From eb9510fe1bdc7cd7e502a0cd0669c26d232c4d24 Mon Sep 17 00:00:00 2001 From: Leonie Pick Date: Fri, 24 May 2019 21:16:19 +0200 Subject: [PATCH] Update prior to submission. --- ClassifyStorms.ipynb | 478 ++++++++++++++++++++++++------------------- Imports.py | 1 + Modules.py | 32 +-- Plots.py | 76 +++---- Readme.md | 6 +- 5 files changed, 326 insertions(+), 267 deletions(-) diff --git a/ClassifyStorms.ipynb b/ClassifyStorms.ipynb index 9d050b1..b244e57 100644 --- a/ClassifyStorms.ipynb +++ b/ClassifyStorms.ipynb @@ -4,44 +4,48 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "# An automatic classifier for geomagnetic storm drivers based on machine learning techniques\n", - "\n", + "# ClassifyStorms - an automatic classifier for geomagnetic storm drivers based on machine learning techniques\n", + "-----\n", "**Author**: Leonie Pick, GFZ German Research Centre for Geoscieces, leonie.pick@gfz-potsdam.de
\n", + "**License**: This software is distributed under the GNU General Public License, Version 3, 29 June 2007.
\n", "**Resources**:\n", "+ GitLab project https://gitext.gfz-potsdam.de/lpick/ClassifyStorms.\n", - "+ The nomenclature and section numbers used to comment the code blocks below refer to Pick et al., GRL, 2019 (submitted) and its supporting information (Texts S1-S3).\n", - "+ Details on the HMC index are given in Pick et al., JGR Space Physics, 2019 ( http://doi.org/10.1029/2018JA026185,
http://doi.org/10.5880/GFZ.2.3.2018.006 ).\n", + "+ The nomenclature and section numbers used to comment the code blocks below refer to Pick et al., Earth and Space Science, 2019.\n", + "+ Details on the HMC index are given in Pick et al., JGR Space Physics, 2019 ( https://doi.org/10.1029/2018JA026185,
https://doi.org/10.5880/GFZ.2.3.2018.006 ).\n", "\n", - "**License**: This software is distributed under the GNU General Public License, Version 3, 29 June 2007.
\n", - "**Required files**: Input.nc (from ftp://ftp.gfz-potsdam.de/home/mag/pick/ClassifyStorms ), Imports.py, Modules.py and Plots.py from https://gitext.gfz-potsdam.de/lpick/ClassifyStorms ).
\n", - "**Directory structure**: This notebook and the required files are placed into one directory. In that directory, create a directory /Dump/ with the sub-directories /Out/ and /Fig/ if you want to save the results (Save=True, Plot=True). The default is Save=False, Plot=False." + "**Required files**: Input.nc (from GFZ Data Services, https://doi.org/10.5880/GFZ.2.3.2019.003 ), Imports.py, Modules.py (md) and Plots.py (pl) from https://gitext.gfz-potsdam.de/lpick/ClassifyStorms ).
\n", + "**Directory structure**: Place this notebook and the required files into one directory. In that directory, create a directory /Dump/ with the sub-directories /Out/ and /Fig/ if you want to save the results (Save=True, Plot=True). The default is Save=False, Plot=False.
\n", + "**Software versions**: Tested in a miniconda environment with python-3.7.3, xarray-0.12.1, scikit-learn-0.21.1, netcdf4-1.5.1.2" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "**1. Import of input data set \"Input.nc\"**\n", + "### 1. Import of input data set \"Input.nc\"\n", "\n", + "-----\n", "*Objective*: Get an overview of the input data set.
\n", - "*Output*: Dictionary \"Var\", holding 19 arrays.\n", + "*Output*: Dictionary \"Var\", containing 19 arrays.\n", + "\n", + "-----\n", "\n", - "Input.nc is an xarray Dataset ( http://xarray.pydata.org/ ), saved in NetCDF format ( https://www.unidata.ucar.edu/software/netcdf/ ). It contains nine data variables - five related to the geomagnetic input data (section 2.1), one holding the geomagnetic storm events used to train the classifier (section 2.2) and two independent quantities. The latter are the yearly mean total sunspot number (SN, http://www.sidc.be/silso/datafiles ) and the Kp index (http://wdc.kugi.kyoto-u.ac.jp/kp/index.html). The dimensions of these variables are specified by the data coordinates, for instance:\n", - "+ Variable \"Time\": Rows (1016832) are associated with coordinate \"Hours\" (datetime64 object, i.e. 2015-12-31T23:30:00); Columns (5) are associated with coordinate \"TimeUnits\" (Year, Month, Day, Hour, Decimal Year).\n", + "Input.nc is an xarray Dataset ( http://xarray.pydata.org/ ), saved in NetCDF format ( https://www.unidata.ucar.edu/software/netcdf/ ). It contains nine data variables - six related to the geomagnetic input data (section 2.1), one holding the geomagnetic storm events used to train the classifier (section 2.2) and two independent quantities. The latter are the yearly mean total sunspot number (SN, http://www.sidc.be/silso/datafiles ) and the Kp index ( http://wdc.kugi.kyoto-u.ac.jp/kp/index.html ). The dimensions of these variables are specified by the data coordinates, for instance:\n", + "+ Variable \"Time\": Rows (1016832) are associated with coordinate \"Hours\" (datetime64 object, i.e., 2015-12-31T23:30:00); Columns (5) are associated with coordinate \"TimeUnits\" (Year, Month, Day, Hour, Decimal Year).\n", "\n", - "\"B_OBS\" holds the geomagnetic disturbances measured at 34 observatories (\"OBS IDs\") during 1900-2015 in the Cartesian geomagnetic (or Centered Dipole) coordinate system ($X_M$, $Y_M$, $Z_M$). \"B_MLT\" holds the $Z_M$-components sorted into 1-h MLT bins ($Z_{MLT}$). \"ASY\" holds the MLT-asymmetry measures AS1=$ASY_{max}$ and ASY2=$ASY_{DD}$ as well as the MLT of the largest, i.e. less negative, $Z_{MLT}$.
