</td>\n",
" <td>10.23</td>\n",
" <td>-78.03</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Schuster</th>\n",
" <td>50.040</td>\n",
" <td>4.44</td>\n",
" <td>146.42</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Gilbert</th>\n",
" <td>50.125</td>\n",
" <td>-3.20</td>\n",
" <td>76.16</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Cabeus</th>\n",
" <td>50.290</td>\n",
" <td>-85.33</td>\n",
" <td>-42.13</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Kovalevskaya Q</th>\n",
" <td>50.315</td>\n",
" <td>29.18</td>\n",
" <td>-131.44</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Rad Lat Lon\n",
"Name \n",
"Olbers D 50.015 10.23 -78.03\n",
"Schuster 50.040 4.44 146.42\n",
"Gilbert 50.125 -3.20 76.16\n",
"Cabeus 50.290 -85.33 -42.13\n",
"Kovalevskaya Q 50.315 29.18 -131.44"
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"moonDF = pd.read_csv(data_dir / \"craters.csv\", index_col=0)\n",
"moonDF.head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now craters can be queried by their names using the `.loc[]` pandas DataFrame syntax:"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Rad 50.04\n",
"Lat 4.44\n",
"Lon 146.42\n",
"Name: Schuster, dtype: float64"
]
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"moonDF.loc['Schuster']"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Other common ways to query `DataFrames` are:"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Name\n",
"Olbers D 50.015\n",
"Schuster 50.040\n",
"Gilbert 50.125\n",
"Cabeus 50.290\n",
"Kovalevskaya Q 50.315\n",
"Name: Rad, dtype: float64"
]
},
"execution_count": 16,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# get \"Rad\" column\n",
"moonDF.head()['Rad']"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"50.04"
]
},
"execution_count": 17,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# get the value at row \"Schuster\", column \"Rad\"\n",
"moonDF.at['Schuster', 'Rad']"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"`DataFrames` can also be filtered using \"fancy\" (boolean) indexing:"
]
},
{
"cell_type": "code",
"execution_count": 18,
"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>Rad</th>\n",
" <th>Lat</th>\n",
" <th>Lon</th>\n",
" </tr>\n",
" <tr>\n",
" <th>Name</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>Korolev</th>\n",
" <td>211.705</td>\n",
" <td>-4.19</td>\n",
" <td>-157.41</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Humorum</th>\n",
" <td>212.500</td>\n",
" <td>-24.00</td>\n",
" <td>-39.00</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Coulomb-Sarton</th>\n",
" <td>220.000</td>\n",
" <td>52.00</td>\n",
" <td>-123.00</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Moscoviense</th>\n",
" <td>222.500</td>\n",
" <td>26.00</td>\n",
" <td>148.00</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Balmer-Kapteyn</th>\n",
" <td>250.000</td>\n",
" <td>-15.00</td>\n",
" <td>70.00</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Rad Lat Lon\n",
"Name \n",
"Korolev 211.705 -4.19 -157.41\n",
"Humorum 212.500 -24.00 -39.00\n",
"Coulomb-Sarton 220.000 52.00 -123.00\n",
"Moscoviense 222.500 26.00 148.00\n",
"Balmer-Kapteyn 250.000 -15.00 70.00"
]
},
"execution_count": 18,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# get all craters larger than 200 km\n",
"large_craters = moonDF[moonDF['Rad'] > 200] \n",
"large_craters.head()"
]
},
{
"cell_type": "code",
"execution_count": 19,
"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>Rad</th>\n",
" <th>Lat</th>\n",
" <th>Lon</th>\n",
" </tr>\n",
" <tr>\n",
" <th>Name</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>Olbers D</th>\n",
" <td>50.015</td>\n",
" <td>10.23</td>\n",
" <td>-78.03</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Gilbert</th>\n",
" <td>50.125</td>\n",
" <td>-3.20</td>\n",
" <td>76.16</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Cabeus</th>\n",
" <td>50.290</td>\n",
" <td>-85.33</td>\n",
" <td>-42.13</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Pitatus</th>\n",
" <td>50.315</td>\n",
" <td>-29.88</td>\n",
" <td>-13.53</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Plato</th>\n",
" <td>50.340</td>\n",
" <td>51.62</td>\n",
" <td>-9.38</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Rad Lat Lon\n",
"Name \n",
"Olbers D 50.015 10.23 -78.03\n",
"Gilbert 50.125 -3.20 76.16\n",
"Cabeus 50.290 -85.33 -42.13\n",
"Pitatus 50.315 -29.88 -13.53\n",
"Plato 50.340 51.62 -9.38"
]
},
"execution_count": 19,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# compose boolean conditions with \"&\"\n",
"nearside_craters = moonDF[(moonDF['Lon'] >= -90) & (moonDF['Lon'] <= 90)]\n",
"nearside_craters.head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Craterpy Stats\n",
"\n",
"Craterpy's main functions shine once you have a `CraterpyDataset` and a `Dataframe` of craters. For example, the dataset statistics can be quickly calculated on crater ejecta blankets and returned as tabular data:"
]
},
{
"cell_type": "code",
"execution_count": 20,
"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>Rad</th>\n",
" <th>Lat</th>\n",
" <th>Lon</th>\n",
" <th>maximum</th>\n",
" <th>mean</th>\n",
" <th>median</th>\n",
" <th>minimum</th>\n",
" <th>mode</th>\n",
" <th>pct5</th>\n",
" <th>pct95</th>\n",
" <th>q1</th>\n",
" <th>q3</th>\n",
" <th>size</th>\n",
" <th>std</th>\n",
" </tr>\n",
" <tr>\n",
" <th>Name</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>Korolev</th>\n",
" <td>211.705</td>\n",
" <td>-4.19</td>\n",
" <td>-157.41</td>\n",
" <td>175.0</td>\n",
" <td>81.809511</td>\n",
" <td>81.0</td>\n",
" <td>1.0</td>\n",
" <td>79.0</td>\n",
" <td>53.0</td>\n",
" <td>112.0</td>\n",
" <td>72.0</td>\n",
" <td>92.0</td>\n",
" <td>7276</td>\n",
" <td>17.978567</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Humorum</th>\n",
" <td>212.500</td>\n",
" <td>-24.00</td>\n",
" <td>-39.00</td>\n",
" <td>181.0</td>\n",
" <td>50.884958</td>\n",
" <td>50.0</td>\n",
" <td>21.0</td>\n",
" <td>50.0</td>\n",
" <td>30.0</td>\n",
" <td>78.0</td>\n",
" <td>40.0</td>\n",
" <td>59.0</td>\n",
" <td>8084</td>\n",
" <td>14.99085</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Coulomb-Sarton</th>\n",
" <td>220.000</td>\n",
" <td>52.00</td>\n",
" <td>-123.00</td>\n",
" <td>230.0</td>\n",
" <td>72.819371</td>\n",
" <td>72.0</td>\n",
" <td>0.0</td>\n",
" <td>72.0</td>\n",
" <td>35.0</td>\n",
" <td>112.0</td>\n",
" <td>62.0</td>\n",
" <td>84.0</td>\n",
" <td>12844</td>\n",
" <td>23.45311</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Moscoviense</th>\n",
" <td>222.500</td>\n",
" <td>26.00</td>\n",
" <td>148.00</td>\n",
" <td>205.0</td>\n",
" <td>77.356839</td>\n",
" <td>77.0</td>\n",
" <td>8.0</td>\n",
" <td>81.0</td>\n",
" <td>51.0</td>\n",
" <td>106.0</td>\n",
" <td>67.0</td>\n",
" <td>87.0</td>\n",
" <td>8934</td>\n",
" <td>17.467292</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Balmer-Kapteyn</th>\n",
" <td>250.000</td>\n",
" <td>-15.00</td>\n",
" <td>70.00</td>\n",
" <td>206.0</td>\n",
" <td>61.709305</td>\n",
" <td>61.0</td>\n",
" <td>9.0</td>\n",
" <td>59.0</td>\n",
" <td>39.0</td>\n",
" <td>90.0</td>\n",
" <td>50.0</td>\n",
" <td>71.0</td>\n",
" <td>10468</td>\n",
" <td>16.349403</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Rad Lat Lon maximum mean median minimum \\\n",
"Name \n",
"Korolev 211.705 -4.19 -157.41 175.0 81.809511 81.0 1.0 \n",
"Humorum 212.500 -24.00 -39.00 181.0 50.884958 50.0 21.0 \n",
"Coulomb-Sarton 220.000 52.00 -123.00 230.0 72.819371 72.0 0.0 \n",
"Moscoviense 222.500 26.00 148.00 205.0 77.356839 77.0 8.0 \n",
"Balmer-Kapteyn 250.000 -15.00 70.00 206.0 61.709305 61.0 9.0 \n",
"\n",
" mode pct5 pct95 q1 q3 size std \n",
"Name \n",
"Korolev 79.0 53.0 112.0 72.0 92.0 7276 17.978567 \n",
"Humorum 50.0 30.0 78.0 40.0 59.0 8084 14.99085 \n",
"Coulomb-Sarton 72.0 35.0 112.0 62.0 84.0 12844 23.45311 \n",
"Moscoviense 81.0 51.0 106.0 67.0 87.0 8934 17.467292 \n",
"Balmer-Kapteyn 59.0 39.0 90.0 50.0 71.0 10468 16.349403 "
]
},
"execution_count": 20,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"from craterpy import stats as cs\n",
"statDF = cs.ejecta_stats(large_craters.head(), moon)\n",
"statDF.head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"To verify the ROIs used in ejecta_stats are accurate, we can plot them as we go along. We can also choose a subset of the summary stats to return:"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 288x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 288x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 288x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 288x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 288x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"statDF = cs.ejecta_stats(large_craters.head(), moon, stats=['mean', 'median', 'std'], plot=True)\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## More info\n",
"\n",
"Hopefully this tutorial gave a sense for how to get started with craterpy. If you had any issues, please report them on the [issues board](https://github.com/cjtu/craterpy/issues) or comment on this gist. You can also check out the full list of functions and documentation over at [craterpy.readthedocs.io](https://craterpy.readthedocs.io)."
]
}
],
"metadata": {
"anaconda-cloud": {},
"kernelspec": {
"display_name": "Python [conda env:craterpy2] *",
"language": "python",
"name": "conda-env-craterpy2-py"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.9.12"
}
},
"nbformat": 4,
"nbformat_minor": 1
}
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment