AgeWizard.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Age Wizard\n",
    "---\n",
    "\n",
    "Download all the Jupyter notebooks from: https://github.com/HeloiseS/hoki/tree/master/tutorials\n",
    "\n",
    "#  Initial imports"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from hoki.age.wizard import AgeWizard\n",
    "import hoki\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "from hoki.load import unpickle\n",
    "import hoki.constants as hc\n",
    "\n",
    "%matplotlib inline\n",
    "plt.style.use('tuto.mplstyle')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "### Update May 2021\n",
    "\n",
    "Note that the `hoki.age_utils` module has been replaced by the `hoki.age` subpackage. \n",
    "The `hoki.age_utils` module is still part of the current hoki releases and will be until hoki v2.0 for backward compatibility but it will **not be updated or maintained**. \n",
    "\n",
    "If you import `hoki.age_utils` you will see the following deprecation message:\n",
    "```\n",
    "!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!\n",
    "Deprecated since hoki v1.6 \n",
    "PLEASE USE THE hoki.age SUBPACKAGE AND MODULES WITHIN. \n",
    "e.g. from hoki.age.wizard import AgeWizard\n",
    "!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!\n",
    "\n",
    "```\n",
    "\n",
    "**You are strongly advised to use the `hoki.age` subpackage as shown in this tutorial.**\n",
    "\n",
    "---"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# A systematic ageing method \n",
    "\n",
    "### Motivation\n",
    "One of the classic methods for ageing clusters is to fit isochrones to observational data in Colour-Magnitude Diagrams (CMDs)  or in Hertzsprung-Russel Diagrams (HRDs).\n",
    "\n",
    "There are a number of issues with this ubiquitous technique though:\n",
    "\n",
    "* Fitting is usually done by eye\n",
    "* They only take into account single stars\n",
    "* It cannot be used if your sample only contains a few sources\n",
    "\n",
    "**Our goal is to provide a method that answers all of the issues metioned above**\n",
    "\n",
    "### How it works\n",
    "\n",
    "By matching the observed properties of your sources to the BPASS models you can find the **most likely age** of a **location on the HRD/CMD**.\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<img src=\"./images/age_method.png\" alt=\"Drawing\" style=\"width: 1000px;\"/>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "If all your sources belong to the same region, you can then combine the PDFs of your individual sources to find the age PDF of the whole cluster.\n",
    "\n",
    "All of this can be done step by step using the chain `find_coordinates()` -> `calculate_pdfs` -> `multiply_pdfs()`, or you could simply use `AgeWizard()` which handles this pipeline and facilitates loading in the models. \n",
    "\n",
    "Note: In this tutorial we will focus on `AgeWizard()`.\n",
    "\n",
    "\n",
    "### Remember to exercise caution in your interpretation\n",
    "\n",
    "This is true of all methods but it is worth repeating. This technique helps you get to the answer, but it doesn't give you the answer. \n",
    "\n",
    "The **most likely age** of the **matching location** is not necessarily the age of your source - as we'll see below Helium Stars created through binary interactions and envelope stripping are found at similar locations as WR stars but at different ages.\n",
    "\n",
    "# Ages from Hertzsprung-Russell Diagram\n",
    "\n",
    "First, we need some observational data to compare to our models. \n",
    "\n",
    "`AgeWizard()` expects a `pandas.DataFrame`. If you want to use the HRD capabilities you will need to provide a `logT` and a `logL` column:\n",
    "* logT: log10 of the stellar effective temperature\n",
    "* logL: log10 of the stellar luminosity **in units of Solar Luminosities**\n",
    "\n",
    "Additionally, your DataFrame will ideally contain a `name` column  with the name of the sources you're working on. If you don't provide one, `AgeWizard()` will make it's own sources names: source1, source2, etc...\n",
    "\n",
    "_Data source: McLeod et al. 2019, Stevance et al. in prep._"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "stars = pd.DataFrame.from_dict({'name':np.array(['Star1','Star2','Star3','Star4', \n",
    "                                                 'Star5','Star6','Star7','Star8','Star9',\n",
    "                                                 'Star10','Star11','Star12','Star13','Star14', \n",
    "                                                 'WR1', 'WR2']),\n",
    "                                'logL':np.array([5.0, 5.1, 4.9, 5.9, 5.0, 5.4, 4.3, 5.7, 4.5, 4.5, \n",
    "                                                 4.9, 4.5, 4.3, 4.5, 5.3, 5.3]), \n",
    "                                'logT':np.array([4.48, 4.45, 4.46, 4.47, 4.48, 4.53, 4.52, 4.52, 4.52,\n",
    "                                                 4.56, 4.46, 4.52, 4.52, 4.52, 4.9, 4.65])})"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now we initialise our `AgeWizard()`. Each instance corresponds to one model and one model only: i.e. 1 IMF and 1 metalicity.\n",
    "\n",
    "If we want to have a look at 2 different metallicities for example, we can just instanciate `AgeWizard` twice:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001b[32;1m[---INFO---]\u001b[0m AgeWizard Starting\n",
      "\u001b[33;1m[--RUNNING-]\u001b[0m Initial Checks\n",
      "Stack has been reset\n",
      "\u001b[36;1m[-COMPLETE-]\u001b[0m Initial Checks\n",
      "\u001b[32;1m[---INFO---]\u001b[0m ERROR_FLAG=None / No errors detected\n",
      "\u001b[32;1m[---INFO---]\u001b[0m Distributions Calculated Successfully\n",
      "\u001b[32;1m[---INFO---]\u001b[0m Distributions Normalised to PDFs Successfully\n",
      "\u001b[32;1m[---INFO---]\u001b[0m AgeWizard Starting\n",
      "\u001b[33;1m[--RUNNING-]\u001b[0m Initial Checks\n",
      "Stack has been reset\n",
      "\u001b[36;1m[-COMPLETE-]\u001b[0m Initial Checks\n",
      "\u001b[32;1m[---INFO---]\u001b[0m ERROR_FLAG=None / No errors detected\n",
      "\u001b[32;1m[---INFO---]\u001b[0m Distributions Calculated Successfully\n",
      "\u001b[32;1m[---INFO---]\u001b[0m Distributions Normalised to PDFs Successfully\n"
     ]
    }
   ],
   "source": [
    "agewiz006 = AgeWizard(obs_df=stars, model='./data/hrs-bin-imf135_300.z006.dat')\n",
    "agewiz008 = AgeWizard(obs_df=stars, model='./data/hrs-bin-imf135_300.z008.dat')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "During instanciation, the observations and models are matched and the age PDFs are calculated. They are summarised in a `pandas.DataFrame` that you can access as follows. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>name</th>\n",
       "      <th>Star1</th>\n",
       "      <th>Star2</th>\n",
       "      <th>Star3</th>\n",
       "      <th>Star4</th>\n",
       "      <th>Star5</th>\n",
       "      <th>Star6</th>\n",
       "      <th>Star7</th>\n",
       "      <th>Star8</th>\n",
       "      <th>Star9</th>\n",
       "      <th>Star10</th>\n",
       "      <th>Star11</th>\n",
       "      <th>Star12</th>\n",
       "      <th>Star13</th>\n",
       "      <th>Star14</th>\n",
       "      <th>WR1</th>\n",
       "      <th>WR2</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.298460e-11</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.025706</td>\n",
       "      <td>5.594794e-11</td>\n",
       "      <td>0.021803</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.021803</td>\n",
       "      <td>0.025706</td>\n",
       "      <td>0.021803</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.107142</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.036928</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.030149</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.030149</td>\n",
       "      <td>0.036928</td>\n",
       "      <td>0.030149</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.004603</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.046310</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.035243</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.035243</td>\n",
       "      <td>0.046310</td>\n",
       "      <td>0.035243</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.006676</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.058174</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.052005</td>\n",
       "      <td>7.820472e-08</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.052005</td>\n",
       "      <td>0.058174</td>\n",
       "      <td>0.052005</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.012032</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000654</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.081692</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.057408</td>\n",
       "      <td>1.012331e-04</td>\n",
       "      <td>0.000654</td>\n",
       "      <td>0.057408</td>\n",
       "      <td>0.081692</td>\n",
       "      <td>0.057408</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.003365</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.015330</td>\n",
       "      <td>7.629112e-01</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.063921</td>\n",
       "      <td>4.216232e-03</td>\n",
       "      <td>0.074740</td>\n",
       "      <td>9.941176e-07</td>\n",
       "      <td>0.015330</td>\n",
       "      <td>0.074740</td>\n",
       "      <td>0.063921</td>\n",
       "      <td>0.074740</td>\n",
       "      <td>4.525980e-08</td>\n",
       "      <td>0.009378</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>0.075321</td>\n",
       "      <td>0.011572</td>\n",
       "      <td>0.142812</td>\n",
       "      <td>1.100859e-01</td>\n",
       "      <td>0.075321</td>\n",
       "      <td>0.003387</td>\n",
       "      <td>0.078904</td>\n",
       "      <td>2.914504e-01</td>\n",
       "      <td>0.086366</td>\n",
       "      <td>1.476180e-04</td>\n",
       "      <td>0.142812</td>\n",
       "      <td>0.086366</td>\n",
       "      <td>0.078904</td>\n",
       "      <td>0.086366</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000145</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>0.238335</td>\n",
       "      <td>0.430026</td>\n",
       "      <td>0.233166</td>\n",
       "      <td>8.879082e-02</td>\n",
       "      <td>0.238335</td>\n",
       "      <td>0.558455</td>\n",
       "      <td>0.135883</td>\n",
       "      <td>4.335802e-01</td>\n",
       "      <td>0.093930</td>\n",
       "      <td>1.763084e-03</td>\n",
       "      <td>0.233166</td>\n",
       "      <td>0.093930</td>\n",
       "      <td>0.135883</td>\n",
       "      <td>0.093930</td>\n",
       "      <td>2.155362e-14</td>\n",
       "      <td>0.015148</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>0.295138</td>\n",
       "      <td>0.348300</td>\n",
       "      <td>0.279178</td>\n",
       "      <td>2.892240e-02</td>\n",
       "      <td>0.295138</td>\n",
       "      <td>0.345761</td>\n",
       "      <td>0.187286</td>\n",
       "      <td>1.529185e-01</td>\n",
       "      <td>0.147844</td>\n",
       "      <td>4.403392e-03</td>\n",
       "      <td>0.279178</td>\n",
       "      <td>0.147844</td>\n",
       "      <td>0.187286</td>\n",
       "      <td>0.147844</td>\n",
       "      <td>3.207127e-01</td>\n",
       "      <td>0.023512</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>0.324156</td>\n",
       "      <td>0.153717</td>\n",
       "      <td>0.267386</td>\n",
       "      <td>9.289685e-03</td>\n",
       "      <td>0.324156</td>\n",
       "      <td>0.044554</td>\n",
       "      <td>0.176904</td>\n",
       "      <td>8.005393e-02</td>\n",
       "      <td>0.204892</td>\n",
       "      <td>1.732683e-02</td>\n",
       "      <td>0.267386</td>\n",
       "      <td>0.204892</td>\n",
       "      <td>0.176904</td>\n",
       "      <td>0.204892</td>\n",
       "      <td>5.301331e-01</td>\n",
       "      <td>0.745544</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>0.023544</td>\n",
       "      <td>0.025031</td>\n",
       "      <td>0.023663</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.023544</td>\n",
       "      <td>0.032551</td>\n",
       "      <td>0.072708</td>\n",
       "      <td>3.722405e-02</td>\n",
       "      <td>0.165809</td>\n",
       "      <td>1.310383e-02</td>\n",
       "      <td>0.023663</td>\n",
       "      <td>0.165809</td>\n",
       "      <td>0.072708</td>\n",
       "      <td>0.165809</td>\n",
       "      <td>2.254815e-02</td>\n",