\n", - "\"Training\" holds three properties (\"Properties\") of 868 geomagnetic storm events which were taken from published lists. The events are labeled by coordinate (\"Events\") with respect to the authors of these studies:\n", + "\"B_OBS\" contains the geomagnetic disturbances measured at 34 observatories (\"OBS IDs\") during 1900-2015 in the Cartesian geomagnetic (or Centered Dipole) coordinate system ($\\delta B_M$: $X_M$, $Y_M$, $Z_M$). \"B_MLT\" contains the $Z_M$-components sorted into 1-hour magnetic local time (MLT) bins. \"ASY\" contains the MLT-asymmetry measures $ASY_{max}$ and $ASY_{dd}$ (Equation 1), as well as the MLT of the smallest, i.e., most negative, B_MLT.
\n", + "\"Reference\" contains three properties (\"Properties\") of 868 geomagnetic storm events which were taken from published lists. The events are labeled by coordinate \"Source\" with respect to the authors of these studies:\n", "+ \"Jian\": http://www-ssc.igpp.ucla.edu/~jlan/ACE/Level3/SIR_List_from_Lan_Jian.pdf, http://www-ssc.igpp.ucla.edu/~jlan/ACE/Level3/ICME_List_from_Lan_Jian.pdf\n", "+ \"Shen\": https://doi.org/10.1002/2017JA024100\n", - "+ \"Turner: http://doi.org/10.1016/j438%20.jastp.2009.02.005 \n", + "+ \"Turner: https://doi.org/10.1016/j.jastp.2009.02.005 \n", "\n", - "The properties of the training events are the \"Class\" label (0:C/SIR-driven, 1:ICME-driven), the \"TimeIndex\", i.e. the row indices of the corresponding storm peak time $t_0$ in the variable \"Time\", and whether (inTarget=1) or not (inTarget=0) the events are members of the target set ($t_e$, see Step 3).
\n", - "With respect to an easier access, the variables (9) and their coordinates (10) are migrated from Input.nc to the dictionary \"Var\" with unchanged keys." + "The properties of the reference events are the \"Class\" label (0:C/SIR-driven, 1:ICME-driven), the \"TimeIndex\", i.e. the row indices of the corresponding storm peak time $t_{re}$ in the variable \"Time\", and whether (\"inTarget\"=1) or not (\"inTarget\"=0) the events are members of the target set ($d_{ta}$, see Step 2).
\n", + "With respect to an easier access, the variables (9) and their coordinates (10) are migrated from Input.nc to the dictionary \"Var\" with unchanged keys.\n" ] }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ @@ -56,33 +60,45 @@ "\n", "Var = dict()\n", "for key in Input.keys(): Var[key] = Input[key].values\n", - "for key in Input.coords.keys(): Var[key] = Input.coords[key].values " + "for key in Input.coords.keys(): Var[key] = Input.coords[key].values " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "**2. Automatic detection of target events**\n", - "\n", + "### 2. Automatic selection of target events\n", + "-----\n", "*Objective*: Select target events.
\n", - "*Functions*: md.Get_TargetEvents(), md.Search_TargetEvents(), pl.Selection(), pl.IndexDist(), pl.Musical()
\n", - "*Output*: Numpy array \"TargetEvents\"
\n", - "*Save=True*: EventSelection.pdf, HMCDist.pdf, StormsSetup.pdf in ./Dump/Fig/
\n", - "*Duration*: <1 min\n", + "*Functions*: md.Get_TargetEvents(), md.Search_TargetEvents(), pl.Selection(), pl.IndexDist(), pl.Musical().
\n", + "*Output*: Numpy array \"TargetEvents\".
\n", + "*Save=True*: EventSelection.pdf, HMCDist.pdf, StormsSetup.pdf in ./Dump/Fig/.
\n", + "*Duration*: <1 min.\n", "\n", - "This step is concerend with the selection of the target events ($t_e$), i.e. the geomagnetic storms for which the interplanetary driver class is unknown (section 2.2, Text S1). The selection process covers the years 1930-2015 so that data from only 28 out of the 34 observatories (\"OBS IDs\") are used. It requires the HMC index, its first derivative, low-pass filtered versions of HMC with a cutoff period of either 5 days or 11 years (HMC$_{5d}$,HMC$_{11y}$) and the peak times of the traning events ($t_0$). \"TargetEvents\" is a vector holding 7547 row indices of the storm peak times $t_e$ in \"Time\", of which 538 correspond to traning events.
\n", + "-----\n", + "\n", + "This step is concerend with the selection of the target events ($t_{ta}$), i.e., the geomagnetic storms for which the interplanetary driver classes are to be determined (section 2.2). The selection process covers the years 1930-2015 so that data from only 28 out of the 34 observatories (\"OBS IDs\") are used. It requires the HMC index, its first derivative, low-pass filtered versions of HMC with a cutoff period of either 5 days or 11 years (HMC$_{5d}$, HMC$_{11y}$) and the peak times of the reference events ($t_{re}$). \"TargetEvents\" is a vector holding 7547 row indices of the storm peak times $t_{ta}$ in \"Time\", of which 538 correspond to training events ($t_{tr}$).
\n", "Three figures are produced in this block:\n", "+ Figure a: Illustration of three target event selection steps (Figure S1)\n", - "+ Figure b: HMC distribution of target events (Figure S2)\n", - "+ Figure c: Overview of target (gray) and traning events (colored) in a \"Musical\" plot (Figure S3)" + "+ Figure b: HMC distribution of target events (Figure B1)\n", + "+ Figure c: Overview of target (gray) and training events (colored) in a \"Musical\" plot (Figure S2)" ] }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 2, "metadata": {}, "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, { "data": { "text/html": [ @@ -104,30 +120,27 @@ " \n", " \n", " \n", - " HMC percentile\n", - " Min. HMC drop [nT]\n", - " Scaling power\n", - " Separation [h]\n", + " $P_n [nT]$\n", + " $p_{sc}$\n", + " $\\Delta t$ [h]\n", + " $Hs$ [nT]\n", " \n", " \n", " \n", " \n", " Selection parameters\n", " 29.0\n", - " 7.0\n", " 1.0\n", " 26.0\n", + " -7.0\n", " \n", " \n", "\n", "" ], "text/plain": [ - " HMC percentile Min. HMC drop [nT] Scaling power \\\n", - "Selection parameters 29.0 7.0 1.0 \n", - "\n", - " Separation [h] \n", - "Selection parameters 26.0 " + " $P_n [nT]$ $p_{sc}$ $\\Delta t$ [h] $Hs$ [nT]\n", + "Selection parameters 29.0 1.0 26.0 -7.0" ] }, "metadata": {}, @@ -154,23 +167,23 @@ " \n", " \n", " \n", + " No. target events\n", " Fraction [%]\n", - " No. targets\n", " \n", " \n", " \n", " \n", " Selection result\n", - " 1.001109\n", " 7547\n", + " 1.001109\n", " \n", " \n", "\n", "" ], "text/plain": [ - " Fraction [%] No. targets\n", - "Selection result 1.001109 7547" + " No. target events Fraction [%]\n", + "Selection result 7547 1.001109" ] }, "metadata": {}, @@ -204,13 +217,13 @@ " \n", " \n", " \n", - " Training set\n", + " Reference set\n", " 571\n", " 297\n", " 868\n", " \n", " \n", - " in Target set\n", + " Training set\n", " 342\n", " 196\n", " 538\n", @@ -221,8 +234,30 @@ ], "text/plain": [ " No. CIRs No. CMEs Total\n", - "Training set 571 297 868\n", - "in Target set 342 196 538" + "Reference set 571 297 868\n", + "Training set 342 196 538" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
" ] }, "metadata": {}, @@ -237,33 +272,34 @@ "HMC5d = md.LowpassFilter(Var['HMC'],Frequency/(24*5),Frequency)\n", "HMC11y = md.LowpassFilter(Var['HMC'],Frequency/(24*SiderealYear*11),Frequency)\n", "\n", - "Save = False\n", - "TargetEvents = md.Get_TargetEvents(Var['HMC'],HMC11y,HMC5d,dHMC,Var['Kp'],Var['KpHours'],Var['Training'],Var['Time'],Var['Hours'],YearStart,Save)\n", - "pl.Musical(Var['Hours'],Var['Time'],TargetEvents,Var['Kp'],Var['KpHours'],Var['SN'],Var['SNYears'],Var['HMC'],HMC11y,Var['Training'],Save)" + "Save = True\n", + "TargetEvents = md.Get_TargetEvents(Var['HMC'],HMC11y,HMC5d,dHMC,Var['Kp'],Var['KpHours'],Var['Reference'],Var['Time'],Var['Hours'],YearStart,Save)\n", + "pl.Musical(Var['Hours'],Var['Time'],TargetEvents,Var['Kp'],Var['KpHours'],Var['SN'],Var['SNYears'],Var['HMC'],HMC11y,Var['Reference'],Save)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "**3. Definition of features**\n", - "\n", + "### 3. Definition of model inputs (features)\n", + "-----\n", "*Objective*: Define features for the target events.
\n", "*Functions*: md.Get_Features(), md.GetF0-F11(), md.Get_Diagnostics(), pl.Diagnostics().
\n", "*Output*: Numpy arrays \"FeatureIndices\", \"Features\".
\n", - "*Save=True*: ./Dump/Out/Features.npz; ./Dump/Fig/Features.pdf
\n", - "*Duration*: ~1min\n", + "*Save=True*: ./Dump/Out/Features.npz; ./Dump/Fig/Features.pdf.
\n", + "*Duration*: ~1min.\n", "\n", - "As an input to the binary classification model, many different features derived from the input data were tested. Finally, 11 such features were selected (section 3.2) and saved into the array \"Features\". *Please not that the features are not ordered. They are ranked according to their relative importance later (Step 5).*\n", - "\"FeatureIndices\" holds the indices of target events for which the features could be calculated (7546 out of 7547). The quality of the features is checked by comparing the distributions of feature values for C/SIR or ICME driven storms on the traning set. A feature has large discriminative power if the two distributions are well separated.
\n", + "-----\n", + "As an input to the binary classification model, many different features derived from the geomagnetic data were tested. Finally, 11 such features were selected (section 3.1) and saved into the array \"Features\". *Please note that the features are not ordered. They are ranked according to their relative importance later (Step 5).*\n", + "\"FeatureIndices\" holds the indices of target events for which the features can be calculated (7546 out of 7547). The quality of the features is checked by comparing the distributions of feature values for C/SIR and ICME driven storms in the training set. A feature has large discriminative power if the two distributions are well separated.
\n", "One table and one figure are produced in this block:\n", "+ Table a: Medians (Q2) of the feature distributions on the training set (Table 1) and their differences as well as the overlap of the Interquartile Ranges (IQR). A \"good\" feature should have a large difference in medians and a small IQR overlap. The features are ranked from 1 to 11 according to their relative importance (see Step 5).\n", - "+ Figure d: Feature distributions on the training set (Figure S4). Feature 12 is an artificially created \"ideal feature\"." + "+ Figure d: Feature distributions for the training set (Figure 2). Feature 12 is a synthetically created \"ideal feature\"." ] }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 3, "metadata": {}, "outputs": [ { @@ -291,7 +327,7 @@ " Q2 CMEs\n", " Q2 Difference\n", " IQR Overlap\n", - " Q2 Difference- IQR Overlap\n", + " Q2 Difference - IQR Overlap\n", " \n", " \n", " \n", @@ -385,8 +421,8 @@ " \n", " \n", " 12\n", - " 0.251\n", - " 0.750\n", + " 0.250\n", + " 0.749\n", " 0.499\n", " -0.486\n", " 0.985\n", @@ -396,19 +432,29 @@ "" ], "text/plain": [ - " Q2 CIRs Q2 CMEs Q2 Difference IQR Overlap Q2 Difference- IQR Overlap\n", - "1 0.084 0.154 0.071 0.008 0.063\n", - "2 0.456 0.737 0.280 0.069 0.211\n", - "3 0.143 0.221 0.078 0.059 0.020\n", - "4 0.452 0.290 0.162 0.100 0.062\n", - "5 0.500 0.500 0.000 0.000 0.000\n", - "6 0.583 0.667 0.083 0.208 -0.125\n", - "7 0.132 0.218 0.087 0.061 0.026\n", - "8 0.050 0.050 0.000 0.050 -0.050\n", - "9 0.066 0.118 0.052 0.012 0.040\n", - "10 0.514 0.652 0.138 0.159 -0.021\n", - "11 0.636 0.610 0.026 0.068 -0.042\n", - "12 0.251 0.750 0.499 -0.486 0.985" + " Q2 CIRs Q2 CMEs Q2 Difference IQR Overlap Q2 Difference - IQR Overlap\n", + "1 0.084 0.154 0.071 0.008 0.063\n", + "2 0.456 0.737 0.280 0.069 0.211\n", + "3 0.143 0.221 0.078 0.059 0.020\n", + "4 0.452 0.290 0.162 0.100 0.062\n", + "5 0.500 0.500 0.000 0.000 0.000\n", + "6 0.583 0.667 0.083 0.208 -0.125\n", + "7 0.132 0.218 0.087 0.061 0.026\n", + "8 0.050 0.050 0.000 0.050 -0.050\n", + "9 0.066 0.118 0.052 0.012 0.040\n", + "10 0.514 0.652 0.138 0.159 -0.021\n", + "11 0.636 0.610 0.026 0.068 -0.042\n", + "12 0.250 0.749 0.499 -0.486 0.985" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" ] }, "metadata": {}, @@ -418,36 +464,39 @@ "source": [ "HMC1y = md.LowpassFilter(Var['HMC'],Frequency/(24*SiderealYear),Frequency)\n", "\n", - "Save = False\n", - "FeatureIndices, Features = md.Get_Features(Var['Time'],TargetEvents,Var['Training'],Var['HMC'],HMC11y,HMC1y,dHMC,Var['B_MLT'],Var['ASY'],Save)\n", + "Save = True\n", + "FeatureIndices, Features = md.Get_Features(Var['Time'],TargetEvents,Var['Reference'],Var['HMC'],HMC11y,HMC1y,dHMC,Var['B_MLT'],Var['ASY'],Save)\n", "\n", - "#If saved results are available:\n", + "#If saved results are available, run the following two lines:\n", "#FeatureSave = np.load('./Dump/Out/Features.npz')\n", "#FeatureIndices = FeatureSave['FeatureIndices']; Features = FeatureSave['Features']\n", - "md.Get_Diagnostics(Features,TargetEvents,Var['Training'],Save)" + "\n", + "md.Get_Diagnostics(Features,TargetEvents,Var['Reference'],Save)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "**4. Comparison of basic classification models**\n", - "\n", + "### 4. Comparison of basic classification models\n", + "-----\n", "*Objective*: Compare different binary classification methods in the scikit-learn framework.
\n", "*Functions*: md.Get_Pipelines(), md.Assess_Model(), md.Get_MyScores().
\n", "*Output*: Numpy arrays \"ScoreAll\", \"StdAll\".
\n", "*Save=True*: ./Dump/Out/ModelComp.npz.
\n", "*Duration*: ~1 min.\n", "\n", + "-----\n", + "\n", "The following six classification models are tested, listed from low to high complexity: Linear and Quadratic Discriminant Analysis (LDA, QDA), Logistic Regression (LogReg), Support Vector Classification (SVC), Random Forest Classifier (RandomForest) and Neural Network (NeuralNet).
\n", "All 11 features are used and the model parameters (hyperparameters) are set to their default values. The calculations are executed following a 4-fold cross-validation scheme: The training set is randomly split into \"kOuter\" stets (stratified folds), three of which are used to train the model. The model predictions on the \"left-out\" fold are compared to the \"true\" drivers, giving a 2x2 confusion matrix (TN=True Negatives, TP=True Positives, FN=False Negatives, FP=False Positives). \"Negatives\" refer to C/SIR drivers, while \"Positives\" refer ICME drivers. Twenty-two different metrics are calculated from the entries of the confusion matrix for each of the six models. This procedure is repeated \"kOuter\" times (so that each fold of the particular split is used for validation once) and the metrics are averaged over these runs. Additionally, the metrics are averaged once again over \"nOuter\" different splits of the training set.
\n", "One table is produced in this block:\n", - "+ Table b: Comparison of eleven cross-validated metrics for six classification models. " + "+ Table b: Comparison of eleven cross-validated metrics for six classification models." ] }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 5, "metadata": {}, "outputs": [ { @@ -487,52 +536,52 @@ " \n", " \n", " LDA\n", - " 0.79\n", - " 7.08\n", - " 0.44\n", - " 17.08\n", + " 0.80\n", + " 6.93\n", + " 0.43\n", + " 17.13\n", " 0.68\n", " 0.85\n", " 0.78\n", - " 0.53\n", " 0.54\n", + " 0.55\n", " 0.51\n", " 0.58\n", " \n", " \n", " QDA\n", " 0.76\n", - " 5.38\n", + " 5.46\n", " 0.54\n", - " 10.30\n", - " 0.60\n", + " 10.48\n", + " 0.61\n", " 0.82\n", " 0.70\n", " 0.44\n", - " 0.45\n", + " 0.46\n", " 0.41\n", - " 0.50\n", + " 0.51\n", " \n", " \n", " LogReg\n", " 0.78\n", - " 3.91\n", + " 3.98\n", " 0.32\n", - " 12.96\n", + " 13.60\n", " 0.71\n", " 0.82\n", " 1.08\n", - " 0.53\n", " 0.54\n", " 0.54\n", + " 0.55\n", " 0.53\n", " \n", " \n", " SVC\n", " 0.78\n", - " 3.96\n", + " 3.94\n", " 0.35\n", - " 11.94\n", + " 12.68\n", " 0.70\n", " 0.82\n", " 1.05\n", @@ -544,26 +593,26 @@ " \n", " RandomForest\n", " 0.75\n", - " 4.70\n", - " 0.53\n", - " 9.26\n", + " 4.78\n", + " 0.52\n", + " 9.61\n", " 0.61\n", " 0.82\n", " 0.75\n", - " 0.43\n", " 0.44\n", - " 0.41\n", - " 0.48\n", + " 0.45\n", + " 0.42\n", + " 0.49\n", " \n", " \n", " NeuralNet\n", " 0.79\n", - " 5.44\n", + " 5.47\n", " 0.41\n", - " 13.85\n", + " 14.39\n", " 0.69\n", " 0.84\n", - " 0.87\n", + " 0.88\n", " 0.53\n", " 0.53\n", " 0.51\n", @@ -575,19 +624,19 @@ ], "text/plain": [ " ACC LR+ LR- DOR F1a F1b FB HSS MCC J \\\n", - "LDA 0.79 7.08 0.44 17.08 0.68 0.85 0.78 0.53 0.54 0.51 \n", - "QDA 0.76 5.38 0.54 10.30 0.60 0.82 0.70 0.44 0.45 0.41 \n", - "LogReg 0.78 3.91 0.32 12.96 0.71 0.82 1.08 0.53 0.54 0.54 \n", - "SVC 0.78 3.96 0.35 11.94 0.70 0.82 1.05 0.52 0.52 0.53 \n", - "RandomForest 0.75 4.70 0.53 9.26 0.61 0.82 0.75 0.43 0.44 0.41 \n", - "NeuralNet 0.79 5.44 0.41 13.85 0.69 0.84 0.87 0.53 0.53 0.51 \n", + "LDA 0.80 6.93 0.43 17.13 0.68 0.85 0.78 0.54 0.55 0.51 \n", + "QDA 0.76 5.46 0.54 10.48 0.61 0.82 0.70 0.44 0.46 0.41 \n", + "LogReg 0.78 3.98 0.32 13.60 0.71 0.82 1.08 0.54 0.54 0.55 \n", + "SVC 0.78 3.94 0.35 12.68 0.70 0.82 1.05 0.52 0.52 0.53 \n", + "RandomForest 0.75 4.78 0.52 9.61 0.61 0.82 0.75 0.44 0.45 0.42 \n", + "NeuralNet 0.79 5.47 0.41 14.39 0.69 0.84 0.88 0.53 0.53 0.51 \n", "\n", " Deltap \n", "LDA 0.58 \n", - "QDA 0.50 \n", + "QDA 0.51 \n", "LogReg 0.53 \n", "SVC 0.52 \n", - "RandomForest 0.48 \n", + "RandomForest 0.49 \n", "NeuralNet 0.55 " ] }, @@ -596,10 +645,10 @@ } ], "source": [ - "nClasses = len(np.unique(Var['Training'][:,0]))\n", - "TrainingIndices = np.where(np.in1d(TargetEvents[FeatureIndices],Var['Training'][:,1]))[0]\n", + "nClasses = len(np.unique(Var['Reference'][:,0]))\n", + "TrainingIndices = np.where(np.in1d(TargetEvents[FeatureIndices],Var['Reference'][:,1]))[0]\n", "TrainingFeatures = Features[TrainingIndices,0:11]\n", - "TrainingClasses = Var['Training'][Var['Training'][:,2]==1,0]\n", + "TrainingClasses = Var['Reference'][Var['Reference'][:,2]==1,0]\n", "\n", "Estimators = ['LDA','QDA','LogReg','SVC','RandomForest','NeuralNet']\n", "nOuter=25; kOuter=4\n", @@ -607,7 +656,7 @@ "ScoreAll = np.zeros((len(Estimators),22,2))\n", "StdAll = np.zeros((len(Estimators),22,2))\n", "\n", - "Plot = False; Save = False\n", + "Plot = False; Save = True\n", "for i in range(len(Estimators)):\n", " \n", " BPipe,BEstimateParams,OPipe,SelectParams,OEstimateParams = md.Get_Pipelines(Estimators[i],nClasses)\n", @@ -617,7 +666,7 @@ "if Save == True:\n", " np.savez('./Dump/Out/ModelComp',Score=ScoreAll,Std=StdAll)\n", "\n", - "#If saved results are available:\n", + "#If saved results are available, run the following two lines:\n", "#ModelComp = np.load('./Dump/Out/ModelComp.npz')\n", "#ScoreAll = ModelComp['Score']; StdAll = ModelComp['Std']\n", "\n", @@ -630,30 +679,33 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "**5. Optimization and Validation of the Binary Logistic Regression Model**\n", - "\n", + "### 5. Optimization and Validation of the Binary Logistic Regression Model\n", + "-----\n", "*Objective*: Optimize hyperparameters and assess final model.
\n", "*Functions*: md.Get_Scorer(), md.HSS_score(), md.Get_Pipelines(), md.Select_Features(), pl.Ranking(), md.Find_Model(), md.Optimize_Model, pl.ModelCounts(), md.Assess_Model(), md.Get_MyScores().
\n", "*Output*: Numpy arrays \"ScoreAll\", \"StdAll\"; \"ModelAll\".
\n", - "*Save=True*: ./Dump/Out/ModelAssess.npz, /Dump/Out/Model.joblib., Ranking.pdf, ModelStats.pdf, ConfusionCol.pdf, Curves.pdf in ./Dump/Fig/.
\n", - "*Duration*: ~30 min for nOuter=25, kOuter=4, nInner=25, kInner=3. To reduce computing time set nOuter=2, nInner=2.\n", + "*Save=True*: ./Dump/Out/ModelAssess.npz, /Dump/Out/Model.joblib., Ranking.pdf, ModelStats.pdf, ConfusionRow.pdf, Curves.pdf in ./Dump/Fig/.
\n", + "*Duration*: ~30 min (reduce computation time by setting nOuter=2, nInner=2).\n", + "\n", + "-----\n", "\n", - "The Logistic Regression model was chosen from the set of tested models and Matthew's correlation coefficient (MSS) was chosen as most appropriate scorer. This block performs an automatic feature selection and ranking, followed by an optimization of the hyperparameters L (Norm for penalization) and C (Inverse regularization strength) with respect to MCC. The optimized Logistic Regression Model is then assessed as described in Step 4 above. Note that the model optimization is done using a nested cross-validation scheme as explained in section 3.3 (Figure 2a).
\n", - "Four figures are produced in this block:\n", - "+ Figure e: Result of automatic feature selection (Figure 2b). The numbers at the top indicate the IDs of the features (consistent with their position in array \"Features\") ordered from the most important one (left) to the least important one (right, numers at the bottom).\n", - "+ Figure f: Result of model optimization (Figure S5).\n", - "+ Figure g: Column-normalized confusion matrix (Figure S6b). \n", - "+ Figure h: ROC curve and Precision-Recall curve (Figure S6c,d). " + "The Logistic Regression model was chosen from the set of tested models and Matthew's Correlation Coefficient (MCC) was chosen as most appropriate scorer. This block performs an automatic feature selection and ranking, followed by an optimization of the hyperparameters $L$ (norm for penalization) and $C$ (inverse regularization strength) with respect to MCC. The optimized Logistic Regression Model is then assessed as described in Step 4 above. Note that the model optimization is done using a nested cross-validation scheme as explained in section 3.3 (Figure 3a).
\n", + "One table and four figures are produced in this block:\n", + "+ Table c: Cross-validated performance scores of final model (Table A1).\n", + "+ Figure e: Result of automatic feature selection (Figure 3b). The numbers at the top indicate the IDs of the features (consistent with their position in array \"Features\") ordered from the most important one (left) to the least important one (right, numers at the bottom).\n", + "+ Figure f: Result of model optimization (Figure S3).\n", + "+ Figure g: Row-normalized confusion matrix (Figure A1a). \n", + "+ Figure h: ROC curve and Precision-Recall curve (Figure S4). " ] }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 7, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ "
" ] @@ -683,24 +735,24 @@ " \n", " \n", " estimate__C\n", - " select__n_features_to_select\n", " estimate__penalty\n", + " select__n_features_to_select\n", " \n", " \n", " \n", " \n", " Best model\n", - " 0.01\n", - " 8\n", + " 0.1\n", " l2\n", + " 11\n", " \n", " \n", "\n", "" ], "text/plain": [ - " estimate__C select__n_features_to_select estimate__penalty\n", - "Best model 0.01 8 l2" + " estimate__C estimate__penalty select__n_features_to_select\n", + "Best model 0.1 l2 11" ] }, "metadata": {}, @@ -708,7 +760,7 @@ }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -753,31 +805,31 @@ " \n", " \n", " Score\n", - " 0.79\n", - " 4.24\n", + " 0.78\n", + " 4.01\n", " 0.32\n", - " 14.79\n", - " 0.72\n", + " 13.09\n", + " 0.71\n", " 0.83\n", - " 1.04\n", - " 0.55\n", - " 0.55\n", - " 0.56\n", + " 1.07\n", + " 0.54\n", + " 0.54\n", " 0.55\n", + " 0.54\n", " \n", " \n", " Score Training\n", " 0.80\n", - " 4.40\n", - " 0.30\n", - " 14.64\n", + " 4.18\n", + " 0.28\n", + " 14.89\n", " 0.73\n", " 0.84\n", - " 1.05\n", + " 1.09\n", " 0.57\n", " 0.57\n", " 0.58\n", - " 0.57\n", + " 0.56\n", " \n", " \n", "\n", @@ -785,12 +837,12 @@ ], "text/plain": [ " ACC LR+ LR- DOR F1a F1b FB HSS MCC J \\\n", - "Score 0.79 4.24 0.32 14.79 0.72 0.83 1.04 0.55 0.55 0.56 \n", - "Score Training 0.80 4.40 0.30 14.64 0.73 0.84 1.05 0.57 0.57 0.58 \n", + "Score 0.78 4.01 0.32 13.09 0.71 0.83 1.07 0.54 0.54 0.55 \n", + "Score Training 0.80 4.18 0.28 14.89 0.73 0.84 1.09 0.57 0.57 0.58 \n", "\n", " Deltap \n", - "Score 0.55 \n", - "Score Training 0.57 " + "Score 0.54 \n", + "Score Training 0.56 " ] }, "metadata": {}, @@ -833,31 +885,31 @@ " \n", " \n", " Std\n", - " 0.008\n", - " 0.182\n", - " 0.014\n", - " 0.902\n", + " 0.004\n", + " 0.039\n", " 0.011\n", - " 0.007\n", + " 0.700\n", + " 0.005\n", " 0.003\n", - " 0.018\n", - " 0.016\n", - " 0.018\n", - " 0.015\n", + " 0.005\n", + " 0.008\n", + " 0.008\n", + " 0.009\n", + " 0.007\n", " \n", " \n", " Std Training\n", - " 0.003\n", - " 0.092\n", - " 0.006\n", - " 0.558\n", + " 0.002\n", + " 0.036\n", " 0.004\n", + " 0.318\n", " 0.002\n", - " 0.000\n", - " 0.007\n", - " 0.007\n", - " 0.007\n", - " 0.006\n", + " 0.001\n", + " 0.001\n", + " 0.003\n", + " 0.003\n", + " 0.004\n", + " 0.003\n", " \n", " \n", "\n", @@ -865,12 +917,12 @@ ], "text/plain": [ " ACC LR+ LR- DOR F1a F1b FB HSS MCC \\\n", - "Std 0.008 0.182 0.014 0.902 0.011 0.007 0.003 0.018 0.016 \n", - "Std Training 0.003 0.092 0.006 0.558 0.004 0.002 0.000 0.007 0.007 \n", + "Std 0.004 0.039 0.011 0.700 0.005 0.003 0.005 0.008 0.008 \n", + "Std Training 0.002 0.036 0.004 0.318 0.002 0.001 0.001 0.003 0.003 \n", "\n", " J Deltap \n", - "Std 0.018 0.015 \n", - "Std Training 0.007 0.006 " + "Std 0.009 0.007 \n", + "Std Training 0.004 0.003 " ] }, "metadata": {}, @@ -910,22 +962,22 @@ " \n", " \n", " Coefficients\n", - " 0.32\n", - " 0.41\n", - " 0.3\n", - " -0.25\n", - " -0.15\n", - " 0.13\n", + " 0.52\n", + " 0.28\n", + " -0.05\n", + " 0.28\n", " 0.25\n", - " 0.08\n", + " 0.74\n", + " 0.06\n", + " 0.59\n", " \n", " \n", "\n", "" ], "text/plain": [ - " 1 2 3 4 5 6 7 8\n", - "Coefficients 0.32 0.41 0.3 -0.25 -0.15 0.13 0.25 0.08" + " 1 2 3 4 5 6 7 8\n", + "Coefficients 0.52 0.28 -0.05 0.28 0.25 0.74 0.06 0.59" ] }, "metadata": {}, @@ -958,7 +1010,7 @@ " \n", " \n", " 0\n", - " -0.13\n", + " -0.15\n", " \n", " \n", "\n", @@ -966,7 +1018,7 @@ ], "text/plain": [ " Intercept\n", - "0 -0.13" + "0 -0.15" ] }, "metadata": {}, @@ -999,7 +1051,7 @@ " \n", " \n", " 0\n", - " 13\n", + " 43\n", " \n", " \n", "\n", @@ -1007,7 +1059,7 @@ ], "text/plain": [ " Iterations\n", - "0 13" + "0 43" ] }, "metadata": {}, @@ -1029,7 +1081,7 @@ "ModelAll = dict()\n", "Axes = []\n", "\n", - "Plot = False; Save = False\n", + "Plot = True; Save = True\n", "for i in range(len(Estimators)):\n", " \n", " BPipe,BEstimateParams,OPipe,SelectParams,OEstimateParams = md.Get_Pipelines(Estimators[i],nClasses)\n", @@ -1045,12 +1097,12 @@ "\n", "if Save == True:\n", " np.savez('./Dump/Out/ModelAssess',Score=ScoreAll,Std=StdAll)\n", - " sk.externals.joblib.dump(ModelAll,'./Dump/Out/Model.joblib')\n", + " joblib.dump(ModelAll,'./Dump/Out/Model.joblib')\n", "\n", - "#If saved results are available:\n", + "#If saved results are available, run the following three lines:\n", "#ModelAssess = np.load('./Dump/Out/ModelAssess.npz')\n", "#ScoreAll = ModelAssess['Score']; StdAll = ModelAssess['Std']\n", - "#ModelAll = sk.externals.joblib.load('./Dump/Out/Model.joblib')\n", + "#ModelAll = joblib.load('./Dump/Out/Model.joblib')\n", " \n", "display(pd.DataFrame(data=np.around(ScoreAll[0,11:,:].T,2), columns=['ACC','LR+','LR-','DOR','F1a','F1b','FB','HSS','MCC','J','Deltap'],index=['Score','Score Training']))\n", "display(pd.DataFrame(data=np.around(StdAll[0,11:,:].T,3), columns=['ACC','LR+','LR-','DOR','F1a','F1b','FB','HSS','MCC','J','Deltap'],index=['Std','Std Training']))\n", @@ -1071,22 +1123,24 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "**6. Prediction of target event drivers**\n", - "\n", + "### 6. Prediction of target event drivers\n", + "-----\n", "*Objective*: Apply the model to the target events.
\n", "*Functions*: pl.MusicalClassified().
\n", "*Output*: StormsClassified.csv.
\n", "*Save=True*: ./Dump/Out/StormsClassified.csv, ./Dump/Fig/StormsClassified.pdf.
\n", "*Duration*: Few seconds.\n", "\n", + "-----\n", + "\n", "Finally, the Logistic Regression model can be applied to the target events. The result is a list of class labels (0:C/SIRs, 1: ICMEs) with corresponding probabilities $\\in$ [0,1] for each storm event.
\n", "One figure is produced in this block:\n", - "+ Figure i: Overview of classified geomagnetic storm events (Figure 3a)." + "+ Figure i: Overview of classified geomagnetic storm events (Figure 4a)." ] }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 8, "metadata": {}, "outputs": [ { @@ -1117,13 +1171,13 @@ " \n", " \n", " CIRs\n", - " 65.2\n", - " 0.65\n", + " 64.07\n", + " 0.74\n", " \n", " \n", " CMEs\n", - " 34.8\n", - " 0.62\n", + " 35.93\n", + " 0.72\n", " \n", " \n", "\n", @@ -1131,8 +1185,8 @@ ], "text/plain": [ " Occurrence [%] Median class propability\n", - "CIRs 65.2 0.65\n", - "CMEs 34.8 0.62" + "CIRs 64.07 0.74\n", + "CMEs 35.93 0.72" ] }, "metadata": {}, @@ -1140,7 +1194,7 @@ }, { "data": { - "image/png": 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