diff --git a/BDT.ipynb b/BDT.ipynb
index deef99f..9cf4002 100644
--- a/BDT.ipynb
+++ b/BDT.ipynb
@@ -36,7 +36,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "l_index=1\n",
+    "l_index=0\n",
     "mother_ID=[\"Ds\",\"Dplus\"]"
    ]
   },
@@ -49,7 +49,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Bkg data amounts to 13821 while signal MC amounts to 5881 Ds and 9639 Dplus samples\n"
+      "Bkg data amounts to 14066 while signal MC amounts to 1466 Ds and 1974 Dplus samples\n"
      ]
     }
    ],
@@ -125,7 +125,7 @@
     "                    mother_ID[mother_index]+\"_DIRA_OWNPV\",\n",
     "        \n",
     "                    mother_ID[mother_index]+\"_PT\",\n",
-    "                    mother_ID[mother_index]+\"_FD_OWNPV\",\n",
+    "                    mother_ID[mother_index]+\"_FDCHI2_OWNPV\",\n",
     "                    \n",
     "                    #________________________________________\n",
     "                    #PHI\n",
@@ -175,14 +175,14 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": 26,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
+      "image/png": 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\n",
       "text/plain": [
-       "<Figure size 1152x576 with 1 Axes>"
+       "<Figure size 864x576 with 1 Axes>"
       ]
      },
      "metadata": {},
@@ -196,11 +196,14 @@
     "MC_Dplus_sig = extract_array(MC_Dplus_sig_dict, return_branches(mother_index=1), dim, m_plus)\n",
     "data_bkg = extract_array(data_bkg_dict, return_branches(mother_index=0), dim, n)\n",
     "\n",
-    "plt.hist(MC_Ds_sig[:,dim-1],alpha=0.5,bins=30);\n",
-    "plt.hist(MC_Dplus_sig[:,dim-1],alpha=0.5,bins=30);\n",
-    "plt.hist(data_bkg[:,dim-1],alpha=0.5,bins=200);\n",
+    "plt.hist(MC_Ds_sig[:,dim-1]/1000,alpha=0.5, label='Ds Signal MC',density=True, bins=30);\n",
+    "plt.hist(MC_Dplus_sig[:,dim-1]/1000,alpha=0.5, label='D+ Signal MC', density=True, bins=30);\n",
+    "plt.hist(data_bkg[:,dim-1]/1000,alpha=0.5, label='Bkg data',density=True, bins=200);\n",
+    "plt.ylabel('# events', fontsize=15)\n",
+    "plt.xlabel('D reconstructed mass (GeV)', fontsize=15)\n",
+    "plt.legend(fontsize=15)\n",
     "fig=plt.gcf()\n",
-    "fig.set_size_inches(16,8)\n",
+    "fig.set_size_inches(12,8)\n",
     "plt.savefig('/home/hep/davide/Rphipi/mu/bdt_train.png', format='png', dpi=100)\n",
     "#Cut on Ds Mass\n",
     "\n",
@@ -289,7 +292,7 @@
     {
      "data": {
       "text/plain": [
-       "(23472, 13)"
+       "(14004, 13)"
       ]
      },
      "execution_count": 12,
@@ -369,33 +372,33 @@
       "\n",
       " ****** \n",
       "\n",
-      "Training DNN for 50 epochs with a total of 23472 samples\n",
-      "distributed in 366 batches of size 64\n",
+      "Training DNN for 50 epochs with a total of 14004 samples\n",
+      "distributed in 218 batches of size 64\n",
       "\n",
       "The learning rate set is 0.001\n",
       "\n",
       " ****** \n",
       "\n",
       "Evaluating performance on validation/train sets\n",
-      "At iteration 0, train cost: 2386, train accuracy 0.7044, test accuracy 0.7658\n",
-      "Average of signal as predicted by NN 0.5681\n",
+      "At iteration 0, train cost: 2671, train accuracy 0.6318, test accuracy 0.7216\n",
+      "Average of signal as predicted by NN 0.3682\n",
       "Evaluating performance on validation/train sets\n",
-      "At iteration 10, train cost: 496.4, train accuracy 0.8168, test accuracy 0.7865\n",
-      "Average of signal as predicted by NN 0.6337\n",
+      "At iteration 10, train cost: 826, train accuracy 0.8614, test accuracy 0.8577\n",
+      "Average of signal as predicted by NN 0.1526\n",
       "Evaluating performance on validation/train sets\n",
-      "At iteration 20, train cost: 260.4, train accuracy 0.8138, test accuracy 0.79\n",
-      "Average of signal as predicted by NN 0.5725\n",
+      "At iteration 20, train cost: 440.7, train accuracy 0.869, test accuracy 0.8491\n",
+      "Average of signal as predicted by NN 0.192\n",
       "Evaluating performance on validation/train sets\n",
-      "At iteration 30, train cost: 176.6, train accuracy 0.8099, test accuracy 0.7758\n",
-      "Average of signal as predicted by NN 0.5691\n",
+      "At iteration 30, train cost: 298.7, train accuracy 0.8679, test accuracy 0.8429\n",
+      "Average of signal as predicted by NN 0.08267\n",
       "Evaluating performance on validation/train sets\n",
-      "At iteration 40, train cost: 133.6, train accuracy 0.8081, test accuracy 0.7934\n",
-      "Average of signal as predicted by NN 0.6041\n"
+      "At iteration 40, train cost: 225.9, train accuracy 0.8622, test accuracy 0.8341\n",
+      "Average of signal as predicted by NN 0.04972\n"
      ]
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -408,7 +411,7 @@
      "output_type": "stream",
      "text": [
       "Parameters trained\n",
-      "Model and hyperparameters saved in path: mu/test_0/NN_4/NN_model.ckpt\n"
+      "Model and hyperparameters saved in path: e/test_0/NN_4/NN_model.ckpt\n"
      ]
     }
    ],
@@ -489,9 +492,9 @@
      "text": [
       "\n",
       " Evaluate model on test set...\n",
-      "INFO:tensorflow:Restoring parameters from mu/test_0/NN_4/NN_model.ckpt\n",
+      "INFO:tensorflow:Restoring parameters from e/test_0/NN_4/NN_model.ckpt\n",
       "Model restored.\n",
-      "Test accuracy: 0.7293\n"
+      "Test accuracy: 0.8453\n"
      ]
     }
    ],
@@ -513,7 +516,7 @@
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 1152x576 with 2 Axes>"
       ]
@@ -555,7 +558,7 @@
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
+      "image/png": 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\n",
       "text/plain": [
        "<Figure size 1152x576 with 1 Axes>"
       ]
@@ -635,7 +638,7 @@
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 1152x576 with 2 Axes>"
       ]
@@ -676,7 +679,7 @@
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 1152x576 with 1 Axes>"
       ]
@@ -707,13 +710,13 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "pAUC from NN 0.8580749753611944\n",
-      "pAUC from XG Boost 0.8659139890168011\n"
+      "pAUC from NN 0.8886196769456681\n",
+      "pAUC from XG Boost 0.890928026160944\n"
      ]
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 576x576 with 1 Axes>"
       ]
diff --git a/BDT_select.ipynb b/BDT_select.ipynb
index 1effbdf..a4b916e 100644
--- a/BDT_select.ipynb
+++ b/BDT_select.ipynb
@@ -28,7 +28,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "l_index=1\n",
+    "l_index=0\n",
     "l_flv=['e','mu']\n",
     "mother_ID=[\"Ds\",\"Dplus\"]"
    ]
@@ -65,14 +65,14 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": 5,
    "metadata": {},
    "outputs": [],
    "source": [
     "task='TEST'\n",
     "\n",
     "test=0\n",
-    "i=np.random.randint(5)\n",
+    "i=4\n",
     "PATH=l_flv[l_index]+'/test_'+str(test)+'/NN_'+str(i)\n",
     "\n",
     "with open(PATH+'/variables_used.pkl', 'rb') as f:  \n",
@@ -86,7 +86,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": 6,
    "metadata": {},
    "outputs": [
     {
@@ -95,7 +95,7 @@
        "array([1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1.])"
       ]
      },
-     "execution_count": 5,
+     "execution_count": 6,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -146,7 +146,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": 8,
    "metadata": {},
    "outputs": [
     {
@@ -178,7 +178,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 21,
+   "execution_count": 9,
    "metadata": {
     "scrolled": true
    },
@@ -189,7 +189,7 @@
      "text": [
       "\n",
       " Evaluate model on test set...\n",
-      "INFO:tensorflow:Restoring parameters from mu/test_0/NN_1/NN_model.ckpt\n",
+      "INFO:tensorflow:Restoring parameters from e/test_0/NN_4/NN_model.ckpt\n",
       "Model restored.\n"
      ]
     }
@@ -218,7 +218,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 22,
+   "execution_count": 10,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -232,12 +232,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 23,
+   "execution_count": 11,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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H91nPelY++tGP5rjjjsv/+T//Z3XY3txtWyHIAgAAzfnZz36Wvffee42yFStW5IgjjsgFF1yQE044IXvuuWe23377nH322bnqqqtyww035A1veEOOPfbY1W0mTZqUBQsW5O6778773//+dWZik2T69On51a9+leuuuy7Tpk1bXf7II4/k4IMPzvve9768/vWvz6677rpGu9mzZ2f27NmZMmXKJr3GY489Npdcckm+/OUv5wMf+MDqAL6527agq6XFAAAAw8naITZJtt5665x00klZuXJlvve97w3I89x99935wQ9+kKOOOmqNEJv0zNqec845efLJJ/P1r399nbZTp07d5BCbJM94xjPysY99LH/4wx9y6qmnDlrbFpiRBQAAmnP//ffnwgsvzPe+973cf//9+d3vfrfG/gceeGBAnufWW29Nkixbtixnn332OvsXLVqUJLn33nvX2XfAAQc87ec//PDDc9hhh+XGG2/M7Nmzc+SRRw5K2+FOkAUAAJpy33335YADDsjSpUtz0EEH5bDDDsvYsWMzatSoLFiwIFdffXWWL18+IM+1ePHiJMlNN92Um266qd96jz/++Dplu+2224CM4ROf+EQmTZqU0047LYcffvigtR3OBFkAAKApf//3f5/FixfnyiuvXON81yS57rrrBvTiRmPHjk2SXHLJJXnf+963UW035irF6zNx4sRMnz49V155Za644opstdVWg9J2OHOOLAAA0JT58+cnSY466qh19v3gBz/Y6P5GjRqVJHnqqafW2ffyl788SfKv//qvG93vQDrvvPPyrGc9K2eddVaeeOKJQWs7XAmyAABAU1ZdWfiWW25Zo3zOnDn5/Oc/v9H97bTTTkl6zrtd2+TJk3PQQQflG9/4Rq644oo+28+bNy8PPfTQRj/vxthjjz3yoQ99KL/97W9z8cUXD1rb4UqQBQAAmnLiiSdm6623ztFHH51jjjkmp512Wo488sgcccQRedOb3rTR/R166KFJkne9610544wzct555+XTn/706v3XXntt9t577xx33HGZNGlS3v3ud+f000/PMccck4kTJ+aFL3xh7rvvvgF7ff057bTTsuuuu66ekR6stsORc2QBAGAkOWTGUI9gs3vhC1+Ym2++OR/5yEcye/bsrFy5Mi960YvyjW98I9tvv32uv/76jerv8MMPz9/93d/lc5/7XC666KKsWLEiz3ve83LyyScnSfbaa6/ccccd+dSnPpWvf/3rueaaa/LUU09lt912y/7775/3vve9mThx4uZ4qWt49rOfnXPOOScnnHDCoLYdjkqtdajH0LXJkyfXuXPnDvUwAICR4Obz+9+3BQQB2nXvvfdmv/32G+phwEbp9rgtpdxRa528oXqWFgMAANAUQRYAAICmCLIAAAA0RZAFAACgKYIsAAAATRFkAQAAaIr7yAIAI9f6brEDDau1ppQy1MOArmyOW76akQUAgIaMGjUqv//974d6GNC13//+9xk1atSA9inIAgBAQ7bddts8+uijQz0M6Nqjjz6abbfddkD7FGQBAKAhO+64Y5YuXZqHH344K1as2CzLNuHpqrVmxYoVefjhh7N06dLsuOOOA9q/c2QBAKAhY8aMybhx47JkyZIsWLAgTz311FAPCfo0atSobLvtthk3blzGjBkzoH0LsgAA0JgxY8Zk9913z+677z7UQ4EhYWkxAAAATRFkAQAAaIogCwAAQFMEWQAAAJoiyAIAANAUQRYAAICmCLIAAAA0RZAFAACgKYIsAAAATRFkAQAAaIogCwAAQFMEWQAAAJoiyAIAANAUQRYAAICmCLIAAAA0RZAFAACgKYIsAAAATRFkAQAAaIogCwAAQFMEWQAAAJoiyAIAANAUQRYAAICmCLIAAAA0RZAFAACgKYIsAAAATRFkAQAAaIogCwAAQFMEWQAAAJoiyAIAANAUQRYAAICmCLIAAAA0RZAFAACgKYIsAAAATRFkAQAAaIogCwAAQFMEWQAAAJoiyAIAANAUQRYAAICmCLIAAAA0RZAFAACgKYIsAAAATRFkAQAAaIogCwAAQFMEWQAAAJoiyAIAANAUQRYAAICmCLIAAAA0RZAFAACgKYIsAAAATRFkAQAAaIogCwAAQFO6CrKllCmllF+UUuaXUs7oY/+YUsr1nf23lVLGd8pfW0q5o5Qyr/P91b3a3NLp867O13MG6kUBAAAwco3eUIVSyqgklyZ5bZKFSW4vpcyqtf68V7Xjkiytte5TSpmW5MIkb07ycJL/XWt9sJTygiRzkuzZq90xtda5A/RaAAAA2AJ0MyN7QJL5tdb7aq0rknwlydS16kxNcnVn+2tJDi2llFrrnbXWBzvl9yR5ZillzEAMHAAAgC1TN0F2zyS/7vV4YdacVV2jTq11ZZJlSXZaq85RSe6stS7vVXZlZ1nxmaWU0teTl1KOL6XMLaXMXbRoURfDBQAAYCTrJsj2FTDrxtQppTw/PcuN391r/zG11olJDup8vb2vJ6+1Xl5rnVxrnbzLLrt0MVwAAABGsm6C7MIkz+31eK8kD/ZXp5QyOsnYJEs6j/dK8s0kf1Vr/c9VDWqtD3S+P5bk2vQsYQYAAID16ibI3p5k31LKhFLK1kmmJZm1Vp1ZSaZ3tt+U5Pu11lpK2T7Jt5PMqLX+26rKpZTRpZSdO9tbJflfSX729F4KAAAAW4INBtnOOa8np+eKw/cm+cda6z2llHNLKa/vVPtCkp1KKfOTfDDJqlv0nJxknyRnrnWbnTFJ5pRS/m+Su5I8kORzA/nCAAAAGJk2ePudJKm1zk4ye62ys3ptP5nk6D7anZfkvH66fWn3wwQAAIAe3SwtBgAAgGFDkAUAAKApgiwAAABNEWQBAABoiiALAABAUwRZAAAAmiLIAgAA0BRBFgAAgKYIsgAAADRFkAUAAKApgiwAAABNEWQBAABoiiALAABAUwRZAAAAmjJ6qAcAADAU5j2wrN99EwdxHABsPDOyAAAANEWQBQAAoCmCLAAAAE1xjiwAwNpuPr//fYfMGLxxANAnM7IAAAA0RZAFAACgKYIsAAAATRFkAQAAaIogCwAAQFMEWQAAAJoiyAIAANAUQRYAAICmCLIAAAA0RZAFAACgKYIsAAAATRFkAQAAaIogCwAAQFMEWQAAAJoiyAIAANAUQRYAAICmCLIAAAA0RZAFAACgKYIsAAAATRFkAQAAaMrooR4AAMDmMu+BZUM9BAA2AzOyAAAANEWQBQAAoCmCLAAAAE0RZAEAAGiKIAsAAEBTBFkAAACaIsgCAADQFEEWAACApgiyAAAANEWQBQAAoCmCLAAAAE0RZAEAAGiKIAsAAEBTBFkAAACaIsgCAADQFEEWAACApgiyAAAANEWQBQAAoCmCLAAAAE0RZAEAAGiKIAsAAEBTBFkAAACaIsgCAADQFEEWAACApgiyAAAANEWQBQAAoCmCLAAAAE0RZAEAAGiKIAsAAEBTBFkAAACaIsgCAADQFEEWAACApgiyAAAANEWQBQAAoCldBdlSypRSyi9KKfNLKWf0sX9MKeX6zv7bSinjO+WvLaXcUUqZ1/n+6l5tXtopn19K+WQppQzUiwIAAGDk2mCQLaWMSnJpkiOS7J/kLaWU/deqdlySpbXWfZJclOTCTvnDSf53rXVikulJvtSrzT8kOT7Jvp2vKU/jdQAAALCF6GZG9oAk82ut99VaVyT5SpKpa9WZmuTqzvbXkhxaSim11jtrrQ92yu9J8szO7O3uSbartd5aa61JvpjkDU/71QAAADDidRNk90zy616PF3bK+qxTa12ZZFmSndaqc1SSO2utyzv1F26gzyRJKeX4UsrcUsrcRYsWdTFcAAAARrJugmxf567WjalTSnl+epYbv3sj+uwprPXyWuvkWuvkXXbZpYvhAgAAMJJ1E2QXJnlur8d7JXmwvzqllNFJxiZZ0nm8V5JvJvmrWut/9qq/1wb6BAAAgHV0E2RvT7JvKWVCKWXrJNOSzFqrzqz0XMwpSd6U5Pu11lpK2T7Jt5PMqLX+26rKtdbfJHmslPLyztWK/yrJDU/ztQAAALAFGL2hCrXWlaWUk5PMSTIqyRW11ntKKecmmVtrnZXkC0m+VEqZn56Z2Gmd5icn2SfJmaWUMztlh9VaH0ryniRXJdkmyb90vgBoyc3n97/vkBmDNw4AYIuywSCbJLXW2Ulmr1V2Vq/tJ5Mc3Ue785Kc10+fc5O8YGMGCwAAAN0sLQYAAIBhQ5AFAACgKYIsAAAATRFkAQAAaEpXF3sCABi21nf1bABGJDOyAAAANEWQBQAAoCmCLAAAAE0RZAEAAGiKIAsAAEBTBFkAAACaIsgCAADQFEEWAACApgiyAAAANEWQBQAAoCmjh3oAAADDzbwHlvW7b+IgjgOAvpmRBQAAoCmCLAAAAE0RZAEAAGiKIAsAAEBTBFkAAACaIsgCAADQFEEWAACApgiyAAAANEWQBQAAoCmCLAAAAE0RZAEAAGiKIAsAAEBTBFkAAACaIsgCAADQFEEWAACApgiyAAAANEWQBQAAoCmCLAAAAE0RZAEAAGiKIAsAAEBTBFkAAACaMnqoBwDAMHfz+UM9AgCANZiRBQAAoCmCLAAAAE0RZAEAAGiKIAsAAEBTBFkAAACaIsgCAADQFEEWAACApgiyAAAANEWQBQAAoCmCLAAAAE0RZAEAAGiKIAsAAEBTBFkAAACaIsgCAADQFEEWAACApgiyAAAANEWQBQAAoCmCLAAAAE0RZAEAAGiKIAsAAEBTBFkAAACaIsgCAADQFEEWAACApgiyAAAANEWQBQAAoCmCLAAAAE0RZAEAAGiKIAsAAEBTBFkAAACaIsgCAADQFEEWAACApgiyAAAANEWQBQAAoCmCLAAAAE0RZAEAAGjK6G4qlVKmJLkkyagkn6+1XrDW/jFJvpjkpUkWJ3lzrXVBKWWnJF9L8v8luarWenKvNrck2T3J7zpFh9VaH3p6LwcA2NLMe2DZUA8BgEG2wSBbShmV5NIkr02yMMntpZRZtdaf96p2XJKltdZ9SinTklyY5M1JnkxyZpIXdL7Wdkytde7TfA0AAABsQbpZWnxAkvm11vtqrSuSfCXJ1LXqTE1ydWf7a0kOLaWUWusTtdYfpSfQAgAAwNPWTZDdM8mvez1e2Cnrs06tdWWSZUl26qLvK0spd5VSziyllC7qAwAAsIXrJsj2FTDrJtRZ2zG11olJDup8vb3PJy/l+FLK3FLK3EWLFm1wsAAAAIxs3QTZhUme2+vxXkke7K9OKWV0krFJlqyv01rrA53vjyW5Nj1LmPuqd3mtdXKtdfIuu+zSxXABAAAYyboJsrcn2beUMqGUsnWSaUlmrVVnVpLpne03Jfl+rbXfGdlSyuhSys6d7a2S/K8kP9vYwQMAALDl2eBVi2utK0spJyeZk57b71xRa72nlHJukrm11llJvpDkS6WU+emZiZ22qn0pZUGS7ZJsXUp5Q5LDkvwqyZxOiB2V5LtJPjegrwwAAIARqav7yNZaZyeZvVbZWb22n0xydD9tx/fT7Uu7GyIAAAD8j26WFgMAAMCwIcgCAADQFEEWAACApgiyAAAANEWQBQAAoCmCLAAAAE0RZAEAAGiKIAsAAEBTBFkAAACaIsgCAADQlNFDPQAA2jXvgWX97ps4iOMAALYsZmQBAABoiiALAABAUwRZAAAAmiLIAgAA0BRBFgAAgKYIsgAAADRFkAUAAKApgiwAAABNEWQBAABoyuihHgAAI9TN5/e/75AZgzcOGGj9HduOa4BBY0YWAACApgiyAAAANEWQBQAAoCmCLAAAAE0RZAEAAGiKIAsAAEBTBFkAAACaIsgCAADQFEEWAACApgiyAAAANEWQBQAAoCmCLAAAAE0RZAEAAGiKIAsAAEBTBFkAAACaMnqoBwDAMHHz+UM9AgCArgiyAKzXvAeWDfUQAADWYGkxAAAATRFkAQAAaIogCwAAQFMEWQAAAJoiyAIAANAUQRYAAICmCLIAAAA0RZAFAACgKYIsAAAATRFkAQAAaIogCwAAQFMEWQAAAJoiyAIAANAUQRYAAICmCLIAAAA0RZAFAACgKYIsAAAATRFkAQCB4pfUAAARyklEQVQAaIogCwAAQFMEWQAAAJoiyAIAANCU0UM9AACAlsx7YFmf5RMHeRwAWzIzsgAAADRFkAUAAKApgiwAAABNEWQBAABoiiALAABAUwRZAAAAmiLIAgAA0BRBFgAAgKYIsgAAADRFkAUAAKApgiwAAABNEWQBAABoiiALAABAUwRZAAAAmtJVkC2lTCml/KKUMr+UckYf+8eUUq7v7L+tlDK+U75TKeXmUsrjpZRPr9XmpaWUeZ02nyyllIF4QQAAAIxsGwyypZRRSS5NckSS/ZO8pZSy/1rVjkuytNa6T5KLklzYKX8yyZlJTu2j639IcnySfTtfUzblBQAAALBlGd1FnQOSzK+13pckpZSvJJma5Oe96kxNcnZn+2tJPl1KKbXWJ5L8qJSyT+8OSym7J9mu1npr5/EXk7whyb88jdcCwDAy74Fl/e6bOIjjAABGnm6C7J5Jft3r8cIkL+uvTq11ZSllWZKdkjy8nj4XrtXnnn1VLKUcn56Z24wbN66L4QIAI9LN5w/1CAAYJro5R7avc1frJtTZpPq11strrZNrrZN32WWX9XQJAADAlqCbILswyXN7Pd4ryYP91SmljE4yNsmSDfS51wb6BAAAgHV0E2RvT7JvKWVCKWXrJNOSzFqrzqwk0zvbb0ry/VprvzOytdbfJHmslPLyztWK/yrJDRs9egAAALY4GzxHtnPO68lJ5iQZleSKWus9pZRzk8yttc5K8oUkXyqlzE/PTOy0Ve1LKQuSbJdk61LKG5IcVmv9eZL3JLkqyTbpuciTCz0BAACwQd1c7Cm11tlJZq9Vdlav7SeTHN1P2/H9lM9N8oJuBwoAAABJd0uLAQAAYNgQZAEAAGiKIAsAAEBTBFkAAACaIsgCAADQFEEWAACApgiyAAAANEWQBQAAoCmjh3oAAAwP8x5YNtRDAADoihlZAAAAmiLIAgAA0BRBFgAAgKYIsgAAADRFkAUAAKApgiwAAABNEWQBAABoiiALAABAUwRZAAAAmiLIAgAA0BRBFgAAgKYIsgAAADRFkAUAAKApgiwAAABNGT3UAwAA6Ma8B5YN9RAAGCbMyAIAANAUQRYAAICmCLIAAAA0RZAFAACgKYIsAAAATRFkAQAAaIogCwAAQFMEWQAAAJoiyAIAANAUQRYAAICmCLIAAAA0ZfRQDwCALdDN5/ddfsiMwR0HANAkM7IAAAA0RZAFAACgKYIsAAAATRFkAQAAaIogCwAAQFMEWQAAAJoiyAIAANAUQRYAAICmCLIAAAA0RZAFAACgKYIsAAAATRFkAQAAaIogCwAAQFMEWQAAAJoiyAIAANAUQRYAAICmCLIAAAA0RZAFAACgKaOHegAADKKbzx/qEcDItb7/X4fMGLxxAGwBzMgCAADQFEEWAACApgiyAAAANMU5sgAMunkPLOuzfOIgjwMAaJMZWQAAAJoiyAIAANAUQRYAAICmCLIAAAA0RZAFAACgKa5aDAAwAPq7GnfiitwAA82MLAAAAE0RZAEAAGiKIAsAAEBTBFkAAACaIsgCAADQFEEWAACApgiyAAAANEWQBQAAoCmjh3oAAAyeeQ8sG+ohAAA8bV0F2VLKlCSXJBmV5PO11gvW2j8myReTvDTJ4iRvrrUu6OybkeS4JE8leV+tdU6nfEGSxzrlK2utkwfg9QAALbv5/KEeAQAN2GCQLaWMSnJpktcmWZjk9lLKrFrrz3tVOy7J0lrrPqWUaUkuTPLmUsr+SaYleX6SPZJ8t5TyJ7XWpzrtDqm1PjyArwcAAIARrpsZ2QOSzK+13pckpZSvJJmapHeQnZrk7M7215J8upRSOuVfqbUuT/LLUsr8Tn+3DszwAYCRxPJ3ALrRzcWe9kzy616PF3bK+qxTa12ZZFmSnTbQtia5sZRyRynl+P6evJRyfCllbill7qJFi7oYLgAAACNZN0G29FFWu6yzvrYH1lpfkuSIJCeVUl7V15PXWi+vtU6utU7eZZdduhguAAAAI1k3QXZhkuf2erxXkgf7q1NKGZ1kbJIl62tba131/aEk30zPkmMAAABYr26C7O1J9i2lTCilbJ2eizfNWqvOrCTTO9tvSvL9WmvtlE8rpYwppUxIsm+Sn5RS/qiUsm2SlFL+KMlhSX729F8OAAAAI90GL/ZUa11ZSjk5yZz03H7nilrrPaWUc5PMrbXOSvKFJF/qXMxpSXrCbjr1/jE9F4ZameSkWutTpZRdk3yz53pQGZ3k2lrrdzbD6wMAAGCE6eo+srXW2Ulmr1V2Vq/tJ5Mc3U/bv0nyN2uV3ZfkRRs7WAAAAOhmaTEAAAAMG4IsAAAATRFkAQAAaIogCwAAQFMEWQAAAJoiyAIAANAUQRYAAICmCLIAAAA0RZAFAACgKYIsAAAATRFkAQAAaIogCwAAQFMEWQAAAJoiyAIAANAUQRYAAICmCLIAAAA0RZAFAACgKYIsAAAATRFkAQAAaIogCwAAQFNGD/UAAGC1m8/vf98hMwZvHADAsCbIAow06wuDAAAjgCALwLAx74Fl/e6bOIjjAACGN0EWAGAzm/flM/rdN/FtFwziSABGBkEWYIRZ36wmAMBIIMgCAIPq2tvu73efJeQAdMPtdwAAAGiKGVkAYFBN/I/PDPUQAGicGVkAAACaIsgCAADQFEEWAACApgiyAAAANEWQBQAAoCmCLAAAAE0RZAEAAGiKIAsAAEBTBFkAAACaIsgCAADQlNFDPQAANt61t93f776JgzgOAIChIMgCAAPOH1sA2JwEWQCAIbS+0P/Wl40bxJEAtMM5sgAAADTFjCwATTBrBQCsYkYWAACApgiyAAAANEWQBQAAoCmCLAAAAE1xsSeAYay/CxxN/I/PDPJIYOM4Rru33p/Vyy4YvIEANESQBaAJPuwPT/3+sWWQxwHAlkWQBQDWa323PgKAoSDIAtA895hlpOrv2HZcA1s6QRZgEAhaAAADR5AFhpVNWcLYehC0bBMAYOMIssDTYtnb/xBIhyez4QAw8giyQJKBD2HCA7TFH2La4j0W2NIJstColj/EDGZoXp9N/Tn5wD9yWFEAAG0SZGEEErS64+dEf1r+Q9H6OOa3DCP1+AXoTZCFIeaDJesz8T8+M9RDYAhtaiDxvgLASCfIAsAA2ZTguamhc7iEVX9sAWAoCLIwSIbLh04YidYXpubte+KAPpf/ywAw9ARZGEA+4AL98f7ApujvjzSb+geaLfFe3cDIJMgCAOtl+TD9GeyrxgOsIsjCRjKrAsCWZHP83hvoPgVj2PIIsgBDzGwXwOZjOTWMTIIsAABNs1oKtjyCLNCMgb7oCVuGwbyiccusDIDubOr9nYGBJcgCDBBBABgs/kCzeW2O+zsLuTCwBFnoQwtLlAbzQ8ymPNemjk8YZDCZ5WckEnKHp/4+W6wv4ArG0D9BFkiy6QFyU9oJqwx3ggAwWFr44zkMR4IsI976/gI6mL88NiW8DebM6pbIrDEtG+iVEkBbzNaypRNkYRgbzFnSkcrPkOFuc8z+On5hy7Ypy5ihNYIsI8JwmVm15HBo+NDOYBou56fDpvA7bMtmFpeRRJClGS2cQ+JDJ2zZvAfQMhc/27IJubSmqyBbSpmS5JIko5J8vtZ6wVr7xyT5YpKXJlmc5M211gWdfTOSHJfkqSTvq7XO6aZPtkzDJaz6MAoAG7apvy+HSzgW3ruzKZ/PhF82t1JrXX+FUkYl+X9JXptkYZLbk7yl1vrzXnVOTPLCWusJpZRpSd5Ya31zKWX/JNclOSDJHkm+m+RPOs3W22dfJk+eXOfOnbvxr5JhZzgsBZ74tgsy78tnDNo4AIAt16aE45G6FFzIZX1KKXfUWidvqF43M7IHJJlfa72v0/FXkkxN0jt0Tk1ydmf7a0k+XUopnfKv1FqXJ/llKWV+p7900SeNGw5hFQBgOBjozyoD3d9gBuNN/YwoANNbN0F2zyS/7vV4YZKX9Ven1rqylLIsyU6d8h+v1XbPzvaG+mSQbcoV7tY3oznxaY8IAIDBMJiTApsamgdzkkRoHv66CbKlj7K11yP3V6e/8md00WdPx6Ucn+T4zsPHSym/6Gecrds5ycNDPYi+HDPUA9hc3n7hUI9gpBq2xzJsJMcyI4HjmGFokz6DDeqxPGI//w5/Xf8bdxNkFyZ5bq/HeyV5sJ86C0spo5OMTbJkA2031GeSpNZ6eZLLuxhn00opc7tZCw7DnWOZkcKxzEjgOGakcCyztr5mRtd2e5J9SykTSilbJ5mWZNZadWYlmd7ZflOS79eeq0jNSjKtlDKmlDIhyb5JftJlnwAAALCODc7Ids55PTnJnPTcKueKWus9pZRzk8yttc5K8oUkX+pczGlJeoJpOvX+MT0XcVqZ5KRa61NJ0lefA//yAAAAGGk2ePsdBkcp5fjOMmpommOZkcKxzEjgOGakcCyzNkEWAACApnRzjiwAAAAMG4LsZlRKuaKU8lAp5We9yq4vpdzV+VpQSrmr174ZpZT5pZRflFIO71U+pVM2v5TS/41bYTPp51ieVEr5cedYnltKOaBTXkopn+wcr/+3lPKSXm2ml1L+o/M1va/ngs2ln+P4RaWUW0sp80op/1xK2a7XPu/JDEullOeWUm4updxbSrmnlHJKp3zHUspNnffYm0opO3TKvS8z7KznOD668/gPpZTJa7XxvsxqlhZvRqWUVyV5PMkXa60v6GP/3yVZVms9t5Syf5LrkhyQZI8k303yJ52q/y/Ja9NzO6Pbk7yl1vrzQXgJkKTvY7mUcmOSi2qt/1JKOTLJabXWgzvb701yZJKXJbmk1vqyUsqOSeYmmZye+0bfkeSltdalQ/CS2AL1cxzfnuTUWusPSinvTDKh1nqm92SGs1LK7kl2r7X+tJSybXreT9+Q5NgkS2qtF3Q+zO9Qaz3d+zLD0XqO45rkD0k+m57357md+t6XWYMZ2c2o1vrD9FzFeR2llJLkL9PzHzJJpib5Sq11ea31l0nmp+c/6gFJ5tda76u1rkjylU5dGDT9HMs1yarZq7H5n3tBT01PUKi11h8n2b7zy+rwJDfVWpd0PiTdlGTK5h899OjnOP7TJD/sbN+U5KjOtvdkhq1a629qrT/tbD+W5N4ke6bnWLy6U+3q9ISCxPsyw1B/x3Gt9d5a6y/6aOJ9mTUIskPnoCT/VWv9j87jPZP8utf+hZ2y/sphqL0/ycdLKb9O8okkMzrljmVa8rMkr+9sH53kuZ1txzFNKKWMT/LiJLcl2bXW+pukJyQkeU6nmuOZYW2t47g/jmPWIMgOnbfkf2Zjk6T0UaeupxyG2nuSfKDW+twkH0jP/aQTxzJteWeSk0opdyTZNsmKTrnjmGGvlPLsJF9P8v5a66Prq9pHmeOZYcFxzKYSZIdAKWV0kr9Icn2v4oX5n5mAJNkrPUs1+yuHoTY9yTc6219Nz9KexLFMQ2qt/15rPazW+tL0/HHxPzu7HMcMa6WUrdLz4f+aWuuq9+L/6iwZXnX+4UOdcsczw1I/x3F/HMesQZAdGq9J8u+11oW9ymYlmVZKGVNKmZBk3yQ/Sc8J6/uWUiaUUrZOMq1TF4bag0n+vLP96iSrlsnPSvJXnatkvjw9FzT7TZI5SQ4rpezQuZLmYZ0yGDKllOd0vj8jyUeSXNbZ5T2ZYatznY0vJLm31vr3vXbNSs8fGdP5fkOvcu/LDCvrOY77432ZNYwe6gGMZKWU65IcnGTnUsrCJDNrrV9Iz3+w3suKU2u9p5Tyj0l+nmRlkpNqrU91+jk5Pb9YRiW5otZ6z+C9Cuj7WE7yriSXdFYYPJnk+E712em5Mub8JP+d5B1JUmtdUkr5aHp+4STJubXWPi+GBptDP8fxs0spJ3WqfCPJlfn/27tjE4WiIICi90VbgdVYgFVsZBdWsLldmNuHYAc28g0MhAVzB86p4TFwYR6TmczX21e/1X29z/idqr/qstY6Vo9e/77LXOY7fXrHP9W52lXXtdZt27aDucx/zu8AAAAwitViAAAARhGyAAAAjCJkAQAAGEXIAgAAMIqQBQAAYBQhCwAAwChCFgAAgFGELAAAAKM8AQ+oA5/2wfG2AAAAAElFTkSuQmCC\n",
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www9fKdwmA72855xzTv7nf/4nX/va11Y79rDDDlvncJskz3nOc/KJT3wiv//973PKKad07djRQA8uAADQGPPnz8/HP/7xfOc738n8+fPzu9/9bqX2Bx98sCPvc/vttydJHnvssZx99tmrtS9YsCBJMnfu3NXaXv7yl6/3+x900EF53etelxtvvDGzZs3KIYcc0pVj+52ACwAANML999+fl7/85Vm8eHH23XffvO51r8u4ceMyZsyYzJs3L1deeWWefvrpjrzXwoULkyQ33XRTbrrppiH3e/LJJ1fbtt1223WkhvPPPz9TpkzJqaeemoMOOqhrx/YzARcAAGiET33qU1m4cGEuv/zylZ6nTZKZM2d2dFKlcePGJUkuuuiivPvd727r2HZmTR7OnnvumWOOOSaXX355Lrvssmy00UZdObafeQYXAABohPvuuy9Jcvjhh6/Wduutt7Z9vjFjxiRJnn322dXaXvGKVyRJ/v3f/73t83bSueeem8022yxnnXVWnnrqqa4d268EXAAAoBGWzXR8yy23rLT9hhtuyKWXXtr2+bbeeuskA8/1rmrq1KnZd999c8011+Syyy5b4/H33ntvHn744bbftx077LBD3v/+9+fXv/51Lrzwwq4d268EXAAAoBFOOumkbLzxxjniiCNy1FFH5dRTT80hhxySgw8+OG9605vaPt+BBx6YJHnb296W008/Peeee24++9nPLm+/+uqrs8suu+T444/PlClT8va3vz2nnXZajjrqqOy555558YtfnPvvv79jf76hnHrqqdl2222X92B369h+5BlcAADYEBxwRq8rGHEvfvGLc/PNN+fDH/5wZs2alaVLl+YlL3lJrrnmmowfPz5f/vKX2zrfQQcdlL//+7/PF7/4xVxwwQVZsmRJdtppp7zrXe9Kkjz/+c/PnDlz8pnPfCZf+9rXctVVV+XZZ5/Ndtttlz322CMnn3xy9txzz5H4o65k8803zznnnJMTTzyxq8f2o1Jr7XUN623q1Kl19uzZvS4DALrj5o8N3bYB/AcWWLO5c+dm991373UZ0JZW/96WUubUWqeubT9DlAEAAGgEARcAAIBGEHABAABoBAEXAACARhBwAQAAaAQBFwAAgEYQcAEAoCGasAQoG46R+Psq4AIAQAOMGTMmzzzzTK/LgJY988wzGTNmTEfPKeACAEADbLHFFnn88cd7XQa07PHHH88WW2zR0XMKuAAA0AATJkzI4sWL88gjj2TJkiWGK9OXaq1ZsmRJHnnkkSxevDgTJkzo6PnHdvRsAABAT2yyySaZNGlSFi1alHnz5uXZZ5/tdUmwRmPGjMkWW2yRSZMmZZNNNunouQVcAABoiE022STbb799tt9++16XAj1hiDIAAACNIOACAADQCAIuAAAAjSDgAgAA0AgCLgAAAI0g4AIAANAIAi4AAACNIOACAADQCAIuAAAAjSDgAgAA0AgCLgAAAI0g4AIAANAIAi4AAACNIOACAADQCAIuAAAAjSDgAgAA0AgCLgAAAI0g4AIAANAIAi4AAACNIOACAADQCAIuAAAAjSDgAgAA0AgCLgAAAI3Qs4BbSrmslPJwKeVHK2ybUEq5qZTy88HPW/WqPgAAAEaXXvbgXpFk2irbTk/ynVrrbkm+M/gaAAAA1qpnAbfWeluSRatsPizJlYNfX5nkDV0tCgAAgFGr357B3bbW+qskGfz8vKF2LKWcUEqZXUqZvWDBgq4VCAAAQH/qt4DbslrrJbXWqbXWqdtss02vywEAAKDH+i3g/qaUsn2SDH5+uMf1AAAAMEr0W8C9Lskxg18fk+TaHtYCAADAKNLLZYJmJrk9yQtLKQ+UUo5Pcl6S15ZSfp7ktYOvAQAAYK3G9uqNa61/NUTTgV0tBAAAgEbotyHKAAAAsE4EXAAAABpBwAUAAKARBFwAAAAaQcAFAACgEQRcAAAAGkHABQAAoBEEXAAAABpBwAUAAKARBFwAAAAaQcAFAACgEQRcAAAAGkHABQAAoBEEXAAAABpBwAUAAKARBFwAAAAaQcAFAACgEQRcAAAAGkHABQAAoBEEXAAAABpBwAUAAKARBFwAAAAaQcAFAACgEQRcAAAAGkHABQAAoBEEXAAAABpBwAUAAKARBFwAAAAaQcAFAACgEQRcAAAAGkHABQAAoBEEXAAAABpBwAUAAKARBFwAAAAaQcAFAACgEQRcAAAAGkHABQAAoBEEXAAAABpBwAUAAKARBFwAAAAaQcAFAACgEQRcAAAAGkHABQAAoBEEXAAAABpBwAUAAKARBFwAAAAaQcAFAACgEQRcAAAAGkHABQAAoBEEXAAAABpBwAUAAKARxva6AABgCDd/rNcVAMCoogcXAACARhBwAQAAaAQBFwAAgEYQcAEAAGgEARcAAIBGEHABAABoBAEXAACARhBwAQAAaAQBFwAAgEYQcAEAAGgEARcAAIBGEHABAABoBAEXAACARhBwAQAAaAQBFwAAgEYQcAEAAGgEARcAAIBGEHABAABoBAEXAACARhBwAQAAaAQBFwAAgEYQcAEAAGgEARcAAIBGEHABAABoBAEXAACARhBwAQAAaAQBFwAAgEboy4BbSnlvKeXHpZQflVJmllKe2+uaAAAA6G99F3BLKTsmeXeSqbXWFyUZk+TNva0KAACAftd3AXfQ2CSbllLGJtksyUM9rgcAAIA+13cBt9b6YJLzk8xP8qskj9Vab+xtVQAAAPS7vgu4pZStkhyWZOckOyT5g1LK0WvY74RSyuxSyuwFCxZ0u0wAAAD6TN8F3CSvSfKLWuuCWuszSa5J8spVd6q1XlJrnVprnbrNNtt0vUgAAAD6Sz8G3PlJXlFK2ayUUpIcmGRuj2sCAACgz/VdwK213pHkq0nuTHJvBmq8pKdFAQAA0PfG9rqANam1zkgyo9d1AAAAMHr0XQ8uAAAArAsBFwAAgEYQcAEAAGgEARcAAIBGEHABAABoBAEXAACARhBwAQAAaAQBFwAAgEYQcAEAAGgEARcAAIBGEHABAABoBAEXAACARhBwAQAAaAQBFwAAgEYQcAEAAGgEARcAAIBGEHABAABohLHt7FxKmZBk9yQTBzc9kmRurXVRpwsDAACAdqw14JZSXpDk2CR/nuR/JymDH0lSB/f5aZJrklxRa/2vEakUAAAAhjFkwC2lvDDJuRkIto8nuS3JzCT3J1mUgZC7VZJdkvxJkncl+WAp5ZokH661/mxkSwcAAID/33A9uD9K8t0MBNxv1VqXDHeiUsrGSQ5OclKSe5Ns3KkiAQAAYG2GC7ivqLXOafVEgwH42iTXllJett6VAQAAQBuGnEW5nXC7hmPvXNdjAQAAYF1YJggAAIBGaHmZoFLKd1vYrdZaD1yPegAAAGCdtLMO7nMyuCzQCsYkmZzk+UnuS/JgZ8oCAACA9rQccGut+w/VVko5LMnFSaZ3oCYAAABoW0eewa21XpuBNXIv7MT5AAAAoF2dnGTqp0n26uD5AAAAoGWdDLgHJ3msg+cDAACAlrUzi/JZQzSNT7J/kilJzu1ATQAAANC2dmZRPnuI7YszMIPy3yS5fH0LAgAAgHXRzizKnRzODAAAAB0ltAIAANAIAi4AAACN0JGAW0rZrpRyWSnlHztxPgAAAGhXp3pwxyU5dvADAAAAuq6dWZSH819Jdu7QuQAAAKBtHQm4tdalSX7ZiXMBAADAujDJFAAAAI3Qdg9uKWXvJH+cZHxWD8i11vrRThQGAAAA7Wg54JZSxiX5epJ9kpQkdfBzVvi6JhFwAQAA6Lp2hih/LMmfJPnrJLtkINAelOSFSS5LcmeSbTtdIAAAALSinYD7Z0kurbVeleTxwW3P1lp/Xmt9W5IFSf6+0wUCAABAK9oJuNskuXvw6yWDnzdbof0bSQ7pRFEAAADQrnYC7oIkWydJrfWJJL9NsusK7Zsl2bhzpQEAAEDr2plF+c4ke63w+jtJppdSZicZk+TkwX0AAACg69rpwb00yXNKKc8dfH1qBnptb01yc5LnJnl/Z8sDAACA1rTcg1tr/XoGlgla9vpnpZRdkxyQ5PdJvl9rXdz5EgEAAGDt2hmivJrBZ3Gv61AtAAAAsM6GHKJcStlmXU+6PscCAADAuhjuGdx5pZQLSin/q9WTlVJ2L6V8Jsm89a4MAAAA2jDcEOW/THJukneXUu5JckOSOUnuT7I4SUmyVZJdkvxJktcleVGSe5P8xQjWDAAAAKsZMuDWWr9RSvlmkoOTHJ9kegZmSq6r7FqS/E+SbyU5Pcn1tdZV9wEAAIARNewkU4NBdVaSWaWUjZL8cZLdk0wc3OWRJHOTzKm1PjOShQIAAMBw2lkm6JkkPxj8AAAAgL4y3CRTAAAAMGoIuAAAADSCgAsAAEAjCLgAAAA0QsuTTAHAqHPzx4ZuO+CM7tUBAHSFHlwAAAAaoeWAW0rZoZTyJ6ts26OU8o+llK+VUg7vfHkAAADQmnaGKH86yfOS7JckpZQJSW5JMj7J75K8oZRyWK31G50uEgAAANamnSHKr0hywwqvj0yyVZKXJZmY5PYkp3SuNAAAAGhdOwF36yQPrfD60CTfq7X+qNb6TJKZSf6ok8UBAABAq9oJuI9loKc2pZSNk7wqybdXaF+aZLPOlQYAAACta+cZ3NlJ/qaU8p0kb8hAmP3mCu27Jvl1B2sDAACAlrUTcD+c5KYk/5mkJLm61nr3Cu1vTPL9DtYGAAAALWs54NZa7y6l7J7klUkerbXetqytlDI+yWcyMKsyAAAAdF076+Dul6TUWq9bMdwmSa310SRXJxnX4foAAACgJe1MMnVzktcO0/7qwX0AAACg69oJuGUt7ZskeXY9agEAAIB1NuwzuKWU5yeZtMKm3Uopr1zDruOTvC3Jf3ewNgAAAGjZ2iaZOj7JjCR18OOswY9VlcH2kztaHQAAALRobQH335LMy0CAvSzJJUluX2WfmuSpJHfWWn/R6QIBAACgFcMG3FrrPUnuSZJSyk5JvlZr/VE3CgMAAIB2tLMO7jkjWQgAAACsj5YDbpKUUsYkeV2SFySZkNVnVq611o92qDYAAABoWcsBt5Ty0iTXZGBW5aGWDKpJBFwAAAC6rp11cD+fZPMkf55kQq31OWv4GNOJokop40spXy2l/LSUMreUsncnzgsAAEBztTNEeUqSs2qt145UMSu4KMn1tdY3lVI2TrJZF94TAACAUaydgPubJEtHqpBlSilbJtkvybFJUmtdkmTJSL8vAAAAo1s7Q5Q/k+TYwR7VkfSCJAuSXF5KuauUcmkp5Q9W3amUckIpZXYpZfaCBQtGuCQAAAD6XTs9uL/OQE/qT0oplyeZn+TZVXeqtV7dgZpeluTkWusdpZSLkpye5MxV3ueSJJckydSpU+t6vicAAACjXDsB959X+HqomZJrkvUNuA8keaDWesfg669mIOACAADAkNoJuAeMWBUrqLX+upTy36WUF9Zaf5bkwCQ/6cZ7AwAAMHq1HHBrrbeOZCGrODnJVYPP+96f5LguvjcAAACjUDs9uEmSUsoWSV6R5HlJvl1r/U2ni6q13p1kaqfPCwAAQHO1M4tySimnJnkoyQ1J/inJHw1un1hK+W0p5cTOlwgAAABr13LALaX8TZLzklyX5JgkZVlbrfWRwe2Hd7pAAAAAaEU7PbjTk1xXaz0qyaw1tN+VZI+OVAUAAABtaucZ3N2SfHaY9oVJtl6/cgCAtbn3wceGbNuzi3UAQL9ppwf38SRbDdP+wiQPr185AAAAsG7aCbjfTnJcKeW5qzaUUiYl+Zsk13eqMAAAAGhHOwH3wxkYgnxXBp7HrUn+rJRyfpJ7kixJ8pGOVwgAAAAtaDng1lrvT/LKJPOTfCgDsyhPT/K+JLOTvKrW+sBIFAkAAABr084kU6m1/r8kB5VSxmdg0qnnJPmvwWWCAAAAoGdaDrillP1rrbckSa310ST/OVJFAQAAQLvaeQb3u6WUB0op55dSpo5YRQAAALAO2gm4x2RgMqmTk9xRSvlZKWVGKeWFI1MaAAAAtK6dSab+udZ6aJLtk5yU5MEkZyb5SSllTinl/aWU549QnQAAADCsdnpwkyS11kW11i/UWl+dZFKSU5KHiRsWAAAewklEQVQ8k+QTSX7R4foAAACgJW0H3BXVWh9KMicDa+M+tb7nAwAAgHXV1jJBywxOMvXmJH+ZZIckv0tyXZKrO1caAAAAtK6dZYL2yECofXOSXZIsTXJjklOTXFtr/e2IVAgAAAAtaKcH90dJfp/k35Ocn+QrtdbFI1IVAAAAtKmdgPuBJP9Sa31wpIoBAACAddVywK21/v1IFgIAAADro61Zj0spu5ZS/rmU8mApZUkp5dWD2yeWUi4rpbx8ZMoEAACA4bUccEspL0oyO8khGVgWaMyytlrrI0n2THJipwsEAACAVrTzDO55SRYl2StJTfLwKu3XZ2DZIAAAAOi6doYo75vkH2qtCzIQcFc1PwNr4gIAAEDXtRNwxyZ5cpj2rTOwNi4AAAB0XTsB9/8mefWaGkopJcnhGXhGFwAAALqunYD7qSSHl1I+kmTbwW0bD04+9dUkL0tiKSEAAAB6op11cL9SStkpyd8l+dDg5m8Ofn42yftrrd/qcH0AAADQknZmUU6t9fxSyr8keVOS3TLQA3xfkq/VWud1vjwAAABoTVsBN0lqrQ8kuXAEagEAAIB11s4zuAAAANC3BFwAAAAaQcAFAACgEQRcAAAAGkHABQAAoBEEXAAAABqh5YBbShlfSrm/lLL3SBYEAAAA62LYgFtKWXGd3DFJJifZdLBN4AUAAKBvjF1L+5OllDuT3JHkp0nq4EeySuAFAACAXlpbwP2rJK9IsneSEwa3XV5K+U6SO7Ny4AUAAICeGTbg1lr/Ncm/JkkpZdskv0ry3STPS/K3g7tdWUr5XpL/SPIftdY7R65cAOiQmz82dNsBZ3SvDgCgY9b2DO5rSylbDr5cOvj5S7XWP0uyW5KS5FuDnz+Q5D9HqlAAAAAYztqGKF+fpJZSfpbkngwMR37eYNvvBz9/udb63SQppewwIlUCAADAWqxtmaAJSQ5JcnWSLTPQU3tVKeW/k1ycgcC73bKda60PjVCdAAAAMKy1PYP7WJIbk9xYSpmY5OEk7xo87rUZCLz/XEr5dJIfJPl+rXWYh5oAAABgZKxtiPKKls2W/LNa63dLKTMzEHjfnoHnc/dJcnQSARcAOuDeBx/rdQkAMKq0E3CfSXJrksWDr5cF3vsHn8G9ooN1AQAAQFtaDri11seTHLDCplUDLwAAAPRMOz24K1lD4AUAAICeWdssygAAADAqCLgAAAA0goALAABAI6zzM7gAQAfcbHU9AOgUPbgAAAA0gh5cAGiS4XqEDzije3UAQA/owQUAAKARBFwAAAAaQcAFAACgEQRcAAAAGkHABQAAoBEEXAAAABpBwAUAAKARBFwAAAAaQcAFAACgEQRcAAAAGkHABQAAoBEEXAAAABpBwAUAAKARBFwAAAAaQcAFAACgEQRcAAAAGkHABQAAoBEEXAAAABpBwAUAAKARBFwAAAAaQcAFAACgEQRcAAAAGkHABQAAoBEEXAAAABqhbwNuKWVMKeWuUso3el0LAAAA/a9vA26S6Unm9roIAAAARoe+DLillOcnOTTJpb2uBQAAgNGhLwNukguTnJrk90PtUEo5oZQyu5Qye8GCBd2rDAAAgL40ttcFrKqU8n+SPFxrnVNK2X+o/WqtlyS5JEmmTp1au1QeAKPIvQ8+NmTbnjuO62IlAEA39GMP7j5JXl9KmZfkX5K8upTypd6WBAAAQL/ru4Bbaz2j1vr8WuvkJG9O8t1a69E9LgsAAIA+13cBFwAAANZF3z2Du6Ja6y1JbulxGQAAAIwCenABAABoBAEXAACARujrIcoA0HTDLWUEALRHwAWABhl27d8u1gEAvWCIMgAAAI0g4AIAANAIAi4AAACNIOACAADQCAIuAAAAjSDgAgAA0AgCLgAAAI0g4AIAANAIAi4AAACNIOACAADQCGN7XQAA9MK9Dz42ZNueXawDAOgcPbgAAAA0goALAABAIwi4AAAANIKACwAAQCMIuAAAADSCgAsAAEAjCLgAAAA0goALAABAIwi4AAAANIKACwAAQCOM7XUBALBebv5YrytYq6vvmD9k255drAMAmk4PLgAAAI0g4AIAANAIAi4AAACNIOACAADQCAIuAAAAjSDgAgAA0AgCLgAAAI0g4AIAANAIAi4AAACNIOACAADQCGN7XQAANN2eP/98r0sAgA2CgAsAq7j6jvlDth2516QuVgIAtMMQZQAAABpBwAUAAKARBFwAAAAawTO4AIxq9z74WK9LAAD6hIALAG0YagIqk08BQO8ZogwAAEAjCLgAAAA0giHKANABw62du2cX6wCADZkeXAAAABpBwAUAAKARBFwAAAAaQcAFAACgEQRcAAAAGkHABQAAoBEEXAAAABpBwAUAAKARBFwAAAAaQcAFAACgEcb2ugAAoDuuvmP+kG1H7jWpi5UAwMjQgwsAAEAjCLgAAAA0goALAABAIwi4AAAANIKACwAAQCMIuAAAADSCZYIAYBV7/vzzQ7bdu9tJXawEAGiHgAsAG4jhgvvVWXNwtz4uAKOJIcoAAAA0goALAABAIwi4AAAANIJncAEYFa6+Y/4at+/Z5ToAgP6lBxcAAIBGEHABAABoBAEXAACARvAMLgB0wHBrzAIA3aEHFwAAgEbQgwsAbdBTCwD9Sw8uAAAAjSDgAgAA0AgCLgAAAI0g4AIAANAIfRdwSyl/WEq5uZQyt5Ty41LK9F7XBAAAQP/rx1mUlyZ5f631zlLKFknmlFJuqrX+pNeFAcCG5uo75g/ZduRek7pYCQCsXd/14NZaf1VrvXPw6yeSzE2yY2+rAgAAoN/1Yw/ucqWUyUlemuSO3lYCQDcM11sIALA2fdeDu0wpZfMkX0vynlrr42toP6GUMruUMnvBggXdLxAAAIC+0pcBt5SyUQbC7VW11mvWtE+t9ZJa69Ra69RtttmmuwUCAADQd/ou4JZSSpJ/TDK31vqpXtcDAADA6NB3ATfJPknekuTVpZS7Bz8O6XVRAAAA9Le+m2Sq1vq9JKXXdQAAADC69GMPLgAAALRNwAUAAKAR+m6IMgAwOgy3bvGRe03qYiUAMEDABaCrhgtFAADrwxBlAAAAGkHABQAAoBEMUQZgVNjz55/vdQkAQJ/TgwsAAEAj6MEFAIbsIb93t5O6XAkArDs9uAAAADSCHlwAoOOskQtAL+jBBQAAoBEEXAAAABpBwAUAAKARPIMLQMcN9/wlAMBI0YMLAABAI+jBBQC6aqgefrMrA7C+BFwA1pmhyABAPzFEGQAAgEYQcAEAAGgEARcAAIBGEHABAABoBAEXAACARjCLMgDQF4abldsSQgC0Qg8uAAAAjaAHF4C+sefPP9/rEljFcNfk3t1O6mIlALB2enABAABoBD24AMA60bsLQL8RcAGAvmcCKgBaIeACMKzhggUAQD/xDC4AAACNIOACAADQCAIuAAAAjSDgAgAA0AgmmQIARjUzLAOwjIALQFcNt3YqAMD6EHABsBQQANAInsEFAACgEQRcAAAAGsEQZQCg44Z71vre3U7qYiUAbEj04AIAANAIAi4AAACNIOACAADQCAIuAAAAjWCSKQCgsYZb4/nIvSZ1sRIAukHABdhADPcffQCAJhBwAVhnQy0FYxkYhuPvDQAjRcAFoOOGWwMVAGCkmGQKAACARhBwAQAAaAQBFwAAgEbwDC4AsEEaamZxywcBjF4CLgDDMmEU3TLc3zUzLAPQCkOUAQAAaAQBFwAAgEYwRBmgYYZ6rhBozXD/hjyfC9Df9OACAADQCHpwAYC+ZwIqAFoh4AIAtMjwZYD+ZogyAAAAjSDgAgAA0AiGKAMAo5rncwFYRg8uAAAAjaAHF2AUstYtAMDqBFwAhh3iCbTGDMsAvSfgAmwghFgAoOkEXACgsTr9ix2TVgH0N5NMAQAA0Ah6cAEARthQz+d6Nhegs/TgAgAA0Ah6cAEaxmRSMHqYeRmgswRcgD5lrVvoP8P9AskEVAC9Z4gyAAAAjaAHF2AUMgwZ+k+ne3cNXwZonx5cAAAAGkEPLgDAKKN3F2DNBFwAgBG2Lo8VrOukVesyQZ1QDDSFIcoAAAA0gh5cgB4arqfFRFJAtxjyDDRFXwbcUsq0JBclGZPk0lrreT0uCQCgq7r5S67hhkMLv8Bo0ncBt5QyJsnnkrw2yQNJ/rOUcl2t9Se9rQxg3Q31H0S9tEC/G/bn1G/HrXHz1ZsdNeQhQjEwkvou4CZ5eZL7aq33J0kp5V+SHJZEwAVGLUEW6Gfr+jPq3gcfW/P5MvT5rs7QvcXDhd+hflEoMAMr6seAu2OS/17h9QNJ9upRLQAr8cwswPoZ7mflvT8f5rh1OGa4oddH/vaqoQ884Iyh24Zy88c6ez5gnfRjwC1r2FZX26mUE5KcMPjyyVLKz0a0qt6bmOSRXhfBalyX/uS69CfXpT+5Lv3JdemIjw/ZMvQg6iT54FAN63hdhjwfnePfTH/q5HXZqZWd+jHgPpDkD1d4/fwkD626U631kiSXdKuoXiulzK61Tu11HazMdelPrkt/cl36k+vSn1yX/uS69C/Xpj/14rr04zq4/5lkt1LKzqWUjZO8Ocl1Pa4JAACAPtd3Pbi11qWllHcluSEDywRdVmv9cY/LAgAAoM/1XcBNklrrrCSzel1Hn9lghmOPMq5Lf3Jd+pPr0p9cl/7kuvQn16V/uTb9qevXpdS62vxNAAAAMOr04zO4AAAA0DYBt4+UUi4rpTxcSvnREO1HlVL+7+DHf5RSXtLtGjdEa7suK+z3J6WUZ0spb+pWbRuyVq5LKWX/UsrdpZQfl1Ju7WZ9G6oWfo6NK6V8vZRyz+B1Oa7bNW6ISil/WEq5uZQyd/D7Pn0N+5RSyqdLKfcN3mde1otaNyQtXhf3/i5r5bqssK97f5e0el3c+7uvxZ9lXbv/G6LcR0op+yV5Msk/1VpftIb2VyaZW2tdXEo5OMnZtda9ul3nhmZt12VwnzFJbkryPxmYGO2rXSxxg9TCv5fxSf4jybRa6/xSyvNqrQ93u84NTQvX5YNJxtVaTyulbJPkZ0m2q7Uu6XKpG5RSyvZJtq+13llK2SLJnCRvqLX+ZIV9DklycpJDkuyV5CL3mJHV4nVx7++yVq7L4H7u/V3U4r8X9/4eaPHadO3+rwe3j9Rab0uyaJj2/6i1Lh58+YMMrBHMCFvbdRl0cpKvJfFDtEtauC5HJrmm1jp/cH/XpgtauC41yRallJJk88F9l3ajtg1ZrfVXtdY7B79+IsncJDuustthGfjFRK21/iDJ+MH/tDBCWrku7v3d1+K/l8S9v6tavC7u/T3Q4rXp2v1fwB29jk/yrV4XQVJK2THJG5Nc3OtaWMn/SrJVKeWWUsqcUspf97ogkiSfTbJ7koeS3Jtkeq31970tacNSSpmc5KVJ7lilacck/73C6wey5v/UMwKGuS4rcu/vsqGui3t/bw3z78W9v8eGuTZdu//35TJBDK+UckAGbnKv6nUtJEkuTHJarfXZgV9K0SfGJvnjJAcm2TTJ7aWUH9Ra/19vy9rgHZTk7iSvTrJLkptKKf9ea328t2VtGEopm2egx+k9a/ier+kHmOeYumAt12XZPu79XbaW6+Le3yNruS7u/T20lmvTtfu/gDvKlFJenOTSJAfXWhf2uh6SJFOT/MvgDW5ikkNKKUtrrf/W27I2eA8keaTW+lSSp0optyV5SRI3ud46Lsl5dWACiPtKKb9I8r+T/LC3ZTVfKWWjDPzH46pa6zVr2OWBJH+4wuvnZ+A37YygFq6Le38PtHBd3Pt7oMWfY+79PdDCtena/d8Q5VGklDIpyTVJ3uI3Uf2j1rpzrXVyrXVykq8mOckNri9cm2TfUsrYUspmGZg0Z26PayKZn4HfrKeUsm2SFya5v6cVbQAGn3n6xwxMVvSpIXa7LslfD86m/P+1d+fRdpXlHce/PyAgQ2QKpQspRKCpinbhDITSAAJSYeHQMgmCYsWBkFhatE2YFBAklUoUh0JJF6GGljKlAiLGCBFSXcy1TAEuyighA5AJQp7+8bw72eycc+7JBXLpub/PWu/a97z73Xu/e++TnPOcd9i7Agsj4sm1VskhqJv74s/+ta+b++LP/rWvy//H/Nk/CLq8N2vt898tuG8gkn4EjAFGSHoMOBUYBhAR3wdOAbYELii/GC6PiPcNTm2Hji7uiw2C/u5LRNwr6XrgbmAFcGFEdHzUk716Xfx7+TowRdI9ZJfYr0TE3EGq7lAyGjgKuEfSnSXvH4DtYOW9uZacQXkOsJj8td1eX93cF3/2r33d3Bdb+/q9L/7sHzTd/JtZa5//fkyQmZmZmZmZ9QR3UTYzMzMzM7Oe4ADXzMzMzMzMeoIDXDMzMzMzM+sJDnDNzMzMzMysJzjANTMzMzMzs57gANfMzGwIkDRT0szBrsfaJul4SU9I2mCw69JUnjl8t6SzBrsuZma9wgGumVmPknSMpKilpZKelPQzSSdJ2mKw6/hGIWkXSadJ2m6Q63GMpBMGsw69RNLGwERgUkQsa7F+f0lXlgD4RUkLJf13eS/84QCOd4WklyRt1aHMuPLv8aDIZzWeDYyTtPWaHs/MzFbnANfMrPd9nXwA++eBbwEvAGcB90r6s8Gs2BvILsCplIfSD6JjAAe4r52jgc2Af6lnlpbT7wHXA6OAfyb/fUwA7gW+DNw2gONdAqwHHNahzJHA3HJsgH8HlgDHD+B4ZmbWsN5gV8DMzF53N0TErNrrcyW9B/gJcJWkd0TE02uyQ0nrAOtHxNLXsqL/X0jaKCIWD3Y9rF/HAtdHxIJG/pfJgHYyMD4iVtRXShoH/O0AjvdjYB4ZxE5urpQ0Cngf8J2IeAkgIpZLuhw4WtKpzbqYmdmacQuumdkQFBG3k1/yt6CfliNJI0uXyomSjpN0H7AM+HBZL0lfkHRX6Qb9rKRprbr7Snp36RI6V9ISSQ9IOq9RZmdJV0taIGmxpNmSDmyUGVPqdJSkEyU9Wo49uwTv9bIbSzpH0kO1+s2W9Jdl/WnAxaX4zbUu3WPK+j5JN0raU9ItkpaQLeDVuiktznOKpL5Gnsr1u62c13xJsyQdXO0L+HNgx1od+mrbD5M0QdJ9kpZJekrSD5tdzctxTirXZImkWyXt3uLWtlQ7313L+S6WNEfSX5X1H5B0c8l/VNLRje23kPTN8n54TtKisp8DWxxrL0k/L/dkSdnfVGXX4q7LtDmP7YDqh5x6/obUWmpbBZQRsTAiTm6xz30kzZD0fDmvX6jWCyIiXiRbZD8g6Y9bVOuosrykkX8D8Edk8GtmZq+CA1wzs6HrMmApsH+X5Q8jxzNOBcYBfSV/ckl3AuOBbwP7ALdIGlFtXALGW4DdgO+XfVwBHFwrM6qUGQ38UzneRsA1VYDVMI7s1ns+2cV4J+BKScNqZS4gg/npZDB/JvAA8MGy/grgh+Xvqjv3UWQAVHkrcDVwK9mF+OftLlIH3yPP+znglFLfR1h1/ccD9wFP1+owHjJoBf6TvB43AmOBKcAngRmS3lQ7zinAOcCDwN8BvwL+iwygurU9cCV5