       "      <td>0.060667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>0.016194</td>\n",
       "      <td>0.017432</td>\n",
       "      <td>0.015374</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.016194</td>\n",
       "      <td>0.011823</td>\n",
       "      <td>0.004711</td>\n",
       "      <td>5.566887e-04</td>\n",
       "      <td>0.006944</td>\n",
       "      <td>6.358691e-03</td>\n",
       "      <td>0.015374</td>\n",
       "      <td>0.006944</td>\n",
       "      <td>0.004711</td>\n",
       "      <td>0.006944</td>\n",
       "      <td>9.453766e-03</td>\n",
       "      <td>0.002344</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>0.017234</td>\n",
       "      <td>0.011523</td>\n",
       "      <td>0.014033</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.017234</td>\n",
       "      <td>0.003118</td>\n",
       "      <td>0.003887</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.006177</td>\n",
       "      <td>6.590932e-02</td>\n",
       "      <td>0.014033</td>\n",
       "      <td>0.006177</td>\n",
       "      <td>0.003887</td>\n",
       "      <td>0.006177</td>\n",
       "      <td>3.787228e-06</td>\n",
       "      <td>0.001189</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>0.008077</td>\n",
       "      <td>0.001189</td>\n",
       "      <td>0.006150</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.008077</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.004152</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.006443</td>\n",
       "      <td>6.874719e-01</td>\n",
       "      <td>0.006150</td>\n",
       "      <td>0.006443</td>\n",
       "      <td>0.004152</td>\n",
       "      <td>0.006443</td>\n",
       "      <td>6.385924e-05</td>\n",
       "      <td>0.000039</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>0.000061</td>\n",
       "      <td>0.000322</td>\n",
       "      <td>0.001203</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000061</td>\n",
       "      <td>0.000134</td>\n",
       "      <td>0.007283</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.003896</td>\n",
       "      <td>4.532046e-02</td>\n",
       "      <td>0.001203</td>\n",
       "      <td>0.003896</td>\n",
       "      <td>0.007283</td>\n",
       "      <td>0.003896</td>\n",
       "      <td>1.007283e-03</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "name     Star1     Star2     Star3         Star4     Star5     Star6  \\\n",
       "0     0.000000  0.000000  0.000000  1.298460e-11  0.000000  0.000000   \n",
       "1     0.000000  0.000000  0.000000  0.000000e+00  0.000000  0.000000   \n",
       "2     0.000000  0.000000  0.000000  0.000000e+00  0.000000  0.000000   \n",
       "3     0.000000  0.000000  0.000000  0.000000e+00  0.000000  0.000000   \n",
       "4     0.000000  0.000000  0.000654  0.000000e+00  0.000000  0.000000   \n",
       "5     0.000000  0.000000  0.015330  7.629112e-01  0.000000  0.000000   \n",
       "6     0.075321  0.011572  0.142812  1.100859e-01  0.075321  0.003387   \n",
       "7     0.238335  0.430026  0.233166  8.879082e-02  0.238335  0.558455   \n",
       "8     0.295138  0.348300  0.279178  2.892240e-02  0.295138  0.345761   \n",
       "9     0.324156  0.153717  0.267386  9.289685e-03  0.324156  0.044554   \n",
       "10    0.023544  0.025031  0.023663  0.000000e+00  0.023544  0.032551   \n",
       "11    0.016194  0.017432  0.015374  0.000000e+00  0.016194  0.011823   \n",
       "12    0.017234  0.011523  0.014033  0.000000e+00  0.017234  0.003118   \n",
       "13    0.008077  0.001189  0.006150  0.000000e+00  0.008077  0.000000   \n",
       "14    0.000061  0.000322  0.001203  0.000000e+00  0.000061  0.000134   \n",
       "\n",
       "name     Star7         Star8     Star9        Star10    Star11    Star12  \\\n",
       "0     0.025706  5.594794e-11  0.021803  0.000000e+00  0.000000  0.021803   \n",
       "1     0.036928  0.000000e+00  0.030149  0.000000e+00  0.000000  0.030149   \n",
       "2     0.046310  0.000000e+00  0.035243  0.000000e+00  0.000000  0.035243   \n",
       "3     0.058174  0.000000e+00  0.052005  7.820472e-08  0.000000  0.052005   \n",
       "4     0.081692  0.000000e+00  0.057408  1.012331e-04  0.000654  0.057408   \n",
       "5     0.063921  4.216232e-03  0.074740  9.941176e-07  0.015330  0.074740   \n",
       "6     0.078904  2.914504e-01  0.086366  1.476180e-04  0.142812  0.086366   \n",
       "7     0.135883  4.335802e-01  0.093930  1.763084e-03  0.233166  0.093930   \n",
       "8     0.187286  1.529185e-01  0.147844  4.403392e-03  0.279178  0.147844   \n",
       "9     0.176904  8.005393e-02  0.204892  1.732683e-02  0.267386  0.204892   \n",
       "10    0.072708  3.722405e-02  0.165809  1.310383e-02  0.023663  0.165809   \n",
       "11    0.004711  5.566887e-04  0.006944  6.358691e-03  0.015374  0.006944   \n",
       "12    0.003887  0.000000e+00  0.006177  6.590932e-02  0.014033  0.006177   \n",
       "13    0.004152  0.000000e+00  0.006443  6.874719e-01  0.006150  0.006443   \n",
       "14    0.007283  0.000000e+00  0.003896  4.532046e-02  0.001203  0.003896   \n",
       "\n",
       "name    Star13    Star14           WR1       WR2  \n",
       "0     0.025706  0.021803  0.000000e+00  0.107142  \n",
       "1     0.036928  0.030149  0.000000e+00  0.004603  \n",
       "2     0.046310  0.035243  0.000000e+00  0.006676  \n",
       "3     0.058174  0.052005  0.000000e+00  0.012032  \n",
       "4     0.081692  0.057408  0.000000e+00  0.003365  \n",
       "5     0.063921  0.074740  4.525980e-08  0.009378  \n",
       "6     0.078904  0.086366  0.000000e+00  0.000145  \n",
       "7     0.135883  0.093930  2.155362e-14  0.015148  \n",
       "8     0.187286  0.147844  3.207127e-01  0.023512  \n",
       "9     0.176904  0.204892  5.301331e-01  0.745544  \n",
       "10    0.072708  0.165809  2.254815e-02  0.060667  \n",
       "11    0.004711  0.006944  9.453766e-03  0.002344  \n",
       "12    0.003887  0.006177  3.787228e-06  0.001189  \n",
       "13    0.004152  0.006443  6.385924e-05  0.000039  \n",
       "14    0.007283  0.003896  1.007283e-03  0.000000  "
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "agewiz006.pdfs.head(15)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "But those are just numbers... PDFs are meant to be plotted:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "def plot_all_pdfs(agewiz):\n",
