diff --git a/.gitlab-ci.yml b/.gitlab-ci.yml index 71d5cf710c662e4fbff9f5727726c7faf1102cd1..65a50cc66a715c1c3918789ca06d5e74347585fb 100644 --- a/.gitlab-ci.yml +++ b/.gitlab-ci.yml @@ -39,11 +39,12 @@ build:examples: script: - python setup.py install - cd examples - - pip install jupyter + - pip install -r requirements.txt - jupyter-nbconvert --ExecutePreprocessor.timeout=300 --execute --to html *.ipynb artifacts: paths: - - examples/ + - examples/*.html + - examples/*.ipynb expire_in: 1 mos deploy:examples: diff --git a/Classification.ipynb b/Classification.ipynb deleted file mode 100644 index d4c2545e0b25985b0f04937c406fd42a11c9d758..0000000000000000000000000000000000000000 --- a/Classification.ipynb +++ /dev/null @@ -1,389 +0,0 @@ -{ - "cells": [ - { - "cell_type": "code", - "execution_count": 1, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "Using TensorFlow backend.\n" - ] - } - ], - "source": [ - "from nnfwtbn import Variable, Process, Cut, \\\n", - " HepNet, ClassicalCV, EstimatorNormalizer, \\\n", - " HistogramFactory, confusion_matrix, atlasify" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [], - "source": [ - "import pandas as pd\n", - "import matplotlib.pyplot as plt\n", - "import seaborn as sns\n", - "from keras.models import Sequential\n", - "from keras.layers import Dense, Dropout\n", - "from keras.optimizers import SGD\n", - "\n", - "# df = pd.read_hdf(\"test.h5\")\n", - "df = pd.read_hdf(\"demo/mva.h5\")\n", - "\n", - "df = df[df.n_jets >= 2] # Only two jets\n", - "df = df[df.fpid > 0] # Signal only" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [], - "source": [ - "p_vbf = Process(r\"VBF\", range=(600, 699))\n", - "p_ggf = Process(r\"$gg$F\", range=(700, 799))\n", - "p_signal = Process(r\"Signal\", range=(1, 1000))" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [], - "source": [ - "hist_factory = HistogramFactory(df, stacks=[[p_vbf, p_ggf]], \n", - " weight=\"weight\", color=[sns.color_palette()])" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Cut-based" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "(<Figure size 432x288 with 1 Axes>,\n", - " <matplotlib.axes._subplots.AxesSubplot at 0x7fcba6dbbe80>)" - ] - }, - "execution_count": 5, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "<Figure size 432x288 with 1 Axes>" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "<Figure size 432x288 with 1 Axes>" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "hist_factory(Variable(\"$\\Delta \\eta^{jj}$\",\n", - " lambda d: (d.jet_0_p4__Eta - d.jet_1_p4__Eta).abs()),\n", - " bins=20, range=(0, 8))\n", - "hist_factory(Variable(\"$m^{jj}$\", \"dijet_p4__M\"),\n", - " bins=20, range=(0, 1500))" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": {}, - "outputs": [], - "source": [ - "c_vbf = Cut(lambda d: d.dijet_p4__M > 400) & \\\n", - " Cut(lambda d: d.jet_1_p4__Pt >= 30) & \\\n", - " Cut(lambda d: d.is_dijet_centrality == 1) & \\\n", - " Cut(lambda d: d.jet_0_p4__Eta * d.jet_1_p4__Eta < 0) & \\\n", - " Cut(lambda d: (d.jet_0_p4__Eta - d.jet_1_p4__Eta).abs() > 3)\n", - "\n", - "c_boost = (~c_vbf) & Cut(lambda d: d.ditau_higgspt >= 100)" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "<Figure size 432x288 with 2 Axes>" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "pc_vbf = Process(\"VBF\", c_vbf)\n", - "pc_boost = Process(\"Boosted\", c_boost)\n", - "\n", - "confusion_matrix(df,\n", - " [pc_vbf, pc_boost],\n", - " [p_vbf, p_ggf],\n", - " x_label=\"Region\", y_label=\"Signal\", annot=True, weight=\"weight\")\n", - "None" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Neural Network" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": {}, - "outputs": [], - "source": [ - "df['dijet_deta'] = (df.jet_0_p4__Eta - df.jet_1_p4__Eta).abs()\n", - "df['dijet_prod_eta'] = (df.jet_0_p4__Eta * df.jet_1_p4__Eta)\n", - "input_var = ['dijet_prod_eta', 'dijet_p4__M', 'dijet_deta', 'ditau_higgspt', 'jet_1_p4__Pt', 'jet_0_p4__Eta', 'jet_1_p4__Eta', 'tau_0_p4__Eta']\n", - "\n", - "output_var = ['is_ggf', 'is_vbf']" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": {}, - "outputs": [], - "source": [ - "df[\"is_ggf\"] = p_ggf.selection.idx_array(df)\n", - "df[\"is_vbf\"] = p_vbf.selection.idx_array(df)" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "<Figure size 1500.62x1440 with 72 Axes>" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "sns.pairplot(df.sample(n=1000), vars=input_var, hue=\"is_ggf\")\n", - "None" - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "metadata": {}, - "outputs": [], - "source": [ - "def model():\n", - " m = Sequential()\n", - " m.add(Dense(units=50, activation='relu', input_dim=len(input_var)))\n", - " m.add(Dense(units=50, activation='relu'))\n", - " m.add(Dense(units=2, activation='softmax'))\n", - " \n", - " m.compile(loss='categorical_crossentropy',\n", - " optimizer=SGD(lr=0.1),\n", - " metrics=['categorical_accuracy'])\n", - "\n", - " return m\n", - "\n", - "cv = ClassicalCV(5, frac_var='mva_random_number')\n", - "\n", - "net = HepNet(model, cv, EstimatorNormalizer, input_var, output_var)" - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "metadata": {}, - "outputs": [], - "source": [ - "ggf_wf = len(p_ggf.selection(df).weight) / p_ggf.selection(df).weight.sum()\n", - "vbf_wf = len(p_vbf.selection(df).weight) / p_vbf.selection(df).weight.sum()" - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "metadata": {}, - "outputs": [], - "source": [ - "net.fit(df, epochs=50, verbose=0, batch_size=2048,\n", - " weight=Variable(\"weight\", lambda d: d.weight * (d.is_ggf * ggf_wf + d.is_vbf * vbf_wf)))" - ] - }, - { - "cell_type": "code", - "execution_count": 14, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "<Figure size 432x288 with 1 Axes>" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "sns.lineplot(x='epoch', y='loss', data=net.history, label=\"Training\")\n", - "sns.lineplot(x='epoch', y='val_loss', data=net.history, label=\"Validation\")\n", - "plt.ylabel(\"loss\")\n", - "atlasify(\"Work