diff --git "a/.\\Report\\CM_dt.png" "b/.\\Report\\CM_dt.png"
new file mode 100644
index 00000000..865a200e
Binary files /dev/null and "b/.\\Report\\CM_dt.png" differ
diff --git "a/.\\Report\\CM_rf.png" "b/.\\Report\\CM_rf.png"
new file mode 100644
index 00000000..f67ec1cc
Binary files /dev/null and "b/.\\Report\\CM_rf.png" differ
diff --git "a/.\\Report\\CM_xgb.png" "b/.\\Report\\CM_xgb.png"
new file mode 100644
index 00000000..52db6612
Binary files /dev/null and "b/.\\Report\\CM_xgb.png" differ
diff --git a/Decision_tree.ipynb b/Decision_tree.ipynb
index 74e629f6..86d2a53e 100644
--- a/Decision_tree.ipynb
+++ b/Decision_tree.ipynb
@@ -500,7 +500,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": 12,
    "id": "a470fd20",
    "metadata": {},
    "outputs": [
@@ -522,7 +522,7 @@
     },
     {
      "data": {
-      "image/png": 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",
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",
       "text/plain": [
        "<Figure size 640x480 with 2 Axes>"
       ]
@@ -543,7 +543,23 @@
       "    accuracy                           0.86      6033\n",
       "   macro avg       0.83      0.79      0.80      6033\n",
       "weighted avg       0.86      0.86      0.86      6033\n",
-      "\n",
+      "\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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effVVzJ07F2+99Za4gkVXH3zwARYuXIhp06bhrbfeEu++eefOHfzwww/o1KmTWPfq1at6x+3m5obz589DEASN9+PJn+/jP/du3bpp7EtJSTHo51dfbm5u+PPPP1FSUqLRm1E6jPSsGBs2bAjg0RBLeZ/9J9nb22Po0KEYOnQocnJy0KlTJ4SHh4tJBleTkDFxuOQ/YPLkybC2tsaIESOQkZFRZn9qaioWL14M4NFfpwCwaNEijToLFiwA8Ghs21AaNWqE7Oxsje7bW7dulVnBcvfu3TLHlt6U6mlLGJ2dndGqVStER0drJDLnz5/HwYMHxes0hq5du2L27NlYtmyZ1rs8mpqalvnL+Pvvvy+z1LI0GSovIdPVlClTkJaWhujoaCxYsAANGjRAUFDQU9/HZzEzM8OECROQnJyMn376CcD/7wV4/NoKCgqwYsUKvePu1asXbt68ie3bt4tlDx48KHMDubZt28LR0RGrVq3SuKZ9+/YhOTnZoJ9fffXq1Qvp6enYunWrWFZUVISlS5fCxsYGnTt31nq8o6MjunTpgtWrV+PWrVtl9pfelwZ4tPLocTY2NvDw8NB4bwz5+SJ6Ensy/gMaNWqEzZs345133oGXl5fGHT9PnjwpLp8DgJYtWyIoKAjffPON2O3966+/Ijo6Gn379kXXrl0NFtfAgQMxZcoUvPXWW/joo4/w4MEDrFy5Ek2aNNGY+BgREYHjx48jICAAbm5uyMzMxIoVK1CvXj289tprT21/3rx58Pf3h0qlwvDhw8UlrAqFwqh3NzQxMcG0adOeWa93796IiIjA0KFD8eqrr+LcuXPYtGmT+JdqqUaNGsHOzg6rVq2Cra0trK2t0a5duwotpXxcXFwcVqxYgZkzZ4pLatevX48uXbpg+vTp5d6boiKCg4MxY8YMfPXVV+jbty9effVV1KpVC0FBQfjoo48gkUiwcePGSg01jBw5EsuWLcOQIUOQkJAAZ2dnbNy4EVZWVhr1zM3N8dVXX2Ho0KHo3Lkz3n33XXEJa4MGDRAWFqZ3DIYyatQorF69GsHBwUhISECDBg2wfft2nDhxAosWLarQJO3ly5fjtddeg4+PD0aOHImGDRsiIyMD8fHxuHHjhnivFW9vb3Tp0gVt2rSBvb09zpw5g+3bt2vcebdNmzYAgI8++gh+fn4wNTXV2gNHpJMqW9dCz91ff/0ljBw5UmjQoIEglUoFW1tboUOHDsLSpUs1lsIVFhYKs2bNEtzd3QVzc3PB1dVVmDp1qkYdQXi0hLW85XFPLp182hJWQRCEgwcPCs2bNxekUqng6ekpfPfdd2WWsB4+fFjo06eP4OLiIkilUsHFxUV49913hb/++qvMOZ5c5nno0CGhQ4cOgqWlpSCXy4U33nhDuHDhgkad0vM9uUR2/fr1AgDh6tWrT31PBUFzCevTPG0J64QJEwRnZ2fB0tJS6NChgxAfH1/u0tOffvpJ8Pb2FszMzDSus3PnzkKzZs3KPefj7ajVasHNzU1o3bq1UFhYqFEvLCxMMDExEeLj47VeAwAhJCSk3H3h4eEaS0lPnDghtG/fXrC0tBRcXFyEyZMni8tnS+toi7+85c1///238OabbwpWVlZC7dq1hY8//ljYv39/mTYFQRC2bt0qvPTSS4JMJhPs7e2FwYMHCzdu3ChzjvJ+bk+L6Wmf9ydpe59KZWRkCEOHDhVq164tSKVSwcfHp8xnV9v/N4IgCKmpqcKQIUMEpVIpmJubC3Xr1hV69+4tbN++Xazz+eefC6+88opgZ2cnWFpaCk2bNhXmzJkjFBQUiHWKioqEsWPHCnXq1BEkEgmXs5JBSQShCmYyERERUY3HORlERERkFEwyiIiIyCiYZBAREZFRMMkgIiIio2CSQUREREbBJIOIiIiMgjfjKkdJSQlu3rwJW1tb3nKXiOgFJAgC7t+/DxcXlzIPozOUvLw8FBQUGKQtqVSq8eTgmoJJRjlu3rwJV1fXqg6DiIgq6fr166hXr57B283Ly4OlrQNQ9MAg7SmVSly9erXGJRpMMspReltfqXcQJKYVf4Q20Ysk7ej8qg6ByGjuq9XwcHet0G3a9VFQUAAUPYDMOwio7PdEcQHSL0SjoKCAScZ/QekQicRUyiSDaiy5XF7VIRAZndGHvM0sKv09IUhq7vRIJhlERET6kgCobCJTg6f+MckgIiLSl8Tk0VbZNmqomntlREREVKXYk0FERKQvicQAwyU1d7yESQYREZG+OFyiVc29MiIiIqpS7MkgIiLSF4dLtGKSQUREpDcDDJfU4EGFmntlREREVKXYk0FERKQvDpdoxSSDiIhIX1xdolXNvTIiIiKqUuzJICIi0heHS7RikkFERKQvDpdoxSSDiIhIX+zJ0Krmpk9ERERUpZhkEBER6at0uKSym56+/PJLSCQSjBs3TizLy8tDSEgIHBwcYGNjg8DAQGRkZGgcl5aWhoCAAFhZWcHR0RGTJk1CUVGRRp2jR4+idevWkMlk8PDwQFRUlM7xMckgIiLSl0RigCRDv+GS3377DatXr0aLFi00ysPCwrB79258//33OHbsGG7evIl+/fqJ+4uLixEQEICCggKcPHkS0dHRiIqKwowZM8Q6V69eRUBAALp27YrExESMGzcOI0aMwIEDB3SKkUkGERHRCyYnJweDBw/Gt99+i1q1aonl2dnZWLt2LRYsWIBu3bqhTZs2WL9+PU6ePIlTp04BAA4ePIgLFy7gu+++Q6tWreDv74/Zs2dj+fLlKCgoAACsWrUK7u7u+Prrr+Hl5YXQ0FD0798fCxcu1ClOJhlERET6MpEYZtNRSEgIAgIC4Ovrq1GekJCAwsJCjfKmTZuifv36iI+PBwDEx8fDx8cHTk5OYh0/Pz+o1WokJSWJdZ5s28/PT2yjori6hIiISF8GXMKqVqs1imUyGWQyWZnqW7Zswe+//47ffvutzL709HRIpVLY2dlplDs5OSE9PV2s83iCUbq/dJ+2Omq1Gg8fPoSlpWWFLo09GURERNWAq6srFAqFuEVGRpapc/36dXz88cfYtGkTLCwsqiBK3bAng4iISF8GvE/G9evXIZfLxeLyejESEhKQmZmJ1q1bi2XFxcU4fvw4li1bhgMHDqCgoABZWVkavRkZGRlQKpUAAKVSiV9//VWj3dLVJ4/XeXJFSkZGBuRyeYV7MQD2ZBAREenPgEtY5XK5xlZektG9e3ecO3cOiYmJ4ta2bVsMHjxY/Le5uTkOHz4sHpOSkoK0tDSoVCoAgEqlwrlz55CZmSnWiY2NhVwuh7e3t1jn8TZK65S2UVHsySAiInpB2Nraonnz5hpl1tbWcHBwEMuHDx+O8ePHw97eHnK5HGPHjoVKpUL79u0BAD169IC3tzfef/99zJ07F+np6Zg2bRpCQkLExGb06NFYtmwZJk+ejGHDhiEuLg7btm3Dnj17dIqXSQYREZG+quFtxRcuXAgTExMEBgYiPz8ffn5+WLFihbjf1NQUMTExGDNmDFQqFaytrREUFISIiAixjru7O/bs2YOwsDAsXrwY9erVw5o1a+Dn56dTLBJBEASDXVkNoVaroVAoIPMZCYmptKrDITKKe78tq+oQiIxGrVbDyUGB7OxsjXkOhmxfoVBA1jUCErPKTcAUivKQf2SG0WKtSuzJICIi0lc17MmoTjjxk4iIiIyCPRlERET6MuDNuGoiJhlERET64nCJVjU3fSIiIqIqxZ4MIiIivRlguKQG/73PJIOIiEhfHC7RquamT0RERFSl2JNBRESkL4nEAKtLam5PBpMMIiIifXEJq1Y198qIiIioSrEng4iISF+c+KkVkwwiIiJ9cbhEKyYZRERE+mJPhlY1N30iIiKiKsWeDCIiIn1xuEQrJhlERET64nCJVjU3fSIiIqIqxZ4MIiIiPUkkEkjYk/FUTDKIiIj0xCRDOw6XEBERkVGwJ4OIiEhfkv/bKttGDcUkg4iISE8cLtGOwyVERERkFOzJICIi0hN7MrRjkkFERKQnJhnaMckgIiLSE5MM7Tgng4iIiIyCPRlERET64hJWrZhkEBER6YnDJdpxuISIiIiMgj0ZREREenr0pPfK9mQYJpbqiEkGERGRniQwwHBJDc4yOFxCRERERsGeDCIiIj1x4qd2TDKIiIj0xSWsWnG4hIiI6AWycuVKtGjRAnK5HHK5HCqVCvv27RP3d+nSRexhKd1Gjx6t0UZaWhoCAgJgZWUFR0dHTJo0CUVFRRp1jh49itatW0Mmk8HDwwNRUVE6x8qeDCIiIn0ZYLhE0PH4evXq4csvv0Tjxo0hCAKio6PRp08fnD17Fs2aNQMAjBw5EhEREeIxVlZW4r+Li4sREBAApVKJkydP4tatWxgyZAjMzc3xxRdfAACuXr2KgIAAjB49Gps2bcLhw4cxYsQIODs7w8/Pr8KxMskgIiLSkyHmZOh6/BtvvKHxes6cOVi5ciVOnTolJhlWVlZQKpXlHn/w4EFcuHABhw4dgpOTE1q1aoXZs2djypQpCA8Ph1QqxapVq+Du7o6vv/4aAODl5YVffvkFCxcu1CnJ4HAJERGRnp4cltB3AwC1Wq2x5efnP/P8xcXF2LJlC3Jzc6FSqcTyTZs2oXbt2mjevDmmTp2KBw8eiPvi4+Ph4+MDJycnsczPzw9qtRpJSUliHV9fX41z+fn5IT4+Xqf3hz0ZRERE1YCrq6vG65kzZyI8PLzcuufOnYNKpUJeXh5sbGzw448/wtvbGwAwaNAguLm5wcXFBX/++SemTJmClJQU/PDDDwCA9PR0jQQDgPg6PT1dax21Wo2HDx/C0tKyQtfEJIOIiEhfBlxdcv36dcjlcrFYJpM99RBPT08kJiYiOzsb27dvR1BQEI4dOwZvb2+MGjVKrOfj4wNnZ2d0794dqampaNSoUSWD1Q2HS4iIiPRkyOGS0tUipZu2JEMqlcLDwwNt2rRBZGQkWrZsicWLF5dbt127dgCAy5cvAwCUSiUyMjI06pS+Lp3H8bQ6crm8wr0YAJMMIiKiF15JSclT53AkJiYCAJydnQEAKpUK586dQ2ZmplgnNjYWcrlcHHJRqVQ4fPiwRjuxsbEa8z4qgsMlREREeqqK1SVTp06Fv78/6tevj/v372Pz5s04evQoDhw4gNTUVGzevBm9evWCg4MD/vzzT4SFhaFTp05o0aIFAKBHjx7w9vbG+++/j7lz5yI9PR3Tpk1DSEiI2HsyevRoLFu2DJMnT8awYcMQFxeHbdu2Yc+ePTrFyiSDiIhIT1WRZGRmZmLIkCG4desWFAoFWrRogQMHDuD111/H9evXcejQISxatAi5ublwdXVFYGAgpk2bJh5vamqKmJgYjBkzBiqVCtbW1ggKCtK4r4a7uzv27NmDsLAwLF68GPXq1cOaNWt0Wr4KMMkgIiJ6oaxdu/ap+1xdXXHs2LFntuHm5oa9e/dqrdOlSxecPXtW5/gexySDiIhIT1XRk/EiYZJBRESkLz4gTSuuLiEiIiKjYE8GERGRnjhcoh2TDCIiIj0xydCOSQYREZGemGRoxzkZREREZBTsySAiItIXV5doxSSDiIhITxwu0Y7DJURERGQU7MkggxsX9DpmhvbByv8dwacLdsBOboWpowLQtX1T1HOqhTtZOdhz9E98sSoG6tw88bh7vy0r09bwT9fjh9iEMuXtWjREzOqPkXzlFjoN/tKo10NUngXrDyDmyB+49HcGLGTmeKVFQ4SH9kHjBk4AgLSbd9Cyz8xyj10fOQx9fVsDAI79moI5q2KQnHoTVhZSDOzdDtPHvAEzM9Pndi2kP/ZkaFelSUZwcDCio6MBAObm5qhfvz6GDBmCTz/9FGZmzH9eRC9510fwWx1w/q8bYplzHQWUdRSYsfhHXLySDldneyz4ZCCUdRQI/kTzHvwfztqIw/EXxNfZ9x+WOYfcxhIrZ72PY7/9BUcHW+NdDJEWJ3+/jBFvd8JL3m4oKi7G7BW70W/sMpzaNg3WljLUdaqFi/u+0Dgm+scTWPrdIfi+2gwAcO6vGxgwbiUmDPXDqllDcCszC+O/3IKS4hLMHtevKi6LdCSBAZKMGjwpo8q/yXv27In169cjPz8fe/fuRUhICMzNzTF16lSDn6ugoABSqdTg7dIj1pZSfBMRjI+/+B8mDusplien3kLQlDXi62v/3MbnK3djdcQQmJqaoLi4RNyXff8hMu/c13qehVMHYvuBMyguFhDQpYXhL4SoArYvDdF4vWLme2jcYyoSk6+jQ2sPmJqawKm2XKNOzNE/0Ne3NWysHj1O+8fY39HMwwWTR/oDABq61kH42L4Y9uk6TB7ZC7bWFs/nYoiMpMrnZMhkMiiVSri5uWHMmDHw9fXFrl27cO/ePQwZMgS1atWClZUV/P39cenSJY1jd+zYgWbNmkEmk6FBgwb4+uuvNfY3aNAAs2fPxpAhQyCXyzFq1KjneWn/OfMmv4ODJ87j2K8pz6wrt7HA/dw8jQTjURsDcDn2SxyKmojBb7Qvc9ygN9rDra4Dvvp2n8HiJjIEdc6job9acqty9ycmp+HcXzfw3psqsaygoAgymblGPUuZOfLyC/HHxTTjBUsGUzpcUtmtpqryJONJlpaWKCgoQHBwMM6cOYNdu3YhPj4egiCgV69eKCwsBAAkJCRgwIABGDhwIM6dO4fw8HBMnz4dUVFRGu3Nnz8fLVu2xNmzZzF9+vQquKL/hn6vt0HLpq6IWL7rmXXtFdaYNNwf0T+e1CifsyoGw6auw1shy7A7LhHzp7yDUe90Fvc3dK2DmSFv4oMZG8okJ0RVqaSkBFMXbEe7lg3h7eFSbp2NP8XD012Jdi0bimXdVF749c8r/9czV4KbmVmYu/ZRAp1+W/1cYqdKkhhoq6GqfLiklCAIOHz4MA4cOAB/f3/s3LkTJ06cwKuvvgoA2LRpE1xdXbFz5068/fbbWLBgAbp37y4mDk2aNMGFCxcwb948BAcHi+1269YNEyZM0Hru/Px85Ofni6/Vav7PrYu6TnaInBCIfqHLkF9QpLWurbUFti4ag5Srt/DlN3s09s1fu1/897m/bsDKUoaP3vfFN1uPwcREgm8/D8aX3+xFalqmUa6DSF8T525Dcuot7Ps2rNz9D/MKsP3AGUwa3lOjvFt7L0R81BfjI7dg9MwNkJmbYeLwnog/mwqTGvzXLf13VHmSERMTAxsbGxQWFqKkpASDBg1Cv379EBMTg3bt2on1HBwc4OnpieTkZABAcnIy+vTpo9FWhw4dsGjRIhQXF8PU9NHM7LZt2z4zhsjISMyaNcuAV/Xf0rJpfTg6yHF04xSxzMzMFK++1Agj3+4Epw7jUFIiwMZKhu1LPkTOgzy8N+lbFD2jNyLh/DVMHuEPqbkZLGTmaO3thhZN6mHupLcBACYmEpiYmODf+MXoN3Y5fj7zl1Gvk6g8k+Zuw4Gfz2PvN+NQ16lWuXV+ikvEw7wCDAx4pcy+kMHd8eGgbki/nQ07Wyuk3bqLiOW70KBubWOHTgbA1SXaVXmS0bVrV6xcuRJSqRQuLi4wMzPDrl3P7nKvKGtr62fWmTp1KsaPHy++VqvVcHV1NVgMNd3x31Lw6sA5GmXLZryHS9cysHhDLEpKBNhaW2D7khAUFBZh0PjVz+zxAACfJvVwLzsXBYVFKCwqLnOO4f07omPbJgj+ZC3+/ueOQa+J6FkEQcDked9jz9E/sHvVx3DTkhR899NJ+HfyQe1a5a+GkkgkcK5jBwDYceAM6jrVQsum/B30ImCSoV2VJxnW1tbw8PDQKPPy8kJRURFOnz4tDpfcuXMHKSkp8Pb2FuucOHFC47gTJ06gSZMmYi9GRclkMshkskpcxX9bzoN8JKfe0ih78LAAd7NzkZx6C7bWFtixNARWFlJ8MCMatjYWsLV5NGv+9r0clJQI6NmxOerY2+LM+WvIyy9E13ZNETa0B5Z9dxjAo1/oT57j37s5yC8oKlNO9DxM/Gobth84g83zR8HGygIZ/zeHQm5jAUuL/7+K7cr1f3HybCq2LRpTbjtLNh5Cd5UXTCQmiDmSiEXRsVgfOQymptVuyhyVQyJ5tFW2jZqqypOM8jRu3Bh9+vTByJEjsXr1atja2uKTTz5B3bp1xSGSCRMm4OWXX8bs2bPxzjvvID4+HsuWLcOKFSuqOHp6UgtPV7zs4w4AOLszXHPfmzNw/dZdFBYVY8TbnTAnLBASiQRXb/yLaQt/QPTOk+W0SFT11u34GQDQe/RijfLlM97DoMdWRn23Kx4ujnbo1r5pue0cOnkBX687gILCIjRvXBeb5o/C6x2aGS9woudIIgiCUFUnDw4ORlZWFnbu3Flm37179/Dxxx9j165dKCgoQKdOnbB06VI0btxYrLNjxw7MmDEDly5dgrOzM8aOHYuJEyeK+xs0aIBx48Zh3LhxOsWlVquhUCgg8xkJiSnvq0E1U3l3WCWqKdRqNZwcFMjOzoZcLn/2AXq0r1Ao0HDsdpjInj0sr01Jfi6uLO1vtFirUpX2ZDy53PRxtWrVwoYNG7QeHxgYiMDAwKfuv3btmp6RERERVYABhktq8hJWDvoRERGRUVTLORlEREQvAq4u0Y5JBhERkZ64ukQ7DpcQERGRUbAng4iISE+P7jxcua4IoZLHV2dMMoiIiPTE4RLtOFxCRERERsGeDCIiIj1xdYl2TDKIiIj0xOES7ZhkEBER6Yk9GdpxTgYREREZBXsyiIiI9MSeDO2YZBAREemJczK043AJERHRC2TlypVo0aIF5HI55HI5VCoV9u3bJ+7Py8tDSEgIHBwcYGNjg8DAQGRkZGi0kZaWhoCAAFhZWcHR0RGTJk1CUVGRRp2jR4+idevWkMlk8PDw0Prk9KdhkkFERKQnCSTikInem47Peq9Xrx6+/PJLJCQk4MyZM+jWrRv69OmDpKQkAEBYWBh2796N77//HseOHcPNmzfRr18/8fji4mIEBASgoKAAJ0+eRHR0NKKiojBjxgyxztWrVxEQEICuXbsiMTER48aNw4gRI3DgwAHd3h9BEASdjvgPUKvVUCgUkPmMhMRUWtXhEBnFvd+WVXUIREajVqvh5KBAdnY25HK5UdpXKBRoMXUXTC2sK9VWcV4u/ox8s1Kx2tvbY968eejfvz/q1KmDzZs3o3///gCAixcvwsvLC/Hx8Wjfvj327duH3r174+bNm3BycgIArFq1ClOmTMG///4LqVSKKVOmYM+ePTh//rx4joEDByIrKwv79++vcFzsySAiInpBFRcXY8uWLcjNzYVKpUJCQgIKCwvh6+sr1mnatCnq16+P+Ph4AEB8fDx8fHzEBAMA/Pz8oFarxd6Q+Ph4jTZK65S2UVGc+ElERKQnQ64uUavVGuUymQwymazcY86dOweVSoW8vDzY2Njgxx9/hLe3NxITEyGVSmFnZ6dR38nJCenp6QCA9PR0jQSjdH/pPm111Go1Hj58CEtLywpdG3syiIiI9FS6uqSyGwC4urpCoVCIW2Rk5FPP6+npicTERJw+fRpjxoxBUFAQLly48JyuuuLYk0FERFQNXL9+XWNOxtN6MQBAKpXCw8MDANCmTRv89ttvWLx4Md555x0UFBQgKytLozcjIyMDSqUSAKBUKvHrr79qtFe6+uTxOk+uSMnIyIBcLq9wLwbAngwiIiK9VXplyWPDLaVLUks3bUnGk0pKSpCfn482bdrA3Nwchw8fFvelpKQgLS0NKpUKAKBSqXDu3DlkZmaKdWJjYyGXy+Ht7S3WebyN0jqlbVQUezKIiIj0VBU345o6dSr8/f1Rv3593L9/H5s3b8bRo0dx4MABKBQKDB8+HOPHj4e9vT3kcjnGjh0LlUqF9u3bAwB69OgBb29vvP/++5g7dy7S09Mxbdo0hISEiInN6NGjsWzZMkyePBnDhg1DXFwctm3bhj179ugUK5MMIiIiPVXFbcUzMzMxZMgQ3Lp169Ey2hYtcODAAbz++usAgIULF8LExASBgYHIz8+Hn58fVqxYIR5vamqKmJgYjBkzBiqVCtbW1ggKCkJERIRYx93dHXv27EFYWBgWL16MevXqYc2aNfDz89Pt2nifjLJ4nwz6L+B9Mqgme173yWgzY49B7pOREBFgtFirEnsyiIiI9GWA4RIdb/j5QmGSQUREpCc+hVU7ri4hIiIio2BPBhERkZ74qHftmGQQERHpicMl2nG4hIiIiIyCPRlERER64nCJdkwyiIiI9MThEu04XEJERERGwZ4MIiIiPbEnQzsmGURERHrinAztmGQQERHpiT0Z2nFOBhERERkFezKIiIj0xOES7ZhkEBER6YnDJdpxuISIiIiMgj0ZREREepLAAMMlBomkemKSQUREpCcTiQQmlcwyKnt8dcbhEiIiIjIK9mQQERHpiatLtGOSQUREpCeuLtGOSQYREZGeTCSPtsq2UVNxTgYREREZBXsyiIiI9CUxwHBHDe7JYJJBRESkJ0781I7DJURERGQU7MkgIiLSk+T//qtsGzUVkwwiIiI9cXWJdhwuISIiIqNgTwYREZGeeDMu7SqUZOzatavCDb755pt6B0NERPQi4eoS7SqUZPTt27dCjUkkEhQXF1cmHiIiIqohKpRklJSUGDsOIiKiFw4f9a