From 9f60b320551fba11597f2e29c98402eef11af990 Mon Sep 17 00:00:00 2001 From: Ignacio Reyes Date: Wed, 5 Aug 2020 00:24:25 -0400 Subject: [PATCH] light curve classifier notebook --- notebooks/ALeRCE_light_curve_classifier.ipynb | 1843 +++++++++++++++++ .../alerce_explorer.png | Bin 0 -> 138779 bytes .../alerce_explorer_object.png | Bin 0 -> 580399 bytes .../hierarchical_rf.png | Bin 0 -> 19144 bytes .../sanchez_paper_confusion_matrix.png | Bin 0 -> 158671 bytes .../taxonomy.png | Bin 0 -> 301735 bytes 6 files changed, 1843 insertions(+) create mode 100644 notebooks/ALeRCE_light_curve_classifier.ipynb create mode 100644 notebooks/light_curve_classifier_figures/alerce_explorer.png create mode 100644 notebooks/light_curve_classifier_figures/alerce_explorer_object.png create mode 100644 notebooks/light_curve_classifier_figures/hierarchical_rf.png create mode 100644 notebooks/light_curve_classifier_figures/sanchez_paper_confusion_matrix.png create mode 100644 notebooks/light_curve_classifier_figures/taxonomy.png diff --git a/notebooks/ALeRCE_light_curve_classifier.ipynb b/notebooks/ALeRCE_light_curve_classifier.ipynb new file mode 100644 index 0000000..46a7085 --- /dev/null +++ b/notebooks/ALeRCE_light_curve_classifier.ipynb @@ -0,0 +1,1843 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# ALeRCE light curve classifier\n", + "Author: Ignacio Reyes, Last updated: 04/07/2020\n", + "## **Notebook under development**" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Table of contents:\n", + "* [Required libraries](#Required-libraries)\n", + "* [The classifier](#The-classifier)\n", + " * [Brief explanation of the data](#Brief-explanation-of-the-data)\n", + " * [Model description](#Model-description)\n", + " * [Results](#Results)\n", + " * [ALeRCE Explorer](#ALeRCE-Explorer)\n", + "* [Query model predictions](#Query-model-predictions)\n", + " * [Which objects have we found?](#Which-objects-have-we-found?)\n", + "* [Spatial distribution of the predictions](#Spatial-distribution-of-the-predictions)\n", + " * [Galactic sources](#Galactic-sources-(LPV,-CEP,-YSO))\n", + " * [Extragalactic sources](#Extragalactic-sources-(QSO,-AGN,-Blazar,-SNe))\n", + "* [Visualizing a sample of predicted objects](#Visualizing-a-sample-of-predicted-objects)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Required libraries" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from IPython.core.display import display, HTML\n", + "display(HTML(\"\"))\n", + "import numpy as np\n", + "import pandas as pd\n", + "import matplotlib.pyplot as plt\n", + "from alerce.core import Alerce\n", + "import psycopg2\n", + "import json" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# The classifier\n", + "This notebook shows the light curve classifier from ALeRCE, described in detail in \"Alert Classification for the ALeRCE Broker System: The Light Curve Classifier\" by Sánchez-Sáez et. al (2020, under review). The goal of this notebook is to show how to access the predictions made by the model from ALeRCE's database. The code to replicate the results from the paper is contained in another GitHub repository." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Brief explanation of the data\n", + "ALeRCE's database contains all the alerts generated by the Zwicky Transient Facility (ZTF) public stream. An alert is generated by ZTF each time an area of the sky is observed and a difference in brightness is detected. All alerts from the same coordinates are grouped into the same object with an object id (oid). Up to this date, the database contains more than 100 million alerts and 35 million objects.\n", + "\n", + "Most ZTF detections come from two filters, g and r. Let's see an example of a light curve from ZTF." + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [], + "source": [ + "alerce_client = Alerce()" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "def plot_light_curve(df, title=''):\n", + " def colormap(i):\n", + " if i == 1:\n", + " return '#56e03a'\n", + " elif i == 2:\n", + " return '#d42f4b'\n", + " else:\n", + " return '#000000'\n", + " for fid in [1, 2]:\n", + " fid_df = df[df.fid == fid]\n", + " if len(fid_df) == 0:\n", + " continue\n", + " plt.errorbar(\n", + " fid_df.mjd,\n", + " fid_df.magpsf,\n", + " yerr=fid_df.sigmapsf,\n", + " fmt='*',\n", + " c=colormap(fid))\n", + " plt.gca().invert_yaxis()\n", + " plt.xlabel('Date [mjd]')\n", + " plt.ylabel('Apparent magnitude [mag]')\n", + " plt.title(title)" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig = plt.figure(figsize=(14, 10))\n", + "fig.patch.set_facecolor('white')\n", + "oid = 'ZTF20aaelulu'\n", + "light_curve = alerce_client.query_detections(oid, format='pandas')\n", + "plot_light_curve(light_curve, title=f'Light curve example {oid}')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The training set for the light curve classifier was built by cross matching ZTF with many astronomical catalogs with objects from known categories. The current training set of ALeRCE contains more than 1700 supernovae from many subclasses, almost 35k stochastic sources (QSO, AGN, Blazar, YSO, CV/Nova) and 87k light curves from periodic stars." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Model description\n", + "When a light curve has more than 5 alerts in any of its bands it's classified by our light curve classifier. The model uses Machine Learning, combining feature extraction of the light curves and a model build of 4 Random Forest classifiers. Each object is classified in 15 astrophysical categories according to the following taxonomy.\n", + "\n", + "![ALeRCE_taxonomy](light_curve_classifier_figures/taxonomy.png)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Our classifier takes the light curve of an object, information about non-detections (previous ZTF observations where no alerts were generated), the metadata available from ZTF (e.g. coordinates) and cross match data from WISE if available. Using that data, more than 150 features are computed.\n", + "\n", + "Some of the computed features are:\n", + "* Irregular autoregressive model from Eyheramendy et al. (2018).\n", + "* Mexican hat power spectrum from Arévalo et al. (2012).\n", + "* Parameters from a damped random walk model from Graham et al. (2017).\n", + "* Structure function from Schmidt et al. (2010).\n", + "* Multiband periodogram from Mondrik et al. (2015)." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Once the features are computed they are classified by 4 Random Forest models, grouped in a hierarchy with two levels. The random forest on the top level classifies each object into 3 main categories: stochastic, transient and periodic sources. After that, each object is processed by 3 random forest classifiers in the bottom level, each one specialized in one category of objects.\n", + "\n", + "For example, the Transient Random Forest provides as output a vector with 4 probabilities, which corresponds to the probability of being a SN type Ia, SN type Ibc, SN type II or superluminous supernova.\n", + "\n", + "Finally, the outputs of the 4 classsifiers are combined using the total probabilities rule. That means that the probability of an object being a cepheid according to our classifier is the product of the object being a periodic star (computed by the random forest of the top level) and the probability of the object being a cepheid (computed by the periodic random forest).\n", + "\n", + "![Hierarchical_Random_Forest](light_curve_classifier_figures/hierarchical_rf.png)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Results\n", + "\n", + "The following confusion matrix is a summary of the performance of the model over the test set. This figure shows that the classifier is able to separate among the different classes. Of course some classes are difficult to distinguish, but the mistakes are \"reasonable\" in the sense that most of them choose a similar class. For example, most misclassified supernovae type Ia are labeled as another kind of supernova.\n", + "\n", + "The black boxes in the figure indicate the confusion inside of one of the three main categories: transient sources, periodic stars and stochastic objects.\n", + "![Confusion_matrix](light_curve_classifier_figures/sanchez_paper_confusion_matrix.png)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## ALeRCE Explorer\n", + "All the data in ALeRCE's database, including model predictions, can be seen using the ALeRCE Explorer. The explorer is available in https://alerce.online\n", + "\n", + "This webpage is currently being updated, so the shown predictions can be out of date.\n", + "\n", + "![ALeRCE_Explorer](light_curve_classifier_figures/alerce_explorer.png)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Once an object is selected, all available information about it is shown. The figure in the bottom center shows the probabilities given by the light curve classifier.\n", + "\n", + "![alerce_explorer_object](light_curve_classifier_figures/alerce_explorer_object.png)" + ] + }, + { + "cell_type": "code", + "execution_count": 53, + "metadata": {}, + "outputs": [], + "source": [ + "credentials_file = \"../alercereaduser_v3.json\"\n", + "with open(credentials_file) as jsonfile:\n", + " params = json.load(jsonfile)[\"params\"]\n", + "conn = psycopg2.connect(\n", + " dbname=params['dbname'], \n", + " user=params['user'], \n", + " host=params['host'], \n", + " password=params['password'])" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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869882 rows × 6 columns

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" + ], + "text/plain": [ + " oid classifier_name classifier_version class_name \\\n", + "0 ZTF18absjiqh lc_classifier bulk_0.0.1 YSO \n", + "1 ZTF18abuvydm lc_classifier bulk_0.0.1 DSCT \n", + "2 ZTF18aavznxg lc_classifier bulk_0.0.1 E \n", + "3 ZTF18aabgcoi lc_classifier bulk_0.0.1 E \n", + "4 ZTF19aaynwbd lc_classifier bulk_0.0.1 Periodic-Other \n", + "... ... ... ... ... \n", + "869877 ZTF19aaqsrto lc_classifier bulk_0.0.1 Periodic-Other \n", + "869878 ZTF18abvqece lc_classifier bulk_0.0.1 YSO \n", + "869879 ZTF18abiyzdu lc_classifier bulk_0.0.1 Periodic-Other \n", + "869880 ZTF18aazeznj lc_classifier bulk_0.0.1 E \n", + "869881 ZTF18acwtvzj lc_classifier bulk_0.0.1 Periodic-Other \n", + "\n", + " probability ranking \n", + "0 0.366804 1 \n", + "1 0.548496 1 \n", + "2 0.429640 1 \n", + "3 0.643416 1 \n", + "4 0.333560 1 \n", + "... ... ... \n", + "869877 0.463896 1 \n", + "869878 0.344448 1 \n", + "869879 0.424764 1 \n", + "869880 0.460656 1 \n", + "869881 0.626688 1 \n", + "\n", + "[869882 rows x 6 columns]" + ] + }, + "execution_count": 28, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Heavy query (~ 2 min)\n", + "query = \"select * from probability where classifier_name = 'lc_classifier' and ranking = 1;\"\n", + "bhrf_predictions = pd.read_sql_query(query, conn)\n", + "bhrf_predictions" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Query model predictions\n", + "## Which objects have we found?" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'Predicted class frequency')" + ] + }, + "execution_count": 31, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "pred_classes_count = bhrf_predictions.groupby('class_name').count()['oid']\n", + "pred_classes_count = pred_classes_count.sort_values(ascending=False)\n", + "fig = plt.figure(figsize=(14, 10))\n", + "fig.patch.set_facecolor('white')\n", + "plt.bar(pred_classes_count.index.values, pred_classes_count.values)\n", + "plt.gca().set_yscale('log')\n", + "plt.title('Predicted class frequency')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Spatial distribution of the predictions\n", + "### Galactic sources (LPV, CEP, YSO)" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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oidclassifier_nameclassifier_versionclass_nameprobabilityranking
0ZTF18absjiqhlc_classifierbulk_0.0.1YSO0.3668041
8ZTF18ablrqejlc_classifierbulk_0.0.1LPV0.4170401
13ZTF18aaxulyilc_classifierbulk_0.0.1LPV0.9103441
15ZTF19aargptolc_classifierbulk_0.0.1YSO0.2496441
16ZTF18abnldwtlc_classifierbulk_0.0.1LPV0.5556081
.....................