in progress\")\n", - "None" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Accuracy" - ] - }, - { - "cell_type": "code", - "execution_count": 15, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "<Figure size 432x288 with 1 Axes>" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "sns.lineplot(x='epoch', y='categorical_accuracy', data=net.history, label=\"Training\")\n", - "sns.lineplot(x='epoch', y='val_categorical_accuracy', data=net.history, label=\"Validation\")\n", - "plt.ylabel(\"Accuracy\")\n", - "atlasify(\"work in progress\")\n", - "None" - ] - }, - { - "cell_type": "code", - "execution_count": 16, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "<Figure size 432x288 with 1 Axes>" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "sns.lineplot(x='epoch', y='val_categorical_accuracy', data=net.history, hue=\"fold\")\n", - "atlasify(\"work in progress\", enlarge=1.6)\n", - "None" - ] - }, - { - "cell_type": "code", - "execution_count": 17, - "metadata": {}, - "outputs": [], - "source": [ - "import warnings\n", - "warnings.filterwarnings(\"error\")\n", - "out = net.predict(df, cv='test')\n", - "out['pred_ggf'] = out.pred_is_ggf >= 0.5" - ] - }, - { - "cell_type": "code", - "execution_count": 18, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "<Figure size 432x288 with 2 Axes>" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "pc_vbf = Process(\"VBF\", lambda d: d.pred_is_ggf < 0.5)\n", - "pc_boost = Process(\"Boosted\", lambda d: 0.5 <= d.pred_is_ggf) \n", - "\n", - "confusion_matrix(out,\n", - " [pc_vbf, pc_boost],\n", - " [p_vbf, p_ggf],\n", - " x_label=\"Region\", y_label=\"Signal\", annot=True, weight=\"weight\")\n", - "None" - ] - } - ], - "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": "3.5.2" - } - }, - "nbformat": 4, - "nbformat_minor": 2 -} diff --git a/ConfusionMatrix.ipynb b/ConfusionMatrix.ipynb deleted file mode 100644 index 52b71b0745a7785bbc7cd241e643786b83980165..0000000000000000000000000000000000000000 --- a/ConfusionMatrix.ipynb +++ /dev/null @@ -1,195 +0,0 @@ -{ - "cells": [ - { - "cell_type": "code", - "execution_count": 1, - "metadata": {}, - "outputs": [], - "source": [ - "from nnfwtbn import Variable, Process, Cut, confusion_matrix, HistogramFactory" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [], - "source": [ - "import pandas as pd\n", - "import seaborn as sns\n", - "# df = pd.read_hdf(\"test.h5\")\n", - "df = pd.read_hdf(\"demo/mva.h5\", \"NOMINAL\")" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [], - "source": [ - "p_sig = Process(r\"Signal\", lambda d: d.fpid > 0)\n", - "p_vbfh = Process(r\"VBFH\", range=(600, 699))\n", - "\n", - "p_ggh_mid = Process(r\"$ggH$, $p_\\mathrm{T}^H \\in [60, 120]$\", lambda d: (d.fpid == 706) | (d.fpid == 710))\n", - "p_ggh_high = Process(r\"$ggH$, $p_\\mathrm{T}^H \\in [120, \\infty]$\", lambda d: (d.fpid == 707) | (d.fpid == 708) | (d.fpid == 711) | (d.fpid == 712))\n", - "\n", - "p_other = Process(r\"Other\", ((~p_vbfh.selection) & (~p_ggh_mid.selection) & (~p_ggh_high.selection)).func)" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [], - "source": [ - "c_vbf = Cut(lambda d: d.dijet_p4__M > 400) & \\\n", - " Cut(lambda d: d.jet_1_p4__Pt >= 30) & \\\n", - " Cut(lambda d: d.is_dijet_centrality == 1) & \\\n", - " Cut(lambda d: d.jet_0_p4__Eta * df.jet_1_p4__Eta < 0) & \\\n", - " Cut(lambda d: (d.jet_0_p4__Eta - df.jet_1_p4__Eta).abs() > 3)\n", - "c_vbf.label = \"VBF\"\n", - "\n", - "c_boost = (~c_vbf) & Cut(lambda d: d.ditau_higgspt >= 100)\n", - "c_boost_high = c_boost & \\\n", - " Cut(lambda d: d.ditau_higgspt >= 120) & \\\n", - " Cut(lambda d: d.ditau_dr <= 1.5)\n", - "c_boost_high.label = \"Boost high\"\n", - "c_boost_low = c_boost & (~c_boost_high)\n", - "c_boost_low.label = \"Boost low\"\n", - "c_other = Cut((~c_boost_low) & (~c_boost_high) & (~c_vbf), label=\"Dropped\")" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Normalized columns" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/home/esel/repositories/nnfwtbn/nnfwtbn/cut.py:89: UserWarning: Boolean Series key will be reindexed to match DataFrame index.\n", - " return dataframe[self.idx_array(dataframe)]\n" - ] - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "<Figure size 432x288 with 2 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "confusion_matrix(p_sig.selection(df),\n", - " [p_vbfh, p_ggh_mid, p_ggh_high, p_other],\n", - " [c_vbf, c_boost_low, c_boost_high, c_other],\n", - " y_label=\"Region\", x_label=\"Truth Signal\", annot=True, weight=\"weight\")\n", - "None" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Normalized rows" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "<Figure size 432x288 with 2 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "confusion_matrix(p_sig(df),\n", - " [p_vbfh, p_ggh_mid, p_ggh_high, p_other ],\n", - " [c_vbf, c_boost_low, c_boost_high, c_other],\n", - " normalize_rows=True,\n", - " y_label=\"Region\", x_label=\"Truth Signal\", annot=True, weight=\"weight\")\n", - "None" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": {}, - "outputs": [], - "source": [ - "# hist_factory = HistogramFactory(df, bins=20, stacks=[[p_ggh_high, p_ggh_mid, p_vbfh]], range=(50, 450),\n", - "# weight=\"weight\", color=[sns.color_palette(\"Blues\")[:2] + sns.color_palette()[1:]])\n", - "# v_higgs_pt = Variable(r\"$p_{\\mathrm{T}}^{H}$\", \"ditau_higgspt\", unit=\"GeV\")\n", - "# \n", - "# hist_factory(v_higgs_pt, selection=c_vbf)\n", - "# hist_factory(v_higgs_pt, selection=c_boost_low, range=(100, 200), bins=20)\n", - "# hist_factory(v_higgs_pt, selection=c_boost_high, range=(100, 500))" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 3", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.7.5" - } - }, - "nbformat": 4, - "nbformat_minor": 2 -} diff --git a/HistogramFactory.ipynb b/HistogramFactory.ipynb deleted file mode 100644 index cbc584402189498a08508cc61b3b7d75066d3161..0000000000000000000000000000000000000000 --- a/HistogramFactory.ipynb +++ /dev/null @@ -1,199 +0,0 @@ -{ - "cells": [ - { - "cell_type": "code", - "execution_count": 1, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "Using TensorFlow backend.\n" - ] - } - ], - "source": [ - "from nnfwtbn import Variable, Process, Cut, hist, HistogramFactory" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [], - "source": [ - "import pandas as pd\n", - "import seaborn as sns\n", - "#df = pd.read_hdf(\"test.h5\")\n", - "df = pd.read_hdf(\"demo/mva.h5\")" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [], - "source": [ - "p_top = Process(\"Top\", range=(-499, -400))\n", - "p_ztt = Process(r\"$Z\\rightarrow\\tau\\tau$\", range=(-699, -600))\n", - "p_zll = Process(r\"$Z\\rightarrow\\ell\\ell$\", range=(-599, -500))\n", - "p_fake = Process(r\"Fake\", range=(-199, -100))\n", - "\n", - "p_sig = Process(r\"Signal\", range=(1, 1000))\n", - "\n", - "p_data = Process(r\"Data\", range=(0, 0))\n", - "p_asimov = Process(r\"Asimov\", selection=lambda d: d.fpid != 0)" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [], - "source": [ - "c_vbf = Cut(lambda d: d.dijet_p4__M > 400) & \\\n", - " Cut(lambda d: d.jet_1_p4__Pt >= 30) & \\\n", - " Cut(lambda d: d.is_dijet_centrality == 1) & \\\n", - " Cut(lambda d: d.jet_0_p4__Eta * df.jet_1_p4__Eta < 0) & \\\n", - " Cut(lambda d: (d.jet_0_p4__Eta - df.jet_1_p4__Eta).abs() > 3)" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": {}, - "outputs": [], - "source": [ - "hist_factory = HistogramFactory(df, bins=20, stacks=[[p_fake, p_top, p_zll, p_ztt, p_sig], [p_asimov]], range=(0, 200), selection=c_vbf,\n", - " weight=\"weight\", color=[sns.color_palette(\"Blues\")[:4] + sns.color_palette()[1:], ['black']],\n", - " histtype=[['stepfilled']*4 + ['step'], 'points'])\n", - "None" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "(<Figure size 432x288 with 1 Axes>,\n", - " <matplotlib.axes._subplots.AxesSubplot at 0x7f975b0e5630>)" - ] - }, - "execution_count": 6, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "<Figure size 432x288 with 1 Axes>" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "v_mmc = Variable(r\"$m_\\mathrm{MMC}$\", \"ditau_mmc_mlm_m\", \"GeV\")\n", - "hist_factory(v_mmc)" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "(<Figure size 432x288 with 1 Axes>,\n", - " <matplotlib.axes._subplots.AxesSubplot at 0x7f971cd4cd68>)" - ] - }, - "execution_count": 7, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "<Figure size 432x288 with 1 Axes>" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "v_tau_0_pT = Variable(r\"$p_\\mathrm{T}{\\tau_1}$\", \"tau_0_p4__Pt\", \"GeV\")\n", - "hist_factory(v_tau_0_pT, bins=12, range=(0, 120))" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "(<Figure size 432x288 with 1 Axes>,\n", - " <matplotlib.axes._subplots.AxesSubplot at 0x7f9740c90240>)" - ] - }, - "execution_count": 8, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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YMIDOnTtTu3ZtLly4wPz581m3bp0tzzFjxrjwzkD79u1JSEhgxowZdOzYEbB0M65duzYzZsygdu3a1KtXD4DatWtz6NAhh/SHDx+md++/pjpz1qV56tSpfPfddwwdOpSFCxdSqlS+ljZwi325ateuzZEjR0hPT7dVJIcPH6Zx48ZUq1YNb29vjh49SuPGjQGcDjq1zy8oKIiIiAhWrlzp9Nzh4eEsXryYlJQU3n77bQYOHMiRI0eoWLEi06dPZ/r06Wzfvp1u3boRHh7OrbfeWpCXrlT+5XarAmy0/rvZ+m8FYFt+bn8KY3OnTeSrr76yPeIpX768nD59OkuclJQU8fHxscWzby8REenfv7/t2J133un0POvXr3fp0dSJEyekT58+uTbSf/jhh7Y47dq1ExGRI0eO5Jq/j4+PrSHbVe3bt5fq1avL//73P1vY+PHjpXr16jJ06FBb2JkzZ8TPz0/mzZsnKSkpsnDhQvHz87M14ts3omfICLt27ZrcdtttMnTo0GwbjzM/zho2bJjt2IEDBwSQlJQUp2nJ1LCeXb4ilg4F9erVk3//+9+SnJwsq1atEl9fX9m5c6eIiAwcOFCGDBkiV65ckZ07d0pQUFCWx1n257p48aLcdNNNMnfuXFv7xsaNGyU2NlauXbsmn3zyiVy4cEFELJ/rTTfdJCIiS5culb1790p6erocPnxYatasKT/99JPTa1AqP8hnm4grc2d9Zoz5APA3xowFfgCy9o8sZpKTk3nqqads++PGjaNatWpZ4nl7e1O3bl3bfuZHWvaPs7J7lGU/PiQ7NWrUYNu2bSxfvhyw3DFk17WvUaNGttfbt29HRKhatSqfffYZDzzwAK1bt6Z27dqULl2a8uXLExISwrhx49i2bZtLA/vsRUREcPr0aYfxKZ07d+b06dMOXXurVq3KsmXLmD59OlWrVuXVV19l2bJlBATkPqNC6dKl+eqrrzh16hRjxowp8u6/mcuydOlSvv32WwICAhg3bhxz586ladOmALz99tskJCRQs2ZNRowYwZAhQyhTpky2+VWsWJEVK1awcOFCateuTc2aNZk4cSLXrl0D4OOPP6Zu3bpUqlSJ999/3zZYdO/evXTv3h1fX1/at2/PuHHj6Nq1a+G/AUrlkUuLUhljegA9AQN8LyLO7809SBelUp4wceJETp48yUcffeTpoigPO3v2rO1x48mTJylVqpTth+nGjRspXbq0J4uXrfwuSuXSVPDWSuO6qziUKmq7du0iOTmZsLAwYmJimDlzJh9++KGni6WcWLkzX1NCZdEjJOe76qpVq9raSKdOnYqvr2+WaYdKomwfZxlj7jPGPGW3f9Q6j9UlY8yD2aVTqiS7dOkSd999NxUqVGDQoEE88cQT9OvXz9PFUte5V199lebNm9O8eXPeessy/d++ffsIDQ1l8ODBhISEMHDgQKe9K693Od2JPIjjKoLxIhJojCkLfA+87zyZZyQkJNhmqLRfhF6pghQeHs6+ffs8XQxVjGzYsIF58+YRExNDamoqbdu2JTIyknLlyhEbG8vMmTNp164dI0eO5IMPPuCxxx4r9DItXbqUpUtts0v55SevnBrWjYictdv/HEBEkoDcl/gqYu6OE1FKqcK0bt067rnnHsqVK0fFihXp37+/bSmJevXq0a5dOwCGDx9u64pf2ApynEhOlYi//Y6IvARgjPEin4uYKKWUyjp2ypXlIa43OVUiK4wxLzoJ/xewopDKo5RSJUrnzp35+uuvuXr1KpcvX2bx4sV07mxZAfzAgQPExMQAlqUb7LvSFxc5VSJPAQ2MMfuMMV9at31AQ6DkdzlQSqkC0LZtW4YMGUJ4eDjt2rXj//7v/2yLyYWEhPD6668TEhJCYmJinpfyvh7kOk7EutJgxnrnsSKyv9BL5QYdJ6LyKiEhgR49ehAbG8tvv/1G8+bNPV0kdQPZt28fAwYMyLKcblEr9HEiIhIHxLl7AqWuV+XLl+ebb75xmLlAKZU3rkx7UixkdPGNioqy77rmtmnTpmGMcXlTRWf37t20bNmSihUr8uabb1K3bl1++OGHPOfj4+PjdKobpYpCw4YNPXYXsnTpUtv3JYXYxbdYKcguvqmpqfz55595moTMXW+//TZt2rShTJkyjB49Osvx4cOHU6tWLSpVqkTjxo2zjI729fW1bV5eXpQrV862nzEPU3Z69+7N888/nyV88eLF1KxZ06XlXXMrH8DChQsJCQmhQoUKNGjQwNa9MbPc3osMr776Kl27duXSpUs88sgjuZZRKeWoyKaCN5af2G2BOtagY1hm9S2Udc6vF999912WKeELS+3atXnuuef4/vvvnY5WfeaZZ5g5cyZlypRh165dREZG0qpVK9uaJJcvX7bFrVu3Lh9++CHdu3d36dyjRo1i0qRJ/POf/3S4m/r4448ZNmyYw5T32cmtfCtXrmTixIl8+umntG3blhMnTrj9XmQ4dOgQgwcPdukaT5486TTuwoULHdYkUUq5J6dpT3oCe4GpQB/r9k9gr/VYifXVV19xzz33OITFxcVx++23ExAQQKVKlejRo0eBnOvuu++mf//+TtchAQgNDbXNEpvx6Gz//rz1bTh+/Dj33HMP1apVo169erz55psA9O/fn7NnzzrcGZw/f55ly5YxcuRIl/LOrXxTpkzh+eefp127dnh5eVGnTh3q1KnjNK/c3guAbt26sWrVKsaPH4+vry979uwBICYmhmbNmlG5cmXuvfdekpKSAMviVatXr86yaQWiVMHI6XHW/4DuInKbiNxv3XoDPazHcmSMmWWMOW2M2W4XNtUYc8wYs9W69bE79oy1O/FuY0wvu/De1rB9xpisKznl0+HDh/n3v//N6dOnAUvbire3d5aFoEaOHEmfPn04deoUp0+fZurUqU7z69u3r8MqdvZb37593