diff --git a/UFCFVQ-15-M Programming Task 2.ipynb b/UFCFVQ-15-M Programming Task 2.ipynb
index 9d2cb47d269bd4bdae517b4ed6f8252cc7fadd37..be5f3123261f5adbc0f44ee6778e58ec311a82fa 100644
--- a/UFCFVQ-15-M Programming Task 2.ipynb	
+++ b/UFCFVQ-15-M Programming Task 2.ipynb	
@@ -1418,40 +1418,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 705.25x500 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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mxm7WuCAqV66sp59+WtHR0SpcuLAeeeQR7dy503y6AgA4CqETt4RKlSrp888/16uvvqp27drJx8dHXbp00aBBg9S8efN/tZYRI0bozJkziomJ0YQJE1SlShV98MEHWrx4sdasWXNDYzo5OZmzck8//bQyMjLUtWtX1atXT5988okOHjyo8+fPq0yZMho6dKiGDBlycw8qn3788Uc1aNAgR/tdd91lflX+zjvvqHDhwho3bpxOnz6tWrVqadGiRXr11VfttvH09NS6desUGRmp6dOn6/XXX1fx4sV133336bnnnvvHtV6+gahPnz65ri9cuLC6d++u8ePHa+vWrapVq5a+/PJLDR48WOPHj1dWVpYaNWqk2bNnq379+nYhr0qVKtq6datGjx6tV199VSkpKSpWrJhCQ0PVokWLfNV35bl0dnbWXXfdpbp162rEiBGqUaOG2W/u3Ll66aWXNGTIEF24cEGNGjVSfHy8WrZseWMnRpfOjZ+fn2bOnKl3331XNWrU0Oeff65OnTrd8JgA8E/ZDMMwHF0EADjK3Llz9dRTT+nHH39Uw4YNHV0OANyxCJ0A/jPmzZunP//8U/fee6+cnJy0ceNGvfXWW6pZs6b5SCUAgDX4eh3Af4anp6fmz5+vMWPGKCMjQwEBAerevbvGjBnj6NIA4I7HTCcAAAAsxyOTAAAAYDlCJwAAACxH6AQAAIDl7vjQaRiG0tLSxKWrAAAAjnPHh8709HR5e3vn+bvZAAAAsN4dHzoBAADgeIROAAAAWI7QCQAAAMs5NHReuHBBr776qkJCQuTm5qa7775bb7zxhrKzs80+hmEoMjJSgYGBcnNzU1hYmHbt2uXAqgEAAFBQDg2db775pj744ANNmTJFu3fv1oQJE/TWW2/pvffeM/tMmDBBkydP1pQpU5SQkCB/f381bdqUG4MAAABuIw79GcxWrVrJz89PMTExZtsTTzwhd3d3ffLJJzIMQ4GBgYqIiNDQoUMlSZmZmfLz89Obb76pPn36XHcfaWlp8vb2Vmpqqry8vCw7FgAAAOTNoTOd999/v1atWqW9e/dKkn7++WetW7dOLVq0kCQlJiYqOTlZ4eHh5jaurq5q3Lix1q9f75CaAQAAUHCFHLnzoUOHKjU1VZUqVZKzs7MuXryosWPHqnPnzpKk5ORkSZKfn5/ddn5+fjp06FCuY2ZmZiozM9N8nZaWZlH1AAAAyC+HznQuWLBAs2fP1ty5c7V161bFxcVp4sSJiouLs+tns9nsXhuGkaPtsnHjxsnb29tcgoKCLKsfAAAA+ePQazqDgoI0bNgw9e/f32wbM2aMZs+erd9++00HDhxQuXLltHXrVtWsWdPs06ZNGxUrVixHOJVyn+kMCgrimk4AAAAHcuhM55kzZ+TkZF+Cs7Oz+cikkJAQ+fv7Kz4+3lyflZWltWvXqmHDhrmO6erqKi8vL7sFAAAAjuXQazpbt26tsWPHqkyZMrrnnnu0bds2TZ48WT169JB06Wv1iIgIRUVFKTQ0VKGhoYqKipK7u7u6dOniyNIBAABQAA79ej09PV0jR47U4sWLlZKSosDAQHXu3FmvvfaaXFxcJF26fvP111/Xhx9+qJMnT6pevXp6//33VbVq1Xztg0cmAQAAOJ5DQ+e/gdAJAADgePz2OgAAACxH6AQAAIDlCJ0AAACwHKETAAAAliN0AgAAwHIOfU4nAOC/Z82y7Y4uwU5YqxqOLgH4T2CmEwAAAJYjdAIAAMByhE4AAABYjtAJAAAAyxE6AQAAYDlCJwAAACxH6AQAAIDlCJ0AAACwHKETAAAAliN0AgAAwHKETgAAAFiO0AkAAADLEToBAABguUKOLgDAP5eePs/RJdjx9Ozs6BIAALcYZjoBAABgOUInAAAALEfoBAAAgOUInQAAALAcoRMAAACWI3QCAADAcoROAAAAWI7QCQAAAMsROgEAAGA5QicAAAAsR+gEAACA5QidAAAAsByhEwAAAJYr5OgCbmU7QkY5ugQ79ya+7ugSAAAAbggznQAAALAcoRMAAACWI3QCAADAcoROAAAAWI7QCQAAAMsROgEAAGA5QicAAAAs59DQWbZsWdlsthxL//79JUmGYSgyMlKBgYFyc3NTWFiYdu3a5ciSAQAAcAMcGjoTEhJ09OhRc4mPj5cktW/fXpI0YcIETZ48WVOmTFFCQoL8/f3VtGlTpaenO7JsAAAAFJBDQ6evr6/8/f3NZdmyZSpXrpwaN24swzAUHR2tESNGqF27dqpatari4uJ05swZzZ0715FlAwAAoIBumWs6s7KyNHv2bPXo0UM2m02JiYlKTk5WeHi42cfV1VWNGzfW+vXrHVgpAAAACuqW+e31JUuW6NSpU+revbskKTk5WZLk5+dn18/Pz0+HDh3Kc5zMzExlZmaar9PS0m5+sQAAACiQW2amMyYmRs2bN1dgYKBdu81ms3ttGEaOtiuNGzdO3t7e5hIUFGRJvQAAAMi/WyJ0Hjp0SCtXrlSvXr3MNn9/f0n/P+N5WUpKSo7ZzysNHz5cqamp5nL48GFrigYAAEC+3RKhMzY2VqVKlVLLli3NtpCQEPn7+5t3tEuXrvtcu3atGjZsmOdYrq6u8vLyslsAAADgWA6/pjM7O1uxsbHq1q2bChX6/3JsNpsiIiIUFRWl0NBQhYaGKioqSu7u7urSpYsDKwYAAEBBOTx0rly5UklJSerRo0eOdUOGDNHZs2fVr18/nTx5UvXq1dOKFSvk6enpgEoBAABwoxweOsPDw2UYRq7rbDabIiMjFRkZ+e8WBQAAgJvqlrimEwAAAHc2QicAAAAsR+gEAACA5QidAAAAsByhEwAAAJYjdAIAAMByhE4AAABYjtAJAAAAyxE6AQAAYDlCJwAAACxH6AQAAIDlCJ0AAACwHKETAAAAliN0AgAAwHKETgAAAFiO0AkAAADLEToBAABgOUInAAAALEfoBAAAgOUInQAAALAcoRMAAACWI3QCAADAcoROAAAAWI7QCQAAAMsROgEAAGA5QicAAAAsR+gEAACA5QidAAAAsByhEwAAAJYjdAIAAMByhE4AAABYjtAJAAAAyxE6AQAAYDlCJwAAACxH6AQAAIDlCJ0AAACwHKETAAAAliN0AgAAwHKETgAAAFiO0AkAAADLEToBAABgOUInAAAALOfw0Pnnn3/q6aeflo+Pj9zd3VWjRg1t2bLFXG8YhiIjIxUYGCg3NzeFhYVp165dDqwYAAAABeXQ0Hny5Ek1atRIhQsX1jfffKNff/1VkyZNUrFixcw+EyZM0OTJkzVlyhQlJCTI399fTZs2VXp6uuMKBwAAQIEUcuTO33zzTQUFBSk2NtZsK1u2rPlnwzAUHR2tESNGqF27dpKkuLg4+fn5ae7cuerTp8+/XTIAAABugENnOpcuXao6deqoffv2KlWqlGrWrKmPPvrIXJ+YmKjk5GSFh4ebba6urmrcuLHWr1+f65iZmZlKS0uzWwAAAOBYDg2dBw4c0LRp0xQaGqpvv/1Wffv21YsvvqhZs2ZJkpKTkyVJfn5+dtv5+fmZ6642btw4eXt7m0tQUJC1BwEAAIDrcmjozM7OVq1atRQVFaWaNWuqT58+6t27t6ZNm2bXz2az2b02DCNH22XDhw9XamqquRw+fNiy+gEAAJA/Dg2dAQEBqlKlil1b5cqVlZSUJEny9/eXpByzmikpKTlmPy9zdXWVl5eX3QIAAADHcmjobNSokfbs2WPXtnfvXgUHB0uSQkJC5O/vr/j4eHN9VlaW1q5dq4YNG/6rtQIAAODGOfTu9YEDB6phw4aKiopShw4dtGnTJk2fPl3Tp0+XdOlr9YiICEVFRSk0NFShoaGKioqSu7u7unTp4sjSAQAAUAAODZ333XefFi9erOHDh+uNN95QSEiIoqOj9dRTT5l9hgwZorNnz6pfv346efKk6tWrpxUrVsjT09OBlQMAAKAgbIZhGI4uwkppaWny9vZWampqga/v3BEyyqKqbsy9ia87ugTcotLT5zm6BDuenp0dXQJuYWuWbXd0CXbCWtVwdAnAf4LDfwYTAAAAdz5CJwAAACxH6AQAAIDlCJ0AAACwHKETAAAAliN0AgAAwHKETgAAAFiO0AkAAADLEToBAABgOUInAAAALEfoBAAAgOUInQAAALAcoRMAAACWI3QCAADAcoROAAAAWI7QCQAAAMsROgEAAGA5QicAAAAsR+gEAACA5QidAAAAsByhEwAAAJYjdAIAAMByhE4AAABYjtAJAAAAyxE6AQAAYDlCJwAAACxH6AQAAIDlCJ0AAACwHKETAAAAliN0AgAAwHKETgAAAFiO0AkAAADLEToBAABgOUInAAAALEfoBAAAgOUInQAAALAcoRMAAACWI3QCAADAcoROAAAAWI7QCQAAAMsROgEAAGA5h4bOyMhI2Ww2u8Xf399cbxiGIiMjFRgYKDc3N4WFhWnXrl0OrBgAAAA3wuEznffcc4+OHj1qLjt27DDXTZgwQZMnT9aUKVOUkJAgf39/NW3aVOnp6Q6sGAAAAAXl8NBZqFAh+fv7m4uvr6+kS7Oc0dHRGjFihNq1a6eqVasqLi5OZ86c0dy5cx1cNQAAAArC4aFz3759CgwMVEhIiDp16qQDBw5IkhITE5WcnKzw8HCzr6urqxo3bqz169fnOV5mZqbS0tLsFgAAADiWQ0NnvXr1NGvWLH377bf66KOPlJycrIYNG+r48eNKTk6WJPn5+dlt4+fnZ67Lzbhx4+Tt7W0uQUFBlh4DAAAArs+hobN58+Z64okndO+99+qRRx7RV199JUmKi4sz+9hsNrttDMPI0Xal4cOHKzU11VwOHz5sTfEAAADIN4d/vX6lokWL6t5779W+ffvMu9ivntVMSUnJMft5JVdXV3l5edktAAAAcKxbKnRmZmZq9+7dCggIUEhIiPz9/RUfH2+uz8rK0tq1a9WwYUMHVgkAAICCKuTInf/vf/9T69atVaZMGaWkpGjMmDFKS0tTt27dZLPZFBERoaioKIWGhio0NFRRUVFyd3dXly5dHFk2AAAACsihofOPP/5Q586ddezYMfn6+qp+/frauHGjgoODJUlDhgzR2bNn1a9fP508eVL16tXTihUr5Onp6ciyAQAAUEAODZ3z58+/5nqbzabIyEhFRkb+OwUBAADAErfUNZ0AAAC4MxE6AQAAYDlCJwAAACxH6AQAAIDlCJ0AAACwHKETAAAAliN0AgAAwHIFDp2rVq3Kc92UKVP+UTEAAAC4MxU4dD7xxBNKSEjI0R4dHa1XXnnlphQFAACAO0uBQ+fbb7+tFi1a6NdffzXbJk6cqFGjRumrr766qcUBAADgzlDgn8F89tlndfz4cYWHh2vdunVasGCBoqKi9M0336hhw4ZW1AgAAIDb3A399vr//vc/HT9+XHXq1NHFixe1YsUK1atX72bXBgAAgDtEvkLnu+++m6MtICBA7u7uevDBB/XTTz/pp59+kiS9+OKLN7dCAAAA3PbyFTrffvvtXNudnZ31448/6scff5Qk2Ww2QicAAAByyFfoTExMtLoOAAAA3MEKdPf6+fPndffdd9vduQ4AAP67DMPQc889pxIlSshms6lYsWKKiIi4qfuIjIxUjRo1buqYN0tYWNhNP947VYFuJCpcuLAyMzNls9msqgcAANxGli9frpkzZ2rNmjW6++675eTkJDc3N0eXhVtQgZ/T+cILL+jNN9/UhQsXrKgHAADcRn7//XcFBASoYcOG8vf3V6lSpeTp6enosix3/vx5R5dw2ylw6Pzpp5+0aNEilSlTRs2aNVO7du3sFgAA8N/QvXt3vfDCC0pKSpLNZlPZsmVzfN1ctmxZRUVFqUePHvL09FSZMmU0ffp0u3GGDh2qChUqyN3dXXfffbdGjhx5w6Gue/fuevzxxxUVFSU/Pz8VK1ZMr7/+ui5cuKCXX35ZJUqUUOnSpTVjxowC1XD5K/4ZM2bo7rvvlqurqwzDyLH/5cuXy9vbW7Nmzbqh+u9kBX5OZ7FixfTEE09YUQsAALiNvPPOOypXrpymT5+uhIQEOTs7q3379jn6TZo0SaNHj9Yrr7yizz77TM8//7wefPBBVapUSZLk6empmTNnKjAwUDt27FDv3r3l6empIUOG3FBd3333nUqXLq3vv/9eP/74o3r27KkNGzaYj3lcsGCB+vbtq6ZNmyooKCjfNezfv1+ffvqpPv/8czk7O+fY7/z58/Xcc8/pk08+UZs2bW6o9jtZgUNnbGysFXUAAIDbjLe3tzw9PeXs7Cx/f/88+7Vo0UL9+vWTdGlG8e2339aaNWvM0Pnqq6+afcuWLavBgwdrwYIFNxw6S5QooXfffVdOTk6qWLGiJkyYoDNnzuiVV16RJA0fPlzjx4/Xjz/+qE6dOuW7hqysLH3yySfy9fXNsc+pU6fqlVde0RdffKEmTZrcUN13uhv6RSIAAID8qlatmvlnm80mf39/paSkmG2fffaZoqOjtX//fp0+fVoXLlyQl5fXDe/vnnvukZPT/19B6Ofnp6pVq5qvnZ2d5ePjU+AagoODcw2cn3/+uf766y+tW7dOdevWveG673QFvqZTuvTGdOjQQfXr11etWrXsFgAAgCsVLlzY7rXNZlN2drYkaePGjerUqZOaN2+uZcuWadu2bRoxYoSysrJu6v5uRg1FixbNdX81atSQr6+vYmNjc73OE5cUOHS+++67evbZZ1WqVClt27ZNdevWlY+Pjw4cOKDmzZtbUSMAALhD/fjjjwoODtaIESNUp04dhYaG6tChQ7dVDeXKldPq1av1xRdf6IUXXrCw0ttbgUPn1KlTNX36dE2ZMkUuLi4aMmSI4uPj9eKLLyo1NdWKGgEAwB2qfPnySkpK0vz58/X777/r3Xff1eLFi2+7GipUqKDVq1fr888/52HxeShw6ExKSlLDhg0lSW5ubkpPT5ckde3aVfPmzbu51QEAgDtamzZtNHDgQA0YMEA1atTQ+vXrNXLkyNuyhooVK+q7777TvHnzNHjwYAsqvb3ZjAJefHD33Xfrs88+U61atXTfffepV69e6tOnj1asWKFOnTrpxIkTVtV6Q9LS0uTt7a3U1NQCX5S8I2SURVXdmHsTX3d0CbhFpaffWv/g8/Ts7OgScAtbs2y7o0uwE9aqhqNLAP4TCjzT+dBDD+nLL7+UJPXs2VMDBw5U06ZN1bFjR7Vt2/amFwgAAIDbX4EfmTR9+nTzbq++ffuqRIkSWrdunVq3bq2+ffve9AIBAAAu8/DwyHPdN998owceeOBfrAYFUeDQ6eTkZPfsqw4dOqhDhw43tSgAAIDcbN++Pc91d911179XCAos36EzKSkpX/3KlClzw8UAAABcS/ny5R1dAm5QvkNnSEiI+efL9x7ZbDa7NpvNposXL97E8gAAAHAnyHfotNlsKl26tLp3767WrVurUCF+QRMAAAD5k+/k+McffyguLk4zZ87UBx98oKefflo9e/ZU5cqVrawPAAAAd4B8PzLJ399fQ4cO1e7du/XZZ5/p5MmTqlevnurXr6+PPvrIvKMdAAAAuFqBn9MpSffff79iYmK0b98+ubu7q2/fvjp16tRNLg0AAAB3ihsKnevXr1evXr1UoUIFnT59Wu+//76KFSt2k0sDAADAnSLfofPo0aN68803ValSJbVt21ZeXl5av369Nm3apL59+9o9uxMAgP+6HSGj/tWloMqWLSubzZZj6d+/v86fP6+hQ4fq3nvvVdGiRRUYGKhnnnlGR44cueaYM2fOzHXMc+fO2fWbOnWqQkJCVKRIEdWuXVs//PCD3frIyEhVqlRJRYsWVfHixfXII4/op59+suvz+++/q23btvL19ZWXl5c6dOigv/76y1x/8OBB9ezZUyEhIXJzc1O5cuU0atQoZWVlmX1+/vlnde7cWUFBQXJzc1PlypX1zjvv5DguwzA0ceJEVahQQa6urgoKClJUVJRdnzlz5qh69epyd3dXQECAnn32WR0/ftxcv2jRItWpU0fFihVT0aJFVaNGDX3yySd2Y0ybNk3VqlWTl5eXvLy81KBBA33zzTd5nu8+ffrIZrMpOjrabDtx4oReeOEFVaxYUe7u7ipTpoxefPFFpaam2m27d+9etWnTRiVLlpSXl5caNWqk1atX2/V56aWXVLt2bbm6uqpGjRp51pFf+b6RKDg4WIGBgerWrZsee+wxFS5cWBcvXtQvv/xi169atWr/uCgAAGCthIQEu8cc7ty5U02bNlX79u115swZbd26VSNHjlT16tV18uRJRURE6LHHHtPmzZuvOa6Xl5f27Nlj11akSBHzzwsWLFBERISmTp2qRo0a6cMPP1Tz5s3166+/ms/6rlChgqZMmaK7775bZ8+e1dtvv63w8HDt379fvr6+ysjIUHh4uKpXr67vvvtOkjRy5Ei1bt1aGzdulJOTk3777TdlZ2frww8/VPny5bVz50717t1bGRkZmjhxoiRpy5Yt8vX11ezZsxUUFKT169frueeek7OzswYMGGDW/NJLL2nFihWaOHGi7r33XqWmpurYsWPm+nXr1umZZ57R22+/rdatW+vPP/9U37591atXLy1evFiSVKJECY0YMUKVKlWSi4uLli1bpmeffValSpVSs2bNJEmlS5fW+PHjzWeRxsXFqU2bNtq2bZvuueceu3O6ZMkS/fTTTwoMDLRrP3LkiI4cOaKJEyeqSpUqOnTokPr27asjR47os88+M/u1bNlSFSpU0HfffSc3NzdFR0erVatW+v333+Xv7y/pUtju0aOHfvrppxx570bYjMsP3byOK2cyLz+f8+pNb8XndKalpcnb21upqany8vIq0LY38i9HK92b+LqjS8AtKj19nqNLsOPp2dnRJeAWtmbZdkeXYCesVQ1Lxv23/w75p39HREREaNmyZdq3b5/dc7gvS0hIUN26dXXo0KE8fwhm5syZioiIuOZ9HvXq1VOtWrU0bdo0s61y5cp6/PHHNW7cuFy3ufx3+cqVK/Xwww9rxYoVat68uU6ePGn+3X7y5EmVKFFC8fHxeuSRR3Id56233tK0adN04MCBPOvr37+/du/ebYbZ3bt3q1q1atq5c6cqVqyY6zYTJ07UtGnT9Pvvv5tt7733niZMmKDDhw/nua9atWqpZcuWGj16dJ59SpQoobfeeks9e/Y02/7880/Vq1dP3377rVq2bKmIiAhFRETkOcbChQv19NNPKyMjQ4UKFdKxY8fk6+ur77//3vzZ0PT0dHl5eZnn+EqRkZFasmTJNX8NKj/y/Z14YmKiuRw4cEAHDhywa7vcDgAAbi9ZWVmaPXu2evTokWvglKTU1FTZbLbr3sNx+vRpBQcHq3Tp0mrVqpW2bdtmt58tW7YoPDzcbpvw8HCtX78+z9qmT58ub29vVa9eXZKUmZkpm80mV1dXs1+RIkXk5OSkdevW5VlbamqqSpQocc36r+7z5Zdf6u6779ayZcsUEhKismXLqlevXjpx4oTZp2HDhvrjjz/09ddfyzAM/fXXX/rss8/UsmXLXPdhGIZWrVqlPXv26MEHH8y1z8WLFzV//nxlZGSoQYMGZnt2dra6du2ql19+Ocfs57WOycvLy3zGuo+PjypXrqxZs2YpIyNDFy5c0Icffig/Pz/Vrl07X2PeiHyHzuDg4HwtN2rcuHGy2Wx2Sd0wDEVGRiowMFBubm4KCwvTrl27bngfAAAgpyVLlujUqVPq3r17ruvPnTunYcOGqUuXLtf81rBSpUqaOXOmli5dqnnz5qlIkSJq1KiR9u3bJ0k6duyYLl68KD8/P7vt/Pz8lJycbNe2bNkyeXh4qEiRInr77bcVHx+vkiVLSpLq16+vokWLaujQoTpz5owyMjL08ssvKzs7W0ePHs21tt9//13vvfee+vbtm2f9GzZs0Keffqo+ffqYbQcOHNChQ4e0cOFCzZo1SzNnztSWLVv05JNPmn0aNmyoOXPmqGPHjnJxcZG/v7+KFSum9957z2781NRUeXh4yMXFRS1bttR7772npk2b2vXZsWOHPDw85Orqqr59+2rx4sWqUqWKuf7NN99UoUKF9OKLL+Z5HFc6fvy4Ro8ebXdMNptN8fHx2rZtmzw9Pc1zvHz5cktvDL8l7v5JSEjQ9OnTc1wPOmHCBE2ePFlTpkxRQkKC/P391bRpU6WnpzuoUgAA7jwxMTFq3rx5jusDJen8+fPq1KmTsrOzNXXq1GuOU79+fT399NOqXr26HnjgAX366aeqUKFCjvB19Wzq5Z/SvlKTJk20fft2rV+/Xo8++qg6dOiglJQUSZKvr68WLlyoL7/8Uh4eHuZldLVq1ZKzs3OOuo4cOaJHH31U7du3V69evXKtfdeuXWrTpo1ee+01uyCYnZ2tzMxMzZo1Sw888IDCwsIUExOj1atXm9eu/vrrr3rxxRf12muvacuWLVq+fLkSExNzBFxPT09t375dCQkJGjt2rAYNGqQ1a9bY9alYsaK2b9+ujRs36vnnn1e3bt3066+/Srp0Deo777xj3rB1PWlpaWrZsqWqVKmiUaP+/3IPwzDUr18/lSpVSj/88IM2bdqkNm3aqFWrVnmG9pvB4aHz9OnTeuqpp/TRRx+pePHiZrthGIqOjtaIESPUrl07Va1aVXFxcTpz5ozmzp3rwIoBALhzHDp0SCtXrsw1jJ0/f14dOnRQYmKi4uPjC3xvhJOTk+677z5zprNkyZJydnbOMauZkpKSY/azaNGiKl++vOrXr6+YmBgVKlRIMTEx5vrw8HD9/vvvSklJ0bFjx/TJJ5/ozz//VEhIiN04R44cUZMmTdSgQQNNnz491zp//fVXPfTQQ+rdu7deffVVu3UBAQEqVKiQKlSoYLZd/jXGpKQkSZe+rW3UqJFefvllVatWTc2aNdPUqVM1Y8YMuxDn5OSk8uXLq0aNGho8eLCefPLJHNexuri4qHz58qpTp47GjRun6tWrm3fU//DDD0pJSVGZMmVUqFAhFSpUSIcOHdLgwYNVtmxZu3HS09P16KOPysPDQ4sXL1bhwoXNdd99952WLVum+fPnq1GjRqpVq5amTp0qNzc3xcXF5XqObgaHh87+/furZcuWOS76TUxMVHJyst11H66urmrcuHGe130AAICCiY2NValSpXJcf3g5cO7bt08rV66Uj49Pgcc2DEPbt29XQECApEuBqnbt2oqPj7frFx8fr4YNG153rMzMzBztJUuWVLFixfTdd98pJSVFjz32mLnuzz//VFhYmGrVqqXY2NhcH++4a9cuNWnSRN26ddPYsWNzrG/UqJEuXLhgd5PQ3r17Jcm8rPDMmTM5xr4843qt+7XzOqa8+nTt2lW//PKLtm/fbi6BgYF6+eWX9e2335rbpKWlKTw8XC4uLlq6dKnd0wMu1yspR81OTk6W/sJkvh+ZZIX58+dry5YtuT5+4fK/gnK77uPQoUN5jpmZmWn3Bqalpd2kagEAuLNkZ2crNjZW3bp1M28ykaQLFy7oySef1NatW7Vs2TJdvHjR/Hu5RIkScnFxkSQ988wzuuuuu8zZutdff13169dXaGio0tLS9O6772r79u16//33zbEHDRqkrl27qk6dOubsY1JSkvlVdEZGhsaOHavHHntMAQEBOn78uKZOnao//vhD7du3N8eJjY1V5cqV5evrqw0bNuill17SwIEDzTvMjxw5orCwMJUpU0YTJ07U33//bW57+ZFAlwNneHi4Bg0aZB6js7OzfH19JUmPPPKIatWqpR49eig6OlrZ2dnq37+/mjZtas5+tm7dWr1799a0adPUrFkzHT16VBEREapbt655ycK4ceNUp04dlStXTllZWfr66681a9Ysu7v4X3nlFTVv3lxBQUFKT0/X/PnztWbNGi1fvlzSpRuArg7/hQsXlr+/v3nc6enpCg8P15kzZzR79mylpaWZWcjX11fOzs5q0KCBihcvrm7duum1116Tm5ubPvroIyUmJtr942P//v06ffq0kpOTdfbsWfPu9SpVqpifgYJwWOg8fPiw+dyrqxP4lfJz3ceVxo0bp9df59FCAABcz8qVK5WUlKQePXrYtf/xxx9aunSpJOV4KPjq1asVFhYm6dLXy1fOlp06dUrPPfeckpOT5e3trZo1a+r7779X3bp1zT4dO3bU8ePH9cYbb+jo0aOqWrWqvv76a3PW0NnZWb/99pvi4uJ07Ngx+fj46L777tMPP/xgd7f2nj17NHz4cJ04cUJly5bViBEjNHDgQHP9ihUrtH//fu3fv1+lS5e2O4bLs48LFy7U33//rTlz5mjOnDnm+uDgYB08eFDSpdm/L7/8Ui+88IIefPBBFS1aVM2bN9ekSZPM/t27d1d6erqmTJmiwYMHq1ixYnrooYf05ptvmn0yMjLUr18//fHHH3Jzc1OlSpU0e/ZsdezY0ezz119/qWvXrjp69Ki8vb1VrVo1LV++PMfNRteyZcsW80H6l5/3eVliYqLKli2rkiVLavny5RoxYoQeeughnT9/Xvfcc4+++OIL8wkBktSrVy+tXbvWfF2zZk27cQoqX8/prFmzZr4uWJWkrVu35qvfkiVL1LZtW7sLfi9evCibzSYnJyft2bNH5cuX19atW82DlKQ2bdqoWLFieV5zkNtMZ1BQEM/pxB2N53TidvJfeU4nAHv5mul8/PHHb/qOH374Ye3YscOu7dlnn1WlSpU0dOhQ3X333fL391d8fLwZOrOysrR27Vq7fzlczdXV1e65XQAAAHC8fIXOK2+zv1k8PT1VtWpVu7aiRYvKx8fHbI+IiFBUVJRCQ0MVGhqqqKgoubu7q0uXLje9HgAAAFjHoTcSXc+QIUN09uxZ9evXTydPnlS9evW0YsUKeXp6Oro0AAAAFECBQ+fFixf19ttv69NPP1VSUpKysrLs1l/5s1AFdfUDUm02myIjIxUZGXnDYwIAAMDxCvycztdff12TJ09Whw4dlJqaqkGDBqldu3ZycnIiHAIAACBXBQ6dc+bM0UcffaT//e9/KlSokDp37qyPP/5Yr732mjZu3GhFjQAAALjNFTh0Jicn695775UkeXh4KDU1VZLUqlUrffXVVze3OgAAANwRChw6S5cubf6OaPny5bVixQpJUkJCAo8qAgAAQK4KHDrbtm2rVatWSZJeeukljRw5UqGhoXrmmWdy/KIBAAAAIN3A3evjx483//zkk0+qdOnSWr9+vcqXL6/HHnvsphYHAACAO0OBZzqvVr9+fQ0aNIjACQDAFdLT5/2rS0GVLVtWNpstx9K/f39Jl35P/Op19evXv+64n3/+uapUqSJXV1dVqVJFixcvtls/bdo0VatWTV5eXvLy8lKDBg30zTff2PXJz76Tk5PVtWtX+fv7q2jRoqpVq5Y+++wzuz4nT55U165d5e3tLW9vb3Xt2lWnTp2y67Nq1So1bNhQnp6eCggI0NChQ3XhwgVzfWRkZK7nqWjRomafRYsWqWnTpvL19TWP6dtvv7XbT1hYWK7jtGzZMtfzOG7cONlsNkVERNi1L1q0SM2aNVPJkiVls9m0ffv2HNvm59zk9v4PGzYs11pulht6OPzevXu1Zs0apaSkKDs7227da6+9dlMKAwAA1klISNDFixfN1zt37lTTpk3Vvn17s+3RRx9VbGys+drFxeWaY27YsEEdO3bU6NGj1bZtWy1evFgdOnTQunXrVK9ePUmX7g0ZP368ypcvL0mKi4tTmzZttG3bNt1zzz353nfXrl2VmpqqpUuXqmTJkpo7d646duyozZs3mz+f3aVLF/3xxx9avny5JOm5555T165d9eWXX0qSfvnlF7Vo0UIjRozQrFmz9Oeff6pv3766ePGiJk6cKEn63//+p759+9rt++GHH9Z9991nvv7+++/VtGlTRUVFqVixYoqNjVXr1q31008/mbUsWrTI7tnmx48fV/Xq1e3O92UJCQmaPn26qlWrlmNdRkaGGjVqpPbt26t37965vg/5OTeS9MYbb9iN4eHhket4N4vNMAyjIBt89NFHev7551WyZEn5+/vLZrP9/2A2m7Zu3XrTi/wn0tLS5O3trdTUVHl5eRVo2x0hN//nP/+JexNfd3QJuEXdyCyHlTw9Ozu6BNzC1izb7ugS7IS1qmHJuP/2f5f/9L+7iIgILVu2TPv27ZPNZlP37t116tQpLVmyJN9jdOzYUWlpaXYzl48++qiKFy+uefPyPh8lSpTQW2+9pZ49e0pSvvbt4eGhadOmqWvXrmabj4+PJkyYoJ49e2r37t2qUqWKNm7caAbejRs3qkGDBvrtt99UsWJFvfLKK4qPj1dCQoI5xpIlS9S5c2elpKTk+guIP//8s2rUqKHvv/9eDzzwQJ713XPPPerYsWOek3HR0dF67bXXdPToUbtZ09OnT6tWrVqaOnWqxowZoxo1aig6OjrH9gcPHlRISIi2bdumGjVqFOjcSJdmOiMiInLMpFqpwF+vjxkzRmPHjlVycrK2b9+ubdu2mcutFjgBAMD1ZWVlafbs2erRo4fdZNKaNWtUqlQpVahQQb1791ZKSso1x9mwYYPCw8Pt2po1a6b169fn2v/ixYuaP3++MjIy1KBBA7t119v3/fffrwULFujEiRPKzs7W/PnzlZmZqbCwMLMWb29vM3BKly4J9Pb2NuvJzMxUkSJF7MZ1c3PTuXPntGXLllxr/vjjj1WhQoVrBs7s7Gylp6erRIkSefaJiYlRp06d7AKnJPXv318tW7bUI488kue213O9c3PZm2++KR8fH9WoUUNjx47N8SuTN1uBv14/efJkrlPBAADg9rRkyRKdOnVK3bt3N9uaN2+u9u3bKzg4WImJiRo5cqQeeughbdmyJc9HJCYnJ8vPz8+uzc/PT8nJyXZtO3bsUIMGDXTu3Dl5eHho8eLFqlKlSoH2vWDBAnXs2FE+Pj4qVKiQ3N3dtXjxYpUrV86spVSpUjlqLFWqlFlPs2bNFB0drXnz5qlDhw5KTk7WmDFjJMl8POSVMjMzNWfOnOte+zhp0iRlZGSoQ4cOua7ftGmTdu7cqZiYGLv2+fPna8uWLdq8efM1x7+e650b6dITiGrVqqXixYtr06ZNGj58uBITE/Xxxx//o31fS4FDZ/v27bVixYoc1zcAAIDbU0xMjJo3b67AwECzrWPHjuafq1atqjp16ig4OFhfffWV2rVrl+dYV86USpJhGDnaKlasqO3bt+vUqVP6/PPP1a1bN61du9YMnvnZ96uvvqqTJ09q5cqVKlmypJYsWaL27dvrhx9+MH/E5ur9Xl1PeHi43nrrLfXt21ddu3aVq6urRo4cqXXr1snZ2TnHtosWLVJ6erqeeeaZPI9/3rx5ioyM1BdffJFr6JUune+qVauqbt26Ztvhw4f10ksvacWKFTlmXwsqP+dm4MCBZv9q1aqpePHievLJJ83ZTysUOHSWL19eI0eO1MaNG3XvvfeqcOHCdutffPHFm1YcAACw1qFDh7Ry5UotWrTomv0CAgIUHBysffv25dnH398/x6xmSkpKjtlPFxcX80aiOnXqKCEhQe+8844+/PDDfO37999/15QpU7Rz507z5qPq1avrhx9+0Pvvv68PPvhA/v7++uuvv3KM9ffff9vVM2jQIA0cOFBHjx5V8eLFdfDgQQ0fPlwhISE5tv3444/VqlUr+fv751rnggUL1LNnTy1cuDDPr8fPnDmj+fPn64033rBr37Jli1JSUlS7dm2z7eLFi/r+++81ZcoUZWZm5hqEr5afc5Oby08H2L9//60TOqdPny4PDw+tXbtWa9eutVtns9kInQAA3EZiY2NVqlSpPB/dc9nx48d1+PBhBQQE5NmnQYMGio+Pt5tFW7FihRo2bHjNsQ3DUGZmZr73febMGUmSk5P9rSnOzs7mU3UaNGig1NRUbdq0yZxR/Omnn5SampqjHpvNZs7yzps3T0FBQapVq5Zdn8TERK1evVpLly7NtcZ58+apR48emjdv3jXP5aeffqrMzEw9/fTTdu0PP/ywduzYYdf27LPPqlKlSho6dGi+AqeUv3OTm23btknSNd/ff6rAoTMxMdGKOgAAwL8sOztbsbGx6tatmwoV+v9IcPr0aUVGRuqJJ55QQECADh48qFdeeUUlS5ZU27ZtzX7PPPOM7rrrLo0bN07SpesEH3zwQb355ptq06aNvvjiC61cuVLr1q0zt3nllVfUvHlzBQUFKT09XfPnz9eaNWvMxxrlZ9+VKlVS+fLl1adPH02cOFE+Pj5asmSJ4uPjtWzZMklS5cqV9eijj6p3797mDOpzzz2nVq1aqWLFimY9b731lh599FE5OTlp0aJFGj9+vD799NMcIW/GjBkKCAhQ8+bNc5zHefPm6ZlnntE777yj+vXrm7O9bm5u8vb2tusbExOjxx9/PMdsoqenp6pWrWrXVrRoUfn4+Ni1nzhxQklJSTpy5Igkac+ePZIuzTL7+/vn69xs2LBBGzduVJMmTeTt7a2EhAQNHDhQjz32mMqUKZPj+G6WG3pOJwAAuLbb4dFhK1euVFJSUo6fsXZ2dtaOHTs0a9YsnTp1SgEBAWrSpIkWLFhg9xihpKQkuxm1hg0bav78+Xr11Vc1cuRIlStXTgsWLLC7g/yvv/5S165ddfToUXl7e6tatWpavny5mjZtmu99Fy5cWF9//bWGDRum1q1b6/Tp0ypfvrzi4uLUokULc19z5szRiy++aN5R/9hjj2nKlCl2x/rNN99o7NixyszMVPXq1fXFF1/kCJbZ2dmaOXOmunfvnuuM44cffqgLFy6of//+5sP1Jalbt26aOXOm+Xrv3r1at26dVqxYce035hqWLl2qZ5991nzdqVMnSdKoUaMUGRmZr3Pj6uqqBQsW6PXXX1dmZqaCg4PVu3dvDRky5Ibryo98Padz0KBBGj16tIoWLapBgwZds+/kyZNvWnE3A8/pxH8Bz+nE7eS/8pxOAPbyNdO5bds2nT9/3vxzXnK7SwwAAADIV+hcvXq1Dhw4IG9vb61evdrqmgAAAHCHyfcvEoWGhurvv/82X3fs2DHXRxEAAAAAV8t36Lz60s+vv/5aGRkZN70gAAAA3HkK/NvrAAAAQEHlO3TabLYcNwpx4xAAAADyI9/P6TQMQ927d5erq6sk6dy5c+rbt6+KFi1q1+96P6MFAACA/558h85u3brZvb7655sAAACAvOQ7dMbGxlpZBwAAAO5g3EgEAAAAyxE6AQCwwJpl2//VpaDKli1r3iR85XL5t8NzW2ez2fTWW2/lOWZYWFiu27Rs2dLs8/3336t169YKDAyUzWbTkiVLcoxz+vRpDRgwQKVLl5abm5sqV66sadOm2fX5/fff1bZtW/n6+srLy0sdOnTI8fzwsWPHqmHDhnJ3d1exYsVyrTkhIUEPP/ywihUrpuLFiys8PFzbt2+36/Ppp5+qRo0acnd3V3BwcI5zcPToUXXp0kUVK1aUk5OTIiIict1XdHS0KlasKDc3NwUFBWngwIE6d+6cuT49PV0REREKDg6Wm5ubGjZsqISEBLsxFi1apGbNmqlkyZKy2Ww5apWk5ORkde3aVf7+/ipatKhq1aqlzz77zK7P1q1b1bRpUxUrVkw+Pj567rnndPr0aXP9zz//rM6dOysoKMh8D955551cjyu/CJ0AAPwHJSQk6OjRo+YSHx8vSWrfvr0k2a07evSoZsyYIZvNpieeeCLPMRctWmS3zc6dO+Xs7GyOKUkZGRmqXr26pkyZkuc4AwcO1PLlyzV79mzt3r1bAwcO1AsvvKAvvvjCHCM8PFw2m03fffedfvzxR2VlZal169bKzs42x8nKylL79u31/PPP57qf9PR0NWvWTGXKlNFPP/2kdevWycvLS82aNTN//vubb77RU089pb59+2rnzp2aOnWqJk+ebFd/ZmamfH19NWLECFWvXj3Xfc2ZM0fDhg3TqFGjtHv3bsXExGjBggUaPny42adXr16Kj4/XJ598oh07dig8PFyPPPKI/vzzT7vz16hRI40fPz7P89e1a1ft2bNHS5cu1Y4dO9SuXTt17NjR/CnzI0eO6JFHHlH58uX1008/afny5dq1a5e6d+9ujrFlyxb5+vpq9uzZ2rVrl0aMGKHhw4df8327Hptx9VPf7zBpaWny9vZWamqqvLy8CrTtjpBRFlV1Y+5NfN3RJeAWlZ4+z9El2PH07OzoEnALu5FZOSuFtaphybj/9nH+0+OIiIjQsmXLtG/fvlwfifj4448rPT1dq1atyveY0dHReu2113T06NEcT7uRLs2mLl68WI8//rhde9WqVdWxY0eNHDnSbKtdu7ZatGih0aNHa8WKFWrevLlOnjxp/t1+8uRJlShRQvHx8XrkkUfsxps5c6YiIiJ06tQpu/bNmzfrvvvuU1JSkoKCgiRJO3bsULVq1bR//36VK1dOXbp00fnz57Vw4UK745o0aZKSkpJynKuwsDDVqFFD0dHRdu0DBgzQ7t277c7f4MGDtWnTJv3www86e/asPD099cUXX9jNDNeoUUOtWrXSmDFj7MY7ePCgQkJCtG3bNtWoUcNunYeHh6ZNm6auXbuabT4+PpowYYJ69uyp6dOna+TIkTp69KicnC7NP27fvl01a9bUvn37VL58eeWmf//+2r17t7777rtc118PM50AAPzHZWVlafbs2erRo0eugfOvv/7SV199pZ49exZo3JiYGHXq1CnXwHkt999/v5YuXao///xThmFo9erV2rt3r5o1aybp0syizWYzH+MoSUWKFJGTk5PWrVuX7/1UrFhRJUuWVExMjLKysnT27FnFxMTonnvuUXBwsLmvIkWK2G3n5uamP/74Q4cOHSrQMW3ZskWbNm2SJB04cEBff/21GTAvXLigixcv5rqvghzT5X0tWLBAJ06cUHZ2tubPn6/MzEyFhYWZx+Ti4mIGzsv7kXTNfaWmpqpEiRIFquVKhE4AAP7jlixZolOnTtl9vXqluLg4eXp6ql27dvkec9OmTdq5c6d69epV4HreffddValSRaVLl5aLi4seffRRTZ06Vffff78kqX79+ipatKiGDh2qM2fOKCMjQy+//LKys7N19OjRfO/H09NTa9as0ezZs+Xm5iYPDw99++23+vrrr1Wo0KUH/DRr1kyLFi3SqlWrlJ2drb1795qzmAXZV6dOnTR69Gjdf//9Kly4sMqVK6cmTZpo2LBhZi0NGjTQ6NGjdeTIEV28eFGzZ8/WTz/9VKD9SNKCBQt04cIF+fj4yNXVVX369NHixYtVrlw5SdJDDz2k5ORkvfXWW8rKytLJkyf1yiuvXPOYNmzYoE8//VR9+vQpUC1XInQCAPAfFxMTo+bNmyswMDDX9TNmzNBTTz2VYxbuemNWrVpVdevWLXA97777rjZu3KilS5dqy5YtmjRpkvr166eVK1dKknx9fbVw4UJ9+eWX8vDwMC+jq1WrlpydnfO9n7Nnz6pHjx5q1KiRNm7cqB9//FH33HOPWrRoobNnz0qSevfurQEDBqhVq1ZycXFR/fr11alTJ0kq0L7WrFmjsWPHaurUqdq6dasWLVqkZcuWafTo0WafTz75RIZh6K677pKrq6veffdddenSpUD7kaRXX31VJ0+e1MqVK7V582YNGjRI7du3144dOyRJ99xzj+Li4jRp0iS5u7vL399fd999t/z8/HLd165du9SmTRu99tpratq0aYFquVK+n9MJAADuPIcOHdLKlSvz/EXBH374QXv27NGCBQvyPeaZM2c0f/58vfHGGwWu5+zZs3rllVe0ePFi86vnatWqafv27Zo4caJ5vWZ4eLh+//13HTt2TIUKFVKxYsXk7++vkJCQfO9r7ty5OnjwoDZs2GB+1Tx37lwVL15cX3zxhTp16iSbzaY333xTUVFRSk5Olq+vr3ldZtmyZfO9r5EjR6pr167mzO+9996rjIwMPffccxoxYoScnJxUrlw5rV27VhkZGUpLS1NAQIA6duxYoGP6/fffNWXKFO3cuVP33HOPJKl69er64Ycf9P777+uDDz6QJHXp0kVdunTRX3/9paJFi8pms2ny5Mk59vXrr7/qoYceUu/evfXqq6/mu47cMNMJAMB/WGxsrEqVKmV388qVYmJiVLt27Tzvys7Np59+qszMzBv69cLz58/r/PnzdtcbSpdmFa+8M/2ykiVLqlixYvruu++UkpKixx57LN/7OnPmjJycnOyuY738+up9OTs766677pKLi4vmzZunBg0aqFSpUgXe19VjGoahq+/pLlq0qAICAnTy5El9++23atOmTYH2c/k4rt5XbufPz89PHh4eWrBggYoUKWI3k7lr1y41adJE3bp109ixY/NdQ16Y6QQA4D8qOztbsbGx6tatm3kN45XS0tK0cOFCTZo0Kdftn3nmGd11110aN26cXXtMTIwef/xx+fj45Njm9OnT2r9/v/k6MTFR27dvV4kSJVSmTBl5eXmpcePGevnll+Xm5qbg4GCtXbtWs2bN0uTJk83tYmNjVblyZfn6+mrDhg166aWXNHDgQFWsWNHsk5SUpBMnTigpKUkXL140n2lZvnx5eXh4qGnTpnr55ZfVv39/vfDCC8rOztb48eNVqFAhNWnSRJJ07NgxffbZZwoLC9O5c+cUGxurhQsXau3atXbHdXns06dP6++//9b27dvl4uKiKlWqSJJat26tyZMnq2bNmqpXr57279+vkSNH6rHHHjO/0v72229lGIYqVqyo/fv36+WXX1bFihX17LPPmvu5fDxHjhyRJO3Zs0eS5O/vL39/f1WqVEnly5dXnz59NHHiRPn4+GjJkiWKj4/XsmXLzHGmTJmihg0bysPDQ/Hx8Xr55Zc1fvx483mmlwNneHi4Bg0apOTkZEmXwquvr2+un4frIXQCAGABqx7FdDOtXLlSSUlJ6tGjR67r58+fL8Mw1Llz7o9BS0pKyjGjtnfvXq1bt04rVqzIdZvNmzebgU6SBg0aJEnq1q2bZs6cae53+PDheuqpp3TixAkFBwdr7Nix6tu3r7ndnj17NHz4cJ04cUJly5bViBEjNHDgQLt9vfbaa4qLizNf16xZU5K0evVqhYWFqVKlSvryyy/1+uuvq0GDBnJyclLNmjW1fPlyBQQEmNvFxcXpf//7nwzDUIMGDbRmzZoc16peHlu69IzLuXPnKjg4WAcPHpR06TpLm82mV199VX/++ad8fX3VunVruxnE1NRUDR8+XH/88YdKlCihJ554QmPHjlXhwoXNPkuXLrULoZevLx01apQiIyNVuHBhff311xo2bJhat26t06dPq3z58oqLi1OLFi3M7TZt2qRRo0bp9OnTqlSpkj788EO7RywtXLhQf//9t+bMmaM5c+aY7VceU0HxnM5r4DmduF3wnE7cTv4rz+kEYI9rOgEAAGA5QicAAAAsR+gEAACA5QidAAAAsJxDQ+e0adNUrVo1eXl5ycvLSw0aNNA333xjrjcMQ5GRkQoMDJSbm5vCwsK0a9cuB1YMAACAG+HQ0Fm6dGmNHz9emzdv1ubNm/XQQw+pTZs2ZrCcMGGCJk+erClTpighIUH+/v5q2rSp0tPTHVk2AAAACsihobN169Zq0aKFKlSooAoVKmjs2LHy8PDQxo0bZRiGoqOjNWLECLVr105Vq1ZVXFyczpw5o7lz5zqybAAAABTQLXNN58WLFzV//nxlZGSoQYMGSkxMVHJyssLDw80+rq6uaty4sdavX5/nOJmZmUpLS7NbAAAA4FgOD507duyQh4eHXF1d1bdvXy1evFhVqlQxf27Jz8/Prr+fn5+5Ljfjxo2Tt7e3uQQFBVlaPwAAAK7P4aGzYsWK2r59uzZu3Kjnn39e3bp106+//mqut9lsdv0Nw8jRdqXhw4crNTXVXA4fPmxZ7QAAAMgfh//2uouLi8qXLy9JqlOnjhISEvTOO+9o6NChkqTk5GS73z9NSUnJMft5JVdXV7m6ulpbNAAAAArE4TOdVzMMQ5mZmQoJCZG/v7/i4+PNdVlZWVq7dq0aNmzowAoBAABQUA6d6XzllVfUvHlzBQUFKT09XfPnz9eaNWu0fPly2Ww2RUREKCoqSqGhoQoNDVVUVJTc3d3VpUsXR5YNAACAAnJo6Pzrr7/UtWtXHT16VN7e3qpWrZqWL1+upk2bSpKGDBmis2fPql+/fjp58qTq1aunFStWyNPT05FlAwAAoIAcGjpjYmKuud5msykyMlKRkZH/TkEAAACwxC13TScAAADuPIROAAAAWI7QCQAAAMsROgEAAGA5QicAAAAsR+gEAACA5QidAAAAsByhEwAAAJYjdAIAAMByhE4AAABYjtAJAAAAyxE6AQAAYDlCJwAAACxH6AQAAIDlCJ0AAACwHKETAAAAliN0AgAAwHKETgAAAFiO0AkAAADLEToBAABgOUInAAAALEfoBAAAgOUInQAAALAcoRMAAACWI3QCAADAcoROAAAAWI7QCQAAAMsROgEAAGA5QicAAAAsR+gEAACA5QidAAAAsByhEwAAAJYjdAIAAMByhE4AAABYjtAJAAAAyxE6AQAAYDlCJwAAACxH6AQAAIDlCJ0AAACwHKETAAAAliN0AgAAwHIODZ3jxo3TfffdJ09PT5UqVUqPP/649uzZY9fHMAxFRkYqMDBQbm5uCgsL065duxxUMQAAAG6EQ0Pn2rVr1b9/f23cuFHx8fG6cOGCwsPDlZGRYfaZMGGCJk+erClTpighIUH+/v5q2rSp0tPTHVg5AAAACqKQI3e+fPlyu9exsbEqVaqUtmzZogcffFCGYSg6OlojRoxQu3btJElxcXHy8/PT3Llz1adPH0eUDQAAgAK6pa7pTE1NlSSVKFFCkpSYmKjk5GSFh4ebfVxdXdW4cWOtX78+1zEyMzOVlpZmtwAAAMCxbpnQaRiGBg0apPvvv19Vq1aVJCUnJ0uS/Pz87Pr6+fmZ6642btw4eXt7m0tQUJC1hQMAAOC6bpnQOWDAAP3yyy+aN29ejnU2m83utWEYOdouGz58uFJTU83l8OHDltQLAACA/HPoNZ2XvfDCC1q6dKm+//57lS5d2mz39/eXdGnGMyAgwGxPSUnJMft5maurq1xdXa0tGAAAAAXi0JlOwzA0YMAALVq0SN99951CQkLs1oeEhMjf31/x8fFmW1ZWltauXauGDRv+2+UCAADgBjl0prN///6aO3euvvjiC3l6eprXaXp7e8vNzU02m00RERGKiopSaGioQkNDFRUVJXd3d3Xp0sWRpQMAAKAAHBo6p02bJkkKCwuza4+NjVX37t0lSUOGDNHZs2fVr18/nTx5UvXq1dOKFSvk6en5L1cLAACAG+XQ0GkYxnX72Gw2RUZGKjIy0vqCAAAAYIlb5u51AAAA3LkInQAAALAcoRMAAACWI3QCAADAcoROAAAAWI7QCQAAAMsROgEAAGA5QicAAAAsR+gEAACA5QidAAAAsByhEwAAAJYjdAIAAMByhE4AAABYjtAJAAAAyxE6AQAAYDlCJwAAACxH6AQAAIDlCJ0AAACwHKETAAAAliN0AgAAwHKETgAAAFiO0AkAAADLEToBAABgOUInAAAALEfoBAAAgOUInQAAALAcoRMAAACWI3QCAADAcoROAAAAWI7QCQAAAMsROgEAAGA5QicAAAAsR+gEAACA5QidAAAAsByhEwAAAJYjdAIAAMByhE4AAABYjtAJAAAAyxE6AQAAYDlCJwAAACxH6AQAAIDlHBo6v//+e7Vu3VqBgYGy2WxasmSJ3XrDMBQZGanAwEC5ubkpLCxMu3btckyxAAAAuGEODZ0ZGRmqXr26pkyZkuv6CRMmaPLkyZoyZYoSEhLk7++vpk2bKj09/V+uFAAAAP9EIUfuvHnz5mrevHmu6wzDUHR0tEaMGKF27dpJkuLi4uTn56e5c+eqT58+/2apAAAA+Adu2Ws6ExMTlZycrPDwcLPN1dVVjRs31vr16/PcLjMzU2lpaXYLAAAAHOuWDZ3JycmSJD8/P7t2Pz8/c11uxo0bJ29vb3MJCgqytE4AAABc3y0bOi+z2Wx2rw3DyNF2peHDhys1NdVcDh8+bHWJAAAAuA6HXtN5Lf7+/pIuzXgGBASY7SkpKTlmP6/k6uoqV1dXy+sDAABA/t2yM50hISHy9/dXfHy82ZaVlaW1a9eqYcOGDqwMAAAABeXQmc7Tp09r//795uvExERt375dJUqUUJkyZRQREaGoqCiFhoYqNDRUUVFRcnd3V5cuXRxYNQAAAArKoaFz8+bNatKkifl60KBBkqRu3bpp5syZGjJkiM6ePat+/frp5MmTqlevnlasWCFPT09HlQwAAIAb4NDQGRYWJsMw8lxvs9kUGRmpyMjIf68oAAAA3HS37DWdAAAAuHMQOgEAAGA5QicAAAAsR+gEAACA5QidAAAAsByhEwAAAJYjdAIAAMByhE4AAABYjtAJAAAAyxE6AQAAYDlCJwAAACxH6AQAAIDlCJ0AAACwHKETAAAAliN0AgAAwHKETgAAAFiO0AkAAADLEToBAABgOUInAAAALEfoBAAAgOUInQAAALAcoRMAAACWI3QCAADAcoROAAAAWI7QCQAAAMsROgEAAGA5QicAAAAsR+gEAACA5QidAAAAsByhEwAAAJYjdAIAAMByhE4AAABYjtAJAAAAyxE6AQAAYDlCJwAAACxH6AQAAIDlCJ0AAACwHKETAAAAliN0AgAAwHKETgAAAFiO0AkAAADL3Rahc+rUqQoJCVGRIkVUu3Zt/fDDD44uCQAAAAVwy4fOBQsWKCIiQiNGjNC2bdv0wAMPqHnz5kpKSnJ0aQAAAMinWz50Tp48WT179lSvXr1UuXJlRUdHKygoSNOmTXN0aQAAAMinWzp0ZmVlacuWLQoPD7drDw8P1/r16x1UFQAAAAqqkKMLuJZjx47p4sWL8vPzs2v38/NTcnJyrttkZmYqMzPTfJ2amipJSktLK/D+T2dnXr/Tv+hGjgH/DenpZxxdgh3D4LOKvGWcOe3oEuzc6P9bPT09ZbPZbnI1wJ3rlg6dl139H7VhGHn+hz5u3Di9/vrrOdqDgoIsqe1f5f2moysA8qmXowsALJeamiovLy9HlwHcNm7p0FmyZEk5OzvnmNVMSUnJMft52fDhwzVo0CDzdXZ2tk6cOCEfHx/+RapL/6IPCgrS4cOH+Z8l7PDZwLXw+cjJ09PT0SUAt5VbOnS6uLiodu3aio+PV9u2bc32+Ph4tWnTJtdtXF1d5erqatdWrFgxK8u8LXl5efEXB3LFZwPXwucDwI26pUOnJA0aNEhdu3ZVnTp11KBBA02fPl1JSUnq27evo0sDAABAPt3yobNjx446fvy43njjDR09elRVq1bV119/reDgYEeXBgAAgHy65UOnJPXr10/9+vVzdBl3BFdXV40aNSrHJQgAnw1cC58PAP+UzTAMw9FFAAAA4M52Sz8cHgAAAHcGQicAAAAsR+gEAACA5QidAAAAsByh8zY3depUhYSEqEiRIqpdu7Z++OGHa/bv06ePypUrJzc3N/n6+qpNmzb67bff7PqULVtWNpvNbhk2bJiVh4F/YNq0aapWrZr50O4GDRrom2++Mdd37949x/tZv379646bn8/B1ettNps++OCDm36MuDGRkZE53h9/f39z/Y1+NgDgRtwWj0xC7hYsWKCIiAhNnTpVjRo10ocffqjmzZvr119/VZkyZXLdpnbt2nrqqadUpkwZnThxQpGRkQoPD1diYqKcnZ3Nfm+88YZ69+5tvvbw8LD8eHBjSpcurfHjx6t8+fKSpLi4OLVp00bbtm3TPffcI0l69NFHFRsba27j4uKSr7Hz8zmIjY3Vo48+ar729va+oeOANe655x6tXLnSfH3lf+fSjX82LktKSsrz/zcAcCVC521s8uTJ6tmzp3r16iVJio6O1rfffqtp06Zp3LhxuW7z3HPPmX8uW7asxowZo+rVq+vgwYMqV66cuc7T09NuRgS3rtatW9u9Hjt2rKZNm6aNGzeaodPV1fWG3s/8fA6KFSvGZ+UWVqhQoWu+Pzfy2UhLS9PChQsVFxennTt36sSJE/+0TAD/AXy9fpvKysrSli1bFB4ebtceHh6u9evX52uMjIwMxcbGKiQkREFBQXbr3nzzTfn4+KhGjRoaO3assrKyblrtsM7Fixc1f/58ZWRkqEGDBmb7mjVrVKpUKVWoUEG9e/dWSkpKvsbLz+dgwIABKlmypO677z598MEHys7OvmnHg39u3759CgwMVEhIiDp16qQDBw7Yrc/vZyM7O1vx8fF6+umn5e/vr/Hjx+vhhx/W5s2bzT5JSUny8PC45sJPGAP/Xcx03qaOHTumixcvys/Pz67dz89PycnJ19x26tSpGjJkiDIyMlSpUiXFx8fbfaX20ksvqVatWipevLg2bdqk4cOHKzExUR9//LElx4J/bseOHWrQoIHOnTsnDw8PLV68WFWqVJEkNW/eXO3bt1dwcLASExM1cuRIPfTQQ9qyZcs1f10mP5+D0aNH6+GHH5abm5tWrVqlwYMH69ixY3r11VctP2ZcX7169TRr1ixVqFBBf/31l8aMGaOGDRtq165d8vHxyddnY+/evZo5c6Y++eQTZWRkqEOHDoqPj1ejRo1y7C8wMFDbt2+/Zk1eXl5WHCqA24GB29Kff/5pSDLWr19v1z5mzBijYsWKxtixY42iRYuay6FDh8w+p06dMvbu3WusXbvWaN26tVGrVi3j7Nmzee7rs88+MyQZx44ds+x48M9kZmYa+/btMxISEoxhw4YZJUuWNHbt2pVr3yNHjhiFCxc2Pv/8c8MwDKNPnz52n5W85OdzMHHiRMPLy+ufHQwsc/r0acPPz8+YNGlSruuv/mwYhmE0btzYkGT07dvXOHPmzL9VKoA7EF+v36ZKliwpZ2fnHLOaKSkp8vPzU9++fbV9+3ZzCQwMNPt4e3srNDRUDz74oD777DP99ttvWrx4cZ77unw36/79+605GPxjLi4uKl++vOrUqaNx48apevXqeuedd3LtGxAQoODgYO3bt0/SpZuFrvys5CU/n4P69esrLS1Nf/31140fDCxTtGhR3XvvveZ7f7WrPxvSpWvFBwwYoIULF6pChQoaNmyYdu3alev2fL0O4Fr4ev025eLiotq1ays+Pl5t27Y12+Pj49WmTRuVKFFCJUqUyNdYhmEoMzMzz/Xbtm2TdOkvJNwervWeHj9+XIcPHzbfz1KlSqlUqVLXHTM/n4Nt27apSJEiKlasWMGLhuUyMzO1e/duPfDAA7muv/qzIUk1atTQe++9p0mTJmnZsmWKi4tTzZo1VbVqVXXt2lWdO3c2b0Ti63UA1+ToqVbcuPnz5xuFCxc2YmJijF9//dWIiIgwihYtahw8eDDX/r///rsRFRVlbN682Th06JCxfv16o02bNkaJEiWMv/76yzAMw1i/fr0xefJkY9u2bcaBAweMBQsWGIGBgcZjjz32bx4aCmD48OHG999/byQmJhq//PKL8corrxhOTk7GihUrjPT0dGPw4MHG+vXrjcTERGP16tVGgwYNjLvuustIS0vLc8z8fA6WLl1qTJ8+3dixY4exf/9+46OPPjK8vLyMF1988d84bOTD4MGDjTVr1hgHDhwwNm7caLRq1crw9PQ0Dh48eMOfDcMwjJSUFOPtt982atSoYZQoUeJfOhoAtztC523u/fffN4KDgw0XFxejVq1axtq1a/Ps++effxrNmzc3SpUqZRQuXNgoXbq00aVLF+O3334z+2zZssWoV6+e4e3tbRQpUsSoWLGiMWrUKCMjI+PfOBzcgB49epifAV9fX+Phhx82VqxYYRiGYZw5c8YIDw83fH19jcKFCxtlypQxunXrZiQlJV1zzPx8Dr755hujRo0ahoeHh+Hu7m5UrVrViI6ONs6fP2/p8SL/OnbsaAQEBBiFCxc2AgMDjXbt2pnX+t7oZ+Nqu3fvtqJ0AHcgm2EYhqNnWwEAAHBn40YiAAAAWI7QCQAAAMsROgEAAGA5QicAAAAsR+gEAACA5QidAAAAsByhEwAAAJYjdAK4JURGRqpGjRqOLgMAYBFCJ3ALWr9+vZydnfXoo4/+a/ucOXOmbDabuXh4eKh27dpatGjRv1YDAODORegEbkEzZszQCy+8oHXr1ikpKelf26+Xl5eOHj2qo0ePatu2bWrWrJk6dOigPXv2/Gs1AADuTIRO4BaTkZGhTz/9VM8//7xatWqlmTNn5uizdOlShYaGys3NTU2aNFFcXJxsNptOnTpl9lm/fr0efPBBubm5KSgoSC+++KIyMjKuuW+bzSZ/f3/5+/srNDRUY8aMkZOTk3755Rezz+zZs1WnTh15enrK399fXbp0UUpKirl+zZo1stlsWrVqlerUqSN3d3c1bNgwR3AdP368/Pz85OnpqZ49e+rcuXM3dsIAALcFQidwi1mwYIEqVqyoihUr6umnn1ZsbKwMwzDXHzx4UE8++aQef/xxbd++XX369NGIESPsxtixY4eaNWumdu3a6ZdfftGCBQu0bt06DRgwIN91XLx4UXFxcZKkWrVqme1ZWVkaPXq0fv75Zy1ZskSJiYnq3r17ju1HjBihSZMmafPmzSpUqJB69Ohhrvv00081atQojR07Vps3b1ZAQICmTp2a79oAALchA8AtpWHDhkZ0dLRhGIZx/vx5o2TJkkZ8fLy5fujQoUbVqlXtthkxYoQhyTh58qRhGIbRtWtX47nnnrPr88MPPxhOTk7G2bNnc91vbGysIckoWrSoUbRoUcPJyclwdXU1YmNjr1nvpk2bDElGenq6YRiGsXr1akOSsXLlSrPPV199ZUgy992gQQOjb9++duPUq1fPqF69+jX3BQC4fTHTCdxC9uzZo02bNqlTp06SpEKFCqljx46aMWOGXZ/77rvPbru6devavd6yZYtmzpwpDw8Pc2nWrJmys7OVmJiY5/49PT21fft2bd++Xdu2bVNUVJT69OmjL7/80uyzbds2tWnTRsHBwfL09FRYWJgk5bj2tFq1auafAwICJMn8Gn737t1q0KCBXf+rXwMA7iyFHF0AgP8XExOjCxcu6K677jLbDMNQ4cKFdfLkSRUvXlyGYchms9ltZ1zx9bskZWdnq0+fPnrxxRdz7KNMmTJ57t/JyUnly5c3X1erVk0rVqzQm2++qdatWysjI0Ph4eEKDw/X7Nmz5evrq6SkJDVr1kxZWVl2YxUuXNj88+V6s7Oz83EWAAB3IkIncIu4cOGCZs2apUmTJik8PNxu3RNPPKE5c+ZowIABqlSpkr7++mu79Zs3b7Z7XatWLe3atcsuQN4oZ2dnnT17VpL022+/6dixYxo/fryCgoJy3Xd+VK5cWRs3btQzzzxjtm3cuPEf1woAuHXx9Tpwi1i2bJlOnjypnj17qmrVqnbLk08+qZiYGElSnz599Ntvv2no0KHau3evPv30U/MO98szikOHDtWGDRvUv39/bd++Xfv27dPSpUv1wgsvXLMGwzCUnJys5ORkJSYmavr06fr222/Vpk0bSZdmSV1cXPTee+/pwIEDWrp0qUaPHl3gY33ppZc0Y8YMzZgxQ3v37tWoUaO0a9euAo8DALh9EDqBW0RMTIweeeQReXt751j3xBNPaPv27dq6datCQkL02WefadGiRapWrZqmTZtm3r3u6uoq6dLX4mvXrtW+ffv0wAMPqGbNmho5cqR5bWVe0tLSFBAQoICAAFWuXFmTJk3SG2+8YY7v6+urmTNnauHChapSpYrGjx+viRMnFvhYO3bsqNdee01Dhw5V7dq1dejQIT3//PMFHgcAcPuwGVdfDAbgtjN27Fh98MEHOnz4sKNLAQAgV1zTCdyGpk6dqvvuu08+Pj768ccf9dZbbxXoGZwAAPzbCJ3AbWjfvn0aM2aMTpw4oTJlymjw4MEaPny4o8sCACBPfL0OAAAAy3EjEQAAACxH6AQAAIDlCJ0AAACwHKETAAAAliN0AgAAwHKETgAAAFiO0AkAAADLEToBAABgOUInAAAALPd/0V+hkhmzUo8AAAAASUVORK5CYII=\n",
-      "text/plain": [
-       "<Figure size 696.375x500 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "# importing seaborn and matplotlib.pyplot libraries\n",
     "import seaborn as sns\n",
@@ -1492,62 +1461,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "[+] The correlation matrix\n",
-      "\n",
-      "              final_mark  click_events\n",
-      "final_mark      1.000000      0.274236\n",
-      "click_events    0.274236      1.000000\n",
-      "\n",
-      "\n",
-      "[+] HeatMap Correlation Matrix\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 640x480 with 2 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "According to the heatmap, a weak positive (negative) linear relationship via a shaky linear rule. \n",
-      "Heatmap is used as it visualizes the result in the best format for the eye to understand.\n",
-      "\n",
-      "\n",
-      "[+] regplot Correlation plot\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "The plot between final_mark and click_events showed weak strength. Therfore; linear correlation does not exist.\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "#drooping all columns exept 'final grade' and 'click events'\n",
     "CorrFinderDataset = UpdateDataFrame.drop(['id_student','disability','age_band','gender','Unnamed: 0'], axis=1)\n",
@@ -1585,24 +1501,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Pvalue is 0.000000\n",
-      "\n",
-      "\n",
-      "The p-value is 0.0 therfore, reject null hypothesis\n",
-      "\n",
-      "\n",
-      "The p-value is 0.0 which is in a range of 0.00 and 0.05..(not null hypothesis).\n",
-      "Therfore; there is a relationship between the two phenomena and the results are statistically significant.\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "#importing stats from scipy\n",
     "from scipy.stats import pearsonr\n",
@@ -1645,60 +1546,60 @@
     "\n",
     "#### From task 2.1 to 2.9\n",
     "\n",
-    "- Overall, those tasks require less effort as libraries such as pandas can solve them fast without needing coding skills. Moreover, it’s all about basic data cleaning and merging.\n",
+    "Overall, those tasks require less effort as libraries such as pandas can solve them fast without needing coding skills. Moreover, it’s all about basic data cleaning and merging.\n",
     "\n",
     "\n",
     "#### Task 2.10\n",
     "\n",
-    "-\tBar plot is used to show and clearly visualize the relationship between the age group and the other two columns. Each column [final_mark] and [click_event] is printed to be only compared with the age band of the students. The age band is located on the x-axis while the other two columns are on the y-axis.\n",
+    "Bar plot is used to show and clearly visualize the relationship between the age group and the other two columns. Each column [final_mark] and [click_event] is printed to be only compared with the age band of the students. The age band is located on the x-axis while the other two columns are on the y-axis.\n",
     "\n",
-    "-\tFinally,  and with respect to the plotted bar, the more clicks the higher the marks. However, the effects are not that much higher, which concludes that older student requires more engagement than younger student to get around the same mark range.\n",
+    "Finally,  and with respect to the plotted bar, the more clicks the higher the marks. However, the effects are not that much higher, which concludes that older student requires more engagement than younger student to get around the same mark range.\n",
     "\n",
     "\n",
     "#### Task 2.11 \n",
     "\n",
     "\n",
-    "- Heatmap is used as it is considered one of the best visualizing graphs, especially for correlation mapping. Moreover and according to the shown result, a weak positive (negative) linear relationship is presented. \n",
+    "Heatmap is used as it is considered one of the best visualizing graphs, especially for correlation mapping. Moreover and according to the shown result, a weak positive (negative) linear relationship is presented. \n",
     "\n",
-    "- On the other hand, the regPlot shows that the linear correlation does not exist, meaning that there is no relationship at all.\n",
+    "On the other hand, the regPlot shows that the linear correlation does not exist, meaning that there is no relationship at all.\n",
     "\n",
     "\n",
     "#### Task 2.12 \n",
     "\n",
     "\n",
-    "- p-value indicates that the result is (not a null hypothesis) and the relationship is statistically significant as a result is in the range of 0 to 0.05.\n",
+    "p-value indicates that the result is (not a null hypothesis) and the relationship is statistically significant as a result is in the range of 0 to 0.05.\n",
     "\n",
     "\n",
     "### 2) Strength\n",
     "\n",
     "\n",
-    "- The use of the library makes the task easy and solvable in fewer code lines.\n",
+    "The use of the library makes the task easy and solvable in fewer code lines.\n",
     "\n",
     "\n",
     "### 3) Weaknesses\n",
     "\n",
     "\n",
-    "- The correlation plot is better when more data is visualized inside it, instead of two columns compared to each other (engagement and attainment).\n",
+    "The correlation plot is better when more data is visualized inside it, instead of two columns compared to each other (engagement and attainment).\n",
     "\n",
     "\n",
     "### 4) Improvement Points\n",
     "\n",
     "\n",
-    "- Writing better code structure, as no code is perfect.\n",
-    "- More graphs to explain the dataset in detail.\n",
+    "Writing better code structure, as no code is perfect.\n",
+    "More graphs to explain the dataset in detail.\n",
     "\n",
     "\n",
     "### 5) Alternative\n",
     "\n",
     "\n",
-    "- Using different visualization libraries such as (plotly.express)\n",
+    "Using different visualization libraries such as (plotly.express)\n",
     "\n",
     "\n",
     "\n",
     "### 6) Algorithm (FR.2.10 to 2.12)\n",
     "\n",
     "\n",
-    "- This code is generating scatter plots, bar plots, and a heatmap to visualize the relationship between two columns in a dataframe: 'click_events' and 'final_mark'. It is also calculating the Pearson correlation coefficient and p-value between the two columns using the scipy library. The scatter plot and heatmap show a weak positive linear relationship between the two columns, while the bar plots show the distribution of 'click_events' and 'final_mark' within different age bands. The Pearson correlation coefficient and p-value are then used to determine the statistical significance of the relationship between the two columns. If the p-value is less than or equal to 0.05, it indicates that the relationship is statistically significant and the null hypothesis is rejected. If the p-value is greater than 0.05, it indicates that the relationship is not statistically significant and the null hypothesis is accepted."
+    "This code is generating scatter plots, bar plots, and a heatmap to visualize the relationship between two columns in a dataframe: 'click_events' and 'final_mark'. It is also calculating the Pearson correlation coefficient and p-value between the two columns using the scipy library. The scatter plot and heatmap show a weak positive linear relationship between the two columns, while the bar plots show the distribution of 'click_events' and 'final_mark' within different age bands. The Pearson correlation coefficient and p-value are then used to determine the statistical significance of the relationship between the two columns. If the p-value is less than or equal to 0.05, it indicates that the relationship is statistically significant and the null hypothesis is rejected. If the p-value is greater than 0.05, it indicates that the relationship is not statistically significant and the null hypothesis is accepted."
    ]
   }
  ],