869862ZTF19aavnduxlc_classifierbulk_0.0.1YSO0.5391361
869867ZTF19aaqrowolc_classifierbulk_0.0.1LPV0.3820721
869870ZTF18aavloeflc_classifierbulk_0.0.1YSO0.4770001
869875ZTF18aczozrklc_classifierbulk_0.0.1YSO0.4761121
869878ZTF18abvqecelc_classifierbulk_0.0.1YSO0.3444481
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264069 rows × 6 columns

\n", + "
" + ], + "text/plain": [ + " oid classifier_name classifier_version class_name \\\n", + "0 ZTF18absjiqh lc_classifier bulk_0.0.1 YSO \n", + "8 ZTF18ablrqej lc_classifier bulk_0.0.1 LPV \n", + "13 ZTF18aaxulyi lc_classifier bulk_0.0.1 LPV \n", + "15 ZTF19aargpto lc_classifier bulk_0.0.1 YSO \n", + "16 ZTF18abnldwt lc_classifier bulk_0.0.1 LPV \n", + "... ... ... ... ... \n", + "869862 ZTF19aavndux lc_classifier bulk_0.0.1 YSO \n", + "869867 ZTF19aaqrowo lc_classifier bulk_0.0.1 LPV \n", + "869870 ZTF18aavloef lc_classifier bulk_0.0.1 YSO \n", + "869875 ZTF18aczozrk lc_classifier bulk_0.0.1 YSO \n", + "869878 ZTF18abvqece lc_classifier bulk_0.0.1 YSO \n", + "\n", + " probability ranking \n", + "0 0.366804 1 \n", + "8 0.417040 1 \n", + "13 0.910344 1 \n", + "15 0.249644 1 \n", + "16 0.555608 1 \n", + "... ... ... \n", + "869862 0.539136 1 \n", + "869867 0.382072 1 \n", + "869870 0.477000 1 \n", + "869875 0.476112 1 \n", + "869878 0.344448 1 \n", + "\n", + "[264069 rows x 6 columns]" + ] + }, + "execution_count": 33, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "galactic_sources = bhrf_predictions[bhrf_predictions['class_name'].isin(\n", + " ['LPV', 'CEP', 'YSO'])]\n", + "galactic_sources" + ] + }, + { + "cell_type": "code", + "execution_count": 54, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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oidnamevalue
0ZTF19aaxioengal_l113.465658
1ZTF18absnnkogal_l75.831490
2ZTF17aabvahhgal_l161.780219
3ZTF18aauqixxgal_b2.406743
4ZTF18abbkkcggal_b3.782311
............
1736737ZTF18abviwojgal_l117.668500
1736738ZTF18abifbsygal_b14.771170
1736739ZTF19aavygplgal_b11.211509
1736740ZTF18abiklvfgal_l61.926300
1736741ZTF19abukblvgal_b-48.385462
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1736742 rows × 3 columns

\n", + "
" + ], + "text/plain": [ + " oid name value\n", + "0 ZTF19aaxioen gal_l 113.465658\n", + "1 ZTF18absnnko gal_l 75.831490\n", + "2 ZTF17aabvahh gal_l 161.780219\n", + "3 ZTF18aauqixx gal_b 2.406743\n", + "4 ZTF18abbkkcg gal_b 3.782311\n", + "... ... ... ...\n", + "1736737 ZTF18abviwoj gal_l 117.668500\n", + "1736738 ZTF18abifbsy gal_b 14.771170\n", + "1736739 ZTF19aavygpl gal_b 11.211509\n", + "1736740 ZTF18abiklvf gal_l 61.926300\n", + "1736741 ZTF19abukblv gal_b -48.385462\n", + "\n", + "[1736742 rows x 3 columns]" + ] + }, + "execution_count": 54, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Heavy query (~ 2 min)\n", + "query = \"select oid, name, value from feature where name = 'gal_l' or name = 'gal_b';\"\n", + "features = pd.read_sql_query(query, conn)\n", + "features" + ] + }, + { + "cell_type": "code", + "execution_count": 58, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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gal_lgal_b
ZTF17aaaaaal150.836439-2.113667
ZTF17aaaaaam151.324460-2.308569
ZTF17aaaaaan156.195104-3.562309
ZTF17aaaaaao156.135688-3.847876
ZTF17aaaaaas155.6981510.933249
.........