    "    # creating the figure\n",
    "    f, ax = plt.subplots(4, 4, figsize=(15,15))\n",
    "    plt.subplots_adjust(hspace=0.4)\n",
    "    axes = ax.reshape(16)\n",
    "\n",
    "    # We plot each star an individual axis \n",
    "    for source, axis in zip(agewiz.sources, axes):\n",
    "        \n",
    "        # Plotting one PDF\n",
    "        axis.step(hoki.BPASS_TIME_BINS, agewiz.pdfs[source],where='mid')\n",
    "        axis.fill_between(hoki.BPASS_TIME_BINS, agewiz.pdfs[source], step='mid', alpha=0.3)\n",
    "        \n",
    "        # Labels and limits\n",
    "        axis.set_title(source)\n",
    "        axis.set_ylabel('Probability (%)')\n",
    "        axis.set_xlabel('log(years)')\n",
    "        axis.set_ylim([0,0.6])    \n",
    "        axis.set_xlim([6,8.5])     \n",
    "    "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Age PDFs at z=0.006"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 2250x2250 with 16 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_all_pdfs(agewiz006)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Age PDFs at z=0.008"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 2250x2250 with 16 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_all_pdfs(agewiz008)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Most Likely Ages\n",
    "\n",
    "The most likely age for **each source** is summarised by `AgeWizard.most_likely_ages`. This is returned as a numpy array."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([6.9, 6.7, 6.8, 6.5, 6.9, 6.7, 6.8, 6.7, 6.9, 7.3, 6.8, 6.9, 6.8,\n",
       "       6.9, 6.9, 6.9])"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "agewiz006.most_likely_ages"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Different metallicities will give different results. In this example we summarise our results into a new DataFrame:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "most_likely_ages = pd.DataFrame.from_dict({'name': agewiz006.sources, \n",
    "                                           'z006': agewiz006.most_likely_ages, \n",
    "                                           'z008': agewiz008.most_likely_ages}) \n",
    "\n",
    "# Note that the attribute AgeWizard.sources is the list of names you provided, or if you didn't the ones it created"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>name</th>\n",
       "      <th>z006</th>\n",
       "      <th>z008</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Star1</td>\n",
       "      <td>6.9</td>\n",
       "      <td>6.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Star2</td>\n",
       "      <td>6.7</td>\n",
       "      <td>6.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Star3</td>\n",
       "      <td>6.8</td>\n",
       "      <td>6.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Star4</td>\n",
       "      <td>6.5</td>\n",
       "      <td>6.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Star5</td>\n",
       "      <td>6.9</td>\n",
       "      <td>6.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Star6</td>\n",
       "      <td>6.7</td>\n",
       "      <td>6.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Star7</td>\n",
       "      <td>6.8</td>\n",
       "      <td>6.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Star8</td>\n",
       "      <td>6.7</td>\n",
       "      <td>6.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Star9</td>\n",
       "      <td>6.9</td>\n",
       "      <td>6.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Star10</td>\n",
       "      <td>7.3</td>\n",
       "      <td>7.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Star11</td>\n",
       "      <td>6.8</td>\n",
       "      <td>6.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Star12</td>\n",
       "      <td>6.9</td>\n",
       "      <td>6.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Star13</td>\n",
       "      <td>6.8</td>\n",
       "      <td>6.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Star14</td>\n",
       "      <td>6.9</td>\n",
       "      <td>6.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>WR1</td>\n",
       "      <td>6.9</td>\n",
       "      <td>6.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>WR2</td>\n",
       "      <td>6.9</td>\n",
       "      <td>6.9</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      name  z006  z008\n",
       "0    Star1   6.9   6.8\n",
       "1    Star2   6.7   6.7\n",
       "2    Star3   6.8   6.9\n",
       "3    Star4   6.5   6.5\n",
       "4    Star5   6.9   6.8\n",
       "5    Star6   6.7   6.7\n",
       "6    Star7   6.8   6.8\n",
       "7    Star8   6.7   6.5\n",
       "8    Star9   6.9   6.9\n",
       "9   Star10   7.3   7.3\n",
       "10  Star11   6.8   6.9\n",
       "11  Star12   6.9   6.9\n",
       "12  Star13   6.8   6.8\n",
       "13  Star14   6.9   6.9\n",
       "14     WR1   6.9   6.8\n",
       "15     WR2   6.9   6.9"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "most_likely_ages"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### IMPORTANT\n",
    "The `most_likely_ages` (and `most_likley_age`, see below) tools **do not give you a direct answer** - they are a way to summarise the data and be used in your interpretation but **please do not use these as a black box**.\n",
    "\n",
    "Looking at the PDFs plotted above and the table of most likely ages, we can see that a few stars stand out:\n",
    "\n",
    "* Star 4 has a lower (most likely) age than the rest of the sample\n",
    "* Star 10 has a higher (most likely) age than the rest of the sample\n",
    "* The WR PDFs show peaks beyond log(age/years) - which souldn't be possible for WR stars.\n",
    "\n",
    "All of these are discussed an interpreted in details in Stevance et al. (in prep). Star 4 is an example of a star that is probably the result of a merger and rejuvination, Star 10 is more likely to be on the young tail of the distribution and not as old as the most likley age implies, and the WR stars share their HRD locations with helium stars which appear at later times, which populate the later peak. \n",
    "\n",
    "\n",
    "# Plotting Aggregate Ages\n",
    "\n",
