diff --git a/README.md b/README.md
index d6fae271c1c2701f540913497db675feab51ebfb..7bb6690bfc6193a0191b63e7e1f63fc68a119bc6 100644
--- a/README.md
+++ b/README.md
@@ -2,3 +2,11 @@ This repository contains data and code to generate results from the paper
 
 _Residual Selection for Consistency Based Diagnosis Using Machine Learning Models_
 by Erik Frisk and Mattias Krysander, Department of Electrical Engineering, Linköping University, Sweden
+
+The repository includes code in both Matlab and Python (in the form of a Jupyter notebook).
+
+Note that the generated plots are not identical to the results in the paper where a specific Matlab implementation of the machine learning algorithms were used. However, the methodology is the same and the results are similar.
+
+If you have any questions, you are welcome to contact any of the authors
+Erik Frisk (erik.frisk@lliu.se) or
+Mattias Krysander (mattias.krysander@liu.se)
diff --git a/code/main.ipynb b/code/main.ipynb
index d7ae6d52040a3f35040ac2be58912a4c9321c76e..3389aed18cea209f76d3a412a2f8534ec4959fca 100644
--- a/code/main.ipynb
+++ b/code/main.ipynb
@@ -26,7 +26,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 1,
+   "execution_count": 2,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -274,7 +274,7 @@
    "outputs": [
     {
      "data": {
-      "image/png": "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\n",
+      "image/png": "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\n",
       "text/plain": [
        "<Figure size 432x432 with 1 Axes>"
       ]
@@ -308,7 +308,7 @@
    "outputs": [
     {
      "data": {
-      "image/png": "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\n",
+      "image/png": "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\n",
       "text/plain": [
        "<Figure size 648x432 with 1 Axes>"
       ]
@@ -373,7 +373,7 @@
    "outputs": [
     {
      "data": {
-      "image/png": "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\n",
+      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAiwAAAGtCAYAAAA1cy8JAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMi4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvhp/UCwAAIABJREFUeJzs3Xl8VNX9//HXmUlIwh72JVRAEwSTECAEUEAQRdQKdWtFUChVBL+I2lr1q1UR9+WnWKviUhVxg9qiFK1+lUUERQw1ARGVLayKJOyBkO38/rjJZCeTkMkseT8fj/uYuXfu3PncEJJ3zj3nHmOtRURERCSQufxdgIiIiEh1FFhEREQk4CmwiIiISMBTYBEREZGAp8AiIiIiAU+BRURERAKeAouIiIgEPAUWERERCXgKLCIiIhLwwvxdQE2NGjXKfvTRR/4uQ0REROqG8WanoGthyczM9HcJIiIiUs+CLrCIiIhIw6PAIiIiIgFPgUVEREQCXtB1uhURaajy8vLYuXMnOTk5/i5FpMYiIyOJiYkhPDy8Vu9XYBERCRI7d+6kWbNmdO3aFWO8GlghEhCstWRlZbFz5066detWq2PokpCISJDIycmhdevWCisSdIwxtG7d+qRaBxVYRESCiMKKBKuT/d5VYBEREZGAp8AiIiJec7vdJCUleZaMjIwq983IyCA+Pt5ntUycOJF3333XZ8evKzNmzOCJJ57wev8Tfd2uvfZavvvuOwC6du3quZnqmWee6XnvW2+9dZIVByZ1uhUREa9FRUWRlpbm7zJqJT8/n7Aw3/za8+WxS3v55Zcr3f7FF18AJYHlqquu8nkt9U0tLCIiclIyMjIYMmQIffv2pW/fvp5fnqWtX7+elJQUkpKSSExMZOPGjQC88cYbnu3XX389BQUFFd47c+ZM+vfvT3x8PJMnT8Za6/U+w4YN4+abbyY5OZmnn36aiRMnMnXqVAYOHEj37t1ZtmwZkyZNomfPnkycOLHS8+vatSu33XYbCQkJpKSksGnTJsBp4ZkyZQoDBgzgtttuY9++ffzmN78hMTGRgQMHsnbtWs8x0tPTGTRoELGxsbz00ksAHDlyhBEjRtC3b18SEhJ4//33Pfvn5+czbtw4evbsyeWXX87Ro0c955OamlqhxqZNmwJwxx138Pnnn5OUlMRTTz3F0KFDywTMwYMHk56eXul5Bjq1sIiIBKObb4a6bulISoJZs064y7Fjx0hKSgKgW7duLFiwgHbt2vHJJ58QGRnJxo0bGTt2bIVfqrNnz+amm25i3Lhx5ObmUlBQwIYNG5g3bx4rV64kPDycG264gTfffJNrrrmmzHunTZvGPffcA8DVV1/NokWLuPjii73eJzc311PPxIkT2b9/P19++SULFy5k9OjRrFy5kpdffpn+/fuTlpbmOb/SWrRowbp163j99de5+eabWbRoEeAMNf/iiy9wu93ceOON9OnTh/fee48lS5ZwzTXXeMLC2rVrWbVqFdnZ2fTp04eLLrqIdu3asWDBApo3b05mZiYDBw5k9OjRAPzwww/8/e9/56yzzmLSpEk899xz3HrrrdX8A8IjjzzCE0884amvVatWvPbaa8yaNYsff/yRnJwcevfuXe1xApFaWERExGvFl4TS0tJYsGAB4NzQ7rrrriMhIYErrrjC08eitEGDBvHQQw/x6KOPsm3bNqKioli8eDFr1qyhf//+JCUlsXjxYrZs2VLhvUuXLmXAgAEkJCSwZMkS1q9fX6N9fve735XZ9+KLL8YYQ0JCAu3btychIQGXy8UZZ5xRZZ+csWPHeh6//PJLz/YrrrgCt9sNwIoVK7j66qsBOOecc8jKyuLQoUMAjBkzhqioKNq0acPw4cNZvXo11lruvPNOEhMTOffcc9m1axd79uwBoEuXLpx11lkAjB8/nhUrVlRaV3WuuOIKFi1aRF5eHq+88kqVrUjBQC0sIiLBqJqWkPr01FNP0b59e9LT0yksLCQyMrLCPldddRUDBgzggw8+4MILL+SFF17AWsuECRN4+OGHqzx2Tk4ON9xwA6mpqXTp0oUZM2ZUuJdHdfs0adKkzP4REREAuFwuz/Pi9fz8/ErrKD0kt/Tz8seuSvkhvcYY3nzzTfbu3cuaNWsIDw+na9eunror2782GjduzHnnncf777/P/PnzWbNmTa2OEwjUwlLkxx/h22+9X7ZuhUouo4qINDgHDx6kY8eOuFwu5s6dW2k/lC1bttC9e3emT5/OmDFjWLt2LSNGjODdd9/ll19+AWDfvn1s27atzPuKf4G3adOGI0eOVDoqyJt9Tta8efM8j4MGDap0nyFDhvDmm28CsGzZMtq0aUPz5s0BeP/998nJySErK4tly5bRv39/Dh48SLt27QgPD2fp0qVlzn379u2elpy33nqLwYMHe1Vns2bNOHz4cJlt1157LdOnT6d///5ER0fX7MQDiFpYilx8sRNaaqJLFzj3XDjvPBgxAtq1801tIiKB7IYbbuCyyy7j9ddfZ9SoUZW2OsyfP5+5c+cSHh5Ohw4duPPOO2nVqhUPPPAAI0eOpLCwkPDwcJ599llOOeUUz/tatmzJddddR3x8PB06dKB///4Vju3NPidr//79JCYmEhERwdtvv13pPjNmzGDSpEkkJibSuHFj5syZ43ktMTGR4cOHk5mZyd13302nTp0YN24cF198MQkJCSQnJ3P66ad79u/RowfPPvsskyZNolevXkydOtWrOhMTE3G73fTu3ZuJEydyyy230K9fP5o3b87vf//7k/si+JmprLd1IEtOTraV9ZA+WR99BEeOeL//3r2weLGzHDjgbEtKKgkwQ4ZAVFSdlykiDdiGDRvo2bOnv8tocLp27Upqaipt2rTxdym1snv3boYNG8b333+Py+XfCytVfA97db1LLSxFRo2q+XumToWCAlizBj79FD75BJ5+Gp54AiIiYPBgJ7ycey506OD9caOjoXHjmtcjIiJS2uuvv85dd93Fk08+6fewcrLUwlLHsrNh+fKSALNuXc2P0bUrbNgAlfRbE5EGTC0sEuzUwhJAmjSBCy5wFoCff4bPPoOikW3V+vlnuOceeP55uOUW39UpIiISTBRYfKxDByh3C4BqLV8ODz0E114LzZr5pi4REZFgEtwXtELUgw9CZmZA3WZBRETErxRYAlBKCvzmN07n3awsf1cjIiLifwosAer+++HwYXjsMX9XIiJSwhjD+PHjPev5+fm0bduWX//61wAsXLiQRx55xCef/dprrzFt2rRq9+vatSuZmZkn3Oehhx6qdR3Lli0rM8Hj7Nmzef3112t9vLrkzbmXNmPGDJ544okK23fv3s3ll18OOOdb2b/ve++9V+k0DL6iwBKg4uNh3Dh45hnYvdvf1YiIOJo0acK3337LsWPHAPjkk0/o3Lmz5/XRo0dzxx13+Ks8r9VlYJkyZUqFCRt9qbI7Cde1Tp06VXrH4NL/vgos4nHffZCXBw884O9KRERKXHjhhXzwwQcAvP32256JAaFsK8g//vEP4uPj6d27N0OHDgVg/fr1pKSkkJSURGJiIhs3bgTgjTfe8Gy//vrrPb+UX331VeLi4khJSWHlypWV1pOVlcXIkSM544wzuPbaayl9u47KjnvHHXd4Zp0eN27cCT//o48+om/fvvTu3ZsRI0aQkZHB7Nmzeeqpp0hKSuLzzz8v00qRlpbGwIEDSUxM5JJLLmH//v0ADBs2jNtvv52UlBTi4uL4/PPPK5zHsmXLGDp0KBdddBE9evRgypQpFBYWAtC0aVP+9Kc/0bt3b7788ksWL15Mnz59SEhIYNKkSRw/ftxznMcee4yEhARSUlLYtGkTAP/+978ZMGAAffr04dxzz/VMsgiQnp7OoEGDiI2N5aWXXgIgIyOD+Pj4CjUW//t+8cUXLFy4kD//+c8kJSWxefNm+vbt69lv48aNZdbrggJLAOveHa67Dl56CSqZwFREGrCbb4Zhw+p2uflm7z77yiuv5J133iEnJ4e1a9cyYMCASvebOXMmH3/8Menp6SxcuBBwLp/cdNNNpKWlkZqaSkxMDBs2bGDevHmsXLmStLQ03G43b775Jj/99BP33nsvK1euZMWKFVX+NX/fffcxePBg1q9fzyWXXML27dsBqjzuI4884pl1+s0336xyv71793Ldddfxz3/+k/T0dP7xj3/QtWtXpkyZwi233EJaWhpDhgwpU8s111zDo48+ytq1a0lISOC+++7zvJafn8/q1auZNWtWme2lrV69mmeeeYbvvvuOzZs3869//QuA7OxsBgwYQHp6OsnJyUycOJF58+axbt068vPzef755z3HaNGiBevWrWPatGncXPSPOnjwYFatWsU333zDlVdeyWOl+husXbuWJUuW8OWXXzJz5kx2e9Gsf+aZZzJ69Ggef/xx0tLSOPXUU2nRogVpaWmAEzTreioABZYA95e/QFgYzJjh70pERByJiYlkZGTw9ttvc+GFF1a531lnncXEiRN56aWXPC0WgwYN4qGHHuLRRx9l27ZtREVFsXjxYtasWUP//v1JSkpi8eLFbNmyha+++ophw4bRtm1bGjVqxO+quEfE8uXLPf1qLrroIs8Ef1Udt7yq9lu1ahVDhw6lW7duALRq1eqEX5eDBw9y4MABzj77bAAmTJjA8uXLPa9feumlAPTr14+MjIxKj5GSkkL37t1xu92MHTuWFStWAOB2u7nssssA+OGHH+jWrRtxcXGVfk5xi9fYsWM9Eyju3LmT888/n4SEBB5//HHWr1/v2X/MmDFERUXRpk0bhg8fzurVq094nlW59tprefXVVykoKGDevHlcddVVtTpOVXQflgDXqRPceKMzYuj22+GMM/xdkYgEAn/f9mD06NHceuutLFu2jKwqhjPOnj2br776ig8++IB+/fqxZs0arrrqKgYMGMAHH3zAhRdeyAsvvIC1lgkTJvDwww+Xef977713UjVWdVxv9/v3v/99Up9fXkREBOCEj/z8/Er3McZUuh4ZGYnb7fbqc0ofo/j5jTfeyB//+EdGjx7NsmXLmFHqr+CqPrOmLrvsMu677z7OOecc+vXrR+vWrWt1nKqohSUI3H47NG0Kd9/t70pERByTJk3i3nvvJSEhocp9Nm/ezIABA5g5cyZt27Zlx44dbNmyhe7duzN9+nTGjBnD2rVrGTFiBO+++y6//PILAPv27WPbtm0MGDCAzz77jKysLPLy8vjHP/5R6ecMHTqUt956C4D//Oc/nn4jVR0XIDw8nLy8vBPuN3DgQJYvX87WrVs92wGaNWvG4cOHK9TRokULoqOjPf1T5s6d62lt8dbq1avZunUrhYWFzJs3j8GDB1fYp0ePHmRkZHj6p5T/nHnz5nkeBw0aBDitP8Wdo0vPIg3w/vvvk5OTQ1ZWFsuWLfN6tuvyX4fIyEjOP/98pk6d6pOZoRVYgkDr1nDrrbBgAXz9tb+rERGBmJgYpk+ffsJ9/vznP5OQkEB8fDxnnnkmvXv3Zv78+cTHx5OUlMS3337LNddcQ69evXjggQcYOXIkiYmJnHfeefz000907NiRGTNmMGjQIM4666wq51G69957Wb58OWeccQb/+te/+NWvfgVQ5XEBJk+eTGJiIuPGjatyv7Zt2/Liiy9y6aWX0rt3b88lqYsvvpgFCxZ4Ot2WNmfOHP785z+TmJhIWloa99xzT42+rv3792fatGn07NmTbt26cckll1TYJzIykldffZUrrriChIQEXC4XU6ZM8by+f/9+EhMTefrpp3nqqacAZ/jyFVdcQb9+/SrMOp2YmMjw4cMZOHAgd999N506dfKq1iuvvJLHH3+cPn36sHnzZgDGjRuHy+Vi5MiRNTpvb2jywyBx+LDTCTcpyZlUUUQaHk1+GNqWLVvGE088waJFi/xdSq098cQTHDx4kPvvv7/S1zX5YQPQrBnceSf88Y+wZAmcc46/KxIRESlxySWXsHnzZpYsWeKT46uFJYjk5EBsLMTEwBdfQC37RYlIkFILiwS7k2lhUR+WIBIZCffcA6tWQRC3GIqIiNSYTwOLMWaUMeYHY8wmY0yFezUbYyYaY/YaY9KKlmt9WU8omDgRTjsN7roLim6AKCIiEvJ8FliMMW7gWeACoBcw1hjTq5Jd51lrk4qWl31VT6gID4eZM2HdOnjnHX9XIyIiUj982cKSAmyy1m6x1uYC7wBjfPh5DcbvfgeJic7loaLbCIiIiIQ0XwaWzsCOUus7i7aVd5kxZq0x5l1jTJfKDmSMmWyMSTXGpO7du9cXtQYVlwsefBA2b4ZXX/V3NSLSkLjdbpKSkjxLVbeYh6on0Kupa6+9tlazAk+cOLHSGYdLe+2118rMnVPbz6prtfnaDRs2jMoGpSxcuJBHHnkEoMxEjffccw+ffvopALNmzeLo0aMnWbVv+XtY87+Bt621x40x1wNzgAoDdq21LwIvgjNKqH5LDEwXXQSDBjmXh66+GqKi/F2RiDQExZMG1qeXX/Zdb4HXXnuN+Ph4z83SfPlZ5eXn5xMW5vtfw6NHj2b06NEVts+cOdPzfNasWYwfP57GjRv7vJ7a8mULyy6gdItJTNE2D2ttlrW2eE7sl4F+PqwnpBjjTIi4axf85z/+rkZEGrKMjAyGDBlC37596du3L1988UWFfdavX09KSgpJSUkkJiayceNGAN544w3P9uuvv94zSWJpxS0HBQUFTJw4kfj4eBISEjx3cU1LS2PgwIEkJiZyySWXeG7NX9rMmTPp378/8fHxTJ48GWst7777LqmpqYwbN46kpCSOHTtWppXi7bff9typ9/bbb/ccq2nTptx111307t2bgQMHsmfPngqfN2PGDK6++moGDRpEbGwsL730EuDcHG7IkCGMHj2aXr2cbp1PPvkk8fHxxMfHM6vUJFH5+fmMGzeOnj17cvnll3taQCo7l2Jz584lKSmJ+Ph4zySGr732GtOmTatQY3EL1F//+ld2797N8OHDGT58OK+88opnlmeAl156iVtuuaXC++ubL6Pd10CsMaYbTlC5EigzdaMxpqO19qei1dHABh/WE3KKpojg++/9W4eI1L+NG2/myJG6belo2jSJ2NgTz6p47NgxkpKSAOjWrRsLFiygXbt2fPLJJ0RGRrJx40bGjh1b4dLE7Nmzuemmmxg3bhy5ubkUFBSwYcMG5s2bx8qVKwkPD+eGG27gzTff5Jprrqn0s9PS0ti1axfffvstAAcOHADgmmuu4ZlnnuHss8/mnnvu4b777ivzix9g2rRpntvkX3311SxatIjLL7+cv/3tbzzxxBMkJyeX2X/37t3cfvvtrFmzhujoaEaOHMl7773Hb37zG7Kzsxk4cCAPPvggt912Gy+99BJ/+ctfKtS7du1aVq1aRXZ2Nn369OGiiy4C4L///S/ffvst3bp1Y82aNbz66qt89dVXWGsZMGAAZ599NtHR0fzwww/8/e9/56yzzmLSpEk899xz3HrrrZWey8UXXwzA0aNHSUtLY/ny5UyaNMnztTqR6dOn8+STT7J06VLatGnDkSNHePDBB3n88ccJDw/n1Vdf5YUXXqj2OL7msxYWa20+MA34GCeIzLfWrjfGzDTGFLdNTTfGrDfGpAPTgYm+qicUNWsGHTtC0R8qIiI+V3xJKC0tjQULFgCQl5fHddddR0JCAldccUWlfUAGDRrEQw89xKOPPsq2bduIiopi8eLFrFmzhv79+5OUlMTixYvZsmVLlZ/dvXt3tmzZwo033shHH31E8+bNOXjwIAcOHPBM/jdhwgSWL19e4b1Lly5lwIABJCQksGTJEtavX3/C8/z6668ZNmwYbdu2JSwsjHHjxnmO26hRI379618D0K9fvyr78YwZM4aoqCjatGnD8OHDPS0eKSkpdOvWDYAVK1ZwySWX0KRJE5o2bcqll17qmZ+oS5cunHXWWQCMHz+eFStWVHsuY8eOBZwJIQ8dOuQJdTXRtGlTzjnnHBYtWsT3339PXl7eCSe5rC8+vXhmrf0Q+LDctntKPf9f4H99WUOoi4uDH3/0dxUiUt+qawmpT0899RTt27cnPT2dwsJCIiMjK+xz1VVXMWDAAD744AMuvPBCXnjhBay1TJgwgYcfftirz4mOjiY9PZ2PP/6Y2bNnM3/+fM9loRPJycnhhhtuIDU1lS5dujBjxgxycnJqfJ7FwsPDMUW3Gne73eTn51e6nyl3O/Li9SZNmnj1OZW9v7pzqeoza+raa6/loYce4vTTT/fJzMu1oTvdBrnYWAUWEfGvgwcP0rFjR1wuF3Pnzq20H8qWLVvo3r0706dPZ8yYMaxdu5YRI0bw7rvv8ssvvwCwb98+tm3bVuXnZGZmUlhYyGWXXcYDDzzAf//7X1q0aEF0dLSnVWLu3Lme1pZixb/Qiy93lB451KxZMw4fPlzhs1JSUvjss8/IzMykoKCAt99+u8Jxq/P++++Tk5NDVlYWy5Yto3///hX2GTJkCO+99x5Hjx4lOzubBQsWMGTIEAC2b9/Ol19+CcBbb73F4MGDT3guAPPmzQOclpsWLVrQokULr2ot/3UYMGAAO3bs4K233vK02vibv0cJyUmKi4PMTNi/H6Kj/V2NiDREN9xwA5dddhmvv/46o0aNqrQFYf78+cydO5fw8HA6dOjAnXfeSatWrXjggQcYOXIkhYWFhIeH8+yzz3LKKadU+jm7du3i97//PYVFt/kubpmZM2cOU6ZM4ejRo3Tv3p1Xy93voWXLllx33XXEx8fToUOHMsFh4sSJTJkyhaioKE84AOjYsSOPPPIIw4cPx1rLRRddxJgxNbuVWGJiIsOHDyczM5O7776bTp068WO5vzD79u3LxIkTSUlJAZyWjT59+pCRkUGPHj149tlnmTRpEr169WLq1Kk0bty4ynMBiIyMpE+fPuTl5fHKK694XevkyZMZNWoUnTp1YunSpQD89re/JS0tjegA+eWiyQ+D3Pvvw29+A199BUXf7yISojT5YfCYMWMGTZs25dZbb/V3KbX261//mltuuYURI0bU2TE1+WEDFhvrPKrjrYiI1IUDBw4QFxdHVFRUnYaVk6VLQkHu1FOde7KoH4uISOCYMWOGv0uotZYtW1a4dBUI1MIS5CIioGtXBRaRhiLYLuOLFDvZ710FlhAQG6tLQiINQWRkJFlZWQotEnSstWRlZVU65N1buiQUAuLiYM4csNa5PCQioSkmJoadO3eiSWAlGEVGRhITE1Pr9yuwhIDYWDh8GPbsgQ4d/F2NiPhKeHi45w6pIg2NLgmFgLg451GXhUREJFQpsISA4sCijrciIhKqFFhCwK9+BeHhCiwiIhK6FFhCQFiYcz8WXRISEZFQpcASIjRrs4iIhDIFlhARGwubNkHRnGAiIiIhRYElRMTFwfHjsGOHvysRERGpewosIUIjhUREJJQpsISI4lmbFVhERCQUKbCEiE6doHFjjRQSEZHQpMASIozRSCEREQldCiwhJDZWgUVEREKTAksIiYuDjAzIzfV3JSIiInVLgSWExMVBQQFs3ervSkREROqWAksI0UghEREJVQosIaT4XiwaKSQiIqFGgSWEtG4NrVqphUVEREKPAkuI0UghEREJRQosISYuTpeEREQk9CiwhJi4ONi5E7Kz/V2JiIhI3VFgCTHFI4U2bfJvHSIiInVJgSXEaKSQiIiEIgWWEKN7sYiISChSYAkxTZtCx44KLCIiEloUWEKQRgqJiEioUWAJQXFxamEREZHQosASgmJjITMT9u/3dyUiIiJ1Q4ElBGmkkIiIhBoFlhBUHFh0WUhEREKFAksI6t4dXC61sIiISOhQYAlBERFwyilqYRERkdChwBKiNFJIRERCiQJLiIqNdS4JWevvSkRERE6eAkuIiouDw4dhzx5/VyIiInLyFFhClEYKiYhIKFFgCVHFkyBqpJCIiIQCBZYQdcopEB6uFhYREQkNCiwhyu2GU09VYBERkdCgwBLCNGuziIiECgWWEBYXB5s2QUGBvysRERE5OQosISw2Fo4fhx07/F2JiIjIyVFgCWGatVlEREKFAksI071YREQkVCiwhLCOHaFJEwUWEREJfgosIcyYkjmFREREgpkCS4jTrM0iIhIKFFhCXGwsbN0Kubn+rkRERKT2FFhCXFwcFBY6oUVERCRY+TSwGGNGGWN+MMZsMsbccYL9LjPGWGNMsi/raYg0UkhEREKBzwKLMcYNPAtcAPQCxhpjelWyXzPgJuArX9XSkBXP2qzAIiIiwcyXLSwpwCZr7RZrbS7wDjCmkv3uBx4FcnxYS4PVujW0aqWRQiIiEtx8GVg6A6VvCr+zaJuHMaYv0MVa+8GJDmSMmWyMSTXGpO7du7fuKw1xGikkIiLBzm+dbo0xLuBJ4E/V7WutfdFam2ytTW7btq3viwsxsbEKLCIiEtx8GVh2AV1KrccUbSvWDIgHlhljMoCBwEJ1vK17cXGwaxdkZ/u7EhERkdrxZWD5Gog1xnQzxjQCrgQWFr9orT1orW1jre1qre0KrAJGW2tTfVhTg1Q8UmjTJv/WISIiUls+CyzW2nxgGvAxsAGYb61db4yZaYwZ7avPlYo0UkhERIJdmC8Pbq39EPiw3LZ7qth3mC9raciKA4tGComISLDSnW4bgKZNoVMntbCIiEjwUmBpIDRrs4iIBDMFlgZC92IREZFgpsDSQMTFQWYm7N/v70pERERqToGlgVDHWxERCWYKLA2EZm0WEZFgpsDSQHTvDi6XAouIiAQnBZYGIiICTjkFVq2CwkJ/VyMiIlIzCiwNyDXXwCefwCWXwOHD/q5GRETEewosDci998Izz8CiRXDWWbBtm78rEhER8Y4CSwNiDEybBv/5D2zfDikp8MUX/q5KRESkegosDdDIkU5flubNYfhweP11f1ckIiJyYgosDdTpp8NXX8HgwTBhAtxxBxQU+LsqERGRyimwNGCtWsFHH8GUKfDoo3DppeqMKyIigUmBpYELD4fnnlNnXBERCWwKLKLOuCIiEvAUWMSjfGfc2bPhhx9g3z7dbE5ERPwrzN8FSGAp7ox7xRUwdWrJdrcbWreGtm2hTRvc0L+DAAAgAElEQVTnsfTzNm0gMtJ/ddeXwYOd8xURkfqlwCIVtGoFH38Mn38OP/0Ee/c6S2ZmyfNvv3XWs7LAWn9XXH9iYpyvTa9e/q5ERKRhUWCRSoWFOZeFqlNQ4FwyysyE3Fzf1+VPv/ziTG8weDB88AEMGuTvikREGg4FFjkpbnfJ5aGGYOVKOP98OPdcePdduOACf1ckItIwqNOtSA107w4rVkCPHjB6NLz5pr8rEhFpGBRYRGqofXtYtgyGDIHx42HWLH9XJCIS+hRYRGqheXP48EPn7sC33AJ33tmwOh+LiNQ3BRaRWoqMhPnzYfJkePhhuO46yM/3d1UiIqFJnW5FToLb7dxgr107eOABZ5j32283jHvSiIjUJ7WwiJwkY+D+++Gvf4X33oNRo+DgQX9XJSISWhRYROrIjTfCW285Q5/PPht+/tnfFYmIhA5dEhKpQ2PHOncKvvRSiI2FFi28f2/jxk5n3ubNoVmzkueVrUdGOi073nC5nJFNMTEQHe39+0REAokCi0gdO/98WL4cXnzRuROwN6yFo0fh0CFn2bat5PmhQ5CXVze1RUY6waVzZ2cpfl76MToaIiKc/jkiIoHC2CAbi5mcnGxTU1P9XYZIvTp+vGyAycnx/r35+c7lqV27YOfOksedO2H37qqnVHC7oVEjJ7x4u1S1f/H2QAlBUVEVJ/Fs1Spw6hNpYLxq91ULi0gQiIjwzRQIhYXOPFClw8zBg05AKl5yc8uul9+WnV3x9dJLXbUO+ZoxzozkpWcgb9sWOnWCgQPhzDOdS3Mi4h8KLCINmMvlDMlu1w769PHNZ1hbEnAKC33zGTWVnV129vHKnv/wg9OBOjPTqdvlcr5GQ4c6y+DBTqgRkfqhS0IiIidw5AisWuX0S1q+3Hl+/Ljz2hlnlASYIUOcfkAiUmNeXRJSYBERqYHjx+Hrr0sCzMqVTqgBZ3LMU0/1frRX6fWICP+el4gfKbCIiPhafj6kpzvh5fPP4aefynaQPnzYu3mmGjU6caBp0QKSkpzWnJgY35+XSD1SYBER8bfCwrJD1g8frhhovFnfv79kRFe3biWXooYOdVp1dH8dCWIaJSQi4m8uFzRt6iydOtX+OAUFTkvO5587rTkffABz5jivdexYNsD06uV8rkgoUQuLiEgQsha+/76kL81nnznD0sG5p0yPHt63uhjjBCpv+940auS78woLq/w+PgpgIU2XhEREGgprISPDaYH57DPYvt379xYWOh2HS1+COnzYZ6XWSmVBpk0b6N3bGW6elASJibpXTpBSYBERkdopDjHl+9TU5VQR5VnrdGKu6iaE5W9iuHs3pKVBVlbJMU47zQkvSUklQaZjR/XxCXDqwyIiIrXjcpVcAgrk+8tYWxJc0tLgm2+c5d13S/Zp29ZpiTnjDOjZ0+nj07OnbvwXbNTCIiIiIefQIVi7tiTIpKU5fX6ys0v2adOmbIApXmJi1CJTz3RJSEREpFhhIezYARs2lCzffec87ttXsl/Tpk6rjLehxe2ufB6q0s+LH5s1UxiqhAKLiIhIdax15o8qHWL27/f+/Xl5Tj+a0nNSVTULevHM5d4KD688AFX2vE0bZ39fCQvz2WgtBRYREZH6Zq3TYbmySTUzM6sOM5XJyXHCUOnjZGY6nZPrW2oq9Ovnk0Or062IiEh9M8a59NOsmXNX4rpmLRw4UDEQZWY6Nxj0lZO58WFdUGAREREJIsZAdLSzxMb6u5r6o3sHioiISMBTYBEREZGAp8AiIiIiAU+BRURERAKeAouIiIgEPAUWERERCXgKLCIiIhLwvAosxph/GWMuMsYo4IiIiEi98zaAPAdcBWw0xjxijOnhw5pEREREyvAqsFhrP7XWjgP6AhnAp8aYL4wxvzfGVDnVkjFmlDHmB2PMJmPMHZW8PsUYs84Yk2aMWWGM6VXbExEREZHQ5fUlHmNMa2AicC3wDfA0ToD5pIr93cCzwAVAL2BsJYHkLWttgrU2CXgMeLKmJyAiIiKhz6u5hIwxC4AewFzgYmvtT0UvzTPGVDV1cgqwyVq7pegY7wBjgO+Kd7DWHiq1fxMguKaOFhERkXrh7eSHL1lrPyy9wRgTYa09bq1NruI9nYEdpdZ3AgPK72SM+R/gj0Aj4JzKDmSMmQxMBvjVr37lZckiIiISKry9JPRAJdu+rIsCrLXPWmtPBW4H/lLFPi9aa5Ottclt27ati48VERGRIHLCFhZjTAeclpIoY0wfwBS91BxoXM2xdwFdSq3HFG2ryjvA89UcU0RERBqg6i4JnY/T0TaGsh1iDwN3VvPer4FYY0w3nKByJc7QaA9jTKy1dmPR6kXARkRERETKOWFgsdbOAeYYYy6z1v6zJge21uYbY6YBHwNu4BVr7XpjzEwg1Vq7EJhmjDkXyAP2AxNqdRYiIiIS0oy1VQ/MMcaMt9a+YYz5E5WM4LHW1vsw5OTkZJuaWtXAJBEREQkypvpdqr8k1KTosenJ1SIiIiJSe9VdEnqh6PG++ilHREREpKLqRgn99USvW2un1205IiIiIhVVd0loTb1UISIiInIC3owSEhEREfGr6i4JzbLW3myM+TeVjxIa7bPKRERERIpUd0lobtHjE74uRERERKQq1V0SWlP0+JkxphFwOk5Lyw/W2tx6qE9ERETEu9majTEXAbOBzTg3eOlmjLneWvsfXxYnIiIiAl4GFuD/AcOttZsAjDGnAh8ACiwiIiLicy4v9ztcHFaKbMGZAFFERETE56obJXRp0dNUY8yHwHycPixX4MzGLCIiIuJz1V0SurjU8z3A2UXP9wJRPqlIREREpJzqRgn9vr4KEREREamKt6OEIoE/AGcAkcXbrbWTfFSXiIiIiIe3nW7nAh2A84HPgBjU6VZERETqibeB5TRr7d1AdtH8QhcBA3xXloiIiEgJbwNLXtHjAWNMPNACaOebkkRERETK8vbGcS8aY6KBu4GFQNOi5yIiIiI+51Vgsda+XPT0M6C778oRERERqcirS0LGmNbGmGeMMf81xqwxxswyxrT2dXEiIiIi4H0flneAX4DLgMuBTGCer4oSERERKc3bPiwdrbX3l1p/wBjzO18UJCIiIlKety0s/2eMudIY4ypafgt87MvCRERERIpVN/nhYZzJDg1wM/BG0Usu4Ahwq0+rExEREaH6uYSa1VchIiIiIlXxtg8LxpjRwNCi1WXW2kW+KUlERESkLG+HNT8C3AR8V7TcZIx52JeFiYiIiBTztoXlQiDJWlsIYIyZA3wD/K+vChMREREp5u0oIYCWpZ63qOtCRERERKribQvLw8A3xpilOCOGhgJ3+KwqERERkVKqDSzGGAOsAAYC/Ys2326t/dmXhYmIiIgUqzawWGutMeZDa20CzkzNIiIiIvXK2z4s/zXG9K9+NxEREZG6520flgHAeGNMBpCN04/FWmsTfVWYiIiISDFvA8v5Pq1CRERE5ASqm0soEpgCnAasA/5urc2vj8JEREREilXXh2UOkIwTVi4A/p/PKxIREREpp7pLQr2KRgdhjPk7sNr3JYmIiIiUVV0LS17xE10KEhEREX+proWltzHmUNFzA0QVrRePEmru0+pEREREqCawWGvd9VWIiIiISFVqMvmhiIiIiF8osIiIiEjAU2ARERGRgKfAIiIiIgFPgUVEREQCngKLiIiIBDwFFhEREQl4CiwiIiIS8BRYREREJOApsIiIiEjAU2ARERGRgKfAIiIiIgFPgUVEREQC3glna25Ijh3LwNo8r/cPC2tJo0ZtfViRiIiIFFNgKbJ27fkcO/aj1/u7XJGkpGwkMjLGh1WJiIgI+DiwGGNGAU8DbuBla+0j5V7/I3AtkA/sBSZZa7f5sqaqnHrq4xQUHPZq34KCY/z44/Xs2vU3Tj31kerfICIiIifFZ4HFGOMGngXOA3YCXxtjFlprvyu12zdAsrX2qDFmKvAY8Dtf1XQibdqMrtH++/Z9xE8/vUjXrnfjdjfxUVUiIiICvu10mwJsstZusdbmAu8AY0rvYK1daq09WrS6Cgia6ytdutxCfv5+fv55jr9LERERCXm+DCydgR2l1ncWbavKH4D/VPaCMWayMSbVGJO6d+/eOiyx9po3P5Nmzfqzc+csrC30dzkiIiIhLSCGNRtjxgPJwOOVvW6tfdFam2ytTW7bNjBG5hhjiIm5hWPHNpKV9aG/yxEREQlpvgwsu4AupdZjiraVYYw5F7gLGG2tPe7Deupc27aXExERw86dT/m7FBERkZDmy8DyNRBrjOlmjGkEXAksLL2DMaYP8AJOWPnFh7X4hMsVTufO0zhwYAlHjqT7uxwREZGQ5bPAYq3NB6YBHwMbgPnW2vXGmJnGmOIhOY8DTYF/GGPSjDELqzhcwOrYcTIuV2N27pzl71JERERClrHW+ruGGklOTrapqan+LqOMH3/8H3766WUGDtxGREQHf5cjIiISTIw3OwVEp9tgFxNzE9bmsnv3bH+XIiIiEpIUWOpA48ZxtG79a3bvfo6Cghx/lyMiIhJyFFjqSEzMzeTl7eWXX97ydykiIiIhR4GljrRseQ5NmiQW3UguMPsF5ecfIj/fu/mSREREAokCSx1xbiR3M9nZ69i/f7G/y6ng2LGtrF59Ot98M4TCwjx/lyMiIlIjCix1qF27sYSHtwu4G8nl5u5h7dqR5OcfJDs7nR07/p+/SxIREakRBZY65HZH0rnzDezb9yHZ2d/7uxzAuQy0du0FHD++i969P6FNm0vZtu0+jh3b7O/SREREvKbAUsc6dZqKMRHs2vW0v0uhoCCHb78dQ3b2Os4445+0aHEmsbF/xZhwfvxxSsD2tRERESlPgaWONWrUjvbtx/Hzz3PIy8vyWx2Fhfls2HAVBw4s4/TTX6N16wsAiIjoTPfuj7B//6fs2fOG3+oTERGpCQUWH4iJuZnCwmPs3v2iXz7fWsuPP04hM3MBp532NO3bjyvzeqdOU2jefBCbNt1Cbm6mX2oUERGpCQUWH2jaNIHo6HPZtetvfhmRs3Xrnfz889855ZS/EBMzvcLrxriIi3uRgoKDbN58a73XJyIiUlMKLD4SE3MLubm72bv3H/X6uTt2PMn27Y/QseP1dO06s8r9mjaNp0uX29izZ05ADsMWEREpTYHFR1q1GkVUVA927nyq3jq3/vzz62ze/Cfatr2cuLhnMebE80mdcspfiIo6jR9/nEJBwbF6qVFERKQ2FFh8xBgXMTE3c/hwKgcPrvT552VmLuL77ycRHX0uPXu+gTHuat/jdkcRFzebY8c2sW3bAz6vUUREpLYUWHyoQ4erCQuL9vmN5A4cWMF3311Bs2Z9OeOMf+FyRXj93ujoEbRvP4EdOx7jyJF1PqxSRESk9sL8XUAoc7ub0KnT9Wzf/hh79/4Tt7u5V+8zxo3b3QSXqwlud8nickVhTNmMeeTIWtat+zUREaeQkPAhYWHNalznqac+QVbWIn78cTJ9+qys8BkiIiL+ZoLt5mHJyck2NTXV32V47fjxXaxadSrWHq+T47lcjUsFmCbk5u7C7W5Knz4riYz8Va2P+/PPc/n++2uIjX2Wzp1vqJNaRUREvHDiDpfFOymw+N6xY5vJzf3Z6/2tzaegINuzFBZmV7lujIuuXWfSpEnPk6rRWkt6+nkcPvw1KSnfERHR+aSOJyIi4iWvAosuCdWDqKhTiYo61d9lnJAxhri42aSmJrBx43Ti4//p75JEREQ81FlBPBo3Po1TTrmXzMx/kZn5vr/LERER8VBgkTK6dPkTTZok8OOP/0N+/iF/lyMiIgIosEg5Llc4cXEvkpu7m61b/+LvckRERAAFFqlEixYD6dz5f9i1629kZMzE2gJ/lyQiIg2cOt1Kpbp3f5T8/ANkZNzLgQOf0bPnm0REdPB3WSIi0kCphUUq5XY35vTTX6dHj79z6NCXpKYmaZJEERHxGwUWqZIxho4dJ9Gv39eEh7ciPf08tm69R5eIRESk3imwSLWaNDmDfv2+pkOHCWzbdj9paSM4fny3v8sSEZEGRIFFvOJ2N+H001/l9NNf4/Dhr0lNTWLfvv/zd1kiItJAKLBIjXToMKHoElE71q4dxZYtd1FYmO/vskREJMQpsEiNNWnSi379VtOhwyS2b3+I9PRzyMnZ6e+yREQkhCmwSK04o4hepmfPNzh8+L+kpiaRlfWRv8sSEZEQpcAiJ6V9+3EkJ68hIqIz69ZdyNat92oUkYiI1DkFFjlpjRv3oG/fL4tGEc1k7doLyM3d6++yREQkhCiwSJ1wLhG9So8eL3PgwHJSU/tw8OCX/i5LRERChAKL1KmOHf9A375f4nJFkJY2lJ07n8Za6++yREQkyGkuIalzzZr1oV+/NXz//QQ2bbqZgwe/oEePlwkLa+bv0kSCzmOPPUb//v0ZPny4Z9vSpUv5+uuvue222/xYmQQKawspKDhCfv4hrM0DCrG2wLNAQSXrhUX7WaD0QoVtxX90tmgxiLCwFvV/gkUUWMQnwsNbEh//Hjt2PM6WLf/LkSPpxMf/kyZNzvB3aT5jreXo0Q3s3/8p+/d/Snb2d7hcjXC5onC5Iks9RuJ2V9zmHOPEP2BKnluMcXsWKP3cVe41F9bmUViYi7XHKSzMpbDwONbmnmBbPtbmlVryKSwseV6yvRCXqxHGNCp6jCg654gK24xpRHh4Kxo1ak94eHsaNepAo0btPUt4eDtcrnC//fvVl5oGkP79+/Pb3/6W+fPnM3z4cJYuXepZl5NjraWgIJuCgkPk5x8kP/8gBQXOo7X5GBNWxRJebt1V9P+j+P9P+f9P5R8LqCwQVNxmsTaP/PxDRTVW/lhQcLhevl79+q2hWbO+9fJZlTHB1lyfnJxsU1NT/V2G1MCBA5+xfv3vKCg4TFzcC3ToMN6r9/nqL8u6PG5Ozk4OHFjM/v2L2b//U3JzfwIgKuo0mjVLxtoCCguPUViYQ0GB81i8Xv7R4a4yiJQOI2CqCDaFlA89YIt+wDaqMkyU3dbI80PZ5Qov9cM5vNQ2Z70kDFUXgI5TWJhDXt4+cnP3UFiYXenXMyyslSfIhIW1LPVK2Z9TFX9u2aLzzsfa/KJzzy+1lF0Hyv3SKfsLqOQci78OjXG7m+B2N8blch7d7iae7WVfb1z0GFX0PKroa2o832tVBZDS35OlFe8zZcp1zJ79Im+++SJDh/Yv+v457vn6FhYeL1pysLagkhDrKvU9VfLc+X7KKxVsq/pF6/xSdv469w2XK6KSr2eTUl/XktcAT9AoCRsHvNx2kPz8Q0Cgj2o0uN3NCAtrjtvdvJrHZkXfa8U/J6r+eeJ8T7gAA5ii78/ihUq2GZo0iScsrKlvTtILamERn2vZ8mySk7/hu++u5Pvvr+bgwRWcdtos3O7IE77PV39Znsxx8/MPcuDAMk8rytGj3wMQHt6W6OgRREefS8uWI4iK6lqjmpwWE6/+z9aYL49dWwUF2eTm7im1/Exe3p4y244d20jZn2Plz6HseknAcBc9NsLlalxqveR1oEyAcf46Ln6eQ0HBkVKtSbkUFBylsPAoBQXZFBYeq8UZu3C5onC7GxMZGcV990Vx6aUjufzy9rz77h4eeqgLjRtPZdWqvFLBoeS5y5XHBRfk88ADD3P11dCo0WWsWlWLMhocF2FhLQgLa4Hb7TxGRv6qzHrJ683L7OtyhZcLvSdaCsoE/oqPEaX+GAj3hMTygQCosM0JH+puCmphkXpUWJjP1q13sWPHY4SHt/fqWuiaNUe5666fuPTSFvzrXwd58MGO9OvX+KRrqd1xCzl2bAtQiMvVmJYtzyY6+lyio8+lSZN4/VBpIKwtpLDwWNGlhKMUFjqPTpjJLmpJO1q0T9nH0s+feeYbXnhhI5Mnn8aNNyaUa8EKL7O+atVupk9/j/HjB/DGG6t5/vk/MHhwQtHlxIiiJdLzaEwExrjLtLqVbX0r/7yw6LOq+oUbXmo93BP66v5ra7H2eJmAWPK85GtdvA6FpYJHy3LhpCVud5OAC+tSKa/+kRRYpN5lZi7il1/eBrxrVn7mmXXMnr2eKVPO4MYbE+qsjtocNyoqlujoc2nefCAuV6M6q0UaluJWvalTp/L88897dTmoJpeQRIKMd6nSSbTBs/Tr189Kw7FkyRLbpk0be/fdd9s2bdrYJUuWBPRxRapT/L1X/D1Xfr28Rx99tMJrS5YssY8++qjPaxWpJ179/vd7AKnposDScNT0B7u/jyviDQUQkQq8+v2vS0ISsIJhlJCIiJw09WERERGRgOdVYNGwBhEREQl4CiwiIiIS8BRYREREJOApsIiIiEjAU2ARERGRgKfAIiIiIgFPgUVEREQCngKLiIiIBDwFFhEREQl4CiwiIiIS8BRYREREJOD5NLAYY0YZY34wxmwyxtxRyetDjTH/NcbkG2Mu92UtIiIiErx8FliMMW7gWeACoBcw1hjTq9xu24GJwFu+qkNERESCX5gPj50CbLLWbgEwxrwDjAG+K97BWptR9FqhD+sQERGRIOfLS0KdgR2l1ncWbRMRERGpkaDodGuMmWyMSTXGpO7du9ff5YiIiEg982Vg2QV0KbUeU7Stxqy1L1prk621yW3btq2T4kRERCR4+DKwfA3EGmO6GWMaAVcCC334eSIiIhKifBZYrLX5wDTgY2ADMN9au94YM9MYMxrAGNPfGLMTuAJ4wRiz3lf1iIiISPAy1lp/11AjycnJNjU11d9liIiISN0w3uwUFJ1uRUREpGFTYBEREZGAp8AiIiIiAU+BRURERAKeAouIiIgEPAUWERERCXgKLCIiIhLwFFhEREQk4CmwiIiISMBTYBEREZGAp8AiIiIiAU+BRURERAKeAouIiIgEPAUWERERCXgKLCIiIhLwFFhEREQk4CmwiIiISMBTYBEREZGAp8AiIiIiAU+BRURERAKeAouIiIgEPAUWERERCXgKLCIiIhLwwvxdgIiISINQWAirV8Pevf6upHaGDIGWLf328QosIiIivpSRAXPmOMvWrf6upvZSU6FfP799vAKLiIhIXcvOhn/+E157DZYudbaNGAH33Qe9evm1tFo7/XS/frwCi4iISF2wFlascELK/Plw5Ah07w4zZ8I118App/i7wqCmwCIiIqHPWmfxhR07YO5cJ6hs3gxNmsBvfwu//z0MHgzG+OZzGxgFFhERCS1ZWZCeDmlpzvLNN7BhAxQU+PZzhw2De+6BSy+Fpk19+1kNkAKLiIgEJ2udTqzFwaR42bGjZJ/OnaFPH7joImjc2Dd1NG0Kl1wC3br55vgCKLCIiEgwyc+Hjz5yLr988gkcOuRsd7mgZ08YOhSSkpyld29o29av5UrdUWAREZHA9+23Tkh54w3YswfatYOxY51htklJEB8PUVH+rlJ8SIFFREQC07598PbbTlBJTYWwMLj4Ypg4ES64AMLD/V2h1CMFFhERCRz5+fB//+eElPffh9xcpwVl1iy46ipd4mnAFFhEROpCfj48/zxs2uTvSoLXsWOwaBH89BO0aQNTpzqtKUlJ/q5MAoACi4jIyfrpJ6c/xWefQYsWuu9GbRnjzFczcaIzqqdRI39XJAFEgUVE5GR8+imMGweHDzuXMSZM8HdFIiHJ5e8CRESCUkEB3HsvjBzpXL74+muFFREfUguLiEhN/fyz06qyZIkzR8xzzzm3YxcRn1FgERGpiSVLnNEqhw7BK68488WIiM/pkpCIiDcKCpxZd887D6KjYfVqhRWReqQWFhGR6uzZA+PHOx1sx493hi9rcjuReqXAIiJyIsuWOUOWDxyAl1+GSZM0bFnEDxRYRESKZWVBenrZmX+//RZiY+HjjyEx0d8VijRYCiwi0vBYCxkZJaHkm2+cxx07Svbp3Nm5w+rll8Mtt0CzZn4rV0QUWBqOjRvhL39x/loUacishd274eBBZ93lgtNPd+6wmpQEffpA796as0YkwCiwhLr9++H+++Fvf3Nucz1yJLjd/q5KxL+GDXOCSVISxMdDVJS/KxKRaiiwhKq8PGckw333OaHlD39wgkuHDv6uTEREpMZ0H5ZQYy38+9/OX4033eT8BfnNN/DSSworIiIStBRYQkl6unNTq9GjnfWFC537RvTu7d+6RERETpICSyj4+We47jrnmvx//wtPP+10rr34Yt0vQkREQoL6sNTUvn1OS8bmzc7lF3/bvh1mzYKcHLj5ZmckUKtW/q5KRESkTimwVMVa2Lat4n0atm/3d2UVjRkDjz/u3NxKREQkBCmwFEtPLwklxUvp+zT06AFnnQXTpjkdWePiICwAvnyNGul+ESIiEvIC4DdugLj0UtiyBRo3dm6/fdVVTjApvk9D48b+rlBERKTBUmApNmeO01Jx2mm6sZqIiEiAUWApNniwvysQERGRKvh0WLMxZpQx5gdjzCZjzB2VvB5hjJlX9PpXxpiuvqxHREREgpPPAosxxg08C1wA9ALGGmN6ldvtD8B+a+1pwFPAo76qR0RERIKXL1tYUoBN1tot1tpc4B1gTLl9xgBzip6/C4wwRnc6ExERkbJ8GVg6AztKre8s2lbpPtbafOAg0NqHNYmIiEgQCopb8xtjJhtjUo0xqXv37vV3OSIiIlLPfBlYdgFdSq3HFG2rdB9jTBjQAsgqfyBr7YvW2mRrbXJb3SRNRESkwfFlYPkaiDXGdDPGNAKuBBaW22chMKHo+eXAEmsDYYIeERERCSQ+uw+LtTbfGDMN+BhwA69Ya9cbY2YCqdbahcDfgbnGmE3APpxQIyIiIlKGCbYGjeTkZJuamurvMkRERKRueDU6OCg63YqIiEjDpsAiIiIiAU+BRURERAKeAouIiIgEPAUWERERCXgKLCIiIhLwgm5YszFmL7DNy93bAJk+LCdQNITz1DmGBp1jaNA5hoZAOcdMa+2o6nYKusBSE8aYVB0Aa/oAAApASURBVGttsr/r8LWGcJ46x9CgcwwNOsfQEGznqEtCIiIiEvAUWERERCTghXpgedHfBdSThnCeOsfQoHMMDTrH0BBU5xjSfVhEREQkNIR6C4uIiIiEgJANLMaYUcaYH4wxm4wxd/i7Hl8wxmQYY9YZY9KMMSExhbUx5hVjzC/GmG9LbWtljPnEGLOx6DHanzWerCrOcYYxZlfRv2WaMeZCf9Z4sowxXYwxS40x3xlj1htjbiraHjL/lic4x5D5tzTGRBpjVhtj0ovO8b6i7d2MMV8V/XydZ4xp5O9aa+sE5/iaMWZrqX/HJH/XerKMMW5jzDfGmEVF60H17xiSgcUY4waeBS4AegFjjTG9/FuVzwy31iYF09C0arwGlB+Pfwew2FobCywuWg9mr1HxHAH+f3tnHmtXVcXh78cMtoICEqRopYBACpShCIKlNFgxRYpIrbVGiATBMKoo4FAQxVAJc5QoZTIipcgYJ0ApFAFpaekAFERKo5LaEqEyabH25x97XThc3tTXV+67x/UlL/ecffaw1lm556y71357XRS2HGb712+zTH3NSuCrtncB9gVOiO9gnWzZmY5QH1uuAEbZ3h0YBhwiaV9gMkXH7YEXgGNaKOOa0pmOAF+r2HFu60TsM04BFlbO28qOtXRYgH2AP9teZPs1YCowtsUyJT3A9gzg+abiscC1cXwtcPjbKlQf04mOtcL2Ettz4vglykNyG2pkyy50rA0uvByn68efgVHAL6K83e3YmY61QtIgYAwwJc5Fm9mxrg7LNsBfK+d/o2YPksDAnZJmS/piq4VZi2xle0kc/x3YqpXCrEVOlDQ/QkZtGyppRtJgYA/gIWpqyyYdoUa2jDDCXGAZcBfwNLDc9sqo0vbP12YdbTfseG7Y8SJJG7ZQxL7gYuDrwKo435w2s2NdHZb/Fw6wvScl9HWCpBGtFmht4/JvbbX79QNcDgyhTEkvAS5orTh9g6QBwE3AqbZfrF6riy070LFWtrT9X9vDgEGU2eudWixSn9Oso6ShwJkUXYcD7wZOb6GIa4SkQ4Fltme3WpY1oa4Oy7PAtpXzQVFWK2w/G5/LgFsoD5M6slTS1gDxuazF8vQ5tpfGQ3MVcAU1sKWk9Skv8uts3xzFtbJlRzrW0ZYAtpcD04H9gM0krReXavN8reh4SIT8bHsFcDXtbcf9gcMkLaYskRgFXEKb2bGuDsssYIdYAb0B8Bng9hbL1KdIeoekgY1jYDTwaNet2pbbgaPi+CjgthbKslZovMSDT9Lmtoz4+JXAQtsXVi7Vxpad6VgnW0raUtJmcbwx8FHKWp3pwJFRrd3t2JGOT1Qca1HWdrStHW2faXuQ7cGU9+HdtifSZnas7cZx8a+EFwPrAlfZPrfFIvUpkrajzKoArAf8vA46SroeGEnJIroUOAu4FZgGvI+SqfvTttt20WonOo6khBAMLAaOq6z1aDskHQDcByzgjZj5NyhrPGphyy50nEBNbClpN8pizHUpP3Cn2T4nnj9TKaGSR4DPxUxE29GFjncDWwIC5gLHVxbnti2SRgKn2T603exYW4clSZIkSZL6UNeQUJIkSZIkNSIdliRJkiRJ+j3psCRJkiRJ0u9JhyVJkiRJkn5POixJkiRJkvR70mFJkhYhyZIuqJyfJunsPur7GklHdl9zjccZJ2mhpOlr2M89klY7gaekYb3Jhtzb8brpc29Jl3ZybbGkLXrZ79mSTlsz6ZKk/UmHJUlaxwrgiN6+yNYWlZ0ve8IxwLG2D1pb8nTDMGC1HZaeEFnfe4zth22fvDZkSZIkHZYkaSUrgZ8AX26+0DxDIunl+Bwp6V5Jt0laJOk8SRMlzZS0QNKQSjcHS3pY0p8il0gjydv5kmZFUrfjKv3eJ+l24PEO5JkQ/T8qaXKUTQIOAK6UdH5T/a0lzZA0N9p8JMpHS3pQ0hxJN0YenuaxOqwjabikByTNC303Bc4Bxsc442MH6Kvi+iOSxkbbjSVNjdmgW4CNOzJIzIRMljQHGCdpiKTfqiQYvU/STlFvXOg1T9KMyj38ZRxvLulOSY9JmkLZfAxJgyU9Whnv9Vk1SceGXeZJuknSJh3Id7Kkx8N2UzvSIUnqyur8kkqSpO/5ITBf0g9Wo83uwM7A88AiYIrtfSSdApwEnBr1BlPynwwBpkvaHvg88E/bw1Wyz94v6c6ovycw1PYz1cEkvReYDOwFvEDJEH547AY6irJr5sNNMn4WuMP2uTFTsUnMJH0LONj2K5JOB75CcToaY3VYR9J5wA3AeNuzJL0TeBWYBOxt+8Ro/33KtuNfUNlufaak3wHHAa/a3lllZ9M5Xdzff0RSUST9nrLD6VOSPgT8iJKHZRLwMdvPxjjNnAX8Ie7RGMpMVHfcbPuKGPd70eaypjpnAB+wvaKTcZOktqTDkiQtxPaLkn4KnAz8q4fNZjW2epf0NNBwOBYA1dDMtEjA95SkRZTMs6OB3SqzN5sCOwCvATObnZVgOHCP7edizOuAEZSUCZ3KCFylkhzwVttzJR0I7EJxkgA2AB5sardvJ3U+CCyxPQvKfQtZmscdTUny1ljzsRElDcAI4NJoO1/S/C5kvyH6HgB8GLixMs6G8Xk/cI2kacDNb+mhjHdEjPcrSS90MV6DoeGobAYMAO7ooM584DpJt9L1/U+S2pEOS5K0nospv/ivrpStJEK2ktahvLgbVHN9rKqcr+LN3+nmvBumhCZOsv2ml6FKfpFXeif+W7E9Q9IIYAzlxX4hZXbmLtsTumiqjupI2rWHQwv4lO0nm9r3XPg37sM6wHLbw5or2D4+ZlzGALMl7dXDvl+3a7BR5fga4HDb8yQdTckv1cwYijP0CeCbkna1vbKHYydJW5NrWJKkxUTyv2m8OWywmBKCATgMWL8XXY+TtI7KupbtgCcpv9q/FDMfSNpRJdt3V8wEDpS0RYR3JgD3dtVA0vuBpRHimEIJN/0R2D9CU42M4zs2Ne2szpPA1pKGR/lAlcXBLwEDK+3vAE5SeCiS9ojyGZQwFZKGArt1o3NjFucZSeOinSTtHsdDbD9kexLwHLBtU/PqeB8H3hXlS4H3xBqXDYFDK20GAkvCNhOb5QnHdVvb04HTKbNjb1kDlCR1JR2WJOkfXEDJ3tzgCoqTMA/Yj97NfvyF4mz8hrIO498U5+FxYE4s/vwx3cy0RvjpDEoq+nnAbNvdpaEfCcyT9AgwHrgkQkpHA9dHSOZBSpiqOlaHdWy/Fv1cFvfkLsrsxHRgF8WiW+C7FOduvqTH4hzgcmCApIWUNTOzu5G/wUTgmBjzMWBslJ+vWIQMPBD3pcp3gBEhwxEUW2D7PzH+zNDhiUqbb1OyWd/fVN5gXeBnkhZQMuteant5D/VIkrYnszUnSZIkSdLvyRmWJEmSJEn6PemwJEmSJEnS70mHJUmSJEmSfk86LEmSJEmS9HvSYUmSJEmSpN+TDkuSJEmSJP2edFiSJEmSJOn3pMOSJEmSJEm/538Zkdty5QNrggAAAABJRU5ErkJggg==\n",
       "text/plain": [
        "<Figure size 648x504 with 1 Axes>"
       ]
@@ -411,7 +411,7 @@
    "outputs": [
     {
      "data": {
-      "image/png": "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\n",
+      "image/png": "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\n",
       "text/plain": [
        "<Figure size 720x720 with 4 Axes>"
       ]
@@ -427,6 +427,9 @@
     "    plt.subplot(2, 2, k+1)\n",
     "    du.PlotConfusionMatrix(C)\n",
     "    plt.title('No of tests: %d' % ni)\n",
+    "    plt.xticks(np.arange(nf), data['modes'])\n",
+    "    plt.yticks(np.arange(nf), data['modes'])\n",
+    "\n",
     "plt.tight_layout()    "
    ]
   },
@@ -439,12 +442,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 18,
+   "execution_count": 15,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": "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\n",
+      "image/png": "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\n",
       "text/plain": [
        "<Figure size 720x720 with 2 Axes>"
       ]
@@ -461,11 +464,15 @@
     "_, C = du.DiagnosesAndConfusionMatrix(thdata, residx=sortIdx[0:ntests])\n",
     "du.PlotConfusionMatrix(C)\n",
     "plt.title('No of tests: %d' % ntests)\n",
+    "plt.xticks(np.arange(nf), data['modes'])\n",
+    "plt.yticks(np.arange(nf), data['modes'])\n",
     "\n",
     "plt.subplot(1, 2, 2)\n",
     "_, C = du.DiagnosesAndConfusionMatrix(thdata)\n",
     "du.PlotConfusionMatrix(C)\n",
     "plt.title('No of tests: 42')\n",
+    "plt.xticks(np.arange(nf), data['modes'])\n",
+    "plt.yticks(np.arange(nf), data['modes'])\n",
     "\n",
     "plt.tight_layout()    "
    ]
diff --git a/code/main.m b/code/main.m
index 0d2a2ac493bb89c0f7718c44944de9d76555f82b..22aa4d9eb093053b499370878609ec4a0d746f26 100644
--- a/code/main.m
+++ b/code/main.m
@@ -1,11 +1,3 @@
-% TODO
-%
-% 3. Flytta viss kod till förklarande funktioner
-% 5. Uppdatera readme
-% 6. Kommentarer om version av matlab och figurer. Klura ut vilken version
-%    som använts i artikeln.