ZTF20abcxusg56.748330-14.651520
ZTF20abdakny67.60501330.384131
ZTF20abdakyh94.40947520.417126
ZTF20abdbirw55.90394831.209202
ZTF20abdtnsx68.31046329.006356
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868371 rows × 2 columns

\n", + "
" + ], + "text/plain": [ + " gal_l gal_b\n", + "ZTF17aaaaaal 150.836439 -2.113667\n", + "ZTF17aaaaaam 151.324460 -2.308569\n", + "ZTF17aaaaaan 156.195104 -3.562309\n", + "ZTF17aaaaaao 156.135688 -3.847876\n", + "ZTF17aaaaaas 155.698151 0.933249\n", + "... ... ...\n", + "ZTF20abcxusg 56.748330 -14.651520\n", + "ZTF20abdakny 67.605013 30.384131\n", + "ZTF20abdakyh 94.409475 20.417126\n", + "ZTF20abdbirw 55.903948 31.209202\n", + "ZTF20abdtnsx 68.310463 29.006356\n", + "\n", + "[868371 rows x 2 columns]" + ] + }, + "execution_count": 58, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "gal_l = features[features.name == 'gal_l'].copy()\n", + "gal_l.rename(columns={'value': 'gal_l'}, inplace=True)\n", + "gal_l.drop(columns=['name'], inplace=True)\n", + "gal_l.set_index('oid', inplace=True)\n", + "\n", + "gal_b = features[features.name == 'gal_b'].copy()\n", + "gal_b.rename(columns={'value': 'gal_b'}, inplace=True)\n", + "gal_b.drop(columns=['name'], inplace=True)\n", + "gal_b.set_index('oid', inplace=True)\n", + "\n", + "coordinates = pd.concat([gal_l, gal_b], sort=True, axis=1)\n", + "coordinates" + ] + }, + { + "cell_type": "code", + "execution_count": 57, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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oidclassifier_nameclassifier_versionclass_nameprobabilityranking
673286ZTF17aaawcmllc_classifierbulk_0.0.1CEP0.5102201
649337ZTF18abpfxoilc_classifierbulk_0.0.1CEP0.5579601
175432ZTF18aaptkfqlc_classifierbulk_0.0.1CEP0.2333761
210404ZTF18abadwxglc_classifierbulk_0.0.1CEP0.5251561
150534ZTF18aaudvmflc_classifierbulk_0.0.1CEP0.2585601
.....................
390427ZTF18abcnvstlc_classifierbulk_0.0.1YSO0.2617921
221148ZTF19abfccmhlc_classifierbulk_0.0.1YSO0.3570121
255424ZTF18aaxylchlc_classifierbulk_0.0.1YSO0.2476601
681150ZTF18abaqieblc_classifierbulk_0.0.1YSO0.5004001
274434ZTF18abegtadlc_classifierbulk_0.0.1YSO0.4361761
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3000 rows × 6 columns

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" + ], + "text/plain": [ + " oid classifier_name classifier_version class_name \\\n", + "673286 ZTF17aaawcml lc_classifier bulk_0.0.1 CEP \n", + "649337 ZTF18abpfxoi lc_classifier bulk_0.0.1 CEP \n", + "175432 ZTF18aaptkfq lc_classifier bulk_0.0.1 CEP \n", + "210404 ZTF18abadwxg lc_classifier bulk_0.0.1 CEP \n", + "150534 ZTF18aaudvmf lc_classifier bulk_0.0.1 CEP \n", + "... ... ... ... ... \n", + "390427 ZTF18abcnvst lc_classifier bulk_0.0.1 YSO \n", + "221148 ZTF19abfccmh lc_classifier bulk_0.0.1 YSO \n", + "255424 ZTF18aaxylch lc_classifier bulk_0.0.1 YSO \n", + "681150 ZTF18abaqieb lc_classifier bulk_0.0.1 YSO \n", + "274434 ZTF18abegtad lc_classifier bulk_0.0.1 YSO \n", + "\n", + " probability ranking \n", + "673286 0.510220 1 \n", + "649337 0.557960 1 \n", + "175432 0.233376 1 \n", + "210404 0.525156 1 \n", + "150534 0.258560 1 \n", + "... ... ... \n", + "390427 0.261792 1 \n", + "221148 0.357012 1 \n", + "255424 0.247660 1 \n", + "681150 0.500400 1 \n", + "274434 0.436176 1 \n", + "\n", + "[3000 rows x 6 columns]" + ] + }, + "execution_count": 57, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "n_per_class = 1000 # sample size\n", + "replace = False # with replacement\n", + "fn = lambda obj: obj.loc[np.random.choice(obj.index, n_per_class, replace),:]\n", + "galactic_sources_subset = galactic_sources.groupby('class_name', as_index=False).apply(fn)\n", + "galactic_sources_subset = galactic_sources_subset.droplevel(level=0)\n", + "galactic_sources_subset\n" + ] + }, + { + "cell_type": "code", + "execution_count": 61, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'Spatial distribution of predictions: LPV, CEP, YSO')" + ] + }, + "execution_count": 61, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "coordinates_subset = coordinates.loc[galactic_sources_subset.oid]\n", + "fig = plt.figure(figsize=(14, 10))\n", + "fig.patch.set_facecolor('white')\n", + "plt.scatter(\n", + " coordinates_subset.values[:, 0],\n", + " coordinates_subset.values[:, 1],\n", + " alpha=0.2,\n", + " s=galactic_sources_subset.probability*100\n", + ")\n", + "plt.xlabel('Galactic latitude [deg]')\n", + "plt.ylabel('Galactic longitude [deg]')\n", + "plt.title('Spatial distribution of predictions: LPV, CEP, YSO')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Extragalactic sources (QSO, AGN, Blazar, SNe)" + ] + }, + { + "cell_type": "code", + "execution_count": 62, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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oidclassifier_nameclassifier_versionclass_nameprobabilityranking
17ZTF19aacwnxylc_classifierbulk_0.0.1QSO0.4821601
34ZTF20aaitsnjlc_classifierbulk_0.0.1QSO0.9480001
49ZTF18acwwsinlc_classifierbulk_0.0.1QSO0.3744001
57ZTF19aanfyeylc_classifierbulk_0.0.1SNIa0.4400001
77ZTF19aanntculc_classifierbulk_0.0.1QSO0.8820001
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869828ZTF19aatflyllc_classifierbulk_0.0.1QSO0.5163601
869829ZTF18abtmwunlc_classifierbulk_0.0.1AGN0.8190001
869838ZTF19aazdiwqlc_classifierbulk_0.0.1SNIbc0.3375601
869845ZTF18accngeelc_classifierbulk_0.0.1SLSN0.2977241
869847ZTF18acdyfuelc_classifierbulk_0.0.1Blazar0.8579601
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69790 rows × 6 columns

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" + ], + "text/plain": [ + " oid classifier_name classifier_version class_name \\\n", + "17 ZTF19aacwnxy lc_classifier bulk_0.0.1 QSO \n", + "34 ZTF20aaitsnj lc_classifier bulk_0.0.1 QSO \n", + "49 ZTF18acwwsin lc_classifier bulk_0.0.1 QSO \n", + "57 ZTF19aanfyey lc_classifier bulk_0.0.1 SNIa \n", + "77 ZTF19aanntcu lc_classifier bulk_0.0.1 QSO \n", + "... ... ... ... ... \n", + "869828 ZTF19aatflyl lc_classifier bulk_0.0.1 QSO \n", + "869829 ZTF18abtmwun lc_classifier bulk_0.0.1 AGN \n", + "869838 ZTF19aazdiwq lc_classifier bulk_0.0.1 SNIbc \n", + "869845 ZTF18accngee lc_classifier bulk_0.0.1 SLSN \n", + "869847 ZTF18acdyfue lc_classifier bulk_0.0.1 Blazar \n", + "\n", + " probability ranking \n", + "17 0.482160 1 \n", + "34 0.948000 1 \n", + "49 0.374400 1 \n", + "57 0.440000 1 \n", + "77 0.882000 1 \n", + "... ... ... \n", + "869828 0.516360 1 \n", + "869829 0.819000 1 \n", + "869838 0.337560 1 \n", + "869845 0.297724 1 \n", + "869847 0.857960 1 \n", + "\n", + "[69790 rows x 6 columns]" + ] + }, + "execution_count": 62, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "extragalactic_sources = bhrf_predictions[bhrf_predictions['class_name'].isin(\n", + " ['QSO', 'Blazar', 'SNIa', 'SNII', 'AGN', 'SNIbc', 'SLSN'])]\n", + "extragalactic_sources" + ] + }, + { + "cell_type": "code", + "execution_count": 63, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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oidclassifier_nameclassifier_versionclass_nameprobabilityranking
599722ZTF19aaqffadlc_classifierbulk_0.0.1AGN0.2528841
411186ZTF18abdqlqvlc_classifierbulk_0.0.1AGN0.8460001
608332ZTF18aavsilulc_classifierbulk_0.0.1AGN0.9485761
679472ZTF18aanpasxlc_classifierbulk_0.0.1AGN0.5564161
86924ZTF19aalbjbglc_classifierbulk_0.0.1AGN0.4880001
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125950ZTF18aaripcrlc_classifierbulk_0.0.1SNIbc0.1722841
543027ZTF19abhghvvlc_classifierbulk_0.0.1SNIbc0.2332081
690192ZTF19abcelbvlc_classifierbulk_0.0.1SNIbc0.2862721
431654ZTF20aawadcplc_classifierbulk_0.0.1SNIbc0.2590961
690443ZTF18acaszehlc_classifierbulk_0.0.1SNIbc0.3325201
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700 rows × 6 columns

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" + ], + "text/plain": [ + " oid classifier_name classifier_version class_name \\\n", + "599722 ZTF19aaqffad lc_classifier bulk_0.0.1 AGN \n", + "411186 ZTF18abdqlqv lc_classifier bulk_0.0.1 AGN \n", + "608332 ZTF18aavsilu lc_classifier bulk_0.0.1 AGN \n", + "679472 ZTF18aanpasx lc_classifier bulk_0.0.1 AGN \n", + "86924 ZTF19aalbjbg lc_classifier bulk_0.0.1 AGN \n", + "... ... ... ... ... \n", + "125950 ZTF18aaripcr lc_classifier bulk_0.0.1 SNIbc \n", + "543027 ZTF19abhghvv lc_classifier bulk_0.0.1 SNIbc \n", + "690192 ZTF19abcelbv lc_classifier bulk_0.0.1 SNIbc \n", + "431654 ZTF20aawadcp lc_classifier bulk_0.0.1 SNIbc \n", + "690443 ZTF18acaszeh lc_classifier bulk_0.0.1 SNIbc \n", + "\n", + " probability ranking \n", + "599722 0.252884 1 \n", + "411186 0.846000 1 \n", + "608332 0.948576 1 \n", + "679472 0.556416 1 \n", + "86924 0.488000 1 \n", + "... ... ... \n", + "125950 0.172284 1 \n", + "543027 0.233208 1 \n", + "690192 0.286272 1 \n", + "431654 0.259096 1 \n", + "690443 0.332520 1 \n", + "\n", + "[700 rows x 6 columns]" + ] + }, + "execution_count": 63, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "n_per_class = 100 # sample size\n", + "replace = False # with replacement\n", + "fn = lambda obj: obj.loc[np.random.choice(obj.index, n_per_class, replace),:]\n", + "extragalactic_sources_subset = extragalactic_sources.groupby('class_name', as_index=False).apply(fn)\n", + "extragalactic_sources_subset = extragalactic_sources_subset.droplevel(level=0)\n", + "extragalactic_sources_subset" + ] + }, + { + "cell_type": "code", + "execution_count": 64, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'Spatial distribution of extragalactic pred. sources')" + ] + }, + "execution_count": 64, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "coordinates_subset = coordinates.loc[extragalactic_sources_subset.oid]\n", + "fig = plt.figure(figsize=(14, 10))\n", + "fig.patch.set_facecolor('white')\n", + "plt.scatter(\n", + " coordinates_subset.values[:, 0],\n", + " coordinates_subset.values[:, 1],\n", + " alpha=0.4,\n", + " s=extragalactic_sources_subset.probability*100\n", + ")\n", + "plt.xlabel('Galactic latitude [deg]')\n", + "plt.ylabel('Galactic longitude [deg]')\n", + "plt.title('Spatial distribution of extragalactic pred. sources')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Visualizing a sample of predicted objects" + ] + }, + { + "cell_type": "code", + "execution_count": 65, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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oidclassifier_nameclassifier_versionclass_nameprobabilityranking