    "If you are looking for the age of a whole population then you can ask `AgeWizard` to combine the PDFs it calcualted on initialisation. This is done with the method `AgeWizard.calcualte_sample_pdfs()`. \n",
    "\n",
    "It can be called as such and it will multiply all the PDFs, or you can provide a list of columns to ignore in the paramter `not_you`. You can also ask it to return the resulting PDF by setting `return_df` to True. If you don't, it will store the result in `AgeWizard.sample_pdf`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Returns None\n",
    "agewiz006.calculate_sample_pdf()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>pdf</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.013998</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0.010557</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0.012814</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0.017775</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0.021274</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>0.072452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>0.079372</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>0.189020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>0.199454</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>0.233262</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        pdf\n",
       "0  0.013998\n",
       "1  0.010557\n",
       "2  0.012814\n",
       "3  0.017775\n",
       "4  0.021274\n",
       "5  0.072452\n",
       "6  0.079372\n",
       "7  0.189020\n",
       "8  0.199454\n",
       "9  0.233262"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "agewiz006.sample_pdf.head(10)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "You can also quickly retrieve the **most likely age of the whole sample** from the PDF you just calculated using `AgeWizard.most_likely_age`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([6.9])"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "agewiz006.most_likely_age"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>pdf</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.011530</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0.011737</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0.009253</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0.017201</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0.030133</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>0.116927</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>0.117052</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>0.167216</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>0.201176</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>0.187655</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        pdf\n",
       "0  0.011530\n",
       "1  0.011737\n",
       "2  0.009253\n",
       "3  0.017201\n",
       "4  0.030133\n",
       "5  0.116927\n",
       "6  0.117052\n",
       "7  0.167216\n",
       "8  0.201176\n",
       "9  0.187655"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Or return directly\n",
    "agewiz008.calculate_sample_pdf(return_df=True).head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([6.8])"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "agewiz008.most_likely_age"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Down below we create a quick function to plot our aggregate ages for z=0.006 and z=0.008. \n",
    "\n",
    "As an example of the "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "cluster1_sources = ['Star1', 'Star2', 'Star3', 'Star4', 'WR1']\n",
    "cluster2_sources = [item for item in agewiz006.sources if item not in cluster1_sources]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "def plot_aggregate_age(agewiz, ax):\n",
    "    \n",
    "    # Aggregate age PDF for all sources\n",
    "    cluster12 = agewiz.calculate_sample_pdf(return_df=True).pdf\n",
    "    \n",
    "    # Aggregate age PDF for cluster1\n",
    "    cluster1 = agewiz.calculate_sample_pdf(not_you=cluster2_sources, return_df=True).pdf\n",
    "    \n",
    "    # Aggregate age PDF for cluster2\n",
    "    cluster2 = agewiz.calculate_sample_pdf(not_you=cluster1_sources, return_df=True).pdf\n",
    "\n",
    "\n",
    "    \n",
    "    ax.step(hoki.BPASS_TIME_BINS, cluster1, where='mid', alpha=1, lw=2)\n",
    "    ax.fill_between(hoki.BPASS_TIME_BINS, cluster1, step='mid', alpha=0.1,  label='Cluster1')\n",
    "    \n",
    "    ax.step(hoki.BPASS_TIME_BINS, cluster2, where='mid', alpha=1, lw=2)\n",
    "    ax.fill_between(hoki.BPASS_TIME_BINS,  cluster2, step='mid', alpha=0.3,  label='Cluster2')\n",
    "    \n",
    "    ax.step(hoki.BPASS_TIME_BINS, cluster12, where='mid',alpha=0.5, c='k', lw=2)\n",
    "    ax.fill_between(hoki.BPASS_TIME_BINS,  cluster12, step='mid', alpha=0.2, label='All', color='k')\n",
    "\n",
    "\n",
    "    ax.set_ylabel('Probability')\n",
    "    ax.set_xlabel('log(ages)')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x7f6ee56b3fd0>"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1500x1050 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "f, ax = plt.subplots(ncols=2, nrows=1, figsize=(10,7))\n",
    "\n",
    "plot_aggregate_age(agewiz006, ax[0])\n",
    "plot_aggregate_age(agewiz008, ax[1])\n",
    "\n",
    "for axis in ax:\n",
    "    axis.set_ylim([0,0.4])\n",
    "    axis.set_xlim([6,8.5])\n",
    "    \n",
    "# Cool legend\n",
    "ax[0].legend(fontsize=14, loc='center right', bbox_to_anchor=(1.9, 1.1), ncol=3)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Probability given an age range\n",
    "\n",
    "The BPASS time bins are separated by 0.1 dex in log space (log(age/years) = 6.0, 6.1, 6.2, 6.3 etc..) and the PDFs for your individual sources will cover a range of BPASS time bins.\n",
    "\n",
    "Consequently, giving a single age may not make a lot of sense. Also the PDFs will rarely, if ever, resemble a Gaussian distribution: that means that you can't give an error bar in the \"classical\" sense. \n",
    "\n",
    "Another interesting measure is the probability that the age of your star falls into a chosen age range. \n",
    "In this case our aggregate age is most likely to be between 6.7-6.9, so let's investigate how likely it is for each individual star to fall in that range. \n",
    "\n",
    "For that we use `AgeWizard.calculate_p_given_age_range()` which returns a Series containing the probabilities corresponding to each source."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "name\n",