-% 7. Vilken version av Matlab krävs?
-
 % This script produces the results shown in:
 %
 % Erik Frisk and Mattias Krysander (2018). Residual Selection for
@@ -70,7 +62,7 @@ figure(16);
 IsolabilityAnalysisFSM(data.fsm(:, 2:8), data.modes(2:8), 'permute', 0);
 title('Structural isolability matrix using all available tests');
 ylabel('Injected fault', 'FontWeight', 'bold');
-xlabel('Diagnsoed fault', 'FontWeight', 'bold');
+xlabel('Diagnosed fault', 'FontWeight', 'bold');
 
 %% Create thresholded residuals
 thdata = data;
@@ -153,40 +145,16 @@ xlabel('Predictors','FontWeight', 'bold');
 clear imp
 
 %% Performance evaluation of selected tests using consistency based diagnosis.
-
-no_samples = size(data.res, 1); % n 
-no_modes = numel(data.modes);  % m 
-no_of_samples_per_mode = no_samples/no_modes; % k
-
-structuralIsolationMatrix = ...
-  IsolabilityAnalysisFSM(data.fsm(:, 2:8), data.modes(2:8), 'permute', 0);
-
-stim2 =  sum(((2.^(0:6)).*structuralIsolationMatrix), 2); 
-probabilityMaximumIsolation = zeros(42, no_modes-1);
-
-C = cell(length(residualRanking), 1);
 isolationerror = zeros(length(residualRanking), 1);
 mean_md = zeros(length(residualRanking), 1);
 fa = zeros(length(residualRanking), 1);
+probabilityMaximumIsolation = zeros(42, numel(data.modes)-1);
+
 for i = 1:length(residualRanking)
-    selected_residuals = residualRanking(1:i); % select the i best residuals
-    dx = SingleFaultIsolation(data.res(:, selected_residuals),...
-        data.fsm(selected_residuals, (2:8))); % apply CBD.
-    % Compute for each mode the probability of maximum isolation
-    dx2 = sum(((2.^(0:6)).*dx(:, (2:end))), 2);
-    for j = 1:no_modes-1 % not NF
-        probabilityMaximumIsolation(i,j) = sum(dx2((1:no_of_samples_per_mode)+...
-            j*no_of_samples_per_mode)==stim2(j))/no_of_samples_per_mode; 
-    end
-    % Compute confusion matrix of CBD using the i best residuals
-    C{i} = CBDPlots(data, selected_residuals);
-    % Compute performance indicators
-    isolationerror(i) = sum(sum(abs(structuralIsolationMatrix-C{i}(2:8,2:8)./((1-C{i}(2:end,1))*ones(1,7)))))/7^2;
-    mean_md(i) = mean(C{i}(2:end, 1));
-    fa(i) = 1-C{i}(1, 1);
+  selected_residuals = residualRanking(1:i); % select the i best residuals
+  [mean_md(i), fa(i), isolationerror(i), probabilityMaximumIsolation(i, :)] = ...
+    PerformanceEval(data, selected_residuals);
 end
-clear stim2 dx dx2 no_samples no_modes no_of_samples_per_mode selected_residuals C
-clear structuralIsolationMatrix i j 
 
 %% Plot Fig 11: False alarm probability, mean missed detection probability,
 % and aggregated isolation error as a function of selected tests.
diff --git a/code/src/CBDPlots.m b/code/src/CBDPlots.m
index 8c3564a359b77785226c65dae72f051f74a3f133..dcddfd814dd156d7f8da0ed51e7d3e55e344044d 100644
--- a/code/src/CBDPlots.m
+++ b/code/src/CBDPlots.m
@@ -1,16 +1,23 @@
-function C = CBDPlots(data, resIdx)
+function C = CBDPlots(data, resIdx, varargin)
 % CBDPlots Plot result from consistency based diagnosis based on residuals
 %
 %  C = CBDPlots(data, resIdx)
 %
 %  Inputs:
-%    data    - residual data structure
-%    resIdx  - Index to residuals to evaluate 
-%  
+%    data         - residual data structure
+%    resIdx       - Index to residuals to evaluate 
+%    compute_only - only compute the confusion matrix, do not plot
+%                   (default: false)
 %  Outputs:
 %    C       - Confusion matrix
 %
 
+  if nargin < 3
+    compute_only = false;
+  else
+    compute_only = varargin{1};
+  end
+
   FSM42 = data.fsm(:, 2:end);
 
   %% Evaluate selected set of residuals
@@ -28,29 +35,31 @@ function C = CBDPlots(data, resIdx)
       C(fj,fi) = sum(dx(fjIdx,fi))/sum(fjIdx);
     end
   end
-
+  
   %% Plot confusion matrix in a 3D-bar plot
-  b=bar3(C);
-  set(gca, 'XTickLabel', data.modes, 'TickLabelInterpreter', 'none')
-  set(gca, 'YTickLabel', data.modes, 'TickLabelInterpreter', 'none')
-  xlabel('Diagnosed fault', 'FontWeight', 'bold');
-  ylabel('Injected fault', 'FontWeight', 'bold');
-  zlabel('P(fi diag|fj)');
-  title('Fault Isolation Performance Matrix')
+  if ~compute_only
+    b=bar3(C);
+    set(gca, 'XTickLabel', data.modes, 'TickLabelInterpreter', 'none')
+    set(gca, 'YTickLabel', data.modes, 'TickLabelInterpreter', 'none')
+    xlabel('Diagnosed fault', 'FontWeight', 'bold');
+    ylabel('Injected fault', 'FontWeight', 'bold');
+    zlabel('P(fi diag|fj)');
+    title('Fault Isolation Performance Matrix')
 
-  for finjIdx=1:nf
-    for fdiagIdx=1:nf
-      text(fdiagIdx,finjIdx,C(finjIdx,fdiagIdx)+0.05,...
-        sprintf('%.1f',C(finjIdx,fdiagIdx)*100),'HorizontalAlignment', 'center')
+    for finjIdx=1:nf
+      for fdiagIdx=1:nf
+        text(fdiagIdx,finjIdx,C(finjIdx,fdiagIdx)+0.05,...
+          sprintf('%.1f',C(finjIdx,fdiagIdx)*100),'HorizontalAlignment', 'center')
+      end
     end
+    for k = 1:length(b)
+        zdata = b(k).ZData;
+        b(k).CData = zdata;
+        b(k).FaceColor = 'interp';
+    end
+    colormap('Summer')
+    view(0,90)
   end
-  for k = 1:length(b)
-      zdata = b(k).ZData;
-      b(k).CData = zdata;
-      b(k).FaceColor = 'interp';
-  end
-  colormap('Summer')
-  view(0,90)
 end
 
 function [dx] = EvaluateResiduals(data, FSM, resIdx)
diff --git a/code/src/PerformanceEval.m b/code/src/PerformanceEval.m
new file mode 100644
index 0000000000000000000000000000000000000000..a61afcbcce84f2e29e4556034a5f827edfc4b2e6
--- /dev/null
+++ b/code/src/PerformanceEval.m
@@ -0,0 +1,29 @@
+function [mean_md, fa, fi, pma] = PerformanceEval(data, residuals)
+  no_samples = size(data.res, 1); % n 
+  no_modes = numel(data.modes);  % m 
+  no_of_samples_per_mode = no_samples/no_modes; % k
+
+  structuralIsolationMatrix = ...
+    IsolabilityAnalysisFSM(data.fsm(:, 2:8), data.modes(2:8), 'permute', 0);
+
+  stim2 =  sum(((2.^(0:6)).*structuralIsolationMatrix), 2); 
+  pma = zeros(1, no_modes-1);
+
+
+  dx = SingleFaultIsolation(data.res(:, residuals),...
+      data.fsm(residuals, (2:8))); % apply CBD.
+    
+  % Compute for each mode the probability of maximum isolation
+  dx2 = sum(((2.^(0:6)).*dx(:, (2:end))), 2);
+  for j = 1:no_modes-1 % not NF
+      pma(j) = sum(dx2((1:no_of_samples_per_mode)+...
+          j*no_of_samples_per_mode)==stim2(j))/no_of_samples_per_mode; 
+  end
+  % Compute confusion matrix of CBD using the i best residuals
+  C = CBDPlots(data, residuals, true);
+  
+  % Compute performance indicators
+  fi = sum(sum(abs(structuralIsolationMatrix-C(2:8,2:8)./((1-C(2:end,1))*ones(1,7)))))/7^2;
+  mean_md = mean(C(2:end, 1));
+  fa = 1-C(1);
+end
\ No newline at end of file