{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Exoplanet Hunting in Deep Space\n", "### By Ali Shannon\n", "In this module, I look at time series light intensity data provided by the Kepler Space Telescope to detect the presence of exoplanets.\n", "\n", "The fields are explained here:\n", "\n", "1. `LABEL` uses either 1 or 2, where 1 means the star has no orbiting planet and 2 means it has at least one.\n", "\n", "2. `FLUX 1 : 3192` are the light intensity data retreived from each planet over some time interval.\n", "\n", "I intend to analyze the plots then train a predictor that will understand the relationships between light intensity values and determine whether or not the star has at least one orbiting planet. \n", "\n", "For our purposes, we will assume that there are only two types of stars, ones with orbiting planets and ones with none.\n", "\n", "### Acknowledgments\n", "\n", "Data is retreived from **[Kaggle](https://www.kaggle.com/keplersmachines/kepler-labelled-time-series-data/home)**, check out their publicly available datasets for machine learning and data analysis." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import pandas as pd # data analysis\n", "import scipy # stats and dependancies\n", "import numpy as np # linear algebra\n", "import matplotlib.pyplot as plt # plotting library\n", "import seaborn as sns # statistics library\n", "import IPython # shell commands\n", "\n", "np.random.seed(42)\n", "\n", "%matplotlib inline\n", "\n", "df = pd.read_csv('exoTrain.csv')" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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LABELFLUX.1FLUX.2FLUX.3FLUX.4FLUX.5FLUX.6FLUX.7FLUX.8FLUX.9...FLUX.3188FLUX.3189FLUX.3190FLUX.3191FLUX.3192FLUX.3193FLUX.3194FLUX.3195FLUX.3196FLUX.3197
0293.8583.8120.10-26.98-39.56-124.71-135.18-96.27-79.89...-78.07-102.15-102.1525.1348.5792.5439.3261.425.08-39.54
12-38.88-33.83-58.54-40.09-79.31-72.81-86.55-85.33-83.97...-3.28-32.21-32.21-24.89-4.860.76-11.706.4616.0019.93
22532.64535.92513.73496.92456.45466.00464.50486.39436.56...-71.6913.3113.31-29.89-20.885.06-11.80-28.91-70.02-96.67
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5 rows × 3198 columns

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" ], "text/plain": [ " LABEL FLUX.1 FLUX.2 FLUX.3 FLUX.4 FLUX.5 FLUX.6 FLUX.7 \\\n", "0 2 93.85 83.81 20.10 -26.98 -39.56 -124.71 -135.18 \n", "1 2 -38.88 -33.83 -58.54 -40.09 -79.31 -72.81 -86.55 \n", "2 2 532.64 535.92 513.73 496.92 456.45 466.00 464.50 \n", "3 2 326.52 347.39 302.35 298.13 317.74 312.70 322.33 \n", "4 2 -1107.21 -1112.59 -1118.95 -1095.10 -1057.55 -1034.48 -998.34 \n", "\n", " FLUX.8 FLUX.9 ... FLUX.3188 FLUX.3189 FLUX.3190 FLUX.3191 \\\n", "0 -96.27 -79.89 ... -78.07 -102.15 -102.15 25.13 \n", "1 -85.33 -83.97 ... -3.28 -32.21 -32.21 -24.89 \n", "2 486.39 436.56 ... -71.69 13.31 13.31 -29.89 \n", "3 311.31 312.42 ... 5.71 -3.73 -3.73 30.05 \n", "4 -1022.71 -989.57 ... -594.37 -401.66 -401.66 -357.24 \n", "\n", " FLUX.3192 FLUX.3193 FLUX.3194 FLUX.3195 FLUX.3196 FLUX.3197 \n", "0 48.57 92.54 39.32 61.42 5.08 -39.54 \n", "1 -4.86 0.76 -11.70 6.46 16.00 19.93 \n", "2 -20.88 5.06 -11.80 -28.91 -70.02 -96.67 \n", "3 20.03 -12.67 -8.77 -17.31 -17.35 13.98 \n", "4 -443.76 -438.54 -399.71 -384.65 -411.79 -510.54 \n", "\n", "[5 rows x 3198 columns]" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "y = df['LABEL']\n", "# show the first 5 rows\n", "df.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Data visualization\n", "\n", "This will display some statistics for the data sets. Blues are 1 (do not contain exoplanets) and Reds are 2 (contain at least one exoplanet)" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import warnings\n", "warnings.filterwarnings(\"ignore\") # remove featurewarnings\n", "\n", "sns.set()\n", "\n", "means1 = df[y==1].mean(axis=1)\n", "medians1 = df[y==1].median(axis=1)\n", "std1 = df[y==1].std(axis=1)\n", "maxval1 = df[y==1].max(axis=1)\n", "minval1 = df[y==1].min(axis=1)\n", "skew1 = df[y==1].skew(axis=1)\n", "means2 = df[y==2].mean(axis=1)\n", "medians2 = df[y==2].median(axis=1)\n", "std2 = df[y==2].std(axis=1)\n", "maxval2 = df[y==2].max(axis=1)\n", "minval2 = df[y==2].min(axis=1)\n", "skew2 = df[y==2].skew(axis=1)\n", "\n", "# plot each category\n", "fig = plt.figure(figsize=(15,10))\n", "ax = fig.add_subplot(231)\n", "ax.hist(means1,alpha=0.8,bins=50,color='b',normed=True,range=(-250,250))\n", "ax.hist(means2,alpha=0.8,bins=50,color='r',normed=True,range=(-250,250))\n", "ax.get_legend()\n", "ax.set_xlabel('Mean Intensity')\n", "ax.set_ylabel('No. of Stars')\n", "\n", "ax = fig.add_subplot(232)\n", "ax.hist(medians1,alpha=0.8,bins=50,color='b',normed=True,range=(-0.1,0.1))\n", "ax.hist(medians2,alpha=0.8,bins=50,color='r',normed=True,range=(-0.1,0.1))\n", "ax.get_legend()\n", "\n", "ax.set_xlabel('Median Intensity')\n", "ax = fig.add_subplot(233)\n", "ax.hist(std1,alpha=0.8,bins=50,normed=True,color='b',range=(0,4000))\n", "ax.hist(std2,alpha=0.8,bins=50,normed=True,color='r',range=(0,4000))\n", "ax.get_legend()\n", "\n", "ax.set_xlabel('Intensity Standard Deviation')\n", "ax = fig.add_subplot(234)\n", "ax.hist(maxval1,alpha=0.8,bins=50,normed=True,color='b',range=(-10000,50000))\n", "ax.hist(maxval2,alpha=0.8,bins=50,normed=True,color='r',range=(-10000,50000))\n", "ax.get_legend()\n", "\n", "ax.set_xlabel('Maximum Intensity')\n", "ax = fig.add_subplot(235)\n", "ax.hist(minval1,alpha=0.8,bins=50,normed=True,color='b',range=(-50000,10000))\n", "ax.hist(minval2,alpha=0.8,bins=50,normed=True,color='r',range=(-50000,10000))\n", "ax.get_legend()\n", "\n", "ax.set_xlabel('Minimum Intensity')\n", "ax = fig.add_subplot(236)\n", "ax.hist(skew1,alpha=0.8,bins=50,normed=True,color='b',range=(-40,60))\n", "ax.hist(skew2,alpha=0.8,bins=50,normed=True,color='r',range=(-40,60)) \n", "ax.get_legend()\n", "\n", "ax.set_xlabel('Intensity Skewness')\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Time varying data analysis.\n", "\n", "This will sample out 12 stars of each category and plot the intensities over time." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(12,40))\n", "t = np.array(range(3198))\n", "for i in range(12):\n", " ax = fig.add_subplot(13,3,i+1)\n", " ax.scatter(t,df[y==2].iloc[i,:], s = 1, c = 'r')" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(12,40))\n", "t = np.array(range(3198))\n", "for i in range(12):\n", " ax = fig.add_subplot(13,3,i+1)\n", " ax.scatter(t,df[y==1].iloc[i,:], s = 1, c = 'b')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Notice that the time varying data is far too difficult for simple boolean statements. We need to employ machine learning algorithms and train the models using this data. Then testing the models against new data to check the accuracy of each ML model." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Analysis of how balanced the dataset is.\n", "This will look at the percentage of stars that contain planets versus the ones that don't. If the dataset is imbalanced, then we need to revise the training data since we want the ML model to decern the differences between the classifications of the stars rather than just classify all as the majority." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "1 5050\n", "2 37\n", "Name: LABEL, dtype: int64" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df['LABEL'].value_counts() # print the sums of each unique value" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This seems pretty imbalanced. Let's look at the percentages:" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Stars with no planets are 99.27 % of the dataset\n", "Stars with orbiting planets are 0.73 % of the dataset\n" ] } ], "source": [ "print('Stars with no planets are', round(df['LABEL'].value_counts()[1]/len(df) * 100,2), '% of the dataset')\n", "print('Stars with orbiting planets are', round(df['LABEL'].value_counts()[2]/len(df) * 100,2), '% of the dataset')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The data is far too *Imbalanced*. Thus we need to somehow balance the dataset before applying machine learning or else it will just classify all stars as they have no exoplanets instead of learning the differences." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.countplot('LABEL', data=df)\n", "plt.title('Label Distributions \\n (1: No planets || 2: With Planets)', fontsize=14);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Undersample the dataset to account for imbalanced datasets." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "label_1 = df[df['LABEL'] == 1]\n", "label_2 = df[df['LABEL'] == 2]\n", "\n", "\n", "sample_size = sum(df['LABEL'] == 2)\n", "random_indices = np.random.choice(label_1.index, sample_size, replace=False)\n", "under_sample_idx = np.concatenate([random_indices, label_2.index])\n", "under_sample_idx = np.random.permutation(under_sample_idx)\n", "under_sample = df.loc[under_sample_idx]\n", "\n", "sns.countplot('LABEL', data=under_sample)\n", "plt.title('Label Distributions \\n (1: No planets || 2: With Planets)', fontsize=14);" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "X = under_sample.drop(['LABEL'], axis = 1) # features\n", "y = under_sample['LABEL']\n", "# import testing data\n", "test = pd.read_csv('exoTest.csv')\n", "X_test = test.drop(['LABEL'], axis = 1)\n", "y_test = test['LABEL']" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Machine learning\n", "Here I will work with **scikit-learn** libraries and print the prediction accuracy using the testing file `exoTest.csv` which will be uploaded with this document.\n", "\n", "---\n", "\n", "First step is to normalize the inputs and make the output between 0 and 1 for binary classifiers" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "X_train = np.array([v/np.linalg.norm(v) for v in X.values])\n", "X_test = np.array([v/np.linalg.norm(v) for v in X_test.values])\n", "\n", "y_test = y_test.values - 1\n", "y_train = y.values - 1" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Accuracy using Decision Tree Classifier is 52.45614035087719 %\n" ] } ], "source": [ "# this is Decision Tree Classifier method\n", "from sklearn import tree\n", "\n", "# use the data from before 'exoTrain.csv' for training\n", "decTree = tree.DecisionTreeClassifier().fit(X_train, y_train)\n", "\n", "# this is to check the accuracy versus testing data\n", "from sklearn import metrics\n", "\n", "decTree_score = metrics.accuracy_score(y_test, decTree.predict(X_test))\n", "\n", "print('Accuracy using Decision Tree Classifier is ' + f'{decTree_score *100} %')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This is how this decision tree is made" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# export to a dot file in the same directory as the notebook\n", "tree.export_graphviz(decTree, out_file='tree.dot')\n", "\n", "!! dot -Tpng tree.dot -o tree.png # convert to png \n", "\n", "import matplotlib.image as mpimg\n", "img=mpimg.imread('tree.png')\n", "plt.imshow(img)\n", "plt.subplots_adjust(left=0.0, right=2.0, bottom=0.0, top=3.0)\n", "plt.title('Decision Tree Classifier')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Here I use SVM classifier using Gaussian RBF kernel and attempting gridsearch to find the best hyperparameters." ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "D:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_search.py:841: DeprecationWarning: The default of the `iid` parameter will change from True to False in version 0.22 and will be removed in 0.24. This will change numeric results when test-set sizes are unequal.\n", " DeprecationWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Using the best parameters for Gaussian RBF {'C': 5, 'gamma': 0.5}\n", "Accuracy 73.51%\n", "Precision score 1.97%\n", "Recall score 60.00%\n", "F1 score 3.82%\n" ] } ], "source": [ "from sklearn.svm import SVC\n", "from sklearn.model_selection import GridSearchCV\n", "\n", "params = {'C': [1, 2, 5, 7, 10, 100, 150, 200, 500], 'gamma': [7e-4, 0.001, 0.005, 0.01, 0.05, 0.1, 0.5]}\n", "\n", "svm_rbf = GridSearchCV(SVC(kernel = 'rbf'), params, scoring = 'accuracy')\n", "\n", "svm_rbf.fit(X_train, y_train)\n", "\n", "y_score_rbf = svm_rbf.decision_function(X_test)\n", "y_pred_rbf = svm_rbf.predict(X_test)\n", "\n", "rbf_acc = metrics.accuracy_score(y_pred = y_pred_rbf, y_true = y_test)\n", "rbf_prec = metrics.precision_score(y_pred = y_pred_rbf, y_true = y_test)\n", "rbf_recall = metrics.recall_score(y_pred = y_pred_rbf, y_true = y_test)\n", "rbf_f1 = metrics.f1_score(y_true = y_test, y_pred = y_pred_rbf)\n", "rbf_auc = metrics.roc_auc_score(y_true = y_test, y_score = y_score_rbf)\n", "\n", "print('Using the best parameters for Gaussian RBF', svm_rbf.best_params_)\n", "print('Accuracy {:2.2%}'.format(rbf_acc))\n", "print('Precision score {:2.2%}'.format(rbf_prec))\n", "print('Recall score {:2.2%}'.format(rbf_recall))\n", "print('F1 score {:2.2%}'.format(rbf_f1))\n" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Accuracy using K-Nearest-Neighbors (k = 5) is 69.2982456140351 %\n" ] } ], "source": [ "# This is the KNN or K-Nearest-Neighbors \n", "from sklearn.neighbors import KNeighborsClassifier\n", "\n", "# leave it at the default k=5\n", "neigh = KNeighborsClassifier(n_neighbors=5).fit(X_train, y_train)\n", "\n", "neigh_score = metrics.accuracy_score(y_test, neigh.predict(X_test))\n", "\n", "print('Accuracy using K-Nearest-Neighbors (k = 5) is ' + f'{neigh_score *100} %')" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Accuracy using Random Forest Classifier is nearly 78.0701754385965 %\n" ] } ], "source": [ "from sklearn.ensemble import RandomForestClassifier\n", "\n", "rfc = RandomForestClassifier(n_estimators=50).fit(X_train, y_train)\n", "\n", "rfc_score = metrics.accuracy_score(y_test, rfc.predict(X_test))\n", "\n", "print('Accuracy using Random Forest Classifier is nearly ' + f'{rfc_score *100} %')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Here I will try Multi-Layer perceptron, or a simple deep neural network by scikit-learn to find a better possible estimator.\n", "I will try the Adam Optimization training method and using ReLU for my activation function." ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Accuracy using this Multi-layer Perceptron is 74.91228070175438 %\n" ] } ], "source": [ "from sklearn.neural_network import MLPClassifier\n", "\n", "dnn = MLPClassifier(hidden_layer_sizes=(67, 4,), solver='adam', alpha = 8.0e-4,\n", " max_iter = 500, activation='relu', random_state = 42)\n", "\n", "dnn.fit(X_train, y_train)\n", "\n", "dnn_score = dnn.score(X_test, y_test)\n", "\n", "print('Accuracy using this Multi-layer Perceptron is ' + f'{dnn_score * 100} %')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Summary\n", "\n", "We can predict the presense of at least one exoplanet with an accuracy of around 78% using Random Forest. A neural network with a proper number of layers might be able to beat that score but more work needed to find the optimal layer parameters for this dataset." ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.3" } }, "nbformat": 4, "nbformat_minor": 2 }