572756ZTF18acicwxrlc_classifierbulk_0.0.1AGN0.4886001
425092ZTF18abfadfxlc_classifierbulk_0.0.1Blazar0.3268801
541738ZTF17aabntanlc_classifierbulk_0.0.1CEP0.3743321
705070ZTF17aabwgnvlc_classifierbulk_0.0.1CV/Nova0.6300001
850563ZTF18abrbizllc_classifierbulk_0.0.1DSCT0.4554681
776810ZTF19aavqbtblc_classifierbulk_0.0.1E0.5266801
712054ZTF18abbntxilc_classifierbulk_0.0.1LPV0.3576961
682379ZTF18abernuslc_classifierbulk_0.0.1Periodic-Other0.2773761
74986ZTF18aceyydslc_classifierbulk_0.0.1QSO0.9303841
252457ZTF18abclngblc_classifierbulk_0.0.1RRL0.6120001
816635ZTF20aaodjcmlc_classifierbulk_0.0.1SLSN0.4146721
221691ZTF20aafitdrlc_classifierbulk_0.0.1SNII0.2488321
347131ZTF19aczjzyhlc_classifierbulk_0.0.1SNIa0.3752481
694544ZTF20aaztndllc_classifierbulk_0.0.1SNIbc0.2745121
863901ZTF19aarguqklc_classifierbulk_0.0.1YSO0.2389281
\n", + "
" + ], + "text/plain": [ + " oid classifier_name classifier_version class_name \\\n", + "572756 ZTF18acicwxr lc_classifier bulk_0.0.1 AGN \n", + "425092 ZTF18abfadfx lc_classifier bulk_0.0.1 Blazar \n", + "541738 ZTF17aabntan lc_classifier bulk_0.0.1 CEP \n", + "705070 ZTF17aabwgnv lc_classifier bulk_0.0.1 CV/Nova \n", + "850563 ZTF18abrbizl lc_classifier bulk_0.0.1 DSCT \n", + "776810 ZTF19aavqbtb lc_classifier bulk_0.0.1 E \n", + "712054 ZTF18abbntxi lc_classifier bulk_0.0.1 LPV \n", + "682379 ZTF18abernus lc_classifier bulk_0.0.1 Periodic-Other \n", + "74986 ZTF18aceyyds lc_classifier bulk_0.0.1 QSO \n", + "252457 ZTF18abclngb lc_classifier bulk_0.0.1 RRL \n", + "816635 ZTF20aaodjcm lc_classifier bulk_0.0.1 SLSN \n", + "221691 ZTF20aafitdr lc_classifier bulk_0.0.1 SNII \n", + "347131 ZTF19aczjzyh lc_classifier bulk_0.0.1 SNIa \n", + "694544 ZTF20aaztndl lc_classifier bulk_0.0.1 SNIbc \n", + "863901 ZTF19aarguqk lc_classifier bulk_0.0.1 YSO \n", + "\n", + " probability ranking \n", + "572756 0.488600 1 \n", + "425092 0.326880 1 \n", + "541738 0.374332 1 \n", + "705070 0.630000 1 \n", + "850563 0.455468 1 \n", + "776810 0.526680 1 \n", + "712054 0.357696 1 \n", + "682379 0.277376 1 \n", + "74986 0.930384 1 \n", + "252457 0.612000 1 \n", + "816635 0.414672 1 \n", + "221691 0.248832 1 \n", + "347131 0.375248 1 \n", + "694544 0.274512 1 \n", + "863901 0.238928 1 " + ] + }, + "execution_count": 65, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "n_per_class = 1 # sample size\n", + "replace = False # with replacement\n", + "fn = lambda obj: obj.loc[np.random.choice(obj.index, n_per_class, replace),:]\n", + "sample_per_class = bhrf_predictions.groupby('class_name', as_index=False).apply(fn)\n", + "sample_per_class = sample_per_class.droplevel(level=0)\n", + "sample_per_class" + ] + }, + { + "cell_type": "code", + "execution_count": 68, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig = plt.figure(figsize=(14, 25))\n", + "fig.patch.set_facecolor('white')\n", + "for index in range(len(sample_per_class)):\n", + " astro_class = sample_per_class['class_name'].values[index]\n", + " oid = sample_per_class['oid'].values[index]\n", + " light_curve = alerce_client.query_detections(oid, format='pandas')\n", + " plt.subplot(8, 2, index+1)\n", + " plot_light_curve(light_curve, title=f'{astro_class} candidate {oid}')\n", + "plt.tight_layout()" + ] + }, + { + "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": 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