nl8BXgKmSToEuAa4CTgJWAxcLOlPatvuABxCBm0nlfPckLyH+1WFJL0duBZ4M3BGOad/Bd4JDO+2TAejy7LZ1Xg0+cPOv0XEy/1fipX1rc4J4GTyXmwG/EzSnrWiVfD6yRa7OQJ4ICJ+1civXnvIgJnZqxURTk5OTk49mMjAL4A9OpS5C5jXz35Glv0sBrZtrNutrPvrRv7OwIvAmeX1OmTA9TSwdaPsOrW/LweWAzvX8oYDDwOPA+uVvDHluA8DG9bKfrTkf6SWNx/47kCvFRnIB/DxNuumtMifAvTVXu9Z9nExoEZZ1f6eCcxpsb/Dy/b7NvL3q19/YATZuj4DWLdW7nOl3Mwu3jfV+X6olvf2krcC2LtF/tm1vA3qxy556wO/AX5ayxtXtt2qQ136LdNh26+VbUc08k8o+R9tvg/L9aun6v22MfAscGljmw2BOcAvG/lzgAcbeaPLcSe2qe+LwEVrep5OTk5OTq9MbsE1Mxvanqf/lrDKNRHxWCPvUHKCnOmSRlSJDGTvB/Yu5d5Ntq5+OxrjfaN0EZW0Ltnt+dqI+E1t/fNk6+c2ZJfTuikRsaT2+hdluUMtbwHwQUlr0oLZ9BTZojlQVevzhIiI+orm6zYOJYP5OxrX+XZgIauu875kMDk5Xtk6eTF5Hbr1cETcWKvjveU4j0TEjBb5O9TyllXHlrSBpC3JFtibgPfWjlHV52Pl3rfSTZl2qt4DzfN+c1k+38jfBnimkXYt6/YlW32nNq7/xmSL+q6SNqrtayqwk6Rda3lHkgHupW3qO69WZzMzGyAHuGZmQ9twVv+i385DLfJGka1YT7J6cPBO4A9KuZ3K8p4O+9+KDBjua7Huf8vyrY38R+svImJ++bM+LvVEsqXxUUl3SjpXUj3Q6sbDXQai7exEtpQ/McDtR5FBZPMaPwNsyqrrvH1Z3l/fOHJCo0fW4Hi/bZG3oEP+5tWLMgb4REkPkF3g55Z6fp7s0lu5jPxB4gfAXOXY7GMbY2u7KdMfNV4/V5bNH3aeIQPZfYFzG+tGleW1rH79jyO/T21ZKz+1LI8EkLQ+2W17VkS0uw/NepqZ2QB4FmUzsyGqfOkeReegs25Ji7x1yACn1fjY+jbVl/eBBonttm83hnJlsBARV0iaBRwEfAj4DHCipAkR8Y0uj9/q3FvVp9JsbVSHst1Yhwz8x7ZZXwX2na7zmgRQ7a5rv9ebHHd7NjkW9XQywH0Z+DQ5BjUrGLFU0l5k190DyMDyQmCipN0i4qluynQ4h7lluRkZiFaqsdXvAq6q1WcZ2RqLpG0b+6oaBI6ldZBP/RgRMUfSrcChksYDf0H+6NKcXKpu81qdzcxsgBzgmpkNXYcAb2LV8zgHYg45DvTXEbGwQ7kHy/JPyQmPWnkGWAS8rcW6Kq9vAHUkIn4PXARcVLqS/hg4XdKk0ro50OBzPq9slayMbLx+ENhf0lsi4vFOVW2TP4ecFGtGdH6MTF9Zvo3aJFll0q2R5Jjr19th5FjfT9UzJX2mWbC0is8qaYKkA8hW0uPI4LirMm1U578jrwxwZ5H37QhJZ0V3E03NKcu59a7b/biEnOBsf7IldxnwH60Klu7zw1jVU8HMzAbIXZTNzIYg5aN0ziPH/X33VexqGtl697U2x6nGFN5BdnEeJ2nrRhkBlEDjOuCAMntutX4T4AvAE+SY065JWlfSpvW8yOfX3k8GFFVX10Vl2SpY7WQOsJukDWrHfA/QfCxPFdicUZ1vrXz99aI2dZhGjs8c31xRzrHqkv1TcrKiscpnFVc+3Wa/r4cVNL5flEfmfKyRV+/SW7mjLDfrtkwHvyzL99czy5jtb5A/ApzXuE4rq9d4/ROyp8LE+r1eWVjaqsU+LiPvxZeAA4HpsfrzeCtVHWe1WW9mZl1yC66ZWe/bT9JIstvsVsAe5BfuZ8mZgZ9uv2lnETFL0vnACZLeRbasvUCOlT2YDMxOi4gVkj5HBrB3SbqQHD+7PdniV43RnUi2CN8k6TvkeMljyv4OjYjla1jF4cDjkq6kzBhNTnj1WeC6WsBxO9l6+vclqFpGtpb+vp/9/4Dsnn2DpGnAW8gZi/+HHBtbXaebyjl/FhgpaToZ/LyXnJ36S6XobcBHJE0qf78QEdPJiYk+AfyjpD3Icakvk62TnyAfDTQlIuZKOod8jM0Nkq4ir+3R5CRVa8PVZOv4peSs0NsDXyS7WO9SK3eypL3JFv0+YBMyEH+ZfJZst2VaiojfSrqDfD9NbqyeRHbPHwvsI+ly8v04nJwB/HDyx4Zny76eL+/fHwH3SJpK/uCyLfnsYoC9GsefJ+lacmZv6Nw9eT/gMeDXnc7JzMy6MNjTODs5OTk5vT6JVY++qdIycnbjGeQ4yS273M9IOjzepJT5FDCbDG5fILuHXgC8o1Hu/eTzaBeQ41rvB77VKLMz+azVhaXMbODARpkxpU5HtqhLkEE15IzC55DB4nwymLyPbHHepLHd8eRETMvLPsaU/D7gxg7nPpYMjpaW4+xD4zFBpZzIQPauUnYecDNwUK3MpmTL3/xSh77aunXJFtw7y3VZCNxNToi0XeM4XwV+V7t+u5PB5swu7nfL8+02n2wZP5Mcq7q01PEI4DRKj+NSbi/y2b6/q703rwP2XJMy/ZzLF8t2m7dZfwA5DvdJ8lm/C8ln0p4ObNOi/O5ksD2vnFsf2Tr/4Tb7/3i5j3OBYW3KrEd2oT5jMP6fcHJycuq1pIhXM+eFmZmZ2RtTmW35IWBSREwa7Pq0IulwcuKsHaPzpFlmZtYFj8E1MzOznhQRi4AzgL9pNXZ2sJXx118Fzndwa2b22nALrpmZmZmZmfUEt+CamZmZmZlZT3CAa2ZmZmZmZj3BAa6ZmZmZmZn1BAe4ZmZmZmZm1hMc4JqZmZmZmVlPcIBrZmZmZmZmPcEBrpmZmZmZmfUEB7hmZmZmZmbWE/4PkQMVpgCu8gIAAAAASUVORK5CYII=\n",
       "text/plain": [
        "<Figure size 1152x720 with 1 Axes>"
       ]
@@ -247,16 +247,23 @@
     }
    ],
    "source": [
-    "plt.hist(full,alpha=0.4,bins=120, range=(full.min(),full.max()),density=True,label='before NN');\n",
-    "plt.hist(NN_selected,alpha=0.5,bins=120, range=(full.min(),full.max()),density=True,label='after NN');\n",
+    "full_plot=full/1000\n",
+    "NN_selected_plot=NN_selected/1000\n",
+    "plt.hist(full_plot,alpha=0.4,bins=120, range=(full_plot.min(),full_plot.max()),density=True,label='before NN');\n",
+    "plt.hist(NN_selected_plot,alpha=0.5,bins=120, range=(full_plot.min(),full_plot.max()),density=True,label='after NN');\n",
     "plt.legend(fontsize=20)\n",
+    "\n",
+    "plt.xlabel('D reconstructed mass (GeV)', fontsize=17)\n",
+    "plt.ylabel('# events (a.u)', fontsize=17)\n",
+    "\n",
     "fig=plt.gcf();\n",
-    "fig.set_size_inches(16,10)"
+    "fig.set_size_inches(16,10)\n",
+    "plt.savefig('/home/hep/davide/Rphipi/mu/test_'+str(test)+'/selected_data_NN.png', format='png', dpi=100)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 19,
+   "execution_count": 12,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -272,7 +279,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 25,
+   "execution_count": 13,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -282,7 +289,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 27,
+   "execution_count": 14,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -291,7 +298,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 28,
+   "execution_count": 15,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -303,12 +310,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 29,
+   "execution_count": 16,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 1152x720 with 1 Axes>"
       ]
@@ -318,16 +325,23 @@
     }
    ],
    "source": [
-    "plt.hist(full,alpha=0.4,bins=120, range=(full.min(),full.max()),density=True,label='before XG');\n",
-    "plt.hist(XG_selected,alpha=0.5,bins=120, range=(full.min(),full.max()),density=True,label='after XG');\n",
+    "\n",
+    "full_plot=full/1000\n",
+    "XG_selected_plot=XG_selected/1000\n",
+    "\n",
+    "plt.hist(full_plot,alpha=0.4,bins=120, range=(full_plot.min(),full_plot.max()),density=True,label='before XG');\n",
+    "plt.hist(XG_selected_plot,alpha=0.5,bins=120, range=(full_plot.min(),full_plot.max()),density=True,label='after XG');\n",
     "plt.legend(fontsize=20)\n",
+    "plt.xlabel('D reconstructed mass (GeV)', fontsize=17)\n",
+    "plt.ylabel('# events (a.u)', fontsize=17)\n",
     "fig=plt.gcf();\n",
-    "fig.set_size_inches(16,10)"
+    "fig.set_size_inches(16,10)\n",
+    "plt.savefig('/home/hep/davide/Rphipi/mu/test_'+str(test)+'/selected_data_XG.png', format='png', dpi=100)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 30,
+   "execution_count": 17,
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/dataMC_visualization.ipynb b/dataMC_visualization.ipynb
index 3422b7d..c99c908 100644
--- a/dataMC_visualization.ipynb
+++ b/dataMC_visualization.ipynb
@@ -30,7 +30,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "l_index = 1\n",
+    "l_index = 0\n",
     "data_index = None \n",
     "mother_index = None"
    ]
@@ -74,7 +74,7 @@
     {
      "data": {
       "text/plain": [
-       "<ROOT.TTree object (\"DecayTree\") at 0x55d10035d3a0>"
+       "<ROOT.TTree object (\"DecayTree\") at 0x55d6c06bb800>"
       ]
      },
      "execution_count": 4,
@@ -110,7 +110,8 @@
     "                    mother_ID[mother_index]+\"_DIRA_OWNPV\",\n",
     "        \n",
     "                    mother_ID[mother_index]+\"_PT\",\n",
-    "                    mother_ID[mother_index]+\"_FD_OWNPV\",\n",
+    "                    #mother_ID[mother_index]+\"_FD_OWNPV\",\n",
+    "                    mother_ID[mother_index]+\"_FDCHI2_OWNPV\",\n",
     "                    \n",
     "                    #D Reconstructed mass\n",
     "                    mother_ID[mother_index]+\"_ConsD_M\",\n",
@@ -259,7 +260,7 @@
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 1152x432 with 2 Axes>"
       ]
@@ -292,9 +293,9 @@
    "outputs": [
     {
      "data": {
-      "image/png": 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AS4IVAACAlgQrAAAALQlWAAAAWhKsAAAAtCRYAQAAaEmwAgAA0NLasicAAPBS3f3Q0wuNP3Lwul2aCQA7yRFWAAAAWhKsAAAAtCRYAQAAaEmwAgAA0JJgBQAAoCXBCgAAQEuCFQAAgJYEKwAAAC0JVgAAAFoSrAAAALQkWAEAAGhpbdkTAIDLwn2Hlz0DLuDWU0cWe8LBB3ZnIgDsKEdYAQAAaEmwAgAA0JJgBQAAoCXvYQWAOZzeeHbZUwCAPccRVgAAAFoSrAAAALQkWAEAAGhJsAIAANCSYAUAAKAlwQoAAEBLghUAAICWBCsAAAAtCVYAAABaEqwAAAC0JFgBAABoSbACAADQkmAFAACgJcEKAABAS4IVAACAlgQrAAAALQlWAAAAWhKsAAAAtCRYAQAAaEmwAgAA0JJgBQAAoCXBCgAAQEuCFQAAgJYEKwAAAC0JVgAAAFoSrAAAALQkWAEAAGhJsAIAANCSYAUAAKAlwQoAAEBLghUAAICWBCsAAAAtCVYAAABaEqwAAAC0JFgBAABoSbACAADQ0to8g6rqliQ/meSKJD8/xviJLY9Xkvcm+Y4kX0ryjjHGo9Nj70vyPUk+P8a4YQfnDgDwotz90NNzjz1y8LpdnAkAF3LRYK2qq5IcTfLGJM8kebiqPvx8kE5uS3JNkuuTvC7J+5O8Znrs55L8myS/sHPTBgB48W49dWT+wQcf2L2JAHBB85wSfFOSJ8cYZ8YYzyU5nuTQljGHkhwbmx5NslZV+5NkjPGxJL+3k5MGAABg9c1zSvB6kjMz988medMcY7Zuu6CqujPJnUnyile8Yt6nAcCLcvq9W3/3CgB00+aiS2OMe8cYB8YYB/bt27fs6QAAALBk8wTr2ST7Z+6vT9sWHQMAAABzmydYH0lyQ1WtV9WVSQ4neXDLmBNJbk+SqroxybkxxtynAwMAAMBWFw3WMcYXk7wzyYeSPJ7kl8cYJ6vqrqq6axp2f5LfqqpTSd6X5I7nn19VH0jycJJvrqqzVfWOnX4RAAAArJ65/g7rGONENo+izm47OnN7JHnXeZ77/S9lggAAAOxNbS66BAAAALMEKwAAAC0JVgAAAFoSrAAAALQkWAEAAGhJsAIAANCSYAUAAKAlwQoAAEBLghUAAICWBCsAAAAtCVYAAABaEqwAAAC0JFgBAABoSbACAADQkmAFAACgJcEKAABAS2vLngAA7Jj7Di97BgDADnKEFQAAgJYEKwAAAC0JVgAAAFoSrAAAALTkoksAABdw90NPLzT+yMHrdmkmAHuPI6wAAAC0JFgBAABoySnBAKyM0xvPLnsKAMAOEqwAABdw66kjiz3h4AO7MxGAPcgpwQAAALQkWAEAAGhJsAIAANCSYAUAAKAlwQoAAEBLghUAAICWBCsAAAAtCVYAAABaEqwAAAC0JFgBAABoSbACAADQkmAFAACgpbVlTwAAzuu+w8ueAQCwRI6wAgAA0JJgBQAAoCWnBAPQ1umNZ5c9BQBgiRxhBQAAoCVHWAEAdtDdDz290PgjB6/bpZkAXP4EKwDADrr11JHFnnDwgd2ZCMAKcEowAAAALQlWAAAAWhKsAAAAtCRYAQAAaMlFlwC4ZE6/99CypwAAXEYcYQUAAKAlwQoAAEBLghUAAICWBCsAAAAtuegSAMAy3Xd4/rFvO7578wBoSLAC8NIs8sM28AKnN56de+wrd3EeAB05JRgAAICWBCsAAAAtOSUYgJdkkdMZAQAW4QgrAAAALTnCCgBwmbj7oacXGn/k4HW7NBOAS0OwAvD/Of3eQ8ueAgBAEqcEAwAA0JQjrAB7wCKnEd66i/MAXppbTx1Z7AkHH9idiQBcIo6wAgAA0JIjrAAAK2qRsytcoAnoSLAC7AELn0YIANCAYAUAWFEL/bLK+12BhgQrwGXIn54Bdpq/8Qp0JFgBOrjv8LJnAADQjmAF2CWOggKXE38yB+hIsAJ7myObAC+KKxADl4JgBfa00xvPLnsKAACch2AFAGBhi5xCfPrUYp/7g6+6e6HxjuDC6hKswLYWOdVr0fc9LfKDiL8fCsBFLfL2jrcd3715ADtOsMJeseh7Nff9+O7MIyIUgAtb9PvE6QXGftCf74HLimCFRjpdVfbWDVEJwOpZ+JemG18799BFr4vwyh90pWW4mLmCtapuSfKTSa5I8vNjjJ/Y8ngleW+S70jypSTvGGM8Os9zYTcs+sfPF+HoIADsHbt5cb5Ff1G9SOAu+rOQI8l0ddFgraqrkhxN8sYkzyR5uKo+/HyQTm5Lck2S65O8Lsn7k7xmzucyY7e/uOxmyO2mIxvvWWj8ra78CgCsmEUC99ZFP/eCF8ZaxMIX0Vrk5z7vSV558xxhvSnJk2OMM0lSVceTHEoyG52HkhwbY4wkj1bVWlXtT/IX53juZWc3T9vc7S8ui37+LhZ5bwoAAH3s5nuSs+DP5YvG8yJ280DSXj4CPk+wric5M3P/bJI3zTFmfc7nJkmq6s4kd053n62qz8wxt2W5OsnvLnsS7BjruVqs52qxnqvFeq4W67la9sh6nti1z/zDu/aZX9Tn7r6e18w7sM1Fl8YY9ya5d9nzmEdVnRxjHFj2PNgZ1nO1WM/VYj1Xi/VcLdZztVjP1bJK6/lVc4w5m2T/zP31ads8Y+Z5LgAAALzAPMH6SJIbqmq9qq5McjjJg1vGnEhye5JU1Y1Jzk3vW53nuQAAAPACFz0leIzxxap6Z5IPZTNwj40xTlbVXdPjR5Pcn+TmqjqV5MtJ7rjQc3fnpVxSl8Wpy8zNeq4W67larOdqsZ6rxXquFuu5WlZmPWvzwr4AAADQyzynBAMAAMAlJ1gBAABoSbBuo6reXVWfraonq+qHpm0/XVVPTR8PVNXV0/Zrq+r/VtVj08fR5c6erc6znj9WVb81s25vnhn/o9M6P1FV37W8mbOd86zn8Zm1/I2qemzabv9spqreV1Wfr6onZrZ9fVU9VFWfrqoPV9WfnXls2/2xql5fVZ+qqlNVdU9V1aV+LSy2nlX1ndOafXpaz1tmnvPRqvrMzL7655bxeva6BdfzvF9f7Z89LLiet8+s5WNVda6qXjs9Zv9s4Dzr+Xemn4fOVdWBLeNX5/vnGMPHzEeS1yd5MsnLs3lRql9N8uokfzPJ2jTmXyX5men2tUmeWPa8fSy8nj+W5B+fZ/zJJFdm888w/UaSq5b9OnxceD23jPmpJP98um3/bPaR5G8kuXF2XZL86yQ/PN0+kuSemfXedn9M8niS10+3P5jktmW/tr34seB6vibJN063b0jyO0mumO5/NMmBZb+evf6x4Hqe9+ur/bPHxyLrueV535LkczP37Z8NPs6znn8lyTdvXaNV+/7pCOsL/eUknxhj/OEY44+S/Lckf2uM8ZHpfpJ8PMk3LW2GLGLb9bzA+ENJjo8xnhtjnM1mHH3rJZgn87ngek6/Jfy+JB9Y0vy4iDHGx5L83pbNh5L84nT72HT/+e0v2B+r6hXZDJ1PbvMcLqFF1nOM8WtjjN+Zbj+RzbO8XnaJpsocFtw/t2X/7OMlrOf3J/mPuzg1XoTt1nOM8dQY4zPbDF+p75+C9YU+neTbquobqurlSd6c5BVbxtyZ5D/P3L+2qn6tqh6uqm+/VBNlLhdaz3dV1a9X1X+oqm+Ytq0nOTPz/LPTNnq42P75xiS/M8b47Mw2+2d/+8YYG0ky/ff5083Otz/aT3s733p+RVW9JcnjY4wvzGz+uekUtR+vKj+f9HGh9dzu66v9s7eL7p9JDueFv/i1f15eVur7p//hthhjPJ7kp7N5aP2j2fwB+St/+6eq/lmSP8rmbySS5LeTrI8xXpPkXUl+cfb9VyzXBdbz3yb5S0leleRzSe5ZzgxZxMX2z2z+Vnj2m6z9E5qpqldl8601d85sfusY44YkNyU5kOQdy5gbC/H1dQVV1U1J/nA6C+J59k+WSrBuY4zxs2OMbxljfGuS/53k15Okqv5+Nk8/vH1MJ36PMb40xvj96fajSZ7I5vnkNLHdeo4xNsYYfzzGOJfkaJI3TMPPJtk/8/T1aRtNXGD/XEtyW5LjM2Ptn5eHjaralyTTfz8/bT/f/mg/7e1865mqWk/yK0n+3hjjc89vH2M8M/33D7J5uuIbQhfbrucFvr7aP3s77/45eWu2HF21f16WVur7p2DdRv3JFYD/fDZPizg+Xc3wR7L5ftY/nBn7Dc+fGlFV12bzQhL/81LPmfM7z3rOngLzt5Ocmm6fSHK4qq6cfrC6Ickjl3K+XNh26zk99B3Z/GXE2Zmx9s/Lw4kkb59uvz3JgzPbX7A/jjF+M8m5qrpxGnf7zHNYvm3Xs6r+TJIHkvzoGON/PD+4qtaq6uun21cm+d78yddklu9867nt11f7Z3vn+3qbaT2/LzPvX7V/XrZW6vvn2rIn0NSvVNXXJXkuyQ+MMX67qv57kquSPDRd/fkTY4y7ktyc5F9W1bkkleQHxxhbf1vFcm23nseq6tVJvjrJb2Y6vWWMcbKqfjmbV1A7l+SuMcaXljVxtvWC9Zy2v+C3wrF/tlNVH0jypiRXV9XZJP9i+jheVf8gm1eO/b7kovvjHUneV1VfneQjSe6/pC+EJIutZ5IfyOZbMd5TVe+Ztn1nki8k+dWquiKbVwD/SJKfvWQvgq9YcD0v9PXV/tnAguuZbF6F9swY4/TMtqti/2zhPOv5e9m88vO+JA9U1WNjjO9ate+fNZ3ZCgAAAK04JRgAAICWBCsAAAAtCVYAAABaEqwAAAC0JFgBAABoSbACAADQkmAFAACgpf8Hjtho/B+5gGQAAAAASUVORK5CYII=\n",
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\n",
       "text/plain": [
-       "<Figure size 1152x576 with 1 Axes>"
+       "<Figure size 576x576 with 1 Axes>"
       ]
      },
      "metadata": {
@@ -320,10 +321,14 @@
     "\n",
     "\n",
     "\n",
-    "plt.hist(phi_mass_MC_Ds,bins=70, alpha=0.5, range=(lower,upper), density=True);\n",
-    "plt.hist(phi_mass_MC_Dplus,bins=70, alpha=0.7, range=(lower,upper), density=True);\n",
+    "plt.hist(phi_mass_MC_Ds,bins=70, alpha=0.5, range=(lower,upper),label='phi_M from Ds MC', density=True);\n",
+    "plt.hist(phi_mass_MC_Dplus,bins=70, alpha=0.7, range=(lower,upper),label='phi_M from Dplus MC', density=True);\n",
+    "plt.legend(fontsize='10')\n",
+    "plt.ylabel('# events a.u.', fontsize=15)\n",
+    "plt.xlabel('Reconstructed D_s Mass (GeV)', fontsize=15)\n",
     "fig = plt.gcf()\n",
-    "fig.set_size_inches(16,8)"
+    "fig.set_size_inches(8,8)\n",
+    "plt.savefig('/home/hep/davide/Rphipi/'+l_flv[l_index]+'/phi_reco_m_'+l_flv[l_index]+'.png', format='png', dpi=100)\n"
    ]
   },
   {
@@ -445,7 +450,7 @@
    "outputs": [
     {
      "data": {
-      "image/png": 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VZt6XX36ZXbt2ceHCBRwcHHjvvfcYOnRouY7zP//zP2RmZuLj44O1tTW2trasWLECR0dHLl++TEREBCdPntT3RUdHl1qPq6sr/v7+nD59mnfffRd7e3uOHj1aJI+npycTJkygY8eO1KhRAysrKxYtWoS1tbU+YlYpxezZswFYvXo1I0eOZNKkSeTk5DBgwABcXV3LdV5VRRXM7XmUeXp6ag/SfCshRPVw9OhRnJ2dq7oZD4S6dety9erVqm6GqKDS/qaVUgc1TfOsoiY9UqQ/IoQoTvoaojxKe3VtdVXRvohMURFCCCGEEEIIIUS1J1NUhBBCVJiM3hBCCCGEqBrvvfdeVTfhgSEBDvHQ+SX5fKnpLY2N7nNLhBBCCPGwWLH/RKnpg7xa3OeWCCGEKItMURFCCCGEEEIIIUS1JwEOIYQQQgghhBBCVHsS4BBCCCGEEEIIIUS1JwEOIYSoxpRShISE6NvZ2dnY2dkRGBiop23cuJH27dtjMplwcXFh9OjRd3SM/v374+rqyrx584iOjiYjI6NCbY6Oji7RBj8/Pwpej+no6Mj58/9dS+eTTz7BbDZjNpupVasWBoMBs9nMlClTOHz4MB06dKB27dpF3lVfmKenJ2azmRYtWmBnZ6fXdfLkSS5evEhISAiurq64uLgwdOhQMjMzAcjKyuLVV1+lTZs2GI1GPDw8+PXXXyt07pXBwcGBS5cuVXUzhBBCPCKsra0xm820a9cOd3d35s6dS25u7i3LpKens2LFikprQ2xsLK1bt8bf35+kpCQ2bNhQ4Trr1q1bZLtw/2T69OlERUXp+86dO6f3H5o2bYq9vb2+/euvv/Lss8/i5uZGmzZtipQrEBkZqecvuJ5ms5l//etfACxYsACDwYDJZKJDhw7s2bOnyLm7urpiNBpxcXHh448/rvC5V9TUqVPL7HdVNVlkVAghKkvCksqtz3PYbbPUqVOH1NRULBYLtra2bN26FXt7e33/vn37CA8PZ/PmzTg6OpKTk8PixYvL3YQzZ86QmJjI8ePHgbxAhJubG82bNy93HTk5OVhbW5c7f3EjRoxgxIgRQN6X+/j4eJ544gkAzp49yz//+U/WrFlTZvmCwMknn3xCampqkRtyly5d6NmzJ8uXLwdg1qxZDB48mHXr1vHZZ59x5coVfvzxR6ysrMjIyOCxxx67q3Oo6DUQQgghAPj2r5Vbn//bt81ia2tLUlISgP5gIDMzkxkzZpRZpiDAMWjQoEpp5pIlS1iyZAm+vr5ER0eTkJBAr169yl2+ovfhxo0b69dg6tSpNGrUiPDwcAAyMjJYsGABbm5uZGZmYjab6dGjB25ubnr5iIgIIiIiyM7OplGjRnpdAMuXL+fzzz9n165d1K9fn5SUFAICAoiPj6dhw4aMGzeOxMREmjdvTlZWFidOlL7g8b2+BtWFjOAQQohqrlevXnzzzTcAxMTEMHDgQH3fvHnziIiIwNHREch7ChMWFlaijgMHDuDt7Y3RaMTd3Z3Dhw8D0K1bN06fPo3ZbGbmzJkkJCQwePBgzGYzFouFvXv34u3tjcFgwM/Pj1OnTgF5gZDw8HC8vb356KOP7tm5N2nSBE9PT2rUuPN4fXJyMqdPn2bChAl62jvvvENqaippaWmcO3eOZs2aYWWVd6ts3ry5HlgpzMHBgUmTJuHu7o7JZOKnn34CICQkhLCwMHx8fHjnnXe4cuUKAwYMwGg04urqqgdlDh06xDPPPIPZbMZgMPDzzz8DsHDhQv1pTWhoKNnZ2Xd8jkIIIURlatCgAYsXL2b+/PlomkZ6ejq+vr6YzWZcXV2Ji4sDYPLkycTHx2M2m5k3b16Z+Yrr3bs3Hh4etG7dWu8/REZGsmvXLkJDQ3njjTeIiIggNjYWs9lMbGwsV69eZeDAgfo9c9WqVUDeiIygoCC6detGly5d7tk1ad68uR7MePzxxzEYDJw+fbrc5T/88EOioqKoX78+AAaDgWHDhrF48WIyMzNRStGwYUMAatWqRatWrUrUMXXqVF555RU6duxIy5YtWbhwIQDbtm3Dz8+PF154AaPRCJTev7h58yaDBg3CYDBgMBj0h0FHjx7lueeew2g04uXlxZEjR+7+Qt0nMoJDCCGqueDgYCIjIwkMDCQ5OZnhw4cTHx8P5H2Jv9UTlgLOzs7s2bMHKysrtm3bxqRJk1i/fj1r164lMDBQf9Kwfft2oqKi8PT0JCsri9GjR7Np0ybs7OyIjY1l0qRJfP7550Dek4J9+/aVerzY2Fh27dqlbxeMELmfUlJS8PDwKJKmlMLd3Z2UlBSCg4N59tln2blzJ506dWLw4MF4enqWWpednR2JiYksXbqU8PBwfejs2bNn2b17N0opxo4dS58+fYiNjeXixYt4eHjQo0cPFixYwOTJk+nbty83b94kJyeHgwcPsmHDBhITE6lRowYjR45k2bJlDBt2+1E9QgghxL1kb29PzZo1OXfuHE2aNGHHjh3UqlWLtLQ0XnrpJVJSUpgzZw5RUVGsX78eAIvFUmq+4pYvX079+vWxWCy4u7sTHBxMREQEO3bs0PsfJpOJhIQE5s+fD8D48eMJCAggJiaGS5cu6fdXgMTERA4fPqwHDwqzWCyYzWZ9+/fffycoKKhC1+bnn38mKSkJHx+fcpdJTU0t0R/x9PTk448/pnnz5vj5+eHo6Ii/vz89e/Zk4MCBpT7YSUlJYf/+/WRmZuLm5kbv3r2BvJGsx44dw97evsz+Rdu2bbly5Yr+mVy5cgWA4cOHs3z5cp5++ml2795NWFgY33333d1envtCAhxCCFHNGY1G0tPTiYmJuaPhmoWdP3+e4OBg0tPTsbKywmKx3LZMcnIyaWlpdO3aFcgLaDRu3Fjf369fvzLLDhgwQO+YQN6IjweJpmk89dRTHD9+nO3btxMXF0eXLl1Ys2ZNqU+B+vfvD+QFm8aNG6en9+3bF6UUAFu2bOHbb79lzpw5QN56KadOneLZZ59lxowZHD9+nBdffJG2bduydetWDh48qAdULBZLkalHQgghRFXSNA2Aa9eu8dprr5GSkkKtWrU4duxYqfnLk0/TNObMmcO6deuwtrYmIyODtLQ0mjRpcsu2bNmyhS1btuhrX9y8eVOfxtG1a9dSgxtQdOoNoE99uVtXrlyhX79+/POf/6RevXp3XU+BgmscExNDYmIicXFxREVFsW3bNpYuXVoi/4svvkjNmjVp2LAh/v7+7N+/n8cff5wOHTrofYiy+hdBQUEcPXqUsWPH0rNnT7p3786ZM2dISkqib9+++jGysrIqfF73mgQ4hBDiIRAUFMTEiROJi4vjwoULerrBYCAxMREnJ6dblp8yZQo9e/Zk9OjRpKenlyvgoGkaJpNJHy1SXJ06de7oHO43g8HAe++9VyRN0zQOHTqkByFsbW0JDAwkMDCQRo0a8dVXX5Ua4CgIYhRX+Bpomsb69ev585//XCSPk5MTHTp0YMOGDQQEBPDpp5+iaRojR45k2rRpFT1NIYQQolJlZGToDzWmTJlCixYtWLlyJTk5OdjY2JRaZu7cubfNt3XrVuLj40lISMDGxgY/P79yTc/UNI21a9fy9NNPF0lPSEi4b32RrKws+vTpwyuvvHLHo0Dc3NxITEzEy8tLTzt48KA+pQTA3d0dd3d3Bg0aRKtWrUoNcBTvixRsF++LlNW/SEpKYtOmTSxcuJAvvviCyMhImjZtWiQIVB3IGhxCCPEQGD58ONOmTcNgMBRJDw8PJzIyUn/7R25urj4vszCLxUKzZs0AWLZsWZnHsbW15dq1a0DeyJETJ06QmJgI5I1I+PHHHyvlfO4Ho9FIs2bNiiw6+v777+Ps7Ezr1q05dOgQv/32G5B33VJSUnBwcCi1roL1NFatWlXmsNTu3buzYMECfTs1NRWAX3/9lVatWjF27FgCAwNJTEyka9euxMbG6m9LuXz5sr6+iRBCCFFVLl26xKhRo3j99ddRSmGxWGjatClKKWJiYsjJyQGK9heAMvMVZrFYaNCgATY2NqSlpZU5zbV43WXdX+8XTdMYOnQoZrO5yCjO8goPD+fNN9/U3+J2+PBhPv30U1599VUyMzOLXIekpKQy+yJff/01N2/e5OLFi8TFxdG+ffsSecrqX5w/fx6lFP369WPGjBl8//33NGvWjHr16rFx40b9PAvWaHuQyQgOIYR4CDg4ODB27NgS6T4+PkRFRdGvXz+ysrLIycmhc+fOJfJNnDiRkJAQ/vrXv+rzVkszZMgQhg0bRr169di7dy+rV69m1KhR3Lhxg+zsbMaMGXPb0SLlYTQa9cU9+/fvz4cfflhqvlOnTuHt7U1mZiZWVlZERUXx008/lfttJ2vWrGH06NG4urqiaRqenp76a+1Onz7NsGHDyMnJ4caNG3h5eTFmzJhS6zl79iweHh5kZ2ezevXqUvPMnj2bUaNG4eLigpWVFY6Ojqxfv56lS5eyatUqatSoQbNmzfTV2SdMmEDHjh2pUaMGVlZWLFq0qMxOjRBCCHGvFKxVoZRCKcWgQYMYP348AGFhYQQFBfH555/TtWtXfbSA2WwmKysLNzc3QkNDy8xXWI8ePZg/fz5OTk44Ozvj7e1danv8/f2ZPXs2RqORKVOmMHPmTMLCwnB2dqZGjRo4ODjoX8or4r333ivyEKSsBw3fffcdMTExGI1GfU2P999/n+7du5frOP/zP/9DZmYmPj4+WFtbY2try4oVK3B0dOTy5ctERERw8uRJfV90dHSp9bi6uuLv78/p06d59913sbe35+jRo0XyeHp6ltq/sLa2JjQ0FMgb+TF79mwAVq9ezciRI5k0aRI5OTkMGDAAV1fXcp1XVVEFc3seZZ6enlpF5luJB8svyedLTW9pbHSfWyIedkePHsXZ2bmqmyGqmIODA6mpqaW+YaW6Ke1vWil1UNO00ldXFZVK+iMPthX7S3814yCvFve5JeJRIn0NUR7FX11bnVW0LyJTVIQQQgghhBBCCFHtyRQVIYQQogJkbQwhhBBCVKXii6Y/ymQEhxBCCCGEEEIIIao9CXAIIYQQQgghhBCi2pMAhxBCCCGEEEIIIao9CXAIIYQQQgghhBCi2pMAhxBCVGNKKUJCQvTt7Oxs7OzsCAwM1NM2btxI+/btMZlMuLi4MHr06Ds6Rv/+/XF1dWXevHlER0eTkZFRoTZHR0eXaIOfnx8Fr8d0dHTk/Pn/vu75k08+wWw2YzabqVWrFgaDAbPZzJQpU4iOjsbNzQ03Nzc8PT1JTEwscTxPT0/MZjMtWrTAzs5Or+vkyZNcvHiRkJAQXF1dcXFxYejQoWRmZgKQlZXFq6++Sps2bTAajXh4ePDrr79W6Nwrg4ODA5cuXarqZgghhHhEWFtbYzabadeuHe7u7sydO5fc3NxblklPT2fFihWV1obY2Fhat26Nv78/SUlJbNiwoUL1ubu7c/PmzUpqXUnz58/n6aefxs3Njfnz55eaZ/ny5cyZM6dc9fXq1avUe7+joyMGgwEXFxeee+45Tp8+racX9KXu5vO7H+Li4or0VyuLvEVFCCEqyf8m/W+l1vea+bXb5qlTpw6pqalYLBZsbW3ZunUr9vb2+v59+/YRHh7O5s2bcXR0JCcnh8WLF5e7DWfOnCExMZHjx48DeYEINzc3mjdvXu46cnJysLa2Lnf+4kaMGMGIESOAvC/38fHxPPHEE0De+e3Zs4fHH3+cdevWMXLkSD1QUqBg+5NPPiE1NZW///3v+r4uXbrQs2dPli9fDsCsWbMYPHgw69at47PPPuPKlSv8+OOPWFlZkZGRwWOPPXZX51DRayCEuH9W7D9R1U0Qokyjt9/ZQ4rbmd+59C/fhdna2pKUlASgPxjIzMxkxowZZZYpCHAMGjSoUtq5ZMkSlixZgq+vL9HR0SQkJNCrV69yly9+H/bx8WH37t34+flVSvsKu379OtOnT+fnn3/m8ccf5+TJk6Xm6969OwMGDGDy5Mm3rfNWAZ1vv/2WRo0a8c477xAZGcmiRYuK7L+bz+9WHvQ+jYzgEEKIaq5Xr1588803AMTExDBw4EB937x584iIiMDR0RHIi+KHhYWVqOPAgQN4e3tjNBpxd3fn8OHDAHQEJKEUAAAgAElEQVTr1o3Tp09jNpuZOXMmCQkJDB48GLPZjMViYe/evXh7e2MwGPDz89Nfmern50d4eDje3t589NFH9+zcvb29efzxxwHw9fXVn1yUR3JyMqdPn2bChAl62jvvvENqaippaWmcO3eOZs2aYWWVd6ts3ry5HlgpzMHBgUmTJuHu7o7JZOKnn34CICQkhLCwMHx8fHjnnXe4cuUKAwYMwGg04urqypo1awA4dOgQzzzzDGazGYPBwM8//wzAwoULMRqNuLi4EBoaSnZ29t1dJCGEEKKSNGjQgMWLFzN//nw0TSM9PR1fX1/MZjOurq7ExcUBMHnyZOLj4zGbzcybN6/MfMX17t0bDw8PWrdurfcfIiMj2bVrF6GhobzxxhtEREQQGxuL2WwmNjaWq1evMnDgQP2euWrVKiBvxGhQUBDdunWjS5cuRY7Ts2dPNm3apG/7+fnxxhtv4OXlhZOTEwcOHKBv37489dRTvPXWW0Be0MbNzU0vExUVxfTp00ucg5WVFZqmceHCBQCefPLJUs/Vzs6O69evc+XKFSBvREOnTp3o3bs3bdq0YejQofpIi+KjW0vTqVMnvQ9RluKfX2G3On7dunWZMGECHh4e7Nu3r8z+37x583BxccFkMtG/f3+AMj+fe0VGcAghRDUXHBxMZGQkgYGBJCcnM3z4cOLj44G8L/HlidA7OzuzZ88erKys2LZtG5MmTWL9+vWsXbuWwMBAPfK/fft2oqKi8PT0JCsri9GjR7Np0ybs7OyIjY1l0qRJfP7550BehH/fvn2lHi82NpZdu3bp2wUjRCpi0aJFBAUFlTt/SkoKHh4eRdKUUri7u5OSkkJwcDDPPvssO3fupFOnTgwePBhPT89S67KzsyMxMZGlS5cSHh6uP2k5e/Ysu3fvRinF2LFj6dOnD7GxsVy8eBEPDw969OjBggULmDx5Mn379uXmzZvk5ORw8OBBNmzYQGJiIjVq1GDkyJEsW7aMYcOG3f0FEkIIISqBvb09NWvW5Ny5czRp0oQdO3ZQq1Yt0tLSeOmll0hJSWHOnDlERUWxfv16ACwWS6n5ilu+fDn169fHYrHg7u5OcHAwERER7NixQ+9/mEwmEhIS9Kkf48ePJyAggJiYGC5duqTfXwESExM5fPgw9evXL3Icf39/IiMji6TZ2Niwf/9+PvroI1544QV++OEH6tevT8uWLYs8DLmd3NxcWrZsSWBgIPHx8fzpT38qM2/nzp3Ztm0bffr0AfIeOB07downn3ySnj17snLlynKPglm/fj0uLi63zVf88yusrOP/8ccf+Pj4MHfuXLKysujQoUOp/b8PPviAX375hdq1a+uBm4iIiDI/n3tBAhxCCFHNGY1G0tPTiYmJuaPhmoWdP3+e4OBg0tPTsbKywmKx3LZMcnIyaWlpdO3aFcgLaDRu3Fjf369fvzLLDhgwoMic1IoOEd2+fTvLli0rEjSpCE3TeOqppzh+/Djbt28nLi6OLl26sGbNmhJPgQD9KUVwcDDjxo3T0/v27YtSCoAtW7bw7bff6vNts7OzOXXqFM8++ywzZszg+PHjvPjii7Rt25atW7dy8OBBPaBisViKTD0SQgghqlLB0/9r167x2muvkZKSQq1atTh27Fip+cuTT9M05syZw7p167C2tiYjI4O0tLQSX8KL27JlC1u2bCEqKgqAmzdvcuJE3lSzrl27lghuADz22GM88cQTZGRk6NNuC9aDMBgMuLm56X2aVq1acfr06VsGKgp7++23eeGFF/j9998JDAxk27ZtbN26le3bt/OPf/yjSN6ePXuydOlSPcDRvn17/vznPwN5faVdu3bdNsDh7+9Pbm4ubm5uLFiwoFxtLD56o0BZx7e2tubFF18Ebt3/MxqNDBkyhMDAQP2cbvX53AsS4BBCiIdAUFAQEydOJC4uTh8SCXk36cTERJycnG5ZfsqUKfTs2ZPRo0eTnp5eroCDpmmYTCZ9tEhxderUuaNzuFtJSUmMHDmSzZs306BBg3KXMxgMvPfee0XSNE3j0KFDehDC1taWwMBAAgMDadSoEV999VWpAY6CIEZxha+BpmmsX79e7zgUcHJyokOHDmzYsIGAgAA+/fRTNE1j5MiRTJs2rdznI4QQQtwPGRkZ+pfaKVOm0KJFC1auXElOTg42Njallpk7d+5t823dupX4+HgSEhKwsbHBz8+vXNMzNU1j7dq1PP3000XSExISbtkX6d69O5s2bWL48OEA1K5dG8ibYlLwe8F2bm6u/m+B69evl1rvxo0b2bZtGw4ODkyYMIGXX36Z+vXrl7rIu5eXF6+99t8114r3J8rqXxRWsAZHeRX+/Ior6/g2Njb6uhu36v9988037Ny5k/Xr1zN79mxSU1PL/HzKmqZUUfd1DQ6l1KdKqXNKqdRCabFKqaT8n3SlVFJ+uqNSylJo38JCZTyUUoeUUkeUUv9Q+VdeKVU7v75UpdQepZTj/Tw/IYSoKsOHD2fatGkYDIYi6eHh4URGRupv/8jNzWXhwoUlylssFpo1awbAsmXLyjyOra0t165dA/Ki9CdOnNDfXJKdnc2PP/5YKedTXunp6fTr148VK1bQqlWrOyprNBpp1qxZkUVH33//fZydnWndujWHDh3it99+A/KuW0pKCg4ODqXWVbCexqpVq/Dx8Sk1T/fu3Ys8WUlNzbsV/vrrr7Rq1YqxY8cSGBhIYmIiXbt2JTY2Vl8x/fLly/r8ViHEg2XF/hOl/gjxMLp06RKjRo3i9ddfRymFxWKhadOmKKWIiYkhJycHKNpfAMrMV5jFYqFBgwbY2NiQlpZW5jTX4nWXdX+9neLrcNxO48aNOXPmDBcuXODmzZv6+mfFubq6EhsbC8AHH3xAZmYmiYmJeHt7l8hrbW1N27ZtOXLkCJA3ReTEiRNomsbq1avp2LFjudtXHsU/v+LKc/yy+n+5ublkZGTg7+/PnDlzyMzM5NKlS3f9+dyt+73IaDRQZMKNpmkDNE0za5pmBv4NfFFo9/8V7NM0bVSh9CXACE3TXIA/A33y00cDZzVNcwM+AIqOARJCiIeUg4MDY8eOLZHu4+NDVFQU/fr1w2QyYTQaOXr0aIl8EydOZOLEiXh6enLjxo0yjzNkyBCGDRuG2WwmNzeX1atXM2rUKEwmEyaTqdKi8UajEQcHBxwcHBg/fnyZ+aZPn87vv//OX/7yF8xmM15eXnd0nDVr1nDgwAH9NbFHjhzRX2t3+vRpunbtisFgwMnJCSsrK8aMGVNqPWfPnsXDw4OoqKgiAZPCZs+ezalTp3BxccHNzU1fNX3p0qW4ublhNps5duwYISEheHp6MmHCBDp27IjJZMLPz6/Cr+cVQggh7obFYtFfM/r888/TqVMnfYRhWFgYH3/8Me7u7qSmpuojJsxmM1lZWbi5uTFv3rwy8xXWo0cPrl+/jpOTE2+99VapAQHIm5Jx8OBBjEYjsbGxzJw5k3PnzuHs7IzBYODNN98s13k5Ozvz008/lRpsKY2NjQ2TJ0+mXbt2dOvWjbZt25aa71//+hc7duygTZs2uLu789xzz+Ht7c0bb7xRav4ePXqwceNGAJ555hlGjx5N27ZtadKkCcHBweVq263c6vMrrjzHr127dqn9v5ycHAYMGIDJZKJdu3a89tprNGrU6K4/n7ulypp/c88OmDeqYn1+EKJwugJOAM9rmpZ2i3wtgI2aprnmb78M9NA0LVQptQOYpGna90opK+Ac0ETTtFv+1Xp6emrFXysoqq9fkktfYbilsfxDt4Qoj6NHj+Ls7FzVzRBVzMHBgdTU1FLfsFLdlPY3rZQ6qGla6aurikol/ZEHQ2WNvhjk1aJS6hGPNulr3FujRo1iyJAhlT5S4k785z//4ZVXXuGdd94psjDr/RYXF1elxy9Q0b7Ig/Sa2GfJG32RVijNUSn1g1Jqr1Kqc36aA1D4ZcKn8tOK7NM0LRe4AJScXAQopUYqpRKUUgkFQ5CFEEIIIYQQQjwaFi5cWKXBDYBmzZqxZcuWKm3Dw+RBWmR0IBBTaPs/gIOmaZeUUu7AeqWUa2UdTNO0xcBiyHtiUln1CiGEeLTI2hhCCCGEqCg/P78Kv1WuOh+/sjwQAQ6lVA3gJcCjIE3TtBvAjfzfE/MXJnUmb8TGk4WKO+SnUWjfmfwpKg0BGZ4hhBBCCCGEEEI85B6UKSpdgB81TdMfgymlGuYHKQrW7XADjmuadgLIzR/VATAY2Jj/+wYgJP/3F4B9mqbd/t1CQgghhBBCCCGEqNbu92tiY4C9QFul1CmlVGj+rmCKTk8B8AdSlFIpwHpgnKZp5/L3DQM+VUodIW/Uxr/z0+cDzfNHe0wCSr5SQAghhBBCCCGEEA+d+zpFRdO0gWWkDy0lbQ2wpoz8CYC5lPTrwMsVa6UQQgghhBBCCCGqmwdliooQQoi7oJQiJCRE387OzsbOzo7AwEA9bePGjbRv3x6TyYSLiwujR4++o2P0798fV1dX5s2bR3R0NBkZGZXW/vL46quvOHLkiL5dvA0jRowosv9BEx0dXeY179WrF5cuXbrPLXp0KKU+VUqdyx/ZWZD2oVLqaP7PN0qpRoX2vZ2fnqqU6l4o3UMpdUgpdUQp9Y/8V9ujlKqtlIrNz78nf0ptQZlX8vMfUUq9cn/OWAghKp+1tTVms5l27drh7u7O3Llzyc3NvWWZ9PR0VqxYUWltiI2NpXXr1vj7+5OUlMSGDRsqre7yKH4+xduwdu1a5syZc1/bdKfq1q1bavrChQv57LPP7nNr7p0HYpFRIYR4GJwcFVap9T25cMFt89SpU4fU1FQsFgu2trZs3boVe3t7ff++ffsIDw9n8+bNODo6kpOTw+LFi8vdhjNnzpCYmMjx48eBvBW23dzcaN68ebnryMnJwdrautz5i/vqq68IDAzExcUFyAsYFG7DJ598ctd1V7X73UF7BEWTN321cM9tPfCWpmnZSqn3galAuFLKA+gLGIEmwC6lVNv8Rc+XAMM0TTuolPoa6AN8AYwm7xX3A5RSfYB/AEFKqWZABNAO0IAkpdRmTdPO3IdzFkI8xKqir2Fra0tSUhIAFy9eJCQkhMzMTGbMmFFmmYKAwKBBgyqlnUuWLGHJkiX4+voSHR1NQkICvXr1Knf5ivZFip9PUlJSkTYEBQURFBR01/VXpVGjRlV1EyqVjOAQQohqrlevXnzzzTcAxMTEMHDgf2cDzps3j4iICBwdHYG8pzBhYSU7RwcOHMDb2xuj0Yi7uzuHDx8GoFu3bpw+fRqz2czMmTNJSEhg8ODBmM1mLBYLe/fuxdvbG4PBgJ+fn/7KVD8/P8LDw/H29uajjz4qcqwrV64QHByMi4sLRqOR1atXA0WfLKxZs4ahQ4eyZ88e1q5dy5tvvonZbOb9998v0QY/Pz8SEhL0OqZMmYLZbMZsNusjPX788UfMZjPu7u5MnTq1zKcYs2bNwsnJCScnJ/1JTHp6Os7OzvzlL3/B1dWV5557jqtXr5YoO3ToUEaNGoWXlxdPPfUUX3zxhb4vIyODgIAAWrZsybhx4/R0R0dHzp8/X6KuunXr8tZbb2EwGOjSpQv79u3j+eef58knn+Tf//633i5fX1/MZjOurq7ExcUBea+t7dSpE2azGTc3N3bu3El2djZDhgzBzc0Ng8FAVFRUqef/sNE0bSfwe7G0HYUWIN8FFEQEA4BYTdNu5i96fhhor5RqAVhrmnYwP9/y/LwFZZbl//414KOUsga6Aps0TcvUNO0KsCk/TQghqrUGDRqwePFi5s+fj6ZpZd6LJk+eTHx8PGazmXnz5pWZr7jevXvj4eFB69at9f5DZGQku3btIjQ0lDfeeIOIiAhiY2Mxm83ExsZy9epVBg4ciNFoxMXFhVWrVgF5D0SCgoLo1q0bXbp0KXGsRYsW4ezsjNlsZvDgwUDevXzNmv+uklDQXyh8Pu+//36JNhQerTl06FDGjh3Ls88+y5NPPsnnn38O5AVZhg8fTps2bejRowe9evUqcqwCBw4coF27dri5udGjRw8uXLgA5PWtJk2aRIcOHXB0dGT79u0lysbFxdGpUyd69+5NmzZtGDp0aJHRNqX1kaZPn15qv2Do0KGEhYXRsWNHnnrqKb799luGDRtG27Zti/Q1//KXv+Dp6Unr1q2ZNGmSnv7mm2/i4uKCyWTijTfeAPL6qW5ubpjNZnx9fUscszLICA4hhKjmgoODiYyMJDAwkOTkZIYPH058fDwAycnJt3zCUsDZ2Zk9e/ZgZWXFtm3bmDRpEuvXr2ft2rUEBgbqT262b99OVFQUnp6eZGVlMXr0aDZt2oSdnR2xsbFMmjSpyI183759JY41depU7O3tWblyJQCXL18us10+Pj4EBQURGBhIv379gLwpNwVtKO6PP/6gY8eOzJo1i7feeotFixYxY8YMxowZwzvvvEP//v35+OOPSz3Wnj17WLlyJUlJSWiahqenJ35+fjRt2pS0tDRiY2NZtGgR/fv3Z/Xq1QwbNqxEHSdOnGDfvn2kp6fj5eVFjx49gLwnPcnJydSoUYM2bdowbtw4nnrqqTLP+48//qBz58787W9/o0+fPkRERLB161ZSU1MZNGgQffv2pUmTJuzYsYNatWqRlpbGSy+9REpKCitWrCAgIIBJkyahaRp//PEHiYmJnD9/ntTUvJkaV65cKfPYj5iRwKr83x2AHYX2ncpPywFOlpJeUOYkgKZpuUqpC0DjwumllBFCiGrN3t6emjVrcu7cuTLvRXPmzCEqKor169cDYLFYSs1X3PLly6lfvz4WiwV3d3eCg4OJiIhgx44d+r3fZDKRkJDA/PnzARg/fjwBAQHExMRw6dIlPDw89PtvYmIihw8fpn79+kWOk5iYSFRUFN9//z1PPPHEbaeLFj+fJk2aFGlDdHR0kfxnz55l586dHD16lJ49ezJ48GBWrlzJuXPnOHbsGOfPn6dNmzYMHz68xLGGDBnC//t//w9fX19mzJjBlClTWLhwIQCaprF37142bNhAZGQknTt3LlH+wIEDHDt2jCeffJKePXuycuVKBg0aVGYf6VYuX77M7t27+frrrwkKCmL//v04OTnxzDPP8P333/PMM8/wt7/9jfr165OTk0Pnzp1JSEigRYsWbNiwgcOHD6OU0vsdM2fO5Ntvv6VJkyb3rC8iAQ4hhKjmjEYj6enpxMTE3NFwzcLOnz9PcHAw6enpWFlZYbFYblsmOTmZtLQ0unbNezCdk5ND48aN9f0FAYnitm3bxldffaVvF+90VEStWrXo2bMnAB4eHmzevBmAvXv3snFj3hvFBwwYoD9JKGzXrl306dMHGxsbAF566SXi4+N5+eWXadmyJUajUa/35MmTJcpD3jkrpWjZsiVOTk56QKFz5876UyBXV1dOnTp1ywBHrVq16NatGwAGg4HatWtjbW2NwWDQj33t2jVee+01UlJSqFWrFseOHQPA29ub0NBQLBZLkSdhx48fZ8yYMfTo0UO/Ro8ypdQUIJu8ERlV2Y6R5AVaaNGiRVU2RQghyk3TNKDse1Fx5cmnaRpz5sxh3bp1WFtbk5GRQVpaGk2aNLllW7Zs2cKWLVv0UQg3b97kxIkTAHTt2rXUfsb27dvp378/TzzxBID+b2UJCgpCKYWLi4s+UnP37t307dsXpRR2dnb4+/uXKHfu3DksFos+uiEkJKTI1JcXXngBuHVfpH379vz5z38G8vo8u3btYtCgQWX2kW4lICBvwKLBYKBp06b6dGFXV1dOnjzJM888w6effsqSJUtQSpGRkaGPmq1ZsyahoaH06tWL3r17A9CpUyeGDBlC3759eemll6hXr97tL+YdkikqQgjxEAgKCmLixIlFhgxC3g0pMTHxtuWnTJlCz549OXz4MOvWrSM7O/u2ZTRNw2QykZSURFJSEikpKUWGS9apU+eOzqGgswRw/fr1OypboGbNmuSv/4i1tfVtF0Err9q1a+u/36regmMX3y5v+QKFz8PKykovb2VlpZedO3cuLVq04PDhwyQkJOjpnTp14rvvvsPBwYERI0awdOlSGjRowKFDh/Dz8+OTTz4hNDS09AM/IvIX/ewNDNb++4d3CniyUDaH/LSy0ouUUUpZAQ2B325TpghN0xZrmuapaZqnnZ1dRU5LCCHui4yMDP2hRln3ouLKk2/r1q3Ex8eTkJDADz/8QLt27crdH/n666/1/siJEydwc3MD7rwvUvg+m5ubS1ZW1h2VL1D4vl+8b1ARBfXeTV/kbvpIhfsfhc+p4DodO3aM+fPnEx8fzw8//EBAQADZ2dnUqFGD/fv3069fPzZu3KiPqFm4cCEzZ87kP//5Dx4eHvr0m8okAQ4hhHgIDB8+nGnTpmEwGIqkh4eHExkZya+//grk3awLhjkWZrFYaNasGQDLli0rsb+Ara0t165dA/JGjpw4cUIPoGRnZ/Pjjz/etq1du3Zl0aJF+nbBFJWGDRty9OhRNE0rMsKj8DFL2y4Pb29vvc6CNT+K8/X15auvvuLGjRtcv36dL7/8kk6dOt3Rcf7973/rc5KPHTumd7DuBYvFQtOmTVFKERMTQ05ODgAnT56kadOmjBgxgtDQUL7//nu9A9G3b19mzpzJ999/f8/a9aBTSvUAJgG9NU0r/Ie0ARiglKqplHIA3IADmqadAHKVUu75+QYDGwuVKXiN0QvAvvz1PbYBPZRSjyul6gE989OEEKJau3TpEqNGjeL1119HKVXmvaj4vbqsfIVZLBYaNGiAjY0NaWlppU5zLa3u7t27s2DBfxdLLRg9eSudO3dm1apV+tSUgn8dHBw4eDBvyaVvvvmGmzdvlnrMu+mL+Pj48OWXX6JpGufPny91HZLGjRtja2vLnj17AFixYsUd90UOHDjAiRMn0DSN1atX07FjxzsqfyeuX79O3bp1qVevHufPn9dHy169epWrV6/Sq1cvPvzwQ72vWDCFd/r06TRp0oRffvml0tskAQ4hhHgIODg4MHbs2BLpPj4+REVF0a9fP0wmE0ajkaNHj5bIN3HiRCZOnIinpyc3btwo8zhDhgxh2LBhmM1mcnNzWb16NaNGjcJkMmEymcpcNKywmTNncuLECZydnTGZTGzblve9769//Svdu3fH19eXpk2b6vkHDBhAZGQkZrOZ//u//yvShvJMpQH4xz/+wcyZM/Hw8ODYsWPY2tqWyOPj48OAAQMwmUyYzWZCQkLw8vIqV/0FHBwc6NChA88//zz/+7//W+pxKktYWBgff/wx7u7upKam6k+ptm/fjtFopF27dsTGxjJu3DhOnjypL+4WEhLCX//613vWrgeJUioG2Au0VUqdUkqFkvdWlXrAVqVUklJqIYCmaQnAl0AysBkYlf8GFYBhwKdKqSPkjcT4d376fKB5/mtoJwFj8+vKAGYB+4EDwExN0/5zz09YCCHuAYvFor8m9vnnn6dTp05MmzYNKPteZDabycrKws3NjXnz5pWZr7AePXpw/fp1nJyceOutt/D29i61Pf7+/hw8eBCj0UhsbCwzZ87k3LlzODs7YzAYePPNN297Tu7u7kyYMAFvb2/MZjNjxowB8t4osnnzZsxmM7t37y7zfIq3oTwGDhzIn/70J9q2bUtISAju7u6l9hOWLVvG66+/jsFgYNeuXbz33nvlqr/AM888w+jRo2nbti1NmjQhODj4jsrfCZPJhMFgoHXr1gwaNEgPpmRmZtK9e3d9MdEPP/wQyHvwZjQacXNzw8vLCw8Pj0pvkyo8JPhR5enpqRWswC+qv1+SS76RAKClsdF9bol42B09ehRnZ+eqboYoh4LX6AKsXLmS6OhoNm3aVKnHGDp0aJHFUKuj0v6mlVIHNU0ruaKrqHTSH3kwrNh/olLqGeQla6qIipO+xsPl2rVrPPbYY1y4cAF3d3f27NmDvb397QuWU1xcXJHFUKujivZFZJFRIYQQD73vv/+eMWPGkJWVRb169fjss8+quklCCCGEeMT06NGDy5cvc/XqVd5+++1KDW6IPBLgEEII8dDr1KkTP/zwwz09RvFXxAkhhBBCFLZz5857Wr+fnx9+fn739BgPOlmDQwghhBBCCCGEENWeBDiEEEIIIYQQ4gElayaKR0Vl/K1LgEMIIYQQQgghHkA2NjZcuHBBghzioadpGhcuXMDGxqZC9cgaHEIIIYQQQgjxAHJwcODUqVP89ttvVd0UIe45GxsbHBwcKlSHBDiEEKIaU0oxePBgli9fDkB2djbNmjXDy8tLf0XYxo0bmTZtGjdu3ODmzZs8//zzzJ8/vyqbXWF169bl6tWrVd0MIYQQ4p6qWbMmLVu2rOpmCFFtSIBDCCEqyS/J5yu1vpbGRrfNU6dOHVJTU7FYLNja2rJ169Yirxzbt28f4eHhbN68GUdHR3Jycli8eHGltrO8cnJysLa2rpJjCyGEEEKIh5+swSGEENVcr169+OabbwCIiYlh4MCB+r558+YRERGBo6MjANbW1oSFhZWoY/r06QwfPpzOnTvTokULPvjgA33frFmzcHJywsnJiTlz5pTahrp16zJ+/HhMJhM+Pj6cPXsWyHtdWXh4ON7e3nz00UecOXOGgIAAjEYjJpOJuLg4ALZv347ZbNZ/MjMzAYiMjMRgMODk5MTkyZMrfK2EEEIIIcTDSwIcQghRzQUHB7Ny5UquX79OcnIyXl5e+r7k5GQ8PDzKVc+xY8fYvHkziYmJzJ49m+vXr7Nnzx5WrlxJUlIShw4dYtmyZezbt69E2T/++IP27dvzww8/EBAQwLvvvqvvy8nJYd++fYwfP57XXnuNt99+m+TkZNatW0doaCiapjH3/7N372Fel2Xix983oyCRbW2OiU6IlsVpDsEkiOayiSdgbU0SBNz1QAYtKinriZTUZcu0NNdNMVcpDEQxyQOkqPFTU1QYZocBNFiYnwMAACAASURBVMiQg4lAecoBg3l+f8yX2QFm5AvMgS/zfl3XXPP93J/neT73Z+S6GG6fw49+xKRJkygvL+eFF17gYx/7GA8//DCrV6+moqKCJUuWUFlZyZw5c/b8ByZJkqR9kktUJCnHFRUVsWLFCqZNm8aAAQN2e5wBAwaw3377cdBBB3HIIYfw1ltv8dxzz3H66afX7mj99a9/nWeffZY+ffps07dNmzYMHjwYgLPOOotBgwbV3tsaB3jyySd57bXXaq83btzIu+++y/HHH8/FF1/MWWedxemnn06nTp144okneOKJJ/jSl74EwPvvv88f//jH3X4/SZIk7dsscEjSPuC0005j3LhxzJ07lw0bNtTGCwsLKSsro0uXLjsdo127drWf8/LyqK6u3u18IqL2c4cOHba599JLL9G2bdttYldccQUDBw5k9uzZHHfccTzxxBOklLj66qs5//zzdzsPSZIktR4uUZGkfcB5553HhAkTKCws3CY+duxYrrvuOl5//XUAqqurueOOO7Ie97jjjmPmzJls2rSJjRs38tBDD3H88cfv0K66upqHHnoIgOnTp3PsscfWO17//v2ZNGlS7XVlZSUAK1asoLCwkMsuu4yjjz6ayspKTj75ZO655x6qqqoAWLt2rcfkSZIkqUHO4JCkfUBBQQEXXXTRDvG+ffty0003MXjwYD788EO2bNnCCSeckPW4ffv2ZciQIRQXFwNwzjnnbLPHx1YdOnTghRdeYOLEibRv37622LG9O+64g5EjRzJp0iRSShxzzDHcdddd3HjjjTzzzDNEBF27dmXgwIG0b9+eJUuW0LNnT9q2bUu7du2YNm0a+fn5WecvSZKk1iNSSi2dQ4srLS1N8+fPb+k01EgaOqozmyM3pV2xdOlSunbt2tJp7BU+/vGP8/7777d0GtpD9f2ZjogFKaXSFkqpVfH3kb3D1BdXNso4w3p3apRxJKm125XfRVyiIkmSJEmScp4FDknSHnP2hiRJklqaBQ5JkiRJkpTzLHBIkiRJkqScZ4FDkiRJkiTlPAsckiRJkiQp51ngkKQcFhGMGDGi9nrz5s3k5+czaNCg2tjs2bM5+uijKS4uplu3bowZM2aXnnHmmWfSvXt3br75ZiZPnswbb7yxRzlPnjx5hxz69evH1uMxO3fuzPr1/3fc81133UVJSQklJSW0bduWwsJCSkpKGD9+PIsXL+aYY46hXbt23HLLLfU+r7S0lJKSEjp16kR+fn7tWKtWreIvf/kLI0aMoHv37nTr1o1zzjmHd999F4APP/yQb37zm3zhC1+gqKiIXr168frrr+/RuzeGgoIC3n777ZZOQ5Ikaa+zX0snIEn7ioonf9Oo4xX1P2WnbTp06EBlZSVVVVW0b9+eOXPmcNhhh9XenzdvHmPHjuXxxx+nc+fObNmyhTvvvDPrHN58803KyspYvnw5UFOI6NGjB4ceemjWY2zZsoW8vLys229v5MiRjBw5Eqj5x/2zzz7LJz/5SQDWrl3Lf/3XfzFjxowG+28tnNx1111UVlZuUwjp378/p556Kvfeey8AEydOZPjw4TzyyCP84he/4L333uOVV16hTZs2vPHGG3zsYx/brXfY05+BpNwz9cWVO8SG9e7UAplIUuvhDA5JynEDBgzgscceA2DatGmcddZZtfduvvlmrrnmGjp37gxAXl4eo0eP3mGMl156iT59+lBUVETPnj1ZvHgxACeddBJr1qyhpKSE66+/nvnz5zN8+HBKSkqoqqrihRdeoE+fPhQWFtKvXz9Wr14N1BRCxo4dS58+ffjJT37SZO/+mc98htLSUvbbb9fr9RUVFaxZs4ZLL720NnbVVVdRWVnJsmXLeOutt+jYsSNt2tT8VXnooYfWFlbqKigo4PLLL6dnz54UFxfz+9//HoARI0YwevRo+vbty1VXXcV7773HkCFDKCoqonv37rVFmYULF/LlL3+ZkpISCgsLee211wC44447KCoqolu3bpx//vls3rx5l99RkiSpNbHAIUk5bujQodx3331s3LiRiooKevfuXXuvoqKCXr167XSMrl278vzzz1NRUcEPf/hDLr/8cgAefvhhPve5z1FeXs7VV19NaWkpv/zlLykvLycvL48xY8bwyCOPsGjRIkaPHl3bD2pmLcybN49LLrlkh+dNnz69dqlISUlJ7SyL5rRo0aIdfjYRQc+ePVm0aBFDhw7l/vvvp1evXnznO9/5yBzz8/MpKyvjkksuYezYsbXxtWvX8rvf/Y4bbriB8ePHc/rpp1NRUcFzzz3HZZddxvvvv8/tt9/OFVdcQXl5OWVlZRx66KEsWLCAWbNmUVZWxpIlS8jLy2PKlClN9rOQJEnaF7hERZJyXFFREStWrGDatGkMGDBgt8ZYv349Q4cOZcWKFbRp04aqqqqd9qmoqGDZsmWceOKJQE1B4+CDD669P3jw4Ab7DhkyhNtuu632ul+/fruVd1NJKXHkkUeyfPlynnrqKebOnUv//v2ZMWMG/fv336H9mWeeCdQUmy6++OLa+BlnnEFEAPDEE0/w29/+lh/84AdAzX4pq1ev5itf+QrXXnsty5cv55//+Z/54he/yJw5c1iwYAGlpaUAVFVVbbP0SJIkSTuywCFJ+4DTTjuNcePGMXfuXDZs2FAbLywspKysjC5dunxk//Hjx3PqqacyZswYVqxYkVXBIaVEcXExzz77bL33O3TosEvv0NwKCwv5j//4j21iKSUWLlxYW4Ro3749gwYNYtCgQRx00EHMnDmz3gLH1iLG9ur+DFJKPProoxx++OHbtOnSpQvHHHMMs2bNYuDAgdx9992klLjggguYMGHCnr6mJElSq+ESFUnaB5x33nlMmDCBwsLCbeJjx47luuuuqz39o7q6mjvuuGOH/lVVVXTs2BHgI5dCtG/fng8++AComTmycuVKysrKgJoZCa+88kqjvE9zKCoqomPHjttsOnrDDTfQtWtXjjrqKBYuXMi6deuAmp/bokWLKCgoqHesrftp3H///fTt27feNieffDK333577XVlZSUAr7/+Op///Oe56KKLGDRoEGVlZZx44olMnz699rSUd955p3Z/E0mSJNXPGRyStA8oKCjgoosu2iHet29fbrrpJgYPHsyHH37Ili1bOOGEE3ZoN27cOEaMGMH3v/99Tjml4dNbzj77bM4991wOPPBAXnjhBR544AFGjRrFpk2b2Lx5MxdeeOFOZ4tko6ioqHZzzzPPPJMf//jH9bZbvXo1ffr04d1336VNmzbcdNNN/P73v8/6tJMZM2YwZswYunfvTkqJ0tJSpk6dCsCaNWs499xz2bJlC5s2baJ3795ceOGF9Y6zdu1aevXqxebNm3nggQfqbfOf//mfjBo1im7dutGmTRs6d+7Mo48+ys9//nPuv/9+9ttvPzp27Mh3v/tdDjroIC699FKOPfZY9ttvP9q0acOkSZMaLLBIkiQJIqXU0jm0uNLS0tQSG9ypafyxYn298SOKDmrmTLSvW7p0KV27dm3pNNTCCgoKqKysrPeElVxT35/piFiQUiptoZRaFX8f2TvUd7xrY/GYWEnadbvyu4hLVCRJkiRJUs5ziYokSXvAvTEkSZL2DhY4lLMaWooiSZIkSWp9XKIiSZIkSZJyngUOSZIkSZKU8yxwSJIkSZKknGeBQ5JyWEQwYsSI2uvNmzeTn5/PoEGDamOzZ8/m6KOPpri4mG7dujFmzJhdesaZZ55J9+7dufnmm5k8eTJvvPHGHuU8efLkHXLo168fW4/H7Ny5M+vX/98eO3fddRclJSWUlJTQtm1bCgsLKSkpYfz48UyePJkePXrQo0cPSktLKSsr2+F5paWllJSU0KlTJ/Lz82vHWrVqFX/5y18YMWIE3bt3p1u3bpxzzjm8++67AHz44Yd885vf5Atf+AJFRUX06tWL119/fY/evTEUFBTw9ttvt3QakiRJe51m3WQ0Iu4GBgFvpZR6ZGLfA74JrMs0uyqlNCtz70rgX4AtwKUppccz8V7AXUA74Eng4pRSioh2wC+A7sC7wLCU0ormeTtJrd07cxr3H79/d+LhO23ToUMHKisrqaqqon379syZM4fDDjus9v68efMYO3Ysjz/+OJ07d2bLli3ceeedWefw5ptvUlZWxvLly4GaQkSPHj049NBDsx5jy5Yt5OXlZd1+eyNHjmTkyJFAzT/un332WT75yU8CNe/3/PPP84lPfIJHHnmECy64oLZQstXW67vuuovKykpuueWW2nv9+/fn1FNP5d577wVg4sSJDB8+nEceeYRf/OIXvPfee7zyyiu0adOGN954g4997GO79Q57+jOQJEnSzjX3DI7JwCn1xG9OKZVkvrYWN3oBZwBFmT6TMgUMgHuAkSmlbsDhwOmZ+BhgbaZ4ciNwa5O9iSTtJQYMGMBjjz0GwLRp0zjrrLNq7918881cc801dO7cGYC8vDxGjx69wxgvvfQSffr0oaioiJ49e7J48WIATjrpJNasWUNJSQnXX3898+fPZ/jw4ZSUlFBVVcULL7xAnz59KCwspF+/frVHpvbr14+xY8fSp08ffvKTnzTZu/fp04dPfOITABx33HGsWbMm674VFRWsWbOGSy+9tDZ21VVXUVlZybJly3jrrbfo2LEjbdrU/FV56KGH1hZW6iooKODyyy+nZ8+eFBcX8/vf/x6AESNGMHr0aPr27ctVV13Fe++9x5AhQygqKqJ79+7MmDEDgIULF/LlL3+ZkpISCgsLee211wC44447KCoqolu3bpx//vls3rx5935IkiRJrUSzFjhSSs8Af86y+UBgekrpbyml1cBi4OiI6ATkpZQWZNrdm2m7tc+UzOdfA30jwv9lJmmfNnToUO677z42btxIRUUFvXv3rr1XUVFBr169djpG165def7556moqOCHP/whl19+OQAPP/wwn/vc5ygvL+fqq6+mtLSUX/7yl5SXl5OXl8eYMWN45JFHWLRoEaNHj67tBzWzFubNm8cll1yyw/OmT59eu1SkpKRkh1kXu2PSpEmcdtppWbdftGjRDj+biKBnz54sWrSIoUOHcv/999OrVy++853vfGSO+fn5lJWVcckllzB27Nja+Nq1a/nd737HDTfcwPjx4zn99NOpqKjgueee47LLLuP999/n9ttv54orrqC8vJyysjIOPfRQFixYwKxZsygrK2PJkiXk5eUxZcqUBp8vSZKkZl6i8hH+LSJGAguAi1JKG4AC4Ok6bVZnYluAVfXEyXxfBZBSqo6IDcDBwJ+aNn1JajlFRUWsWLGCadOmMWDAgN0aY/369QwdOpQVK1bQpk0bqqqqdtqnoqKCZcuWceKJJwI1BY2DDz649v7gwYMb7DtkyBBuu+222ut+/frtVt5bPfXUU0yZMoXnnntuj8bZKqXEkUceyfLly3nqqaeYO3cu/fv3Z8aMGfTv33+H9meeeSZQU2y6+OKLa+NnnHEGEQHAE088wW9/+1t+8IMfADX7paxevZqvfOUrXHvttSxfvpx//ud/5otf/CJz5sxhwYIFlJaWAlBVVbXN0iNJkiTtaG8ocPw3cD2QgO9Rs6xkeFM/NCIuAC4A6NSpU1M/TpKa1Gmnnca4ceOYO3cuGzZsqI0XFhZSVlZGly5dPrL/+PHjOfXUUxkzZgwrVqzIquCQUqK4uJhnn3223vsdOnTYpXfYXeXl5VxwwQU8/vjjfOpTn8q6X2FhIf/xH/+xTSylxMKFC2uLEO3bt2fQoEEMGjSIgw46iJkzZ9Zb4NhaxNhe3Z9BSolHH32Uww/fdm+VLl26cMwxxzBr1iwGDhzI3XffTUqJCy64gAkTJmT9PpIkSa1di5+iklJal1LaklKqBu4Avpy5tRr4bJ2mBZlYQ/Ft+kREG+DT/N/mpds/986UUmlKqTQ/P7+xXkeSWsR5553HhAkTKCws3CY+duxYrrvuutrTP6qrq7njjjt26F9VVUXHjh0BPnIpRPv27fnggw+AmpkjK1eurD25ZPPmzbzyyiuN8j7ZWrFiBYMHD2bq1Kl8/vOf36W+RUVFdOzYcZtNR2+44Qa6du3KUUcdxcKFC1m3ruavkOrqahYtWkRBQUG9Y23dT+P++++nb9++9bY5+eSTuf3222uvKysrAXj99df5/Oc/z0UXXcSgQYMoKyvjxBNPZPr06bWnpbzzzju1+5tIkiSpfi1e4IiIg+tcngEsyXyeBQyJiP0jogDoAbyUUloJVEdEz0y74cDsOn22npf4NWBeSsld2STt8woKCrjooot2iPft25ebbrqJwYMHU1xcTFFREUuXLt2h3bhx4xg3bhylpaVs2rSpweecffbZnHvuuZSUlFBdXc0DDzzAqFGjKC4upri4mLlz5zbK+xQVFVFQUEBBQUG9e3hs9b3vfY8///nPfOtb36KkpGSb/UeyMWPGDF566aXaY2KXLFnC1KlTAVizZg0nnngihYWFdOnShTZt2nDhhRfWO87atWvp1asXN9100zYFk7r+8z//k9WrV9OtWzd69OjBFVdcAcDPf/5zevToQUlJCa+++iojRoygtLSUSy+9lGOPPZbi4mL69eu3x8fzSpIk7esipdR8D4uYBvQDDgLWAhOAf6TmpJS2wErg/JTSqkz78dQULKqBcSml2Zl4KTXHxLalZp+OCzPHxB5AzSajXYH3qTkm9rWd5VVaWpoaY4M7Na8/VqzfpfZHFB3URJmotVq6dCldu3Zt6TTUwgoKCqisrKz3hJVcU9+f6YhYkFIqbaGUWhV/H9k7TH1xZZONPay3y6IlaVftyu8izboHR0rprHrC//MR7ScCE+uJzwdK6olvBL6xJzlKkiRJkqTcszdsMipJUs5ybwxJkqS9Q4vvwSFJkiRJkrSnnMEhSZKkVqcp99qQJLUMZ3BIkiRJkqScZ4FDkiRJkiTlPAsckpTDIoIRI0bUXm/evJn8/HwGDRpUG5s9ezZHH300xcXFdOvWjTFjxuzSM84880y6d+/OzTffzOTJk3njjTcaLf9szJw5kyVLltReb5/DyJEjt7m/t5k8eXKDP/MBAwbw9ttvN3NGkiRJ+yb34JCkRjJ16tRGHW/YsGE7bdOhQwcqKyupqqqiffv2zJkzh8MOO6z2/rx58xg7diyPP/44nTt3ZsuWLdx5551Z5/Dmm29SVlbG8uXLAejXrx89evTg0EMPzXqMLVu2kJeXl3X77c2cOZNBgwbRrVs3oKZgUDeHu+66a7fHbmmzZs1q6RQkSZL2Gc7gkKQcN2DAAB577DEApk2bxllnnVV77+abb+aaa66hc+fOAOTl5TF69OgdxnjppZfo06cPRUVF9OzZk8WLFwNw0kknsWbNGkpKSrj++uuZP38+w4cPp6SkhKqqKl544QX69OlDYWEh/fr1qz0ytV+/fowdO5Y+ffrwk5/8ZJtnvffeewwdOpRu3bpRVFTEAw88AMDHP/7x2jYzZszgnHPO4fnnn+fhhx/m3//93ykpKeGGG27YIYd+/foxf/782jHGjx9PSUkJJSUltTM9XnnlFUpKSujZsyff/e53t3lWXRMnTqRLly506dKFH/zgBwCsWLGCrl278q1vfYvu3bvzD//wD7z//vs79D3nnHMYNWoUvXv35sgjj+RXv/pV7b033niDgQMHcsQRR3DxxRfXxjt37sz69et3GOvjH/84l112GYWFhfTv35958+bx1a9+lc9+9rM8+OCDtXkdd9xxlJSU0L17d+bOnQvUHFt7/PHHU1JSQo8ePXjmmWfYvHkzZ599Nj169KCwsJCbbrqp3veXJEnKZRY4JCnHDR06lPvuu4+NGzdSUVFB7969a+9VVFTQq1evnY7RtWtXnn/+eSoqKvjhD3/I5ZdfDsDDDz/M5z73OcrLy7n66qspLS3ll7/8JeXl5eTl5TFmzBgeeeQRFi1axOjRo2v7Qc3MjXnz5nHJJZds86zvfve7HHbYYSxZsoSKigpOOumkBvPq27cvp512GjfeeCPl5eVcfvnl2+TQvn37bdr/9a9/5dhjj6W8vJyTTjqJSZMmAXDhhRdy1VVXUVZWxuGHH17vs55//nnuu+8+ysvLWbhwIVOmTGHevHkALFu2jH/7t39j8eLFfOYzn6ktymxv5cqVzJs3j6eeeopRo0bxwQcfAFBeXs706dNZunQpDz30EK+99tpH/efgr3/9KyeccAKLFi3iwAMP5JprrmHOnDk8+uijXHPNNQB85jOf4emnn6a8vJyZM2dy4YUXAjUziQYOHEh5eTmLFi2iZ8+elJWVsX79eiorK1m0aBHf+ta3PvL5+4qIuDsi3oqIyjqxv4+IORGxKCKeiIhP1bl3ZUQsjYjKiDi5TrxXRCyMiCURcWtERCbeLiKmZ9o/HxGd6/T510z7JRHxr83zxpIktW4uUZGkHFdUVMSKFSuYNm0aAwYM2K0x1q9fz9ChQ1mxYgVt2rShqqpqp30qKipYtmwZJ554IlBT0Dj44INr7w8ePLjefk8++SQzZ86svf67v/u73cq5Pm3btuXUU08FoFevXjz++OMAvPDCC8yePRuAIUOG8J3vfGeHvs899xynn346BxxwAABf//rXefbZZ/nGN77BEUccQVFRUe24q1atqvf5gwcPJiI44ogj6NKlC5WVNf+uPuGEE2pnjXTv3p3Vq1dz5JFHfuR7bC38FBYW0q5dO/Ly8igsLKx99gcffMC3v/1tFi1aRNu2bXn11VcB6NOnD+effz5VVVX80z/9E7169eKoo45i+fLlXHjhhZxyyim1P6NWYDJwG/CLOrFrgdkppR9HxHcy1xdFRC/gDKAI+AzwXER8MaW0CbgHODeltCAifg2cDvwKGAOsTSkNiYjTgVuB0yKiI3AN8CUgAeUR8XhK6c1meGdJklotZ3BI0j7gtNNOY9y4cdssT4GafxyXlZXttP/48eM59dRTWbx4MY888gibN2/eaZ+UEsXFxZSXl9fOFnjqqadq73fo0GGX3iGlVPt548aNu9R3q/3335/M/1wnLy+P6urq3Rpne+3atav9/FHjbn329tfZ9t+q7nu0adOmtn+bNm1q+/7oRz+iU6dOLF68mPnz59fGjz/+eP7f//t/FBQUMHLkSH7+85/zqU99ioULF9KvXz/uuusuzj///F15/ZyVUnoG+PN24YHAlMznezPXW+PTU0p/SymtBhYDR0dEJyAvpbSggT5bx/o10Dci8oATgd+klN5NKb0H/CYTkyRJTcgChyTtA8477zwmTJhAYWHhNvGxY8dy3XXX8frrrwNQXV3NHXfcsUP/qqoqOnbsCMCUKVN2uL9V+/bta5ddFBUVsXLlytoCyubNm3nllVd2muuJJ55Yu3QE4J133gHg05/+NEuXLiWltM0Mj7rPrO86G3369Kkds6HlJccddxwzZ85k06ZNbNy4kYceeojjjz9+l57z4IMPklJixYoVvPrqq/To0WOX+u+KqqoqDjnkECKCadOmsWXLFgBWrVrFIYccwsiRIzn//PN5+eWX2bBhAwBnnHEG119/PS+//HKT5ZUD8lNK6wAy37dOOyoA6k7NWZ2JNRTfpk9KqRrYkBnvo/pIkqQmYoFDkvYBBQUFXHTRRTvE+/bty0033cTgwYMpLi6mqKiIpUuX7tBu3LhxjBs3jtLSUjZt2tTgc84++2zOPfdcSkpKqK6u5oEHHmDUqFEUFxdTXFxcu9HlR7n++utZuXIlXbt2pbi4mCeffBKA73//+5x88skcd9xxHHLIIbXthwwZwnXXXUdJSQl/+MMftskhm6U0ALfeeivXX389vXr14tVXX91h7w6o+VkNGTKE4uJiSkpKGDFixDb7mWSjoKCAY445hq9+9av89Kc/rfc5jWX06NH87Gc/o2fPnlRWVtbOmHnqqacoKiriS1/6EtOnT+fiiy9m1apVtRuSjhgxgu9///tNlpd2TURcEBHzI2L+unXrWjodSZJyWtSdEtxalZaWpq078Ct3/LFix5MHPsoRRQc1USZqrZYuXUrXrl1bOg1lYesxugD33XcfkydP5je/+U2jPuOcc85h0KBBDe49kgvq+zMdEQtSSqUtlNIey2z8+WhKqUfm+jWgd0ppXUTkA/NSSp+LiGuAqpTSjZl2jwE/AF6nZs+O7pn4N4BTUkrnR8TTwOUppZcjog3wFnAIMCzzjH/L9PnvzHManh6Fv480t6kvrmz2Zw7r3anZnylJuW5XfhdxBockaZ/38ssvU1xcTNeuXfnxj3/MLbfc0tIpqeXMAkZkPo8AZteJD4mI/SOiAOgBvJRSWglUR0TPTLvh2/XZOtbXqClibAaeBE6JiE9ExIHAqZmYJElqQp6iIkna5x1//PH87//+b5M+Y/LkyU06vnZdREwD+gEHRcRqYELma3pEnAesBc4ESCnNj4iHgAqgGhiVOUEF4Fzg7ohoCzwNPJiJ3wZMyRxD+z41MzdIKb0REROBFzPtrk8p/alJX1aSJFngkCRJ+6aU0lkN3OrfQPuJwMR64vOBknriG4FvNDDW3cDdWScrSZL2mAUOSdoDKaUdjgaVcpF7cklNr6F9P9ybQ5Iah3twSNJuOuCAA9iwYYP/MFTOSymxYcMGDjjggJZORZIkabc5g0OSdlNBQQGrV6/Gox21LzjggAMoKCho6TQkqUk4e0ZqHSxwSNJu2n///TniiCNaOg1JkiRJuERFkiRJkiTtAyxwSJIkSZKknGeBQ5IkSZIk5TwLHJIkSZIkKedZ4JAkSZIkSTnPAockSZIkScp5FjgkSZIkSVLOs8AhSZIkSZJy3n4tnYDUXP5Ysb7e+BFFBzVzJpIkSZKkxuYMDkmSJEmSlPMscEiSJEmSpJxngUOSJEmSJOU8CxySJEmSJCnnWeCQJEmSJEk5zwKHJEmSJEnKeRY4JEmSJElSzrPAIUmSJEmSRHJwEgAAIABJREFUcp4FDkmSJEmSlPMscEiSJEmSpJxngUOSJEmSJOU8CxySJEmSJCnnWeCQJEmSJEk5zwKHJEmSJEnKeRY4JEmSJElSzrPAIUmSJEmScl6zFjgi4u6IeCsiKuvEfhwRSzNfj0XEQZl454ioiojyzNcddfr0ioiFEbEkIm6NiMjE20XE9IiojIjnI6Jzc76fJEmSJElqGc09g2MycMp2sUeBwpRSV6AS+G6de39IKZVkvkbVid8DjEwpdQMOB07PxMcAa1NKPYAbgVub4B0kSZIkSdJeplkLHCmlZ4A/bxd7OqW0OXP5HHDYR40REZ2AvJTSgkzoXmBg5vNAYErm86+BvhGR1xi5S5IkSZKkvdfetgfHBcDDda47R8T/RsQLEXFCJlYArKrTZnUmts29lFI1sAE4uGlTliRJkiRJLW2/lk5gq4gYD2ymZkYGwJ+AgpTS2xHRE3g0Iro34vMuoKagQqdOnRprWEmSJGmXTH1xZb3xYb39HVWSdsVeMYMjIv4V+CdgeEopAaSUNqWU3s58LqNmf46u1MzY+Gyd7gWZGHXvRUQb4NPAuvqemVK6M6VUmlIqzc/Pb/yXkiRJkiRJzabFCxwRcQpwOfBPKaUP6sQ/nSlSkDkNpQewPKW0EqjOzOoAGA7MznyeBYzIfP4aMK/O/h6SJEmSJGkf1axLVCJiGtAPOCgiVgMTgCuBdsCczGmv8zInpvwjcG1EVAMBXJxSeisz1LnA3RHRFngaeDATvw2YkjmG9n1gWLO8mCRJkiRJalHNWuBIKZ1VT/h/Gmg7A5jRwL35QEk98Y3AN/YkR0mSJEmSlHtafImKJEmSJEnSnrLAIUmSJEmScp4FDkmSJEmSlPMscEiSJEmSpJxngUOSJEmSJOU8CxySJEmSJCnnWeCQJEmSJEk5b7+WTkCSJEmSGjL1xZU7xIb17tQCmUja2zmDQ5IkSZIk5TwLHJIkSZIkKedZ4JAkSZIkSTnPAockSZIkScp5FjgkSZIkSVLOs8AhSZIkSZJyngUOSZIkSZKU8yxwSJIkSZKknGeBQ5IktToRcW1ELIuIVyPiwYjoEBF/HxFzImJRRDwREZ+q0/7KiFgaEZURcXKdeK+IWBgRSyLi1oiITLxdREzPtH8+Ijo3/1tKktS6WOCQJEmtSkR8HvgXoCil9EVgC3AWcC0wO6VUCMzOXBMRvYAzgCLgFGBSRLTLDHcPMDKl1A04HDg9Ex8DrE0p9QBuBG5tjneTJKk126+lE5AkSWpmfwb+BrSPiL8BHwNWAlcBvTNt7gXmARcBA4HpKaW/AasjYjFwdES8DuSllBbU6TMQ+FXm++WZ+K+Bn0VEXkppS5O/nfYZU19cWW98WO9OzZyJJOUGZ3BIkqRWJaX0Z+AmaooafwLeSSk9AeSnlNZl2qwDDs50KQBW1RlidSbWUHybPimlamBDnfFqRcQFETE/IuavW7eucV5QkqRWygKHJElqVSLic8B3gCOAQ4EOETGiJXJJKd2ZUipNKZXm5+e3RAqSJO0zdrvAERH5EdE7Ijo0ZkKSJElN7Gjg+ZTSusyyk18BxwHrIiIfan7PAd7KtF8NfLZO/4JMrKH4Nn0iog3wacApGpIkNaGsChwRMTEirqtzfQrwOvA8sCIiipsoP0mSpMb2B6BPRHwsc+rJCZnYLGDrTI4R1Gw0SiY+JCL2j4gCoAfwUkppJVAdET0z7YZv12frWF8D5qWUNjflS0mS1NplO4NjGPD7Otc3Ar8FjgHKgR82cl6SJElNIqX0EjADqABeBdoD/w1MAAZGxCJqNgm9JtN+PvBQpv3jwKiU0qbMcOcCd0fEEmpmbTyYid8GHBoRldRsNnpRM7yaJEmtWranqBwGvAYQEZ2A7sA5KaUFEXELMLWJ8pMkSWp0KaUJ1BQ06voA6N9A+4nAxHri84GSeuIbgW/seaaSJClb2c7g+AD4u8znfwDernMk2rtAu3p7SZIkSZIkNYNsZ3A8A1xRs0yVccBjde51oWY/DkmSJEmSpBaR7QyOC4G2wK+BjcCVde4NA55r5LwkSZIkSZKyltUMjpTS69RsKFqfrwFVjZaRJDWhJ5esrTfev9tnmjkTSZLU0qa+uLLe+LDenZo5E0mNIdtjYp+OiC4N3D6Emh3FJUmSJEmSWkS2S1T6AZ9o4N6B1Gw8KkmSJEmS1CKyLXAApO0DEZEHHA/8udEykiRJkiRJ2kUN7sEREROAazKXCZiXOUWlPv/VyHlJkiRJkiRl7aM2GZ0FrAcCuBX4EbBiuzYfAq+klJ5tkuwkSZIkSZKy0GCBI6X0MvAyQES8BzyWUlrfXIlJkiRJkiRlK9tjYn/e1IlIkiRJkiTtrqwKHBHRFrgC+BrQsb5+KaWDGzc1SZIkSZKk7GRV4AAmASOAh4DHgC1NlpEkSZKkBk19cWW98WG9OzVzJpK0d8m2wHEGMDal9N9NmYwkSZIkSdLuaJNlu43AoqZMRJIkSZIkaXdlW+D4GXBWUyYiSZIkSZK0u7JdorIWGB4RvwGeBD7Y7n5KKd3eqJlJkiRJkiRlKdsCxy2Z752Ak+q5nwALHJIkSZIkqUVkVeBIKWW7lEWSJEnaazR04ogkad9j4UKSJEmSJOW8rAscEdE5Im6JiBcjYnlEdM/EL4yIY5suRUmSJEmSpI+WVYEjIo4GKoCTgTLgCKBd5vbBwOVZjnN3RLwVEZV1Yn8fEXMiYlFEPBERn6pz78qIWBoRlRFxcp14r4hYGBFLIuLWiIhMvF1ETM+0fz4iOmeTlyRJkiRJym3ZzuC4GZgNdAMuBKLOvReA3lmOMxk4ZbvYtcDslFJh5hnXQk0RAzgDKMr0mRQRW4sq9wAjU0rdgMOB0zPxMcDalFIP4Ebg1izzkiRJkiRJOSzbAkdP4PaUUqLmxJS63gY+mc0gKaVngD9vFx4ITMl8vjdzvTU+PaX0t5TSamAxcHREdALyUkoLGuizdaxfA30jIi+b3CRJkiRJUu7KtsDxDnBQA/eOAN7cgxzyU0rrADLfD87EC4BVddqtzsQaim/TJ6VUDWyoM54kSZIkSdpHZVvgeBi4LiIK6sRSRBwIjAN+1eiZNbGIuCAi5kfE/HXr1rV0OpIkSZIkaQ9kW+C4HNgILAOezMR+ArwGbAGu2YMc1kVEPkDm+1uZ+Grgs3XaFWRiDcW36RMRbYBPA/VWL1JKd6aUSlNKpfn5+XuQviRJkiRJamlZFThSSn8B+lCzieefqClyvAFcBRybUnpvD3KYBYzIfB5BzUajW+NDImL/zMyRHsBLKaWVQHVE9My0G75dn61jfQ2Yl1LavAe5SZIkSZKkHLBftg1TSh8C/5P52i0RMQ3oBxwUEauBCZmv6RFxHrAWODPzvPkR8RA1x9NWA6NSSpsyQ50L3B0RbYGngQcz8duAKZljaN8Hhu1urpIkSVIumfriynrjw3p3auZMJKllZFXgiIhngGnAjK0bgu6OlNJZDdzq30D7icDEeuLzgZJ64huBb+xufpIkSZIkKTdluwfHWuAmYE1EzImI8yLiU02YlyRJkiRJUtay3YPjG9Qct/qv1Cz9+G/gTxHxaEScnTlNRZIkSZIkqUVkO4ODlNJfU0rTUkqnU1PsuCBz62fAm02RnCRJkiRJUjayLnDUlTk15Q/AH4F3gfaNmZQkSZIkSdKu2KUCR0QcHRE/ioiVwDPAPwA/AY5qiuQkSZIkSZKyke0pKjdQczrJ4cAy4B5gekppSRPmJkmSJEmSlJWsChzUFDfuB+5LKZU3YT6SJEmSJEm7LKsCR0rpyKZORJIkSZIkaXdlvQdHRHwiIsZGxPSIeDIijsrEz4yIbk2XoiRJkiRJ0kfLdg+OLwBPU3NaykvAPwIHZm73Br4ODG2KBCVJkiRJknYm2xkctwKvUrPJ6D8BUefeM8BxjZyXJEmSJElS1rLdZPQrwNdSSu9HRN5299YBBzduWpIkSZIkSdnLdgbHRuCABu51BDY0TjqSJEmSJEm7LtsZHHOAqyLit9QUOwBSZjbHGGBWUyQnSZIkac9MfXFlvfFhvTs1cyaS1LSyLXD8O/A74A/Ab4AEXAH0ADoAZzVJdpIkSZIkSVnIaolKSmkVUAz8DPgCNYWOw4GZQK+U0ptNlqEkSZIkSdJOZDuDg5TSX4CrM1+SJEmSJEl7jWw3GZUkSZIkSdprWeCQJEmSJEk5L+slKpKUS55csralU5AkSZLUjJzBIUmSJEmScp4FDkmSJEmSlPOyLnBExL9ExCebMhlJkiRJkqTdsSszOO4BOgFEjWsi4pCmSUuSJEmSJCl7DW4yGhGzgXLgfzNfAaTM7TbABOBR4M0mzlGSJKlRZWal/gz4ItAWOA94BZgOHAL8CRiSUvpLpv2VwL8AW4BLU0qPZ+K9gLuAdsCTwMUppRQR7YBfAN2Bd4FhKaUVzfaCUhamvriy3viw3p2aORNJahwfNYPjN0BH4EpqChwJuC0ivgecwrYFD0mSpFzyM2BmSqkI6AEsBq4FZqeUCoHZmeutRYwzgCJqfgealClgQM0M15EppW7A4cDpmfgYYG1KqQdwI3Brs7yVJEmtWIMFjpTST1JK56SUioEDqSlolFHzfzpupaa4MSUiboqIU5olW0mSpD0UEZ8GvpRS+iVASmlzSukdYCAwJdPs3sw1me/TU0p/SymtpqYYcnREdALyUkoLGuizdaxfA30jIq8p30uSpNauwQJHRFwUEV+JiANTSpsy4XtSSmdRU+QIYBrwceC2pk9VkiSpURwFrIuIByJicURMiYgDgfyU0jqAzPeDM+0LgFV1+q/OxBqKb9MnpVQNbKgzXq2IuCAi5kfE/HXr1jXaC0qS1Bp91BKVQcAM4O2IeI2aGRtDI6I3NWtVoWYa56iU0uebOE9JkqTG0gb4MnBTSqk78Gfg6pZIJKV0Z0qpNKVUmp+f3xIpSJK0z2hwk9GU0kkAmZNSSoBZQH9gNNCemoLH6Ii4D3iuziwPSco5Ty5ZW2+8f7fPNHMmkprBKmBNSunFzPUMagoc6yIiP6W0LiLygbcy91cDn63TvyATayhet8+bEdEG+DTgFA1JkprQTo+JTSm9mVL6TeZyZErpU0ApNUtUPgtMBv7SZBlKkiQ1opTSKmB9RHwxEzqBmhNUZgEjMrER1Gw0SiY+JCL2j4gCajYlfSmltBKojoiemXbDt+uzdayvAfNSSpub6p0kSdJHzODYiaWZ71ellMoiomtjJSRJktQMzgd+GREfA1ZSU5wAmB4R5wFrgTMBUkrzI+IhoAKoBkbVmbl6LnB3RLQFngYezMRvo2Yz9krgfWBYM7yTJEmtWtYFjpRS3dkeCXgd2JS5t7TeTpIkSXuhlFI5NTNSt9e/gfYTgYn1xOdTs5R3+/hG4Bt7mKYkSdoFuzWDI7Mb+BGNnIskSZIkSdJu2ekeHJIkSZIkSXu73d2DQ5IkSdI+aOqLK+uND+vdqZkzkaRd4wwOSZIkSZKU8yxwSJIkSZKknGeBQ5IkSZIk5TwLHJIkSZIkKedZ4JAkSZIkSTnPU1QkSZKknShc9tN644uO+nYzZyJJaogzOCRJkiRJUs5zBof2en+sWN/SKUiSJEmS9nIWOCRJkiTt1NQXV9YbH9a7UzNnIkn1c4mKJEmSJEnKeRY4JEmSJElSztsrChwR8cWIKK/z9W5EjI2I70XEmjrxAXX6XBkRSyOiMiJOrhPvFRELI2JJRNwaEdEybyVJkiRJkprLXlHgSCm9mlIqSSmVAL2AD4CHMrdv3novpTQLaooYwBlAEXAKMCki2mXa3wOMTCl1Aw4HTm/Od5EkSZIkSc1vb9xk9ATgDyml1z9i8sVAYHpK6W/A6ohYDBwdEa8DeSmlBZl292ba/qqpk5YkSVLuK1z205ZOQXugoY1QJbUOe2OBYygwrc71v0XESGABcFFKaQNQADxdp83qTGwLsKqe+A4i4gLgAoBOndz5WZIkSbuuoYLIoqO+3cyZ5D6LE5L21F5V4IiItsBpwJWZ0H8D1wMJ+B5wKzC8MZ6VUroTuBOgtLQ0NcaYkiRJUmvj8bGS9hZ7VYEDOBUoSymtBUgprdt6IyLuAOZmLlcDn63TryATayguSZIkqRk1ZeHD2R6S6rNXbDJax1nUWZ4SEQfXuXcGsCTzeRYwJCL2j4gCoAfwUkppJVAdET0z7YYDs5s+bUmSJEmS1JL2mhkcEdEBOBH4Vp3wjyOiCGgLrATOB0gpzY+Ih4AKoBoYlVLalOlzLnB3ZrnL08CDzfQKkiRJknYiF2ZfuOxGyk17TYEjpfRX4NPbxUZ8RPuJwMR64vOBkkZPUJIkSZIk7bX2tiUqkiRJkiRJu8wChyRJkiRJynkWOCRJkiRJUs6zwCFJkiRJknKeBQ5JkiRJkpTzLHBIkiRJkqScZ4FDkiRJkiTlvP1aOgFJkiRJygVTX1xZb3xY707NnImk+jiDQ5IkSZIk5TxncEiSJEmNrHDZT3eILTrq2y2QiSS1Hs7gkCRJkiRJOc8ChyRJkiRJynkuUZEkSZK0T6tvyRC4bEja1ziDQ5IkSZIk5TwLHJIkSZIkKedZ4JAkSZIkSTnPAockSZIkScp5FjgkSZIkSVLO8xQV7XP+WDa33vgRPfs1ax6SJEmSpOZjgUOt3h8r1u8QO6LooBbIRJIkSblo6osr640P692pmTORWjeXqEiSJEmSpJxngUOSJEmSJOU8CxySJEmSJCnnuQeHJEmSWp3CZT9t6RQkSY3MGRySJEmSJCnnOYNDkiRJOa+hUywkSa2HBQ5JkiSpGTS0LGbRUd9u5kwkad/kEhVJkiRJkpTzLHBIkiRJkqScZ4FDkiRJkiTlPPfgkCRJrU5E5AHzgTUppUER8ffAdOAQ4E/AkJTSXzJtrwT+BdgCXJpSejwT7wXcBbQDngQuTimliGgH/ALoDrwLDEsprWjO95O0d2ho89thvTs1cyZS6+AMDkmS1BpdDCytc30tMDulVAjMzlxvLWKcARQBpwCTMgUMgHuAkSmlbsDhwOmZ+BhgbUqpB3AjcGsTv4skScIChyRJamUiogAYSM3si60GAlMyn+/NXG+NT08p/S2ltBpYDBwdEZ2AvJTSggb6bB3r10DfzIwRSZLUhCxwSJKk1uYW4DKguk4sP6W0DiDz/eBMvABYVafd6kysofg2fVJK1cCGOuNJkqQm4h4ckiSp1YiIQcBbKaUFEdFvL8jnAuACgE6dXJMv1adw2U93iC066tstkImkvZ0zOCRJUmtyLHBaRKwA7gO+GhH3AusiIh8g8/2tTPvVwGfr9C/IxBqKb9MnItoAnwbW1ZdMSunOlFJpSqk0Pz9/z99OkqRWzAKHJElqNVJKV6aUClJKnYGhwNMppRHALGBEptkIajYaJRMfEhH7Z/bu6AG8lFJaCVRHRM9Mu+Hb9dk61teAeSmlzU35XpIkySUqkiRJABOA6RFxHrAWOBMgpTQ/Ih4CKqjZs2NUSmlTps+5wN0R0RZ4GngwE78NmBIRlcD7wLDmew1JklovCxySJKlVSinNBeZmPm8A+jfQbiIwsZ74fKCknvhG4BuNmKokScqCBQ5JkiRpJ27c8nK98X/P+3IzZyJJaogFDuWsP5bNbekUJEmS9lh9p4SAJ4VI0q5yk1FJkiRJkpTznMEhSZIkSc1o6osr640P692pmTOR9i3O4JAkSZIkSTnPGRySJElSRkObiUqS9n4WOCRJkiS1Sm7wKu1b9poCR0SsAN4DtgCbU0qlEfH3wHTgEOBPwJCU0l8y7a8E/iXT/tKU0uOZeC/gLqAd8CRwcUopNfPrSJIkqRXw+FhJ2nvsbXtw/GNKqSSlVJq5vhaYnVIqBGZnrrcWMc4AioBTgEkR0S7T5x5gZEqpG3A48P/bu/NwScr60OPfHzMDhMWFAcbIzAASiUEkhEWCKygqCTHGiAKD+IREid5oNE80LvEak8hNvGBM0JsQjJpEZRFEcGGRRYJERAbUAQZEySAMMgvIvs7yu39UHaanT9WZ7jl9uru6v5/n6ed0v1Xd9dZbVV3v+fW7vL6fOyBJkiRJkvpv2AIc7Y4AvlA+/2L5eiL9rMxck5nLgZuAF0bEQmBWZl5X8R5JkiRJkjSihqaLCpDAJRExGzgtMz8F7JSZqwEyc3VE7FyuOx+4vOW9y8u0dcCdFemTRMQJwAkACxc6HZMkSZKGi+NDSFJ3hinAcXBmriiDGBdFxC0zubHMPA04DeCAAw5wjA5JkiRJkhpsaLqoZOaK8u8q4BzgQGB1ROwEUP5dVa6+HFjQ8vb5ZVpduiRJkiRJGmFDEeCIiG0jYpuJ5xQDhy4FLgDeXK72ZoqBRinTj4qIORExH9gb+H5m3gGsj4j9yvWObXmPJEmSJEkaUcPSRWUecF5EJLANxdSw5wPfAc6KiD8EVgJvAsjMxRHxVWAJsB54e2Y+UX7W8cDnImJLinE6vtLXPZEkSZIkSX03FAGOzPwfiilf290LHFbznhOBEyvSFwP79jSDkiRJkiRpqA1FgEOSJEmSZspJ666tTH/frAP7nBNJM8kAhyRJkiQNgdOvuaMyfdFBC/ucE6mZDHBobCy7/orK9N33O6Sv+VBvXbp05aCzIElSX73gJ/9cmX7Dc/9Xn3MiScPFAIckSZLUY1VdIuwOIUkzayimiZUkSZIkSZoOAxySJEmSJKnxDHBIkiRJkqTGM8AhSZIkSZIaz0FGJUmSNLLqZhwZRc6uImnc2YJDkiRJkiQ1ngEOSZIkSZLUeHZRkaQpXLp0ZWX6YXvN63NOJEmSJE3FAIckSZLGzknrrh10FiRJPWYXFUmSJEmS1Hi24JAkSZJGmLOrSBoXBjgkSZIkaYidfs0dlemLDlrY55xIw80AhyRJkqShVTVeyuEDyIek4WeAQ5IkSeqDuoFN3zfrwD7nRJJGk4OMSpIkSZKkxjPAIUmSJEmSGs8uKpIkSdIYcnYVSaPGAIeksbLLbWdWpt+1x9F9zokkSZKkXrKLiiRJkiRJajwDHJIkSZIkqfHsoiJJkiTpKY7NIampbMEhSZIkSZIazxYckiRJ0gCdtO7ayvT3zTqwzzmRpGazBYckSZIkSWo8W3BIkiRJ2iTH5pA07AxwaGgsW3LPoLMgSZKkBqsLwlzU53xIGgwDHJIkSZI2W69adsxkcOLIs++tXnB0Dz58gE6/5o7K9EUHLexzTqThYIBDkiRJUs/NZJeWus/uVu0Ar3bHkRrJAIckSZKkvulVcEKS2jmLiiRJkiRJajwDHJIkSZIkqfHsoiJJkiQNodrxIWYd2OecSFIzGOCQNJJ2ue3MQWdBkiRJUh8Z4JAkSZKkDszkzDCSps8xOCRJ0liJiAURcWVE3BgRt0bE+8v0HSLikoi4ISK+FRHPbHnPByPi5vI9r2lJ3z8ifhARSyPilIiIMn2riDirXP+7EbFbv/dTkqRxY4BDkiSNmzXAOzNzb2B/4K0RsS/w18CFmfkC4MLyNRGxP/AGYB/gcOBfI2Kr8rM+D7w1M/cCdgVeX6a/E1hZbuMk4JS+7JkkSWPMLiqSJGmsZOYKYEX5/KGIWALsAhwBHFSu9kXge8CflulnZeYaYHlE3AS8MCJ+BszKzOta3nMEcG759/1l+vnAZyJiVmaum/Ed1EbqBupsMgcflaRqtuCQJEljq+w6ciBwFbBTZq4GKP/uXK42H7iz5W3Ly7S69I3ek5nrgXtbPk+SJM0AW3BIkqSxFBHbAecA78nMB8rhM/qdhxOAEwAWLlzY9+030enX3DHoLEiTOPioNBwMcGjoLbv+ikFnQWOgblrZu/Y4us85kdQPETEH+ApwRmaeWyavjoidMnN1ROwErCrTlwMLWt4+v0yrS299z4qI2AKYC6xuz0dmngacBnDAAQdkL/ZNkqRxZYBDkiSNlXKmk88CN2fmJ1oWXQC8Gfhk+ffClvRTI+IfgXnA3sD3M/OJiFgfEftl5vXAsRTjcLR+1rXA64DvZebaGd41SQLqWzotOsiWYhptBjgkSdK4eTFwHHBDRPywTPsQ8FfAWRHxh8BK4E0Ambk4Ir4KLAHWA2/PzCfK9x0PfC4itgQup2gVAvBp4AsRcSPwMLBo5ndLkqTxNhQBjohYAHwJ2AHYEvhsZn48Ij4KvI0NTTo/lJkXlO/5IPAWYB3w55l5cZm+P/BvwFbApcC7M9Mmn5IkCYDMvAqoG3DjsJr3nAicWJG+GNi3Iv1x4I3TyKbUNWdXkTTuhiLAwYb56JdExPbA9RFxcbnsk5l5cuvKbfPRzwOuiohfLX9N+TxwfGZeFxHnU8xHfy6SJEkaWXWDPF7U53yo9448+97JiQ0ZIsvBR6X+GoppYjNzRWYuKZ8/RNEEdJcp3vLUfPSZuRyYmI9+IdXz0UuSJEmSpBE2FAGOVm3z0QP8SUTcEhFfioi5ZdrmzEffvp0TImJxRCxevXrSoOaSJEmSJKlBhqWLClA5H/3/A/4WSOCjwCkUI5RPm9OyaSrLltxTmb77Pjv2OSeSJEnT49gcksbF0AQ4quajz8zVLctPBa4oX27OfPQaE7feWX3I91xQ2ZhHkiRJkjQChqKLSt189BGxc8tqbwCWls8vAI6KiDkRMZ8N89HfAayPiP3K9Y5lwxz2kiRJkiRpRA1LC466+egXRcQ+FFPH3gH8EWz2fPSSJEmSNHDOriLNjKEIcEwxH/0FU7ynq/noJUmSJG3g2BySRs1QBDikQVp2/RWT0nbf75C+50NTu3TpykFnQZIkSdIQM8AhSZIkSWPg9GvumJS26KCFA8iJNDMMcEiSJEl6il1XJDWVAQ5JkiRJGgIOPipNz1BMEytJkiRJkjQdtuBQY9165/JBZ0GSJGls2HVF0rAzwCFJkiRpszU58HHk2fdWLzi6v/mQ1BsGOCRJkiT1XLeBj7r1j+xZjiSNOgMckiRJkvqmLpBS/VZ/AAAZzUlEQVQhSdNlgEOSNsOlS1dWph+217w+50SSJEkSGOCQJEmS1DDdtgJpejcXp4+VOmOAQ2Nj7uptK9Pv3emRPudEkiRJktRrBjg0Nq5+/MeV6Xsyv885US/tctuZg86CJGkIOK6DtHlOv+aOyvRFBy3sc06k6dti0BmQJEmSJEmaLltwqO+WLbln0FmQJEmSanU7xa2k4WALDkmSJEmS1HgGOCRJkiRJUuPZRUWSplA3iOldexzd55xIkqRBG7auK04fK23MAIeksfLzz5xRmf7stx3T55xIkiRJ6iW7qEiSJEmSpMazBYckSZIkTcOwdV2RxpUBDg2NZddfMegsSJIkSQJOv+aOyvRFBy3sc06kztlFRZIkSZIkNZ4tOCSNpLrBRCVJzVY3a8RFfc6H1IlBdV1xdhWNKwMcUheWLbmnMn33fXbsc04kSZIkSa0McEiSJElSHzkoqTQzHINDkiRJkiQ1ni04JA2VS5euHMh268bsePbbjulzTiRJkoaXs6tomBng0NC79c7lg86CJEnqs7p/ol7Q53xI/TTTXVeqBh914FGNEgMcmjF1A3JKkiRJktRrBjikCsuuv6Iyfff9DulrPiRJkiRJnTHAobFX1QVmzwXzB5ATjYK6MUQO22ten3MiSZJGhbOuSJ0xwCGpEXa57cxBZ0GSJEnSEDPAIUmSpMao+yVb0uapGngUuh981NlVNAwMcEiSJElSA9l1RdqYAQ5Nm7Ol1JfB7vvs2OecNEfdWBXd+vlnzujJ50iSJElqNgMc6ru6GUqkJqkbE+SuPY7uc04kSZJ6z64raiIDHJI0hboWIs9+2zF9zokkSaPtyLPvHXQWRoZdVzSuthh0BiRJkiRJkqbLFhwaGrfeuXzQWZAkSZI0BbuuaJgZ4FDHHEy0fvyQ3fc7pHp9Bx/t2WCiTVdXDoftNa/POZEkabB60RXF7iybp6rrit1WNEoMcEgaKnWDd0qSxkvdr8QX9Tkf2nwGIST1mwEOTWJLjfruMnsumN/nnDSLrTUkSZKapVcDktp1RcPAAMcYm+lAhtPB1rPrSve+/Oh1lekv6XM+NqXb6WPtuiJJ0vCpa31yzhvn9jknmmDgQ50wwKFp6zaQ4WCi9ZoS+BhES42XfOnWvm9zKk4fK0m9UfdPy0U1vypLgzROgY9ha9khdcIAxxiwy8nM63bw0aaYyUCGY21MrarsbdUhSRpGjrUxXoYt8GHLDrUayQBHRBwOnAzMAv4jM/9+wFnquUEELexy0v3YHL0KfMx0yw4DGTOv264rVezOIjXLONRHJGmCgQ8Ng5ELcETEVsCpwEuBFcDVEfGtzLx+sDnbPDMZyJjpgIVdUWbeed/4aVfrb/ec7WcoJ4VeBDPqun40xSC6rhj4kIbPqNVHJE1tnLqudKsu8FGnLiBSF/ioUxcQqQt81DEg0iwjF+AADgJuysw7ASLiLOAIoK8VilEcwHPu6m0r069+/Md9zsngrF23vjJ96e3dfVEu/8UFvcgOT9vzRV2t//D/PFSZPnfFlZXpO86rXr8bTQ9Y9ErdIKlvum36n93tAKa9YgBFmtJQ1EeawOlgJbXqNiBS530GRMbSKAY45gN3trxeDhzS70xccM5nK9O3f8YvV6Y/dP/dlem5xZzK9Fi/ZvMy1oE1ua4yfU7M6upzZjrv+eST1Z+/5ZZdrd/NZ0TN+nVlNntNdfqDjz9Smb52TnUZ779yq8r0H62qDh48Mru69cy2a6u70sz9xTaV6dfe14MbzFa7VSY/ja0r0x/k8a7Wb4pfP6c6/cf8oAefXv0ZNx/y7B58Nrxkq1+pTP/Od7v7nHuf9bLK9LoAW6/Wr1P3Od18dl2rqD3Wdvd9OWwDCasnhqI+0m3FfCbVBTJ69c+MZp5jbXTPlh2D0/V3yy3H92S7F93Sk4+p1G13n271auDXQQZ5RjHA0ZGIOAE4oXz5cET0uhnCjoCje27MMpnMMpnMMqnWfbnUBFVGiOfKZDNRJrv2+PPUwvpI10Zpfxq3L1+YenHj9mcTZnZ/vjljn1zH4zPcOtqfL3D5DGfj4z35lGN7f3w6rouMYoBjObCg5fX8Mm0jmXkacNpMZSIiFmfmATP1+U1kmUxmmUxmmVSzXCazTCazTIaK9ZEZMEr7M0r7Au7PsHN/hpv70ztbDGKjM+z7wN4RMT8i5gBHARcOOE+SJGm8WB+RJKnPRq4FR2Y+HhHvAC6mCOB8MTMXDzhbkiRpjFgfkSSp/0YuwAGQmRcAvZmmYvPNWHPTBrNMJrNMJrNMqlkuk1kmk1kmQ8T6yIwYpf0ZpX0B92fYuT/Dzf3pkcjMQW1bkiRJkiSpJ0ZxDA5JkiRJkjRmDHB0KSI+FxGrIuLGmuXPiojLImJpRNwaEW9vWXZ4RNwYETdHxAf6l+uZNc0yuT0iboiIH0bEyPRN7qBM5kbEhWWZfD8i9m5ZNq7nyVRlMqrnyYKIuLI83rdGxPsr1omIOKUslx9ExH4ty0buXOlBmYzcudJhmTwvIq6OiCci4r1ty0buPFFH36mN+e7oYF+OK6/rGyPiuog4oGXZ0F3zHezPIRHxQJnnH0bER1qWDdWxgY72530t+3JjRKyLiB3KZcN4fEbq3tvh/jTmGupwfxpxDXW4L425fiJi64hYXObnJxHxjxERbesM/trJTB9dPICXAfsBN9Ys/xjw8fL5TsD9wC8BWwG3U0wZNwdYDOw36P0ZZJmUr28Hdhz0PgygTD4F/FX5/HnA1eXzcT5PKstkxM+TZwH7lM+3B34C7Nu2zhuA84Eoy+9Ho3yuTKdMRvVc6bBMdgYOBE4E3tuSPpLniY+OvlMb893Rwb4cBDy9fP5bwA9blg3dNd/B/hwCfKMifeiOTSf707bua4HLh/z4jNS9t8P9acw11OH+NOIa6mRf2tYf6uunvB62LZ/PAa4BXtG2zsCvHVtwdCkzrwR+McUqy4Hty2jWdsA9wBMUXyw3ZeadmbkGOAs4Yqbz2w/TKJOR1UGZPA+4vFz3FmDniNiF8T5P6spkZGXmisxcUj5/CFgCtO/zERSzL2RmXg/MjogFjOi5Ms0yGUmdlElmrsrMa4E1bW8fyfNEHX2nNua7Y1P7kpnXZOYD5curmPydMFQ6ODZ1hu7YQNf7cwxwxgxmZ9pG7d7b4T2iMddQh8enzlAdn83Yl6G+fsrr4ZHy5RxgFrCqbbWBXzsGOHrvM8BewM+BG4B3Z+Z6YD5wZ8t6y8u0cVBXJgAJXFI2v3rXoDI4ADcAvw8QES8EdgUWMt7nSV2ZwBicJxGxG8Uv8Fe1Lao7J0b+XNmMMoERP1emKJM6I3+eqNaofnf8MfC1ltdNveYPLptqXx4R+5ZpjT42EbENcDjwlZbkoT4+o3bv7fAe0ZhraBP706hraFPHpinXT0TMiogfUgQ2rsjM9q5rA792RnKa2AH7IEV07lBgD4qT8juDzdLAVZZJZj4IHJyZKyJiZ+CiiLglMy8ZZGb75K+Bf4mIpcDNFM20xn1Ko6nKZKTPk4jYDjgHeE/LLyxjbRplMrLniueJxl1EHAL8EfCSluQmXvPXAQsy89GIeA1wXkQ8Z9CZ6oHXAv+dma2tPYb2+Izad2on+9Oka2gT+9Ooa6jDc60R109mrgP2jYhnABdHxKGZ+e1B5qmdLTh676XA2WWznJ8CyyhaLyyn6HM0YX6ZNg7qyoTMXFH+XUVx4R84sFz2UWY+kJmLMnOvzHwDRf/5Wxnj82SKMhnp8yQi5lBE68/IzHMrVqk7J0b2XJlGmYzsudJBmdQZ2fNEmzRS3x0RsQ/wWeB1mXnvRHoTr/nMfCgzHy2fXww8SdFXv5HHpsXRtDWvH9bjM2r33k7uEU26hja1P026hrq4fzfm+gHIzPuBbwK/2bZo4NeOAY7euw14JUBEzKP4R/524PvA3hExvzzRjwIuHFQm+6yyTCJi27I5FhGxLUWzrKUDy2UfRcTTI2J2+fzNwA/KiO3Ynid1ZTLK50k5Ls1ngZsz8xM1q10AHFuuvx+wPjPvZETPlemUyaieKx2WSZ2RPE/UkZH57oiIhcC5wHGZeWtLeiOv+YjYqeX5/hTjk62igcdmQkQ8HXg5xeCCE2lDeXxG7d7byf406RrqcH8acQ11ev9uyvUTETtGxPbl818CXgW0d1EZ+LVjF5UuRcQZFCP37hgRy4G/ohhkhcw8Ffgb4IsRcTPFwCv/eyL6FhHvAC6mCCx9MTMHPt1PL2xumZRNyc6LiAS2oRhs5vyKTTROB2XyfODfI+Jx4KcUzQXJzMfH+DypLBNgHiN6ngAvBo4DboiiPyPAhyjHHinL5SvAoVF03XkSOL5cNqrnymaXCaN7rmyyTCLiWRTdup4GrI+I9wB7ZeaDI3qejL0OvlMb893Rwb58BJgL/HPx/wJrM/MAhvSa72B/jomIE8rVnwQWZeZaYO2wHRvoaH8AXg98q2UAQhjS48Po3Xs72Z8mXUOd7E9TrqFO9gWac/08G/jPMnCzNUWrlK9HxNtheK6dyBz3bv+SJEmSJKnp7KIiSZIkSZIazwCHJEmSJElqPAMckiRJkiSp8QxwSJIkSZKkxjPAIUmSJEmSGs8Ah0ZGRHw0IrLl8UBEXBQRvz7ovE1HRGxZ7tu+fd7uzuV2d+vhZ54cEbdvYp3W47g+Iu6LiGsj4sRyKswZFRG3l9v+cMWyl7TkbbeZzksnIuKDEXFxRfrLI+L8iFgVEWvKv9+MiKMjouPv/oj4ekTcMMXyT0fE/RGxVUS8NiJui4gtN3d/JKnprI/0fLvWRyYvsz4yebn1EQEGODR6HgAOLh/HAwuAyyLimQPN1fRsSTHnfF8rFMDO5XZ36/N2YcNxfBFwNHAuG+YR378P23+43G67Y8plQyEingG8HzixLf09wLeBdcC7gFcC7wQeBL4EHNrFZs4A9o6IvSq2Pws4Ejg3M5/IzK8DjwJv7X5vJGmkWB/pHesjk1kf2Xg71kf0FAMcGjVrM/N75eNc4M3AXOB3B5yvvoiIXxp0Hnqk9ThenJl/B+wD3A2cWd7IZtI3gL0iYu+JhJab59dmeNvdeCtwd2ZeOZEQEfsBJwN/k5m/n5lnZeaVmfnlzDwGeAlwTxfbOJ+iknBMxbJDgXkUlY4JnwH+LCKiy32RpFFifWQ0WB/pjPURDQ0DHBp1E03ZdmlNjIgdIuK0iFgZEY9HxHcj4qC2dWaVze1ujYgnyyZ1X2pb550R8ZOIeCIifhoRf9a2/KMRcU9E/EZEfK/c1i0R8eq29d4UEUvK7TwSEddHxERU+6Hy7+dbmyOWj4yIYyPiPyPifuDr5edlRLyzKi9tabtGxBllHp+MiKURcVzZ3HGi7L49sd0uy+8ZEXF6RDwcEXdHxF9OPjydy8z7gb8AfgV4VSfviYh9I+LbZZk+WR7Ld3fw1ruAq9j4V5NXANtRUaGIiA9ExA8i4rFyfy+JiH3a1nlFRFxTltdjEXFjRBzVsnyqc6DOccB5bWnvAlYBH6t6Q2ZenZk/asvbWyPipvI8/llE/EXL+o9QnFdHtX8WRfmsAi5vSTuf4hj95ibyLknjxPpIW17a0qyPVLM+smF96yPqiAEOjboF5d/VEwkRsRVwKfAy4E+B3waWA5dGxHNa3vuvwEeA/wAOA/4YaL2pvgc4BTgLeHW53skR8YG2PGwD/Fu57hFlXs6OiKeXn/NrFBHnb1LcKH8XOBN4Wvn+V5R/P8aG5q53t3z+SRRf6r9LzU2kSkTsDFwNvICiueArgU9TNAW9Gzi2XPVPWrbbTfmdWX7mO4C3lOtXNbPsxhXAWjq4WUXxC8c3KJqX/n6Zl5OAOR1u6ww2zu8xFDfWRyrW3QH4JMV58EaKZqOXthzjHSgqIjdQnAO/RXF+bVsu39Q5ULV/8yh+Rfpe26KXAZdn5tpOdjIi3gf8c7m9VwH/APxNa6WizNtzo6U5bkTMoSjXL2fmuon0zPwZsAJ4TSfbl6QxYX2khvWRTbI+soH1EW1aZvrwMRIP4KMUTd1ml48FFDeUR4B5Lev9EfAEsGtL2izgFuCU8vXzKCoPb6vZ1qxyW6e2pX+S4ga2dUueEnhxyzrPL9NeV74+Flg9xX5tV67/B23pu5XpZ1a8J4F3VpVPy+u/A+4HdqrZ7t7l5xzSlt5J+f1G+d7fa1lnG2AlcHsnx3GK5XcD/9LB+bBLmYfnd3ke3U7RpHInYA1wIEW/4/uA3wN+p/zc3aY4N7Yu139Lmfbi8j3b1rxnynOg5j2HlZ/53Lb0x4C/a0uLlutiNrBFmf40isrPB9vW/zBwLzC7fD2x/ye1rDNRDi+qyNslwFe72R8fPnz4GJUH1kdal1kfsT7SmmZ9xMeMP2zBoVEzl+ImsAa4A3g5cERmrmxZ5zCKKPNdETE7ImZTfOFeQfmrAEVfvnUUAyBVeV65rXPa0r9M8SX9gpa0RzPzv1te31L+/eXy74+AuRHx+Yh4VURs18mOtvhml+tPeAVwQWau3uSaG+uk/F5E8cvGBRNvysxHgW9tZl5bddqXciVl5SMi3lj+wtCxslwup/jV5PByuxdWZijikIi4MiIepdjvx4BnAHuWq/y4TDs9ipG92weZ25xzYGJ/flGV/bbXb2DDdbEG+L9l+sEUv9qcPXEsy+N5OcWvQL8KkJlPUgys9qaIp/qyHgX8jOJXt3b3tuRPksaR9ZHOWR+ZgvUR6yPqjgEOjZoHKCLcv0nRhHMdRXPEVjtSNJtb0/b4Y4pKAuXfh8qbYJWJG0L7zXji9Q4taY+1rpAbms/NLl/fSNG07nkUN6xfRMTZXdwA7+twvXZzKW663eqk/J4JPFzeiFp1M5jUJBGxNR3mO4smka+hKJ9/B1ZE0e/4hV1s8kzgTcAi4LzMfKIiT3sAF1H0TT6G4tw7sMzj1mVe7inzsh1FJfSeiPhWRDy3XD6dc6C9gvVzYH5b2mVlng5k4+bEO5Z/f8LGx3KiAjy3Zd0zgIXAweVxeB3Fr3XtlZeqPEnSuLE+0jnrI5tmfWQD6yOa0uxBZ0DqsbWZubh8fk1EPAx8KSJOz8xLy/RfUHxhvqfi/RM3jHuB7SNim5pKxcRNfKe29InXVVHsWpl5HnBeRDyNoj/kp4BTgdd38zkt1lE0TWy1bdvrzY1qd1J+9wPbRcSWbZWKHSve041DKb63qqL0k2TmDcDryv6ZLwY+DnwjInbJzDUdfMRXKY7DGyn6qlZ5LcUN9MjMfAye6m+7UX/VzPwO8MooRpY/FPgnil/YfqNc3u05sKL8O5eNK2pXAq+OiFkTldfMvA9YXOat9XhMnKevprpi+uOW59+mqCQdTfFr3/ZsPFp5qx1a8idJ48j6SMH6CNZHrI+on2zBoVF3BnATxfzpEy4Dfg34SWYubntMjNR9OcUNuWoqKiiadd5DEeVudSTF3N43THpHBzLzwcw8C/gKMDHP98QNoNPBqKCIik80R6RsxvfKtnUuA34rIuZSrW67nZTfdylu/L/dkodtKG5cmyWKOdY/DvyUYlCxjmXmmsy8gmLAqp3osGKTxUjpH6c4HnXb3JKiQrG+Je11QOUUeZn5WGZeQDHQ26S53GvOgSoTZf38tvRPUVQUPzTFeydcTfGL3rMqjuXizJwYMX/il74vU1SuFgE3Z9vo5y32BpZ0sH1JGhfWR7A+Yn2klvUR9YwtODTSMjMj4v9Q/Gry0jJq/Z/A24H/ioiTgWUU/RMPphhY6Z8y88cRcRrwqXJ076soosBvyMy3ZOa6iDgR+EQUU51dCrwUeDfw4cx8vNM8RsTbgP2BiykqKXtSVEy+Wu7DkxGxDDgyIm6iuNFv6sv6a8AfRMR15f69lck30U9SNJf9dkR8jKISshewXWZ+gqLP8GPAcRHxILCu/DWqk/K7PiIuAf617L+5EngvRXPDTsyOiImRybcvy+cdFAODHd7SrLZWFNOifYyiCeYyiorEX1D8CtBxND8zP7KJVS4D/p5i2rx/A/YAPkDxq9FEXo6guAl/jaLJ5gLgBOC/yuVTngM1+VoVET+k6F98bkv69RHxXuAfImJfilH1f07xi9mLgWdRDORFZt4fER8FTo1iKr7vUFSOfg14eWa2T8V2BsW0b69n40r6UyJi13IbvejfLEkjwfqI9RGsj1gfUX/kEIx06sNHLx7UjHZN8cvHrcCFLWlPp2iSdyfFTW41xQjnL21734eA/ynXWQl8oe2z30URwX+yXO/POszTU6OKU9wQLirzsJbiy/8UYJuW9Y+guBGuLd+7GxtGLf+dis9/OnA28CjFzfPDwF+35wXYleKGc1+5DzcBx7YsP55i4KZ1xddFV+X3TIo+o4+UZfcRitHAb+/gOGb5WE9xY14MnEgR2e/0fJhHcQP8WVlu91HcoJ+ziffdDpw8xfJJo5ZTVA7uAh6nGPDsoNbPoejLel55bNeW5fUflCPGd3IO1OTlz4FlNcsOoajArC6P0SqKQdaOBqJt3TcD11FUIB8ty/v9NZ+7rNz/X6lZ/qcU10RMlXcfPnz4GNUH1kdo2z/rI9ZHrI/46NsjyhNAktQwZTPZ2yl+ybtswNkBICKWAKdl5qcHnRdJkjTzrI9omDgGhyQ1VG7ok/uXg84LQES8lmJk9s8MOi+SJKk/rI9omNiCQ1IjRcQWTBGkzWJaNkmSpBljfUQaLrbgkNRUn2PjudI3epSDVEmSJM0k6yPSELEFh6RGKisMU02vtiQ3nvNekiSpp6yPSMPFAIckSZIkSWo8u6hIkiRJkqTGM8AhSZIkSZIazwCHJEmSJElqPAMckiRJkiSp8QxwSJIkSZKkxvv/6yXgCu0bzTkAAAAASUVORK5CYII=\n",
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\n",
       "text/plain": [
        "<Figure size 1296x576 with 2 Axes>"
       ]
@@ -472,18 +477,19 @@
     "\n",
     "#plt.suptitle('Reconstructed D_s mass', fontsize=15)\n",
     "plt.subplot(1,2,1)\n",
-    "label=\"Ds_ConsD_M\"\n",
+    "label_1=\"Ds_ConsD_M\"\n",
+    "label_2=\"Dplus_ConsD_M\"\n",
     "#plt.title('MC', fontsize=12)\n",
-    "plt.hist([MC_Ds_tuple_dict[label][i][0]/1000 for i in range(len(MC_Ds_tuple_dict[\"Ds_ConsD_M\"]))],alpha=0.3,bins=70,range=(1.8,2.1), label='MC no presel');\n",
-    "plt.hist([MC_Ds_tuple_dict_presel_1[label][i][0]/1000 for i in range(len(MC_Ds_tuple_dict_presel_1[\"Ds_ConsD_M\"]))],alpha=0.4,bins=70,range=(lower_MC,upper_MC), label='MC after HLT1 TOS presel');\n",
-    "plt.hist([MC_Ds_tuple_dict_presel_2[label][i][0]/1000 for i in range(len(MC_Ds_tuple_dict_presel_2[\"Ds_ConsD_M\"]))],alpha=0.5,bins=70,range=(lower_MC,upper_MC), label='MC after HLT2 TOS presel');\n",
-    "plt.hist([MC_Ds_tuple_dict_presel_4[label][i][0]/1000 for i in range(len(MC_Ds_tuple_dict_presel_4[\"Ds_ConsD_M\"]))],alpha=0.7,bins=70,range=(lower_MC,upper_MC), label='MC after cutting on phi mass');\n",
-    "label=\"Dplus_ConsD_M\"\n",
-    "plt.hist([MC_Dplus_tuple_dict[label][i][0]/1000 for i in range(len(MC_Dplus_tuple_dict[\"Dplus_ConsD_M\"]))],alpha=0.3,bins=70,range=(1.8,2.1), label='MC no presel');\n",
-    "plt.hist([MC_Dplus_tuple_dict_presel_1[label][i][0]/1000 for i in range(len(MC_Dplus_tuple_dict_presel_1[\"Dplus_ConsD_M\"]))],alpha=0.4,bins=70,range=(lower_MC,upper_MC), label='MC after HLT1 TOS presel');\n",
-    "plt.hist([MC_Dplus_tuple_dict_presel_2[label][i][0]/1000 for i in range(len(MC_Dplus_tuple_dict_presel_2[\"Dplus_ConsD_M\"]))],alpha=0.5,bins=70,range=(lower_MC,upper_MC), label='MC after HLT2 TOS presel');\n",
-    "plt.hist([MC_Dplus_tuple_dict_presel_4[label][i][0]/1000 for i in range(len(MC_Dplus_tuple_dict_presel_4[\"Dplus_ConsD_M\"]))],alpha=0.7,bins=70,range=(lower_MC,upper_MC), label='MC after cutting on phi mass');\n",
+    "plt.hist([MC_Ds_tuple_dict[label_1][i][0]/1000 for i in range(len(MC_Ds_tuple_dict[\"Ds_ConsD_M\"]))] + [MC_Dplus_tuple_dict[label_2][i][0]/1000 for i in range(len(MC_Dplus_tuple_dict[\"Dplus_ConsD_M\"]))],alpha=0.3,bins=70,range=(1.8,2.1), label='MC no presel');\n",
+    "plt.hist([MC_Ds_tuple_dict_presel_1[label_1][i][0]/1000 for i in range(len(MC_Ds_tuple_dict_presel_1[\"Ds_ConsD_M\"]))] + [MC_Dplus_tuple_dict_presel_1[label_2][i][0]/1000 for i in range(len(MC_Dplus_tuple_dict_presel_1[\"Dplus_ConsD_M\"]))],alpha=0.4,bins=70,range=(lower_MC,upper_MC), label='MC after HLT1 TOS presel');\n",
+    "plt.hist([MC_Ds_tuple_dict_presel_2[label_1][i][0]/1000 for i in range(len(MC_Ds_tuple_dict_presel_2[\"Ds_ConsD_M\"]))] + [MC_Dplus_tuple_dict_presel_2[label_2][i][0]/1000 for i in range(len(MC_Dplus_tuple_dict_presel_2[\"Dplus_ConsD_M\"]))],alpha=0.5,bins=70,range=(lower_MC,upper_MC), label='MC after HLT2 TOS presel');\n",
+    "plt.hist([MC_Ds_tuple_dict_presel_4[label_1][i][0]/1000 for i in range(len(MC_Ds_tuple_dict_presel_4[\"Ds_ConsD_M\"]))] + [MC_Dplus_tuple_dict_presel_4[label_2][i][0]/1000 for i in range(len(MC_Dplus_tuple_dict_presel_4[\"Dplus_ConsD_M\"]))],alpha=0.7,bins=70,range=(lower_MC,upper_MC), label='MC after cutting on phi mass');\n",
     "\n",
+    "#plt.hist([MC_Dplus_tuple_dict[label_2][i][0]/1000 for i in range(len(MC_Dplus_tuple_dict[\"Dplus_ConsD_M\"]))],alpha=0.3,bins=70,range=(1.8,2.1), label='MC no presel');\n",
+    "#plt.hist([MC_Dplus_tuple_dict_presel_1[label_2][i][0]/1000 for i in range(len(MC_Dplus_tuple_dict_presel_1[\"Dplus_ConsD_M\"]))],alpha=0.4,bins=70,range=(lower_MC,upper_MC), label='MC after HLT1 TOS presel');\n",
+    "#plt.hist([MC_Dplus_tuple_dict_presel_2[label_2][i][0]/1000 for i in range(len(MC_Dplus_tuple_dict_presel_2[\"Dplus_ConsD_M\"]))],alpha=0.5,bins=70,range=(lower_MC,upper_MC), label='MC after HLT2 TOS presel');\n",
+    "#plt.hist([MC_Dplus_tuple_dict_presel_4[label_2][i][0]/1000 for i in range(len(MC_Dplus_tuple_dict_presel_4[\"Dplus_ConsD_M\"]))],alpha=0.7,bins=70,range=(lower_MC,upper_MC), label='MC after cutting on phi mass');\n",
+    "#\n",
     "plt.legend(fontsize='10')\n",
     "plt.ylabel('# events', fontsize=15)\n",
     "plt.xlabel('Reconstructed D_s Mass (GeV)', fontsize=15)\n",
@@ -500,7 +506,7 @@
     "plt.xlabel('Reconstructed D_s Mass (GeV)', fontsize=15)\n",
     "fig=plt.gcf()\n",
     "fig.set_size_inches(18,8)\n",
-    "plt.savefig('/home/hep/davide/D_s_reco.png', format='png', dpi=100)"
+    "plt.savefig('/home/hep/davide/Rphipi/'+l_flv[l_index]+'/reco_mass.png', format='png', dpi=100)"
    ]
   },
   {
@@ -516,12 +522,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 14,
+   "execution_count": 34,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
+      "image/png": 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\n",
       "text/plain": [
        "<Figure size 1296x576 with 2 Axes>"
       ]
@@ -533,28 +539,41 @@
     }
    ],
    "source": [
+    "if l_flv[l_index]=='mu':\n",
+    "    lower_MC = 1.8\n",
+    "    upper_MC = 2.1\n",
+    "    lower_data = 1.0\n",
+    "    upper_data = 3.0\n",
+    "    \n",
+    "if l_flv[l_index]=='e':\n",
+    "    lower_MC = 1.6\n",
+    "    upper_MC = 2.15\n",
+    "    lower_data = 1.6\n",
+    "    upper_data = 2.4\n",
+    "\n",
     "#plt.suptitle('Reconstructed D_s mass', fontsize=15)\n",
     "plt.subplot(1,2,1)\n",
     "label=\"Ds_ConsD_M\"\n",
+    "plt.title('MC', fontsize=15)\n",
     "left_h_Ds=[MC_Ds_tuple_dict[label][i][0]/1000 for i in range(len(MC_Ds_tuple_dict[\"Ds_ConsD_M\"]))]\n",
     "label=\"Dplus_ConsD_M\"\n",
     "left_h_Dplus=[MC_Dplus_tuple_dict[label][i][0]/1000 for i in range(len(MC_Dplus_tuple_dict[\"Dplus_ConsD_M\"]))]\n",
-    "plt.hist(left_h_Ds,alpha=0.7,bins=70,range=(1.75,2.10), label='MC after presel cuts',density=True);\n",
-    "plt.hist(left_h_Dplus,alpha=0.7,bins=70,range=(1.75,2.10), label='MC after presel cuts',density=True);\n",
-    "plt.legend(fontsize='10')\n",
-    "plt.ylabel('# events', fontsize=15)\n",
+    "plt.hist(left_h_Ds,alpha=0.7,bins=70,range=(lower_MC,upper_MC), label='MC after presel cuts',density=False);\n",
+    "plt.hist(left_h_Dplus,alpha=0.7,bins=70,range=(lower_MC,upper_MC), label='MC after presel cuts',density=False);\n",
+    "plt.legend(fontsize='12')\n",
+    "plt.ylabel('# events (a.u.)', fontsize=15)\n",
     "plt.xlabel('Reconstructed D_s Mass (GeV)', fontsize=15)\n",
     "\n",
     "label=\"Ds_ConsD_M\"\n",
     "plt.subplot(1,2,2)\n",
-    "plt.title('Data', fontsize=12)\n",
+    "plt.title('Data', fontsize=15)\n",
     "right_h=[data_tuple_dict[label][i][0]/1000 for i in range(len(data_tuple_dict[\"Ds_ConsD_M\"]))]\n",
-    "plt.hist(right_h,alpha=0.7,bins=70,range=(1.90,2.1), label='Data after presel cuts',density=True);\n",
-    "plt.legend(fontsize='10')\n",
+    "plt.hist(right_h,alpha=0.7,bins=70,range=(lower_data,upper_data), color='green',label='Data after presel cuts',density=False);\n",
+    "plt.legend(fontsize='12')\n",
     "plt.xlabel('Reconstructed D_s Mass (GeV)', fontsize=15)\n",
     "fig=plt.gcf()\n",
     "fig.set_size_inches(18,8)\n",
-    "plt.savefig('/home/hep/davide/D_s_reco.png', format='png', dpi=100)"
+    "plt.savefig('/home/hep/davide/Rphipi/dataMC_after_presel.png', format='png', dpi=100)"
    ]
   },
   {
@@ -597,7 +616,7 @@
     "    lower_Dplus_mass=1810\n",
     "    upper_Dplus_mass=1900\n",
     "\n",
-    "    lower_Ds_mass = 1930\n",
+    "    lower_Ds_mass = 1900\n",
     "    upper_Ds_mass = 2000\n",
     "\n",
     "#Retrieve mc signal and data bkg events\n",
@@ -667,7 +686,7 @@
     "                       #min_plt_range=None, max_plt_range=None):\n",
     "    \n",
     "    #Determine maximum between MC and data\n",
-    "    if \"IP own pv\" or \"FD own pv\" or \"PT\" or \"CHI2\" in variable:\n",
+    "    if \"IP own pv\" or \"FD own pv\" or \"CHI2\" in variable:\n",
     "        if np.max(MC_sig)>np.max(data_bkg):\n",
     "            upper_limit=np.max(MC_sig)\n",
     "        else:\n",
@@ -675,9 +694,13 @@
     "        \n",
     "        lower_limit=0\n",
     "    if \"DIRA\" in variable:\n",
-    "        lower_limit=0.99980\n",
+    "        lower_limit=0.9998750\n",
     "        upper_limit=1.\n",
     "        \n",
+    "    if \"PT\" in variable:\n",
+    "        lower_limit=60.\n",
+    "        upper_limit=0.\n",
+    "        \n",
     "    if \"prob\" in variable:\n",
     "        lower_limit=0.\n",
     "        upper_limit=1.\n",
@@ -711,11 +734,14 @@
     "    b=[h_mc.GetBinCenter(i) for i in range(nbins)]\n",
     "    c=[h_data.GetBinContent(i) for i in range(nbins)]\n",
     "    d=[h_data.GetBinCenter(i) for i in range(nbins)]\n",
-    "    plt.title(particle+\" \"+variable+\" Signal MC/ data comparison\", fontsize=20)\n",
+    "    plt.title(particle+\" \"+variable+\" Signal MC/ data comparison\", fontsize=15)\n",
     "    \n",
     "    plt.bar(b,a,width=width_MC,alpha=0.6, label=\"Signal MC\")\n",
     "    plt.bar(d,c,width=width_data, alpha=0.4, label=\"Background Data\")\n",
-    "    plt.legend(fontsize=20)\n",
+    "    if \"CHI2\" in variable:\n",
+    "        plt.xlabel(\"CHI2/NDOF\", fontsize=12)\n",
+    "\n",
+    "    plt.legend(fontsize=15)\n",
     "    fig = plt.gcf()\n",
     "    fig.set_size_inches(16,8)"
    ]
@@ -727,7 +753,7 @@
    "outputs": [
     {
      "data": {
-      "image/png": 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jvz9K6h4r7VruaxP0L9I9uPdorvw9OHPkH1CxVv5KQwP5qxqlXYYvy7/a5Vv5bWi1dq3XG0oxvsh9UWuSKFvSvP8cM84CCX7DkYOceNtjpF+89+yWtOwj9ZSZ9dSuqy2RV/NsCsbfVf6AK96yKk3Alfx9VT/J7+tvlL/fzZl/vdHNzrnIgUXoZajSL6eUxYuvMYrMh3POmdl67YpVaUNsL4LYnibEdmJ78JfYXhSxfTeO7WlLqOXPJNaQn4llkY7BDquXmdWQ3zGcIn//1Tgz2+nK9t2GBZxzW8zsT/I3zY9U6mezI2dgvyhFHf5rZhPl5/8S+YcDRL+fMi3MrJr8GfF6ki50zr0Y3IR/ofyDCUYUN3xUfVea2Qr5J1p2lj/Lm3FBYHxePuC+IN90KdkDiWI5/zCNx83sWPmHUpykxO9BlfzTBqX4P87iuict+O3cJf9kxrbOubUx/Y+Q/22l2+PyO61X5M+KlrSNzgr+djWz6qVcJz3ll2Wis4qxIjvjRA+Gidf9SvmAe4tzbnR0j2AZDk5y2pFhcuXr/YaknrHza2aDSjG6yEFbMlcikp330gas0irN9P8i31TtcOfcsujCZna/fNBNWXDg/bj8b7iBpI7y6+hySR+a2e+dc99r91mGyYobX6M0kj/YKBBcLW6gXfuo4kQOGuJdYc6ONwCxvVAdiO1pQGwntovYLmU+LhHbQ0hLk+9gJx8JYi/Ga9bhnPvNOfeFc+4e+RfLS/7MVXl6Tv6Jff3kb7APxcz2lHRN8HViKQeP7LiuMLOD5A+UljrnijQrSsEtwXhfcs69GHT7f/JPaLzDzErTBDBS3z8F6zkhK4Mn3MaZRi35Jw6eL38W8uJ0BdwYkWBaUhPG+cHfE2J7BNtJvKY5pbWnfPD+OE7ArSV/j0faOeeWyjd3ayF/r+O7JQwyU74ZXAslfuKtJL/PCA6eZGZ1JHWX9FaCZkbxzAv+JtpZx+v+++DvlDj9EjVRjGxb8baDyPjejBNw26p0zX9nB39PT6JsZJsrUuegmWkH+bPFS0ox/TCOC7a/WF2Dv/Ojuv1e0j9iA24gpeahiTjn1jvnpjnnrpJvzrhH1LQSLsPAScHfeQn6l5tk4qvib+/t5ZvIzY/TL1bkalu8q9mJnogqidgehdieAmI7sT1AbCe2F2t3je0pJ9TBjuUl+QX9vaQ/R/U72szqxxks0i1tzaCSEZzhGCr/AxoVZhzBj+ld+bNN78m/DqE0dfhS/gd2iHYFtJRfpxFVvyPlm4Gtkn8EfGS66+XP5NSQ9FwpAuQY+dcLnCDfrKzIWVkz28PM7pJftmUmqPNk+deyPCnpsiTvyYk3rmvN7LgE/dpo14HhRyWM6gX5ZkVDzKxl1DhM/n2F6WgCulb+9QrHBAEqehr3ywflsnK1/FnAXiU1uwvWxTXyy+MBM7soqGMhZnao/G8o0nzsNPn725JtEib5V/X8n6RTzeysmPEPlP99xVod/O0aU/5g+aeYxhNpHhSvqVui8eVIGp9gfIk8I3+gd6OZdY7taWbNor5OlL/nbYiZHRBTdJT8AdpEV/avummkqP29VHBm/3L5s7/R63O1pEOCeBFd/mb5JyGnhZmdGG+bU9GY84n89tMtaLIWPY6ekk6Vf/fnLGVQcfE1xl/M36sYGS5bfv8j+Vf9lGRO8LfQwbKZ/U6+eWNsvYjtRetAbA+J2E5sj0JsJ7YXURFie6mafAc7Vskn4g0kHSp/trSW/I75gpj7MC6WdI35Nu6Rl6PvJ6mXfFv16He+JeMG8/eExZPnnMsraQTOuQ/MbJr8fV/FaR01vzXlg+zRwUfyZ1IvD3Nvj3ywPU4+kG1V0XfkhRIcRE2Ur++A2Pu2nHPvmNkj8sH4f5REkHTObTb/HrlX5R+wcraZRe6TMEkHyL9mJEf+lQZl6VH59bZGu87Ix5ZJajuQ39E/YmbL5X+AK+XvWTpQ/kxibUkPOOfiPaSggHPuGzO7Q76p4UIze1l+h9NN/gm0i+SfMhla0KTxMfnlu8DMpgZ1PVX+fa8fyTfbS7vgTPbSUpSfaWa95K8YPSd/r1qefHPU+vJXj46Vv8fmv8FgveTPuk4vxXScmV0hH7xfN7NJkv4lvwM/WdLb8us42tPyycHDZnZSUL61/INfpgX1iPW+pJslPWFmrwV1Xh80Z50pv9/rZ/49m7Pkz1z3lD/r/59SzM8aM7tQ/nf2oZlNl/QP+X3rUfJNMw8Iyi43sxvk7wWcZ2avyC/fLvJnsJfKv7OyrH0kv3/vKP8bai7/BNma8k8BjW5qPE7+iZ/zzexV+eV4gvyDQaYrubP3yZgs6ddgm1shf9DbSb552BfyiVJk+7lUfvt51cymyC+3A+XvW/xFvrlpqIP6MELE12hfSVocLNvt8onJ/pLeUnIPxJoi6Wv5q6ut5O9H3Ef+/sq3JF0QU57YHh+xPRxiO7E9Mh1iO7E9nt0/trvkHn0e+yqEHfL3BfxDfkPuoTiPw5cPLE/IP+58k/zZrf/I3+x/ZDLTDsazPE4dYj93RZXvGnSL+848+TNcvynqVQJxho3+bJf0o/zZ5/sltU+27gmmH3n8vZP0QimGy1MxrwuQP+PsJI0rYdpfBeuwyOsjihmumnxTrEny9/tE3g25NFjHHWPKD1AJr3ZQgldoFNM9Mv9JbQclzM9B8q/FeCeYn23yB0Argnk8K84wdyVa/vIHmPOD5fKT/MFPK/krP+sTzF/cugbb+/KYbjUk3Rn0i7wb8zn5g+YJKvqKgdYlLf+Y8UfKz0qyfJFXa8T0byx/ZvhT+TPB2+XPxn8aLPc9g3I15c8sTg35WzpaPsD+Enzekw88cdeVfAB7R/71C5vkd8TXyt9/FXd5yd9rtiTYPlz0upE/sJogfyC4Vf5g9B75JkhF1mMS83OofHPHVcEy2yAf0AbGKds9mJd1wbT/Jf9E2wZxyuYpuJAXp1+R7ae4bT5625J/B++UoA6bg7qemmA6A+X3F9uC5TU5WB+J1lWRfUBJ9ZZv/vqG/EH0dvngvlj+Pq96ccZxoPzv6Pug/Pfy2/aBpfz9FyyTENtwqPgavV7lH/oyQv7+6q3yD9K5U1GvVylpucq/t/Rl+d/pf+WT6l6K/9osYnv86RPbCy/rvCS7R+af2E5sj0yH2E5sj97ud/vYbsEAANIsaML1o6RFzrkOma7P7sjMusu/K/Fy59zTma4PSmb+KcPL5F+bMyCjlanigrP1XZx/VRGAckBsLxmxveIhtqcm3e+hBqoc8+8/jH0Vhsk3Faur0t0/VNX0lL+i8kamKwIAQASxPSXEdlQp6XxtFlBVnS//pNT35JuY7SF/r89h8q/leDCDddutOeeuk3+vIAAAuxNie0jEdlQ1JNRA6ubKP8DiVPkH3Pwm32zmfyTd45z7bzHDAgCA3Q+xHUBSuIcaAAAAAIAQuIcaAAAAAIAQdrsm302aNHGtW7fOdDUAAJXEF198scY51zTT9ajIiM0AgHSqTLF5t0uoW7durfz8/ExXAwBQSZjZvzNdh4qO2AwASKfKFJtp8g0AAAAAQAgk1AAAAAAAhEBCDQAAAABACCTUAAAAAACEQEINAAAAAEAIJNQAAAAAAIRAQg0AAAAAQAgk1AAAAAAAhFAj0xUAysPWrVu1du1a/fLLL9qxY0emqwMgpOrVq6tevXpq1KiRsrKyMl0dACkgNgOVQ1WPzSTUqPS2bt2qFStWqGHDhmrdurVq1qwpM8t0tQCUknNO27dv18aNG7VixQq1atWqSgZuoDIgNgOVA7GZJt+oAtauXauGDRuqSZMmqlWrFgEbqKDMTLVq1VKTJk3UsGFDrV27NtNVAhASsRmoHIjNJNSoAn755Rfl5ORkuhoA0ignJ0e//PJLpqsBICRiM1D5VNXYTEKNSm/Hjh2qWbNmpqsBII1q1qzJPZdABUZsBiqfqhqbSahRJdCUDKhc+E0DFR+/Y6Byqaq/aRJqAAAAAABCIKEGAAAAACAEEmoAcU2YMEFmpgkTJmS6KkkxM3Xt2jXT1QAAoMwQm4HdD++hRpV326RFma5CsUb1Ojwt49mxY4eeeuopTZw4UYsWLdLGjRtVp04dtWzZUu3atdN5552nnj17pmVaFUHkPh8z09dff639998/brkTTzxReXl5kqSnn35aAwYMKFJm06ZNevzxxzV16lR9+eWXWr9+verUqaPf//736tatm6644grtt99+ZTUrAFDpEJuJzcRmVBQk1EAVsGPHDp111ll6++231bRpU/Xo0UP77LOPNm/erMWLF2vSpElavnx5oaDds2dPHXfccWrevHkGa162atSood9++01PPvmkRo4cWaT/119/rby8vIJy8cyePVu9e/fWqlWr1KJFC51xxhnae++9tXnzZi1YsECjR4/W6NGjNXv2bB111FFlPUsAgAqC2BwfsRkVTUoJtZmdJuleSdUlPeOc+2tM/5sl9Y+a1sGSmjrnKsQbv6PPjqbrTCSQCS+++KLefvttHXPMMXrvvfdUr169Qv03b96szz//vFC3+vXrq379+uVZzXK31157qXnz5nr66af15z//WTVqFN4lPvHEE5Kks88+W5MnTy4y/NKlS3Xqqafq119/1V//+lcNGTKkyDhWrFihW265RRs3biy7GQGiEJuBioHYHB+xGRVN6HuozSxL0nhJp0s6QlJvMyt0isc5N9o5d6Rz7khJt0maWVECNlCZfPrpp5KkAQMGFAnYklSnTh2deOKJhboVd5/WjBkzdPzxx6tu3bpq1KiRzj33XH355ZcaMGCAzEzLly8vKLt8+XKZmQYMGKDly5erb9++atKkibKzs5Wbm6s333yzyPg3bNigESNGqEuXLmrcuLFq1Kihpk2b6pxzztFnn32W2sKIcdVVV2n16tVF6rF9+3ZNmDBBHTt21CGHHBJ32D/84Q/auHGjbr31Vt16661FArYktWrVSi+99JI6dOiQ1noD8RCbgYqD2JwYsRkVSSoPJTtW0mLn3Ern3HZJL0s6s5jy/SS9mML0AISUnZ0tyTeTStVLL72k008/XfPnz9f555+va665RuvWrVOnTp30zTffJBzu3//+t4455hh9//33uuqqq3TJJZdo6dKl6tGjhz788MNCZZcsWaKRI0eqdu3auvTSSzVs2DCdccYZ+uijj9S5c2e9/fbbKc9HRL9+/VS3bt2CM94RU6dO1Y8//qirrroq7nDLli3Te++9p+zsbN1yyy0lTicrKyst9QVKQGwGKghic2LEZlQkqTT5biFpZdT37yR1jVfQzOpIOk3SwBSmByCk888/X2PHjtXYsWP1008/qWfPnjr66KO17777lmo8v/zyi6677jplZ2frs88+U9u2bQv6/fGPf4x7r1NEXl6e7rvvPt10000F3S6++GJ17txZo0ePLnQW/pBDDtHq1auVk5NTaByrV69W+/btdeONN+q0004rVd0TqVevnvr27asJEybou+++U4sWLSRJjz/+uHJycnTBBRfEna9Zs2ZJko4++mg1aNAgLXUB0oDYDFQQxObEiM2oSMrrtVlnS/okUZMyM7vazPLNLP+nn34qpyoBVUeHDh30wgsvaK+99tLEiRN13nnnqXXr1mrcuLF69uypN954I6nxTJkyRevXr9fll19eKGBL0p133qnGjRsnHPaAAw4oFLAl6YQTTtABBxygOXPmFOqek5NTJGBLUrNmzdSnTx8tXbpUK1asSKrOybjqqqsKnrQq+TP27777rvr37686derEHeb777+XpIIgD1RAxGYgg4jNxSM2o6JIJaH+TlLLqO8tgm7x9FUxTcqcc48553Kdc7lNmzZNoUoAEunbt69WrFihGTNmaPjw4TrrrLNUvXp1vf766zrnnHN06aWXyjlX7Djmz58vyQfbWLVq1dKxxx6bcNjc3Ny43Zs3b65169YV6f7JJ5/oggsuUMuWLZWVlSUzk5npvvvukyStWrWq2LqWxrHHHqvDDz9cTz31lHbu3KknnnhCO3fuTNikDNiNEZuBCoTYnBixGRVFKk2+50g6zMxaSPpBUh9J18YWMrP6krpIuiiFaQFIg5o1a6p79+7q3r27JGnnzp2aMmWKLrvsMj377LPxwwafAAAgAElEQVTq2bOnzj333ITDb9iwQZISNqNq2LBhwmET3adUrVo17dy5s1C3yZMnq3fv3srOzla3bt20//77q27duqpWrZry8vI0c+ZMbd26tdh5La2rrrpKgwYN0vTp0/X000/r6KOPVrt27RKWj7yyJJ0HD0AaEJuBCobYnBixGRVB6ITaObfFzK6TNEP+SvdE51y+mV0b9B8fFO0p6R3n3KaUawsgrapVq6aePXtq8eLFGj58uD744INig3akqdf69evj9k/UvbSGDx+u2rVra9GiRWrTpk2hfjfddJNmzpyZlulEu/jii3Xrrbfq2muv1apVq3THHXcUW75Tp06SpPz8fG3YsKHSv8YEFQOxGaj4iM27EJtREaR0D7Vzbppz7lDn3MHOuf8Juo2PCthyzk1wzvVNtaIAyk4kGJfUrCxyVvjjjz8u0m/btm2aPXt2Wurz1Vdf6YgjjigSsCUVeepoujRo0EC9e/fWd999p7p166pfv37Flm/Tpo1OOeUUbdmyRaNHjy5x/Ok+aw8kQmwGKgdiM7EZFUN5PZQMQAa9+OKLevfdd4s035KkNWvW6NFHH5Ukde7cudjx9OjRQ/Xr19dTTz2lhQsXFup399136+eff05LfZs1a6Z//vOf+vHHHwt1Hz16tBYsWJCWacQzYsQITZ48WTNmzIj7TtBYDzzwgHJycjRq1Cjdd999+u2334qUWbFihfr06ZP2d3QCACo2YnNyiM3Y3aVyDzWACuLzzz/XuHHj1KxZM3Xq1Elt2rRRzZo1tWzZMk2bNk0bNmxQjx491Lt372LHk5OTo7///e+6+OKL1bFjR11wwQVq3ry5Pv30Uy1YsECdOnXSrFmzVK1aaufqBg8erKFDh6pdu3bq3bu3ateurY8//ljz58/X6aefrunTp6c0/kRatWqlVq1aJV3+4IMP1owZM9S7d28NHTpU48aN08knn6y9995bmzZt0sKFC/XJJ5/IzDRs2LAyqTMAoGIiNieH2IzdHQk1UAXcdNNNatmypfLy8jR37lxNnTpVzjk1btxYHTt21IUXXqgLL7xQZlbiuPr3769GjRrpL3/5i15++WVlZWWpc+fOmjVrlv785z9LUtzXapTGkCFDlJWVpYceekiPPPKIcnJydMIJJ2jWrFmaOnVqmQXtMI477jgtXbpUjz/+uKZOnaq33npL69atU506dXTAAQdoyJAhuvrqq+M2kQMAVF3E5rJDbEZ5spLuyyhvubm5Lj8/P9PVkCTdNmlRwf+jeh2esBt2b0uWLNHBBx+c6WpUes45HXDAAdq8eXPBeyCBspTsb9vMvnDOxX83DJJCbEa6EZvLB7EZ5a0qxmbuoQZQKhs2bIj7EI+xY8fq22+/Vc+ePTNQKwAAqi5iM5A5NPkGUCqfffaZLrroInXr1k377beftm7dqk8++USzZ89Wy5Ytddddd2W6igAAVCnEZiBzSKgBlMqBBx6orl27atasWXrttddkZmrRooUGDRqk22+/XXvuuWemqwgAQJVCbAYyh4QaQKm0adNGr776aqarAQAAAsRmIHO4hxoAAAAAgBBIqAEAAAAACIGEGgAAAACAEEioAQAAAAAIgYQaAAAAAIAQSKgBAAAAAAiB12aVkdsmLSr0fVSvwzNUEwAAIBGbAQDpxxVqAAAAAABCIKEGAAAAACAEEmoAGWNm6tq1a6arUaHk5eXJzHTXXXdluioAgEqI2Fx6xOaqjXuogfynM12D4uVelpbRmFmRbrVq1VLz5s3VpUsXDRs2TAcffHBapoXdR15enk488cRC3WrWrKkGDRpo//33V4cOHdS3b18dc8wxaZnegAED9Mwzz2jZsmVq3bp1WsYJoAoiNhObKzFic+VCQg1UMXfeeWfB/5s3b9acOXP07LPP6rXXXtOsWbN05JFHZrB2KCv77ruvBgwYIEnatm2bfvrpJ82bN09jxozRmDFjdN5552nChAnaY489MltRAKiCiM1VE7G5ciChBqqYeM2Rbr75Zt17770aO3asJkyYUO51Qtlr3bp13HW/YMECXXLJJXrttde0adMmTZ8+vfwrBwBVHLG5aiI2Vw7cQw1A3bp1kyT95z//KdR9w4YNGjFihLp06aLGjRurRo0aatq0qc455xx99tlnCce3dOlSXX755WrdurWysrKUk5OjDh06aNy4cUnVZ/To0apWrZqOP/54rV27tlB9brjhBrVo0ULZ2dk66KCD9Le//U3ffvutzKzgLG/EgAEDZGb69ttv9eCDD+qII45Q7dq1C90btnPnTo0fP17t27fXHnvsobp166p9+/Z65JFHtHPnzkLjW758edzpRHTt2rVI873o+6oWLFigM888Uw0aNFCdOnXUpUsXffrpp3HH9cMPP+iKK67QXnvtpdq1a+vII4/UM888k9TyK40jjzxS7733npo2baq3335br7/+eqH+r776qs4//3y1bt1atWrVUt26dXX00UfrgQceKLJ8zKygjm3atJGZycwKNS+bO3eurrnmGh166KGqU6eOsrOz9bvf/U5DhgzRunXr0j5/AFBREZuJzcTmioEr1AD0/vvvS5KOPvroQt2XLFmikSNHqnPnzrr00ktVp04drVy5UlOmTNH06dP1xhtv6LTTTis0zFtvvaXzzz9fW7du1WmnnaZ+/fpp69at+uKLL/Tggw9q8ODBCeuxc+dO3XDDDXrwwQfVq1cvPf/888rOzpYkbdmyRSeddJLmzZundu3aqX///tqwYYPuueceffTRR8XO3+DBg/Xpp5/qvPPO09lnn63q1asX9Lv44ov1wgsvqGXLlrryyitlZpo8ebKuv/56zZo1S88//3yplmUi+fn5uvfee9W1a1ddf/31WrlypV5++WWdfPLJWrBggQ488MCCsmvWrFHHjh317bffqlOnTurUqZO+//57XXvtterevXta6hNtzz331DXXXKMRI0bo+eef17nnnlvQb/jw4crKylL37t2155576tdff9X777+vwYMHa+7cuXruuecKyt555516/fXXtXDhQg0ePFgNGjSQpIK/kvTkk09q+vTp6ty5s3r06KEdO3Zo3rx5uv/++zV9+nR9/vnnqlevXtrnEQAqGmIzsZnYXDGQUANVTHTToi1btmju3Ln64IMP1K1bNw0bNqxQ2UMOOUSrV69WTk5Ooe6rV69W+/btdeONNxYK2mvWrNGFF14o55w+/PBDde7cuchwiWzZskX9+/fXpEmTNHDgQI0bN07Vqu1qRDN69GjNmzdP/fv313PPPVdwtvmPf/yj2rdvX+w8L1q0SIsXL1azZs0KdX/xxRf1wgsvKDc3Vx9++GHBPUojRozQSSedpBdeeEFnnnmmLrzwwmLHn4xp06bpf//3f3XeeecVdOvevbsuueQSjRs3Tg8//HBB99tvv13ffvuthg4dqtGjRxd0HzhwoDp16pRyXeLp2rWrRowYoTlz5hTq/s4776hly5aFujnndM011+jxxx/XwIEDdeyxx0ry29by5cu1cOFC3XDDDXEffPKnP/1JjzzySJGrBc8//7wuuugiPfzww7r11lvTO3MAsJsjNu9CbN6F2Fwx0OQbqGLuvvvugs8999yjDz74QG3atFG/fv1Uv379QmVzcnKKBGxJatasmfr06aOlS5dqxYoVBd2feeYZbdy4UTfeeGORgB0ZLp61a9fqlFNO0eTJk3XPPffowQcfLBSwI+OuXr267rvvvkI7/JYtW+qWW24pdp5vu+22uNN+6qmnJEljxowp9MCPunXrasyYMZKkJ554othxJ+ukk04qFLAlqV+/fsrOzi4UKLdv367nn39eDRo00F/+8pdC5XNzc3X55ZenpT6x9tlnH0nSTz/9VKh7bMCWfPOxQYMGSZJmzJhRqum0aNEi7lNt+/fvryZNmpR6fABQGRCbdyE270JsrhhIqIEqxjlX8Nm2bVtBk6bLL79cN954Y5Hyn3zyiS644AK1bNlSWVlZBffe3HfffZKkVatWFZSdPXu2JOmMM85Iuj4//PCDjj/+eM2dO1cTJ06MG4A3btyob775Rr/73e+01157Fel/wgknFDuN4447Lm73efPmKTs7Wx07dow7TJ06dTR//vwk56R48c7UR+57i74/aenSpdq8ebOOOeaYgiZ10crq3aDOOUnSb7/9Vqj7zz//rGHDhumII47QHnvsUbD+Dz/8cEmF138ytm/froceekidOnVSo0aNVL169YJxrlmzptTjA4DKgNi8C7F5F2JzxUCTb6AKq1mzptq2batXX31V++yzj8aNG6dBgwapTZs2kqTJkyerd+/eys7OVrdu3bT//vurbt26qlatmvLy8jRz5kxt3bq1YHzr16+XJDVp0iTpOqxevVobN25UixYtEjaZ2rhxo6TC9/tEa9iwYbHTiD27H7FhwwY1bdq0yBl3SapWrZoaNmxY5GEwYWVlZcXtXq1aNe3YsaNQnSSpUaNGccsn6p6qyHxGHxStX79e7du317Jly3TMMcfokksuUaNGjVSjRg2tX79e48aNK7T+k9GnTx9NnjxZ++23n3r06KFmzZoVLJuxY8eWenwAUNkQm4nNEcTmioGEGoDq1q2rQw45RJ999pnmzJlTELSHDx+u2rVra9GiRQXdIm666SbNnDmzULdIUF2zZk3S027btq2uvPJKDRgwQJ07d9YHH3yg/fbbr1CZSNO2yEFBrETdS1K/fn1t2LBBO3fuLBK4nXNav359oWZ1kTKRM8axtmzZEqoesXWSVOgJqtESdU/Vhx9+KKnww2+eeOIJLVu2TH/729908803Fyr/j3/8I+knw0bk5+dr8uTJOvvsszV58uRCD6CRpAceeCBk7QGg8iE2E5uJzRUDTb4BSNoV+GrVqlXQ7auvvtIRRxxRJGBLu3by0SLNt0r7vsSLLrpIL730kv7zn/+oc+fO+uqrrwr1z8nJ0X777aevv/5aP/zwQ5HhS3qSaCLt2rXTf//734LmcNE+//xzbdq0SUcddVRBt8jZ9nhnxjdv3qzFixeHqke0gw46SHXq1NGcOXPiHgTk5eWlPI1YP/74ox599FFJfl1ERNZDjx49igwTb/1LKgjE8Q5sIuM766yzigTshQsX8moOAIhBbC6M2Exs3h2RUAPQjBkztGTJEtWsWbPQPUvNmjXTP//5T/3444+Fyo8ePVoLFiwoMp5LL71UOTk5GjNmTNxAWtyTRHv37q1XX31Va9asUZcuXYoEwEsuuUQ7duzQ0KFDCwWElStX6m9/+1vS8xot8hCRoUOHavPmzQXdN2/erJtuukmSdMUVVxR0r1evng466CB9/PHH+te//lVoXMOGDdOvv/4aqh7Ratasqf79+2v9+vUaPnx4oX75+fkFD2tJl4ULF6pbt25as2aNTjnllEIPZ4k8LCb2QGHJkiVFHsoS0bhxY0nx799KNL6NGzfq2muvDTsLAFApEZuJzcTmioEm30AVE/1qju3bt+uf//yn3nzzTUnSyJEjC92nM3jwYA0dOlTt2rVT7969Vbt2bX388ceaP3++Tj/99CJnu5s0aaIXXnhBvXv31oknnqjTTz9dRxxxhLZt26Z58+ZpxYoVRYJdtHPOOUdTpkxRz5491bVrV7333ntq27atJOmWW27R66+/rokTJ2rx4sXq3r27NmzYoFdeeUUdOnTQW2+9Ffd+q+JceOGFmjJlil555RUdeuihOvfcc2Vmev3117Vs2TL16dNH/fv3LzTMzTffrCuuuEIdO3ZU3759Vbt2bb3//vv69ddf1bZtWy1cuLBUdYhn5MiRev/993Xvvfdq9uzZBe+6fPnll3Xqqadq6tSppR7n8uXLC9b99u3btWbNGn3xxRf64osvJEnnn3++nnrqqUJP+bzssss0duxYXX/99frggw90wAEHaPny5Xrttdd0xhlnaNKkSUWmc/LJJ2v06NG68sordd5556l27dpq0KCBBg4cqC5duqht27Z68cUXtWrVKnXq1Enr1q3T5MmT1bp1a+29997hFhgAVHDE5l2IzcTmioaEGqhi7r777oL/q1evrqZNm+qMM87QwIED1a1bt0JlhwwZoqysLD300EN65JFHlJOToxNOOEGzZs3S1KlT4zYfO/PMM5Wfn6977rlH77//vmbMmKE6derosMMO0w033FBi/U499VRNmzZNZ599tk488UTNmDFD7du3V+3atfXhhx/qjjvu0KuvvqoxY8aoTZs2uvXWW3X66afrrbfeivsakZK8+OKL6tKli5566qmCplUHH3ywhgwZouuuu65I+csvv1zOOd1///169NFH1bBhQ/Xo0UMjR44s8uqNsJo0aaJPPvlEt99+u9544w3l5+frwAMP1COPPKLWrVuHCtr//ve/C9Z9jRo11LBhQ+2333668cYb1a9fv7hPOm3Tpo3y8vI0bNgwvfnmm3LO6aCDDtKYMWN06qmnxg3ap556qu677z49/vjjuvfee7Vt2zbtu+++GjhwoKpXr653331XN998s958803Nnj1bLVq00CWXXKLhw4frsMMOK/3CAoBKgNhcGLGZ2FyRWKIb+DMlNzfX5efnZ7oakqTbJi0q+H9Ur8MTditp2JLKomwtWbJEBx98cKargTL07LPP6tJLL9X48eN1zTXXZLo6KCfJ/rbN7AvnXG45VKnSIjYj3YjNlR+xuWqqirGZe6gBVBjxHnryww8/aMSIEapRo4bOPvvsDNQKAICqi9iMqo4m37uBZM+sA1Vdz549tXPnTh177LGqV6+eVq5cqSlTpmjDhg0aNWoU9/kASBtiM5AcYjOqOhLqNKAJGVA++vbtq2effVYTJkzQr7/+qpycHB111FEaOHCgevXqlenqAdiNEJuB8kFsRlVHQg2gwhg0aJAGDRqU6WoAAIAAsRlVHQl1OaMJGQAAuxdiMwAgLB5KBgAAAABACCTUAAAAAACEQEKNKmF3e986gNTwmwYqPn7HQOVSVX/TJNSo9KpXr67t27dnuhoA0mj79u2qXr16pqsBICRiM1D5VNXYTEKNSq9evXrauHFjpqsBII02btyoevXqZboaAEIiNgOVT1WNzSTUqPQaNWqkdevWac2aNdq2bVuVbY4CVHTOOW3btk1r1qzRunXr1KhRo0xXCUBIxGagciA289osVAFZWVlq1aqV1q5dq+XLl2vHjh2ZrhKAkKpXr6569eqpVatWysrKynR1AIREbAYqj6oem0moUSVkZWWpefPmat68eaarAgAARGwGUDnQ5BsAAAAAgBBIqAEAAAAACIGEGgAAAACAELiHWtJtkxYV+j6q1+EZqgkAAJCIzQCAiiGlK9RmdpqZfWlmS8xsWIIyXc1srpktNLOPUpkeAAAoHrEZAIDyE/oKtZllSRov6QRJqyV9ZmbvOOfmRZVpJunvkk52zq02syapVhgAAMRHbAYAoHyl0uT7WEmLnXMrJcnMXpZ0pqR5UWX6SnrFObdakpxza1KYXpVCUzcAQAjE5jJEbAYAxEqlyXcLSSujvn8XdIt2kKTmZjbbzBaZ2VUpTA8AABSP2AwAQDkq64eSVZN0hKSTJdWWNNvMPnPOfRldyMyulnS1JLVq1aqMqwQAQJVGbAYAIE1SuUL9naSWUd9bBN2irZQ0wzm3KWhSNlM+iBfinHvMOZfrnMtt2rRpClUCAKBKIzYDAFCOUkmo50g6zMxamFlNSX0kTY8p85akTmZWw8zqSOogaWkK0wQAAIkRmwEAKEehm3w757aY2XWSZsgn5hOdc/lmdm3Qf7xzbp6ZvS3pH5JqSnoy+kmjAAAgfYjNAACUr5TuoXbOTZM0Labb+JjvoyWNTmU6AAAgOcRmAADKTypNvgEAAAAAqLJIqAEAAAAACIGEGgAAAACAEEioAQAAAAAIgYQaAAAAAIAQSKgBAAAAAAiBhBoAAAAAgBBIqAEAAAAACIGEGgAAAACAEEioAQAAAAAIgYQaAAAAAIAQamS6Aiid2yYtKvh/VK/DM1gTAAAgEZsBoCrjCjUAAAAAACGQUAMAAAAAEAIJNQAAAAAAIZBQAwAAAAAQAgk1AAAAAAAhkFADAAAAABACCTUAAAAAACGQUAMAAAAAEAIJNQAAAAAAIZBQAwAAAAAQAgk1AAAAAAAhkFADAAAAABACCTUAAAAAACGQUAMAAAAAEAIJNQAAAAAAIZBQAwAAAAAQAgk1AAAAAAAhkFADAAAAABACCTUAAAAAACGQUAMAAAAAEAIJNQAAAAAAIZBQAwAAAAAQAgk1AAAAAAAhkFADAAAAABACCTUAAAAAACGQUAMAAAAAEAIJNQAAAAAAIZBQAwAAAAAQQo1MVwBl47ZJiwp9H9Xr8AzVBAAASMRmAKiMuEINAAAAAEAIJNQAAAAAAIRAQg0AAAAAQAjcQ10JRN+Txf1YAABkHrEZAKoGrlADAAAAABACCTUAAAAAACGQUAMAAAAAEAIJNQAAAAAAIaSUUJvZaWb2pZktMbNhcfp3NbMNZrYg+NyRyvQAAEDxiM0AAJSf0E/5NrMsSeMlnSBptaTPzOwd59y8mKIfO+fOSqGOAAAgCcRmAADKVypXqI+VtNg5t9I5t13Sy5LOTE+1AABACMRmAADKUSoJdQtJK6O+fxd0i9UhaHr2gZkdmcL0AABA8YjNAACUo9BNvpP0haSWzrnNZnaqpNfNbD/n3M7oQmZ2taSrJalVq1ZlXCUAAKo0YjMAAGmSyhXq7yS1jPreIuhWwDn3i3Nuc/D/DEnbJDWLHZFz7jHnXK5zLrdp06YpVAkAgCqN2AwAQDlKJaGeI+kwM2thZjUl9ZE0PbqAmTWN+v9oSXtI+jGFaQIAgMSIzQAAlKPQTb6dc1vM7DpJM+QT84nOuXwzuzboP15Sv6DJmOTPgF/onPst1UoDAICiiM0AAJSvlO6hds5NkzQtptv4qP8fkPRAKtMAAADJIzYDAFB+UmnyDQAAAABAlUVCDQAAAABACCTUAAAAAACEQEINAAAAAEAIJNQAAAAAAIRAQg0AAAAAQAgk1AAAAAAAhEBCDQAAAABACCTUAAAAAACEUCPTFahS8p9W+59XRX3Pl3Ivy1x9AACo6mJjsw7PWFUAABUPV6gBAAAAAAiBhBoAAAAAgBBIqAEAAAAACIGEGgAAAACAEEioAQAAAAAIgYQaAAAAAIAQSKgBAAAAAAiBhBoAAAAAgBBIqAEAAAAACKFGpiuA8nXbpEUF/4/qdXgGawIAAKLjskRsBoCKhivUAAAAAACEQEINAAAAAEAIJNQAAAAAAIRAQg0AAAAAQAg8lKyU2v88ZdeX/Hwp97LMVQYAABCbAQAZwxVqAAAAAABCIKEGAAAAACAEEmoAAAAAAEIgoQYAAAAAIAQSagAAAAAAQiChBgAAAAAgBBJqAAAAAABCIKEGAAAAACAEEmoAAAAAAEKokekKQGr/85RdX/LzpdzLMlcZAABAbAYAJIUr1AAAAAAAhEBCDQAAAABACCTUAAAAAACEQEINAAAAAEAIJNQAAAAAAITAU77LSKGng0qSDs9IPQAAgEdsBgCkG1eoAQAAAAAIgYQaAAAAAIAQSKgBAAAAAAiBhBoAAAAAgBBIqAEAAAAACIGEGgAAAACAEEioAQAAAAAIgfdQpwHvtQQAYPdCbAYAlAeuUAMAAAAAEEJKCbWZnWZmX5rZEjMbVky59mb2m5n1TmV6AACgeMRmAADKT+iE2syyJI2XdLqkIyT1NrOj4pSrLukeSe+EnRYAACgZsRkAgPKVyj3Ux0pa7JxbKUlm9rKkMyXNiyn3B0mvSWqfwrSqHO79AgCEQGwuQ8RmAECsVJp8t5C0Mur7d0G3Ama2j6Sekh5JYToAACA5xGYAAMpRWT/le6ykW51zO80sYSEzu1rS1ZLUqlWrMq5SkvKfVvufV0V14Cw0AKBSIDYDAJAmqSTU30lqGfW9RdAtWq6kl4KA3UTSGWb2m3Pu9ehCzrnHJD0mSbm5uS6FOiFNbpu0qOD/Ub04YAGACoLYXIkRmwFg95NKQj1H0mFm1kLSD5L6SLo2uoBzrk3kfzObIOnN2IANAADShtgMAEA5Cp1QO+e2mNl1kmbI34s90TmXb2bXBv3Hp6mOAAAgCcRmAADKV0r3UDvnpkmaFtMtbrB2zg1IZVpIA+49A4BKj9hcsfDkcACo2FJ5yjcAAAAAAFUWCTUAAAAAACGU9WuzkE402QYAYPdCbAaAKo0r1AAAAAAAhEBCDQAAAABACDT5hm6btKjg/1G9aKoGAECmEZsBoGKocgk1AQoAgN0LsRkAUFFVuYS6Mir0Dsv8fCn3ssxVBgAAEJsBoIrgHmoAAAAAAEIgoQYAAAAAIAQSagAAAAAAQuAeaiQt+qExEg+OAQAg04jNAJBZXKEGAAAAACAEEmoAAAAAAEIgoQYAAAAAIAQSagAAAAAAQiChBgAAAAAgBBJqAAAAAABCIKEGAAAAACAEEmoAAAAAAEIgoQYAAAAAIAQSagAAAAAAQiChBgAAAAAgBBJqAAAAAABCqJHpCqBstP95SkyXwzNSDwAA4BGbAaDy4Qo1AAAAAAAhkFADAAAAABACCTUAAAAAACGQUAMAAAAAEAIJNQAAAAAAIZBQAwAAAAAQAgk1AAAAAAAhkFADAAAAABACCTUAAAAAACGQUAMAAAAAEAIJNQAAAAAAIdTIdAWQYflPq/3Pq6K+50u5l2WuPgAAVHWxsVmHZ6wqAIDicYUaAAAAAIAQSKgBAAAAAAiBhBoAAAAAgBC4hxopu23SooL/R/XiPi8AADKN2AwA5YMr1AAAAAAAhMAVakntf54S04UzuQAAZBKxGQBQEXCFGgAAAACAEEioAQAAAAAIgYQaAAAAAIAQSKgBAAAAAAiBhBoAAAAAgBBIqAEAAAAACCGl12aZ2WmS7pVUXdIzzrm/xvTvIQOPknwAABCqSURBVGmEJCefvN/snJueyjSRObzCBAB2f8TmqoXYDACZFTqhNrMsSeMlnSBptaTPzOwd59y8qGLvS5rqnHNmdoSkNyW1SqXCKB+FAnR+vpR7WeYqAwBICrG5ciM2A8DuJ5Um38dKWuycW+mc2y7pZUlnRhdwzv3qnHPB17rywR0AAJQNYjMAAOUolYS6haSVUd+/C7oVYmY9zWyppLclDUphegAAoHjEZgAAylGZP5TMOTfZOXeQpLMlPWtmRaZpZlebWb6Z5f/0009lXSUAAKo0YjMAAOmRykPJvpPUMup7i6BbXM65j8yshqS9JH0f0+8xSY9JUm5uroszOHZX+U+r/c+rojrwMBQAyCBiM4jNAFCOUrlCPUfSYWbWwsxqSuojqdBTQs2sTdT/R0nKkvRjCtMEAACJEZsBAChHoa9QO+e2mNl1kmbIJ+YTnXP5ZnZt0H+8pL5m1j8YZIukvs65HalWGgAAFEVsBgCgfKX0Hmrn3DRJ02K6jY/6f5SkUalMAwAAJI/YDABA+Snzh5IBAAAAAFAZkVADAAAAABACCTUAAAAAACGQUAMAAAAAEAIJNQAAAAAAIZBQAwAAAAAQAgk1AAAAAAAhpPQeaiCR2yYtKvh/VK/DM1gTAAAgEZsBoCxwhRoAAAAAgBBIqAEAAAAACIEm3ygT7X+esutLfr6Ue1nmKgMAAIjNAFAGuEINAADw/9u7u1BJ77sO4N8faYjvN3ZR3JO0d5UaalZPiKWNtmohNaKyCPEtF6EhL/jWC6n1pnjhRS8q1BtZYmtaCNSAXakvCYkoUgup8ZiNtWkw3hR2F5bUFqsIidH+vDjTnJmTs9ndZ86Z55kznw+EzDMze+bHn2W/5/f8XwYABtBQAwAAwAAaagAAABhAQw0AAAADaKgBAABgAKd8szo7Dy9eO10UAMYlmwGWYoYaAAAABjBDzcqcPXdx4fr09kiFAABJZDPAssxQAwAAwABmqBmXvVsAMC2yGeCqmaEGAACAAcxQMz3774wn7o4DwJhkM8CBNNSMbv5AFIehAMD4ZDPA1bHkGwAAAAbQUAMAAMAAGmoAAAAYwB5qJmlh79apkyNWAgAkshngIBpq1sbZP/q9Vx+fPnXS6aIAMDLZDGw6S74BAABgAA01AAAADGDJN+tt5+HFa0vNAGBcshnYIGaoAQAAYAANNQAAAAygoQYAAIABNNQAAAAwgIYaAAAABtBQAwAAwAAaagAAABhAQw0AAAADaKgBAABgAA01AAAADKChBgAAgAE01AAAADCAhhoAAAAG0FADAADAAG8YuwBYmZ2HF6+37xmnDgBgl2wG1pwZagAAABjADDXHj7vdADAtshk4psxQAwAAwABLzVBX1R1JPpLkuiSf7O4P73v97iQfSFJJXk5yf3fvLPOZcKjcMQeOGdnM2pPNwBoZ3FBX1Q1JziS5PcmlJE9V1ZPd/czc215I8s7u/npVvTfJx5LcskzBAMDBZDMArNYyS75vS/Jcd5/v7leSPJrkzvk3dPc/dPfXZ5efS3Jyic8DAF6fbAaAFVqmod5Kcn7u+sLsucu5P8mfL/F5AMDrk80AsEIrOeW7qt6V5H1J3nmZ1+9Lcl+S3HTTTasoCQA2mmwGgOUtM0N9IcmNc9dbs+cWVNXbknw8yc9291cP+kHd/VB3b3f39okTJ5YoCQA2mmwGgBVapqF+OsnNVbVVVdcnuSvJ4/NvqKqbkpxNcnd3v7DEZwEAVyabAWCFBi/57u6XqurBJE9ktzF/pLt3quqB2etnknwoyXcn+cOqSpL/7e7t5csGAPaTzQCwWkvtoe7ux5I8tu+5M3OP701y7zKfAQBcPdkMAKuzkkPJYKPsPLx4vX3POHUAALtkM3BEltlDDQAAABtLQw0AAAADWPINV2P/UrHEcjEAGJNsBiZAQ82xdPbcxVcfn3Z2LQCMTjYDx5El3wAAADCAhhoAAAAG2Lgl37d+9TN7Fzs79toAwMhkMwDrauMaariidfquynWqFQCGWpe8c1AabBxLvgEAAGAADTUAAAAMoKEGAACAATTUAAAAMIBDyWBMBx2ysi4HrwDAcSSbgWtghhoAAAAG0FADAADAABpqAAAAGEBDDQAAAANoqAEAAGAAp3yz1s6eu7hwfXp7xQU49RMAFshmYJNoqGEVhDsATItsBg6BhpqNMX/H/PSpkyNWAgAkshlYf/ZQAwAAwAAaagAAABhAQw0AAAADaKgBAABgAA01AAAADOCUb9gEvhoEAKZFNsOxYIYaAAAABtBQAwAAwAAaagAAABhAQw0AAAADOJQM1sFRHFziMBQAGE42A9FQA6vgFwQAmBbZDIdCQw3HjYAEgGmRzXBs2UMNAAAAA5ihZqOdPXdx4fr09kiFTJ076wCsiGy+SrIZJkFDDVdpPuBPnzp5Vc8lfhEAgKMim4GxWfINAAAAA2ioAQAAYAANNQAAAAxgDzUwfQ5eAYBpkc2QREMNB1o40MTBJQAwOtkMTJGGGlbELwIAMC2yGViWhhpYtC5LuNalTgBY1rpk3rrUCYdIQw1MhyAGgGmRzfC6nPINAAAAA5ihBg6XO9kAMB37czmRzXCIzFADAADAAGaogePjcrPjZs0BYByymWNuqRnqqrqjqr5YVc9X1QcPeP37q+qpqnq5qn5rmc8CAK5MNgPA6gyeoa6qG5KcSXJ7kktJnqqqJ7v7mbm3fS3JbyT5uaWqBKbHnWWYHNkMG042w8otM0N9W5Lnuvt8d7+S5NEkd86/obtf7O5/TPLKEp8DAFwd2QwAK7RMQ72V5Pzc9YXZc9esqu6rqp2q2vnKV76yREkAsNFkMwCs0CRO+e7uh7p7u7u3T5w4MXY5ALDxZDMAXNkyDfWFJDfOXW/NngMAxiGbAWCFlmmon05yc1VtVdX1Se5K8vjhlAUADCCbAWCFBp/y3d0vVdWDSZ7IbmP+SHfvVNUDs9fPVNX3JtlJ8l1JvlFV70/y1u7+z0OoHQCYI5sBYLUGN9RJ0t2PJXls33Nn5h5fysDDUIBjbuyv9jjo88euCQ6BbAYGGzsHZTNraBKHkgEAAMC6WWqGGhjX2XMXX318+tTJESvZQO6YA3AA2Twi2cwINNQwIqELANMim4FroaEGeD1Hdbf7KH6uvWcAbALZzIRoqGFNLNwx3766913pvQDAcEOy2aw3HC8aaoDDsqo72wDA1ZHNHDGnfAMAAMAAGmoAAAAYQEMNAAAAA9hDDbBu7N0CgGmRzRvLDDUAAAAMYIYa4Ci5Yw0A0yKbOUQaaoCpEPAAMC2ymSvQUMPEnD13ceH69PZIhQAASWQzcHn2UAMAAMAAGmoAAAAYwJJvgE1jPxgATItsXlsaathg83vC7AcDgPHJZlgvlnwDAADAABpqAAAAGEBDDQAAAAPYQw3A5TkkBQCmRTZPioYaNsD8ASeJQ04AYGyyGY4HDTUwmJNIAWBaZDOsloYaOHLuwq8JS8gANoZsXhOyefI01MCChTvbp06+5rnkaEPXnXUAWCSbYbqc8g0AAAADmKEGDtVBd9EBgPHIZjg6ZqgBAABgAA01AAAADGDJNzB5lqoBwLTIZthlhhoAAAAG0FADAADAABpqAAAAGMAeamAU83uvkuT09mo+yz4vADiYbIZrZ4YaAAAABtBQAwAAwACWfAMMsNFL1XYeXrzevmecOgBgjmyeI5tXRkMNrKVl93ldy59fCOgj3E8GAOtMNrOJLPkGAACAATTUAAAAMICGGgAAAAawhxo4VpbZU7XK798EgE0hmznONNQAR2xdfpHY6NNRAdgospnDoqEGOCTuogPAtMhmjpqGGmAi1jr0ff8lAMeQbOZKHEoGAAAAA5ihBthAy+wdAwAOn2xeTxpqgBE4ZAQApkU2M8RSDXVV3ZHkI0muS/LJ7v7wvtcryR8k+ckkLyd5X3c/s8xnAjDNu9hTrGkTyWaAcUwxB6dY03EzuKGuqhuSnElye5JLSZ6qqif3hfLpJG9K8gNJTiV5OMkPDi8XgGux1oepcM1kM8D0yebjZZlDyW5L8lx3n+/uV5I8muTOfe+5M8kjveuZJG+oqhuX+EwA4PJkMwCs0DJLvreSnJ+7vpDkXVfxnv3PAXAIjmLv10F30a/pzvpBX9nhazyOkmwGmBDZfPxVdw/7g1W/lORHu/uB2fUvJnlXd98/954nk3youz8/u34iye9291P7ftZ9Se6bXb4lyb8OKurK3pjk34/oZ68j47HHWCwyHouMx551HIs3dfeJsYtYBdl8LBiPPcZikfFYZDz2rONYHJtsXmaG+kKS+SViW7PnDnrP51/nPenuh5I8tEQtV6WqdrrbLoUZ47HHWCwyHouMxx5jMXmyec0Zjz3GYpHxWGQ89hiLcS2zh/rpJDdX1VZVXZ/kriSP73vPY0l+OUmq6oeSfKO7LSkDgKMhmwFghQbPUHf3S1X1YJInstuYP9LdO1X1wOz1M0k+neTdVfWlJP+TxGJ8ADgishkAVmup76Hu7seye6d7/rkzc487ya8u8xmH7MiXrq0Z47HHWCwyHouMxx5jMXGyee0Zjz3GYpHxWGQ89hiLEQ0+lAwAAAA22TJ7qAEAAGBjbUxDXVV3VNUXq+r5qvrg2PWMqar+uKperKovjl3L2Krqxqr67OzvxgtV9dtj1zSmqvqWqtqpqmer6t+q6qNVVWPXNaaquq6qzlXVX45dy9iq6stV9S+zvx87Y9fD+pPNe2TzHtm8SDa/lmzeI5vHtxENdVXdkORMkvcmeVuSn5+dbLqpPpHkjrGLmIhXkvxad9+c5IeT3FtVt4xc05heTvJj3X1LkrcmeXuSd49b0uh+M8nzYxcxIe/u7lt8PQfLks2v8YnI5m+SzYtk82vJ5kWyeUQb0VAnuS3Jc919vrtfSfJokjtHrmk03f3ZJF8bu44p6O5L3f2F2eP/SvKFJCfHrWo8veu/Z5fXJ7kuyYsjljSqqtrK7r8VHxu7FjiGZPMc2bxHNi+SzYtkM1OzKQ31VpL579i8MHsOXlVVb05ya5LPjVvJuGbLqJ7Nblj/XXdv8vLDjyb5QJJvjF3IRHSSv54tLfv1sYth7clmrkg275LNC2TzItk8sk1pqOF1VdV3JPnTJO/v7q+PXc+Yuvv/ZsvKtpLcXlUbuaysqn46yYvd/U9j1zIhb+/uU0l+Isk9VfWesQsCji/ZvEc275LNB5LNI9uUhvpCkhvnrrdmz0Gq6vokn07yqe4+O3Y9U9Hd/5Hkr5L8yNi1jOQdSX6mqr6c5E+S/HhVPTJuSePq7kuz/7+Y3V9ybx23ItacbOayZPPBZLNs3k82j29TGuqnk9xcVVuzf6DvSvL4yDUxAbNTMj+e5Pnu/v2x6xlbVb2xqr5z9vhbk7wnyUYuK+vu3+nure5+c5JfSPK33f0rI5c1mqr69qr6tm8+zu7hSV8atyrWnGzmQLJ5kWzeI5sXyeZp2IiGurtfSvJgkieye7DFn3X3xh4rX1WfSvJUkrdU1YWqet/YNY3oHUnuzu4dzmdn//3U2EWN6PuS/H1V/XOSZ5P8TXf/xcg1MQ3fk+Tzc383PpvkM+OWxDqTzYtk8wLZvEg2czmyeQKqu8euAQAAANbORsxQAwAAwGHTUAMAAMAAGmoAAAAYQEMNAAAAA2ioAQAAYAANNQAAAAygoQYAAIABNNQAAAAwwP8DJq2QJA06JlIAAAAASUVORK5CYII=\n",
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\n",
       "text/plain": [
        "<Figure size 1152x576 with 2 Axes>"
       ]
@@ -755,8 +781,10 @@
     "\n",
     "#Plot\n",
     "plot_sb_comparison(nbins=70,particle=\"Dplus\", variable=\"END VTX CHI2\", \n",
-    "                   MC_sig=MC_Ds_endvtx_chi2ratio, data_bkg=data_Ds_endvtx_chi2ratio, \n",
-    "                   width_MC=0.05, width_data=0.06)"
+    "                   MC_sig=MC_Dplus_endvtx_chi2ratio, data_bkg=data_Ds_endvtx_chi2ratio, \n",
+    "                   width_MC=0.05, width_data=0.06)\n",
+    "\n",
+    "plt.savefig('/home/hep/davide/Rphipi/endvtx_chi2.png', format='png', dpi=100)"
    ]
   },
   {
@@ -766,7 +794,7 @@
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 1152x576 with 2 Axes>"
       ]
@@ -795,7 +823,9 @@
     "#Plot\n",
     "plot_sb_comparison(nbins=70,particle=\"Dplus\", variable=\"Ds IP own pv\", \n",
     "                   MC_sig=MC_Dplus_IP_ownpv, data_bkg=data_Ds_IP_ownpv, \n",
-    "                   width_MC=0.001, width_data=0.002)"
+    "                   width_MC=0.001, width_data=0.002)\n",
+    "\n",
+    "plt.savefig('/home/hep/davide/Rphipi/ip_ownpv.png', format='png', dpi=100)"
    ]
   },
   {
@@ -805,7 +835,7 @@
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 1152x576 with 2 Axes>"
       ]
@@ -819,45 +849,6 @@
    "source": [
     "#Retrieve data from needed branch\n",
     "plt.subplot(1,2,1)\n",
-    "MC_Ds_FD_ownpv=MC_Ds_tuple_dict[\"Ds_FD_OWNPV\"]\n",
-    "data_Ds_FD_ownpv=data_tuple_bkg[\"Ds_FD_OWNPV\"]\n",
-    "\n",
-    "#Plot\n",
-    "plot_sb_comparison(nbins=70,particle=\"Ds\", variable=\"Ds FD own pv\", \n",
-    "                   MC_sig=MC_Ds_FD_ownpv, data_bkg=data_Ds_FD_ownpv, \n",
-    "                   width_MC=0.8, width_data=0.8)\n",
-    "plt.subplot(1,2,2)\n",
-    "#Retrieve data from needed branch\n",
-    "MC_Dplus_FD_ownpv=MC_Dplus_tuple_dict[\"Dplus_FD_OWNPV\"]\n",
-    "data_Ds_FD_ownpv=data_tuple_bkg[\"Ds_FD_OWNPV\"]\n",
-    "\n",
-    "#Plot\n",
-    "plot_sb_comparison(nbins=70,particle=\"Dplus\", variable=\"Dplus FD own pv\", \n",
-    "                   MC_sig=MC_Dplus_FD_ownpv, data_bkg=data_Ds_FD_ownpv, \n",
-    "                   width_MC=1, width_data=1)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 21,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 1152x576 with 2 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "#Retrieve data from needed branch\n",
-    "plt.subplot(2,1,1)\n",
     "#Retrieve data from needed branch\n",
     "MC_Ds_endvtx_chi2ratio=MC_Ds_tuple_dict[\"phi_ENDVERTEX_CHI2\"]/MC_Ds_tuple_dict[\"phi_ENDVERTEX_NDOF\"]\n",
     "data_Ds_endvtx_chi2ratio=data_tuple_bkg[\"phi_ENDVERTEX_CHI2\"]/data_tuple_bkg[\"phi_ENDVERTEX_NDOF\"]\n",
@@ -866,7 +857,7 @@
     "plot_sb_comparison(nbins=70,particle=\"phi\", variable=\"END VTX CHI2\", \n",
     "                   MC_sig=MC_Ds_endvtx_chi2ratio, data_bkg=data_Ds_endvtx_chi2ratio, \n",
     "                   width_MC=0.07, width_data=0.08)\n",
-    "plt.subplot(2,1,2)\n",
+    "plt.subplot(1,2,2)\n",
     "#Retrieve data from needed branch\n",
     "MC_Dplus_endvtx_chi2ratio=MC_Dplus_tuple_dict[\"phi_ENDVERTEX_CHI2\"]/MC_Dplus_tuple_dict[\"phi_ENDVERTEX_NDOF\"]\n",
     "data_Ds_endvtx_chi2ratio=data_tuple_bkg[\"phi_ENDVERTEX_CHI2\"]/data_tuple_bkg[\"phi_ENDVERTEX_NDOF\"]\n",
@@ -879,12 +870,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 22,
+   "execution_count": 21,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 1152x576 with 2 Axes>"
       ]
@@ -904,21 +895,21 @@
     "#Plot\n",
     "plot_sb_comparison(nbins=70, particle=\"Ds\", variable=\"Own PV CHI2\", \n",
     "                   MC_sig=MC_Ds_ownpv_chi2ratio, data_bkg=data_Ds_ownpv_chi2ratio,\n",
-    "                   width_MC=0.005, width_data=0.005)\n",
+    "                   width_MC=0.008, width_data=0.008)\n",
     "plt.subplot(1,2,2)\n",
     "#Retrieve data from needed branch\n",
-    "MC_Ds_ownpv_chi2ratio=MC_Dplus_tuple_dict[\"Dplus_OWNPV_CHI2\"]/MC_Dplus_tuple_dict[\"Dplus_OWNPV_NDOF\"]\n",
+    "MC_Dplus_ownpv_chi2ratio=MC_Dplus_tuple_dict[\"Dplus_OWNPV_CHI2\"]/MC_Dplus_tuple_dict[\"Dplus_OWNPV_NDOF\"]\n",
     "data_Ds_ownpv_chi2ratio=data_tuple_bkg[\"Ds_OWNPV_CHI2\"]/data_tuple_bkg[\"Ds_OWNPV_NDOF\"]\n",
     "\n",
     "#Plot\n",
     "plot_sb_comparison(nbins=70, particle=\"Dplus\", variable=\"Own PV CHI2\", \n",
-    "                   MC_sig=MC_Ds_ownpv_chi2ratio, data_bkg=data_Ds_ownpv_chi2ratio,\n",
+    "                   MC_sig=MC_Dplus_ownpv_chi2ratio, data_bkg=data_Ds_ownpv_chi2ratio,\n",
     "                   width_MC=0.01, width_data=0.01)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 23,
+   "execution_count": 22,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -944,12 +935,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 24,
+   "execution_count": 23,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 1152x576 with 2 Axes>"
       ]
@@ -968,28 +959,28 @@
     "data_Ds_pT=data_tuple_bkg[\"Ds_PT\"]/1000\n",
     "\n",
     "#Plot\n",
-    "plot_sb_comparison(nbins=70, particle=\"Ds\", variable=\"PT\", \n",
+    "plot_sb_comparison(nbins=70, particle=\"Dplus\", variable=\"PT\", \n",
     "                   MC_sig=MC_Ds_pT, data_bkg=data_Ds_pT,\n",
-    "                   width_MC=.4, width_data=.4)\n",
+    "                   width_MC=.3, width_data=.3)\n",
     "plt.subplot(1,2,2)\n",
     "\n",
     "MC_Dplus_pT=MC_Dplus_tuple_sig[\"Dplus_PT\"]/1000\n",
     "data_Ds_pT=data_tuple_bkg[\"Ds_PT\"]/1000\n",
     "\n",
     "#Plot\n",
-    "plot_sb_comparison(nbins=70, particle=\"Dplus\", variable=\"PT\", \n",
+    "plot_sb_comparison(nbins=70, particle=\"Ds\", variable=\"PT\", \n",
     "                   MC_sig=MC_Dplus_pT, data_bkg=data_Ds_pT,\n",
-    "                   width_MC=.4, width_data=.4)"
+    "                   width_MC=.3, width_data=.3)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 25,
+   "execution_count": 24,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 1152x576 with 2 Axes>"
       ]
@@ -1006,27 +997,28 @@
     "data_Ds_DIRA_ownpv=data_tuple_bkg[\"Ds_DIRA_OWNPV\"]\n",
     "\n",
     "#Plot\n",
-    "plot_sb_comparison(nbins=70, particle=\"Ds\", variable=\"DIRA Own PV\", \n",
+    "plot_sb_comparison(nbins=70, particle=\"Dplus\", variable=\"DIRA Own PV\", \n",
     "                   MC_sig=MC_Ds_DIRA_ownpv, data_bkg=data_Ds_DIRA_ownpv,\n",
     "                   width_MC=0.000001, width_data=0.000001)\n",
     "plt.subplot(1,2,2)\n",
-    "MC_Ds_DIRA_ownpv=MC_Dplus_tuple_sig[\"Dplus_DIRA_OWNPV\"]\n",
+    "MC_Dplus_DIRA_ownpv=MC_Dplus_tuple_sig[\"Dplus_DIRA_OWNPV\"]\n",
     "data_Ds_DIRA_ownpv=data_tuple_bkg[\"Ds_DIRA_OWNPV\"]\n",
     "\n",
     "#Plot\n",
     "plot_sb_comparison(nbins=70, particle=\"Dplus\", variable=\"DIRA Own PV\", \n",
-    "                   MC_sig=MC_Ds_DIRA_ownpv, data_bkg=data_Ds_DIRA_ownpv,\n",
-    "                   width_MC=0.000001, width_data=0.000001)\n"
+    "                   MC_sig=MC_Dplus_DIRA_ownpv, data_bkg=data_Ds_DIRA_ownpv,\n",
+    "                   width_MC=0.000001, width_data=0.000001)\n",
+    "plt.savefig('/home/hep/davide/Rphipi/dira_ownpv.png', format='png', dpi=100)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 26,
+   "execution_count": 25,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 1152x576 with 2 Axes>"
       ]
@@ -1053,12 +1045,13 @@
     "#Plot\n",
     "plot_sb_comparison(nbins=70, particle=\"Dplus\",variable=\"probNN mu\", \n",
     "                   MC_sig=MC_probNNmu, data_bkg=data_probNNmu,\n",
-    "                   width_MC=0.01, width_data=0.01)"
+    "                   width_MC=0.01, width_data=0.01)\n",
+    "plt.savefig('/home/hep/davide/Rphipi/probnn_mu.png', format='png', dpi=100)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 27,
+   "execution_count": 26,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1088,7 +1081,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 28,
+   "execution_count": 27,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1111,7 +1104,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 29,
+   "execution_count": 28,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1130,16 +1123,16 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 30,
+   "execution_count": 29,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "13821"
+       "14066"
       ]
      },
-     "execution_count": 30,
+     "execution_count": 29,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1150,16 +1143,16 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 31,
+   "execution_count": 30,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "9639"
+       "1974"
       ]
      },
-     "execution_count": 31,
+     "execution_count": 30,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1170,16 +1163,16 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 32,
+   "execution_count": 31,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "5881"
+       "1466"
       ]
      },
-     "execution_count": 32,
+     "execution_count": 31,
      "metadata": {},
      "output_type": "execute_result"
     }