{
"cells": [
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"# Python Boot Camp\n",
"\n",
"**Lecturer**: Leo Singer \n",
"**Jupyter Notebook Author**: Leo Singer & Cameron Hummels\n",
"\n",
"This is a Jupyter notebook lesson taken from the GROWTH Summer School 2019. For other lessons and their accompanying lectures, please see: http://growth.caltech.edu/growth-school-2019.html\n",
"\n",
"## Objective\n",
"Introduce the user to basic usage of Python. Includes some basic analysis of photometric data using astropy.\n",
"\n",
"## Key steps\n",
"- Variable manipulation\n",
"- Lists, arrays, floats, ints, sets, dictionaries\n",
"- Conditionals, loops\n",
"- Error handling\n",
"- Intro to numpy\n",
"- Intro to astropy\n",
"\n",
"## Required dependencies\n",
"\n",
"See GROWTH school webpage for detailed instructions on how to install these modules and packages. Nominally, you should be able to install the python modules with `pip install `. The external astromatic packages are easiest installed using package managers (e.g., `rpm`, `apt-get`).\n",
"\n",
"### Python modules\n",
"* python 3\n",
"* astropy\n",
"* numpy\n",
"* matplotlib\n",
"\n",
"### External packages\n",
"None"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"## I. Introduction\n",
"\n",
"This workshop is about doing astronomical data analysis with the [Python programming language](https://python.org/). **No previous experience with Python is necessary!**\n",
"\n",
"Python is a powerful tool, but it comes into its own as a numerical and data analysis environment with the following packages, which you will definitely want to have:\n",
"\n",
"* **[Matplotlib](https://matplotlib.org)**: plotting interactive or publication-quality figures\n",
"* **[Numpy](http://www.numpy.org)**: vectorized arithmetic and linear algebra\n",
"* **[Scipy](https://www.scipy.org)**: curated collection of algorithms for root finding, interpolation, integration, signal processing, statistics, linear algebra, and much more\n",
"* **[Jupyter Notebook](https://jupyter.org)** (formerly IPython Notebook): the Mathematica-like interface that you are using now, and last but not least\n",
"* **[Astropy](https://www.astropy.org/)**: a community library for astronomy.\n",
"\n",
"We'll cover the basics of Python itself and then dive in to some applications to explore each of these packages."
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"**NOTE:** The purest way of interacting with Python is via its command line interpreter, which looks like this:\n",
"\n",
""
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"A relatively new but very powerful way of using Python is through the Jupyter Notebook interface, which like Mathematica allows you to intermingle computer code with generated plots. You're using one now."
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0,0.5,'cheeriness')"
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAZQAAAEKCAYAAAA1qaOTAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMi4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvhp/UCwAAIABJREFUeJzt3Xd4VGX6//H3nQ4hoYaaQCihg4ChiaAiCKgLdsVF0VXRXbvrLvpbd13d1a9lbdjrihW7gqh0sCBK6J2EgBBqAAkkkH7//pgTd4wJmZBMTiZzv65rrpw65zNRcs9zyvOIqmKMMcZUVYjbAYwxxtQNVlCMMcZUCysoxhhjqoUVFGOMMdXCCooxxphqYQXFGGNMtbCCYowxplpYQTHGGFMtrKAYY4ypFmFuB6hJzZo108TERLdjGGNMQFm2bNl+VY2raLugKiiJiYmkpKS4HcMYYwKKiPzky3Z2yssYY0y1sIJijDGmWlhBMcYYUy2soBhjjKkWVlCMMcZUC1cLioi8JiL7RGRtOetFRKaISJqIrBaRfl7rJopIqvOaWHOpjTHGlMXtFsrrwOjjrB8DJDmvScDzACLSBLgXGAgMAO4VkcZ+TWqMMea4XH0ORVW/FpHE42wyDnhDPeMULxGRRiLSCjgdmKOqBwFEZA6ewvSufxObsqgqu7JyWbszi7R92USEhhBbL4yG9cKJrRdOQ+fVumE9QkLE7bjGGD+p7Q82tgF2eM1nOMvKW/4bIjIJT+uGtm3b+idlkMnJK2TR5kzW7Mxi7c4s1u06zMGc/Ar3i4uJZFSPFozp2YqB7ZsQFup2A9kYU51qe0Ep6+usHmf5bxeqvgS8BJCcnFzmNsY3+47kMnXxNt5asp2sYwWEhwqdW8QwslsLeraJpUebhnRtGUNRsZJ1rICsYwUcPlZI1rECDubk821aJh8t28lbS7bTuH44I7u3YEyvVgzp2IyIMCsuxgS62l5QMoAEr/l4YJez/PRSyxfWWKogk7r3CK98s5VPVuykoLiYUd1bctWQRPq2bURkWGiZ+8REhRNf6qrW5QPbciy/iEWb9/Hl2j18sWYP76dk0KZRPf52TjfG9GyJiJ0SMyZQ1faCMh24SUSm4bkAn6Wqu0VkFvCg14X4s4C73QpZV63dmcXjczYzf+M+osJDuLR/An84tT3tm0Wf8HvWiwhldM9WjO7ZirzCIhZtyuTxOZv509vLGdShCff+rgfdWsVW46cwxtQUVwuKiLyLp6XRTEQy8Ny5FQ6gqi8AXwBnA2nAUeBqZ91BEfkXsNR5q/tLLtCbqisqVl5YtIUn5mwmtl44t4/ozBWD29EkOqJajxMZFspZPVoyvGtzpi3dwWOzN3HOlG8YP6Atfz6rS7UfzxjjX+K5gSo4JCcnq/U2fHw7Dh7lz++v4sdtBzmndysePK8XDeuH18ixDx3N58m5qby55CeiI0L5y+iuTBjY1k6DGeMyEVmmqskVbmcFxYDn1t9PV+7kH5+uQ4H7x/Xg/L5tXPljvnnvEe6bsY7v0g5wQd82PHhBL6LCy75WY4zxP18LSm2/hmJqQNbRAu75bC0zVu2if2JjHr+kDwlN6ruWp3OLGN66ZiDPzE/jsTmbSd+fw0tXnEzz2CjXMhljKmb3aga5HQePMvbZb/lyzW7+MqoL0yYNdrWYlBARbj4ziRcm9GPTniOMfeY71mRkuR3LGHMcVlCCWNq+bC5+4XsOHS3gvesHceMZnQitZU+yj+7Zig//OJjQEOHiFxczY9UutyMZY8phBSVIrd2ZxSUvfk9hsTJt0iBObtfE7Ujl6tG6IZ/dNISerRty87sreHz2JoLp2p8xgcIKShBK2XaQ8S8voV54KB/cMDggnvto1iCSt68byMUnxzNlfhoPzNxgRcWYWsYuygeZb1IzmfTGMlo2jOKtawfSplE9tyP5LDIslEcu6k39iFBe+XYrMVHh3Doiye1YxhiHFZQgMmvdHm5+ZwUd4qJ585qBxMVEuh2p0kSEe3/Xg+y8Ip6Yu5noyFCuHdrB7VjGGKygBI3v0vZz49vL6RXfkNevGlBjDyv6Q0iI8PCFvTiaX8i/Z26gQWQYlw2wnqSNcZtdQwkCqXuPcMNby+gY14CpfwjsYlIiLDSEpy7ry2md47j7kzV295cxtYAVlDou80geV7++lMiwUF69KpnYqMAvJiUiwkJ4YcLJ9E9swu3vrWTehr1uRzImqFlBqcNyC4q47o0U9mfn8erEZOIbu//AYnWrFxHKqxOT6d46lj++vZyl26yPUGPcYgWljiouVv78/ipWZRziyUv7clJCI7cj+U1MVDhTrx5Am0b1+ONby9l7ONftSMYEJSsoddSjszcxc81u7h7TldE9W7odx+8aR0fw4hUnczS/kD+9vZz8wmK3IxkTdKyg1EHvLd3O8wu3MH5AW64LoltqO7eI4ZGLerPsp595YOZ6t+MYE3RcLSgiMlpENolImojcVcb6J0RkpfPaLCKHvNYVea2bXrPJa6+UbQf52ydrGZrUjPvH9Qi6sUTO7d2a64a2Z+r3P/Hx8gy34xgTVFx7DkVEQoFngZF4xohfKiLTVfWXr5aqervX9jcDfb3e4piq9qmpvIEg62gBt05bSatGUTz7+36EhwZnA3Ty6K6s2ZnF3R+voXOLGHq2aeh2JGOCgpt/cQYAaaqarqr5wDRg3HG2Hw+8WyPJApCqctfHq9l7OJenx/erU7cHV1ZYaAjPXN6PxvUj+OPbyzh0NN/tSMYEBTcLShtgh9d8hrPsN0SkHdAemO+1OEpEUkRkiYic57+YgeGdH7fz5do93DmqC33q8B1dvmrWIJLnJ/Rjb1Yet05bSVGxdSRpjL+5WVDKOrlf3r/6y4APVbXIa1lbZ0jKy4EnRaRjmQcRmeQUnpTMzMyqJa6lNu05wv0z1jM0qRmTgugifEX6tm3MvWO7s2hzJs/MT3M7jjF1npsFJQNI8JqPB8rrP+MySp3uUtVdzs90YCG/vr7ivd1LqpqsqslxcXFVzVzr5BYUcfO7y4mJCuOxS04ipJYNkOW2ywe05bw+rZkyP5XVGYcq3sEYc8LcLChLgSQRaS8iEXiKxm/u1hKRLkBj4HuvZY1FJNKZbgYMAYLyPtF/fb6ezXuzeeySPjSPsTHXSxMR7hvXk7gGkdzx/ipyC4oq3skYc0JcKyiqWgjcBMwCNgDvq+o6EblfRMZ6bToemKa/Hk2pG5AiIquABcBD3neHBYuv1u7m7R+2M2lYB07rXPdaX9WlYb1wHrmoN2n7snls9ia34xhTZ0kwjXqXnJysKSkpbseoFjsPHWPMk1/Tvlk0H9xwChFhwXmLcGXc8+ka3v5hO9OuG8TADk3djmNMwBCRZc416+Oyv0IBSFW566PVFBUrU8b3tWLio7vHdCOhcX3u/HAV2XmFbscxps6xv0QB6OPlO/kmdT9/Hd2Vdk2j3Y4TMKIjPTcuZPx8jAdmbnA7jjF1jhWUALM/O49/zVzPye0ac8Wgdm7HCTj9E5swaWgH3v1xOws37XM7jjF1ihWUAHPfjPUczSvi4Qt72S3CJ+j2kZ3p3KIBkz9aTdbRArfjGFNnWEEJIPM27GXGql3cNLwTnZrHuB0nYEWFh/L4JX04kJ3PP2esczuOMXWGFZQAcSS3gHs+XUuXFjHccFqZnQKYSujZpiF/OqMTn6zYyXdp+92OY0ydYAUlQDzy1Sb2HM7loQt72V1d1eRPp3ekXdP6/P3TteQV2gOPxlSV/WUKAEu3HeTNJT9x9Snt6du2sdtx6oyo8FDuH9eT9P05vLQo3e04xgQ8Kyi1XG5BEZM/Wk1843rcOaqz23HqnNM6x3FOr1Y8syCN7QeOuh3HmIBmBaWWe25BGumZOTx4fi/qR7g2Hlqd9vdzuxMWItw7fS3B1HOEMdXNCkot9tOBHF5YlM55fVozzPrq8puWDaO4fWRnFmzKZNa6PW7HMSZgWUGpxf49cwNhocLdZ3dzO0qdd9UpiXRtGcN9M9aTY92yGHNCrKDUUl9vzmTO+r3cPDyJFrHWLb2/hYWG8MD5PdmdlctT81LdjmNMQLKCUgsVFBVz34x1JDatzx9OTXQ7TtA4uV0TLk1O4NVvt7JpzxG34xgTcKyg1EJTF29jS2YOfz+3O5FhoW7HCSp3jelKbFQY93y6xi7QG1NJVlBqmcwjeTw1N5XTu8QxvGtzt+MEncbREUwe3ZWl237m89W73Y5jTEBxtaCIyGgR2SQiaSJyVxnrrxKRTBFZ6byu9Vo3UURSndfEmk3uP/+ZtYljBUX8/dzuiFjnj264ODmBbq1ieejLjTZksDGV4FpBEZFQ4FlgDNAdGC8i3cvY9D1V7eO8XnH2bQLcCwwEBgD3ikjAP0K+asch3l+2gz+c2p6OcQ3cjhO0QkOEe87pxs5Dx/jvd9vcjmNMwHCzhTIASFPVdFXNB6YB43zcdxQwR1UPqurPwBxgtJ9y1ojiYuWfM9bRNDqSm4d3cjtO0BvSqRkjujXn2QVp7M/OczuOMQHBzYLSBtjhNZ/hLCvtQhFZLSIfikhCJfcNGJ+s2MmK7YeYPLoLMVHhbscxwN1ndyO3oIgn5mx2O4oxAcHNglLWBYLSt9XMABJVtTcwF5haiX09G4pMEpEUEUnJzMw84bD+dDS/kIe/2shJCY24sF+823GMo2NcAyYMase7P25n8167jdiYirhZUDKABK/5eGCX9waqekBVS843vAyc7Ou+Xu/xkqomq2pyXFzt7L7k1W+2su9IHn8/p5uNwljL3HpmEg0iw2wMemN84GZBWQokiUh7EYkALgOme28gIq28ZscCJf+qZwFniUhj52L8Wc6ygHMgO48Xv07nrO4tSE5s4nYcU0rj6AhuOTOJRZszbQx6YyrgWkFR1ULgJjyFYAPwvqquE5H7RWSss9ktIrJORFYBtwBXOfseBP6FpygtBe53lgWcp+encaygiL+O7up2FFOOKwa3o13T+jz4xQYKi4rdjmNMrSXB9DRwcnKypqSkuB3jF9v25zDi8UVc0j+BB8/v5XYccxxfrd3NDW8t54Hze/L7ge3cjmNMjRKRZaqaXNF29qS8ix6dvYnw0BBuOzPJ7SimAqN6tGRAYhMen72ZI7kFbscxplayguKSVTsOMXP1bq4b2p7m1ptwrSci3HNuNw7k5PPyN1vdjmNMrWQFxQWqyv99uYGm0RFMOq2j23GMj3rHN+KcXq145Zt0e9jRmDJYQXHBwk2ZLEk/yK0jPLekmsBxx1mdySss5tkFaW5HMabWsYJSw4qKlYe+3Ehi0/qMH9DW7TimkjrGNeDik+N5e8l2Mn4+6nYcY2oVKyg17KPlGWzae4S/ju5KeKj9+gPRrSOSQODJuTayozHe7C9aDSrpF6pPQiPG9Gzpdhxzglo1rMeVg9rx8fIMUq1LFmN+YQWlBr215Cd2Z+UyeXRXG+skwP3pjE7UjwjjP7M3uR3FmFrDCkoNyckr5PmFWzi1UzMGd2zqdhxTRU2iI7huaAdmrdvLyh2H3I5jTK1gBaWGvL54Gwdy8vnzWZ3djmKqyTVD29M0OoJHvtrodhRjagUrKDUg61gBLy7awohuzenbNuAHljSOBpFh3HhGJxZvOcC3qfvdjmOM66yg1IBXv0nncG4ht4+01kld8/tBbWnTqB6PzNpIMPWLZ0xZrKD42cGcfF79divn9GpFj9YN3Y5jqllkWCi3jUhidUYWX63d43YcY1xlBcXPXli0hWMFRdw+0jqArKsu6BdPx7honpybSnGxtVJM8LKC4kf7DucydfE2zuvThk7NY9yOY/wkNES4dURnNu09whdrd7sdxxjXWEHxo2cXpFFUrJ4nq02ddk6vViQ1b8CTc1MpslaKCVKuFhQRGS0im0QkTUTuKmP9HSKyXkRWi8g8EWnnta5IRFY6r+ml93Vbxs9HeefH7VycnEC7ptFuxzF+Fhoi3DaiM2n7svl89S634xjjCtcKioiEAs8CY4DuwHgR6V5qsxVAsqr2Bj4EHvFad0xV+zivsdQyT89LQxBuHt7J7Simhozp2ZKuLWN4am6qDRVsgpKbLZQBQJqqpqtqPjANGOe9gaouUNWSLl2XAPE1nPGEbNufw4fLM7h8YFtaN6rndhxTQ0KcVkr6/hymr7JWigk+PhUUERkiItHO9AQRedz79NMJagPs8JrPcJaV5xrgS6/5KBFJEZElInJeeTuJyCRnu5TMzMyqJfbR0/PTCAsR/nSGDZ4VbEb1aEH3VrE8Nc9aKSb4+NpCeR44KiInAX8FfgLeqOKxy+odscyrmSIyAUgGHvVa3FZVk4HLgSdFpMy/3qr6kqomq2pyXFxcFSNXbNv+HD5duZMJg9rRPMaG9g02IsLtIzvz04GjfLxip9txjKlRvhaUQvU8BjwOeEpVnwKqeh9sBpDgNR8P/OY8gYiMAP4GjFXVX8ZdVdVdzs90YCHQt4p5qkVJ6+T60zq4HcW4ZES35vRq05Cn56dSYK0UE0R8LShHRORuYAIw07mgHl7FYy8FkkSkvYhEAJcBv7pbS0T6Ai/iKSb7vJY3FpFIZ7oZMARYX8U8VWatEwOeVsodIzuz4+AxPlqW4XYcY2qMrwXlUiAPuEZV9+C51vHo8Xc5PlUtBG4CZgEbgPdVdZ2I3C8iJXdtPQo0AD4odXtwNyBFRFYBC4CHVNX1gmKtE1Pi9C5x9EloxNPz08gvtFaKCQ5hPm53BM+priIR6Qx0Bd6t6sFV9Qvgi1LL/uE1PaKc/RYDvap6/OpU0jq56pREa52YX66lTHztR95P2cGEQVW9h8WY2s/XFsrXQKSItAHmAVcDr/srVCB6ZoG1TsyvDUtqRr+2jXhugbVSTHDwtaCI8zzIBcDTqno+0MN/sQLLtv05fLLCrp2YXxPx9PG1KyuXD+1aigkCPhcUERkM/B6Y6SwL9U+kwGOtE1OeYUnN6JPQiGcXpNkdX6bO87Wg3AbcDXziXDjvgOdieNCz1ok5HhHh1jOT2HnoGB8vt1aKqdt8KiiqusjpL+sZZz5dVW/xa7IAYa0TU5HTu8TRO74hz1grxdRxvna9MlhE1uO5vRcROUlEnvNrsgBgrRPjCxHhluFJ7Dh4jE/t6XlTh/l6yutJYBRwAEBVVwHD/BUqUDxrrRPjozO7NadH61ieXZBmfXyZOsvn3oZVdUepRUXVnCWg7Dh4lE9W7OTygW2tdWIqJCLccmYS2w4ctZ6ITZ3la0HZISKnACoiESJyJ87pr2D13MIthIhw/TDrUdj45qzuLejWKpZn5qfZqI6mTvK1oNwA3Iiny5UMoI8zH5R2HjrGh8t2cGn/BFo2tNaJ8Y3nWkon0vfn2KiOpk7yqesVVd2P5xkUA7ywcAsAN5xurRNTOaN6tKRLiximzEvl3N6tCQ0paxQHYwKTr3d5xYnI/xORl0TktZKXv8PVRnuycnlv6Q4uOjmBNjYao6mkkBDh5jM7sSUzhy/W7HY7jjHVytfOIT8DvgHmEuQX41/8egtFqvzJWifmBJ3dsxVJzVN5en4q5/RqRYi1Ukwd4WtBqa+qk/2aJADsO5LLOz9s54K+bUhoUt/tOCZAhYQINw3vxK3TVjJr3R7G9GrldiRjqoWvF+U/F5Gz/ZokALz8dToFRcXceEYnt6OYAHdu79Z0aBbNlPlpeAZDNSbw+VpQbsVTVI6JyGEROSIih6t6cBEZLSKbRCRNRO4qY32kiLznrP9BRBK91t3tLN8kIqOqmqUiB7LzeGvJdsb1aUNis2h/H87UcaEhwo1ndGLD7sPM3bCv4h2MCQC+9uUVo6ohqlpPVWOd+diqHNgZRvhZYAzQHRgvIt1LbXYN8LOqdgKeAB529u2OZ8jgHsBo4Dnn/fzmlW+3kltYZK0TU23G9WlN2yb1eXp+qrVSTJ1w3IIiIl2dn/3KelXx2AOANKejyXxgGjCu1DbjgKnO9IfAmSIizvJpqpqnqluBNOf9/OLnnHzeWLyNc3u3plPzBv46jAkyYaEh3HhGR1ZnZLFwc6bbcYypsopaKHc4Px8r4/WfKh67DeDdnUuGs6zMbZwx6LOApj7uW21e+24rOflF3GStE1PNzu8bT5tG9Zgyz1opxj/S9h3h6v/+yPYDR/1+rOMWFFWdJCIhwD2qekap1/AqHruseyVL/4sqbxtf9vW8gcgkEUkRkZTMzBP7FngwJ59zereiS8uYE9rfmPJEhIXwx9M7smL7Ib5LO+B2HFMHPTM/jSXpB4mO9P+YiBVeQ1HVYqreGilLBpDgNR8PlO6P4pdtRCQMaAgc9HFfAFT1JVVNVtXkuLi4Ewr6wPm9mHJZ3xPa15iKXJwcT8vYKKbMT3U7iqljtu7PYfqqXVwxuB1NG0T6/Xi+3uU1W0QudK5fVJelQJKItBeRCDwX2aeX2mY6MNGZvgiYr57zAtOBy5y7wNoDScCP1ZjtN6yLDOMvkWGhXH9aB37cepAl6dZKMdXn2QVphIeGcN3Qmhliw9eCcgfwAZBfXbcNO9dEbgJm4em5+H1neOH7RWSss9mrQFMRSXMy3OXsuw54H1gPfAXcqKpB/QS/CWzjB7SlWYNInrZWiqkm2w/8b4iNuBj/t07A984h/XLxQFW/AL4otewfXtO5wMXl7PsA8IA/chlT06LCQ7l+WAce+GIDy346yMntmrgdyQS45xamERoi3HBazXUT5WvnkCIiE0Tk7858goj47TZdY4LR7we1pUl0BFPmpbkdxQS4jJ+P8tHyDC7rn0CL2JobYsPXU17PAYOBy535bDwPJRpjqkn9iDCuHdqeRZszWbnjkNtxTAB7YZEzxEYNtk7A94IyUFVvBHIBVPVnIMJvqYwJUlcOTqRR/XCmzLNrKebE7M46xvtLM7jo5ARa1/AQG74WlAKnaxMFz/goQLHfUhkTpBpEhnHtqe2Zv3EfazKy3I5jAtCLi9IpdmmIDV8LyhTgE6CFiDwAfAs86LdUxgSxiackEhsVxlPWSjGVtO9wLu/+uJ0L+rkzxIavd3m9LSLLgDPxPKV+nqpu8GsyY4JUTFQ415zagSfmbmbtzix6tmnodiQTIF76Op3CYnWtE1tfWygAzYCjqvoMsN95oNAY4wdXDUkkJirMnksxPtufncdbP/zEuJNa066pO0Ns+Hrb8L3AZOBuZ1E48Ja/QhkT7BrWC+fqIe2ZtW4vG3ZXeeghEwRe/iadvMJibhzuXie2vrZQzgfGAjkAqroLsJ4SjfGja4a0p0GktVJMxQ5k5/Hm9z/xu96t6Rjn3hAbvhaUfKcPrZK7vGzIQmP8rGH9cK46JZEv1uxh054jbscxtdjL32zlWEERt5yZ5GoOXwvK+yLyItBIRK4D5gIv+y+WMQbgmlPbEx0Raq0UU64D2Xm88f02xp7k/gCAvg4B/B88IyZ+BHQB/qGqT/szmDEGGkdHcOUpicxcs5vUvdZKMb9V0jq52cVrJyV8vstLVeeo6l9U9U5VnePPUMaY/7luaAfqhYfyzALr48v82sGcfN74fhu/692aTs3dv6zt611eF4hIqohkVVf39cYY3zSJjuCKQe2YsWoXafuy3Y5japGXv0l3rp243zoB31sojwBjVbWhqsaqaoyqxvozmDHmf64b1oHIMLuWYv7nYE4+UxfXntYJ+F5Q9tqT8ca4p1mDSK48pR3TV+2yaykGqH2tE6igoDinui4AUkTkPREZX7LMWX5CRKSJiMxxTqPNEZHGZWzTR0S+F5F1IrJaRC71Wve6iGwVkZXOq8+JZjEmUFw/rCP1w0Otjy9TK1snUHEL5XfOKwY4CpzltezcKhz3LmCeqiYB85z50o4CV6pqD2A08KSINPJa/xdV7eO8VlYhizEBoUl0BFcN8dzxtXGPXcIMZrWxdQIVFBRVvVpVrwZCgdu95u+o4nHHAVOd6anAeWUce7OqpjrTu4B9QFwVj2tMQLtuaAeiI8J4aq61UoLVwZx83li8jXNrWesEfL+G0ltVfxlCzhlgq28VjttCVXc777UbaH68jZ3hhiOALV6LH3BOhT0hIpFVyGJMwGhUP4I/DEnky7V7WL/LWinB6JVv0jlaUMQtteC5k9J8LSgh3tc5RKQJFXR9LyJzRWRtGa9xlQkoIq2AN4GrVbVkUK+7ga5Af6AJno4ry9t/koikiEhKZmZmZQ5tTK10zakdiIkK48m5m92OYmrY/uw8XndaJ0ktalfrBHwcDwV4DFgsIh/i6c/rEuCB4+2gqiPKWycie0WklarudgrGvnK2iwVmAveo6hKv997tTOaJyH+BO4+T4yXgJYDk5GQ9XmZjAkHD+uFca+OlBKUXFm4ht6CI20a422dXeXzteuUN4EJgL5AJXKCqb1bhuNOBic70ROCz0huISASeUSLfUNUPSq1r5fwUPNdf1lYhizEB5+pTPaM6WisleOzJyuWNJT9xQb94V3sUPp7KdL2yXlWfUdWnVXV9FY/7EDBSRFKBkc48IpIsIq8421wCDAOuKuP24LdFZA2wBs/AX/+uYh5jAkpsVDiThnVg7oZ9rNpxqOIdTMB7ZkEqqsqtLvcofDzi6ZU+OCQnJ2tKSorbMYypFtl5hZz68Hz6JDTi9asHuB3H+NGOg0cZ/thCLu2fwL/P61XjxxeRZaqaXNF2lRkC2BhTizSIDGPSsA4s3JTJsp9+djuO8aMp81IJEeGmM2pv6wSsoBgT0CYOTqRpdASPzd7kdhTjJ1sys/loeQZXDGpHy4ZRbsc5LisoxgSw6MgwbjyjE4u3HODb1P1uxzF+8OTcVKLCQ7nh9I5uR6mQFRRjAtzvB7WlTaN6PDJrI8F0TTQYbNh9mBmrdnH1kESaNaj9z29bQTEmwEWGhXLbiCRWZ2Tx1do9bscx1ejxOZuJiQpj0tDa3zoBKyjG1AkX9IsnqXkDHp29icKi4op3MLXeqh2HmLN+L5OGdqBh/XC34/jECooxdUBoiPDns7qQnpnDx8t3uh3HVIPH5mymcf1wrj61vdtRfGYFxZg6YlSPFpyU0Ign5m4mt6DI7TimChan7efrzZn88fSONIj0tYcs91lBMaaOEBEmj+rC7qxc3lryk9txzAkqLlb+78uNtGl306LIAAAXc0lEQVRUjysHJ7odp1KsoBhTh5zSqRmndmrGcwu3cCS3wO045gR8vmY3a3ZmccfIzkSFh7odp1KsoBhTx/xlVBcO5uTzyjdb3Y5iKim/sJj/zNpE15YxnNe3jdtxKs0KijF1zEkJjRjTsyWvfJPOgew8t+OYSnj7h5/YfvAod5/djdAQcTtOpVlBMaYO+vNZXThWUMQzC9LcjmJ8dDi3gCnzUhnSqSnDkpq5HeeEWEExpg7q1LwBlyQn8NaSn9i2P8ftOMYHLy7aws9HC7hrdDc8Qz0FHisoxtRRd5zVmfDQEB76cqPbUUwF9mTl8uq3Wxl7Umt6xQfuCJxWUIypo5rHRPGn0zvy1bo9/JB+wO045jiemLOZomLlL6O6uB2lSlwpKCLSRETmiEiq87NxOdsVeY3WON1reXsR+cHZ/z1nuGBjTCnXDu1A64ZR/HvmBoqLrePI2ih17xE+WLaDKwYlktCkvttxqsStFspdwDxVTQLmOfNlOaaqfZzXWK/lDwNPOPv/DFzj37jGBKao8FD+Orora3Zm8elK65KlNnr4q41ER4Rx0/BObkepMrcKyjhgqjM9FTjP1x3Fc7VqOPDhiexvTLAZe1JrTopvyCNfbeJYvnXJUpss3rKfuRv2ccPpHWkSHfgnWtwqKC1UdTeA87N5OdtFiUiKiCwRkZKi0RQ4pKqFznwGEHhPABlTQ0JChHvO7c6ew7m8/E2623GMo7ComPumrye+cT2uCaAOII/Hb72OichcoGUZq/5Wibdpq6q7RKQDMF9E1gCHy9iu3JPDIjIJmATQtm3bShzamLqjf2ITzu7VkucXbuHS/gm0iK3dQ8kGg3d+3M6mvUd4YUK/gOtipTx+a6Go6ghV7VnG6zNgr4i0AnB+7ivnPXY5P9OBhUBfYD/QSERKimE8sOs4OV5S1WRVTY6Li6u2z2dMoJk8uitFxWrjz9cCB3PyeWz2ZoZ0asqoHmV97w5Mbp3ymg5MdKYnAp+V3kBEGotIpDPdDBgCrFfPGKcLgIuOt78x5tfaNY3mqiGJfLAsg3W7styOE9Qem72J7LxC7v1dj4B9iLEsbhWUh4CRIpIKjHTmEZFkEXnF2aYbkCIiq/AUkIdUdb2zbjJwh4ik4bmm8mqNpjcmQN14Rica1Qvn359vsPHnXbJuVxbv/ridKwa1o3OLGLfjVCtXRm5R1QPAmWUsTwGudaYXA73K2T8dGODPjMbURQ3rhXPHWV34+6drmbF6N2NPau12pKCiqtw3fT2N6kdw+4jObsepdvakvDFB5vIBbekd35B/fb6ewzZmSo2asXo3P247yF9GdQmYceIrwwqKMUEmNET493k92Z+dx+OzN7sdJ2gczS/kwZkb6NkmlkuSE9yO4xdWUIwJQr3jGzFhYDve+H4ba3faBfqa8PzCLew5nMs/f9cjIMc68YUVFGOC1J2jutAkOpK/fbqWIuvny6+2HzjKi1+nc16f1iQnNnE7jt9YQTEmSDWsF84953Rj1Y5DTFu63e04dZaq8rdP1xAeItw1ppvbcfzKCooxQWxcn9YM7tCUh7/cyH4bLtgvPl6+k29S9zN5TFdaNqzbPRRYQTEmiIkI/zqvB8cKinjwiw1ux6lz9mfn8a+Z6zm5XWMmDGzndhy/s4JiTJDr1DyG64Z24OPlO1liA3FVq/tmrOdoXhEPX9iLkDp6Id6bFRRjDDcPT6JNo3r8/dO15BcWux2nTpi3YS8zVu3ipuGd6NS8bj0RXx4rKMYY6kWEcv+4HqTuy2bKvFS34wS8I7kF3PPpWrq0iOGG0zq6HafGWEExxgBwZrcWXNgvnucWprFi+89uxwloD3+1kT2Hc3nowl5EhAXPn9ng+aTGmArdO7Y7LWOj+PMHq8gtsNEdT8SPWw/y1pLtXH1Ke/q2bex2nBplBcUY84vYqHAevfgk0jNzeOQrGzelsnILirjr49XEN67HnaPqXuePFbGCYoz5lSGdmjFxcDte+24r32+xu74q46l5qaRn5vDg+b2oH+FKZ+6usoJijPmNyWO6kti0Pnd+sIoj1iOxTxan7eeFRVu4rH8CwzoH5+iwVlCMMb9RPyKMxy7pw+6sYzww0x54rMiB7Dxue28lHZpF84/fdXc7jmtcKSgi0kRE5ohIqvPzN1euROQMEVnp9coVkfOcda+LyFavdX1q/lMYU7ed3K4x15/WkWlLdzB/416349RaxcXKnR+s4tCxAp4e3y8oT3WVcKuFchcwT1WTgHnO/K+o6gJV7aOqfYDhwFFgttcmfylZr6orayS1MUHmthFJdG0Zw+SP1vBzTr7bcWql/y7exoJNmfzt7G50bx3rdhxXuVVQxgFTnempwHkVbH8R8KWqHvVrKmPMr0SGhfL4JX3IOlrAbe+ttG7uS1m7M4uHvtzAiG4tuHJw3e+rqyJuFZQWqrobwPnZvILtLwPeLbXsARFZLSJPiEhkeTuKyCQRSRGRlMzMzKqlNiYIdW8dyz/H9mDR5kyemmsjPJbIzivk5ndX0DQ6kkcv6o1I3e+rqyJ+KygiMldE1pbxGlfJ92kF9AJmeS2+G+gK9AeaAJPL219VX1LVZFVNjosLzjsvjKmq8QMSuCQ5ninz05i73q6nAPzjs7VsO5DDk5f1oXF0hNtxagW/FRRVHaGqPct4fQbsdQpFScHYd5y3ugT4RFV/uXdRVXerRx7wX2CAvz6HMcbTzf3943rSq01Dbn9vJVv357gdyVWfrMjg4+U7ufmMTgzq0NTtOLWGW6e8pgMTnemJwGfH2XY8pU53eRUjwXP9Za0fMhpjvESFh/L8hH6EhQo3vLmMo/mFbkdyxeqMQ9z98Rr6JzbmljOT3I5Tq7hVUB4CRopIKjDSmUdEkkXklZKNRCQRSAAWldr/bRFZA6wBmgH/roHMxgS9+Mb1mTK+L6n7jjD5ozWoBtdF+p2HjnHN1BSaRkfy7O/7ERZqj/J5c+WGaVU9AJxZxvIU4Fqv+W1AmzK2G+7PfMaY8g1NiuPOUV145KtN9EloxDWntnc7Uo04klvANa8vJTe/iLf/NJDmMXV7ON8TYeXVGFNpfzytI6N6tODBLzaweMt+t+P4XWFRMTe9s4LUfdk8N6EfnVsEx4BZlWUFxRhTaSLCfy4+ifbNorn+jWWsychyO5LfqCr/nLGORZsz+fd5PRmaZHeLlscKijHmhMREhfPmNQOIrRfOla/9wOa9R9yO5BevfruVt5Zs5/phHRg/oK3bcWo1KyjGmBPWqmE93rluIOGhIUx45Qd+OlC3bieevW4PD3yxgTE9WzJ5dFe349R6VlCMMVXSrmk0b107kPyiYn7/yg/szjrmdqRq8fXmTG6ZtoLe8Y14/JI+hITYk/AVsYJijKmyzi1ieOMPAzh0tIAJr/zA/uw8tyNVyVdr93Dt1BTaN2vAqxOTqRcR6nakgGAFxRhTLXrHN+K1q/qz89Axrnz1R7KOBebAXB8ty+DGd5bTs00s064bRLMG5XYVaEqxgmKMqTYD2jfhhQknk7rvCBNe+YE9WbluR6qUN77fxp8/WMWgDk1485qBNKwf7nakgGIFxRhTrU7v0pwXrziZ9Mxsxj7zLSt3HHI7kk+eXZDGPz5bx4huLXh1Yn+iI4N3oKwTZQXFGFPthndtwcd/GkJEWAiXvPg9n63c6XakcqkqD3+1kUdnbWJcn9Y8P6EfUeF2zeREWEExxvhFl5YxTL/pVPomNOLWaSt55KuNFNeyAboyj+Txh9eX8vzCLVw+sC1PXNKHcOuf64RZm84Y4zdNoiN485qB3Dt9Hc8t3ELqvmyeuLQPDWrB6aQ56/dy10eryc4r5L6xPbhycDsbJKuKrBQbY/wqIiyEB8/vyX1jezB/4z7Oe/Y7vt9ywLU8R/MLufvjNVz3RgotYqP4/OZTmXhKohWTauD+1wRjTJ0nIkw8JZFOzRsw+aPVjH95CWf3asndY7qR0KR+jeVYteMQt723km0Hcrj+tA78eWQXIsLse3V1kWAazyA5OVlTUlLcjmFMUMstKOLlr9N5buEWilW5flgHbji9I/Uj/Pf9duv+HF79Np1pP+6geUwkj13Sh8EdbaRFX4nIMlVNrmg7V0qziFwsIutEpFhEyg0pIqNFZJOIpInIXV7L24vIDyKSKiLviYgN6GxMgIgKD+XmM5OYf+dpjO7Zkinz0zjzsUV8umIn+YXF1XqsZT8d5Po3Uxj+2ELeX5rBJf0T+PK2YVZM/MSVFoqIdAOKgReBO52BtUpvEwpsxjOiYwawFBivqutF5H3gY1WdJiIvAKtU9fmKjmstFGNqn5RtB/nnjHWs3XmYmKgwRnZrweieLRnWOe6Ebt8tKlbmrN/LS19vYfn2QzSsF84Vg9px5SntbFCsE+RrC8WtERs3ABVdBBsApKlqurPtNGCciGwAhgOXO9tNBf4JVFhQjDG1T3JiEz678VS+3pzJF2t2M2fDXj5esZPoiFDO6Nqc0T1b0r5ZNLFR4TSsH06DiLBfOmosLCpmS2YOa3dmsXZXFut2Hmbdrixy8otIaFKP+8b24OLkeL+eTjP/U5t/y22AHV7zGcBAoClwSFULvZb/ZphgY0zgCA0RzujanDO6NqegqJgl6Qf4cu0eZq/bw+erd/9q2xDxjMUSWy+MfYfzyHNOk0WFh9C9VSwXnhzPKR2bMrJ7S0Kth+Aa5beCIiJzgZZlrPqbqn7my1uUsUyPs7y8HJOASQBt29rgOMbUduGhIQxNimNoUhz/GteT1RmH2Hs4j8PHCjicW0DWMc/r8LECmkRH0is+lp6tG9IhroEVEJf5raCo6ogqvkUGkOA1Hw/sAvYDjUQkzGmllCwvL8dLwEvguYZSxUzGmBoUGiL0bdvY7RjGR7X5BuylQJJzR1cEcBkwXT13ESwALnK2mwj40uIxxhjjR27dNny+iGQAg4GZIjLLWd5aRL4AcFofNwGzgA3A+6q6znmLycAdIpKG55rKqzX9GYwxxvyaPdhojDHmuGr1g43GGGPqHisoxhhjqoUVFGOMMdXCCooxxphqYQXFGGNMtQiqu7xEJBP46QR3b4bnocpAFej5IfA/Q6Dnh8D/DIGeH9z5DO1UNa6ijYKqoFSFiKT4cttcbRXo+SHwP0Og54fA/wyBnh9q92ewU17GGGOqhRUUY4wx1cIKiu9ecjtAFQV6fgj8zxDo+SHwP0Og54da/BnsGooxxphqYS0UY4wx1cIKig9EZLSIbBKRNBG5y+08lSEir4nIPhFZ63aWEyEiCSKyQEQ2iMg6EbnV7UyVJSJRIvKjiKxyPsN9bmc6ESISKiIrRORzt7OcCBHZJiJrRGSliARcL7Ei0khEPhSRjc6/h8FuZyrNTnlVQERCgc3ASDyDfi0FxqvqeleD+UhEhgHZwBuq2tPtPJUlIq2AVqq6XERigGXAeYHy+wcQEQGiVTVbRMKBb4FbVXWJy9EqRUTuAJKBWFU91+08lSUi24BkVQ3I51BEZCrwjaq+4owRVV9VD7mdy5u1UCo2AEhT1XRVzQemAeNczuQzVf0aOOh2jhOlqrtVdbkzfQTP2Dht3E1VOeqR7cyGO6+A+iYnIvHAOcArbmcJRiISCwzDGftJVfNrWzEBKyi+aAPs8JrPIMD+oNUVIpII9AV+cDdJ5Tmni1YC+4A5qhpon+FJ4K9AsdtBqkCB2SKyTEQmuR2mkjoAmcB/ndOOr4hItNuhSrOCUjEpY1lAfbusC0SkAfARcJuqHnY7T2WpapGq9gHigQEiEjCnH0XkXGCfqi5zO0sVDVHVfsAY4EbndHCgCAP6Ac+ral8gB6h113OtoFQsA0jwmo8HdrmUJSg51x0+At5W1Y/dzlMVzmmKhcBol6NUxhBgrHMNYhowXETecjdS5anqLufnPuATPKezA0UGkOHVsv0QT4GpVaygVGwpkCQi7Z0LYZcB013OFDScC9qvAhtU9XG385wIEYkTkUbOdD1gBLDR3VS+U9W7VTVeVRPx/P8/X1UnuByrUkQk2rmpA+dU0VlAwNz5qKp7gB0i0sVZdCZQ625MCXM7QG2nqoUichMwCwgFXlPVdS7H8pmIvAucDjQTkQzgXlV91d1UlTIEuAJY41yDAPh/qvqFi5kqqxUw1bljMAR4X1UD8tbbANYC+MTz/YQw4B1V/crdSJV2M/C288U2Hbja5Ty/YbcNG2OMqRZ2yssYY0y1sIJijDGmWlhBMcYYUy2soBhjjKkWVlCMMcZUCysoJqiJyKNOD8CPOs+L/OB0bTH0OPu8IiLdq+HYySIypZL7ZJez/HURuagaMp1+vN6ERSRRRC6v6nFM3WTPoZhgdz0Qp6p5InIZsFFVJx5vB1W9tjoOrKopQKB1o54IXA68U3qFiISpamGNJzK1hrVQTI1wvtluFJGpIrLaGdehvrNum4g87IwZ8qOIdHKWvy4izzvjoaSLyGnO+C4bROT1co7TX0QWO2OP/CgiMc6xvxGR5c7rFGfb6UA08IOITAYeAc52xsuoJyJnicj3zj4fOP2JISILRSTZmc4WkQec4y0RkRbO8jgR+UhEljqvIWVk/aU1ICL/dD7bQuez3nKc3+VjTqZ5IhJXxvoznVbWGuc9IytYPtr5b/MtcIHX+5zm/C5WOvvFAA8BQ51lt4vIVc7vZgYw29nvL85nXi1eY7+IyKfi6ZhxnXh1zuj8Dh921s0VkQFev4ex5f0eTC2kqvayl99feL7ZKp4O+gBeA+50prcBf3OmrwQ+d6Zfx9N3lOAZMuAw0AvPF6FlQJ9Sxyh5gri/Mx+LpxVeH4hyliUBKV77ZHtNXwU840w3A77GM44JwGTgH870QjzjauB8pt85048A9zjT7wCnOtNt8XQdU/p3crrXZ/0nsBiIdI59AAgvYx8Ffu9M/8Mr7+vARUAUnt6xOzvL3wBu82F5kvN7ft8r0wyv/14NnN/lL5m9fmcZQBNn/iw8Y56L89/pc2CYs65km3p4uj1p6vWZxjjTn+ApTOHAScBKt//ftZfvL2uhmJq0Q1W/c6bfAk71Wveu10/vkehmqOcvzRpgr6quUdViYB2eIuWtC7BbVZcCqOph9ZyCCQdeFpE1wAeAL9c/Bjnbfed0+TIRaFfGdvl4/miCp8iVZBoBPOPsOx2Idb7hH89MVc1TzwBQ+/B0F1JaMfCeM136dwie38FWVd3szE/FM45Gecu7OstTnd+zd6eP3wGPO62lRlr+6aw5qloy5s5ZzmsFsNx5/yRn3S0isgpYgqfD1ZLl+UBJNyhrgEWqWuBMJ5ZzTFML2TUUU5NK9/OjPkznOT+LvaZL5kv//ytlHAPgdmAvnm+8IUCuD1kFzx/K8RVsV+D8IQYo8soUAgxW1WM+HKuE9+fzfq/jKf15yxpu4XjLy3oPz0LVh0RkJnA2sERERpSzf06p4/yfqr74q4OLnI6nyA5W1aMishBP6wh+/Tv85b+zqhaLiP2NCiDWQjE1qa38bxzs8XiGwi1xqdfP70/w/TcCrUWkP4Bz/SQMaIin5VKMp6PJUB/eawkwxOt6Tn0R6VyJLLOBm0pmRKRPJfY9nhA8p7bAc3H821LrNwKJJbnxfN5FFSxvLyIdneW/FFAR6ei0CB/Gc/NAV+AIcLyW1izgD17Xm9qISHM8/w1+dopJVzwtQFPHWPU3NWkDMFFEXgRSgee91kWKyA94/mBW1Cook6rmi8ilwNPi6Sb+GJ5vxc8BH4nIxcACfv2Nurz3yhSRq4B3Sy5eA/cAm8vf61duAZ4VkdV4/p19DdxQmc9Tjhygh4gsA7L4XyEuyZ0rIlcDHzjFdCnwgnruYitv+SRgpojsx1OgSgb/uk1EzsDTWloPfImnBVHonLp6Hfi51PFni0g34Hvx9OybDUzAc0rrBuf3sQlPwTZ1jPU2bGqEeIbv/VxVfzNSoXgGbkp2rh0YYwKUnfIyxhhTLayFYowxplpYC8UYY0y1sIJijDGmWlhBMcYYUy2soBhjjKkWVlCMMcZUCysoxhhjqsX/B1EfAgxvy0qfAAAAAElFTkSuQmCC\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from matplotlib import pyplot as plt\n",
"import numpy as np\n",
"%matplotlib inline\n",
"\n",
"x = np.linspace(0, 2 * np.pi)\n",
"plt.plot(x, np.sin(x))\n",
"plt.xlabel('ppm caffeine in bloodstream')\n",
"plt.ylabel('cheeriness')"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"and tables..."
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"Table length=5 \n",
"\n",
"integers their squares \n",
"int64 int64 \n",
"0 0 \n",
"1 1 \n",
"2 4 \n",
"3 9 \n",
"4 16 \n",
"
"
],
"text/plain": [
"\n",
"integers their squares\n",
" int64 int64 \n",
"-------- -------------\n",
" 0 0\n",
" 1 1\n",
" 2 4\n",
" 3 9\n",
" 4 16"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"import astropy.table\n",
"tbl = astropy.table.Table()\n",
"tbl.add_column(astropy.table.Column(data=np.arange(5),\n",
" name='integers'))\n",
"tbl.add_column(astropy.table.Column(data=np.arange(5)**2,\n",
" name='their squares'))\n",
"tbl"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"and even notes and typeset mathematics...\n",
"\n",
"> *And God said:*\n",
">\n",
"> > $$\\nabla \\cdot \\mathbf{D} = \\rho$$\n",
"> > $$\\nabla \\cdot \\mathbf{B} = 0$$\n",
"> > $$\\nabla \\times \\mathbf{E} = -\\frac{\\partial\\mathbf{B}}{\\partial t}$$\n",
"> > $$\\nabla \\times \\mathbf{H} = J + \\frac{\\partial\\mathbf{D}}{\\partial t}$$\n",
">\n",
"> *and there was light.*\n",
"\n",
"This is all very useful for doing interactive data analysis, so we will use the IPython Notebook interface for this tutorial. **WARNING:** I'm spoiling you rotten by doing this."
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"## II. How to get Python/Matplotlib/Numpy/Scipy/Astropy (if necessary)\n",
"\n",
"Python and all of the packages that we discuss in this tutorial are open source software, so there multiple options for installing them. But if you followed the instructions on the GROWTH website for downloading/installing these modules, you have already installed these dependencies. Skip to the next step. "
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"source": [
"### For Linux/UNIX users\n",
"\n",
"If you have one of the common Linux/UNIX distros (for example, [Ubuntu](https://www.ubuntu.com), [Debian](https://debian.org), or [Fedora](https://fedoraproject.org)), then you probably already have Python and you can get Matplotlib and friends from your package manager.\n",
"\n",
"For example, on Debian or Ubuntu, use:\n",
"\n",
" $ sudo apt-get install jupyter-notebook python3-matplotlib python3-astropy python3-scipy"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"source": [
"### For Mac users\n",
"\n",
"Every version of Mac OS comes with a Python interpreter, but it's slightly easier to obtain Matplotlib and Numpy if you use a package manager such as [MacPorts](https://macports.org), [HomeBrew](https://brew.sh), or [Fink](http://www.finkproject.org). I use MacPorts (and contribute to it, too), so that's what I suggest. Install MacPorts and then do:\n",
"\n",
" $ sudo port install py37-matplotlib py37-scipy py37-jupyterlab py37-astropy"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"source": [
"### For Windows users\n",
"\n",
"Windows does not come with Python, but popular and free builds of Python for Windows include [Anaconda](https://www.anaconda.com/distribution/) and [Canopy](https://www.enthought.com/product/canopy/). Another alternative for Windows is to set up a virtual machine with [VirtualBox](https://www.virtualbox.org) and then install a Linux distribution on that."
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"## III. Python basics"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### The `print()` function and string literals"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"If this is your first time looking at Python code, the first thing that you might notice is that it is very easy to understand. For example, to print something to the screen, it's just:"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Hello world!\n"
]
}
],
"source": [
"print('Hello world!')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"This is a Python statement, consisting of the built-in command `print` and a string surrounded by single quotes. Double quotes are fine inside a string:"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"She said, \"Hello, world!\"\n"
]
}
],
"source": [
"print('She said, \"Hello, world!\"')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"But if you want single quotes inside your string, you had better delimit it with double quotes:"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"She said, 'Hello, world!'\n"
]
}
],
"source": [
"print(\"She said, 'Hello, world!'\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"If you need both single quotes and double quotes, you can use backslashes to escape characters."
