asymmetric_transits-Copy1.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Asymmetric transit model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import lightkurve as lk"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Read K1255 lightcurve"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "k1255_df = pd.read_csv('k1255_lc.dat', delim_whitespace=True, header=None,\n",
    "                       names=['t', 'flux', 'flux_err'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "k1255_lc = lk.LightCurve(time=k1255_df.t, flux=k1255_df.flux, flux_err=k1255_df.flux_err).remove_outliers()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "k1255_lc_binned = k1255_lc.bin(binsize=60)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "k1255_lc_short = k1255_lc[:30000]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 848.5x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "k1255_lc_folded = k1255_lc_short.fold(period=15.685/24.0, t0=1182.97)\n",
    "ax = k1255_lc_folded.scatter()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x136c98a50>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 848.5x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "median_lc = k1255_lc_folded.bin(60)\n",
    "median_lc.scatter()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Find individual transits approximately"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "def asymmetric_transit(times, t0=0.0, depth=0.006,\n",
    "                       pre_dur=0.04, pre_exp=0.5,\n",
    "                       post_dur=0.04, post_exp=0.5):\n",
    "    flux = np.ones_like(times)\n",
    "    pre_transit = (times > (t0 - pre_dur)) & (times < t0)\n",
    "    flux[pre_transit] += (depth * pow(-(times[pre_transit] - t0)/pre_dur, pre_exp) - depth)\n",
    "    post_transit = (times > t0) & (times < (t0 + post_dur))\n",
    "    flux[post_transit] += (depth * pow((times[post_transit] - t0)/post_dur, post_exp) - depth)\n",
    "    return flux"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "from ipywidgets import interactive, widgets"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "def plot_with_model(t0=0.0, depth=0.006, pre_dur=0.04, pre_exp=0.5,\n",
    "                    post_dur=0.04,post_exp=0.5):\n",
    "    transit_model = asymmetric_transit(median_lc.time, t0=t0, depth=depth,\n",
    "                                       pre_dur=pre_dur, pre_exp=pre_exp,\n",
    "                                       post_dur=post_dur, post_exp=post_exp)\n",
    "    ax = median_lc.scatter()\n",
    "    ax.plot(median_lc.time.value, transit_model, 'r-')\n",
    "    ax.set_xlim(-0.15, 0.15)\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "f697e966ef2747ffb9e2c7e726c442ee",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "interactive(children=(FloatSlider(value=0.0, description='t0', max=0.1, min=-0.1, readout_format='.3f', step=0…"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 848.5x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "t0_widget = widgets.FloatSlider(min=-0.1, max=0.1, step=0.001, value=0.0,\n",
    "                                readout_format='.3f')\n",
    "depth_widget = widgets.FloatSlider(min=0.0, max=0.01, step=0.001, value=0.006,\n",
    "                                   readout_format='.3f')\n",
    "pre_dur_widget=widgets.FloatSlider(min=0.0, max=0.1, step=0.005, value=0.04, readout_format='.3f')\n",
    "post_dur_widget=widgets.FloatSlider(min=0.0, max=0.1, step=0.005, value=0.04, readout_format='.3f')\n",
    "\n",
    "interactive_plot = interactive(plot_with_model,\n",
    "                               t0=t0_widget,\n",
    "                               depth=depth_widget,\n",
    "                               pre_dur=pre_dur_widget,\n",
    "                               post_dur=post_dur_widget,\n",
    "                               pre_exp=(0.0, 1.0, 0.05),\n",
    "                               post_exp=(0.0, 1.0, 0.05))\n",
    "output = interactive_plot.children[-2:]\n",
    "interactive_plot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "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": "3.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}