SrjuHHjKF++PE2bNqVWrVr06dMn90RW6enp3HHHHdx8880cO3aMH3/8kf/+9798//33lCtXjoEDBzJ37lxb/M8++4ymTZty880357t8aWlp/P7778THx9OwYUMCAwMZP358vuYH+umnn+jcuTNvv/02ly9fti0ONW/ePL7//nv279/Pnj17ePFFZ0OcsurTpw8rVqxg7NixzJkzx+1yKXWjyqkS8QaOOgk/hmWJ3NzMwXHurQxviEhL67YcwBjTDBiMpStxb+BdY0wpY0wp4B3gNqAZMMQat8BcvHiRLVu2sHDhQgA+//xzBg4cmCXe/v37SUtLIy0tjbJly9pW+sts2bJlXLhwwem2bNkyt8r47rvvcunSJX7++WfuvvvuHNevyCwmJob4+Hief/55SpcuTf369Rk7dqztekeNGsUXX3xh++U+d+5cRo0aVSDlO3XqFCkpKXzxxRf8/PPPbN26lS1btrj8BZ8X48ePJygoiCpVqjBp0iQWLFjgUrrly5dz/Phxfv311xzbYZRSzuVUicwCYowxE40xQ63bRGADMDO3jEVkLeDaQuHQD1goItdE5ACwD0tbTFtgn4jEiUgysNAat8A0b96cqKgoPv74YwBWrVpFt27dssSbN28eixcvpnbt2tx3330ur4FeUEqVKkWnTp04evQo7733nsvpDh06xPHjxx3uiF566SVOnToFQKdOnQgICGDRokXs37+fjRs3MnTo0AIpX7lylinWHn74YWrVqkVAQAATJkywLbxVkOzXNQ8ODub48eMFfg6lVFbZtpyKyL+NMYuwfGm3twYfA4aJSGw+zjneGDMS+B14QkTOY2m4/80uzlH+asw/kin8b84yjY+Pp02brONl7LqxZatbt24cP36c77//nuDgYNva2pnjdOvWjdOnT9OnTx/mzJnDhAkTssS77bbbsu191LlzZ7799tscy5Kb1NTUPLWJBAUFUa9ePfbu3ZttnJEjRzJ37lx2795Nr169qFGjRoGUr3LlygQGBjo02hdWd2j7tc4PHz5M7dq1C+U8SuXm3nvvdVjx9OTJkyQnJ7v1w/PKlStMnDiR4cOH065duyz7eWHXGyuzfM2FmGP3GxHZCezMzwkyeQ94Acua3y8A04ExBZFxtWrVcHfEupeXF0OHDmXUqFGsWrUqy/GvvvqKsLAwGjZsyKVLlzh//jwtW7Z0mldeK4nU1FRSU1Ntj8qSkpLw9vbG29ub06dP89NPP9G3b1/KlSvHDz/8wIIFC1x+VAOWKRcqVqzIK6+8wiOPPELp0qXZuXMnV69eJTw8HLBUIi+++CLbtm3jjTfecEif8YjHWXuBK+W79957eeutt+jduzc+Pj688cYb2bYN5fRe5Oadd96hb9++lC9fnmnTpjFo0CAX3yFVUr26qmAn1/hH1wYuxZs9e7bt9YEDB+jcuXN2X965ev/990lKSmLdunW0a9cuy35eZPeD2hiTr9W73BonYoxx6+e0iJwSkTQRSceyTntb66FjQJBd1EBrWHbhBW7EiBEEBQUREhKS5di6deuIiIigYsWK9OnTh6efftrpIy93vPjii5QrV46XX36ZTz75hHLlytnaDIwxvPfeewQGBlK5cmWefPJJ/vvf/3LnnXe6nH+pUqVYtmwZW7dupV69egQEBHD//feTkPBX1/C6devSoUMHrly5kiXvI0eOZNv+40r5Jk+eTHh4OI0bNyYkJIRWrVoxadIkwHLX9tJLL7n0XuRm6NCh9OzZk/r169OgQQOee+45l98jpQrDmTNn6N27N5MnT871/+y2bduIi8s6Mch3331HkyZNbD9aM+9fD7KdO8sY0zq7NMAyEamVa+bG1LXGbW7dryUiJ6yvHwf+JiKDjTGhwHwslUpt4EegkfVce4BbsVQeMcBQEdmR+VwFMXfWnj17bL19FCQnJ3PzzTezbds2fHxc6Uuh1PXDU3ciAImJidx66610796dF154Idf4Gzdu5P7772fRokXUr18fgKSkJPr06UONGjWYO3cuaWlpDvsF9X+yMOfOigHWYPkiz8zfSVjmgi0AIoEAY8xRYAoQaYxpieVx1kHgAQAR2WGM+QyIBVKBh0QkzZrPeCwrKZYCZjmrQAqKViCOMh59KaVcl5aWxuDBg2natKnTCuSTTz7h5ZdfzhJ+4sQJBg8ezMaNGwHYu3cvaWlpNG3aFB8fH3bt2uWwf73IqRLZCTwgIllaZI0xR5zEdyAiQ5wEZ9urS0SmAdOchC8HCr47j1JKFYJx48aRkpLCjBkznB4fPnw4w4cPdwg7fPgwd955p0ObZHx8PHv27GHx4sVO968XOVUiU8m+zeThgi+KUkoVb//85z/ZtGkTq1evdqlDSIbdu3fz7rvv0qFDB1tYxkwT6enpnD9/Pst+5cqVC+MS8izbhnUR+UJEdmdzbFHhFUkppYqfgwcPMnXqVM6ePUunTp1o2bIlLVu2dKmnYI8ePRwqkNTUVDZv3szJkyd58MEHKVWqVJb960Wui1IVF40aNZKuXbsClhkq8zuTr1JKlVRLly61LZkxY8aMfSLSyN28SkwloisbKqVU3uW3d1ZOs/jqkN9iZs6cOXTq1KnA8503bx49e5boiZuVUm7KabDhh8aY34wxLxtjIo0xrrcSFSPr1q2jQ4cO+Pn5UaVKFTp27EhMTIyni+UxBw8exBjjsCDVsGHDWLFihQdLpZS6XuU0d1YfY0xZLGM97gJeM8YcBr4DvhORw0VTxMJz8eJF+vbty3vvvcfAgQNJTk7m559/ztMsuUopdSPLcdoTEUkSke9E5FHrM7MnsFQ8bxtjNhZJCQtRxoJGQ4YMoVSpUpQrV46ePXvSokULwLIWx4svvkhwcDDVq1dn5MiRtulCMn6xz549m6CgICpXrsz7779PTEwMLVq0wN/fn/Hjxzucb9asWYSEhFC5cmV69erFoUOHnJYrKSmJ4cOHU7VqVfz9/QkPD7fNupuQkMB9991HrVq1qFOnDs899xxpaWlO89m1axc9evSgSpUqNGnShM8++8x27OrVqzzxxBMEBwfj5+dHp06duHr1Kl26dAHA398fX19ffv311yyPydavX094eDh+fn6Eh4ezfv1627HIyEgmT55Mx44dqVixIj179uTMmXxNzaOUup7lZR3xTGuKl3Y3bWFst9xyi+QsWdstAAAgAElEQVRVQkKCVKlSRUaOHCnLly+Xc+fOORyfOXOmNGjQQPbv3y+XLl2Su+66S4YPHy4iIgcOHBBAHnjgAbl69ap8//33UqZMGenXr5+cOnVKjh49KtWqVZPVq1eLiMiiRYukQYMGEhsbKykpKfLCCy9I+/btnZbr/fffl759+8qVK1ckNTVVfv/9d0lISBARkf79+0tUVJRcvnxZTp06JeHh4fL++++LiMjs2bOlY8eOIiJy+fJlCQwMlFmzZklKSops3rxZqlatKjt27BARkXHjxklERIQcPXpUUlNT5ZdffpGkpCTbdaWkpNjKY5/v2bNnxd/fX+bOnSspKSkyf/588ff3lzNnzoiISEREhNSvX192794tiYmJEhERIRMnTszzZ6OUKhrA75KP716Pf/kX1NawYUMZO3asjB07VpYsWeLyGxgbGyujRo2SOnXqSKlSpeSOO+6QkydPiohIt27d5J133rHF3bVrl3h7e0tKSorty/bo0aO241WqVJGFCxfa9u+++2554403RESkd+/e8uGHH9qOpaWlSbly5eTgwYNZyjRz5kxp3769/PHHHw7hJ0+elNKlS0tiYqItbP78+RIZGSkijl/2CxculE6dOjmkj4qKkqlTp0paWpqULVtWtm7dmuXcuVUic+fOlfDwcIc07dq1k9mzZ4uIpRJ54YUXbMfeeecd6dWrV5bzKKU8Z8mSJbbvS2Cv5OO7t8Q0lvv5+bk13XJISIhtmvNdu3YxfPhwHnvsMRYsWMDx48cJDg62xQ0ODiY1NdX2aAlwWHujXLlyWfYvX74MWBaHevTRR3niiSdsx0WEY8eOOZwDLDMKHzlyhMGDB3PhwgWGDx/OtGnTOHToECkpKdSq9dfcl+np6Q4LMmU4dOgQGzZswN//r2nOUlNTGTFiBGfOnCEpKYkGDVyfUC5D5vcELO/LsWN/Ta5sv355+fLlbe+BUur6YD+WbsaMGQm5RM9RnioRY0xlIEhEtuXnpNerpk2bMnr0aD744AMAateu7dBucfjwYby9valRowZHjzpbOTh7QUFBTJo0iWHDhuUa18fHhylTpjBlyhQOHjxInz59aNKkCX369KFMmTKcOXMm1ykVgoKCiIiIYOXKlVmOpaenU7ZsWfbv359lLfXcFo3K/J6A5X3p3dvZSshK3XgKclGq4iDXSsQYsxq40xp3E3DaGPOLiGRd1q+Y2bVrF9988w2DBg0iMDCQI0eOsGDBAttiL0OGDOGVV17htttuo1q1ajz77LMMGjQoT3PiZHjwwQeZPHkyLVu2JDQ0lISEBFasWMHf//73LHFXrVpFQEAAzZo1o1KlSvj4+ODl5UWtWrXo2bMnTzzxBC+88AK+vr4cOHCAo0ePEhER4ZBH3759efrpp/n4448ZPHgwAFu3bsXX15eQkBDGjBnDhAkT+Pjjj6lRowYbN26kdevWVKtWDS8vL+Li4pzOatynTx8efvhh5s+fz8CBA/nyyy+JjY3NdqEppTxlwOzNBZrfF/dmtzqGo4JclKo4cGVRKj8RuQjcDcwVkb8B3Qu3WEWjYsWKbNiwgb/97W9UqFCBdu3a0bx5c6ZPnw7AmDFjGDFiBF26dKFevXqULVuWt956y61z3XXXXUycOJHBgwdTqVIlmjdvnu0qiCdPnmTAgAFUqlSJkJAQIiIiGDFiBABz584lOTmZZs2aUblyZQYMGMCJEyecXtuKFStYuHAhtWvXpmbNmkycOJFr164B8NprrxEWFkZ4eDhVqlRh4sSJpKenU758eSZNmkTHjh3x9/fnt99+c8i3atWqLFu2jOnTp1O1alVeffVVli1bRkBAvlbYVKrEye+iVBcvXqRVq1aEhoZSvnx5WrZsSbt27bINT09PL8zLyVau054YY/4EegIfAZNEJMYYs01EWhRFAV2l054opex56k4ECmZRKvtj06ZNyzIFfHbheVWYi1Jl+CeWRaHWWSuQ+kCWNUaUUkoV3KJUGbZv305oaGiW+NmFFzVXKpET9ncdIhJnjHm9EMvkloSEBNsi9DqLr1LKUwpqUaoMsbGxtG6d9S4ou3BX2M/iC/i5lYmVK5XIW0DmkjoL8yh3u/gqpVRBKchFqTIcP36cPn36uBzuiiLp4muMaQ90AKoZY+x7YlXCst65Ukopq4xFqerWreswTVCTJk349NNPc0zbo0ePbI/16tWL++67jzlz5jj0wswuvKhl27BujInAMvnig8D7docuAUvFydrrnqQN60oplXeF1rAuImuANcaYOSLifKbAnAs2C+gLnBaR5taw/wB3AMnAfuBeEblgjKkL7AQyluP9TUQetKa5BZgDlAOWA49Kbl3KlFJKFQlXxomUMcZEG2NWGGN+ythcSDcHyDyMeSXQ3NpQvwd4xu7YfhFpad0etAt/DxgLNLJuOjRaKaWuE660/HyO5XHWh4DzOcedEJG11jsM+zD7lY1+AwbklIcxphZQSUR+s+7PBfoDzkfpKaWUKlKuVCKpIvJeIZx7DGDf2lTPGLMFuAg8JyI/A3UA+0mqjlrDlFJKXQdcqUSWGmPGAV8D1zICRcTt2cSMMZOAVGCeNegEcJOInLW2gSwyxuRpFE18fDxt2mRtG4qKirKNH1FKqRtVdHR0dsMg8jVnkSvTnhxwEiwiUt9JeOa0dYFlGQ3r1rDRwAPArSKSmE261cCTwDFglYg0tYYPASJF5IHMabR3llJK5V1+e2fl2rAuIvWcbLlWIM4YY3oD/wDutK9AjDHVjDGlrK/rY2lAjxORE8BFY0w7Y5mjfCSQv4lilFKqEE2bNo3Q0FBatGhBy5Yt2bBhA/fffz+xsbEFfi5fX98CzzOvXJkKvjwwAcvjpihjTCOgiYgsyyXdAizjTAKMMUeBKVh6Y5UBVlrXrcjoytsF+JcxJgVIBx60e1w2jr+6+H6LNqorpVzxRhgkHC64/Pxugsf/zDHKr7/+yrJly9i8ebNt7Z/k5GQ+/PDDgivHdcaVNpHZWNYRyRiPfwxLj60cKxERGeIkeGY2cb8Evszm2O9Ac2fHlFIqWwmHYWq+ZvRwNDX3KaZOnDhBQEAAZcqUAbAtkRAZGclrr71GmzZtmDlzJq+88gr+/v7cfPPNlClThrfffpvRo0dTqVIlfv/9d06ePMmrr77KgAEDuHz5Mv369eP8+fOkpKTw4osv0q9fv4K7rnxyZZxIAxF5FUgBsD6Gynn5O6WUugH17NmTI0eO0LhxY8aNG8eaNWscjh8/fpwXXniB3377jV9++YVdu3Y5HD9x4gTr1q1j2bJlPP300wCULVuWr7/+ms2bN7Nq1SqeeOIJrqfx1q5UIsnGmHKAABhjGmDXS0sppZSFr68vmzZtIjo6mmrVqjFo0CDmzJljO75x40YiIiKoUqUKPj4+WVY27d+/P15eXjRr1oxTp04BICI8++yztGjRgu7du3Ps2DHbseuBK4+zpgLfAUHGmHlAR2B0IZbJLToVvFLqelCqVCkiIyOJjIwkLCyMjz76yOW0GY/BANvdxrx584iPj2fTpk34+PhQt25dkpKS8lXGIp0KXkRWGGM2Ae2wPMZ6VETO5OekhUGngldKedru3bvx8vKiUaNGAGzdupXg4GC2b98OQHh4OI899hjnz5+nYsWKfPnll4SFheWYZ0JCAtWrV8fHx4dVq1Zx6FCepzLMokimgs9gjFkKzAeWiMiV/JxMKaVKssuXL/Pwww9z4cIFvL29adiwIdHR0QwYYJnhqU6dOjz77LO0bduWKlWq0LRpU/z8cr4RGDZsGHfccQdhYWG0adOGpk2bFsWluMyVwYYRwCDgdiAGWIhlAGH+7qcKmA42VEo58EAXX1dcvnwZX19fUlNTueuuuxgzZgx33XVXARTQPYW+xrrdlPClgG5YZtSdhWVxKqWUuj4VwBd+YZg6dSo//PADSUlJ9OzZk/79+3u6SPni0vqN1t5Zd2C5I2kNuN5SpJRSyua1117zdBEKlCttIp8BbbH00HobWCMi6YVdMKWUUtc/V+5EZgJDRMTltUQ8Qbv4KqWUawqyi29Oa6z/wzpSHWPM30Xkc7tjL4nIs/k5cUHThnWllMq7wpzFd7Dd62cyHdMlapVSxV7GoEDlvpwqEZPNa2f7Sul/SKWARYsWYYzJMi9WZn369OHChQtFVKrCk1MlItm8dravlFIKWLBgAZ06dWLBggU5xlu+fDn+/v5FVKrCk1MlcrMx5qIx5hLQwvo6Yz/ncfrqhhMXF0dMTAxr1qwhNDSUuLg4TxdJqRwVxt/s5cuXWbduHTNnzmThwoWAZWbeLl260LJlS5o3b87PP/8MQN26dTlz5gwHDx6kadOmjB49msaNGzNs2DB++OEHOnbsSKNGjdi4cSMA586do3///rRo0YJ27dqxbds20tPTqVu3rsMdTaNGjYp0gsZse2eJSKkiK4W67uT1sVRMTAyJiZbFKmNjYwkLCyM8PNzl9KtXr87T+ZRyh/3fdU5/s+7+PS5evJjevXvTuHFjqlatyqZNm1i9ejW9evVi0qRJpKWl2c5pb9++fXz++efMmjWL8PBw5s+fz7p161iyZAkvvfQSixYtYsqUKbRq1YpFixbx008/MXLkSLZu3Uq/fv34+uuvuffee9mwYQPBwcHUqFHDrfK7w5Wp4NUNKCUlhQMHDjj8wklMTGT//v0O/wkuXLjAgQMHsvzHSExMJD3dMpwoPT2dI0eOOPw6cpa/UkXJ2d9sfi1YsIDBgy19kgYPHsyCBQsIDw9n9uzZTJ06lT///JOKFStmSVevXj3CwsLw8vIiNDSUW2+9FWMMYWFhHDx4EIB169YxYsQIALp168bZs2e5ePEigwYN4tNPPwVg4cKFDBo0KN/XkRcujVgvDnScSMGKiIigR48edO3aFbDMThodHU1UVBRNmjQBYNWqVaxcuZIJEyYQERFhW0PaGEPTpk1Zu3YtSUlJvPXWW9SsWZNhw4bh5eXFmTNneP311x3yV6oo2N9hhIaG2v5mvby8aNq0ab7uiM+dO8dPP/3En3/+iTGGtLQ0jDH85z//Ye3atXzzzTeMHj2aCRMmMHLkSIe09lPAe3l52fa9vLxITU3N8bzt27dn3759xMfHs2jRIp577rlcy1qkU8EXFzoVfMHq4R1D1zXvwBrYfa060Rc6EOW/niYLLGtFr7rSkJVXQphQ5ScC3n6HxbemE7rHi+TUdJpWNSzrcYSk56vy1rkIanpfZNjlGLz+NZ4zqRV4/Vw3elTY6ZB/k+plr9u5jlTJtHTpUsLCwkhMTKRp06b2X6pu+eKLLxgxYgQffPCBLSwiIoK1a9fSqVMnxo4dy7Vr19i8eXOWSsQVnTt3Zt68eUyePJnVq1cTEBBApUqWKQzvuusuJkyYQEhICFWrVs01ryKdCl7dmLp6bbStT90EmJ75uHXL0BBovy0ScPy191SmdAHAS5nCmoBL61crVZDq16+f7zYQewsWLGDixIkOYffccw+jR4+mQoUK+Pj44Ovry9y5c93Kf+rUqYwZM4YWLVpQvnx5h8WuBg0aRHh4uMMqikUl16ng85W5MbOAvsBpEWluDasCfArUBQ4CA0XkvDHGAP8D+gCJwGgR2WxNMwrIuEd7UUSyTACpI9YL2FQ/WyVSIs+nFH81tN/IHTsKc8R6QZhD1tHtTwM/ikgj4EfrPsBtQCPrFgW8B7ZKZwrwNywTQU4xxlQu5HIrpW4Aq1evvqErkIJQqJWIiKwFzmUK7sdfU8l/BPS3C58rFr8B/saYWkAvYKWInBOR88BKdNoVpZS6Lniii28NETlhfX0SyOjQXAc4YhfvqDUsu3CllFIe5tGGdRERY0yBNMrEx8fTpk3Wx3pRUVG2rr8qbwbM3lxk5/qiyM6k1I0pOjo6ux6sAfnJ1xOVyCljTC0ROWF9XHXaGn4MCLKLF2gNOwZEZgpfnTnTatWqoQ3rSinlXHY/qI0xZ/KTryceZy0BRllfjwIW24WPNBbtgATrY6/vgZ7GmMrWBvWe1jCllFIeVqh3IsaYBVjuIgKMMUex9LJ6GfjMGHMfcAgYaI2+HEv33n1YuvjeCyAi54wxLwAx1nj/EpHMjfVKKaU8oFArEREZks2hW53EFeChbPKZBcwqwKIppZQqADoBo1JKKbdpJaKUUsptJWbuLJ3FVymlXFOQs/gW6txZRUnnzipgU/0YELyqyE73xaGuOneWUh5wvc+dpZRSqgTTSkQppZTbtBJRSinlNq1ElFJKuU0rEaWUUm7TSkQppZTbdJyIUkrdYHSciBM6TqSA6TgRpW4IOk5EKaWUx2glopRSym1aiSillHKbViJKKaXcppWIUkopt2kXX6WUusFoF18ntItvAdMuvkrdELSLr1JKKY/RSkQppZTbirwSMcY0McZstdsuGmMeM8ZMNcYcswvvY5fmGWPMPmPMbmNMr6Ius1JKKeeKvGFdRHYDLQGMMaWAY8DXwL3AGyLymn18Y0wzYDAQCtQGfjDGNBaRtCItuFJKqSw8/TjrVmC/iBzKIU4/YKGIXBORA8A+oG2RlE4ppVSOPN3FdzCwwG5/vDFmJPA78ISInAfqAL/ZxTlqDXMQHx9PmzZZOxhERUXZuv4qpdSNKjo6mujoaGeHAvKTr8cqEWNMaeBO4Blr0HvAC4BY/50OjHE1v2rVqqFdfJVSyrnsflAbY87kJ19PPs66DdgsIqcAROSUiKSJSDowg78eWR0DguzSBVrDlFJKeZgnK5Eh2D3KMsbUsjt2F7Dd+noJMNgYU8YYUw9oBGwsslIqpZTKlkceZxljKgA9gAfsgl81xrTE8jjrYMYxEdlhjPkMiAVSgYe0Z5ZSSl0fPFKJiMgVoGqmsBE5xJ8GTCvscimllMobT3fxVUopVYxpJaKUUsptnh4nUmB0KnillHKNTgXvhE4FX8B0Knilbgg6FbxSSimP0UpEFVuRkZFERkZ6uhhK3dC0ElHFUlxcHDExMaxZs4bQ0FDi4uI8XSSlbkglpmFdFW+Rc67A6kiX48fExJCYmAhAbGwsYWFhhIeHu5x+9erVeSyhUsoZvRNRxVJGBZLdvlKqaJSYOxHt4lu8rR5dAaauZtWqVaxcuZIJEyYQEBBAeno68+bN4+TJkzz88MOULVuWpKQkgoODOX36NABeXl40atSIDh060KNHD7p27QrA7t27iY6OJioqiiZNmgDY8lfqRqZdfJ3QLr4FrKi7+F4YxarjpVl5JYQJVX4iwPsK6QLzEsI5mVqJh6usoaxXKknp3rx1LgKvK6d4ft56ElOgSYA3XXv1YWCto3StsA+A3deqE32hA1H+62lSxlLZrLrS8K/8q1aFx/8ssutT6nqV3y6+JeZORBVzj/9JV6CrXZAXkHlCtbLAU9bXT8zOPrsmWBakseeQ/9R8/fhSSllpm4hSSim3aSWilFLKbfo4S10XBszeXKTn+6JIz6ZUyaV3IkoppdxWYu5EtIuvUkq5Rrv4OqFdfAtYEXfxLWo6a7BSFjqLr1JKKY/RSkQppZTbPFaJGGMOGmP+NMZsNcb8bg2rYoxZaYzZa/23sjXcGGPeNMbsM8ZsM8a09lS5lVJK/cXTdyJdRaSl3fO4p4EfRaQR8KN1H+A2oJF1iwLeK/KSKqWUysLTlUhm/YCPrK8/Avrbhc8Vi98Af2NMLU8UUCml1F88WYkIsMIYs8kYE2UNqyEiJ6yvTwI1rK/rAEfs0h61himllPIgT44T6SQix4wx1YGVxphd9gdFRIwxLvc/jo+Pp02brL3UoqKibONHlFLqRhUdHU10dLSzQwH5yddjlYiIHLP+e9oY8zXQFjhljKklIiesj6tOW6MfA4Lskgdaw2yqVauGjhNRSinnsvtBbYw5k598PfI4yxhTwRhTMeM10BPYDiwBRlmjjQIWW18vAUZae2m1AxLsHnsppZTyEE/didQAvjbGZJRhvoh8Z4yJAT4zxtwHHAIGWuMvB/oA+4BE4N6iL7JSSqnMPFKJiEgccLOT8LPArU7CBXioCIqmlFIqD663Lr5KKaWKEa1ESqi4uDgqVKiAMYbQ0FDi4uI8XSSlVAmkU8EXE5GRkXmKHxMTQ2JiIgCxsbGEhYURHh7ucvrVeTvdDSHjM1i9erVHy6FUfhXkVPAlphLx8/PLrg90iZGSksLRo0epXLky/v7+ACQmJnLixAlq1apF+fLlAbhw4YKtAsmQmJjIkSNHqFOnDl5eXqSnp3Ps2DFKly5NjRo1suSvHMXFxdkq5tDQUJYuXUr9+vU9XSyl3GL/Q3vGjBn5WhOhxFQiJd0Xt13m9UNN6dEhia4V9gGw+1p1oi90IMr/PE3K7AZg1ZWGrLzSnKRjO9h9JhUAY6Caf0V2DLtAWa8zJKV789a5CGq2Ls0wvxi8zHHOpFbg9XPdbPmfLlUj27KUBJFzruTpdis/d3Z656JKMq1EiomAq3t56V3HwZRNgOmZ4nW1bvc/+S/uuOMOdu/eTZMmTVi6dCllrb+cywJPZc4feMluf1wRr3nuKadOnSI5OTnXOzRnd3b79+/Pcgd4/vx5AgMD8fHxseWvVEmmKxsWFyV8pcGi9tn5Ucw7XIOTqZV4uMoaynql/nWH5n3ReoeG7Q5t/mdfcuhsEgBeBvz9/Vj/QDWalLFMqmC5AwxhQpWfCPC+QrrAvIRwTqZW4qkGe+HxPz15uUplK78rG+qdiLoheU34kxGZwnK6Q3N2Z2ffJpJxB2jLH/7Kf2q+2i2Vuq5pJaKUC+rXr8+OHTs8XQylrjslphIp6V18VcEaUIRtPl8U2ZmUck1BdvHVNpHiQttEiq0vDnWFqfnqRalUoclvm4iOWFdKKeU2rUSUUkq5TSsRpZRSbtNKRCmllNu0ElFKKeW2EtPFVxWstnWLdoDcxoPae0mp4qjEVCI6TkQppVyjU8E7cSNMBV+UWtXUOxGlSqqCnApe20SUUkq5rcgrEWNMkDFmlTEm1hizwxjzqDV8qjHmmDFmq3XrY5fmGWPMPmPMbmNMr6Ius1JFSZc2VsWJJx5npQJPiMhmY0xFYJMxZqX12Bsi8pp9ZGNMM2AwEArUBn4wxjQWkbQiLfUNpl7VCp4uQolRlAtggS6CpYpWkd+JiMgJEdlsfX0J2AnUySFJP2ChiFwTkQPAPqBt4ZdUqYJz4cIFDhw4QEpKii3s1KlTHDlyhPT0dADS09M5cuSI0wWwLly44LC/f/9+h3jO8leqKHi0Yd0YUxdoBWwAOgLjjTEjgd+x3K2cx1LB/GaX7Cg5VzpKXVdWPxoCCQesexecxDjjsBf6rhex8ZaKxctA0wAvtvY/4CTdRSdhF+CNMF0ESxUZj1Uixhhf4EvgMRG5aIx5D3gBEOu/04ExruYXHx9PmzZZJ6KMioqydf1VyiPy+IW+dGRclgWwsFsAK1e6CJZyIjo6OrserAH5ydcjlYgxxgdLBTJPRL4CEJFTdsdnAMusu8eAILvkgdYwB9WqVaNETwWvii131i4JefJjQqyv/7HmAqxxPQ9dv0Q5k90PamPMGSfRXeaJ3lkGmAnsFJHX7cJr2UW7C9hufb0EGGyMKWOMqQc0AjYWVXmVUkplzxN3Ih2xLD/9pzFmqzXsWWCIMaYllsdZB4EHAERkhzHmMyAWS8+uh7RnVsmj06woVTwVeSUiIusA4+TQ8hzSTAOmFVqhlFJKuUVHrCullHJbiZk7SxVvOleXUsVTialEdBZfpdwTFxdHWFgYiYmJNGvWjKVLl1I/L12KVbFTkLP4GhHJf4muA23atJES3cV3qh8DglcV2elevj0k90jF2NPf7PR0EQrNmX+2hbqdXI5vP80KQPny5XWalRuIMWaTiGQdZOcibRNRqoRJkVIcOHDA5alSnE2zknkqllOnbMO4SElJyZK/unGVmMdZSimLXx5rDAmHcT7FStapUpxNs7K22x9O0h7PtG/NX6dZuaFpJaJuSEU5LqWoG/EH+H8E/q7HD3riKEfefJzLJw9SoWZdgh55gwHVA11O/8Whrm6UUpUUWokodYPzrR5Izxc/93QxVDGlbSJKqSIVFxdHaGgo3t7euuhWCaB3IsXIA+1u8nQRSoyiHJdS0sek6KJbN7YSU4ncCONEdLXBgqPvZcG5kFaO8wcOEBgYiI+PD2BZcCs5OZk6derg5eVFeno6x44do3Tp0k57g9m/PnHiBLVq1aJ8+fKW/C9c4Pz58w75q/zRcSJO3AjjRPaNO+npUig3lOQxKQDvHh1M9bRTuUe0Cn33MrvOpJMuf/UG2zHO1/UT+t2kvcEKUH7HiZSYOxGlrlclfYbicYEL8xRfe4OVLFqJKFXIdF4wR9obrGTRSkSpQqbtL54VF5d1uWGdG6zgaCWilCpWtDfY9UUrEaVKmKLuCv7Bb4eL9HxHUqtQet8f1PC+BFjmCjua6k9lr0T8S10FIDHdhxOpftTyTiAxMckhfWJiIhxcB8Cp1Iokizd1fC7ghZCO4ViKP6VNqi3/vE7rcqPd+ZSYSuRG6OKrlCtK+uOzVi98lyWslpN4GVXpruf+zqUTB0AEjKFirXoETLG0yQQ4SVc9037kP9vC4kiXy1cc7nwKsotviRmxnpycTHR0NNHR0SWyAonelOzpIhSqhXNneroIhaYkXxtA3OqvPF2EHHV45A0q1qqH8fKiYq16dHjkjTyl33/xr9/aOc2GnJKSYotjL2NWZFdmQ86c1hXuzABwxx132L4vgXwNvikx40QqVKggV65c8XQxCk2b2qVYuPWyp4tRaO7q2ZGvV/zi6WIUipJ8bQB9urXnnc9/KLLzFfXjs33PdWDr2DIux8/vOJjIT1Ih0PU7l/yuB7NmzZpEEXH79rXEPM5SSnlGGW+vEv0I7ZBPfQYEf+Jy/PyOg4HOtjYbVyQmpmXaT8xT+vwqNpWIMaY38D+gFPChiLxcEPkuXbrUrcdfRQ6nG5MAAAjDSURBVJ3OXT9+/w239rr9uk/nrpJ8fSX52vJzvhZXd9K+a688p/t11fdupfsxj/EzxsEc37qW2i275Pl8ybdPy1O6ijm0+bhkzC15LqO9YlGJGGNKAe8APYCjQIwxZomIxLqbZ0YPip07dxISEpLnHhR5rQzyez53rVqx3K3/qEWdzl0l+fpK8rXl53yxv/7I0AF35zndTDfTBfqXdWu56Od+epsXb38gz+ke+fa/PPDgcJfj3zn7U54fN5zDcXu4qX5j/vXuJ9QKcr2H3pd5LqGjYlGJAG2BfSISB2CMWQj0A2yVSFJSEpGRkS5nmN8eFHv27CnS8ymlbgyVynjn6fFgvaqh/LB+C8898RAvTn+nEEvmXLFoWDfGDAB6i8j91v0RwN9EZLxdnCQgzUnyeOCMk3Bn93Cb8lAsPyAv80vk93wBOL+O3OS1nJ5KV5KvryRfG+j1FfT5CitdAFDNSXgpESnrxvmA4nMnkqv8vAlKKaXcU1zGiRwDguz2A61hSimlPKi4VCIxQCNjTD1jTGlgMLDEw2VSSqkbXrGoREQkFRgPfA/sBD4TkR0Zx40xvY0xu40x+4wxT3uqnAXBGBNkjFlljIk1xuwwxjxqDa9ijFlpjNlr/beyp8uaH8aYUsaYLcaYZdb9esaYDdbP8FPrj4ViyRjjb4z5whizyxiz0xjTviR9fsaYx61/m9uNMQuMMWWL8+dnjJlljDltjNluF+b08zIWb1qvc5sxprXnSp67bK7tP9a/zW3GmK+NMf52x56xXttuY4xL/aGLRSUCICLLRaSxiDQQkWkZ4Xbdf28DmgFDjDHNPFXOApAKPCEizYB2wEPW63ka+FFEGmHpul6sK0vgUSw/CDK8ArwhIg2B88B9HilVwfgf8J2INAVuxnKdJeLzM8bUAR4B2ohIcyzjtgZTvD+/OUDvTGHZfV63AY2sWxTwXhGV0V1zyHptK4HmItIC2AM8A2D9nhkMhFrTvGv9fs1RsalEcmDr/isiyUBG999iSUROiMhm6+tLWL6A6mC5po+s0T4C+numhPlnjAkEbgc+tO4boBvwhTVKsb0+Y4wf0AWYCSAiySJygRL0+WHpkFPOGOMNlAdOUIw/PxFZC5zLFJzd59UPmCsWvwH+xhhn8z9eF5xdm4issD7dAfgNSxszWK5toYhcE5EDwD4s3685KgmVSB3giN3+UWtYsWeMqQu0AjYANUTkhPXQSaCGh4pVEP4L/ANIt+5XBS7Y/WEX58+wHpZu5bOtj+s+NMZUoIR8fiJyDHgNOIyl8kjA0lW9pHx+GbL7vEra980Y4Fvra7eurSRUIiWSMcYXy2DSx0Tkov0xsQzuuf4H+DhhjOnL/7d3b6FSVXEcx79/KDUL6UgXEvEGEaWgKYRooGQvSpiRkGBkEUQZRE+FGIWPUeRLoi8GEXYeijhKIWkqShfUDLOszFuQD2UQFUam2K+H/xqaxnPx7GOdmc3vA8PsmVl7z16sYf6z11qz/nBa0mD+I9NJrgBmAusl3Q78TkvXVYe3Xxf5i3UyMA64mou7S2qlk9urPxGxmuw+3zSU49QhiNRu+m9EXEkGkE2SGuts/9i4bC73p4fr/IZoLrA4Ir4jux7vIscQri3dI9DZbXgKOCVpb3n8NhlU6tJ+dwMnJf0k6TzwDtmmdWm/hr7aqxbfNxHxMHAPsFz//OO8Ut3qEERqNf23jA9sBL6W9ErTS1uAFWV7BbD5/z63y0HSKknjJU0i22qnpOXALmBpKdbJ9fsB+D4ibilPLSCX56lF+5HdWLMjYnT5rDbqV4v2a9JXe20BHiqztGYDvzZ1e3WEspjtM8BiSc0JTLYAyyJiZERMJicP7BvwgJI6/gYsImcZHAdWD/f5DLEud5KXzoeAg+W2iBw32AEcBT4Axg73uV6Gus4H3i3bU8oH9hjwFjByuM9vCPWaAXxa2rAH6KpT+wFrgG+AL4E3gJGd3H5ANzm+c568kny0r/YCgpwNehz4gpylNux1GGTdjpFjH43vlw1N5VeXuh0BFl7Ke3TE2llmZtae6tCdZWZmw8RBxMzMKnMQMTOzyhxEzMysMgcRMzOrzEHEzMwqcxAxM7PKHETMzAYpIj6usM+NEfFmRJyIiAMR8UlE3DfAPrta83pExNMR0TZL0DuImJkNkqQ5gylflojpAfZImiJpFrnsz/j+96S7lGu2rDzfFvyPdTOrnYjoJn8kTyaXcV8p6b2WMmOA3cCIUu5b4CwwR9Jf9CMizki6pqRr2Ap8CMwhFyy8V9IfLeUXAM9LmtfH8R4kk32NIFM/rJR0ISLGkkvMjJd0rrzfHmCi2uTL21ciZlZH04ETku4AlgMvtBaQ9Jtyuf5HgO2SZkiaPVAA6cXNwDpJU4FfgPt7KTMV+Ky3nSPiVuABYK6kGcCFcs5I+plck2xhKb6MTA/eFgEEMveBmVltRMQo4HpyoUjIVYa7ImIDmQOlCzgMvCTpODCtPG7sv4TMvDkG2Chp2wBveVLSwbJ9AJh0Cee4jlxs9RyZOXEWsD97vbiKf6cKaHRpbS73bZV62EHEzOpmGnBU0tnyeCbwuaTHI2I+mV/81abyt9F0lSCpB+gpCbheBgYKIn82bV8gg0CrwzRdoUh6MiKuI1d7DuB1Sav6OP5mYG1EzARGq80Surk7y8zqZjowISJGldTEa4C1/ZQfR6bAbfUcuez75bATGBURTzQ9N7rc7wCWRsQNABExNiImNgpJOkPma3mNNhpQb3AQMbO6mU5mXNxLJq1bL+mjfsq/D2yMiHmQM6ki4kVgq6RexzEGq4xhLAHmRcTJiNhHdmM9K+krMmBti4hDwHbgppZDdJd6tV0Q8ewsM6uViNgNPCbpSC+vzefi7qzWMk+R2Qz3AwclbfivzrUOHETMrFYi4hQwocIsK6vAQcTMzCrzmIiZmVXmIGJmZpU5iJiZWWUOImZmVpmDiJmZVeYgYmZmlTmImJlZZQ4iZmZW2d8hKxfwDzgTQwAAAABJRU5ErkJggg==\n", - "text/plain": [ - "<Figure size 432x288 with 1 Axes>" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "v_tau_1_pT = Variable(r\"$p_\\mathrm{T}{\\tau_2}$\", \"tau_1_p4__Pt\", \"GeV\")\n", - "hist_factory(v_tau_1_pT, bins=12, range=(0, 120))" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 3", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.5.2" - } - }, - "nbformat": 4, - "nbformat_minor": 2 -} diff --git a/ROC.ipynb b/ROC.ipynb deleted file mode 100644 index da7f31c03d5e16f4a557a9dd123fb1efb6069d14..0000000000000000000000000000000000000000 --- a/ROC.ipynb +++ /dev/null @@ -1,106 +0,0 @@ -{ - "cells": [ - { - "cell_type": "code", - "execution_count": 1, - "metadata": {}, - "outputs": [], - "source": [ - "from nnfwtbn import