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"She said, \"O brave new world, that has such people in't!\"\n"
]
}
],
"source": [
"print('She said, \"O brave new world, that has such people in\\'t!\"')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"If you need a string that contains newlines, use triple quotes (`'''`) or triple double quotes (`\"\"\"`):"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"MIRANDA\n",
" O, wonder!\n",
" How many goodly creatures are there here!\n",
" How beauteous mankind is! O brave new world\n",
" That has such people in't!\n"
]
}
],
"source": [
"print(\"\"\"MIRANDA\n",
" O, wonder!\n",
" How many goodly creatures are there here!\n",
" How beauteous mankind is! O brave new world\n",
" That has such people in't!\"\"\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Let's say that you need to print a few different things on the same line. Just separate them with commas, as in:"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"'Tis new to Miranda\n"
]
}
],
"source": [
"person = 'Miranda'\n",
"print(\"'Tis new to\", person)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Oops. I'm getting ahead of myself—you've now seen your first variable assignment in Python. Strings can be concatened by adding them:"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"'abcdef'"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"'abc' + 'def'"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Or repeated by multiplying them:"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"'abcdefabcdef'"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"'abcdef' * 2"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Numeric and boolean literals"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Python's numeric types include integers and both real and complex floating point numbers:"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [],
"source": [
"a = 30 # an integer\n",
"b = 0xDEADBEEF # an integer in hexadecimal\n",
"c = 3.14159 # a floating point number\n",
"d = 5.1e10 # scientific notation\n",
"e = 2.5 + 5.3j # a complex number\n",
"hungry = True # boolean literal\n",
"need_coffee = False # another boolean literal"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"By the way, all of the text on a given line after the trailing hash sign (`#`) is a comment, ignored by Python.\n",
"\n",
"The arithmetic operators in Python are similar to C, C++, Java, and so on. There is addition (and subtraction):"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"33.14159"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"a + c"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Multiplication:"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(75+159j)"
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"a * e"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Division:"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"9.549304651466295"
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"a / c"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"***Important note***: unlike C, C++, Java, etc., ***division of integers gives you floats***:"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"2.3333333333333335"
]
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"7 / 3"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"If you want integer division, then use the double-slash `//` operator:"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"2"
]
},
"execution_count": 16,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"a = 7\n",
"b = 3\n",
"7 // 3"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The `%` sign is the remainder operator:"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"6"
]
},
"execution_count": 17,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"32 % 26"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Exponentiation is accomplished with the `**` operator:"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"125 0.3333333333333333\n"
]
}
],
"source": [
"print(5 ** 3, 9**-0.5)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Tuples"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"A tuple is a sequence of values. It's just about the handiest thing since integers. A tuple is immutable: once you have created it, you cannot add items to it, remove items from it, or change items. Tuples are very handy for storing short sequences of related values or returning multiple values from a function. This is what tuples look like:"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [],
"source": [
"some_tuple = ('a', 'b', 'c')\n",
"another_tuple = ('caffeine', 6.674e-11, 3.14, 2.718)\n",
"nested_tuple = (5, 4, 3, 2, ('a', 'b'), 'c')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Once you have made a tuple, you might want to retrieve a value from it. You index a tuple with square brackets, ***starting from zero***:"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"'a'"
]
},
"execution_count": 20,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"some_tuple[0]"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"'b'"
]
},
"execution_count": 21,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"some_tuple[1]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"You can access whole ranges of values using ***slice notation***:"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(4, 3, 2)"
]
},
"execution_count": 22,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"nested_tuple[1:4]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Or, to count backward from the end of the tuple, use a ***negative index***:"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"2.718"
]
},
"execution_count": 23,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"another_tuple[-1]"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"3.14"
]
},
"execution_count": 24,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"another_tuple[-2]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Strings can be treated just like tuples of individual charaters:"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"and\n"
]
}
],
"source": [
"person = 'Miranda'\n",
"print(person[3:6])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Lists"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"What if you want a container like a tuple but to which you can add or remove items or alter existing items? That's a list. The syntax is almost the same, except that you create a list using square brackets `[]` instead of round ones `()`:"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {},
"outputs": [],
"source": [
"your_list = ['foo', 'bar', 'bat', 'baz']\n",
"my_list = ['xyzzy', 1, 3, 5, 7]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"But you can change elements:"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"['xyzzy', 2, 3, 5, 7]\n"
]
}
],
"source": [
"my_list[1] = 2\n",
"print(my_list)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Or append elements to an existing list:"
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"['xyzzy', 2, 3, 5, 7, 11]\n"
]
}
],
"source": [
"my_list.append(11)\n",
"print(my_list)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Or delete elements:"
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[2, 3, 5, 7, 11]\n"
]
}
],
"source": [
"del my_list[0]\n",
"print(my_list)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Sets"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Sometimes you need a collection of items where order doesn't necessarily matter, but each item is guaranteed to be unique. That's a set, created just like a list or tuple but with curly braces `{}`:"
]
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"{5, 6, 7, 8, 'foo'}\n"
]
}
],
"source": [
"a = {5, 6, 'foo', 7, 7, 8}\n",
"print(a)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"You can add items to a set:"
]
},
{
"cell_type": "code",
"execution_count": 31,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"{3, 5, 6, 7, 8, 'foo'}\n"
]
}
],
"source": [
"a.add(3)\n",
"print(a)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Or take them away:"
]
},
{
"cell_type": "code",
"execution_count": 32,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"{5, 6, 7, 8, 'foo'}\n"
]
}
],
"source": [
"a.remove(3)\n",
"print(a)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"You also have set-theoretic intersections with the `&` operator:"
]
},
{
"cell_type": "code",
"execution_count": 33,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"{3, 4}"
]
},
"execution_count": 33,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"{1, 2, 3, 4, 5, 6} & {3, 4}"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"And union with the `|` operator:"
]
},
{
"cell_type": "code",
"execution_count": 34,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"{1, 2, 3, 4, 5, 6, 7}"
]
},
"execution_count": 34,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"{1, 2, 3, 4, 5, 6} | {6, 7}"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"And set difference with the `-` operator:"
]
},
{
"cell_type": "code",
"execution_count": 35,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"{1, 2, 5, 6}"
]
},
"execution_count": 35,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"{1, 2, 3, 4, 5, 6} - {3, 4}"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Dictionaries"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Sometimes, you want a collection that is like a list, but whose indices are strings or other Python values. That's a dictionary. Dictionaries are handy for any type of database-like operation, or for storing mappings from one set of values to another. You create a dictionary by enclosing a list of key-value pairs in curly braces:"
]
},
{
"cell_type": "code",
"execution_count": 36,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"{'name': 'GRB 130702A',\n",
" 'redshift': 0.145,\n",
" 'ra': (14, 29, 14.78),\n",
" 'dec': (15, 46, 26.4)}"
]
},
"execution_count": 36,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"my_grb = {'name': 'GRB 130702A', 'redshift': 0.145, 'ra': (14, 29, 14.78), 'dec': (15, 46, 26.4)}\n",
"my_grb"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"You can index items in dictionaries with square braces `[]`, similar to tuples or lists:"
]
},
{
"cell_type": "code",
"execution_count": 37,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(15, 46, 26.4)"
]
},
"execution_count": 37,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"my_grb['dec']"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"or add items to them:"
]
},
{
"cell_type": "code",
"execution_count": 38,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"{'name': 'GRB 130702A',\n",
" 'redshift': 0.145,\n",
" 'ra': (14, 29, 14.78),\n",
" 'dec': (15, 46, 26.4),\n",
" 'url': 'http://gcn.gsfc.nasa.gov/other/130702A.gcn3'}"
]
},
"execution_count": 38,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"my_grb['url'] = 'http://gcn.gsfc.nasa.gov/other/130702A.gcn3'\n",
"my_grb"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"or delete items from them:"
]
},
{
"cell_type": "code",
"execution_count": 39,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"{'name': 'GRB 130702A',\n",
" 'redshift': 0.145,\n",
" 'ra': (14, 29, 14.78),\n",
" 'dec': (15, 46, 26.4)}"
]
},
"execution_count": 39,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"del my_grb['url']\n",
"my_grb"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Dictionary keys can be any **immutable** kind of Python object: tuples, strings, integers, and floats are all fine. Values in a dictionary can be **any Python value at all**, including lists or other dictionaries:"
]
},
{
"cell_type": "code",
"execution_count": 40,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"{'foods': ['chicken', 'veggie burger', 'banana'],\n",
" 'cheeses': {'camembert', 'gouda', 'mozarella', 'muenster'},\n",
" (5.5, 2): 42,\n",
" 'plugh': 'bat'}"
]
},
"execution_count": 40,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"{\n",
" 'foods': ['chicken', 'veggie burger', 'banana'],\n",
" 'cheeses': {'muenster', 'gouda', 'camembert', 'mozarella'},\n",
" (5.5, 2): 42,\n",
" 'plugh': 'bat'\n",
"}"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### The `None` object"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Sometimes you need to represent the absence of a value, for instance, if you have a gap in a dataset. You might be tempted to use some special value like `-1` or `99` for this purpose, but **don't**! Use the built-in object `None`."
]
},
{
"cell_type": "code",
"execution_count": 41,
"metadata": {},
"outputs": [],
"source": [
"a = None"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Conditionals"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"In Python, control flow statements such as conditionals and loops have blocks indicated with indentation. Any number of spaces or tabs is fine, as long as you are consistent within a block. Common choices include four spaces, two spaces, or a tab.\n",
"\n",
"You can use the `if`...`elif`...`else` statement to have different bits of code run depending on the truth or falsehood of boolean expressions. For example:"
]
},
{
"cell_type": "code",
"execution_count": 42,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"i'm in the 'else' block\n",
"a is greater than 3\n"
]
}
],
"source": [
"a = 5\n",
"\n",
"if a < 3:\n",
" print(\"i'm in the 'if' block\")\n",
" messsage = 'a is less than 3'\n",
"elif a == 3:\n",
" print(\"i'm in the 'elif' block\")\n",
" messsage = 'a is 3'\n",
"else:\n",
" print(\"i'm in the 'else' block\")\n",
" message = 'a is greater than 3'\n",
"\n",
"print(message)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"You can chain together inequalities just like in mathematical notation:"
]
},
{
"cell_type": "code",
"execution_count": 43,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"a is greater than 0 but less than or equal to 5\n"
]
}
],
"source": [
"if 0 < a <= 5:\n",
" print('a is greater than 0 but less than or equal to 5')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"You can also combine comparison operators with the boolean `and`, `or`, and `not` operators:"
]
},
{
"cell_type": "code",
"execution_count": 44,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"yahoo!\n"
]
}
],
"source": [
"if a < 6 or a > 8:\n",
" print('yahoo!')"
]
},
{
"cell_type": "code",
"execution_count": 45,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"a is an odd number less than 6!\n"
]
}
],
"source": [
"if a < 6 and a % 2 == 1:\n",
" print('a is an odd number less than 6!')"
]
},
{
"cell_type": "code",
"execution_count": 46,
"metadata": {},
"outputs": [],
"source": [
"if not a == 5: # same as a != 5\n",
" print('a is not 5')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The comparison operator `is` tests whether two Python values are not only equal, but represent the same object. Since there is only one `None` object, the `is` operator is particularly useful for detecting `None`."
]
},
{
"cell_type": "code",
"execution_count": 47,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"No, thanks\n"
]
}
],
"source": [
"food = None\n",
"\n",
"if food is None:\n",
" print('No, thanks')\n",
"else:\n",
" print('Here is your', food)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Likewise, there is an `is not` operator:"
]
},
{
"cell_type": "code",
"execution_count": 48,
"metadata": {},
"outputs": [],
"source": [
"if food is not None:\n",
" print('Yum!')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The `in` and `not in` operators are handy for testing for membership in a string, set, or dictionary:"
]
},
{
"cell_type": "code",
"execution_count": 49,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"indeed it is\n"
]
}
],
"source": [
"if 3 in {1, 2, 3, 4, 5}:\n",
" print('indeed it is')"
]
},
{
"cell_type": "code",
"execution_count": 50,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"there is no \"i\" in \"team\"\n"
]
}
],
"source": [
"if 'i' not in 'team':\n",
" print('there is no \"i\" in \"team\"')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"When referring to a dictionary, the `in` operator tests if the item is among the **keys** of the dictionary."
]
},
{
"cell_type": "code",
"execution_count": 51,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"the key \"foo\" is in the dictionary\n"
]
}
],
"source": [
"d = {'foo': 3, 'bar': 5, 'bat': 9}\n",
"if 'foo' in d:\n",
" print('the key \"foo\" is in the dictionary')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### The `for` and `while` loops"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"In Python, there are just two types of loops: `for` and `while`. `for` loops are useful for repeating a set of statements for each item in a collection (tuple, set, list, dictionary, or string). `while` loops are not as common, but can be used to repeat a set of statements until a boolean expression becomes false."
]
},
{
"cell_type": "code",
"execution_count": 52,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"0\n",
"1\n",
"4\n",
"9\n"
]
}
],
"source": [
"for i in [0, 1, 2, 3]:\n",
" print(i**2)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The built-in function `range`, which returns a list of numbers, is often handy here:"
]
},
{
"cell_type": "code",
"execution_count": 53,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"0\n",
"1\n",
"4\n",
"9\n"
]
}
],
"source": [
"for i in range(4):\n",
" print(i**2)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Or you can have the range start from a nonzero value:"
]
},
{
"cell_type": "code",
"execution_count": 54,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"4\n",
"1\n",
"0\n",
"1\n",
"4\n",
"9\n"
]
}
],
"source": [
"for i in range(-2, 4):\n",
" print(i**2)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"You can iterate over the keys and values in a dictionary with `.items()`:"
]
},
{
"cell_type": "code",
"execution_count": 55,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"foo ... 27\n",
"bar ... 125\n",
"bat ... 729\n"
]
}
],
"source": [
"for key, val in d.items():\n",
" print(key, '...', val**3)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The syntax of the `while` loop is similar to the `if` statement:"
]
},
{
"cell_type": "code",
"execution_count": 56,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"2\n",
"4\n",
"8\n"
]
}
],
"source": [
"a = 1\n",
"while a < 5:\n",
" a = a * 2\n",
" print(a)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### List comprehensions"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Sometimes you need a loop to create one list from another. List comprehensions make this very terse. For example, the following `for` loop:"
]
},
{
"cell_type": "code",
"execution_count": 57,
"metadata": {},
"outputs": [],
"source": [
"a = []\n",
"for i in range(5):\n",
" a.append(i * 10)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"is equivalent to this list comprehension:"
]
},
{
"cell_type": "code",
"execution_count": 58,
"metadata": {},
"outputs": [],
"source": [
"a = [i * 10 for i in range(5)]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"You can even incorporate conditionals into a list comprehension. The following:"
]
},
{
"cell_type": "code",
"execution_count": 59,
"metadata": {},
"outputs": [],
"source": [
"a = []\n",
"for i in range(5):\n",
" if i % 2 == 0:\n",
" # i is even\n",
" a.append(i * 10)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"can be written as:"
]
},
{
"cell_type": "code",
"execution_count": 60,
"metadata": {},
"outputs": [],
"source": [
"a = [i * 10 for i in range(5) if i % 2 == 0]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Conditional expressions"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Conditional expressions are a closely related shorthand. The following:"
]
},
{
"cell_type": "code",
"execution_count": 61,
"metadata": {},
"outputs": [],
"source": [
"if 6/2 == 3:\n",
" a = 'foo'\n",
"else:\n",
" a = 'bar'"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"is equivalent to:"
]
},
{
"cell_type": "code",
"execution_count": 62,
"metadata": {},
"outputs": [],
"source": [
"a = 'foo' if 6/2 == 3 else 'bar'"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Functions"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Functions are created with the `def` statement. A function may either have or not have a `return` statement to send back a return value."
]
},
{
"cell_type": "code",
"execution_count": 63,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"9\n"
]
}
],
"source": [
"def square(n):\n",
" return n * n\n",
"\n",
"a = square(3)\n",
"print(a)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"If you want to return multiple values from a function, return a tuple. Parentheses around the tuple are optional."
]
},
{
"cell_type": "code",
"execution_count": 64,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"(9, 27)\n"
]
}
],
"source": [
"def powers(n):\n",
" return n**2, n**3\n",
"\n",
"print(powers(3))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"If a function returns multiple values, you can automatically unpack them into multiple variables:"
]
},
{
"cell_type": "code",
"execution_count": 65,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"9\n"
]
}
],
"source": [
"square, cube = powers(3)\n",
"print(square)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"If you pass a mutable value such as a list to a function, then **the function may modify that value**. For example, you might implement the Fibonacci sequence like this:"
]
},
{
"cell_type": "code",
"execution_count": 66,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[1, 1, 2, 3, 5, 8, 13, 21, 34, 55]\n"
]
}
],
"source": [
"def fibonacci(seed, n):\n",
" while len(seed) < n:\n",
" seed.append(seed[-1] + seed[-2])\n",
" # Note: no return statement\n",
"\n",
"seed = [1, 1]\n",
"fibonacci(seed, 10)\n",
"print(seed)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"You can also give a function's arguments default values, such as:"
]
},
{
"cell_type": "code",
"execution_count": 67,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[1, 1, 2, 3, 5, 8]\n"
]
}
],
"source": [
"def fibonacci(seed, n=6):\n",
" while len(seed) < n:\n",
" seed.append(seed[-1] + seed[-2])\n",
" # Note: no return statement\n",
"\n",
"seed = [1, 1]\n",
"fibonacci(seed)\n",
"print(seed)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"If a function has a large number of arguments, it may be easier to read if you pass the arguments by keyword, as in:"
]
},
{
"cell_type": "code",
"execution_count": 68,
"metadata": {},
"outputs": [],
"source": [
"seq = [1, 1]\n",
"fibonacci(seed=seq, n=4)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## IV. The Python standard library"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Python comes with an extensive **[standard library](http://docs.python.org/2/library/index.html)** consisting of individual **modules** that you can opt to use with the `import` statement. For example:"
]
},
{
"cell_type": "code",
"execution_count": 69,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"1.7320508075688772"
]
},
"execution_count": 69,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"import math\n",
"math.sqrt(3)"
]
},
{
"cell_type": "code",
"execution_count": 70,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"3.141592653589793"
]
},
"execution_count": 70,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"from math import pi\n",
"pi"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Some particularly useful parts of the Python standard library are:\n",
"\n",
"* [`random`](https://docs.python.org/3/library/random.html): random number generators\n",
"* [`pickle`](https://docs.python.org/3/library/pickle.html): read/write Python objects into files\n",
"* [`sqlite3`](https://docs.python.org/3/library/sqlite3.html): SQLite database acces\n",
"* [`os`](https://docs.python.org/3/library/os.html): operating system services\n",
"* [`os.path`](https://docs.python.org/3/library/os.path.html): file path manipulation\n",
"* [`subprocess`](https://docs.python.org/3/library/subprocess.html): launch external processes\n",
"* [`email`](https://docs.python.org/3/library/email.html): compose, parse, receive, or send e-mail\n",
"* [`pdb`](https://docs.python.org/3/library/pdb.html): built-in debugger\n",
"* [`re`](https://docs.python.org/3/library/re.html): regular expressions\n",
"* [`http`](https://docs.python.org/3/library/http.html): built-in lightweight web client and server\n",
"* [`optparse`](https://docs.python.org/3/library/optparse.html): build pretty command-line interfaces\n",
"* [`itertools`](https://docs.python.org/3/library/itertools.html): exotic looping constructs\n",
"* [`multiprocessing`](https://docs.python.org/3/library/multiprocessing.html): parallel processing"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Error handling"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"It can be important for your code to be able to handle error conditions. For example, let's say that you are implementing a sinc function:"
]
},
{
"cell_type": "code",
"execution_count": 71,
"metadata": {},
"outputs": [
{
"ename": "ZeroDivisionError",
"evalue": "float division by zero",
"output_type": "error",
"traceback": [
"\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
"\u001b[0;31mZeroDivisionError\u001b[0m Traceback (most recent call last)",
"\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[1;32m 2\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0mmath\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msin\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mx\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m/\u001b[0m \u001b[0mx\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 3\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 4\u001b[0;31m \u001b[0mprint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0msinc\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
"\u001b[0;32m\u001b[0m in \u001b[0;36msinc\u001b[0;34m(x)\u001b[0m\n\u001b[1;32m 1\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0msinc\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mx\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 2\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0mmath\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msin\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mx\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m/\u001b[0m \u001b[0mx\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 3\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 4\u001b[0m \u001b[0mprint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0msinc\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
"\u001b[0;31mZeroDivisionError\u001b[0m: float division by zero"
]
}
],
"source": [
"def sinc(x):\n",
" return math.sin(x) / x\n",
"\n",
"print(sinc(0))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Oops! We know that by definition $\\mathrm{sinc}(0) = 1$ , so we should catch this error:"
]
},
{
"cell_type": "code",
"execution_count": 72,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"1\n"
]
}
],
"source": [
"def sinc(x):\n",
" try:\n",
" result = math.sin(x) / x\n",
" except ZeroDivisionError:\n",
" result = 1\n",
" return result\n",
"\n",
"print(sinc(0))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Reading and writing files"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The built-in `open` function opens a file and returns a `file` object that you can use to read or write data. Here's an example of writing data to a file:"
]
},
{
"cell_type": "code",
"execution_count": 73,
"metadata": {},
"outputs": [],
"source": [
"myfile = open('myfile.txt', 'w') # open file for writing\n",
"myfile.write(\"red 1\\n\")\n",
"myfile.write(\"green 2\\n\")\n",
"myfile.write(\"blue 3\\n\")\n",
"myfile.close()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"And here is reading it:"
]
},
{
"cell_type": "code",
"execution_count": 74,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"{'red': 1, 'green': 2, 'blue': 3}\n"
]
}
],
"source": [
"d = {} # create empty dictionary\n",
"\n",
"for line in open('myfile.txt', 'r'): # open file for reading\n",
" color, num = line.split() # break apart line by whitespace\n",
" num = int(num) # convert num to integer\n",
" d[color] = num\n",
"\n",
"print(d)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## V. Numpy & Matplotlib"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Numpy provides array operations and linear algebra to Python. A Numpy array is a bit like a Python list, but supports elementwise arithmetic. For example:"
]
},
{
"cell_type": "code",
"execution_count": 75,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[ 2 4 6 8 10]\n"
]
}
],
"source": [
"import numpy as np\n",
"\n",
"x = np.asarray([1, 2, 3, 4, 5])\n",
"y = 2 * x\n",
"print(y)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Numpy arrays may have any number of dimensions:"
]
},
{
"cell_type": "code",
"execution_count": 76,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([[1, 2, 3],\n",
" [4, 5, 6],\n",
" [7, 8, 9]])"
]
},
"execution_count": 76,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"x = np.asarray([[1, 2, 3], [4, 5, 6], [7, 8, 9]])\n",
"x"
]
},
{
"cell_type": "code",
"execution_count": 77,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([[9, 8, 7],\n",
" [6, 5, 4],\n",
" [3, 2, 1]])"
]
},
"execution_count": 77,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"y = np.asarray([[9, 8, 7], [6, 5, 4], [3, 2, 1]])\n",
"y"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"An array has a certain number of dimensions denoted `.ndim`:"
]
},
{
"cell_type": "code",
"execution_count": 78,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"2"
]
},
"execution_count": 78,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"x.ndim"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"and the dimensions' individual lengths are given by `.shape`:"
]
},
{
"cell_type": "code",
"execution_count": 79,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(3, 3)"
]
},
"execution_count": 79,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"x.shape"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"and the total number of elements by `.size`:"
]
},
{
"cell_type": "code",
"execution_count": 80,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"9"
]
},
"execution_count": 80,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"x.size"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"By default, multiplication is elementwise:"
]
},
{
"cell_type": "code",
"execution_count": 81,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([[ 9, 16, 21],\n",
" [24, 25, 24],\n",
" [21, 16, 9]])"
]
},
"execution_count": 81,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"x * y"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"To perform matrix multiplication, either convert arrays to `np.matrix` or use `np.dot`:"
]
},
{
"cell_type": "code",
"execution_count": 82,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"matrix([[ 30, 24, 18],\n",
" [ 84, 69, 54],\n",
" [138, 114, 90]])"
]
},
"execution_count": 82,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"np.asmatrix(x) * np.asmatrix(y)"
]
},
{
"cell_type": "code",
"execution_count": 83,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([[ 30, 24, 18],\n",
" [ 84, 69, 54],\n",
" [138, 114, 90]])"
]
},
"execution_count": 83,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"np.dot(x, y)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"You can also perform comparison operations on arrays..."
]
},
{
"cell_type": "code",
"execution_count": 84,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([[False, False, False],\n",
" [False, False, True],\n",
" [ True, True, True]])"
]
},
"execution_count": 84,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"x > 5"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Although a boolean array doesn't directly make sense in an `if` statement:"
]
},
{
"cell_type": "code",
"execution_count": 85,
"metadata": {},
"outputs": [
{
"ename": "ValueError",
"evalue": "The truth value of an array with more than one element is ambiguous. Use a.any() or a.all()",
"output_type": "error",
"traceback": [
"\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
"\u001b[0;31mValueError\u001b[0m Traceback (most recent call last)",
"\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0;32mif\u001b[0m \u001b[0mx\u001b[0m \u001b[0;34m>\u001b[0m \u001b[0;36m5\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 2\u001b[0m \u001b[0mprint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'oops'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
"\u001b[0;31mValueError\u001b[0m: The truth value of an array with more than one element is ambiguous. Use a.any() or a.all()"
]
}
],
"source": [
"if x > 5:\n",
" print('oops')"
]
},
{
"cell_type": "code",
"execution_count": 86,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"at least some elements are greater than 5\n"
]
}
],
"source": [
"if np.any(x > 5):\n",
" print('at least some elements are greater than 5')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"You can use conditional expressions like indices:"
]
},
{
"cell_type": "code",
"execution_count": 87,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([[1, 2, 3],\n",
" [4, 5, 5],\n",
" [5, 5, 5]])"
]
},
"execution_count": 87,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"x[x > 5] = 5\n",
"x"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Or manipulate individual rows:"
]
},
{
"cell_type": "code",
"execution_count": 88,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([[ 1, 2, 3],\n",
" [-1, -1, -1],\n",
" [ 5, 5, 5]])"
]
},
"execution_count": 88,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"x[1, :] = -1\n",
"x"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Or individual columns:"
]
},
{
"cell_type": "code",
"execution_count": 89,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([[ 1, 102, 3],\n",
" [ -1, 99, -1],\n",
" [ 5, 105, 5]])"
]
},
"execution_count": 89,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"x[:, 1] += 100\n",
"x"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Other useful features include various random number generators:"
]
},
{
"cell_type": "code",
"execution_count": 90,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(array([ 19., 107., 586., 1472., 2522., 2665., 1711., 710., 189.,\n",
" 19.]),\n",
" array([-3.58212794, -2.87990784, -2.17768775, -1.47546765, -0.77324756,\n",
" -0.07102746, 0.63119264, 1.33341273, 2.03563283, 2.73785292,\n",
" 3.44007302]),\n",
" )"
]
},
"execution_count": 90,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"from matplotlib import pyplot as plt\n",
"%matplotlib inline\n",
"\n",
"# Plot histogram of 10k normal random variates\n",
"plt.hist(np.random.randn(10000))"
]
},
{
"cell_type": "code",
"execution_count": 91,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"1.364157604885726"
]
},
"execution_count": 91,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"np.random.uniform(low=0, high=2*np.pi)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"You've already seen a few examples of Matplotlib. If you have used MATLAB, then Matplotlib code may look familiar."
]
},
{
"cell_type": "code",
"execution_count": 92,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"x = np.linspace(-10, 10)\n",
"y = 1 / (1 + np.exp(x))\n",
"plt.plot(x, y)\n",
"plt.annotate(\n",
" 'foo bar', (x[20], y[20]), (50, 5),\n",
" textcoords='offset points',\n",
" arrowprops={'arrowstyle': '->'})\n",
"plt.grid()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## VI. Astropy"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Astropy is a core Python package for astronomy. It is formed from the merger of a number of other Python astronomy packages, but also contains a lot of original code. Core features include:\n",
"\n",
"* `astropy.constants`, `astropy.units`: Physical constants, units, and unit conversion\n",
"* `astropy.time`: Manipulation of dates and times\n",
"* `astropy.coordinates`: Representation of and conversion between astronomical coordinate systems\n",
"* `astropy.table`: Tables and gridded data\n",
"* `astropy.io.fits`: Manipulating FITS files\n",
"* `astropy.io.ascii`: Manipulating ASCII tables of many different formats\n",
"* `astropy.io.votable`: Virtual Observatory tables\n",
"* `astropy.wcs`: World Coordinate System transformations\n",
"* `astropy.cosmology`: Cosmological calculations\n",
"* `astropy.stats`: Astrostatistics\n",
"* `astropy.modeling`: multi-D model fitting Swiss army knife\n",
"\n",
"The Astropy project also has sevearl [\"affiliated packages\"](http://www.astropy.org/affiliated/index.html) that have similar design but are maintained separately, including:\n",
"\n",
"* [Photutils](https://photutils.readthedocs.io/): Aperture photometry\n",
"* [Astroquery](https://astroquery.readthedocs.io/): Query astronomical databases"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Let's experiment by opening up a P48 image. We'll need several modules from the Astropy package for this exercise."
]
},
{
"cell_type": "code",
"execution_count": 93,
"metadata": {},
"outputs": [],
"source": [
"import astropy.coordinates\n",
"import astropy.units as u\n",
"import astropy.io.fits\n",
"import astropy.stats\n",
"import astropy.table\n",
"import astropy.wcs\n",
"import astropy.cosmology\n",
"import scipy.optimize\n",
"import scipy.odr"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"I've downloaded a P48 image and put it in the data/ directory."
]
},
{
"cell_type": "code",
"execution_count": 94,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[]"
]
},
"execution_count": 94,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"fits = astropy.io.fits.open('data/PTF_201307021787_i_p_scie_t041723_u016616794_f02_p003486_c11.fits')\n",
"fits"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Let's grab the first (and only) HDU of this FITS file:"
]
},
{
"cell_type": "code",
"execution_count": 95,
"metadata": {},
"outputs": [],
"source": [
"hdu = fits[0]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Then let's take a look at the contents of the header:"
]
},
{
"cell_type": "code",
"execution_count": 96,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"SIMPLE = T / Fits standard \n",
"BITPIX = -32 / FOUR-BYTE SINGLE PRECISION FLOATING POINT \n",
"NAXIS = 2 / STANDARD FITS FORMAT \n",
"NAXIS1 = 2048 / STANDARD FITS FORMAT \n",
"NAXIS2 = 4096 / STANDARD FITS FORMAT \n",
"ORIGIN = 'Palomar Transient Factory' / Origin of these image data \n",
"CREATOR = 'Infrared Processing and Analysis Center' / Creator of this FITS file \n",
"TELESCOP= 'P48 ' / Name of telescope \n",
"INSTRUME= 'PTF/MOSAIC' / Instrument name \n",
"OBSERVER= 'KulkarniPTF' / Observer name and project \n",
"CCDID = '11 ' / CCD number (0..11) \n",
"DATE-OBS= '2013-07-02T04:17:23.555' / UTC shutter time YYYY-MM-DDTHH:MM:SS.SSS \n",
"DATE = '2013-07-01T21:35:19' / File creation date (YYYY-MM-DDThh:mm:ss UT) \n",
"REFERENC= 'http://www.astro.caltech.edu/ptf' / URL of PTF website \n",
" \n",
" / PROPOSAL INFORMATION \n",
" \n",
"PTFPRPI = 'Kulkarni' / PTF Project PI \n",
"PTFPID = '30011 ' / Project type: 00000-49999 \n",
"OBJECT = 'PTF_survey' / Fields object \n",
"PTFFIELD= '3486 ' / PTF unique field ID \n",
"PTFFLAG = '1 ' / 1 = PTF; 0 = non-PTF category \n",
" \n",
" / TIME AND EXPOSURE INFORMATION \n",
" \n",
"FILTER = 'R ' / Filter name \n",
"FILTERID= '2 ' / Filter ID \n",
"FILTERSL= '1 ' / Filter changer slot position \n",
"EXPTIME = 60. / [s] Requested exposure time \n",
"AEXPTIME= 60. / actual exposure time (sec) \n",
"UTC-OBS = '2013-07-02T04:17:23.555' / UTC time shutter open YYYY-MM-DDTHH:MM:SS.\n",
"OBSJD = 2456475.67874 / [day] Julian day corresponds to UTC-OBS \n",
"OBSMJD = 56475.17874 / MJD corresponds to UTC-OBS (day) \n",
"OBSLST = '15:11:26.46' / Mean LST corresponds to UTC-OBS 'HH:MM:SS.S' \n",
"HOURANG = '0:48:14.61' / Mean HA (sHH:MM:SS.S) based on LMST at UTC-OBS \n",
"HJD = 2456475.68019 / [day] Heliocentric Julian Day \n",
"OBSTYPE = 'object ' / Image type (dark,science,bias,focus) \n",
"IMGTYP = 'object ' / Image type (dark,science,bias,focus) \n",
" \n",
" / MOON AND SUN \n",
" \n",
"MOONRA = 30.98457 / [deg] Moon J2000.0 R.A. \n",
"MOONDEC = 12.984756 / [deg] Moon J2000.0 Dec. \n",
"MOONILLF= -0.306369 / [frac] Moon illuminated fraction \n",
"MOONPHAS= 247.2158 / [deg] Moon phase angle \n",
"MOONESB = -0. / Moon excess in sky brightness V-band \n",
"MOONALT = -40.94289 / [deg] Moon altitude \n",
"SUNAZ = 310.3019 / [deg] Sun azimuth \n",
"SUNALT = -14.00398 / [deg] Sun altitude \n",
" \n",
" / PHOTOMETRY \n",
" \n",
"BUNIT = 'DN ' / Data number (analog-to-digital units or ADU) \n",
"PHTCALEX= 1 / Was phot.-cal. module executed? \n",
"PHTCALFL= 1 / Flag for image is photometric (0=N, 1=Y) \n",
"PCALRMSE= 0.215766 / RMSE from (zeropoint, extinction) data fit \n",
"IMAGEZPT= 23.72382 / Image magnitude zeropoint \n",
"COLORTRM= -0.012228 / Image color term (g-r) \n",
"ZPTSIGMA= 1.886777 / Robust dispersion of SEx-SDSS magnitudes \n",
"IZPORIG = 'SDSS ' / Photometric-calibration origin \n",
"ZPRULE = 'DIRECT ' / Photometric-calibration method \n",
"MAGZPT = 23.77773 / Magnitude zeropoint at airmass=1 \n",
"EXTINCT = -0.195707 / Extinction \n",
"APSFILT = 'r ' / SDSS filter used in abs phot cal \n",
"APSCOL = 'r-i ' / SDSS color used in abs phot cal \n",
"APRMS = 0.05618604 / RMS in mag of final abs phot cal \n",
"APBSRMS = 0.0344094 / RMS in mag of final abs phot cal for bright sta\n",
"APNSTDI1= 177080 / Number of standard stars in first iteration \n",
"APNSTDIF= 160107 / Number of standard stars in final iteration \n",
"APCHI2 = 771280.24477198 / Chi2 of final abs phot cal \n",
"APDOF = 160096. / Dof of chi2 of final abs phot cal \n",
"APMEDJD = 2456475.80246722 / Median JD used in abs phot cal \n",
"APPN01 = 'ZeroPoint' / Name of parameter abs phot cal 01 \n",
"APPAR01 = 23.68493517 / Value of parameter abs phot cal 01 \n",
"APPARE01= 0.0026937 / Error of parameter abs phot cal 01 \n",
"APPN02 = 'ColorTerm' / Name of parameter abs phot cal 02 \n",
"APPAR02 = -0.03174945 / Value of parameter abs phot cal 02 \n",
"APPARE02= 0.00383537 / Error of parameter abs phot cal 02 \n",
"APPN03 = 'AirMassTerm' / Name of parameter abs phot cal 03 \n",
"APPAR03 = -0.28459543 / Value of parameter abs phot cal 03 \n",
"APPARE03= 0.00226667 / Error of parameter abs phot cal 03 \n",
"APPN04 = 'AirMassColorTerm' / Name of parameter abs phot cal 04 \n",
"APPAR04 = 0.24261075 / Value of parameter abs phot cal 04 \n",
"APPARE04= 0.00313212 / Error of parameter abs phot cal 04 \n",
"APPN05 = 'TimeTerm' / Name of parameter abs phot cal 05 \n",
"APPAR05 = 0.19911481 / Value of parameter abs phot cal 05 \n",
"APPARE05= 0.00219937 / Error of parameter abs phot cal 05 \n",
"APPN06 = 'Time2Term' / Name of parameter abs phot cal 06 \n",
"APPAR06 = 1.65698453 / Value of parameter abs phot cal 06 \n",
"APPARE06= 0.02684713 / Error of parameter abs phot cal 06 \n",
"APPN07 = 'XTerm ' / Name of parameter abs phot cal 07 \n",
"APPAR07 = 0.02703671 / Value of parameter abs phot cal 07 \n",
"APPARE07= 0.00053429 / Error of parameter abs phot cal 07 \n",
"APPN08 = 'YTerm ' / Name of parameter abs phot cal 08 \n",
"APPAR08 = -0.01528394 / Value of parameter abs phot cal 08 \n",
"APPARE08= 0.00131972 / Error of parameter abs phot cal 08 \n",
"APPN09 = 'Y2Term ' / Name of parameter abs phot cal 09 \n",
"APPAR09 = 0.00938432 / Value of parameter abs phot cal 09 \n",
"APPARE09= 0.00208283 / Error of parameter abs phot cal 09 \n",
"APPN10 = 'Y3Term ' / Name of parameter abs phot cal 10 \n",
"APPAR10 = 0.03443254 / Value of parameter abs phot cal 10 \n",
"APPARE10= 0.00825142 / Error of parameter abs phot cal 10 \n",
"APPN11 = 'XYTerm ' / Name of parameter abs phot cal 11 \n",
"APPAR11 = 0.01025838 / Value of parameter abs phot cal 11 \n",
"APPARE11= 0.00188474 / Error of parameter abs phot cal 11 \n",
" \n",
" / ASTROMETRY \n",
" \n",
"WCSAXES = 2 / Number of axes in world coordinate system \n",
"CRVAL1 = 217.309490953823 / [deg] RA of reference point \n",
"CRVAL2 = 16.6581466832508 / [deg] DEC of reference point \n",
"CRPIX1 = 1497.193 / [pix] Image reference point \n",
"CRPIX2 = 609.3031 / [pix] Image reference point \n",
"CTYPE1 = 'RA---TAN-SIP' / TAN (gnomic) projection + SIP distortions \n",
"CTYPE2 = 'DEC--TAN-SIP' / TAN (gnomic) projection + SIP distortions \n",
"CUNIT1 = 'deg ' / Image axis-1 celestial-coordinate units \n",
"CUNIT2 = 'deg ' / Image axis-2 celestial-coordinate units \n",
"CRTYPE1 = 'deg ' / Data units of CRVAL1 \n",
"CRTYPE2 = 'deg ' / Data units of CRVAL2 \n",
"CD1_1 = 0.000280377484830748 / Transformation matrix \n",
"CD1_2 = -1.71606271442079E-06 \n",
"CD2_1 = -1.61073877029747E-06 \n",
"CD2_2 = -0.000280943199913645 \n",
"OBJRA = '14:22:34.454' / Requested field J2000.0 Ra. \n",
"OBJDEC = '+16:52:30.00' / Requested field J2000.0 Dec. \n",
"OBJRAD = 215.64356 / [deg] Requested field RA (J2000.0) \n",
"OBJDECD = 16.875 / [deg] Requested field Dec (J2000.0) \n",
"PIXSCALE= 1.01 / [arcsec/pix] Pixel scale \n",
"EQUINOX = 2000. / [yr] Equatorial coordinates definition \n",
"LONPOLE = 180. \n",
"LATPOLE = 0. \n",
" \n",
" / IMAGE QUALITY \n",
" \n",
"SEEING = 1.71 / [pix] Seeing FWHM \n",
"PEAKDIST= 0.389898704794061 / [pix] Mean dist brightest pixel-centroid pixel \n",
"ELLIP = 0.107 / Mean image ellipticity A/B \n",
"ELLIPPA = -35.01 / [deg] Mean image ellipticity PA \n",
"FBIAS = 689.3355 / [DN] Floating bias of the image \n",
"SATURVAL= 53000. / [DN] Saturation value of the CCD array \n",
"FWHMSEX = 1.85 / [arcsec] SExtractor SEEING estimate \n",
"MDSKYMAG= 20.39761 / [mag/s-arcsec^2] Median sky obsolete \n",
"MSMAPCZP= 20.05711 / [mag/s-arcsec^2] Median sky abs. phot. cal. \n",
"LIMITMAG= 21.74218 / [mag/s-arcsec^2] Limiting magnitude obsolete \n",
"LMGAPCZP= 21.40168 / [mag/s-arcsec^2] Limiting mag. abs. phot. cal. \n",
"MEDFWHM = 2.608781 / [arcsecond] Median FWHM \n",
"MEDELONG= 1.168383 / [dimensionless] Median elongation \n",
"STDELONG= 0.6377625 / [dimensionless] Std. dev. of elongation \n",
"MEDTHETA= -7.846824 / [deg] Atan(median sin(theta)/median cos(theta))\n",
"STDTHETA= 64.7667 / [deg] Atan(stddev sin(theta)/stddev cos(theta))\n",
"MEDDLMAG= 30.16257 / [mag/s-arcsec^2] Median (MU_MAX-MAG_AUTO) \n",
"STDDLMAG= 1.823812 / [mag/s-arcsec^2] Stddev of (MU_MAX-MAG_AUTO) \n",
" \n",
" / OBSERVATORY AND TCS \n",
" \n",
"OCS_TIME= '2013-07-02T04:17:23.461' / UTC Date for OCS calc time-dep params \n",
"OPERMODE= 'OCS ' / Mode of operation: OCS | Manual | N/A \n",
"SOFTVER = '1.1.1.1 ' / Softwere version (TCS.Camera.OCS.Sched) \n",
"OCS_VER = '1 ' / OCS software version and date \n",
"TCS_VER = '1 ' / TCS software version and date \n",
"SCH_VER = '1 ' / OCS-Scheduler software version and date \n",
"MAT_VER = '7.7.0.471' / Matlab version \n",
"HDR_VER = '1 ' / Header version \n",
"TRIGGER = 'N/A ' / trigger ID for TOO, e.g. VOEVENT-Nr \n",
"TCSMODE = 'Star ' / TCS fundamental mode \n",
"TCSSMODE= 'Active ' / TCS fundamental submode \n",
"TCSFMODE= 'Pos ' / TCS focus mode \n",
"TCSFSMOD= 'On-Target' / TCS focus submode \n",
"TCSDMODE= 'Stop ' / TCS dome mode \n",
"TCSDSMOD= 'N/A ' / TCS dome submode \n",
"TCSWMODE= 'Slave ' / TCS windscreen mode \n",
"TCSWSMOD= 'N/A ' / TCS windscreen submode \n",
"OBSLAT = 33.3574 / [deg] Telescope geodetic latitude in WGS84 \n",
"OBSLON = -116.8599 / [deg] Telescope geodetic longitude in WGS84 \n",
"OBSALT = 1703.2 / [m] Telescope geodetic altitude in WGS84 \n",
"DEFOCUS = 0. / [mm] Focus position - nominal focus \n",
"FOCUSPOS= 1.3785 / [mm] Exposures focusPos \n",
"DOMESTAT= 'open ' / Dome status at begining of exposure \n",
"TRACKRA = 10.6 / [arcsec/hr] Track speed RA rel to sidereal \n",
"TRACKDEC= 1.3 / [arcsec/hr] Track speed Dec rel to sidereal \n",
"AZIMUTH = 216.6835 / [deg] Telescope Azimuth \n",
"ALTITUDE= 70.18806 / [deg] Telescope altitude \n",
"AIRMASS = 1.062788 / Telescope airmass \n",
"TELRA = 215.7994 / [deg] Telescope ap equinox of date RA \n",
"TELDEC = 16.8139 / [deg] Telescope ap equinox of date Dec \n",
"TELHA = 12.0595 / [deg] Telescope ap equinox of date HA \n",
"DOMEAZ = 215.3933 / [deg] Dome azimuth \n",
"WINDSCAL= 10.1089 / [deg] Wind screen altitude \n",
"WINDDIR = 1.6 / [deg] Azimuth of wind direction \n",
"WINDSPED= 9.1656 / Wind speed (km/hour) \n",
"OUTTEMP = 23.33333 / [C] Outside temperature \n",
"OUTRELHU= 0.409 / [frac] Outside relative humidity \n",
"OUTDEWPT= 9.277778 / [C] Outside dew point \n",
" \n",
" / INSTRUMENT TELEMETRY \n",
" \n",
"PANID = '_p48s ' / PAN identification \n",
"DHSID = '_p48s ' / DHS identification \n",
"CCDSEC = '[1:2048,1:4096]' / CCD section \n",
"CCDSIZE = '[1:2048,1:4096]' / CCD size \n",
"DATASEC = '[1:2048,1:4096]' / Data section \n",
"DETSEC = '[1:2048,1:4096]' / Detector section \n",
"ROISEC = '[1:2048,1:4096]' / ROI section \n",
"FPA = 'P48MOSAIC' / Focal plan array \n",
"CCDNAME = 'W7C1 ' / Detector mfg serial number \n",
"CHECKSUM= ' ' / Image header unit checksum \n",
"DATASUM = ' ' / Image data unit checksum \n",
"DHEINF = 'SDSU, Gen-III' / Controller info \n",
"DHEFIRM = '/usr/src/dsp/20090618/tim_m.lod' / DSP software \n",
"CAM_VER = '20090615.1.3.100000' / Camera server date.rev.cfitsio \n",
"LV_VER = '8.5 ' / LabVIEW software version \n",
"PCI_VER = '2.0c ' / Astropci software version \n",
"DETID = 'PTF/MOSAIC' / Detector ID \n",
"AUTHOR = 'PTF/OCS/TCS/Camera' / Source for header information \n",
"DATAMIN = 0. / Minimum value for array \n",
"ROISTATE= 'ROI ' / ROI State (FULL | ROI) \n",
"LEDBLUE = 'OFF ' / 470nm LED state (ON | OFF) \n",
"LEDRED = 'OFF ' / 660nm LED state (ON | OFF) \n",
"LEDNIR = 'OFF ' / 880nm LED state (ON | OFF) \n",
"CCD9TEMP= 175.002 / [K] 0x0 servo temp sensor on CCD09 \n",
"HSTEMP = 150.25 / [K] 0x1 heat spreader temp \n",
"DHE0TEMP= 303.015 / [K] 0x2 detector head electronics temp, master \n",
"DHE1TEMP= 304.935 / [K] 0x3 detector head electronics temp, slave \n",
"DEWWTEMP= 292.787 / [K] 0x4 dewar wall temp \n",
"HEADTEMP= 141.038 / [K] 0x5 cryo cooler cold head temp \n",
"CCD5TEMP= 175.312 / [K] 0x6 temp sensor on CCD05 \n",
"CCD11TEM= 176.263 / [K] 0x7 temp sensor on CCD11 \n",
"CCD0TEMP= 169.376 / [K] 0x8 temp sensor on CCD00 \n",
"RSTEMP = 241.756 / [K] 0x9 temp sensor on radiation shield \n",
"DEWPRESS= 2.3 / [milli-torr] Dewar pressure \n",
"DETHEAT = 28.5 / [%] Detector focal plane heater power \n",
"NAMPSXY = '6 2 ' / Number of amplifiers in x y \n",
"CCDSUM = '1 1 ' / [pix] Binning in x and y \n",
"MODELFOC= 'N/A ' / MODELFOC \n",
"EXPCKSUM= '4VHn7S9l4SEl4S9l' / Primary header unit checksum \n",
"EXPDTSUM= ' 0' / Primary data unit checksum \n",
"GAIN = 1.5 / [e-/D.N.] Gain of detector. \n",
"READNOI = 5.2 / [e-] Read noise of detector. \n",
"DARKCUR = 0.1 / [e-/s] Dark current of detector \n",
" \n",
" / SCAMP DISTORTION KEYWORDS \n",
" \n",
"RADECSYS= 'ICRS ' / Astrometric system \n",
"PV1_0 = 0. / Projection distortion parameter \n",
"PV1_1 = 1. / Projection distortion parameter \n",
"PV1_2 = 0. / Projection distortion parameter \n",
"PV1_4 = -0.00173789497161513 / Projection distortion parameter \n",
"PV1_5 = 6.00083003595371E-05 / Projection distortion parameter \n",
"PV1_6 = -0.00054585707358405 / Projection distortion parameter \n",
"PV1_7 = -0.00133490210858131 / Projection distortion parameter \n",
"PV1_8 = 0.000173741003278833 / Projection distortion parameter \n",
"PV1_9 = -0.000547160675264968 / Projection distortion parameter \n",
"PV1_10 = 0.000251433351740168 / Projection distortion parameter \n",
"PV1_12 = -0.00328774077188989 / Projection distortion parameter \n",
"PV1_13 = -0.000280710215945655 / Projection distortion parameter \n",
"PV1_14 = 0.000714951620183291 / Projection distortion parameter \n",
"PV1_15 = -0.000275634808657675 / Projection distortion parameter \n",
"PV1_16 = 0.000192684172156633 / Projection distortion parameter \n",
"PV2_0 = 0. / Projection distortion parameter \n",
"PV2_1 = 1. / Projection distortion parameter \n",
"PV2_2 = 0. / Projection distortion parameter \n",
"PV2_4 = 0.00025061777603867 / Projection distortion parameter \n",
"PV2_5 = -0.00125376481783182 / Projection distortion parameter \n",
"PV2_6 = -0.000118547045320473 / Projection distortion parameter \n",
"PV2_7 = -0.000709046387896288 / Projection distortion parameter \n",
"PV2_8 = 0.000780095509401425 / Projection distortion parameter \n",
"PV2_9 = -0.000924905030225836 / Projection distortion parameter \n",
"PV2_10 = -0.000525520061118934 / Projection distortion parameter \n",
"PV2_12 = -0.000283472622900895 / Projection distortion parameter \n",
"PV2_13 = 0.000738353372557653 / Projection distortion parameter \n",
"PV2_14 = 0.000164958172111789 / Projection distortion parameter \n",
"PV2_15 = -0.00144743155797026 / Projection distortion parameter \n",
"PV2_16 = -0.000422174086212961 / Projection distortion parameter \n",
"FGROUPNO= 1 / SCAMP field group label \n",
"ASTIRMS1= 0. / Astrom. dispersion RMS (intern., high S/N) \n",
"ASTIRMS2= 0. / Astrom. dispersion RMS (intern., high S/N) \n",
"ASTRRMS1= 2.60633E-05 / Astrom. dispersion RMS (ref., high S/N) \n",
"ASTRRMS2= 2.679676E-05 / Astrom. dispersion RMS (ref., high S/N) \n",
"ASTINST = 1 / SCAMP astrometric instrument label \n",
"FLXSCALE= 0. / SCAMP relative flux scale \n",
"MAGZEROP= 0. / SCAMP zero-point \n",
"PHOTIRMS= 0. / mag dispersion RMS (internal, high S/N) \n",
"RA_RMS = 0.4284936 / [arcsec] RMS of SCAMP fit from 2MASS matching \n",
"DEC_RMS = 0.3289862 / [arcsec] RMS of SCAMP fit from 2MASS matching \n",
"ASTROMN = 1003 / Number of stars in SCAMP astrometric solution \n",
"SCAMPPTH= '/ptf/pos/archive/fallbackcal/scamp/11/' / SCAMP catalog path \n",
"SCAMPFIL= 'PTF_201102044118_c_e_sdss_t095258_u003860515_f01_p003486_c11.fits' \n",
" \n",
" / SIP DISTORTION KEYWORDS \n",
" \n",
"A_ORDER = 4 / Distortion order for A \n",
"A_0_2 = -1.53991686981733E-07 / Projection distortion parameter \n",
"A_0_3 = -1.9961153583439E-11 / Projection distortion parameter \n",
"A_0_4 = 4.28220501859733E-15 / Projection distortion parameter \n",
"A_1_1 = -1.48140435828959E-08 / Projection distortion parameter \n",
"A_1_2 = -4.37451084272745E-11 / Projection distortion parameter \n",
"A_1_3 = 6.11763923987906E-15 / Projection distortion parameter \n",
"A_2_0 = -4.87160559968282E-07 / Projection distortion parameter \n",
"A_2_1 = -1.27084757090404E-11 / Projection distortion parameter \n",
"A_2_2 = 1.57779409644097E-14 / Projection distortion parameter \n",
"A_3_0 = -1.04765134994984E-10 / Projection distortion parameter \n",
"A_3_1 = 7.95789862286398E-15 / Projection distortion parameter \n",
"A_4_0 = -7.23704568938464E-14 / Projection distortion parameter \n",
"A_DMAX = 2.44291521352919 / Projection distortion parameter \n",
"B_ORDER = 4 / Distortion order for B \n",
"B_0_2 = -6.7373693835656E-08 / Projection distortion parameter \n",
"B_0_3 = -5.54765729401967E-11 / Projection distortion parameter \n",
"B_0_4 = 6.16120047283346E-15 / Projection distortion parameter \n",
"B_1_1 = -3.5264356557202E-07 / Projection distortion parameter \n",
"B_1_2 = -6.12610617364653E-11 / Projection distortion parameter \n",
"B_1_3 = 1.64880764414739E-14 / Projection distortion parameter \n",
"B_2_0 = 3.39463080480267E-08 / Projection distortion parameter \n",
"B_2_1 = -7.40973776817625E-11 / Projection distortion parameter \n",
"B_2_2 = -2.8629870353495E-15 / Projection distortion parameter \n",
"B_3_0 = 4.14105136847929E-11 / Projection distortion parameter \n",
"B_3_1 = -3.22124747225646E-14 / Projection distortion parameter \n",
"B_4_0 = 9.51825972208521E-15 / Projection distortion parameter \n",
"B_DMAX = 2.95057287643024 / Projection distortion parameter \n",
"AP_ORDER= 4 / Distortion order for AP \n",
"AP_0_1 = 2.05105623663409E-08 / Projection distortion parameter \n",
"AP_0_2 = 1.54047990787523E-07 / Projection distortion parameter \n",
"AP_0_3 = 1.99841723199859E-11 / Projection distortion parameter \n",
"AP_0_4 = -4.27260819246964E-15 / Projection distortion parameter \n",
"AP_1_0 = -7.88989114580002E-08 / Projection distortion parameter \n",
"AP_1_1 = 1.49024754213322E-08 / Projection distortion parameter \n",
"AP_1_2 = 4.39773302986539E-11 / Projection distortion parameter \n",
"AP_1_3 = -6.1078457561122E-15 / Projection distortion parameter \n",
"AP_2_0 = 4.87351326761802E-07 / Projection distortion parameter \n",
"AP_2_1 = 1.27034030399091E-11 / Projection distortion parameter \n",
"AP_2_2 = -1.56781266527055E-14 / Projection distortion parameter \n",
"AP_3_0 = 1.05609755183277E-10 / Projection distortion parameter \n",
"AP_3_1 = -7.88269146660008E-15 / Projection distortion parameter \n",
"AP_4_0 = 7.2479268759029E-14 / Projection distortion parameter \n",
"BP_ORDER= 4 / Distortion order for BP \n",
"BP_0_1 = -3.61828763934933E-08 / Projection distortion parameter \n",
"BP_0_2 = 6.74317721340757E-08 / Projection distortion parameter \n",
"BP_0_3 = 5.55651238033361E-11 / Projection distortion parameter \n",
"BP_0_4 = -6.14956183405539E-15 / Projection distortion parameter \n",
"BP_1_0 = -5.01841161647254E-08 / Projection distortion parameter \n",
"BP_1_1 = 3.52809293826258E-07 / Projection distortion parameter \n",
"BP_1_2 = 6.13665672637537E-11 / Projection distortion parameter \n",
"BP_1_3 = -1.64300062518365E-14 / Projection distortion parameter \n",
"BP_2_0 = -3.4054112344702E-08 / Projection distortion parameter \n",
"BP_2_1 = 7.45298070253847E-11 / Projection distortion parameter \n",
"BP_2_2 = 2.92717865788252E-15 / Projection distortion parameter \n",
"BP_3_0 = -4.14183265768535E-11 / Projection distortion parameter \n",
"BP_3_1 = 3.23323470749901E-14 / Projection distortion parameter \n",
"BP_4_0 = -9.48831790286268E-15 / Projection distortion parameter \n",
" \n",
" / DATA FLOW \n",
" \n",
"ORIGNAME= '/data/PTF_default_56753.fits' / Filename as written by the camera \n",
"FILENAME= 'PTF201307021787_2_o_56753.fits' / Filename of delivered camera image \n",
"PROCORIG= 'IPAC-PTF pipelines' / Processing origin \n",
"PROCDATE= 'Wed Jul 3 19:07:12 2013' / Processing date/time (Pacific time) \n",
"PTFVERSN= 5. / Version of PTFSCIENCEPIPELINE program \n",
"PMASKPTH= '/ptf/pos/archive/fallbackcal/pmasks/' / Pathname of pixel mask \n",
"PMASKFIL= '70sOn35s_pixmask_chip11.trimmed.v4.fits' / Filename of pixel mask \n",
"SFLATPTH= '/ptf/pos/sbx2/2013/07/02/f2/c11/cal/p4/cId98684/' / Pathname of super\n",
"SFLATFIL= 'PTF_201307020000_i_s_flat_t120000_u000098684_f02_p000000_c11.fits' \n",
"SBIASPTH= '/ptf/pos/sbx2/2013/07/02/f2/c11/cal/p1/cId98678/' / Pathname of super\n",
"SBIASFIL= 'PTF_201307020000_i_s_bias_t120000_u000098678_f00_p000000_c11.fits' \n",
"DBNID = 1550 / Database night ID \n",
"DBEXPID = 342625 / Database exposure ID \n",
"DBRID = 5743856 / Database raw-image ID \n",
"DBPID = 16616794 / Database processed-image ID \n",
"DBFID = 2 / Database filter ID \n",
"DBPIID = 1 / Database P.I. ID \n",
"DBPRID = 17 / Database project ID \n",
"DBFIELD = 342625 / Database field ID \n",
"DBSVID = 51 / Database software-version ID \n",
"DBCVID = 57 / Database config-data-file ID \n",
"INFOBITS= 0 / Database infobits (2^2 and 2^3 excluded) "
]
},
"execution_count": 96,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"hdu.header"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now let's plot the image data. But let's use sigma-clipping to pick a nice scale for the image."
]
},
{
"cell_type": "code",
"execution_count": 97,
"metadata": {},
"outputs": [],
"source": [
"mean, median, std = astropy.stats.sigma_clipped_stats(hdu.data)"
]
},
{
"cell_type": "code",
"execution_count": 98,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0, 0.5, 'pixel $y$')"
]
},
"execution_count": 98,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(20, 10))\n",
"plt.imshow(hdu.data, vmin=mean-std, vmax=mean+3*std, cmap='binary')\n",
"plt.xlabel('pixel $x$')\n",
"plt.ylabel('pixel $y$')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"I happen to know that there is something interesting to look at near $\\mathrm{RA, Dec}=14^\\mathrm{h}29^{m}14.781^{s}, +15^\\circ46^\\prime26.385^{\\prime\\prime}$. Let's open the catalog file from IPAC and find this object."
]
},
{
"cell_type": "code",
"execution_count": 99,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"Table length=3677 \n",
"\n",
"NUMBER FLAGS XWIN_IMAGE YWIN_IMAGE X_WORLD Y_WORLD XPEAK_IMAGE YPEAK_IMAGE ERRTHETAWIN_IMAGE DELTAWIN_J2000 X2WIN_IMAGE Y2WIN_IMAGE XYWIN_IMAGE AWIN_WORLD BWIN_WORLD MAG_ISO MAGERR_ISO MAG_AUTO MAGERR_AUTO MAG_ISOCOR MAGERR_ISOCOR MAG_APER [5] MAGERR_APER [5] MAG_PETRO MAGERR_PETRO MAG_BEST MAGERR_BEST MU_THRESHOLD MU_MAX BACKGROUND THRESHOLD ALPHAWIN_J2000 THETAWIN_IMAGE THETAWIN_J2000 ELONGATION ISOAREA_WORLD ISOAREAF_WORLD ISO0 ISO1 ISO2 ISO3 ISO4 ISO5 ISO6 ISO7 FWHM_IMAGE KRON_RADIUS PETRO_RADIUS CLASS_STAR FLUX_BEST FLUXERR_BEST FLUX_AUTO FLUXERR_AUTO FLUX_ISO FLUXERR_ISO FLUX_APER [5] FLUXERR_APER [5] X_IMAGE Y_IMAGE X2_IMAGE Y2_IMAGE XY_IMAGE THETA_IMAGE ERRAWIN_IMAGE ERRBWIN_IMAGE THETAWIN_WORLD ERRX2WIN_IMAGE ERRY2WIN_IMAGE ERRXYWIN_IMAGE FLUX_RADIUS [5] IMAFLAGS_ISO NIMAFLAGS_ISO ERRAWIN_WORLD ERRBWIN_WORLD ERRTHETAWIN_WORLD A_IMAGE ERRA_IMAGE B_IMAGE ERRB_IMAGE A_WORLD ERRA_WORLD B_WORLD ERRB_WORLD ERRTHETA_IMAGE ERRX2_IMAGE ERRY2_IMAGE ERRXY_IMAGE AWIN_IMAGE BWIN_IMAGE FLUX_PETRO FLUXERR_PETRO ZEROPOINT \n",
"pix pix deg deg pix pix deg deg pix2 pix2 pix2 deg deg mag mag mag mag mag mag mag mag mag mag mag mag mag / arcsec2 mag / arcsec2 ct ct deg deg deg deg2 deg2 pix2 pix2 pix2 pix2 pix2 pix2 pix2 pix2 pix ct ct ct ct ct ct ct ct pix pix pix2 pix2 pix2 deg pix pix deg pix2 pix2 pix2 pix deg deg deg pix pix pix pix deg deg deg deg deg pix2 pix2 pix2 pix pix ct ct \n",
"int32 int16 float64 float64 float64 float64 int32 int32 float32 float64 float64 float64 float64 float32 float32 float32 float32 float32 float32 float32 float32 float32 float32 float32 float32 float32 float32 float32 float32 float32 float32 float64 float32 float32 float32 float32 float32 int32 int32 int32 int32 int32 int32 int32 int32 float32 float32 float32 float32 float32 float32 float32 float32 float32 float32 float32 float32 float32 float32 float64 float64 float64 float32 float32 float32 float32 float64 float64 float64 float32 int32 int32 float32 float32 float32 float32 float32 float32 float32 float32 float32 float32 float32 float32 float64 float64 float64 float32 float32 float32 float32 float32 \n",
"1 28 2043.074 214.094 2.1746988032e+02 1.6768041142e+01 2043 212 87.4 16.7682110 5.6769986187e+00 1.6965502946e+01 6.5196985681e-02 0.001157005 0.0006676022 -17.5135 0.0003 -17.4988 0.0003 -17.5144 0.0003 -13.2036 .. -16.4910 0.0033 .. 0.0005 -17.5118 0.0003 -17.4988 0.0003 -4.0448 -11.9232 1316.305 38.65126 217.4699923 89.7 0.06 4.558 8.099405e-05 8.729097e-05 1029 717 465 304 237 203 178 167 29.24 2.50 5.28 0.71 9989354 2799.243 9989354 2799.243 1.012528e+07 2911.335 191172.9 .. 3948118 584.841 .. 1915.655 2042.695 214.701 5.2066121064e+00 1.0815026130e+02 -5.6963231037e-02 -90.0 0.0011 0.0009 89.9 7.4104895621e-07 1.1675932674e-06 1.9696284927e-08 3.719 .. 22.713 962 947 3.03627e-07 2.410763e-07 -87.8 10.400 0.0034 2.282 0.0010 0.002921241 9.450149e-07 0.0006393165 2.804898e-07 89.7 1.0020437010e-06 1.1318135079e-05 5.4623076615e-08 4.119 2.383 1.010962e+07 2991.671 27.846247 \n",
"2 4 65.380 121.919 2.1689073057e+02 1.6797018546e+01 66 122 -89.0 16.7970191 1.3250237361e+00 2.1440943129e+00 -9.7237642208e-03 0.0004115421 0.0003232088 -15.5504 0.0008 -15.5137 0.0007 -15.5526 0.0008 -13.1979 .. -15.5172 0.0034 .. 0.0007 -15.5396 0.0007 -15.5137 0.0007 -3.9759 -11.9204 1302.128 42.14668 216.8907428 -89.3 0.92 1.374 2.684059e-05 3.164199e-05 348 234 135 86 56 42 32 25 2.17 2.50 3.96 0.99 1605065 1061.007 1605065 1061.007 1660124 1192.634 190185.4 .. 1610221 589.9341 .. 1068.229 65.338 121.922 2.8985469346e+00 5.4736777658e+00 -2.9297647083e-02 -89.3 0.0009 0.0008 89.1 6.1528742993e-07 7.8340161585e-07 -2.8935308061e-09 1.477 .. 4.477 258 301 2.487633e-07 2.202488e-07 88.8 2.340 0.0028 1.702 0.0021 0.0006575582 7.742271e-07 0.0004780277 5.778505e-07 89.7 4.2348475924e-06 7.5889872594e-06 1.8240460563e-08 1.464 1.151 1643842 1118.459 27.824438 \n",
"3 0 983.166 38.558 2.1715994445e+02 1.6819311393e+01 983 39 55.3 16.8192926 1.1139941515e+00 1.1306721510e+00 4.0566587761e-02 0.0003028937 0.0002918463 -11.0397 0.0146 -10.9770 0.0141 -11.1272 0.0167 -9.3016 .. -10.9005 0.0196 .. 0.0132 -11.3312 0.0257 -10.9770 0.0141 -4.0448 -8.2182 1296.623 41.99482 217.1599069 50.8 -37.72 1.179 8.894391e-06 1.054733e-05 113 83 49 29 20 14 7 4 2.74 2.70 7.26 0.03 24591.92 319.0636 24591.92 319.0636 26055.44 349.9035 5255.96 .. 22919.04 95.0915 .. 278.9724 983.294 38.491 4.4003347820e+00 5.3312111907e+00 6.4142420463e-01 63.0 0.0098 0.0097 -52.3 9.5226090170e-05 9.5668119409e-05 5.8885196793e-07 1.121 .. 5.774 2 92 2.752732e-06 2.732792e-06 -62.0 2.379 0.0490 2.018 0.0393 0.0006680026 1.376218e-05 0.0005664813 1.10276e-05 64.0 1.7084132417e-03 2.2366507334e-03 3.3831831693e-04 1.079 1.040 34078.66 806.3724 27.827711 \n",
"4 24 347.435 11.880 2.1697360841e+02 1.6827481128e+01 347 12 16.6 16.8276240 1.0355505696e+01 9.4271396643e+00 6.2975688637e-01 0.0009172358 0.0008479064 -12.4540 0.0077 -12.4115 0.0076 -12.5334 0.0085 -8.9267 .. -11.5708 0.0262 .. 0.0079 -12.4740 0.0142 -12.4115 0.0076 -4.0448 -7.8515 1296.039 38.57433 216.9735960 26.8 -62.70 1.250 3.667952e-05 3.959184e-05 466 397 296 189 124 69 22 7 8.31 2.50 5.94 0.02 92170.45 644.9402 92170.45 644.9402 95853.72 682.3517 3721.011 .. 42494.74 89.64857 .. 309.8721 347.479 12.388 2.5359695764e+01 2.0887850756e+01 4.5488104494e+00 31.9 0.0176 0.0174 -27.3 3.0953533623e-04 3.0234345647e-04 2.3611621748e-06 3.193 .. 11.880 2 453 4.944153e-06 4.880243e-06 -18.1 5.310 0.0507 4.249 0.0396 0.001490945 1.425063e-05 0.00119348 1.112322e-05 33.0 2.2771986388e-03 1.8666918714e-03 4.5979305959e-04 3.267 3.018 97637.42 1273.242 27.829847 \n",
"5 0 1419.644 16.543 2.1728782282e+02 1.6824814907e+01 1420 17 52.9 16.8248090 4.4178439291e-01 4.3311540951e-01 7.1139474826e-03 0.0001873106 0.0001839508 -13.3029 0.0024 -13.2559 0.0022 -13.3075 0.0025 -12.3278 .. -13.2972 0.0040 .. 0.0023 -13.2995 0.0024 -13.2559 0.0022 -4.0448 -11.2156 1298.333 42.10085 217.2878236 29.3 -57.81 1.011 6.926605e-06 7.792431e-06 88 67 46 32 23 15 11 4 1.98 2.50 3.96 0.98 200614.2 397.3951 200614.2 397.3951 209490.2 465.5554 85333.2 .. 208391.3 312.4908 .. 447.7514 1419.642 16.522 1.7794715373e+00 1.7409274455e+00 -1.8805991238e-03 -2.8 0.0014 0.0014 -32.2 1.8508188539e-06 1.8686180321e-06 3.1349550057e-08 0.764 .. 3.082 2 87 3.862136e-07 3.79287e-07 -56.2 1.334 0.0045 1.319 0.0045 0.0003740543 1.255708e-06 0.0003706939 1.250092e-06 49.4 1.9914545968e-05 1.9937354494e-05 7.4353676281e-08 0.668 0.655 208834.9 453.9077 27.834558 \n",
"6 0 514.564 10.706 2.1702260024e+02 1.6827724383e+01 514 11 -62.4 16.8277498 5.9142447503e-01 6.5556088470e-01 -1.0051526135e-01 0.0002398509 0.0002020227 -7.2930 0.1261 -7.6631 0.1285 -7.7533 0.1569 -6.4307 .. -7.9112 0.1572 .. 0.1874 -7.6528 0.1402 -7.6631 0.1285 -4.0448 -5.5531 1294.74 42.08438 217.0225999 -53.8 36.08 1.433 6.296913e-07 8.658256e-07 8 6 6 6 5 3 2 2 2.93 3.23 3.50 0.57 1162.136 137.5369 1162.136 137.5369 826.4187 95.98862 373.4989 .. 1460.421 54.04912 .. 251.9493 514.565 10.796 7.9410111742e-01 7.4420238692e-01 -2.6412677874e-01 -42.3 0.0833 0.0828 53.9 6.8785857821e-03 6.9232021883e-03 -3.1993471041e-05 0.880 .. 2.906 2 7 2.340519e-05 2.325019e-05 66.9 1.017 0.1498 0.710 0.0997 0.000285593 4.205139e-05 0.0001993489 2.79971e-05 -41.1 1.7033715173e-02 1.5332180723e-02 -6.1888949186e-03 0.854 0.720 1151.076 148.5741 27.824036 \n",
"7 16 681.212 6.826 2.1707146999e+02 1.6828635858e+01 681 7 6.9 16.8286256 4.4507014800e-01 4.3518368289e-01 3.2035187791e-03 0.0001874013 0.0001851478 -11.2204 0.0085 -11.1853 0.0075 -11.2380 0.0089 -10.2205 .. -11.2299 0.0119 .. 0.0101 -11.2353 0.0110 -11.1853 0.0075 -4.0448 -9.3773 1297.529 42.13911 217.0714577 16.5 -71.57 1.027 3.069745e-06 3.778148e-06 39 31 24 18 13 9 6 3 1.88 2.50 4.62 0.98 29792.91 206.5918 29792.91 206.5918 30771.28 241.5911 12251.4 .. 31041.84 134.256 .. 288.1205 681.254 6.789 1.5324851307e+00 1.4617770069e+00 -1.9257480957e-02 -14.3 0.0041 0.0040 -18.4 1.6616793079e-05 1.6305715315e-05 3.8301279627e-08 0.695 .. 2.958 2 45 1.143899e-06 1.134507e-06 -8.1 1.240 0.0143 1.207 0.0134 0.0003479222 4.016769e-06 0.0003391354 3.754562e-06 -15.3 2.0308719233e-04 1.8039068319e-04 -6.7193523572e-06 0.668 0.659 31196.84 314.963 27.82548 \n",
"8 17 1702.202 3.995 2.1737056495e+02 1.6827823624e+01 1702 4 -88.3 16.8278556 3.9485783164e-01 5.0578787752e-01 -1.8279240727e-02 0.0002003851 0.0001754766 -7.4613 0.1046 -7.4852 0.1071 -7.7460 0.1312 -6.6235 .. -7.8658 0.1366 .. 0.1884 -8.0994 0.1722 -7.7460 0.1312 -4.0448 -5.6556 1296.546 42.34091 217.3706056 -80.9 9.30 1.205 7.084028e-07 7.871142e-07 9 8 7 4 4 4 4 1 2.31 2.50 7.26 0.02 1254.308 151.5553 986.4572 97.26327 964.9769 92.93609 446.0672 .. 1400.677 56.11121 .. 243.0224 1702.064 4.110 5.4506024457e-01 7.8801548301e-01 -1.7972054473e-02 -85.8 0.0611 0.0608 80.7 3.7027137114e-03 3.7375703017e-03 -1.0604899876e-06 0.689 .. 1.909 2 8 1.717515e-05 1.705734e-05 88.6 0.888 0.1128 0.737 0.0893 0.0002496091 3.168354e-05 0.0002066852 2.503702e-05 -89.0 7.9794737455e-03 1.2717063303e-02 -8.6559355843e-05 0.713 0.626 1736.771 275.431 27.84032 \n",
"9 16 1462.955 4.041 2.1730049055e+02 1.6828159935e+01 1463 4 -7.0 16.8282504 4.3208523858e-01 3.0241714646e-01 -5.3747741519e-02 0.0001883899 0.0001494983 -6.2974 0.2121 -6.2974 0.2121 -6.9074 0.2528 -5.8143 .. -3.9690 0.2687 .. 6.8096 -4.6870 2.9836 -6.2974 0.2121 -4.0448 -4.9818 1298.299 42.09095 217.3005322 -19.8 70.28 1.688 3.148457e-07 3.935571e-07 4 4 4 3 3 2 1 1 3.37 2.50 7.26 0.19 330.3375 64.52986 330.3375 64.52986 330.3375 64.52986 211.7029 .. 38.69083 52.38777 .. 242.6062 1462.815 4.364 5.1806758222e-01 2.3159829416e-01 -1.0915492893e-01 -18.7 0.1028 0.1019 19.7 1.0560099709e-02 1.0381090241e-02 -2.2266092367e-05 0.610 .. 1.299 0 0 2.881802e-05 2.862082e-05 8.8 0.745 0.2015 0.441 0.1166 0.0002088159 5.649244e-05 0.0001241215 3.281079e-05 -18.5 3.7883472443e-02 1.6338130602e-02 -8.1444611907e-03 0.672 0.532 74.95251 205.9214 27.834024 \n",
"... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... \n",
"3668 0 633.149 3001.570 2.1705290781e+02 1.5987372267e+01 633 3002 88.0 15.9873833 3.1695085312e-01 3.1255683988e-01 1.4692101828e-02 0.0001609568 0.0001538191 -6.4416 0.1860 -6.4450 0.2178 -6.8966 0.2317 -5.9800 .. -6.9440 0.2301 .. 0.4540 -6.9982 0.2588 -6.4450 0.2178 -4.0524 -5.0998 1314.179 42.02858 217.0529009 40.7 -48.82 1.614 3.935571e-07 3.935571e-07 5 4 3 3 3 2 2 1 2.35 2.72 5.28 0.52 378.4565 75.90158 378.4565 75.90158 377.2543 64.59866 246.6039 .. 599.2498 52.23959 .. 250.5046 633.173 3001.609 4.9827473314e-01 2.3816529236e-01 -9.9857172373e-02 -18.8 0.1009 0.0940 -41.2 8.8338777886e-03 1.0188009690e-02 4.8218427149e-05 0.590 .. 1.351 0 0 2.833521e-05 2.636368e-05 -89.0 0.730 0.1958 0.452 0.1133 0.0002046743 5.491983e-05 0.0001268745 3.180012e-05 -18.4 3.5768722370e-02 1.5379015370e-02 -7.6515311048e-03 0.574 0.548 629.93 150.1085 27.823418 \n",
"3669 0 1349.198 2992.668 2.1726180192e+02 1.5989050378e+01 1349 2993 30.2 15.9890452 4.9992717193e-01 4.5168815976e-01 1.2350089568e-02 0.0001987397 0.0001880702 -9.0294 0.0381 -9.0240 0.0390 -9.1252 0.0438 -8.0382 .. -9.0887 0.0447 .. 0.0651 -9.0747 0.0656 -9.0240 0.0390 -4.0516 -7.1057 1311.011 42.62583 217.2617892 13.6 -76.85 1.130 1.495517e-06 1.731651e-06 19 16 14 11 7 6 3 2 2.19 2.50 4.62 0.43 4069.963 146.1293 4069.963 146.1293 4090.453 143.3382 1641.714 .. 4320.163 67.5742 .. 258.8881 1349.242 2992.649 1.2627686357e+00 1.0631121646e+00 1.0036056951e-01 22.6 0.0203 0.0202 -13.1 4.1143877142e-04 4.1013433214e-04 1.1465648627e-06 0.759 .. 2.665 2 20 5.687514e-06 5.682804e-06 -28.6 1.142 0.0529 1.011 0.0438 0.0003200676 1.481833e-05 0.0002837698 1.229285e-05 25.4 2.6345776193e-03 2.0781525143e-03 3.4015252068e-04 0.709 0.670 4264.755 257.681 27.827106 \n",
"3670 0 480.257 3026.587 2.1700821869e+02 1.5980538406e+01 480 3027 -59.2 15.9805149 5.7886289965e-01 6.1019401366e-01 1.6653773775e-02 0.0002204108 0.0002122875 -8.6307 0.0540 -8.6212 0.0556 -8.8117 0.0659 -7.4545 .. -8.7505 0.0691 .. 0.0869 -8.7453 0.1027 -8.6212 0.0556 -4.0517 -6.3875 1315.907 41.89695 217.0082462 66.6 -21.92 1.175 1.416806e-06 1.810363e-06 18 18 12 10 8 7 4 4 2.52 2.50 5.28 0.20 2808.468 143.6786 2808.468 143.6786 2833.177 140.9358 958.993 .. 3163.677 61.0404 .. 253.008 480.162 3026.504 1.1833870985e+00 1.3657640267e+00 1.8268373761e-01 58.3 0.0333 0.0332 -68.1 1.1049152686e-03 1.1082441067e-03 -3.0670787409e-06 0.843 .. 2.865 2 15 9.358972e-06 9.312046e-06 57.3 1.216 0.0811 1.035 0.0649 0.0003410202 2.274565e-05 0.0002906106 1.821759e-05 60.3 4.7891089193e-03 5.9949305356e-03 1.0218168574e-03 0.786 0.756 3148.517 297.799 27.822645 \n",
"3671 0 438.992 3038.134 2.1699621435e+02 1.5977296508e+01 439 3038 25.7 15.9773136 7.7328533035e-01 7.8177881138e-01 -7.5047803371e-03 0.0002490644 0.0002458616 -9.0859 0.0409 -9.1474 0.0432 -9.2266 0.0488 -7.7208 .. -9.2170 0.0579 .. 0.0570 -9.3546 0.0749 -9.1474 0.0432 -4.0339 -6.8008 1317.021 41.98452 216.9961863 -59.8 31.24 1.025 2.20392e-06 2.361342e-06 28 21 17 12 9 8 4 1 2.74 2.69 5.94 0.02 4559.762 181.2195 4559.762 181.2195 4308.801 162.4483 1225.493 .. 4862.01 65.30345 .. 255.2488 439.089 3038.195 1.5606822514e+00 1.6401189355e+00 -3.6946528436e-03 -87.3 0.0283 0.0282 58.8 7.9751264753e-04 7.9493136342e-04 1.6213178333e-06 0.945 .. 3.459 2 24 7.923373e-06 7.914764e-06 -7.2 1.281 0.0622 1.249 0.0595 0.0003595768 1.744968e-05 0.0003504417 1.66874e-05 77.7 3.5496666568e-03 3.8518509101e-03 6.9061212639e-05 0.887 0.877 5518.571 380.4832 27.822363 \n",
"3672 0 1200.923 2973.869 2.1721859432e+02 1.5994474845e+01 1201 2974 -63.2 15.9945088 4.6180383224e-01 5.2668444271e-01 -1.0539288851e-01 0.0002183673 0.0001735725 -6.7242 0.1707 -6.7242 0.1707 -7.2693 0.2079 -5.8372 .. -6.9528 0.2663 .. 0.4545 -7.0798 0.2780 -6.7242 0.1707 -4.0463 -4.8670 1312.255 42.37002 217.2185822 -53.6 36.56 1.677 5.509799e-07 5.509799e-07 7 6 6 6 4 3 3 2 4.05 2.50 5.28 0.00 489.3994 76.93464 489.3994 76.93464 489.3994 76.93464 216.2127 .. 604.0984 53.01835 .. 252.7975 1200.965 2973.990 5.2971578939e-01 5.3752872920e-01 -2.5352386331e-01 -45.4 0.1110 0.1101 53.4 1.2166436645e-02 1.2286774291e-02 -8.1456611196e-05 0.684 .. 1.641 0 0 3.118279e-05 3.085466e-05 62.1 0.887 0.1990 0.529 0.1152 0.0002491066 5.587126e-05 0.0001482364 3.227017e-05 -45.0 2.6453803700e-02 2.6419403872e-02 -1.3164182300e-02 0.778 0.620 679.0667 173.8118 27.827667 \n",
"3673 0 1900.714 2959.848 2.1742267631e+02 1.5997509267e+01 1901 2960 14.8 15.9974985 4.5932568139e-01 3.8612735148e-01 7.2142228876e-02 0.0001987712 0.0001641378 -6.7399 0.1625 -6.8668 0.1560 -7.1526 0.2036 -6.0360 .. -6.7282 0.2293 .. 0.5789 -6.6487 0.5401 -6.8668 0.1560 -4.0414 -5.0627 1311.327 43.96854 217.4226542 31.6 -58.19 1.331 4.722685e-07 4.722685e-07 6 6 6 6 5 2 2 2 3.23 2.50 6.60 0.03 558.0887 80.1562 558.0887 80.1562 496.5345 74.28085 259.6469 .. 491.2279 54.82244 .. 261.8692 1900.790 2959.809 4.3497144686e-01 4.2454665016e-01 1.1960471761e-01 43.8 0.0984 0.0974 -31.8 9.6633230034e-03 9.5040439447e-03 4.5268400738e-05 0.690 .. 1.647 0 0 2.754936e-05 2.735004e-05 -9.9 0.741 0.1594 0.557 0.1176 0.0002076316 4.464085e-05 0.0001563481 3.302552e-05 44.8 1.9652602964e-02 1.9579179721e-02 5.7833329226e-03 0.710 0.585 456.535 227.0471 27.843845 \n",
"3674 0 871.156 2991.505 2.1712236874e+02 1.5989970172e+01 871 2992 85.1 15.9899501 4.9720379341e-01 4.8758384034e-01 2.1765163686e-03 0.0001977864 0.0001959698 -12.2929 0.0045 -12.2527 0.0039 -12.3024 0.0046 -11.2074 .. -12.2917 0.0071 .. 0.0045 -12.2947 0.0046 -12.2527 0.0039 -4.0436 -10.2012 1313.713 42.29378 217.1223588 12.2 -81.75 1.012 4.958819e-06 5.982068e-06 63 50 37 29 19 14 8 4 2.00 2.50 3.96 0.98 79630.47 286.2123 79630.47 286.2123 82632.88 340.4197 30407.3 .. 82544.04 197.4957 .. 343.8496 871.190 2991.433 1.8141462940e+00 1.7979999553e+00 -1.9700869937e-02 -33.9 0.0024 0.0024 -8.2 5.5529471103e-06 5.7751211695e-06 1.9021598322e-08 0.778 .. 3.250 2 63 6.745829e-07 6.60849e-07 -88.2 1.352 0.0084 1.336 0.0082 0.000379559 2.351123e-06 0.0003745568 2.304393e-06 -52.0 6.8537264998e-05 6.9134038145e-05 -1.2020153741e-06 0.705 0.698 82773.5 353.2516 27.826073 \n",
"3675 3 1023.866 3017.437 2.1716687006e+02 1.5982508284e+01 1024 3017 -55.3 15.9824947 7.2083494020e-01 7.9105130729e-01 -5.0721378004e-02 0.0002539709 0.0002334704 -8.7654 0.0509 -8.7722 0.0532 -8.9470 0.0620 -7.4321 .. -9.0274 0.0707 .. 0.0676 -9.1539 0.0871 -8.9470 0.0620 -4.0783 -6.3053 1311.421 42.02868 217.1668593 -62.3 27.96 1.236 1.731651e-06 2.046497e-06 22 19 16 12 9 7 5 3 3.73 2.56 5.94 0.01 3791.384 216.5886 3227.564 157.961 3207.528 150.2645 939.3902 .. 4082.899 61.14021 .. 254.3319 1023.903 3017.389 1.2382394949e+00 1.8311604932e+00 -1.2183333173e-01 -78.8 0.0360 0.0358 62.0 1.2849502077e-03 1.2896658597e-03 -6.2798325948e-06 0.930 .. 3.033 2 22 1.010307e-05 1.002847e-05 56.0 1.362 0.0814 1.102 0.0642 0.0003824896 2.284805e-05 0.0003087887 1.798708e-05 -84.8 4.1383206015e-03 6.6020195367e-03 -2.2747061376e-04 0.904 0.833 4587.294 367.7406 27.82908 \n",
"3676 0 1179.159 3018.957 2.1721207826e+02 1.5981892510e+01 1180 3019 75.9 15.9818811 9.9507435525e-01 1.2667342814e+00 1.6175461849e-01 0.0003247973 0.0002692479 -7.3859 0.1214 -7.8800 0.1386 -7.8515 0.1509 -5.8273 .. -8.0759 0.2768 .. 0.1618 -8.2315 0.1788 -7.8800 0.1386 -4.0774 -5.2412 1310.863 42.25343 217.2121498 65.0 -24.44 1.588 7.084028e-07 9.44537e-07 7 7 7 6 6 4 4 3 5.32 3.56 6.60 0.04 1419.085 181.0634 1419.085 181.0634 900.2398 100.6331 214.2556 .. 1699.714 54.61708 .. 253.2822 1178.913 3018.917 8.0612094546e-01 1.3013292107e+00 3.8236517990e-01 61.5 0.1215 0.1210 -65.6 1.4656128957e-02 1.4764826594e-02 2.9161487289e-05 1.274 .. 4.035 2 6 3.410456e-05 3.394318e-05 89.4 1.229 0.1866 0.773 0.1118 0.0003443484 5.229758e-05 0.0002173663 3.141866e-05 61.2 1.7673829008e-02 2.9631894207e-02 9.4240517764e-03 1.159 0.959 1961.532 322.9964 27.8279 \n",
"3677 0 1662.327 3030.111 2.1735296976e+02 1.5978082454e+01 1662 3030 60.1 15.9781198 5.3105649862e-01 5.8383334448e-01 -1.5526484766e-02 0.0002153152 0.0002033029 -7.5225 0.1086 -7.7532 0.1275 -7.8901 0.1367 -6.6035 .. -7.9357 0.1379 .. 0.1860 -7.9354 0.2174 -7.7532 0.1275 -4.0387 -5.8846 1310.831 42.66018 217.3530129 -74.8 16.20 1.194 7.871142e-07 9.44537e-07 10 8 7 5 2 2 1 1 2.56 3.22 6.60 0.54 1262.682 148.207 1262.682 148.207 1020.894 102.1292 437.9241 .. 1493.692 55.60824 .. 255.8242 1662.180 3030.245 7.5889562155e-01 8.6272534715e-01 -1.3242078747e-01 -55.7 0.0746 0.0744 73.8 5.5481008954e-03 5.5591019851e-03 9.4166956312e-06 0.766 .. 3.179 2 8 2.092381e-05 2.087486e-05 82.4 0.976 0.1272 0.818 0.1022 0.0002741546 3.57211e-05 0.0002289363 2.861356e-05 -54.8 1.2348910210e-02 1.4276510853e-02 -2.7003988950e-03 0.767 0.726 1493.354 298.8986 27.834106 \n",
"
"
],
"text/plain": [
"\n",
" NUMBER FLAGS XWIN_IMAGE YWIN_IMAGE ... FLUX_PETRO FLUXERR_PETRO ZEROPOINT\n",
" pix pix ... ct ct \n",
" int32 int16 float64 float64 ... float32 float32 float32 \n",
"---------- ----- ---------- ---------- ... ------------ ------------- ---------\n",
" 1 28 2043.074 214.094 ... 1.010962e+07 2991.671 27.846247\n",
" 2 4 65.380 121.919 ... 1643842 1118.459 27.824438\n",
" 3 0 983.166 38.558 ... 34078.66 806.3724 27.827711\n",
" 4 24 347.435 11.880 ... 97637.42 1273.242 27.829847\n",
" 5 0 1419.644 16.543 ... 208834.9 453.9077 27.834558\n",
" 6 0 514.564 10.706 ... 1151.076 148.5741 27.824036\n",
" 7 16 681.212 6.826 ... 31196.84 314.963 27.82548\n",
" 8 17 1702.202 3.995 ... 1736.771 275.431 27.84032\n",
" 9 16 1462.955 4.041 ... 74.95251 205.9214 27.834024\n",
" ... ... ... ... ... ... ... ...\n",
" 3668 0 633.149 3001.570 ... 629.93 150.1085 27.823418\n",
" 3669 0 1349.198 2992.668 ... 4264.755 257.681 27.827106\n",
" 3670 0 480.257 3026.587 ... 3148.517 297.799 27.822645\n",
" 3671 0 438.992 3038.134 ... 5518.571 380.4832 27.822363\n",
" 3672 0 1200.923 2973.869 ... 679.0667 173.8118 27.827667\n",
" 3673 0 1900.714 2959.848 ... 456.535 227.0471 27.843845\n",
" 3674 0 871.156 2991.505 ... 82773.5 353.2516 27.826073\n",
" 3675 3 1023.866 3017.437 ... 4587.294 367.7406 27.82908\n",
" 3676 0 1179.159 3018.957 ... 1961.532 322.9964 27.8279\n",
" 3677 0 1662.327 3030.111 ... 1493.354 298.8986 27.834106"
]
},
"execution_count": 99,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"catalog_filename = 'data/PTF_201307021787_c_p_scie_t041723_u016616794_f02_p003486_c11.ctlg.gz'\n",
"catalog_table = astropy.table.Table.read(catalog_filename)\n",
"catalog_table"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now, let's create a coordinates object to represent the target that we are searching for:"
]
},
{
"cell_type": "code",
"execution_count": 100,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 100,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"target_coord = astropy.coordinates.SkyCoord(\n",
" '14h29m14.781s +15d46m26.385s')\n",
"target_coord"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now, let's match this position against the source catalog:"
]
},
{
"cell_type": "code",
"execution_count": 101,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(array(3259), )"
]
},
"execution_count": 101,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Coordinates of objects in catalog\n",
"catalog_coords = astropy.coordinates.SkyCoord(\n",
" ra=catalog_table['ALPHAWIN_J2000'],\n",
" dec=catalog_table['DELTAWIN_J2000'])\n",
"\n",
"# Do source matching\n",
"index, separation, distance = target_coord.match_to_catalog_sky(catalog_coords)\n",
"index, separation"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Here is the closest-matching row:"
]
},
{
"cell_type": "code",
"execution_count": 102,
"metadata": {},
"outputs": [],
"source": [
"index = np.asscalar(index)\n",
"matching_row = catalog_table[index]"
]
},
{
"cell_type": "code",
"execution_count": 103,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0, 0.5, 'pixel $y$')"
]
},
"execution_count": 103,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(10, 10))\n",
"plt.imshow(hdu.data, vmin=mean-std, vmax=mean+3*std, cmap='binary', interpolation='nearest')\n",
"plt.xlim(matching_row['XWIN_IMAGE'] - 64, matching_row['XWIN_IMAGE'] + 64)\n",
"plt.ylim(matching_row['YWIN_IMAGE'] - 64, matching_row['YWIN_IMAGE'] + 64)\n",
"\n",
"# I happen to know that these images are upside down; use APLPy or the like to\n",
"# automatically orient North upward\n",
"plt.gca().invert_yaxis()\n",
"\n",
"plt.xlabel('pixel $x$')\n",
"plt.ylabel('pixel $y$')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Let's calibrate the Sextractor photometry. We'll query the [PTF photometric calibrator catalog](http://irsa.ipac.caltech.edu/cgi-bin/Gator/nph-scan?projshort=Contributed_Data_Sets) at [IRSA](http://irsa.ipac.caltech.edu/) using [Astroquery](http://astroquery.readthedocs.org/)..."
]
},
{
"cell_type": "code",
"execution_count": 104,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"WARNING: AstropyDeprecationWarning: astropy.extern.six will be removed in 4.0, use the six module directly if it is still needed [astropy.extern.six]\n"
]
},
{
"data": {
"text/html": [
"Table masked=True length=19 \n",
"\n",
"ra dec clon clat np nt bstrms rptf rerr rmerr rperr mutype errmu ptffield ci flag dist angle \n",
"deg deg mag mag mag mag arcsec deg \n",
"float64 float64 object object int64 int64 float64 float64 float64 float64 float64 float64 float64 int64 int64 int64 float64 float64 \n",
"217.310789 15.772086 14h29m14.59s 15d46m19.51s 9 5 0.02 18.051 0.032 0.022 0.042 -0.93 0.116 3486 11 1 7.428213 201.936592 \n",
"217.298347 15.759781 14h29m11.60s 15d45m35.21s 9 5 0.02 15.742 0.011 0.016 0.006 -0.008 0.109 3486 11 1 68.740981 221.872219 \n",
"217.325504 15.788647 14h29m18.12s 15d47m19.13s 9 5 0.02 15.209 0.007 0.007 0.007 -0.003 0.059 3486 11 1 71.441115 42.43006 \n",
"217.290852 15.770452 14h29m09.80s 15d46m13.63s 9 5 0.02 17.942 0.023 0.035 0.01 -0.399 0.077 3486 11 1 72.972506 259.922078 \n",
"217.316083 15.752775 14h29m15.86s 15d45m09.99s 9 5 0.02 16.188 0.01 0.006 0.015 0.038 0.085 3486 11 1 77.979509 168.484482 \n",
"217.293844 15.788367 14h29m10.52s 15d47m18.12s 9 5 0.02 18.102 0.044 0.05 0.038 -1.159 0.09 3486 11 1 80.340374 310.076374 \n",
"217.341936 15.781173 14h29m22.06s 15d46m52.22s 9 5 0.02 18.722 0.031 0.024 0.039 -0.029 0.107 3486 11 1 108.254667 76.195635 \n",
"217.298534 15.802011 14h29m11.65s 15d48m07.24s 9 5 0.02 16.728 0.016 0.001 0.032 0.01 0.094 3486 11 1 110.518047 335.844641 \n",
"217.280035 15.768564 14h29m07.21s 15d46m06.83s 8 5 0.02 18.581 0.028 0.013 0.043 0.018 0.089 3486 11 1 111.05929 259.855291 \n",
"217.279193 15.755032 14h29m07.01s 15d45m18.12s 9 5 0.02 18.2 0.023 0.006 0.04 -0.357 0.082 3486 11 1 131.381738 238.689357 \n",
"217.293286 15.806913 14h29m10.39s 15d48m24.89s 9 5 0.02 14.598 0.008 0.003 0.013 -0.043 0.093 3486 11 1 134.386258 331.849195 \n",
"217.270767 15.767673 14h29m04.98s 15d46m03.62s 9 5 0.02 17.762 0.029 0.023 0.036 -0.553 0.093 3486 11 1 143.252977 260.8567 \n",
"217.344082 15.749366 14h29m22.58s 15d44m57.72s 9 5 0.02 18.272 0.03 0.026 0.033 -0.632 0.103 3486 11 1 143.308281 128.22579 \n",
"217.268123 15.768260 14h29m04.35s 15d46m05.74s 9 5 0.02 18.298 0.027 0.039 0.015 -0.271 0.102 3486 11 1 152.001619 262.192586 \n",
"217.278521 15.746038 14h29m06.85s 15d44m45.74s 9 5 0.02 17.751 0.021 0.027 0.015 0.05 0.087 3486 11 1 152.512542 228.702158 \n",
"217.274578 15.745016 14h29m05.90s 15d44m42.06s 9 5 0.02 18.21 0.027 0.025 0.03 0.063 0.128 3486 11 1 165.322266 230.870344 \n",
"217.295918 15.729915 14h29m11.02s 15d43m47.69s 9 5 0.02 15.487 0.011 0.003 0.018 0.001 0.1 3486 11 1 167.738282 198.890243 \n",
"217.349143 15.806507 14h29m23.79s 15d48m23.43s 9 5 0.02 17.52 0.019 0.019 0.019 0.004 0.08 3486 11 1 174.980335 48.021103 \n",
"217.322520 15.826148 14h29m17.40s 15d49m34.13s 8 4 0.02 18.759 0.037 0.018 0.056 -0.046 0.092 3486 11 1 191.512624 11.40079 \n",
"
"
],
"text/plain": [
"\n",
" ra dec clon clat ... flag dist angle \n",
" deg deg ... arcsec deg \n",
" float64 float64 object object ... int64 float64 float64 \n",
"---------- ---------- ------------ ------------ ... ----- ---------- ----------\n",
"217.310789 15.772086 14h29m14.59s 15d46m19.51s ... 1 7.428213 201.936592\n",
"217.298347 15.759781 14h29m11.60s 15d45m35.21s ... 1 68.740981 221.872219\n",
"217.325504 15.788647 14h29m18.12s 15d47m19.13s ... 1 71.441115 42.43006\n",
"217.290852 15.770452 14h29m09.80s 15d46m13.63s ... 1 72.972506 259.922078\n",
"217.316083 15.752775 14h29m15.86s 15d45m09.99s ... 1 77.979509 168.484482\n",
"217.293844 15.788367 14h29m10.52s 15d47m18.12s ... 1 80.340374 310.076374\n",
"217.341936 15.781173 14h29m22.06s 15d46m52.22s ... 1 108.254667 76.195635\n",
"217.298534 15.802011 14h29m11.65s 15d48m07.24s ... 1 110.518047 335.844641\n",
"217.280035 15.768564 14h29m07.21s 15d46m06.83s ... 1 111.05929 259.855291\n",
"217.279193 15.755032 14h29m07.01s 15d45m18.12s ... 1 131.381738 238.689357\n",
"217.293286 15.806913 14h29m10.39s 15d48m24.89s ... 1 134.386258 331.849195\n",
"217.270767 15.767673 14h29m04.98s 15d46m03.62s ... 1 143.252977 260.8567\n",
"217.344082 15.749366 14h29m22.58s 15d44m57.72s ... 1 143.308281 128.22579\n",
"217.268123 15.768260 14h29m04.35s 15d46m05.74s ... 1 152.001619 262.192586\n",
"217.278521 15.746038 14h29m06.85s 15d44m45.74s ... 1 152.512542 228.702158\n",
"217.274578 15.745016 14h29m05.90s 15d44m42.06s ... 1 165.322266 230.870344\n",
"217.295918 15.729915 14h29m11.02s 15d43m47.69s ... 1 167.738282 198.890243\n",
"217.349143 15.806507 14h29m23.79s 15d48m23.43s ... 1 174.980335 48.021103\n",
"217.322520 15.826148 14h29m17.40s 15d49m34.13s ... 1 191.512624 11.40079"
]
},
"execution_count": 104,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"from astroquery.irsa import Irsa\n",
"\n",
"calib_table = Irsa.query_region(\n",
" target_coord,\n",
" catalog='ptfphotcalcat',\n",
" radius=200*u.arcsec)\n",
"calib_table"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Let's look at where these are in relation to our target. We'll need to convert the RA, Dec in the table to pixel coordinates. That's where the World Coordinate System (WCS) transformation comes in."
]
},
{
"cell_type": "code",
"execution_count": 105,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"WARNING: FITSFixedWarning: RADECSYS= 'ICRS ' / Astrometric system \n",
"the RADECSYS keyword is deprecated, use RADESYSa. [astropy.wcs.wcs]\n",
"WARNING: FITSFixedWarning: Removed redundant SCAMP distortion parameters because SIP parameters are also present [astropy.wcs.wcs]\n"
]
}
],
"source": [
"wcs = astropy.wcs.WCS(hdu.header)"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"ename": "NameError",
"evalue": "name 'plt' is not defined",
"output_type": "error",
"traceback": [
"\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
"\u001b[0;31mNameError\u001b[0m Traceback (most recent call last)",
"\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mplt\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mfigure\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfigsize\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m10\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m10\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 2\u001b[0m \u001b[0max\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mplt\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0maxes\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 3\u001b[0m \u001b[0max\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mimshow\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mhdu\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdata\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mvmin\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mmean\u001b[0m\u001b[0;34m-\u001b[0m\u001b[0mstd\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mvmax\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mmean\u001b[0m\u001b[0;34m+\u001b[0m\u001b[0;36m3\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0mstd\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcmap\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m'binary'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 4\u001b[0m \u001b[0max\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mset_xlim\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mmatching_row\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'XWIN_IMAGE'\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m-\u001b[0m \u001b[0;36m256\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mmatching_row\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'XWIN_IMAGE'\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m+\u001b[0m \u001b[0;36m256\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 5\u001b[0m \u001b[0max\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mset_ylim\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mmatching_row\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'YWIN_IMAGE'\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m-\u001b[0m \u001b[0;36m256\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mmatching_row\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'YWIN_IMAGE'\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m+\u001b[0m \u001b[0;36m256\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
"\u001b[0;31mNameError\u001b[0m: name 'plt' is not defined"
]
}
],
"source": [
"plt.figure(figsize=(10, 10))\n",
"ax = plt.axes()\n",
"ax.imshow(hdu.data, vmin=mean-std, vmax=mean+3*std, cmap='binary')\n",
"ax.set_xlim(matching_row['XWIN_IMAGE'] - 256, matching_row['XWIN_IMAGE'] + 256)\n",
"ax.set_ylim(matching_row['YWIN_IMAGE'] - 256, matching_row['YWIN_IMAGE'] + 256)\n",
"\n",
"# Note: last argument is 'origin': FITS standard uses 1-based Fortran-like\n",
"# indexing, but Python uses 0-based C-like indexing. In this case, we are\n",
"# aligning these locations to a Python array, so we want 0-based indexing.\n",
"\n",
"x, y = wcs.all_world2pix(calib_table['ra'], calib_table['dec'], 0)\n",
"ax.scatter(x, y, facecolor='none', edgecolor='red')\n",
"\n",
"# I happen to know that these images are upside down; use APLPy or the like to\n",
"# automatically orient North upward\n",
"ax.invert_yaxis()\n",
"\n",
"ax.set_xlabel('pixel $x$')\n",
"ax.set_ylabel('pixel $y$')"
]
},
{
"cell_type": "code",
"execution_count": 107,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 107,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig = plt.figure(figsize=(10, 10))\n",
"ax = plt.axes(projection=wcs)\n",
"ax.set_xlim(matching_row['XWIN_IMAGE'] - 256, matching_row['XWIN_IMAGE'] + 256)\n",
"ax.set_ylim(matching_row['YWIN_IMAGE'] - 256, matching_row['YWIN_IMAGE'] + 256)\n",
"ax.imshow(\n",
" hdu.data, vmin=mean-std, vmax=mean+3*std,\n",
" cmap='binary')\n",
"x, y = wcs.all_world2pix(calib_table['ra'], calib_table['dec'], 0)\n",
"ax.scatter(x, y, facecolor='none', edgecolor='red')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Let's now match the calibration sources with sources in the SExtractor catalog."
