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@mickypaganini
Created November 4, 2016 00:03
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1tagRNN performance plots
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"import numpy as np\n",
"import deepdish.io as io\n",
"import matplotlib\n",
"import matplotlib.pyplot as plt\n",
"%matplotlib inline"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"yhat = np.load('yhat.npy')\n",
"test = io.load('data/test_dict.hdf5')\n",
"y = test['y']\n",
"w = test['w']"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"y_true = np.argmax(y, axis=1)\n",
"yhat_top1 = np.argmax(yhat, axis=1)"
]
},
{
"cell_type": "code",
"execution_count": 56,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"(0, 90000)"
]
},
"execution_count": 56,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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CSbsCXYEn0qKZwF4FV4f0AiqAeZmYw6muV1pORHyabiu7HaXLT2BmZmYbjaJH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\ni7EV8HegT0SsyrTxE5KEYBrJqMjtwC8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yAeHJJ590OxDX3XBDc77//lC9VjYWLFhAeno6\nzzzzDIWFhXTs2JHJkyeTnp7uL5Ofn09aWhqFhYXExsYyduzYgAG9AA4cOMCMGTMoLi6ma9eupKen\nM2XKlHqLsz6IqrodQ52IyDPANKADkAM8p6q7L1LuHsAL64AhDRtkIxMWdjvnzv2A87rNgBcbBXIF\n8CR2Lew6nFd1LUJ9OPZc4Em8Xi/33BO6PxPZ2dkkJCQAJKhqrZ5Sm3SLhoiMBOYC/wJ8Bfwr8KmI\ndFfVn10NrlE7h1PJCPUbyAYg/YqljAltNhw7WAtoXc6/SVc0cCoWi1V1GYCITAL+GRgPzHYzsKYh\n1G8goX3jMMZcDWc8CnuFdO2abEVDRG4AEoBZVetUVUXkc+A+1wIzxhhzHSnx/WktwNfaAtxkKxpA\nW6AZUH0c6gKgx0XK3+j8sQn4KZhxNXqVlX/z/W0Dof1UX9VtNtSvA9i1qGLX4Ty7Fo6q63DE1Sjc\n5//evLG2ezbZZFARiQX+CtynqrsuWD8buF9V+1QrPwonu8kYY4wx12a0qq68crHzmnKLxs9ABdC+\n2vp21GzlAPgUGA0cBf4e1MiMMcaY68uNQFec79JaabItGgAishPYpapTfJ8FOAbMV9U5rgZnjDHG\nmCbdogHwJ+AdEfFyvntrCyDDzaCMMcYY42jSFQ1VfV9E2gL/ifMKZR8wUFVPuhuZMcYYY6CJvzox\nxhhjTOPmcTsAY4wxxly/rKJhjDHGmKAJmYqGiDwjIkdE5IyI7BSRf3Q7poYmIn8QkbUi8lcRqRSR\nYW7H5AYRmSEiX4nIaREpEJHVItLd7bgamohMEpEcESn1LTtEZJDbcbnN9/NRKSJ/cjuWhiYiL/nO\n/cLlW7fjcouIdBSRd0XkZxH51ff7ElLzNvi+N6v/TFSKyJ+v9hghUdG4YPK1l4B4nFleP/UlkoaS\nCJyE2WcI7alb/wD8GegNJAI3AP8rIje5GlXDOw78G85Q/glAFrBGREJ2nGXfA8hTOPeIUPUXnOT6\nDr7lfnfDcYeItMYZFrQcGIgz/vhUoNjNuFzwe87/LHQA/ojz/fH+1R4gJJJBLzHexnGc8TZCcvI1\nEakEhqvqWrdjcZuvwlkIPKCq29yOx00icgqYpqpL3Y6loYlIJM788JNxJnXYq6pp7kbVsETkJSBZ\nVUPqqf1iROQ1nJGn+7kdS2MiIm8CSap61a3A132LxgWTr2VWrVOndmWTr5kqrXFq6EVuB+IWEfGI\nyOM449D8n9vxuOS/gHWqmuV2IC673fd69QcRWS4ind0OyCVDgT0i8r7vFWu2iExwOyg3+b5PRwNv\n12a/676iweUnX+vQ8OGYxsTXuvUmsE1VQ+5dtIjcJSJ/w2kefgt4WFW/czmsBuerZN0NzHA7Fpft\nBFJwXhVMAroBX4pIhJtBueQWnNatA8AAYBEwX0RCeb74h4FWwDu12alJD9hVR0Jo5ykYx1vAHUBf\ntwNxyXdAL5xWnRHAMhF5IJQqGyJyM05l84+q+pvb8bhJVS+cx+IvIvIVkAc8BoTa6zQP8JWqVs2N\nniMid+JUPpa7F5arxgMbVfVEbXYKhRaN2k6+ZkKEiCwAkoD+qprvdjxuUNVzqnpYVbNV9d9xkiCn\nuB1XA0sAYgCviPwmIr8B/YApInLW1+oVklS1FDgI3OZ2LC7IB3KrrcsFurgQi+tEpAtO8vx/13bf\n676i4XtC8QIPVa3z3TgeAna4FZdxl6+SkQz8k6oeczueRsQDhLsdRAP7HPgHnFcnvXzLHpyn1l4a\nChnzl+BLkL0V50s31GwHelRb1wOnhScUjcd5ON9Q2x1D5dWJTb4G+N6z3obz2gjgFhHpBRSp6nH3\nImtYIvIW8AQwDCgTkarWrlJV/bt7kTUsEZkJbMTpgdUSJ8mrH8776JChqmVAQH6OiJQBp1S1+hPt\ndU1E5gDrcL5MOwH/AZwD/sfNuFwyD9guIjNwunL2BibgdH8OKb6H8xQgQ1Ura7t/SFQ0bPI1v98D\nX+DkpijO2CLgJPaMdysoF0zCOf/N1daPA5Y1eDTuaY9zvrFAKbAfGGC9LoDQzd+6GVgJRAMngW3A\nvap6ytWoXKCqe0TkYeA1nO7OR4Apqvqeu5G5IhHozDXm6YTEOBrGGGOMccd1n6NhjDHGGPdYRcMY\nY4wxQWMVDWOMMcYEjVU0jDHGGBM0VtEwxhhjTNBYRcMYY4wxQWMVDWOMMcYEjVU0jDHGGBM0VtEw\nxhhjTNBYRcMYY4wxQWMVDWOMMcYEzf8DEx/dx+G4EWoAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x116a76290>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"bins = np.linspace(0, max(y_true), max(y_true)+1)\n",
"h1 = plt.hist(y_true, bins=bins) #weights=w\n",
"plt.title('Total number of best jet pairs per position') # unweighted\n",
"\n",
"for k in range(max(y_true)):\n",
" plt.text((h1[1][k] + h1[1][k+1])/2, 100+h1[0][k],\n",
" '%d' % int(h1[0][k]),\n",
" ha='center', va='bottom')\n",
"plt.ylim(0, 90000)"
]
},
{
"cell_type": "code",
"execution_count": 54,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"(0, 90000)"
]
},
"execution_count": 54,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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mVhonGmZmZlYaJxpmZmZWGicaZmZmVhonGmZmZlYaJxpmZmZWGicaZmZmVhon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\nKCyrVzkAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x1120b05d0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"h2 = plt.hist(y_true[yhat_top1 == y_true], bins=bins, color='green')\n",
"plt.title('Number of correctly identified best jet pairs by position')\n",
"for k in range(max(y_true)):\n",
" plt.text((h2[1][k] + h2[1][k+1])/2, 100+h2[0][k],\n",
" '%d' % int(h2[0][k]),\n",
" ha='center', va='bottom')\n",
"plt.ylim(0, 90000)"
]
},
{
"cell_type": "code",
"execution_count": 59,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.legend.Legend at 0x11713d490>"
]
},
"execution_count": 59,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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FAeBdVxkAqvqqiIQA7wGFgZU4J9K64LWeTjgTgqU4e0Rm4xyu6l7HCRFp5or5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\nRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x11713d510>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"h1 = plt.hist(y_true, bins=bins, histtype='step', color='blue',\n",
" label='Total # of best jet pairs by position')\n",
"h2 = plt.hist(y_true[yhat_top1 == y_true], bins=bins, histtype='step', color='green',\n",
" label='# of correctly identified best jet pairs')\n",
"_ = plt.ylim(0, 90000)\n",
"_ = plt.legend()\n",
"# -- this is the same as above, but with the 2 histograms on the same plot for comparison"
]
},
{
"cell_type": "code",
"execution_count": 66,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.text.Text at 0x111086610>"
]
},
"execution_count": 66,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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WrfNJ4CfZ4/804ffy42WP2zLghbLbjcuen09nGb5Z9riNLlv/vOy+nyM0ECuBl5Wtczth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\nEIiIiAhqCERERAT4/zfrRaqGbL9dAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x112071710>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"_ = plt.scatter(h1[1][:-1], h2[0] / h1[0])\n",
"_ = plt.ylim(0, 1)\n",
"plt.grid('on')\n",
"plt.title('Accuracy per best jet pair position')"
]
},
{
"cell_type": "code",
"execution_count": 67,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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p0Bz1jZY0v+Lm2XvMzDpQnmWy8o6I7Qt5TreeAhwTEeeVF0r6WvbY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\nRK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x112089690>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from sklearn.metrics import confusion_matrix\n",
"def _plot_confusion_matrix(cm, title='Confusion matrix', cmap=plt.cm.Blues):\n",
" plt.imshow(cm, interpolation='nearest', cmap=cmap)\n",
" plt.title(title)\n",
" plt.colorbar()\n",
" tick_marks = np.arange(len(np.unique(y_true)))\n",
" plt.xticks(tick_marks, np.unique(y_true))\n",
" plt.yticks(tick_marks, np.unique(y_true))\n",
" plt.tight_layout()\n",
" plt.ylabel('True position of best jet pair')\n",
" plt.xlabel('Predicted position of best jet pair')\n",
"\n",
"cm = confusion_matrix(y_true, yhat_top1)\n",
"# Normalize the confusion matrix by row (i.e by the number of samples\n",
"# in each class)\n",
"cm_normalized = cm.astype('float') / cm.sum(axis=1)[:, np.newaxis]\n",
"_plot_confusion_matrix(cm_normalized, title='Normalized confusion matrix')"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 2",
"language": "python",
"name": "python2"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 2
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython2",
"version": "2.7.10"
},
"latex_envs": {
"bibliofile": "biblio.bib",
"cite_by": "apalike",
"current_citInitial": 1,
"eqLabelWithNumbers": true,
"eqNumInitial": 0
}
},
"nbformat": 4,
"nbformat_minor": 1
}
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