       "Star1     0.857630\n",
       "Star2     0.932043\n",
       "Star3     0.779729\n",
       "Star4     0.127003\n",
       "Star5     0.857630\n",
       "Star6     0.948770\n",
       "Star7     0.500073\n",
       "Star8     0.666553\n",
       "Star9     0.446666\n",
       "Star10    0.023493\n",
       "Star11    0.779729\n",
       "Star12    0.446666\n",
       "Star13    0.500073\n",
       "Star14    0.446666\n",
       "WR1       0.850846\n",
       "WR2       0.784204\n",
       "dtype: float64"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "agewiz006.calculate_p_given_age_range([6.7, 6.9])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can collate those in one single DataFrame"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "p_ages_679 = pd.DataFrame.from_dict({'name': agewiz006.sources, \n",
    "                                     'z006': agewiz006.calculate_p_given_age_range([6.7,6.9]), \n",
    "                                     'z008': agewiz008.calculate_p_given_age_range([6.7,6.9])}) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>name</th>\n",
       "      <th>z006</th>\n",
       "      <th>z008</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>name</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Star1</th>\n",
       "      <td>Star1</td>\n",
       "      <td>0.857630</td>\n",
       "      <td>0.784335</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Star2</th>\n",
       "      <td>Star2</td>\n",
       "      <td>0.932043</td>\n",
       "      <td>0.737951</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Star3</th>\n",
       "      <td>Star3</td>\n",
       "      <td>0.779729</td>\n",
       "      <td>0.659319</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Star4</th>\n",
       "      <td>Star4</td>\n",
       "      <td>0.127003</td>\n",
       "      <td>0.134967</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Star5</th>\n",
       "      <td>Star5</td>\n",
       "      <td>0.857630</td>\n",
       "      <td>0.784335</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Star6</th>\n",
       "      <td>Star6</td>\n",
       "      <td>0.948770</td>\n",
       "      <td>0.738479</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Star7</th>\n",
       "      <td>Star7</td>\n",
       "      <td>0.500073</td>\n",
       "      <td>0.469008</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Star8</th>\n",
       "      <td>Star8</td>\n",
       "      <td>0.666553</td>\n",
       "      <td>0.278005</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Star9</th>\n",
       "      <td>Star9</td>\n",
       "      <td>0.446666</td>\n",
       "      <td>0.549145</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Star10</th>\n",
       "      <td>Star10</td>\n",
       "      <td>0.023493</td>\n",
       "      <td>0.023109</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Star11</th>\n",
       "      <td>Star11</td>\n",
       "      <td>0.779729</td>\n",
       "      <td>0.659319</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Star12</th>\n",
       "      <td>Star12</td>\n",
       "      <td>0.446666</td>\n",
       "      <td>0.549145</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Star13</th>\n",
       "      <td>Star13</td>\n",
       "      <td>0.500073</td>\n",
       "      <td>0.469008</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Star14</th>\n",
       "      <td>Star14</td>\n",
       "      <td>0.446666</td>\n",
       "      <td>0.549145</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>WR1</th>\n",
       "      <td>WR1</td>\n",
       "      <td>0.850846</td>\n",
       "      <td>0.721919</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>WR2</th>\n",
       "      <td>WR2</td>\n",
       "      <td>0.784204</td>\n",
       "      <td>0.789553</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          name      z006      z008\n",
       "name                              \n",
       "Star1    Star1  0.857630  0.784335\n",
       "Star2    Star2  0.932043  0.737951\n",
       "Star3    Star3  0.779729  0.659319\n",
       "Star4    Star4  0.127003  0.134967\n",
       "Star5    Star5  0.857630  0.784335\n",
       "Star6    Star6  0.948770  0.738479\n",
       "Star7    Star7  0.500073  0.469008\n",
       "Star8    Star8  0.666553  0.278005\n",
       "Star9    Star9  0.446666  0.549145\n",
       "Star10  Star10  0.023493  0.023109\n",
       "Star11  Star11  0.779729  0.659319\n",
       "Star12  Star12  0.446666  0.549145\n",
       "Star13  Star13  0.500073  0.469008\n",
       "Star14  Star14  0.446666  0.549145\n",
       "WR1        WR1  0.850846  0.721919\n",
       "WR2        WR2  0.784204  0.789553"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "p_ages_679"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "To learn more about how we use and interpret this statistic, you can checkout [Stevance et al 2020](https://ui.adsabs.harvard.edu/#abs/2020MNRAS.498.1347S/abstract)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Errors on L and T\n",
    "\n",
    "But what if my luminosity and temperature values have errors? \n",
    "\n",
    "AgeWizard in the `hoki.age.wizard` subpackage (in `hoki v1.6`) can take care of that. The legacy version cannot. \n",
    "\n",
    "To show you how it runs we're going to use a **made up** example (these are the numbers I use in the unitest).\n",
    "The **errors have to be given in the following columns `logL_err` and `logT_err`**.\n",
    "\n",
    "- **GIVE THE 1 SIGMA ERRORS**\n",
    "- If your errors are asymmetric -- pick the largest value. \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "stars_SYM = pd.DataFrame.from_dict({'name': np.array(['118-1', '118-2', '118-3', '118-4']),\n",
    "                                    'logL': np.array([5.0, 5.1, 4.9, 5.9]),\n",
    "                                    'logL_err': np.array([0.1, 0.2, 0.1, 0.1]),\n",
    "                                    'logT': np.array([4.48, 4.45, 4.46, 4.47]),\n",
    "                                    'logT_err': np.array([0.1, 0.2, 0.1, 0.1]),\n",
    "                                    })"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### How are the errors taken into account?\n",