]
},
{
"cell_type": "code",
"execution_count": 108,
"metadata": {},
"outputs": [],
"source": [
"calib_coords = astropy.coordinates.SkyCoord(calib_table['ra'], calib_table['dec'])\n",
"indexes, _, _ = calib_coords.match_to_catalog_sky(catalog_coords)"
]
},
{
"cell_type": "code",
"execution_count": 109,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"Table masked=True length=19 \n",
"\n",
"rptf rerr MAG_AUTO MAGERR_AUTO \n",
"mag mag mag mag \n",
"float64 float64 float32 float32 \n",
"18.051 0.032 -9.7602 0.0299 \n",
"15.742 0.011 -12.0844 0.0043 \n",
"15.209 0.007 -12.6132 0.0032 \n",
"17.942 0.023 -9.8900 0.0231 \n",
"16.188 0.01 -11.6361 0.0057 \n",
"18.102 0.044 -9.8108 0.0357 \n",
"18.722 0.031 -9.1197 0.0361 \n",
"16.728 0.016 -11.0744 0.0082 \n",
"18.581 0.028 -9.1939 0.0344 \n",
"18.2 0.023 -9.5808 0.0286 \n",
"14.598 0.008 -13.2128 0.0023 \n",
"17.762 0.029 -9.9765 0.0255 \n",
"18.272 0.03 -9.5726 0.0308 \n",
"18.298 0.027 -9.4639 0.0305 \n",
"17.751 0.021 -10.0750 0.0178 \n",
"18.21 0.027 -9.6532 0.0249 \n",
"15.487 0.011 -12.3439 0.0037 \n",
"17.52 0.019 -10.2847 0.0149 \n",
"18.759 0.037 -9.0462 0.0389 \n",
"
"
],
"text/plain": [
"\n",
" rptf rerr MAG_AUTO MAGERR_AUTO\n",
" mag mag mag mag \n",
"float64 float64 float32 float32 \n",
"------- ------- -------- -----------\n",
" 18.051 0.032 -9.7602 0.0299\n",
" 15.742 0.011 -12.0844 0.0043\n",
" 15.209 0.007 -12.6132 0.0032\n",
" 17.942 0.023 -9.8900 0.0231\n",
" 16.188 0.01 -11.6361 0.0057\n",
" 18.102 0.044 -9.8108 0.0357\n",
" 18.722 0.031 -9.1197 0.0361\n",
" 16.728 0.016 -11.0744 0.0082\n",
" 18.581 0.028 -9.1939 0.0344\n",
" 18.2 0.023 -9.5808 0.0286\n",
" 14.598 0.008 -13.2128 0.0023\n",
" 17.762 0.029 -9.9765 0.0255\n",
" 18.272 0.03 -9.5726 0.0308\n",
" 18.298 0.027 -9.4639 0.0305\n",
" 17.751 0.021 -10.0750 0.0178\n",
" 18.21 0.027 -9.6532 0.0249\n",
" 15.487 0.011 -12.3439 0.0037\n",
" 17.52 0.019 -10.2847 0.0149\n",
" 18.759 0.037 -9.0462 0.0389"
]
},
"execution_count": 109,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"matches = astropy.table.Table()\n",
"matches.add_column(calib_table['rptf'])\n",
"matches.add_column(calib_table['rerr'])\n",
"matches.add_column(catalog_table[indexes]['MAG_AUTO'])\n",
"matches.add_column(catalog_table[indexes]['MAGERR_AUTO'])\n",
"matches"
]
},
{
"cell_type": "code",
"execution_count": 110,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(8, 8))\n",
"plt.errorbar(matches['MAG_AUTO'], matches['rptf'],\n",
" xerr=matches['MAGERR_AUTO'], yerr=matches['rerr'],\n",
" linestyle='none')\n",
"plt.xlabel('SExtractor MAG_AUTO')\n",
"plt.ylabel('Abs. mag. in photometric calibrator database')\n",
"plt.gca().invert_xaxis()\n",
"plt.gca().invert_yaxis()\n",
"plt.grid()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now let's do a linear fit. Scipy's orthogonal data regression module, `scipy.odr`, is great for fitting functions with errors in both independent and dependent variables."
]
},
{
"cell_type": "code",
"execution_count": 111,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Beta: [ 0.99876513 27.80407077]\n",
"Beta Std Error: [0.00359417 0.04356199]\n",
"Beta Covariance: [[1.26586067e-05 1.52798103e-04]\n",
" [1.52798103e-04 1.85953264e-03]]\n",
"Residual Variance: 1.0204967829373217\n",
"Inverse Condition #: 0.006929782733973834\n",
"Reason(s) for Halting:\n",
" Sum of squares convergence\n"
]
}
],
"source": [
"data = scipy.odr.RealData(\n",
" x=matches['MAG_AUTO'], sx=matches['MAGERR_AUTO'],\n",
" y=matches['rptf'], sy=matches['rerr'])\n",
"odr = scipy.odr.ODR(data, scipy.odr.models.unilinear)\n",
"odr.run()\n",
"\n",
"odr.output.pprint()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Let's see what the fit looks like:"
]
},
{
"cell_type": "code",
"execution_count": 112,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAe4AAAHhCAYAAACoQV2DAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8QZhcZAAAgAElEQVR4nO3dd7wcZb3H8c+P0AkQaigiAREUQbgQRVQgQQREBAUvAVFpUhQVRBCQFnq3waUqAookYAFERKUEUFFMAOnSUSShBJIQOslz/9g92cnhlDk5OztbPu/XK6/MM7tn9+uce/nmmZ19JlJKSJKk1jBf2QEkSVJ+FrckSS3E4pYkqYVY3JIktRCLW5KkFmJxS5LUQuYvO0Aeyy67bBoxYkTdXu+VV15hscUWq9vraWA8/uXy+JfP30G5WuH4T5o06YWU0nI9PdYSxT1ixAgmTpxYt9ebMGECo0aNqtvraWA8/uXy+JfP30G5WuH4R8RTvT3mqXJJklqIxS1JUguxuCVJaiEWtyRJLcTiliSphVjckiS1EItbkqQWYnFLktRCLG5JklqIxS1JUguxuCVJaiEWtyRJLcTiliSphVjckiS1EItbkqQWYnFLktRCLG5JklqIxS1JUguxuCVJGoQD/+9Kdj/3hoa9n8UtSdK8unJ3fvD8V7h4jVsb9pbzN+ydJElqJ5ftBI/8obK90X4Ne1uLW5Kkgfrpp+GpP1e2D34Ehi7fsLe2uCVJGojzN4PJd1e2v/MELLp0Q9/e4pYkKa+zRsLURyrbhz4FiwxreASLW5KkPM58H7w8ubJ9+H9hoaGlxLC4JUnqz0krw5szK9tHTIEFFiktisUtSVJvUoJjM6fDj3wO5l+ovDxY3JIk9ax7aR/1AgxZoLw8VRa3JEndzZ4Nxy1VGx/9Isw3pLw8Ga6cJklS1uxZ3Ur7paYpbXDGLUlSzay34fhlauNjpkFEeXl64IxbkiSAt99s+tIGi1uSJHjrdThhucr2kAVh7PSmLG2wuCVJne7NV+DE4ZXtRZaGo54vN08/LG5JUud6fQactFJle9i74dAnys2Tg8UtSepMr70Ep6xS2V7+A3DgveXmycniliR1nldegFNHVLZX2Qi+9tdS4wyExS1J6igLvvEinP6eymD10bDXH8sNNEAWtySpc0x/mo/evkdl+33bwpevKjfPPLC4JUmd4cUn4PsfqGx/cAzsfFm5eeaRxS1Jan/PPww/Wh+AZ1bcCna4oORA884lTyVJ7e3Z++Hcj1a2N/46Dy/0SVYqN9GgOOOWJLWvZ+6qlfYmB8NWJ5abpw6ccUuS2tN/7oCffLKyvflRsOnB5eapE4tbktR+nrgNLtm2sr3VSbDx/uXmqSOLW5LUXh69AX6+Y2X709+DD+1Vbp46s7glSe3jod/BuC9Utj97Lqz/hXLzFMDiliS1h/t+Bb/cs7L9+YtgnR3LzVMQi1uS1Pruvhyu2q+yvfMv4H2fLjdPgSxuSVJrm3gRXPutyvauv4L3blFunoJZ3JKk1nX7OfCHwyvbu10Lq21Sbp4GsLglSa3ptjPhxuMq23v+Ed69Ubl5GsTiliS1nptOgFtPr2zvMwFW+p8y0zRUYUueRsRFEfFcRNyX2Tc2Iv4bEXdX/2xT1PtLktrUH46olfZ+f+mo0oZi1yq/GNi6h/3fTymtX/1zXYHvL0lqN9d+C24/u7K9/z9ghXXKzVOCwk6Vp5RujYgRRb2+JKnD/HpfuGdcZfubd8HSq5ebpySRUiruxSvFfW1KaZ3qeCywOzADmAh8O6X0Ui8/uw+wD8Dw4cM3HDduXN1yzZw5k6FDh9bt9TQwHv9yefzL5+9g4D5w38ks98LfALj9Iz/mjYWXm+fXaoXjP3r06EkppZE9Pdbo4h4OvAAk4HhgxZTSnv29zsiRI9PEiRPrlmvChAmMGjWqbq+ngfH4l8vjXz5/BwP0s8/BYzdVtr/9L1h8hUG9XCsc/4jotbgbelV5SunZru2IuBC4tpHvL0lqMT/ZCv5TmWlz8KMwdN5n2u2iyIvT3iEiVswMPwfc19tzJUkd7tyP1Ur7O09Y2lWFzbgj4nJgFLBsRDwNHAOMioj1qZwqfxLYt6j3lyS1sB98EKY9Vdk+7D+w8BLl5mkiRV5VvksPu39S1PtJktrEaavDq1Mr2999BhZcrNw8TcaV0yRJzeP45WDWm5XtI6bAAouUm6cJWdySpPKlBMcOq42PfB7mX7C8PE3M4pYklat7aR/1AgxZoLw8Tc7iliSVZ/ZsOG6p2vjoF2G+IeXlaQEN/TqYJElzzJ7VrbRfsrRzcMYtSWq8WW/B8cvWxsdMg4jy8rQQZ9ySpMZ6+w1LexAsbklS47z1GpywfGV7/kVg7HRLe4AsbklSY7wxE06s3iBkseXhyCnl5mlRFrckqXivT4eTV65sL706HPJIuXlamMUtSSrWqy/CKe+ubK/wQfjmXeXmaXEWtySpODOfh9NWq2y/+6Ow323l5mkDFrckqRgznoEz1qhsr7EF7Pn7cvO0CYtbklR/T/4Fvvf+yvba28MXf1VunjZicUuS6uuRG+DibWrjnS4tL0sbsrglSfXzwNVw2Y618djp5WVpUxa3JKk+7r4crvhybWxpF8LiliQN3h0XwlX71caWdmEsbknS4Pz5+3DdwZXthYdZ2gXz7mCSpHl343Fw25mV7aVWgwPuLjdPB7C4JUnz5rpD4I4LKtsrbQD73Fxung5hcUuSBu7X+8I94yrb79kcvvSbcvN0EItbkjQwl+8C/7qusv2Bz8H/XlxqnE5jcUuS8rvoU/Dvv1a2N9gNtvtRuXk6kMUtScrn/z4Czz9Y2f7oN2DLE8rN06EsbklS/85YC2ZOqWyPPhI2O6TcPB3M4pYk9e345WDWm5XtrU+Bj3y13DwdzuKWJPVu7JK17e3Ohg2+VF4WARa3JKk32dL+/EWwzo69P1cNY3FLkt4pW9q7jIe1ti4vi+ZicUuS5pYt7S9fA6tvVl4WvYPFLUmqyZb2XjfAKh8qL4t6ZHFLkiqypb3fn2GFdcvLol5Z3JKkuUt7/3/AcmuWl0V9srglqdNlS/uAe2CpVcvLon5Z3JLUybKlfdBDsMSK5WVRLha3JHWqbGkf8jgstkx5WZSbxS1JnSYlOHZYbXzYv2HhJXt/vpqKxS1JnaR7aX/3GVhwsfLyaMAsbknqFLNnwXFL18ZHPgfzL1ReHs2T+coOIElqgLffnKu0v7DCby3tFpV7xh0Ri6aUXi0yjCSpAG++AietVBsf/SK/mG9IeXk0KP3OuCPioxHxAPBQdbxeRJxTeDJJ0uC9Nm3u0j5mGljaLS3PqfLvA1sBUwFSSv8ENi0ylCSpDmY+D6dmFlM5ZhpElJdHdZHrM+6U0n+67ZpVQBZJUr1M+w+csUZtPHa6pd0m8nzG/Z+I+CiQImIB4ADgwWJjSZLm2QuPwtkb1sZjp5eXRXWXZ8a9H7A/sDLwX2D96liS1Gwm32Npt7l+Z9wppReAXRuQRZI0GP/+G1y0VW1sabelPFeVnxYRS0TEAhFxY0Q8HxFfbEQ4SVJOj95gaXeIPKfKt0wpzQC2BZ4E1gAOKTKUJGkA7r8Kfr5jbWxpt7U8xd11Ov3TwJUpJf8vQpKaxZ0/gyt3q40t7baXp7ivjYiHgA2BGyNiOeD1YmNJkvr117Phmq/XxpZ2R+i3uFNKhwEfBUamlN4CXgG2LzqYJKkPN50AfzyiNra0O0betcpXAraIiIUz+y4tII8kqT/XHQJ3XFAbW9odpd/ijohjgFHA2sB1wKeAP2NxS1Lj/XIvuO+XtbGl3XHyfMb9eeATwJSU0h7AesCShaaSJL3TpZ+1tJXrVPlrKaXZEfF2RCwBPAesUnAuSVLWeR+HKffWxpZ2x8pT3BMjYhhwITAJmAncXmgqSVLNGWvBzCm1saXd0fIsefq16uZ5EXE9sERK6Z5iY0mSADh2KUiza2NLu+Pluqo8InYAPg4kKhemWdySVLSxmcuJFhwK3/1veVnUNPKsVX4OlTuE3QvcB+wbEf9XdDBJ6mjZ0l5qNUtbc+SZcW8OvD+llAAi4hLg/kJTSVIny5b2uz4MX/lTeVnUdPJ8HexR4N2Z8SrVfZKkesuW9pqfsrT1Dr3OuCPit1Q+014ceDAi7qiONwLuaEw8Seog2dJe/4vwWT+V1Dv1dar8jIalkKROlyntaxfbgW0tbfWi1+JOKd3SyCCS1LGyM+3RR7LtZoeUl0VNL89V5R+JiH9ExMyIeDMiZkXEjEaEk6S2ly3tbc4AS1v9yHNV+dnAzsCVwEjgy8CaRYaSpI6QLe3PXQDrjSkvi1pGnqvKSSk9CgxJKc1KKf0U2LrYWJLU5rKlvfPllrZyyzPjfjUiFgTujojTgMnkLHxJ0juNmrB9bfDla2D1zcoLo5aTp4C/VH3e14FXqHyPe4ciQ0lS28rOtL9yo6WtActT3J9NKb2eUpqRUjo2pXQQsG3RwSSp7WRL+6u3w7tGlpdFLStPce/Ww77d65xDktpbprT/ttF5MHztEsOolfW1ctouwBeA1SLimsxDiwMvFh1MktpGdqZ90IO8fufD5WVRy+vr4rS/UrkQbVngzMz+l/G2npLUv5Tg2GG18XeegEWXBixuzbu+Vk57CngK2LhxcSSpTcyeDcctVRsf9h9YeIny8qhtuHKaJNXbrLfnLu0jpljaqps8F6edDewCPAIsAnwFcPV7SerJW6/D8cvUxke9AAssUl4etR1XTpOkennjZThxeG189EswZIHy8qgtuXKaJNXDqy/CaavVxsdMg4jy8qht5V05bQhzr5y2Y5GhJKmlvDxl7tIeO93SVmH6nXFXry4HeA04ttg4ktRiXnoSfrhebTx2emlR1Bn6WoDlXiD19nhK6YOFJJKkVvHcQ3DORrWxpa0G6GvG3bUe+f7Vv39W/fuL9FHoktQR/jsJLty8Nra01SD9LcBCRHwypfQ/mYcOjYg7gcOKDidJTemJ2+CSzL2WLG01UJ6L0yIiPpYZfDTPz0XERRHxXETc123/NyLioYi4v3qVuiS1jn9db2mrVHm+DrYXcFFEdK2SPw3YM8fPXUxl8ZZLu3ZExGhge2C9lNIbEbH8wOJKUonuuRJ+/ZXa2NJWCfJcVT4JWK+ruFNKuf4vNaV0a0SM6Lb7q8ApKaU3qs95bkBpJaks//gJ/O6g2tjSVkkipeKuM6sW97UppXWq47uBq6msvPY6cHBK6R+9/Ow+wD4Aw4cP33DcuHF1yzVz5kyGDh1at9fTwHj8y+XxH7h3P/VLVn/iZ3PGE0ZdPajX83dQrlY4/qNHj56UUhrZ02N5TpXX0/zA0sBHgA8BV0TE6qmHfz2klC4ALgAYOXJkGjVqVN1CTJgwgXq+ngbG418uj/8A/fEoyJQ2Y6czapAv6e+gXK1+/Pu8yCwi5qtejFYvTwO/ThV3ALOp3O9bkprPNd+Av/6oNvb0uJpAn8WdUppNfe8EdhUwGiAi1gQWBF6o4+tLUn2M2xXuvLQ2trTVJPJ8HezGiNgxYmAL70bE5cDtwFoR8XRE7AVcBKxe/YrYOGC3nk6TS1KpLvoUPHRtbWxpq4nk+Yx7X+AgYFZEvAYEkFJKfd4VPqW0Sy8PfXFgESWpgc4aCVMfqY0tbTWZPF8HW7wRQSSpdKesCq9Pq40tbTWhXFeVR8R2wKbV4YSU0rV9PV+SWs7YJbuNLW01pzxLl54CHAA8UP1zQEScXHQwSWqYbGkvuoylraaWZ8a9DbB+9QpzIuIS4C7g8CKDSVJDZEt7uffD/n8rL4uUQ56rygGGZbaX7PVZktRKsqU9YhNLWy0hz4z7ZOCuiLiZyhXlm+JsW1Kry5b22tvDTpf2/lypieS5qvzyiJhAZYlSgENTSlMKTSVJRcqW9sg9Ydvvl5dFGqA8F6fdmFKanFK6pvpnSkTc2IhwklR32dL++LcsbbWcXmfcEbEwsCiwbEQsReU0OcASwMoNyCZJ9ZUt7S2OhY8fWF4WaR71dap8X+BAYCVgErXingGcXXAuSaqvbGlv+wMYuUd5WaRB6LW4U0o/BH4YEd9IKZ3VwEySVF/Z0v78RbDOjuVlkQYpz8VpZ0XEOsDawMKZ/V6CKan5ZUv7C1fCmluWl0WqgzwXpx0DnFX9Mxo4Ddiu4FySNHiZ0j5z2JGWttpCnu9xfx5YD7grpbRHRAwHfl5sLEkapOxM+8tX8+3VR5WVRKqrPMX9WkppdkS8HRFLAM8BqxScS5LmXba0v3ITvGvD8rJIdZanuCdGxDDgQipXl88Ebi80lSTNq2xpf+3vsPz7yssiFaDP4o6IAE5OKU0DzouI64ElUkr3NCSdJA1EtrQPvBeGvbu8LFJB+izulFKKiOuAdavjJxsRSpIGJCU4NnMvpIMfhaHLlZdHKlCeu4PdGREf6v9pklSCWW/PXdqH/dvSVlvL8xn3RsCuEfEU8AqVFdRSSumDhSaTpP68/QacsHxtfMQUWGCR8vJIDZCnuLcqPIUkDdQbL8PJ76qNj3oBhixQXh6pQfKsnPZURGwAfBxIwF9SSncWnkySevPKVDh99dr46Jdgvjyf/EmtL8/KaUcDlwDLAMsCP42II4sOJkk9mvHM3KV9zDRLWx0lz6nyXYH1UkqvA0TEKcDdwAlFBpOkd5j6GJy1QW08dnp5WaSS5Pln6jNkbi4CLAT8t5g4ktSLyf+0tCX6mHFHxFlUPtOeDtwfEX+qjj8J3NGYeJIEPPkXuHib2tjSVgfr61T5xOrfk4DfZPZPKCyNJHX3r+vh8jG1saWtDtdrcaeULmlkEEl6h3uugF/vXRtb2lKfp8qvSCntFBH3UjlFPhcXYJFUqL9fAL8/pDa2tCWg71PlB1T/3rYRQSRpjgmnwISTa2NLW5qjr1Plk6t/P9W4OJI63nWHwB0X1MaWtjSXvk6Vv0wPp8iprVW+RGGpJHWmK3eH+zPXwlra0jv0NeNevJFBJHW4n24DT/2lNra0pR7lWTkNgIhYnsxCLCmlfxeSSFLnOWskTH2kNra0pV71W9wRsR1wJrAS8BywKvAg8IFio0nqCCetDG/OrI0tbalPeZY8PR74CPBwSmk14BPA3wpNJakzjF3S0pYGKE9xv5VSmgrMFxHzpZRuBkYWnEtSuxu7ZLexpS3lkecz7mkRMRS4FbgsIp4DXik2lqS2ZmlL8yzPjHt74FXgW8D1wGPAZ4oMJamNWdrSoOSZcS8PTK7ej/uSiFgEGA5MLTSZpPZjaUuDlmfGfSUwOzOeVd0nSflZ2lJd5Cnu+VNKb3YNqtsLFhdJUtvJlvaCQy1taRDyFPfz1e9yAxAR2wMvFBdJUlvJlvYya8B3/1teFqkN5PmMez8qV5OfXR0/DXypuEiS2ka2tFf9GOxxXXlZpDbRb3GnlB4DPlL9ShgppZn9/IgkzV3aa38WdrqkvCxSG8m9VrmFLSm3bGl/aG/49BnlZZHaTO7ilqRcsqW92WEw+vDyskhtyOKWVD/Z0v7UabDRvuVlkdpUv1eVR8T+ETEsM14qIr5WbCxJLSdb2jtcaGlLBcnzdbC9U0rTugYppZeAvYuLJKnlZEt7l3HwwZ3KyyK1uTynyodERKSUEkBEDMEFWCR1yZb27tfBiI+Vl0XqAHmK+3pgfEScXx3vW90nqdNlS3vfW2HF9crLInWIPMV9KJWy/mp1/Cfgx4UlktQasqX99Umw7BrlZZE6SJ4FWGYD51b/SOp0KcGxw2rjbz0AS65cXh6pw/Ra3BFxRUppp4i4F0jdH08pfbDQZJKaz+zZcNxStfEhj8Niy5SXR+pAfc24D6j+vW0jgkhqcrPeguOXrY0PfxoWWry8PFKH6rW4U0qTq1eQX5xSGt3ATJKazVuvwYkr1MZHPAsLLFxeHqmD9fk97pTSLGB2RCzZ1/MktbHXps1d2kdNtbSlEuW5qnwmcG9E/Al4pWtnSumbhaWS1BxmPg9nZK4WP2YaRJSXR1Ku4v519U/WOy5Wk9Rmpv0bfrBubTx2enlZJM2Rp7iHpZR+mN0REQf09mRJbeC5h+CcjWpjS1tqGnnWKt+th3271zmHpCYw5vzb+e5ZF1vaUhPr63vcuwBfAFaLiGsyDy0OvFh0MEmNt/jkv3ASx9d2WNpS0+nrVPlfgcnAssCZmf0vA/cUGUpSCSb+lB9b2lLT6+t73E8BTwEbR8SqwHtTSjdExCLAIlQKXFI7uO1MuPG42tjSlppWv59xR8TewC+BrruDvQu4qshQkhro94dZ2lILyXNx2v7Ax4AZACmlR4DliwwlqUGu3AP+nrl/kKUtNb08Xwd7I6X0ZlQXXYiI+fF73FLru2hr+PfttbGlLbWEPMV9S0R8F1gkIj4JfA34bbGxJBXqB+tWFljpYmlLLSPPqfLDgOeBe4F9geuAI4sMJak4m96yg6UttbB+Z9wppdnAhdU/klrZ2CXn/te6pS21nDxXlW8bEXdFxIsRMSMiXo6IGY0IJ6mOxna7yZ+lLbWkPJ9x/wDYAbg3peRFaVIrsrSltpHnM+7/APdZ2lKL6lbaE0ZdXVIQSfWQZ8b9HeC6iLgFeKNrZ0rpe4WlklQfPc20J0woJYqk+shT3CcCM4GFgQWLjSOpbjw9LrWlPMW9UkppncKTSKofS1tqW3k+474uIrYsPImk+rC0pbaWp7i/ClwfEa9Xvwrm18GkZmVpS20vzwIsizciiKRBsrSljpDnM24iYjtg0+pwQkrp2uIiSRqwbGkPXQEO/ld5WSQVKs/KaacABwAPVP8cEBEnFx1MUk7Z0l55Q0tbanN5ZtzbAOtX1ywnIi4B7gIOLzKYpByypf2+bWHny8rLIqkh8lycBjAss71kr8+S1DjZ0h65l6UtdYg8M+6Tgbsi4mYgqHzW3e9sOyIuArYFnuv6HnhEjAfWqj5lGDAtpbT+vASXOlq2tEcdDqMOKy+LpIbKc1X55RExAfhQddehKaUpOV77YuBs4NLMa43p2o6IMwEve5UGKlva25wBH967vCySGq7f4o6IG1NKnwCu6WFfr1JKt0bEiF5eM4CdgM0HlFbqdNnS3vEnsO7ny8siqRS9FndELAwsCiwbEUtROU0OsASw8iDfdxPg2ZTSI4N8HalzZEv7i7+CNbYoL4uk0kRvd+uMiAOAA4GVgGcyD80