5dpeZk5OXlwcLCwlCxEBERvVA4XKKdzqtLiouLMXv2bNStWxc2Nja4cuUKAGD69OlYu3atwQMkIiKqrkonflZ2q6l0TjLmzJmDqKgozJ07F1KpVCxv3rw51qxZY9DgiIiI6MWlc5KxYcMGfPPNNxg8eDBMTU3F8pYtW+LixYsGDY6IiKg6Kx0uqeymi8jISLz88suwtbWFo6Mj+vbti5SUFI06Xbp0KdNbMnr0aI06aWlpCAgIgJWVFRwdHTFp0iQUFRVp1Dl69Chat24NmUwGDw8PREVF6RSrzknGP//8Aw8PjzLlJSUlKCws1LU5IiKiF1bpxM/Kbro4duwYQkJCcOrUKcTGxqKwsBA9evRAbm6uRr2RI0fi1q1b4jZ37lxxX3FxMQICAlBQUICTJ08iOjoaUVFRmDFjhljn6tWrCAgIQNeuXZGYmIhx48ZhxIgROHDgQIVj1Xnip7e3N37++We4ublplG/fvh0vvfSSrs0RERGRDvbv36/xOioqCo6OjkhISECnTp3EcisrKyiVynLbOHjwIC5cuIBDhw7ByckJrVq1wuzZszFlyhSEh4dDKpVi1apVcHd3x9dffw0A8PLywi+//IKFCxfCz8+vQrHq3JMxY8YMhIaG4quvvkJJSQl++OEHjBw5EnPmzNHIgIiIiGo6iYE2AFCr1Rpbfn5+hWLIzs4GANjb22uUb9q0CbVr10bz5s0xdepUPHjwQNwXHx8PHx8fODk5iWV+fn5Qq9VISkoS6/j6+mq06efnh/j4+ArFBeiRZPTp0we7d+/GoUOHYG1tjRkzZiA5ORm7d+/G66+/rmtzRERELyxDri5xdXWFQqEQt8jIyGeev6SkBOPGjUOHDh3QvHlzsXzQoEH47rvvcOTIEUydOhUbN27Ee++9J+5PT0/XSDAAiK/T09O11lGr1Xj48GGF3h+97pPRsWNHxMbG6nMoERERleP69euQy+Xia5lM9sxjQkJCcP78efzyyy8a5aNGjRL/7ePjA2dnZ3Tv3h2pqalo1KiR4YJ+Br1vxnXmzBkkJycDeDRPo02bNgYLioiI6EVgyEe9y+VyjSTjWUJDQxETE4Pjx4+jXr16Wuu2a9cOAHD58mU0atQISqUSv/76q0adjIwMABDncSiVSrHs8TpyuRyWlpYVilHnJOPGjRt49913ceLECdjZ2QEAsrKy8Oqrr2LLli3PvFAiIqKaoiqewioIAsaOHYsff/wRR48ehbu7+zOPSUxMBAA4OzsDAFQqFebMmYPMzEw4OjoCAGJjYyGXy+Ht7S3W2bt3r0Y7sbGxUKlUFY5V5zkZI0aMQGFhIZKTk3H37l3cvXsXycnJKCkpwYgRI3RtjoiIiHQQEhKC7777Dps3b4atrS3S09ORnp4uzpNITU3F7NmzkZCQgGvXrmHXrl0YMmQIOnXqhBYtWgAAevToAW9vb7z//vv4448/cODAAUybNg0hISHiMM3o0aNx5coVTJ48GRcvXsSKFSuwbds2hIWFVThWnXsyjh07hpMnT8LT01Ms8/T0xNKlS9GxY0ddmyMiInqhPe+7gq9cuRLAoxtuPW79+vUIDg6GVCrFoUOHsGjRIuTm5sLV1RWBgYGYNm2aWNfU1BQxMTEYM2YMVCoVrK2tERQUhIiICLGOu7s79uzZg7CwMCxevBj16tXDmjVrKrx8FdAjyXB1dS33plvFxcVwcXHRtTkiIqIXVlUNl2jj6uqKY8eOPbMdNze3MsMhT+rSpQvOnj2rU3yP03m4ZN68eRg7dizOnDkjlp05cwYff/wx5s+fr3cgREREL5rSiZ+V3WqqCvVk1KpVSyPTys3NRbt27WBm9ujwoqIimJmZYdiwYejbt69RAiUiIqIXS4WSjEWLFhk5DCIiohdPVQyXvEgqlGQEBQUZOw4iIqIXzuO3Ba9MGzWV3jfjAoC8vDwUFBRolOlyIxEiIiKquXROMnJzczFlyhRs27YNd+7cKbO/uLjYIIERERFVd/o8qr28NmoqnVeXTJ48GXFxcVi5ciVkMhnWrFmDWbNmwcXFBRs2bDBGjERERNWSRGKYrabSuSdj9+7d2LBhA7p06YKhQ4eiY8eO8PDwgJubGzZt2oTBgwcbI04iIiJ6wejck3H37l00bNgQwKP5F3fv3gUAvPbaazh+/LhhoyMiIqrGDPmo95pI5ySjYcOGuHr1KgCgadOm2LZtG4BHPRylD0wjIiL6L+BwiXY6JxlDhw7FH3/8AQD45JNPsHz5clhYWCAsLAyTJk0yeIBERET0YtJ5TsbjT1/z9fXFxYsXkZCQAA8PD/HpbkRERP8FXF2iXaXukwE8esCKm5ubIWIhIiJ6oRhiuKMG5xgVSzKWLFlS4QY/+ugjvYMhIiJ6kfC24tpVKMlYuHBhhRqTSCRMMoiIiAhABZOM0tUk/zVJ+yJhy9ukUw11JTO3qkMgMpqc+8/n820CPVZQlNNGTVXpORlERET/VRwu0a4mJ1BERERUhdiTQUREpCeJBDDh6pKnYpJBRESkJxMDJBmVPb4643AJERERGYVeScbPP/+M9957DyqVCv/88w8AYOPGjfjll18MGhwREVF1xgekaadzkrFjxw74+fnB0tISZ8+eRX5+PgAgOzsbX3zxhcEDJCIiqq5Kh0squ9VUOicZn3/+OVatWoVvv/0W5ubmYnmHDh3w+++/GzQ4IiIienHpPPEzJSUFnTp1KlOuUCiQlZVliJiIiIheCHx2iXY692QolUpcvny5TPkvv/yChg0bGiQoIiKiF0HpU1gru9VUOicZI0eOxMcff4zTp09DIpHg5s2b2LRpEyZOnIgxY8YYI0YiIqJqycRAW02l83DJJ598gpKSEnTv3h0PHjxAp06dIJPJMHHiRIwdO9YYMRIREdELSOckQyKR4LPPPsOkSZNw+fJl5OTkwNvbGzY2NsaIj4iIqNrinAzt9L7jp1Qqhbe3tyFjISIieqGYoPJzKkxQc7MMnZOMrl27ar1xSFxcXKUCIiIioppB5ySjVatWGq8LCwuRmJiI8+fPIygoyFBxERERVXscLtFO5yRj4cKF5ZaHh4cjJyen0gERERG9KPiANO0MtnLmvffew7p16wzVHBEREb3gDPao9/j4eFhYWBiqOSIiompPIkGlJ37W5OESnXsy+vXrp7G99dZbaN++PYYOHYoPPvjAGDESERFVS6VzMiq76SIyMhIvv/wybG1t4ejoiL59+yIlJUWjTl5eHkJCQuDg4AAbGxsEBgYiIyNDo05aWhoCAgJgZWUFR0dHTJo0CUVFRRp1jh49itatW0Mmk8HDwwNRUVE6xapzkqFQKDQ2e3t7dOnSBXv37sXMmTN1bY6IiIh0cOzYMYSEhODUqVOIjY1FYWEhevTogdzcXLFOWFgYdu/eje+//x7Hjh3DzZs30a9fP3F/cXExAgICUFBQgJMnTyI6OhpRUVGYMWOGWOfq1asICAhA165dkZiYiHHjxmHEiBE4cOBAhWOVCIIgVLRycXExTpw4AR8fH9SqVavCJ3nRqNVqKBQKXL5xG7ZyeVWHQ2QUt+8XVHUIREaTc1+Ndk1dkJ2dDbkRfo+Xfk9M++l3WFjbVqqtvNz7+LxPa71j/ffff+Ho6Ihjx46hU6dOyM7ORp06dbB582b0798fAHDx4kV4eXkhPj4e7du3x759+9C7d2/cvHkTTk5OAIBVq1ZhypQp+PfffyGVSjFlyhTs2bMH58+fF881cOBAZGVlYf/+/RWKTaeeDFNTU/To0YNPWyUiIgIgMdB/lZGdnQ0AsLe3BwAkJCSgsLAQvr6+Yp2mTZuifv36iI+PB/BoHqWPj4+YYACAn58f1Go1kpKSxDqPt1Fap7SNitB54mfz5s1x5coVuLu763ooERFRjWLIJaxqtVqjXCaTQSaTaT22pKQE48aNQ4cOHdC8eXMAQHp6OqRSKezs7DTqOjk5IT09XazzeIJRur90n7Y6arUaDx8+hKWl5bOv7Zk1nvD5559j4sSJiImJwa1bt6BWqzU2IiIi0p2rq6vGnMfIyMhnHhMSEoLz589jy5YtzyFC3VW4JyMiIgITJkxAr169AABvvvmmxu3FBUGARCJBcXGx4aMkIiKqhgzZk3H9+nWNORnP6sUIDQ1FTEwMjh8/jnr16onlSqUSBQUFyMrK0ujNyMjIgFKpFOv8+uuvGu2Vrj55vM6TK1IyMjIgl8sr1IsB6JBkzJo1C6NHj8aRI0cqeggREVGNJpFItD7Pq6JtAIBcLq/QxE9BEDB27Fj8+OOPOHr0aJnpC23atIG5uTkOHz6MwMBAAEBKSgrS0tKgUqkAACqVCnPmzEFmZiYcHR0BALGxsZDL5eLDT1UqFfbu3avRdmxsrNhGRVQ4yShdhNK5c+cKN05ERESGFRISgs2bN+Onn36Cra2tOIdCoVDA0tISCoUCw4cPx/jx42Fvbw+5XI6xY8dCpVKhffv2AIAePXrA29sb77//PubOnYv09HRMmzYNISEhYg/K6NGjsWzZMkyePBnDhg1DXFwctm3bhj179lQ4Vp0mflY2WyMiIqpJquLZJStXrgQAdOnSRaN8/fr1CA4OBvDoOWMmJiYIDAxEfn4+/Pz8sGLFCrGuqakpYmJiMGbMGKhUKlhbWyMoKAgRERFiHXd3d+zZswdhYWFYvHgx6tWrhzVr1sDPz6/CsVb4PhkmJiZQKBTPTDTu3r1b4ZNXV7xPBv0X8D4ZVJM9r/tkzNmbaJD7ZHzWq5XRYq1KOvVkzJo1CwqFwlixEBERUQ2iU5IxcOBAcYIIERHRf52JRFLpB6RV9vjqrMJJBudjEBERaaqKORkvkgrfjEuHR5wQERERVbwno6SkxJhxEBERvXj0eFR7eW3UVDo/u4SIiIgeMYEEJpXMEip7fHXGJIOIiEhPEgP0ZNTkKY86PyCNiIiIqCLYk0FERKQnri7RjkkGERGRnnifDO04XEJERERGwZ4MIiIiPXHip3ZMMoiIiPRkAgMMl9TgJawcLiEiIiKjYE8GERGRnjhcoh2TDCIiIj2ZoPJDAjV5SKEmXxsRERFVIfZkEBER6UkikUBSyfGOyh5fnTHJICIi0pMElX+Ias1NMZhkEBER6Y13/NSOczKIiIjIKNiTQUREVAk1tx+i8phkEBER6Yn3ydCOwyVERERkFOzJICIi0hOXsGrHJIOIiEhPvOOndjX52oiIiKgKsSeDiIhITxwu0Y5JBhERkZ54x0/tOFxCRERERsGeDCIiIj1xuEQ7JhlERER64uoS7ZhkEBER6Yk9GdrV5ASKiIiIqhB7MoiIiPTE1SXaMckgIiLSEx+Qph2HS4iIiF4gx48fxxtvvAEXFxdIJBLs3LlTY39wcLA4V6R069mzp0adu3fvYvDgwZDL5bCzs8Pw4cORk5OjUefPP/9Ex44dYWFhAVdXV8ydO1fnWJlkEBER6ckEEoNsusjNzUXLli2xfPnyp9bp2bMnbt26JW7/+9//NPYPHjwYSUlJiI2NRUxMDI4fP45Ro0aJ+9VqNXr06AE3NzckJCRg3rx5CA8PxzfffKNTrBwuISIi0lNVDJf4+/vD399fax2ZTAalUlnuvuTkZOzfvx+//fYb2rZtCwBYunQpevXqhfnz58PFxQWbNm1CQUEB1q1bB6lUimbNmiExMRELFizQSEaehT0ZRERE1YBardbY8vPz9W7r6NGjcHR0hKenJ8aMGYM7d+6I++Lj42FnZycmGADg6+sLExMTnD59WqzTqVMnSKVSsY6fnx9SUlJw7969CsfBJIOIiEhPEgP9BwCurq5QKBTiFhkZqVdMPXv2xIYNG3D48GF89dVXOHbsGPz9/VFcXAwASE9Ph6Ojo8YxZmZmsLe3R3p6uljHyclJo07p69I6FcHhEiIiIj0Zcrjk+vXrkMvlYrlMJtOrvYEDB4r/9vHxQYsWLdCoUSMcPXoU3bt3r1SsumJPBhERUTUgl8s1Nn2TjCc1bNgQtWvXxuXLlwEASqUSmZmZGnWKiopw9+5dcR6HUqlERkaGRp3S10+b61EeJhlERER6khhgZUnpcImx3LhxA3fu3IGzszMAQKVSISsrCwkJCWKduLg4lJSUoF27dmKd48ePo7CwUKwTGxsLT09P1KpVq8LnZpJBRESkp9LhkspuusjJyUFiYiISExMBAFevXkViYiLS0tKQk5ODSZMm4dSpU7h27RoOHz6MPn36wMPDA35+fgAALy8v9OzZEyNHjsSvv/6KEydOIDQ0FAMHDoSLiwsAYNCgQZBKpRg+fDiSkpKwdetWLF68GOPHj9cpVs7JICIi0lNVLGE9c+YMunbtKr4u/eIPCgrCypUr8eeffyI6OhpZWVlwcXFBjx49MHv2bI3hl02bNiE0NBTdu3eHiYkJAgMDsWTJEnG/QqHAwYMHERISgjZt2qB27dqYMWOGTstXASYZREREL5QuXbpAEISn7j9w4MAz27C3t8fmzZu11mnRogV+/vlnneN7HJMMIiIiPUkMMKfC2HMyqhKTDCIiIj2ZSB5tlW2jpuLETyIiIjIK9mQQERHpicMl2jHJICIi0lNVrC55kXC4hIiIiIyCPRlERER6kqDywx01uCODSQYREZG+uLpEOw6XEBERkVFU+56Ma9euwd3dHWfPnkWrVq2eWT84OBhZWVnYuXOn0WOjp1u4bj8WRWneda5RfUfEfTcVAPDOR8twKjFVY//gN1X4YuIA8fXMxT/gzLmr+OvqLXi4OWHfuknGD5xIB7kP8rHyuwM4cjIJ97Jz4NnQBRM/eBPNmriWqfvFsh+wY99pTBjZG4P6dhTLky//g6Xr9yLp0g2Ympig26vNMX5kb1hZGuYJnGRcXF2iXZUnGcHBwYiOjgYAmJmZoV69enj77bcREREBCwsLuLq64tatW6hdu3YVR0q6auKuxKYFY8TXZqaaHWfvvtEe44f5i68tLaRl2hjQqx0Sk//GxdSbxguUSE+zl2xH6t/pmD3xHdSxl2PvkbMY89m32L5yAhxrK8R6cSfP49zFNNRxkGsc/+8dNT787Fu83qklJo/pi9wHefj6m90IX7gNcz99/3lfDumBq0u0qxbDJT179sStW7dw5coVLFy4EKtXr8bMmTMBAKamplAqlTAzq/J8iHRkZmoCRwe5uNnb2Wjst5RJNfbbWlto7J/1cT8E9XsN9Z0dnmfYRBWSl1+IuBPn8dHQXmjdvCFcXWrjg8Gvw9W5NrbvPSXWy7ydjXmrfsLnkwbCzNRUo42ff02GmZkpPhnTBw3q1UGzJq6YGvoWDp84j+s3bz/vSyI9SAy01VTVIsmQyWRQKpVwdXVF37594evri9jYWACPhkskEon4SFsASEpKQu/evSGXy2Fra4uOHTsiNVWz633+/PlwdnaGg4MDQkJCUFhY+DwviQBcvXEbL781E6+9MxsfRWzEPxn3NPbvjE1Aqzem4fWgr/DV6hg8zCuookiJdFdcXILikhLIpOYa5TKZORIvXAMAlJSUYPrXW/F+YGc0clOWaaOgsAjmZqYwMfn/v4ot/q+9s0nXjBY70fNS7boHzp8/j5MnT8LNza3c/f/88w86deqELl26IC4uDnK5HCdOnEBRUZFY58iRI3B2dsaRI0dw+fJlvPPOO2jVqhVGjhxZbpv5+fnIz88XX6vVasNe1H9QK283fD31XTSs74jMO2osWn8Ab4cuxcHoybCxskAf39aoq7SHk4Mcyam38OXq3UhNy8Q3c4ZVdehEFWJtJUOLpvWxZsthuLs6wt7OBgeOJeLcxb/h+n+9b1Hbj8HU1ATvvtmh3DZebtkIC9bEYMOOY3j3zQ54mFeApVH7AAC3791/btdC+jOBBCaVHO8wqcF9GdUiyYiJiYGNjQ2KioqQn58PExMTLFu2rNy6y5cvh0KhwJYtW2Bu/ijjb9KkiUadWrVqYdmyZTA1NUXTpk0REBCAw4cPPzXJiIyMxKxZswx7Uf9xXdt7if/2auSCVl5u6DAgAjFxiRjYuz0GvfmquL9pIxc4OsgxKGwF/v7nNtzqcv4NvRgiJg5ExKLv0XPIHJiamKCphwv8OrVC8uUbSL50A1t++gWblnwMyVO+hBq5KTFr/AAs/DYGy6L2w8REgoFvdoCDnU2lv7jo+TDEcEdN/klXiySja9euWLlyJXJzc7Fw4UKYmZkhMDCw3LqJiYno2LGjmGCUp1mzZjB9bOzT2dkZ586de2r9qVOnYvz48eJrtVoNV9eys8NJfwpbS7i71sHf/5Q/zvySd30AwDUmGfQCcXV2wLdfjcbDvALkPMhDHXs5PvlyE+oqHXA26SruZuciIDhSrF9cUoKFa/dg808nELP+EwCAf5eX4N/lJdy5dx+WFlJIJBJs2vkz6irtq+qyiAymWiQZ1tbW8PDwAACsW7cOLVu2xNq1azF8+PAydS0tLZ/Z3pMJiEQiQUlJyVPry2QyyGRcLmZMuQ/y8fc/d9Cvh7zc/UmX/wEAODqUv5+oOrO0kMLSQgr1/QeI//0vfDy0F7p1aI5XWjXWqBc6Yy16dW2NN19vW6YNh1q2AICfDv4GqbkZ2r/UuEwdqobYlaFVtUgyHmdiYoJPP/0U48ePx6BBg8rsb9GiBaKjo1FYWKi1N4Oq1ufLf4Jvh2ao62SPjNvZWLh+P0xNJHjTtzX+/uc2dh76Hd3ae8FObo2LqTcRsWwn2rVsBK9GLmIb1278i9yHBfj3rhp5+YVIuvQoEWncwAlS82r30aX/oJMJKYAAuNWrg+u3bmPx2r1oUK8O3ni9LczNTGEnt9aob2Zqitq1bNCgXh2xbOvuk2jh5QYrSylOn72ERev2YmywP2xtnv0HFVU93idDu2r5m/rtt9/GpEmTsHz5cvTv319jX2hoKJYuXYqBAwdi6tSpUCgUOHXqFF555RV4enpWUcT0pPR/szF21kZkqXNhb2eDl30aYueqcXCws0F+fiFOnPkL674/hod5BXCuYwf/zi0wdkgPjTamzN2qccOuXsPnAwB+2Todrs7sSqaql/MgD8ui9iPzdjbktlbo3qE5PhziB3Mz02cf/H+S/rqO1Zti8eBhPhq4OuKz0H4I6NbaiFETPT/VMskwMzNDaGgo5s6dC39/f419Dg4OiIuLw6RJk9C5c2eYmpqiVatW6NCh/NnbVDWWhQ956j4Xp1rYtjT0mW1sXfLsOkRVqUfHlujRsWWF65fOw3hcxIR3DBkSPW8GuBlXDe7IgEQQBKGqg6hu1Go1FAoFLt+4DVs55whQzXT7Pu9LQjVXzn012jV1QXZ2NuRG+D1e+j0Rl5gGG9vKtZ9zX41ureobLdaqVC1uxkVEREQ1T7UcLiEiInohcHWJVkwyiIiI9MTVJdoxySAiItITn8KqHedkEBERkVGwJ4OIiEhPnJKhHZMMIiIifTHL0IrDJURERGQU7MkgIiLSE1eXaMckg4iISE9cXaIdh0uIiIjIKNiTQUREpCfO+9SOSQYREZG+mGVoxeESIiIiMgomGURERHqSGOg/XRw/fhxvvPEGXFxcIJFIsHPnTo39giBgxowZcHZ2hqWlJXx9fXHp0iWNOnfv3sXgwYMhl8thZ2eH4cOHIycnR6POn3/+iY4dO8LCwgKurq6YO3euzu8PkwwiIiI9la4uqeymi9zcXLRs2RLLly8vd//cuXOxZMkSrFq1CqdPn4a1tTX8/PyQl5cn1hk8eDCSkpIQGxuLmJgYHD9+HKNGjRL3q9Vq9OjRA25ubkhISMC8efMQHh6Ob775RqdYOSeDiIhIT1UxJcPf3x/+/v7l7hMEAYsWLcK0adPQp08fAMCGDRvg5OSEnTt3YuDAgUhOTsb+/fvx22+/oW3btgCApUuXolevXpg/fz5cXFywadMmFBQUYN26dZBKpWjWrBkSExOxYMECjWTkWdiTQUREVENcvXoV6enp8PX1FcsUCgXatWuH+Ph4AEB8fDzs7OzEBAMAfH19YWJigtOnT4t1OnXqBKlUKtbx8/NDSkoK7t27V+F42JNBRESkLwN2ZajVao1imUwGmUymU1Pp6ekAACcnJ41yJycncV96ejocHR019puZmcHe3l6jjru7e5k2SvfVqlWrQvGwJ4OIiEhPhpz46erqCoVCIW6RkZFVfHWVx54MIiKiauD69euQy+Xia117MQBAqVQCADIyMuDs7CyWZ2RkoFWrVmKdzMxMjeOKiopw9+5d8XilUomMjAyNOqWvS+tUBHsyiIiI9GTI1SVyuVxj0yfJcHd3h1KpxOHDh8UytVqN06dPQ6VSAQBUKhWysrKQkJAg1omLi0NJSQnatWsn1jl+/DgKCwvFOrGxsfD09KzwUAnAJIOIiEhvEgNtusjJyUFiYiISExMBPJrsmZiYiLS0NEgkEowbNw6ff/45du3ahXPnzmHIkCFwcXFB3759AQBeXl7o2bMnRo4ciV9//RUnTpxAaGgoBg4cCBcXFwDAoEGDIJVKMXz4cCQlJWHr1q1YvHgxxo8fr1OsHC4hIiJ6gZw5cwZdu3YVX5d+8QcFBSEqKgqTJ09Gbm4uRo0ahaysLLz22mvYv38/LCwsxGM2bdqE0NBQdO/eHSYmJggMDMSSJUvE/QqFAgcPHkRISAjatGmD2rVrY8aMGTotXwUAiSAIQiWvt8ZRq9VQKBS4fOM2bB8bHyOqSW7fL6jqEIiMJue+Gu2auiA7O1tjnoOhlH5P/JpyEza2lWs/574ar3gaL9aqxJ4MIiIiPelzW/Dy2qipOCeDiIiIjII9GURERHrS59kj5bVRUzHJICIi0lNVPLvkRcIkg4iISF/MMrTinAwiIiIyCvZkEBER6YmrS7RjkkFERKQvA0z8rME5BodLiIiIyDjYk0FERKQnzvvUjkkGERGRvphlaMXhEiIiIjIK9mQQERHpiatLtGOSQUREpCfeVlw7DpcQERGRUbAng4iISE+c96kdkwwiIiJ9McvQikkGERGRnjjxUzvOySAiIiKjYE8GERGRniQwwOoSg0RSPTHJICIi0hOnZGjH4RIiIiIyCvZkEBER6Yk349KOSQYREZHeOGCiDYdLiIiIyCjYk0FERKQnDpdoxySDiIhITxws0Y7DJURERGQU7MkgIiLSE4dLtGOSQUREpCc+u0Q7JhlERET64qQMrTgng4iIiIyCPRlERER6YkeGdkwyiIiI9MSJn9pxuISIiIiMgj0ZREREeuLqEu3Yk0FERKQviYE2HYSHh0MikWhsTZs2Fffn5eUhJCQEDg4OsLGxQWBgIDIyMjTaSEtLQ0BAAKysrODo6IhJkyahqKhIjzdAO/ZkEBERvWCaNWuGQ4cOia/NzP7/13lYWBj27NmD77//HgqFAqGhoejXrx9OnDgBACguLkZAQACUSiVOnjyJW7duYciQITA3N8cXX3xh0DiZZBAREempqlaXmJmZQalUlinPzs7G2rVrsXnzZnTr1g0AsH79enh5eeHUqVNo3749Dh48iAsXLuDQoUNwcnJCq1atMHv2bEyZMgXh4eGQSqWVvKL/j8MlREREeipdXVLZDQDUarXGlp+f/9TzXrp0CS4uLmjYsCEGDx6MtLQ0AEBCQgIKCwvh6+sr1m3atCnq16+P+Ph4AEB8fDx8fHzg5OQk1vHz84NarUZSUpJB3x8mGURERNWAq6srFAqFuEVGRpZbr127doiKisL+/fuxcuVKXL16FR07dsT9+/eRnp4OqVQKOzs7jWOcnJyQnp4OAEhPT9dIMEr3l+4zJA6XEBER6a3yq0tKB0yuX78OuVwulspksnJr+/v7i/9u0aIF2rVrBzc3N2zbtg2WlpaVjMWw2JNBRESkJ0MOl8jlco3taUnGk+zs7NCkSRNcvnwZSqUSBQUFyMrK0qiTkZEhzuFQKpVlVpuUvi5vnkdlMMkgIiJ6geXk5CA1NRXOzs5o06YNzM3NcfjwYXF/SkoK0tLSoFKpAAAqlQrnzp1DZmamWCc2NhZyuRze3t4GjY3DJURERC+QiRMn4o033oCbmxtu3ryJmTNnwtTUFO+++y4UCgWGDx+O8ePHw97eHnK5HGPHjoVKpUL79u0BAD169IC3tzfef/99zJ07F+np6Zg2bRpCQkIq3HtSUUwyiIiI9FQVzy65ceMG3n33Xdy5cwd16tTBa6+9hlOnTqFOnToAgIULF8LExASBgYHIz8+Hn58fVqxYIR5vamqKmJgYjBkzBiqVCtbW1ggKCkJERETlLqQcEkEQBIO3+oJTq9VQKBS4fOM2bB+bhENUk9y+X1DVIRAZTc59Ndo1dUF2drbGZEpDKf2eSEu/V+n21Wo16itrGS3WqsQ5GURERGQUHC4hIiLSEx/1rh2TDCIiIj1V1W3FXxQcLiEiIiKjYE8GERGRvtiVoRWTDCIiIj1JDHBb8crflrz64nAJERERGQV7MoiIiPTE1SXaMckgIiLSE6dkaMckg4iISF/MMrTinAwiIiIyCvZkEBER6YmrS7RjkkFERKQnTvzUjklGOUofTHv//v0qjoTIeHJy+BRWqrlych79/jb2g8bVanW1aKO6YpJRjtLk4iUv9yqOhIiIKuP+/ftQKBQGb1cqlUKpVKKxu6tB2lMqlZBKpQZpqzqRCMZO815AJSUluHnzJmxtbSGpyf1Y1YRarYarqyuuX78OuVxe1eEQGRw/48+fIAi4f/8+XFxcYGJinDUOeXl5KCgwTI+gVCqFhYWFQdqqTtiTUQ4TExPUq1evqsP4z5HL5fwFTDUaP+PPlzF6MB5nYWFRIxMDQ+ISViIiIjIKJhlERERkFEwyqMrJZDLMnDkTMpmsqkMhMgp+xum/ihM/iYiIyCjYk0FERERGwSSDiIiIjIJJBhERERkFkwwiIgO7du0aJBIJEhMTK1Q/ODgYffv2NWpMRFWBSQYZVHBwMCQSCSQSCaRSKTw8PBAREYGioqKqDo3IYB7/nJubm8Pd3R2TJ09GXl4eAMDV1RW3bt1C8+bNqzhSoqrFO36SwfXs2RPr169Hfn4+9u7di5CQEJibm2Pq1KkGP1dBQUGNvN8/VX+ln/PCwkIkJCQgKCgIEokEX331FUxNTaFUKqs6RKIqx54MMjiZTAalUgk3NzeMGTMGvr6+2LVrF+7du4chQ4agVq1asLKygr+/Py5duqRx7I4dO9CsWTPIZDI0aNAAX3/9tcb+Bg0aYPbs2RgyZAjkcjlGjRr1PC+NSFT6OXd1dUXfvn3h6+uL2NhYAOUPlyQlJaF3796Qy+WwtbVFx44dkZqaqtHm/Pnz4ezsDAcHB4SEhKCwsPB5XhKRwTHJIKOztLREQUEBgoODcebMGezatQvx8fEQBAG9evUSf5EmJCRgwIABGDhwIM6dO4fw8HBMnz4dUVFRGu3Nnz8fLVu2xNmzZzF9+vQquCIiTefPn8fJkyef2qv2zz//oFOnTpDJZIiLi0NCQgKGDRumMYx45MgRpKam4siRI4iOjkZUVFSZzz7Ri4bDJWQ0giDg8OHDOHDgAPz9/bFz506cOHECr776KgBg06ZNcHV1xc6dO/H2229jwYIF6N69u5g4NGnSBBcuXMC8efMQHBwsttutWzdMmDChKi6JSBQTEwMbGxsUFRUhPz8fJiYmWLZsWbl1ly9fDoVCgS1btsDc3BzAo8/342rVqoVly5bB1NQUTZs2RUBAAA4fPoyRI0ca/VqIjIU9GWRwpb98LSws4O/vj3feeQfBwcEwMzNDu3btxHoODg7w9PREcnIyACA5ORkdOnTQaKtDhw64dOkSiouLxbK2bds+nwsh0qJr165ITEzE6dOnERQUhKFDhyIwMLDcuomJiejYsaOYYJSnWbNmMDU1FV87OzsjMzPT4HETPU9MMsjgSn/5Xrp0CQ8fPkR0dDQkEonB2re2tjZYW0T6sra2hoeHB1q2bIl169bh9OnTWLt2bbl1LS0tn9nekwmIRCJBSUmJQWIlqipMMsjgSn/51q9fH2Zmj0bkvLy8UFRUhNOnT4v17ty5g5SUFHh7e4t1Tpw4odHWiRMn0KRJE42/8IiqGxMTE3z66aeYNm0aHj58WGZ/ixYt8PPPP3MiJ/3nMMmg56Jx48bo06cPRo4ciV9++QV//PEH3nvvPdStWxd9+vQBAEyYMAGHDx/G7Nmz8ddffyE6OhrLli3DxIkTqzh6omd7++23YWpqiuXLl5fZFxoaCrVajYEDB+LMmTO4dOkSNm7ciJSUlCqIlOj5YZJBz8369evRpk0b9O7dGyqVCoIgYO/evWI3cevWrbFt2zZs2bIFzZs3x4wZMxAREaEx6ZOoujIzM0NoaCjmzp2L3NxcjX0ODg6Ii4tDTk4OOnfujDZt2uDbb7/VOkeDqCbgo96JiIjIKNiTQUREREbBJIOIiIiMgkkGERERGQWTDCIiIjIKJhlERERkFEwyiIiIyCiYZBAREZFRMMkgqqaCg4PRt29f8XWXLl0wbty45x7H0aNHIZFIkJWV9dQ6EokEO3furHCb4eHhaNWqVaXiunbtGiQSCRITEyvVDhEZD5MMIh0EBwdDIpFAIpFAKpXCw8MDERERKCoqMvq5f/jhB8yePbtCdSuSGBARGZtZVQdA9KLp2bMn1q9fj/z8fOzduxchISEwNzfH1KlTy9QtKCiAVCo1yHnt7e0N0g4R0fPCngwiHclkMiiVSri5uWHMmDHw9fXFrl27APz/IY45c+bAxcUFnp6eAIDr169jwIABsLOzg729Pfr06YNr166JbRYXF2P8+PGws7ODg4MDJk+ejCfv+P/kcEl+fj6mTJkCV1dXyGQyeHh4YO3atbh27Rq6du0KAKhVqxYkEon4/JeSkhJERkbC3d0dlpaWaNmyJbZv365xnr1796JJkyawtLRE165dNeKsqClTpqBJkyawsrJCw4YNMX369HKfQLp69Wq4urrCysoKAwYMQHZ2tsb+NWvWwMvLCxYWFmjatClWrFihcyxEVHWYZBBVkqWlJQoKCsTXhw8fRkpKCmJjYxETE4PCwkL4+fnB1tYWP//8M06cOAEbGxv07NlTPO7rr79GVFQU1q1bh19++QV3797Fjz/+qPW8Q4YMwf/+9z8sWbIEycnJWL16NWxsbODq6oodO3YAAFJSUnDr1i0sXrwYABAZGYkNGzZg1apVSEpKQlhYGN577z0cO3YMwKNkqF+/fnjjjTeQmJiIESNG4JNPPtH5PbG1tUVUVBQuXLiAxYsX49tvv8XChQs16ly+fBnbtm3D7t27sX//fpw9exYffvihuH/Tpk2YMWMG5syZg+TkZHzxxReYPn06oqOjdY6HiKqIQEQVFhQUJPTp00cQBEEoKSkRYmNjBZlMJkycOFHc7+TkJOTn54vHbNy4UfD09BRKSkrEsvz8fMHS0lI4cOCAIAiC4OzsLMydO1fcX1hYKNSrV088lyAIQufOnYWPP/5YEARBSElJEQAIsbGx5cZ55MgRAYBw7949sSwvL0+wsrISTp48qVF3+PDhwrvvvisIgiBMnTpV8Pb21tg/ZcqUMm09CYDw448/PnX/vHnzhDZt2oivZ86cKZiamgo3btwQy/bt2yeYmJgIt27dEgRBEBo1aiRs3rxZo53Zs2cLKpVKEARBuHr1qgBAOHv27FPPS0RVi3MyiHQUExMDGxsbFBYWoqSkBIMGDUJ4eLi438fHR2Mexh9//IHLly/D1tZWo528vDykpqYiOzsbt27dQrt27cR9ZmZmaNu2bZkhk1KJiYkwNTVF586dKxz35cuX8eDBA7z++usa5QUFBXjppZcAAMnJyRpxAIBKparwOUpt3boVS5YsQWpqKnJyclBUVAS5XK5Rp379+qhbt67GeUpKSpCSkgJbW1ukpqZi+PDhGDlypFinqKgICoVC53iIqGowySDSUdeuXbFy5UpIpVK4uLjAzEzzfyNra2uN1zk5OWjTpg02bdpUpq06deroFYOlpaXOx+Tk5AAA9uzZo/HlDjyaZ2Io8fHxGDx4MGbNmgU/Pz8oFAps2bIFX3/9tc6xfvvtt2WSHlNTU4PFSkTGxSSDSEfW1tbw8PCocP3WrVtj69atcHR0LPPXfClnZ2ecPn0anTp1AvDoL/aEhAS0bt263Po+Pj4oKSnBsWPH4OvrW2Z/aU9KcXGxWObt7Q2ZTIa0tLSn9oB4eXmJk1hLnTp16tkX+ZiTJ0/Czc0Nn332mVj2999/l6mXlpaGmzdvwsXFRTyPiYkJPD094eTkBBcXF1y5cgWDBw/W6fxEVH1w4ieRkQ0ePBi1a9dGnz598PPPP+Pq1as4evQoPvroI9y4cQMA8PHHH+PLL7/Ezp07cfHiRXz44Yda73HRoEEDBAUFYdiwYdi5c6fY5rZt2wAAbm5ukEgkiImJwb///oucnBzY2tpi4sSJCAsLQ3R0NFJTU/H7779j6dKl4mTK0aNH49KlS5g0aRJSUlKwefNmREVF6XS9jRs3RlpaGrZs2YLU1FQsWbKk3EmsFhYWCAoKwh9//IGff/4ZH330EQYMGAClUgkAmDVrFiIjI7FkyRL89ddfOHfuHNavX48FCxboFA8RVR0mGURGZmVlhePHj6N+/fro168fvLy8MHz4cOTl5Yk9GxMmTMD777+PoKAgqFQq2Nra4q233tLa7sqVK9G/f398+OGHaNq0KUaOHInc3FwAQN26dTFr1ix88skncHJyQmhoKABg9uzZmD59OiIjI+Hl5YWePXtiz549cHd3B/BonsSOHTuwc+dOtGzZEqtWrcIXX3yh0/W++eabCAsLQ2hoKFq1aoWTJ09i+vTpZep5eHigX79+6NWrF3r06IEWLVpoLFEdMWIE1qxZg/Xr18PHxwedO3dGVFSUGCsRVX8S4Wkzy4iIiIgqgT0ZREREZBRMMoiIiMgomGQQERGRUTDJICIiIqNgkkFERERGwSSDiIiIjIJJBhERERkFkwwiIiIyCiYZREREZBRMMoiIiMgomGQQERGRUTDJICIiIqP4f4KPfDP/4ystAAAAAElFTkSuQmCC",
+      "text/plain": [
+       "<Figure size 640x480 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
       "Classification Report:\n",
       "              precision    recall  f1-score   support\n",
       "\n",
@@ -555,6 +571,16 @@
       "weighted avg       0.86      0.87      0.86      6033\n",
       "\n"
      ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
     }
    ],
    "source": [
@@ -574,7 +600,8 @@
     "CM = confusion_matrix(y_test, y_pred_dt)\n",
     "disp = ConfusionMatrixDisplay(confusion_matrix=CM, display_labels=[\"Poor\", \"Rich\"])\n",
     "disp.plot(cmap=\"Blues\")\n",
-    "plt.title(\"Test Confusion Matrix (dt)\")\n",
+    "plt.title(\"Confusion Matrix (dt)\")\n",
+    "plt.savefig('./Report/CM_dt.png', format='png', dpi=300)\n",
     "plt.show()  \n",
     "\n",
     "\n",
@@ -591,6 +618,13 @@
     "print(\"Classification Report:\")\n",
     "print(classification_report(y_test, y_pred_rf, target_names=[\"Poor\", \"Rich\"]))\n",
     "\n",
+    "CM = confusion_matrix(y_test, y_pred_rf)\n",
+    "disp = ConfusionMatrixDisplay(confusion_matrix=CM, display_labels=[\"Poor\", \"Rich\"])\n",
+    "disp.plot(cmap=\"Blues\")\n",
+    "plt.title(\"Confusion Matrix Random Forest\")\n",
+    "plt.savefig('./Report/CM_rf.png', format='png', dpi=300)\n",
+    "plt.show() \n",
+    "\n",
     "\n",
     "# ---------------------------- XGBoost ----------------------------\n",
     "xgb = Pipeline([\n",
@@ -603,7 +637,14 @@
     "\n",
     "# Classification Report\n",
     "print(\"Classification Report:\")\n",
-    "print(classification_report(y_test, y_pred_xgb, target_names=[\"Poor\", \"Rich\"]))"
+    "print(classification_report(y_test, y_pred_xgb, target_names=[\"Poor\", \"Rich\"]))\n",
+    "\n",
+    "CM = confusion_matrix(y_test, y_pred_xgb)\n",
+    "disp = ConfusionMatrixDisplay(confusion_matrix=CM, display_labels=[\"Poor\", \"Rich\"])\n",
+    "disp.plot(cmap=\"Blues\")\n",
+    "plt.title(\"Confusion Matrix XGBoost\")\n",
+    "plt.savefig('./Report/CM_xgb.png', format='png', dpi=300)\n",
+    "plt.show() "
    ]
   }
  ],
diff --git a/Report/CM_dt.png b/Report/CM_dt.png
new file mode 100644
index 00000000..865a200e
Binary files /dev/null and b/Report/CM_dt.png differ
diff --git a/Report/CM_rf.png b/Report/CM_rf.png
new file mode 100644
index 00000000..f67ec1cc
Binary files /dev/null and b/Report/CM_rf.png differ
diff --git a/Report/CM_xgb.png b/Report/CM_xgb.png
new file mode 100644
index 00000000..52db6612
Binary files /dev/null and b/Report/CM_xgb.png differ
diff --git "a/\\Report\\CM_dt.png" "b/\\Report\\CM_dt.png"
new file mode 100644
index 00000000..865a200e
Binary files /dev/null and "b/\\Report\\CM_dt.png" differ
diff --git "a/\\Report\\CM_rf.png" "b/\\Report\\CM_rf.png"
new file mode 100644
index 00000000..f67ec1cc
Binary files /dev/null and "b/\\Report\\CM_rf.png" differ
diff --git "a/\\Report\\CM_xgb.png" "b/\\Report\\CM_xgb.png"
new file mode 100644
index 00000000..52db6612
Binary files /dev/null and "b/\\Report\\CM_xgb.png" differ