    "\n",
    "Basically bootstrapping. Each data point is thought of as a gaussian distribution centered on the value with standard deviation the error your gave (that is why I ask you to give AgeWizard the 1 sigma level). \n",
    "\n",
    "Then for each data point is drawn from that distribution and the individual age PDFs are calculated as usual. \n",
    "This process is repeated `n_samples` times and the individual pdfs are then combined. \n",
    "\n",
    "Finally you can get the age PDF of the whole cluster (or sample) by doinmg the usual `AgeWizard.calculate_sample_pdf()`. \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001b[32;1m[---INFO---]\u001b[0m AgeWizard Starting\n",
      "\u001b[33;1m[--RUNNING-]\u001b[0m Initial Checks\n",
      "Stack has been reset\n",
      "\u001b[36;1m[-COMPLETE-]\u001b[0m Initial Checks\n",
      "\u001b[32;1m[---INFO---]\u001b[0m ERROR_FLAG=SYM / Strictily symmetric errors detected\n",
      "None\n",
      "\u001b[32;1m[---INFO---]\u001b[0m Distributions Calculated Successfully\n",
      "\u001b[32;1m[---INFO---]\u001b[0m Distributions Normalised to PDFs Successfully\n"
     ]
    }
   ],
   "source": [
    "errwiz = AgeWizard(stars_SYM, model='./data/hrs-bin-imf135_300.z006.dat', nsamples=200)\n",
    "errwiz.calculate_sample_pdf()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, \"And you can plot it as usual\\nIt's just broader now :)\")"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1050x750 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.step(errwiz.t, errwiz.sample_pdf.pdf)\n",
    "plt.xlabel('log(age)')\n",
    "plt.ylabel('PDF')\n",
    "plt.xlim([6,8.5])\n",
    "plt.title(\"And you can plot it as usual\\nIt's just broader now :)\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Ages from Colour-Magnitude Diagram \n",
    "\n",
    "In this section we will see how we can use `AgeWizard` on a Colour-Magnitude Diagram (CMD).\n",
    "**It is essentially the same as for the HR Diagrams** but you will be giving `AgeWizard` a `hoki.CMD` object instead of a `hoki.HRDiagram` object. \n",
    "\n",
    "This example is taken from [Brennan et al. 2021b](https://arxiv.org/abs/2102.09576) where we look at the neighbourhood of AT2016jbu to try and infer the age. \n",
    "\n",
    "### Loading data\n",
    "\n",
    "To help you we've attached a couple of pre-made CMDs. You can make your own following the `CMD.ipynb` tutorial, or if you don't want to download 50GB of stellar models you can send me an email and for the low price of adding me to your author list I will make them for you. \n",
    "\n",
    "In addition to the models we need to download the data and turn observed magnitudes into absolute magnitudes by removing the distance modulus and the extinction. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "# The BPASS synthetic CMDs\n",
    "f435cmd = unpickle(path='./data/F435_F555.pckl')\n",
    "f555cmd = unpickle(path='./data/F555_F814.pckl')\n",
    "\n",
    "\n",
    "# The observed data\n",
    "cmd_obs = pd.read_csv('./data/phot_150pc.dat')\n",
    "cmd_obs.replace([99.999, 9.999], np.nan, inplace=True) # cleaning up bad values\n",
    "\n",
    "# Absolute magnitudes\n",
    "# - 31.6 is the distance modulus to NGC242 and the other value is extinction see Brennan et al. 2021\n",
    "F435 = cmd_obs.F435W - 31.6 - 0.732\n",
    "F555 = cmd_obs.F555W - 31.6 - 0.579\n",
    "F814 = cmd_obs.F814W - 31.6 - 0.309\n",
    "\n",
    "# we add teh absolute magnitudes to the dataframe, it'll be useful later\n",
    "cmd_obs['abs_F435'] = F435\n",
    "cmd_obs['abs_F555'] = F555\n",
    "cmd_obs['abs_F814'] = F814"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 0.98, 'Stars 150pc around AT 2016jbu')"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1500x750 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(ncols = 2, figsize=(10,5))\n",
    "\n",
    "ax[0].scatter(F435-F555, F435)\n",
    "ax[0].set_xlim([-1,5.0])\n",
    "ax[0].set_ylim([2,-11])\n",
    "ax[0].set_xlabel('F435-F555')\n",
    "ax[0].set_ylabel('F435')\n",
    "\n",
    "ax[1].scatter(F555-F814, F555)\n",
    "ax[1].set_xlim([-1,4])\n",
    "ax[1].set_ylim([2,-11])\n",
    "ax[1].set_xlabel('F555-F814')\n",
    "ax[1].set_ylabel('F555')\n",
    "\n",
    "plt.suptitle('Stars 150pc around AT 2016jbu', fontsize=16)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Putting constraints on the age of a population using AgeWizard\n",
    "\n",
    "The CMDs are very scattered and it might seem like there isn't much we can do, but trust the process...\n",
    "Let's take a look at them with some BPASS CMDs plotted underneath"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/fste075/hoki/hoki/cmd.py:348: MatplotlibDeprecationWarning: You are modifying the state of a globally registered colormap. In future versions, you will not be able to modify a registered colormap in-place. To remove this warning, you can make a copy of the colormap first. cmap = copy.copy(mpl.cm.get_cmap(\"Greys\"))\n",
      "  colMap.set_under(color='white')\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "(2.0, -11.0)"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1800x750 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "f, ax = plt.subplots(ncols=2,figsize=(12,5))\n",
    "\n",
    "myplot = f435cmd.plot(log_age=7.5, loc=ax[0]) # Here you can chose the time bin you want to plot.\n",
    "myplot.scatter(F435-F555, F435)\n",
    "myplot.set_xlim([-1,5.0])\n",
    "myplot.set_ylim([2,-11])\n",
    "\n",
    "myplot = f555cmd.plot(log_age=7.5, loc=ax[1]) # Here you can chose the time bin you want to plot.\n",
    "myplot.scatter(F555-F814, F555)\n",
    "myplot.set_xlim([-1,4])\n",
    "myplot.set_ylim([2,-11])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The scatter will make it hard (impossible) to get a neat and precise age estimate, but we can put constraints on the age and exclude age ranges that really don't fit the data. Creating the age pdf is very useful for that. \n",
    "\n",
    "The first thing we will do is cut-off some of the more dificult data - we see that below an absolute mag of -4 the data slides unexpectedly to the right. That horizontal displacement is not from stellar evolution so we're going to **apply a luminosity cut-off and only pick the stars brighter than -4.**\n",
    "\n",
    "### Luminosity cut-off"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<ipython-input-28-93413fe7f498>:5: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  cmd_obs_crop['F555-F814'] = cmd_obs_crop.abs_F555-cmd_obs_crop.abs_F814\n",
      "<ipython-input-28-93413fe7f498>:6: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  cmd_obs_crop['F435-F555'] = cmd_obs_crop.abs_F435-cmd_obs_crop.abs_F555\n"
     ]
    }
   ],
   "source": [
    "## we crop our dataframe based on the absolute magnitude and the cut-off we chose\n",
    "cmd_obs_crop=cmd_obs[(cmd_obs.abs_F435<-4) & (cmd_obs.abs_F555<-4)]\n",
    "\n",
    "# we can also create columns for the colours.\n",
    "cmd_obs_crop['F555-F814'] = cmd_obs_crop.abs_F555-cmd_obs_crop.abs_F814\n",
    "cmd_obs_crop['F435-F555'] = cmd_obs_crop.abs_F435-cmd_obs_crop.abs_F555"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### AgeWizard\n",
    "\n",
    "Now we can give all that to `AgeWizard`! We need to create **two instances** one for each CMD. We can then combine their results later. \n",
    "\n",
    "**NOTE: `AgeWizard` expects the observational data to have at least two columns with names `mag` and `col`**."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001b[32;1m[---INFO---]\u001b[0m AgeWizard Starting\n",
      "\u001b[33;1m[--RUNNING-]\u001b[0m Initial Checks\n",
      "\u001b[36;1m[-COMPLETE-]\u001b[0m Initial Checks\n",
      "\u001b[32;1m[---INFO---]\u001b[0m ERROR_FLAG=None / No errors detected\n",
      "\u001b[32;1m[---INFO---]\u001b[0m Distributions Calculated Successfully\n",
      "\u001b[32;1m[---INFO---]\u001b[0m Distributions Normalised to PDFs Successfully\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/fste075/hoki/hoki/age/wizard.py:47: HokiFormatWarning: We expect the name of sources to be given in the 'name' column. If I can't find names I'll make my own ;)\n",
      "  warnings.warn(\"We expect the name of sources to be given in the 'name' column. \"\n",
      "/home/fste075/hoki/hoki/age/utils.py:421: HokiUserWarning: No source names given so I'll make my own\n",
      "  warnings.warn(\"No source names given so I'll make my own\", HokiUserWarning)\n"
     ]
    }
   ],
   "source": [
    "##### CMD1 - F555 F814 \n",
    "# we drop the NaN values we used to mark the bad measurements \n",
    "obs_df1=cmd_obs_crop[['abs_F555','F555-F814' ]].dropna()\n",
    "\n",
    "# AgeWizard needs specific column names\n",
    "obs_df1.columns=['mag','col']\n",
    "agewiz1 = AgeWizard(obs_df1, model=f555cmd)\n",
    "\n",
    "# Calculate the Age PDF of the whole sample from the individual age pdfs\n",
    "agewiz1.calculate_sample_pdf()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001b[32;1m[---INFO---]\u001b[0m AgeWizard Starting\n",
      "\u001b[33;1m[--RUNNING-]\u001b[0m Initial Checks\n",
      "\u001b[36;1m[-COMPLETE-]\u001b[0m Initial Checks\n",
      "\u001b[32;1m[---INFO---]\u001b[0m ERROR_FLAG=None / No errors detected\n",
      "\u001b[32;1m[---INFO---]\u001b[0m Distributions Calculated Successfully\n",
      "\u001b[32;1m[---INFO---]\u001b[0m Distributions Normalised to PDFs Successfully\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/fste075/hoki/hoki/age/wizard.py:47: HokiFormatWarning: We expect the name of sources to be given in the 'name' column. If I can't find names I'll make my own ;)\n",
      "  warnings.warn(\"We expect the name of sources to be given in the 'name' column. \"\n",
      "/home/fste075/hoki/hoki/age/utils.py:421: HokiUserWarning: No source names given so I'll make my own\n",
      "  warnings.warn(\"No source names given so I'll make my own\", HokiUserWarning)\n"
     ]
    }
   ],
   "source": [
    "##### CMD2 - F435 F555\n",
    "obs_df2=cmd_obs_crop[['abs_F435','F435-F555' ]].dropna()\n",
    "obs_df2.columns=['mag','col']\n",
    "agewiz2 = AgeWizard(obs_df2, model=f435cmd)\n",
    "\n",
    "# Calculate the Age PDF of the whole sample from the individual age pdfs\n",
    "agewiz2.calculate_sample_pdf()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 0, 'log(age)')"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1050x750 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.step(agewiz1.t[:42], agewiz1.sample_pdf[:42], where='mid', c='k', label='CMD F555-F814')\n",
    "plt.step(agewiz2.t[:42], agewiz2.sample_pdf[:42], where='mid',  label='CMD F435-F555')\n",
    "plt.legend()\n",
    "\n",
    "plt.ylabel('Probability')\n",
    "plt.xlabel('log(age)')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Combine the PDFs from the two CMDs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [],
   "source": [
    "# creates a new data frame with the final, combined, age pdf\n",
    "combined_pdf = 0.5*(agewiz1.sample_pdf+agewiz2.sample_pdf)\n",
    "# adds the time axis (x axis) to the index instead of having a range from 0 to 51 - eases plotting. \n",
    "combined_pdf.index = agewiz2.t"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 0, 'log(age)')"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1050x750 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.step(combined_pdf.index , combined_pdf, where='mid', lw=2,color='crimson')\n",
    "plt.fill_between(combined_pdf.index.values, combined_pdf.pdf, step='mid', color='crimson',lw=3, \n",
    "                 alpha=0.2, zorder=0.2)\n",
    "plt.xlim([6,9.3])\n",
    "plt.ylim([0.000001,0.16])\n",
    "plt.ylabel('Probability')\n",
    "plt.xlabel('log(age)')\n",
    "#plt.savefig('pdf_AgeWizard')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Age constraint\n",
    "\n",
    "The PDF is very broad because the data is very scattered **but** the young ages are in a very low probably region. \n",
    "\n",
    "We can quantify this by adding up the first 10 bins (10 Million years) and see how much probability is in it:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [],
   "source": [
    "proba_less_than_10Myr = combined_pdf.iloc[:10].sum().values[0]*100"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'The probability that this population is less than 10 Myrs if 4.37 percent'"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "f\"The probability that this population is less than 10 Myrs if {round(proba_less_than_10Myr,2)} percent\""
   ]
  }
 ],
 "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": "3.8.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}