ALkwpnd3vi1dm3Nd2X+s8Is4FHk0pndnHz+4D7AMwfPjwDceNG9ff2+U2c+ZMhg4dWrfX08B4/Adu1ITt52xP2uA0Xl5irT6e3TePf/n8HZSrFY7/6NGjJ6WURvb0WK/FPecJEd9IKZ01L2/cU3FHxPzAf4ENU0pP53mdkSNHpokTJ85LhB5NmDCBUaNG1e31NDAe/wHKzrS/9ndY/n2DejmPf/n8HZSrFY5/RPRa3HmuKj8/Ir5JZuU04PyU0lvzmGcL4KG8pS11rJTg2Mw3MQ+8D4atUl4eSU0hz/e4zwE2rP7dtX1ufz8UEZcDtwNrRcTTEbFX9aGdgcvnLa7UIWa9PXdpH/KYpS0JyDfj/lBKab3M+KaI+Gd/P5RS2qWX/bvnzCZ1prdehxOH18aHPw0Lea8fSRV5ZtyzIuI9XYOIWB2YVVwkqYO9PmPu0j7yOUtb0lzyzLgPAW6OiMepfCVsVWCPQlNJnWjmc3DGe2vjo1+E+YaUl0dSU8qzctqNEfFeakuV/iul9EaxsaQO89JT8MMP1sbHTIOI3p8vqWPluh83lQvSRlSfv35EkFK6tO8fkZTLsw/AuRvXxmNdCVhS7/Isefoz4D3A3dQ+205k1iCXNI/+/Xe4aMva2NKW1I88M+6RwNqpv5VaJA3MI3+CyzJrjVvaknLIc1X5fcAKRQeROso9V1jakuZJXzcZ+S2VU+KLAw9ExB3AnIvSUkrbFR9PakN/Ow+uP7Q2trQlDUBfp8rPaFgKqVPcdALcenptbGlLGqBeizuldEvXdkSsAHyYygz8HymlKQ3IJrWXa74Jd15SG1vakuZBv59xR8RXgDuAHYDPA3+LiD2LDia1lV+MsbQl1UXeldP+J6U0FSAilgH+ClxUZDCpbZy3CUy5pza2tCUNQp7ingq8nBm/XN0nqT+nrQ6vZv7fxdKWNEh5ivtR4O8RcTWVz7i3B+6JiIMAUkrfKzCf1LrGLtltbGlLGrw8xf1Y9U+Xq6t/e8siqTeWtqSC5LnJyLGNCCK1DUtbUoHyrJwmKS9LW1LBLG6pXixtSQ1gcUv1YGlLapA8t/VcDtib2v24AUgpuQiLBJa2pIbKc1X51cBtwA3U7sctCSxtSQ2Xp7gXTSkd2v/TpA5jaUsqQZ7PuK+NiG0KTyK1EktbUknyFPcBVMr7tYiYEREvR8SMooNJTStb2gssamlLaqg8C7C4QprUJVvaS78HvnlneVkkdaReizsi3pdSeigiNujp8ZSS/8VSZ8mW9ohNYPdry8siqWP1NeM+CNgHOLOHxxKweSGJpGaULe11d4IdLywvi6SO1mtxp5T2qf49unFxpCaULe2Nvw5bnVheFkkdL8/XwaTOlS3tLY6Fjx9YXhZJwuKWepct7e3Ogg2+XF4WSaqyuKWeZEt7zGXw/m3LyyJJGRa31F22tHe7FlbbpLwsktTNPN0dLCL8KpjaU7a0973V0pbUdOZpxp1S6vG73VLLSgmOHVYbf+NOWOY95eWRpF54qlyaPRuOW6o2PuhBWGKl8vJIUh/y3I/7ZSoLrmRNByYC304pPV5EMKkhZr0Fxy9bGx/6JCyyVK9Pl6Sy5Zlx/wB4GvgFEMDOwHuAO4GLgFFFhZMK9earcNKKtfF3J8OCi5aXR5JyyHNx2nYppfNTSi+nlGaklC4AtkopjQecmqg1vfri3KV91AuWtqSWkKe4X42InSJivuqfnYDXq491P4UuNb8Zz8Bpq9XGR78EQxYoL48kDUCe4t4V+BLwHPBsdfuLEbEI8PUCs0n1N/Ux+N77a+NjpsF88/StSEkqRZ77cT8OfKaXh/9c3zhSgZ65Gy7YrDYeO728LJI0j/JcVb4wsBfwAWDhrv0ppT0LzCXV1xO3wSWZZUstbUktKs9V5T8DHgK2Ao6jcur8wSJDSfUw5vzbARi/6UwoJYsAABUbSURBVAsw/ou1ByxtSS0sz4d7a6SUjgJeSSldAnwa2KjYWNLgPTB5BmtNvsrSltRW8sy436r+PS0i1gGmAMsXF0mqjz24moO4rLbD0pbUBvIU9wURsRRwFHANMBQ4utBU0mD94QhLW1JbynNV+Y+rm7cAqxcbR6qDX+0N915RG1vaktpInqvKhwFfBkZkn59S+mZxsaR5dPG28ORttbGlLanN5DlVfh3wN+BeYHaxcaRB+NEG8OJjtbGlLakN5SnuhVNKBxWeRBqME1aAt1+rjS1tSW0qz9fBfhYRe0fEihGxdNefwpNJeY1d0tKW1DHyzLjfBE4HjqB2U5GEF6qpGYxdstvY0pbU3vIU97epLMLyQtFhpAGxtCV1oDynyh8FXi06iDQglrakDpVnxv0KcHdE3Ay80bXTr4OpNJa2pA6Wp7ivqv6RymdpS+pweVZOu6QRQaR+WdqSlOszbql8lrYkARa3WoGlLUlzWNxqbpa2JM1lnoo7IvapdxDpHbKlvegylrYkMe8z7qhrCqm7bGmv8EH4zuPlZZGkJjJPxZ1SOr/eQaQ5sqW95taw3229P1eSOky/xR0RB0TEElHxk4i4MyK2bEQ4daBsaW+wG3xhfHlZJKkJ5Zlx75lSmgFsCSwFfAk4pdBUajtjzr+dMeff3veTsqW96SGw3Y+KDSVJLShPcXd9nr0N8LOU0v34GbfqLVPaP13iq7D5kSWGkaTmlWfJ00kR8UdgNeDwiFgcmF1sLLWLrln2A5NnzBl/da1uT8qU9snswd2Lbc8ejQooSS0mT3HvBawPPJ5SejUilgH/u6o6yZT2D4cdxt2LjGL8vhuXGEiSmluetcpnR8QI4IsRkYA/p5R+U3QwtYeuEu6aeY/fd2MmTJhQeTD7mfaXfsMB79mcAxqcT5JaTb/FHRHnAGsAl1d37RsRW6SU9i80mdpbtrT3vglW3rC8LJLUQvKcKt8ceH9KKQFExCXAA4WmUtuZc/o7JUZN2L72wNcnwbJrlBNKklpQnqvKHwXenRmvAjxSTBy1tVlvw7HDauODHrS0JWmAep1xR8RvgQQsDjwYEXdUxxsBdzQmntrGW6/DicNr40OfhEWWKi2OJLWqvk6Vn9HHY6neQdTGXpsGp646Z3jrJlewqaUtSfOk1+JOKd3S0/6I+DiwC3BrUaHURl6eAmdmvrh91FRm3/bn8vJIUovLc3EaEfE/wBeA/wWeAH5VZCi1iamPwVkb1MbHTINw0T1JGoy+PuNek8rMehfgBWA8ECml0Q3Kplb2zN1wwWa1sffSlqS66GvG/RBwG7BtSulRgIj4VkNSqbU9fgtcul1tbGlLUt309XWwHYDJwM0RcWFEfAJvLqL+3H+VpS1JBeq1uFNKV6WUdgbeB9wMHAgsHxHnej9u9egfP4Yrd6uNLW1Jqrt+F2BJKb2SUvpFSukzwLuAu4BDC0+m1nLzyfC7b9fGlrYkFSLPymlzpJReSildkFL6RFGB1IKu/y7cckptbGlLUmFyfR1M6tXvvl05Rd7F0pakQg1oxi3NZdyuc5X2mBWvn3P7TklSMSxuzZsLN4eHrp0zXJcrSgwjSZ2jsFPlEXERsC3wXEppneq+9YHzgIWBt4GvpZS8YUmrOfN98PLkOcMxK17P2mRu3SlJKkyRn3FfDJwNXJrZdxpwbErp9xGxTXU8qsAMqrexS3YbT2d8OUkkqSMVdqo8pXQr8GL33cAS1e0lgWeKen8VoIfSliQ1VqOvKj8Q+ENEnEHlHw0fbfD7a15Z2pLUFCKl4m6tHREjgGszn3H/CLglpfSriNgJ2CeltEUvP7sPsA/A8OHDNxw3blzdcs2cOZOhQ4fW7fXa3agJ2881njDq6kG9nse/XB7/8vk7KFcrHP/Ro0dPSimN7OmxRhf3dGBYSilFRADTU0pL9PESAIwcOTJNnDixbrkmTJjAqFGj6vZ6ba2AmbbHv1we//L5OyhXKxz/iOi1uBt9qvwZYDNgArA58EiD3185dH0Xe/zkred+wNPjklS6Ir8OdjmVK8aXjYingWOAvYEfRsT8wOtUT4Wr+VjaktScCivulNIuvTy0YVHvqcFxpi1Jzc+V0zSX7qU9ZsXrS0oiSeqJNxnRHD3NtLsWV5kzG3d1NEkqlTNuVWSuHn9hvuWcaUtSk3LGrbm/8rXyhiy7900uYypJTcri7nTZ0l7r07DLL+YMs7fofGDyjLn2ecpcksrhqfJOli3tDfeYq7QlSc3JGXenypb2pt+BzY94x1Oys2pn2pLUHCzuTpQt7a1PhY/sV14WSdKAWNydJlvan7sA1htTXhZJ0oBZ3J0kW9q7jIe1tu79ud14ilySmoPF3Smypb3H72FVb4UuSa3I4u4E2dLe7y+wwjrlZZEkDYrF3WbecfV3trQPehCWWKmEVJKkerG420RXYc9ZKOW8vzJ+yqdqTzjkccb8/GHgKT+vlqQW5gIsbWg+Zs9V2rsP/xVjfv4wD0yewQOTZ8y1IpokqbVY3G1i/L4bM37fjfngCgvzT3auPXDEs7w232LlBZMk1ZWnytvJm69w2ZTtauOjpsKQ+eecGnf1M0lqfc6428VrL8FJmQvPjn4JhvjvMklqN/6XvR28/CycuWZtfMw0iHjH05xpS1Lrc8bd6l56cq7SHrPi9T2WtiSpPTjjbmXPPQTnbDRnuC5XQOaqcWfYktR+nHE3uTHn397z17eenjRXaY9Z8foGppIklcUZd5N6x4Iq2Vn047fApZmrx8dOZ3z350iS2pIz7lbz0O/eUdqSpM7hjLtJ9fjd67svh3H71Z7UrbSdaUtS+3PG3Sr+di5c1XtpS5I6gzPuJjd+343h5pPg+lNrOy1tSepYFnez++OR8NezamNLW5I6mqfKm9lt37O0JUlzccbdrG44Fv78vdrY0pYkYXE3p2u/BRMvqo0tbUlSlcXdbK7cA+7/dW1saUuSMizuZnLp9vD4hMr2kIXgqOdKjSNJaj4Wd7M4bxOYck9le4l3wUH3l5tHktSULO5m8P11YPp/KtsrrAv7/bncPJKkpmVxl+2EFeDt1yrbq20Gu11Tbh5JUlOzuMs0dsna9tqfhZ0uKS+LJKkluABLWbKlveEelrYkKReLuwzZ0v7YgfCZH5SXRZLUUjxV3mjZ0v7EMbDJQeVlkSS1HIu7kbKlvc0Z8OG9y8siSWpJFnejZEv7c+fDejuXl0WS1LIs7kbIlvaYy+D925aXRZLU0izuomVL+0tXwXtGl5dFktTyLO4iZUt7rz/BKh8uL4skqS1Y3EXJlva+t8GKHywviySpbVjcRciW9tcnwrLvLS+LJKmtWNzzaMz5twMwft+N534gW9oH3gvD3t3AVJKkdmdx11O2tL/9MCw+vLwskqS2ZHEPUNdM+4HJM2rjlBg/5VO1Jx36JCyyVAnpJEntzuIerO6lffjTsNDi5eWRJLU1i3uAuj7THnP+7USaxbhsaR/xLCywcEnJJEmdwOKeR0PSW/xiymdqO456AYYsUF4gSVJHsLjnxdtvzl3aR78E83mHVElS8WybgXrrNThhudr4mGmWtiSpYZxxD8QbM+HklWvjsdPLyyJJ6khOFfN6bZqlLUkqncWdxytT4dRVa2NLW5JUEou7Py9PgdNXr40tbUlSiSzuvkz7N5y5Vm1saUuSSmZx9+aNl+EH69bGlrYkqQlY3D15fTr8bAcAblpkS0tbktQ0/DpYd6+9xKPf25IRbz3GIRzEDa99hLWrNxaBHm7jKUlSA3X8jHvM+bfPueMXr0yFSz7Dqm89wZlLHcUNfKTccJIkdeOMu8vM5+HS7eHFx1hg13Ec+t4tuLNa6M6yJUnNouNn3ADDZk2Fiz8NLz4OXxgP792i7EiSJPWoI2fcJ//9Nc79V2U2PXXyE5zKcbwW0zh1qeN48E8LMX7fyvOcaUuSmk1HFvccKfEjTmMZpnHi0ifyyIJrl51IkqQ+dWRxH77RIowaVZlNH3nWN5nNfJz0jd3LDSVJUg4dWdxZjyz4/rIjSJKUW8cXt59jS5JaiVeVS5LUQixuSZJaiMUtSVILsbglSWohFrckSS3E4pYkqYVY3JIktRCLW5KkFmJxS5LUQixuSZJaiMUtSVILsbglSWohFrckSS3E4pYkqYUUVtwRcVFEPBcR92X2rRcRt0fEvRHx24hYoqj3lySpHRU5474Y2Lrbvh8Dh6WU1gV+AxxS4PtLktR2CivulNKtwIvddq8J3Frd/hOwY1HvL0lSO2r0Z9z3A9tXt/8XWKXB7y9JUkuLlFJxLx4xArg2pbROdfw+4EfAMsA1wDdTSsv08rP7APsADB8+fMNx48bVLdfMmTMZOnRo3V5PA+PxL5fHv3z+DsrVCsd/9OjRk1JKI3t6rKHF3e2xNYGfp5Q+nON1ngeeqmO0ZYEX6vh6GhiPf7k8/uXzd1CuVjj+q6aUluvpgfkbmSIilk8pPRcR8wFHAufl+bnewg8ix8Te/iWj4nn8y+XxL5+/g3K1+vEv8utglwO3A2tFxNMRsRewS0Q8DDwEPAP8tKj3lySpHRU2404p7dLLQz8s6j0lSWp3nbpy2gVlB+hwHv9yefzL5++gXC19/Au9OE2SJNVXp864JUlqSR1Z3K6ZXo6I+N+IuD8iZkfEyG6PHR4Rj0bEvyJiq7IytrPejn9ELBMRN0fEzIg4u8yM7ayP4//JiJhU/e/RpIjYvMyc7ayP38GHI+Lu6p9/RsTnyszZn44sblwzvSz3ATtQW/YWgIhYG9gZ+ACV9e3PiYghjY/X9no8/sDrwFHAwQ1P1Fl6O/4vAJ+p/vdoN+BnjQ7WQXr7HdwHjEwprU/lv0HnR0RDvy49EJ1a3K6ZXoKU0oMppX/18ND2wLiU0hsppSeAR4F+F+bRwPR2/FNKr6SU/kylwFWQPo7/XSmlZ6rD+4FFImKhxqbrDH38Dl5NKb1dHS4MNPXFX51a3K6Z3lxWBv6TGT9d3Sd1mh2BO1NKb5QdpNNExEYRcT9wL7BfpsibTtOeChisiLgBWKGHh44A9gR+FBFHUVkz/c1GZmtnfR33lNLVjc7TaTz+5RrM8Y+IDwCnAlsWka1TzOvvIKX0d+ADEfF+4JKI+H1KqSnPQrVtcaeUtujnKVvCnDXTP118os6Q47j35L/MfdbjXdV9GqB5PP6qk3k9/hHxLirX23w5pfRYfVN1lsH+/0BK6cGImAmsA0ysT6r66shT5RGxfPXvAa2ZrsJcA+wcEQtFxGrAe4E7Ss4kNUREDAN+R+WC2b+UnacTRcRqXRejRcSqwPuAJ0sN1YeOLG5cM70UEfG5iHga2Bj4XUT8ASCldD9wBfAAcD2wf0ppVnlJ21Nvx7/62JPA94Ddq/cWWLukmG2rj+P/dWAN4OjMV5KWLy1oG+vjd/Bx4J8RcTeVMx9fSyk17d3DXDlNkqQW0qkzbkmSWpLFLUlSC7G4JUlqIRa3JEktxOKWJKmFWNySJLUQi1sapIg4onqrwHuq38HdqLp/QvU2pV3fzf1lP6+ze0SsVKdMwyLia3V4nScj4rZu++6OiPu67ftBRPy3uqhRdv/WEXFHRDxU/bnxEfHuft5z/oh4PiJO6SHLspnxqIi4NiL2yBzjN6u3x7y76+cj4rPV382D1cc+O6/HQ2oGbbvkqdQIEbExsC2wQUrpjWqxLJh5yq4ppbzLJu5O5faCz3R/ICKGDHBRmmHA14Bz8v5ARMzfy40VFo+IVVJK/6mu49z95+YDPkflRjGbATdX968DnAVsl1J6sLpvO2AE8O8+onwSeBj434g4PPWz2ERK6adUF1GqLiQzumvxjIhYDzgD+GRK6Ynqynx/iojHU0r39PW6UrNyxi0NzorAC113c0opvZC5RWOPIuLqiPhydXvfiLgsIj4PjAQuq84WF6nOME+NiDuplNjeEfGPiPhnRPwqIhatvsbwiPhNdf8/I+KjwCnAe6qvdXpUnB4R91VnnWOqPzsqIm6LiGuorFzXkyuAMdXtXYDLuz0+isod986tPt7lUOCkrtKuHp9rUkrd74Xc3S7AD6mU+8b9PLc/B1czPFF9/yeAk4FDBvm6Umksbmlw/gisEhEPR8Q5EbFZt8e7ivjuiDi9um8fKstbbgJ8G/hGSumXVG5osGtKaf2U0mvV505NKW2QUhoH/Dql9KGU0nrAg8Be1ef8CLilun8DKiV6GPBY9bUOAXYA1gfWA7YATo+IFas/vwFwQEppzV7+N/6q+vMAnwF+2+3xrjL/DfDpiFiguv8DwJ19HLt3iIiFq/l+W33NXfr+iX59AJjUbd/E6n6pJVnc0iCklGYCG1Ip4+eB8RGxe+YpXUXcVaCklJ4FjqZySvnbKaUX+3iL8Zntdaqz43uBXamVz+ZUZruklGallKb38DofBy6vPv4scAvwoepjd3TNSHsxFXgpInam8g+GV7seiIgFgW2Aq1JKM4C/A1t1f4GIWKb6j5eHI+LgPt5rW+Dm6j9cfgV8NiKGVB/r6ZS5azar41jc0iBVy3BCSukYKjeM2DHHj61LpRD7uxjtlcz2xcDXU0rrAscCC89D3P7eozfjgf/jnafJt6Lyefq91c+XP05tlnw/ldk8KaWpKaX1gQuAoX28zy7AFtXXmgQsQ+UfJlA5Xktlnrs00N+NIB6g8g+rrA2r2aSWZHFLgxARa0XEezO71gee6udnPgx8Cvgf4ODqBVMALwOL9/GjiwOTq6eid83svxH4avW1h0TEkj281m3AmOrjywGbMrBbp/4GOA34Q7f9uwBfSSmNSCmNAFYDPln9/P004IhuF7Qt2tsbRMQSwCbAuzOvtz+1fwhMAL7U9b8T+CLVC+H6cAZweESMqP7cCOC7wJn9/JzUtCxuaXCGApdExAMRcQ+wNjA283j2M+4bImIh4EJgz+pFbN8GLoqIoDKjPq/r4rQe3usoKqei/0LllrRdDgBGV0+hTwLWTilNBf5SvRjtdCrFew/wT+Am4DsppSl5/0emlF5OKZ2aUnqza1+1nLemci/prue9AvwZ+ExK6d5qtkuj8rW4vwDvB37Ry9t8Drip60K/qquBz1SP2/HAGhHxT+Au4FHg5/3kvpvKRXK/jYiHqHx2/p3qfqkleVtPSZJaiDNuSZJaiAuwSGq4iPg/4GPddv+wupiKpD54qlySpBbiqXJJklqIxS1JUguxuCVJaiEWtyRJLcTiliSphfw/iBPCYMDSq9gAAAAASUVORK5CYII=\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(8, 8))\n",
"plt.errorbar(matches['MAG_AUTO'], matches['rptf'],\n",
" xerr=matches['MAGERR_AUTO'], yerr=matches['rerr'],\n",
" linestyle='none')\n",
"plt.plot(matches['MAG_AUTO'], odr.model.fcn(odr.output.beta, matches['MAG_AUTO']))\n",
"plt.xlabel('SExtractor MAG_AUTO')\n",
"plt.ylabel('Abs. mag. in photometric calibrator database')\n",
"plt.gca().invert_xaxis()\n",
"plt.gca().invert_yaxis()\n",
"plt.grid()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Finally, we can evaluate the magnitude of the target:"
]
},
{
"cell_type": "code",
"execution_count": 113,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"17.33861098443265"
]
},
"execution_count": 113,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"mag_R = odr.model.fcn(odr.output.beta, matching_row['MAG_AUTO'])\n",
"mag_R"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Then, we propagate errors from the fit and from SExtractor's relative magnitude measurement."
]
},
{
"cell_type": "code",
"execution_count": 114,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"0.014766867881739936"
]
},
"execution_count": 114,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Jacobian w.r.t. fit parameters\n",
"fjacb = odr.model.fjacb(odr.output.beta, np.atleast_1d(matching_row['MAG_AUTO']))\n",
"# Jacobian w.r.t. data\n",
"fjacd = odr.model.fjacd(odr.output.beta, matching_row['MAG_AUTO'])\n",
"\n",
"# Uncertainty in magnitude due to fit\n",
"var = np.dot(fjacb.T, np.dot(odr.output.cov_beta, fjacb))\n",
"\n",
"# Add contribution due to uncertainty in relative photometry\n",
"var += np.dot(fjacd.T, np.dot(matching_row['MAGERR_AUTO']**2, fjacd))\n",
"\n",
"# Take square root -> error bar\n",
"emag_R = np.asscalar(np.sqrt(var))\n",
"emag_R"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"So, but for color corrections, this source has a magnitude of $17.34 \\pm 0.015$."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"This is the afterglow of a GRB at a redshift of $z=0.145$. What's its luminosity distance?"
]
},
{
"cell_type": "code",
"execution_count": 115,
"metadata": {},
"outputs": [
{
"data": {
"text/latex": [
"$709.47944 \\; \\mathrm{Mpc}$"
],
"text/plain": [
""
]
},
"execution_count": 115,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"z = 0.145\n",
"cosmo = astropy.cosmology.default_cosmology.get()\n",
"DL = cosmo.luminosity_distance(z)\n",
"DL"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Let's convert this to a distance modulus to find the source's absolute magnitude."
]
},
{
"cell_type": "code",
"execution_count": 116,
"metadata": {},
"outputs": [
{
"data": {
"text/latex": [
"$39.254699 \\; \\mathrm{}$"
],
"text/plain": [
""
]
},
"execution_count": 116,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"distance_modulus = 5 * np.log10(DL / (10*u.pc))\n",
"distance_modulus"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Another shortcut:"
]
},
{
"cell_type": "code",
"execution_count": 117,
"metadata": {},
"outputs": [
{
"data": {
"text/latex": [
"$39.254699 \\; \\mathrm{mag}$"
],
"text/plain": [
""
]
},
"execution_count": 117,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"cosmo.distmod(z)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"And so the absolute magnitude is:"
]
},
{
"cell_type": "code",
"execution_count": 118,
"metadata": {},
"outputs": [
{
"data": {
"text/latex": [
"$-21.916088 \\; \\mathrm{}$"
],
"text/plain": [
""
]
},
"execution_count": 118,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"mag_R - distance_modulus"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"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",
"version": "3.6.5"
}
},
"nbformat": 4,
"nbformat_minor": 2
}