Variable, Process, Cut, roc" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [], - "source": [ - "import pandas as pd\n", - "import seaborn as sns\n", - "#df = pd.read_hdf(\"test.h5\")\n", - "df = pd.read_hdf(\"demo/mva.h5\")" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [], - "source": [ - "p_sig = Process(r\"Signal\", range=(1, 1000))\n", - "p_bkg = Process(r\"Background\", range=(-999, -1))" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [], - "source": [ - "c_vbf = Cut(lambda d: d.dijet_p4__M > 400) & \\\n", - " Cut(lambda d: d.jet_1_p4__Pt >= 30) & \\\n", - " Cut(lambda d: d.is_dijet_centrality == 1) & \\\n", - " Cut(lambda d: d.jet_0_p4__Eta * df.jet_1_p4__Eta < 0) & \\\n", - " Cut(lambda d: (d.jet_0_p4__Eta - df.jet_1_p4__Eta).abs() > 3)\n", - "\n", - "c_vbf_150 = c_vbf & Cut(lambda d: d.ditau_mmc_mlm_m < 140)" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "<matplotlib.figure.Figure at 0x7fa0ffc4a5f8>" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "import warnings\n", - "warnings.filterwarnings(\"error\")\n", - "import matplotlib.pyplot as plt\n", - "fig, ax = plt.subplots()\n", - "\n", - "v_mmc = Variable(r\"$m_\\mathrm{MMC}$\", \"ditau_mmc_mlm_m\", \"GeV\")\n", - "roc(df, p_sig, p_bkg, v_mmc, selection=c_vbf_150, axes=ax, steps=400)\n", - "roc(df, p_sig, p_bkg, Variable(\"Particle ID\", \"fpid\"), selection=c_vbf_150, axes=ax)\n", - "None" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 3", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.5.2" - } - }, - "nbformat": 4, - "nbformat_minor": 2 -} diff --git a/examples/Classification.ipynb b/examples/Classification.ipynb new file mode 100644 index 0000000000000000000000000000000000000000..4f025df4a530584c479946d6fda61ddb54d72ac9 --- /dev/null +++ b/examples/Classification.ipynb @@ -0,0 +1,284 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd\n", + "import matplotlib.pyplot as plt\n", + "import seaborn as sns\n", + "from keras.models import Sequential\n", + "from keras.layers import Dense, Dropout\n", + "from keras.optimizers import SGD\n", + "\n", + "from nnfwtbn import Variable, Process, Cut, \\\n", + " HepNet, ClassicalCV, EstimatorNormalizer, \\\n", + " HistogramFactory, confusion_matrix, atlasify\n", + "from nnfwtbn import toydata" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "df = toydata.get()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "p_ztt = Process(r\"$Z\\rightarrow\\tau\\tau$\", range=(0, 0))\n", + "p_sig = Process(r\"Signal\", range=(1, 1))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "hist_factory = HistogramFactory(df, stacks=[[p_sig, p_ztt]], \n", + " weight=\"weight\", color=[sns.color_palette()])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Cut-based" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "hist_factory(Variable(\"$\\Delta \\eta^{jj}$\",\n", + " lambda d: (d.jet_1_eta - d.jet_2_eta).abs()),\n", + " bins=20, range=(0, 8))\n", + "hist_factory(Variable(\"$m^{jj}$\", \"m_jj\"),\n", + " bins=20, range=(0, 1500))\n", + "None" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "c_sr = Cut(lambda d: d.m_jj > 400) & \\\n", + " Cut(lambda d: d.jet_2_pt >= 30) & \\\n", + " Cut(lambda d: d.jet_1_eta * d.jet_2_eta < 0) & \\\n", + " Cut(lambda d: (d.jet_2_eta - d.jet_1_eta).abs() > 3)\n", + "c_sr.label = \"Signal\"\n", + "\n", + "c_rest = (~c_sr)\n", + "c_rest.label = \"Rest\"" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "confusion_matrix(df, [p_sig, p_ztt], [c_sr, c_rest],\n", + " x_label=\"Signal\", y_label=\"Region\", annot=True, weight=\"weight\")\n", + "confusion_matrix(df, [p_sig, p_ztt], [c_sr, c_rest], normalize_rows=True,\n", + " x_label=\"Signal\", y_label=\"Region\", annot=True, weight=\"weight\")\n", + "None" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Neural Network" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "df['dijet_deta'] = (df.jet_1_eta - df.jet_2_eta).abs()\n", + "df['dijet_prod_eta'] = (df.jet_1_eta * df.jet_2_eta)\n", + "input_var = ['dijet_prod_eta', 'm_jj', 'dijet_deta', 'higgs_pt', 'jet_2_pt', 'jet_1_eta', 'jet_2_eta', 'tau_eta']\n", + "\n", + "output_var = ['is_sig', 'is_ztt']" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "df[\"is_sig\"] = p_sig.selection.idx_array(df)\n", + "df[\"is_ztt\"] = p_ztt.selection.idx_array(df)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "sns.pairplot(df.sample(n=1000), vars=input_var, hue=\"is_sig\")\n", + "None" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "def model():\n", + " m = Sequential()\n", + " m.add(Dense(units=15, activation='relu', input_dim=len(input_var)))\n", + " m.add(Dense(units=5, activation='relu'))\n", + " m.add(Dense(units=2, activation='softmax'))\n", + " \n", + " m.compile(loss='categorical_crossentropy',\n", + " optimizer=SGD(lr=0.1),\n", + " metrics=['categorical_accuracy'])\n", + "\n", + " return m\n", + "\n", + "df['random'] = toydata.rng.random(size=len(df))\n", + "cv = ClassicalCV(5, frac_var='random')\n", + "\n", + "net = HepNet(model, cv, EstimatorNormalizer, input_var, output_var)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "sig_wf = len(p_sig.selection(df).weight) / p_sig.selection(df).weight.sum()\n", + "ztt_wf = len(p_ztt.selection(df).weight) / p_ztt.selection(df).weight.sum()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "net.fit(df, epochs=150, verbose=0, batch_size=2048,\n", + " weight=Variable(\"weight\", lambda d: d.weight * (d.is_sig * sig_wf + d.is_ztt * ztt_wf)))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "sns.lineplot(x='epoch', y='loss', data=net.history, label=\"Training\")\n", + "sns.lineplot(x='epoch', y='val_loss', data=net.history, label=\"Validation\")\n", + "plt.ylabel(\"loss\")\n", + "atlasify(\"Internal\")\n", + "None" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Accuracy" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "sns.lineplot(x='epoch', y='categorical_accuracy', data=net.history, label=\"Training\")\n", + "sns.lineplot(x='epoch', y='val_categorical_accuracy', data=net.history, label=\"Validation\")\n", + "plt.ylabel(\"Accuracy\")\n", + "atlasify(\"Internal\")\n", + "None" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "sns.lineplot(x='epoch', y='val_categorical_accuracy', data=net.history, hue=\"fold\")\n", + "atlasify(\"Internal\", enlarge=1.6)\n", + "None" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "out = net.predict(df, cv='test')\n", + "out['pred_sig'] = out.pred_is_sig >= 0.5" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "c_pred_sig = Process(\"Signal\", lambda d: d.pred_is_sig >= 0.5)\n", + "c_pred_ztt = Process(r\"$Z\\rightarrow\\tau\\tau$\", lambda d: d.pred_is_sig < 0.5) \n", + "\n", + "confusion_matrix(out, [p_sig, p_ztt], [c_pred_sig, c_pred_ztt],\n", + " x_label=\"Truth\", y_label=\"Classification\", annot=True, weight=\"weight\")\n", + "confusion_matrix(out, [p_sig, p_ztt], [c_pred_sig, c_pred_ztt], normalize_rows=True,\n", + " x_label=\"Truth\", y_label=\"Classification\", annot=True, weight=\"weight\")\n", + "None" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.5" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/examples/ConfusionMatrix.ipynb b/examples/ConfusionMatrix.ipynb new file mode 100644 index 0000000000000000000000000000000000000000..27540c7ed178f1ca5d728f804c60e7910de5e069 --- /dev/null +++ b/examples/ConfusionMatrix.ipynb @@ -0,0 +1,111 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd\n", + "import seaborn as sns\n", + "\n", + "from nnfwtbn import Variable, Process, Cut, confusion_matrix, HistogramFactory\n", + "from nnfwtbn import toydata" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "df = toydata.get()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "p_sig = Process(r\"Signal\", range=(1, 1))\n", + "p_ztt = Process(r\"$Z\\rightarrow\\tau\\tau$\", range=(0, 0))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "c_low = Cut(lambda d: d.m_jj < 350, label=\"Low $m^{jj}$\")\n", + "c_mid = Cut(lambda d: (d.m_jj >= 350) & (d.m_jj < 600), label=\"Mid $m^{jj}$\")\n", + "c_high = Cut(lambda d: d.m_jj > 600, label=\"High $m^{jj}$\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Normalized columns" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "confusion_matrix(df, [p_sig, p_ztt], [c_low, c_mid, c_high],\n", + " y_label=\"Region\", x_label=\"Truth Signal\", annot=True, weight=\"weight\")\n", + "None" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Normalized rows" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "confusion_matrix(df, [p_sig, p_ztt], [c_low, c_mid, c_high], normalize_rows=True,\n", + " y_label=\"Region\", x_label=\"Truth Signal\", annot=True, weight=\"weight\")\n", + "None" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.5" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/examples/HistogramFactory.ipynb b/examples/HistogramFactory.ipynb new file mode 100644 index 0000000000000000000000000000000000000000..1b5a0551e245e276b874674bc639925239a40cf6 --- /dev/null +++ b/examples/HistogramFactory.ipynb @@ -0,0 +1,123 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd\n", + "import seaborn as sns\n", + "\n", + "from nnfwtbn import Variable, Process, Cut, hist, HistogramFactory\n", + "from nnfwtbn import toydata" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "df = toydata.get()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "p_ztt = Process(r\"$Z\\rightarrow\\tau\\tau$\", range=(0, 0))\n", + "p_sig = Process(r\"Signal\", range=(1, 1))\n", + "p_asimov = Process(r\"Asimov\", selection=lambda d: d.fpid >= 0)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "c_vbf = Cut(lambda d: d.dijet_p4__M > 400) & \\\n", + " Cut(lambda d: d.jet_1_p4__Pt >= 30) & \\\n", + " Cut(lambda d: d.is_dijet_centrality == 1) & \\\n", + " Cut(lambda d: d.jet_0_p4__Eta * df.jet_1_p4__Eta < 0) & \\\n", + " Cut(lambda d: (d.jet_0_p4__Eta - df.jet_1_p4__Eta).abs() > 3)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "hist_factory = HistogramFactory(df, bins=20, stacks=[[p_ztt, p_sig], [p_asimov]], range=(0, 200), selection=None,\n", + " weight=\"weight\", color=[sns.color_palette(), ['black']],\n", + " histtype=[['stepfilled']*4 + ['step'], 'points'])\n", + "None" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "v_mmc = Variable(r\"$m^H$\", \"higgs_m\", \"GeV\")\n", + "hist_factory(v_mmc)\n", + "None" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "v_tau_pT = Variable(r\"$p_\\mathrm{T}{\\tau}$\", \"tau_pt\", \"GeV\")\n", + "hist_factory(v_tau_pT, bins=12, range=(0, 120))\n", + "None" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "v_lep_pT = Variable(r\"$p_\\mathrm{T}{\\ell}$\", \"lep_pt\", \"GeV\")\n", + "hist_factory(v_lep_pT, bins=12, range=(0, 120))\n", + "None" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.5" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/examples/ROC.ipynb b/examples/ROC.ipynb new file mode 100644 index 0000000000000000000000000000000000000000..c406d8de2dcb1428ce87560ec1f7cba5f47a1848 --- /dev/null +++ b/examples/ROC.ipynb @@ -0,0 +1,87 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd\n", + "import seaborn as sns\n", + "\n", + "from nnfwtbn import Variable, Process, Cut, roc\n", + "from nnfwtbn import toydata" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "df = toydata.get()\n", + "df['noise'] = df.fpid + toydata.rng.normal(0, 0.3, size=len(df))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "p_bkg = Process(r\"Background\", range=(0, 0))\n", + "p_sig = Process(r\"Signal\", range=(1, 1))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "import matplotlib.pyplot as plt\n", + "fig, ax = plt.subplots()\n", + "\n", + "v_higgs_m = Variable(r\"$m^H$\", \"higgs_m\", \"GeV\")\n", + "roc(df, p_sig, p_bkg, v_higgs_m, axes=ax, steps=400)\n", + "roc(df, p_sig, p_bkg, Variable(\"Noise ID\", \"noise\"), axes=ax)\n", + "None" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.5" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +}