diff --git a/UFCFVQ-15-M Programming Task 2.ipynb b/UFCFVQ-15-M Programming Task 2.ipynb index 941036ee42e05d42f8355fa5bb42d8567a972245..b799630c88dd1dd743fd6fb2abf83a08dc2f8ed4 100644 --- a/UFCFVQ-15-M Programming Task 2.ipynb +++ b/UFCFVQ-15-M Programming Task 2.ipynb @@ -1423,7 +1423,7 @@ "outputs": [ { "data": { - "image/png": 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r16+f/P39de+99+q3v/2tTp48qddee63caegL0bBhwyp9g+7gwYP1zDPPaPr06brlllu0d+9e/fGPf1TLli2r9R0wfn5+Wrx4sX71q19p2LBhevvtt3XvvffK7Xbr1ltv1YgRI3TdddcpKChIGRkZSklJqfS25hdeeEEJCQmKj4/X448/rjZt2igrK0v//Oc/9cMPPygsLEyzZs1S//79z/txV8uWLZWcnKx77rlHHTt29HzZnSTt2rVL8+fPlzFGd911V5XnO2nSJL333nu644479OSTT+qmm27SiRMnPHcd3XrrreWe8/zzzysoKEjjx4/X8ePH9fjjj1f6Ojk5OUpPTy+3Pjg42OuL2K677jrFx8dr1qxZOnjwoN544w2v+iZNmuiVV17RqFGjdOzYMQ0bNkxOp1O5ubn6/PPPlZubW61w1a5dO23YsEErVqxQRESEgoKCFBMT4/M4zzzzjN577z39/ve/19q1azVp0iR98MEH6tmzpx577DG1b99eZWVl+u6777RmzRpNmTJFXbt2rXCswYMHa8mSJRo/fryGDRumgwcP6plnnlFERES5W/Wr2n+9evX03HPP6b777tPgwYP161//WsXFxZo9e7by8/P17LPP+jxn1DG1eVUxcMaZu5POvivijPPdnZSbm1vhWAcOHPCsW7FihenQoYNp2LChad68uXn88cfN6tWrve6EMKZ6dyedS0V3JxUXF5upU6ea5s2bm4YNG5rOnTubZcuWlXvdn95hc7af3p10RllZmZk4caKpV6+eefPNN83JkyfNQw89ZNq3b2+Cg4NNYGCgiYmJMdOnTzdFRUWVzu/zzz83w4YNM82aNTMNGjQwLVq0MA888IDZuXOn2bt3rwkNDTXXXXedyc7OrnSs/fv3m/Hjx5trr73WBAQEmMDAQNO2bVszefJkr7+jqtydZIwxeXl55je/+Y256qqrjJ+fn3E6nWbQoEFmz5495913s2fPNpLMH/7wh/P2q/PcndS9e/dy9W+88YaRZAIDA43b7a5wzI0bN5pBgwaZkJAQ4+fnZ5o3b24GDRrk9Xfoy/GcmZlpunfvbho1amQkmVtuuaXSOT3yyCMVbnv88ceNJLNx40ZjjDHHjx83v/vd70xMTIzx9/c3lmWZdu3amccee8zr77uiv5tnn33WXH311SYgIMC0adPGvPnmm555/dS5+j/77qQzli1bZrp27WoaNmxoGjdubPr06WP+53/+x6vGl/2HusNhzHlu/AcAALhMcU0MAACwJUIMAACwJUIMAACwJUIMAACwJUIMAACwJUIMAACwpTr7ZXdlZWU6fPiwgoKCzvvV7QAA4PJhjFFhYaEiIyO9fvizInU2xBw+fFhRUVG13QYAAKiGgwcPVvqDr3U2xAQFBUn6cScEBwfXcjcAAKAqCgoKFBUV5XkfP586G2LOfIQUHBxMiAEAwGaqcikIF/YCAABbIsQAAABbIsQAAABbIsQAAABbIsQAAABbIsQAAABbIsQAAABbIsQAAABbqrNfdgcAAC4+Y4zS0tK0b98+WZalhIQENWrUqFZ6IcQAAIAq2bx5s8aMGaM9e/Z41gUFBempp57SE088UeM/uEyIAQAAldq+fbt69+6tkpISr/WFhYWaNm2aTpw4oaeffrpGe+KaGAAAUKmnnnpKp0+fVllZWYXbZ86cqSNHjtRoT4QYAABwXkeOHNGaNWtUWlp6zpqysjIlJyfXYFeEGAAAUIkjR47IGHPemvr16ys7O7uGOvoRIQYAAJxXWFhYpRftnj59Ws2bN6+hjn5EiAEAAOfVrFkzDRo0SPXr1z9nTYMGDXTPPffUYFeEGAAAUAUzZ85UQEDAOYPM008/rdDQ0BrtiRADAAAq1a5dO23atEkdO3b0Wt+0aVO98sorevLJJ2u8J74nBgAAVEmnTp20bds2ffnll9q3b5+Cg4PVs2dP+fv710o/hBgAAOCTdu3aqV27drXdBh8nAQAAeyLEAAAAW/IpxLz22mtq3769goODFRwcrPj4eK1evdqzffTo0XI4HF5LXFyc1xjFxcV69NFHFRoaqsaNGysxMVGHDh3yqsnLy5PL5ZJlWbIsSy6XS/n5+dWfJQAAqHN8CjEtWrTQs88+q23btmnbtm3q3bu37rjjDu3cudNTM2DAAGVlZXmWjz76yGuMSZMmaenSpUpOTtamTZt0/PhxDR482OurjEeMGKHMzEylpKQoJSVFmZmZcrlcFzhVAABQlzhMZd8jXImQkBDNnj1bY8aM0ejRo5Wfn69ly5ZVWOt2u9WsWTO98847ni/EOXz4sKKiovTRRx+pf//+2r17t9q2bav09HR17dpVkpSenq74+Hjt2bNHMTExVeqroKBAlmXJ7XYrODj4QqYIAABqiC/v39W+Jqa0tFTJyckqKipSfHy8Z/2GDRvkdDrVunVrjR071usXLT/99FOVlJQoISHBsy4yMlKxsbHavHmzJCktLU2WZXkCjCTFxcXJsixPTUWKi4tVUFDgtQAAgLrL5xDz5ZdfqkmTJgoICNBDDz2kpUuXqm3btpKkgQMHKikpSevWrdPzzz+vjIwM9e7dW8XFxZKk7Oxs+fv768orr/QaMywszPOjUdnZ2XI6neVe1+l0nveHpWbNmuW5hsayLEVFRfk6NQAAYCM+f09MTEyMMjMzlZ+frw8++ECjRo3Sxo0b1bZtW6/fTIiNjVWXLl0UHR2tVatWaciQIecc0xjj9cNSFf3I1Nk1Z5s2bZomT57seVxQUECQAQCgDvM5xPj7++vaa6+VJHXp0kUZGRl6+eWXNXfu3HK1ERERio6O1r59+yRJ4eHhOnXqlPLy8rzOxhw5ckTdunXz1OTk5JQbKzc3V2FhYefsKyAgQAEBAb5OBwAA2NQFf0+MMcbzcdHZjh49qoMHDyoiIkKSdMMNN8jPz0+pqamemqysLO3YscMTYuLj4+V2u7V161ZPzZYtW+R2uz01AAAAPp2JeeqppzRw4EBFRUWpsLBQycnJ2rBhg1JSUnT8+HHNmDFDQ4cOVUREhL755hs99dRTCg0N1V133SVJsixLY8aM0ZQpU9S0aVOFhIRo6tSpateunfr27StJatOmjQYMGKCxY8d6zu6MGzdOgwcPrvKdSQAAoO7zKcTk5OTI5XIpKytLlmWpffv2SklJUb9+/XTixAl9+eWXevvtt5Wfn6+IiAjdeuuteu+99xQUFOQZ48UXX1SDBg10991368SJE+rTp48WLlzo9dPeSUlJmjhxoucupsTERM2ZM+ciTRkAANQFF/w9MZcrvicGAAD7qZHviQEAAKhNhBgAAGBLhBgAAGBLhBgAAGBLhBgAAGBLhBgAAGBLhBgAAGBLhBgAAGBLhBgAAGBLhBgAAGBLhBgAAGBLhBgAAGBLhBgAAGBLhBgAAGBLhBgAAGBLhBgAAGBLhBgAAGBLhBgAAGBLhBgAAGBLhBgAAGBLhBgAAGBLhBgAAGBLhBgAAGBLhBgAAGBLhBgAAGBLhBgAAGBLhBgAAGBLhBgAAGBLhBgAAGBLhBgAAGBLhBgAAGBLhBgAAGBLPoWY1157Te3bt1dwcLCCg4MVHx+v1atXS5JKSkr0xBNPqF27dmrcuLEiIyM1cuRIHT582GuMXr16yeFweC3Dhw/3qsnLy5PL5ZJlWbIsSy6XS/n5+Rc2UwAAUKf4FGJatGihZ599Vtu2bdO2bdvUu3dv3XHHHdq5c6d++OEHbd++Xb///e+1fft2LVmyRF999ZUSExPLjTN27FhlZWV5lrlz53ptHzFihDIzM5WSkqKUlBRlZmbK5XJd2EwBAECd4jDGmAsZICQkRLNnz9aYMWPKbcvIyNBNN92kb7/9VldddZWkH8/EdOzYUS+99FKF4+3evVtt27ZVenq6unbtKklKT09XfHy89uzZo5iYmCr1VVBQIMuy5Ha7FRwcXL3JAQCAGuXL+3e1r4kpLS1VcnKyioqKFB8fX2GN2+2Ww+HQFVdc4bU+KSlJoaGhuv766zV16lQVFhZ6tqWlpcmyLE+AkaS4uDhZlqXNmzefs5/i4mIVFBR4LQAAoO5q4OsTvvzyS8XHx+vkyZNq0qSJli5dqrZt25arO3nypJ588kmNGDHCK0ndd999atmypcLDw7Vjxw5NmzZNn3/+uVJTUyVJ2dnZcjqd5cZzOp3Kzs4+Z1+zZs3S008/7et0AACATfkcYmJiYpSZman8/Hx98MEHGjVqlDZu3OgVZEpKSjR8+HCVlZXp1Vdf9Xr+2LFjPX+OjY1Vq1at1KVLF23fvl2dO3eWJDkcjnKva4ypcP0Z06ZN0+TJkz2PCwoKFBUV5ev0AACATfgcYvz9/XXttddKkrp06aKMjAy9/PLLnotzS0pKdPfdd+vAgQNat25dpZ9nde7cWX5+ftq3b586d+6s8PBw5eTklKvLzc1VWFjYOccJCAhQQECAr9MBAAA2dcHfE2OMUXFxsaT/CzD79u3T2rVr1bRp00qfv3PnTpWUlCgiIkKSFB8fL7fbra1bt3pqtmzZIrfbrW7dul1ouwAAoI7w6UzMU089pYEDByoqKkqFhYVKTk7Whg0blJKSotOnT2vYsGHavn27Vq5cqdLSUs81LCEhIfL399f+/fuVlJSk2267TaGhodq1a5emTJmiTp06qXv37pKkNm3aaMCAARo7dqzn7M64ceM0ePDgKt+ZBAAA6j6fQkxOTo5cLpeysrJkWZbat2+vlJQU9evXT998842WL18uSerYsaPX89avX69evXrJ399fH3/8sV5++WUdP35cUVFRGjRokKZPn6769et76pOSkjRx4kQlJCRIkhITEzVnzpwLnCoAAKhLLvh7Yi5XfE8MAAD2UyPfEwMAAFCbCDEAAMCWCDEAAMCWCDEAAMCWCDEAAMCWCDEAAMCWCDEAAMCWCDEAAMCWCDEAAMCWCDEAAMCWCDEAAMCWCDEAAMCWCDEAAMCWCDEAAMCWCDEAAMCWCDEAAMCWCDEAAMCWCDEAAMCWCDEAAMCWCDEAAMCWCDEAAMCWCDEAAMCWCDEAAMCWCDEAAMCWCDEAAMCWCDEAAMCWCDEAAMCWCDEAAMCWCDEAAMCWCDEAAMCWCDEAAMCWCDEAAMCWfAoxr732mtq3b6/g4GAFBwcrPj5eq1ev9mw3xmjGjBmKjIxUYGCgevXqpZ07d3qNUVxcrEcffVShoaFq3LixEhMTdejQIa+avLw8uVwuWZYly7LkcrmUn59f/VkCAIA6x6cQ06JFCz377LPatm2btm3bpt69e+uOO+7wBJXnnntOL7zwgubMmaOMjAyFh4erX79+Kiws9IwxadIkLV26VMnJydq0aZOOHz+uwYMHq7S01FMzYsQIZWZmKiUlRSkpKcrMzJTL5bpIUwYAAHWCuUBXXnml+cc//mHKyspMeHi4efbZZz3bTp48aSzLMq+//roxxpj8/Hzj5+dnkpOTPTXff/+9qVevnklJSTHGGLNr1y4jyaSnp3tq0tLSjCSzZ8+eKvfldruNJON2uy90igAAoIb48v5d7WtiSktLlZycrKKiIsXHx+vAgQPKzs5WQkKCpyYgIEC33HKLNm/eLEn69NNPVVJS4lUTGRmp2NhYT01aWposy1LXrl09NXFxcbIsy1NTkeLiYhUUFHgtAACg7vI5xHz55Zdq0qSJAgIC9NBDD2np0qVq27atsrOzJUlhYWFe9WFhYZ5t2dnZ8vf315VXXnneGqfTWe51nU6np6Yis2bN8lxDY1mWoqKifJ0aAACwEZ9DTExMjDIzM5Wenq6HH35Yo0aN0q5duzzbHQ6HV70xpty6s51dU1F9ZeNMmzZNbrfbsxw8eLCqUwIAADbkc4jx9/fXtddeqy5dumjWrFnq0KGDXn75ZYWHh0tSubMlR44c8ZydCQ8P16lTp5SXl3fempycnHKvm5ubW+4sz08FBAR47po6swAAgLrrgr8nxhij4uJitWzZUuHh4UpNTfVsO3XqlDZu3Khu3bpJkm644Qb5+fl51WRlZWnHjh2emvj4eLndbm3dutVTs2XLFrndbk8NAABAA1+Kn3rqKQ0cOFBRUVEqLCxUcnKyNmzYoJSUFDkcDk2aNEkzZ85Uq1at1KpVK82cOVONGjXSiBEjJEmWZWnMmDGaMmWKmjZtqpCQEE2dOlXt2rVT3759JUlt2rTRgAEDNHbsWM2dO1eSNG7cOA0ePFgxMTEXefoAAMCufAoxOTk5crlcysrKkmVZat++vVJSUtSvXz9J0m9/+1udOHFC48ePV15enrp27ao1a9YoKCjIM8aLL76oBg0a6O6779aJEyfUp08fLVy4UPXr1/fUJCUlaeLEiZ67mBITEzVnzpyLMV8AAFBHOIwxprabuBQKCgpkWZbcbjfXxwAAYBO+vH/z20kAAMCWCDEAAMCWCDEAAMCWCDEAAMCWCDEAAMCWCDEAAMCWCDEAAMCWCDEAAMCWCDEAAMCWCDEAAMCWCDEAAMCWCDEAAMCWCDEAAMCWCDEAAMCWCDEAAMCWCDEAAMCWCDEAAMCWCDEAAMCWCDEAAMCWCDEAAMCWCDEAAMCWCDEAAMCWCDEAAMCWCDEAAMCWCDEAAMCWCDEAAMCWCDEAAMCWCDEAAMCWCDEAAMCWCDEAAMCWCDEAAMCWCDEAAMCWfAoxs2bN0o033qigoCA5nU7deeed2rt3r1eNw+GocJk9e7anplevXuW2Dx8+3GucvLw8uVwuWZYly7LkcrmUn59f/ZkCAIA6xacQs3HjRj3yyCNKT09XamqqTp8+rYSEBBUVFXlqsrKyvJb58+fL4XBo6NChXmONHTvWq27u3Lle20eMGKHMzEylpKQoJSVFmZmZcrlcFzBVAABQlzTwpTglJcXr8YIFC+R0OvXpp5+qZ8+ekqTw8HCvmg8//FC33nqrrrnmGq/1jRo1Kld7xu7du5WSkqL09HR17dpVkvTmm28qPj5ee/fuVUxMjC9tAwCAOuiCrolxu92SpJCQkAq35+TkaNWqVRozZky5bUlJSQoNDdX111+vqVOnqrCw0LMtLS1NlmV5AowkxcXFybIsbd68ucLXKi4uVkFBgdcCAADqLp/OxPyUMUaTJ09Wjx49FBsbW2HNW2+9paCgIA0ZMsRr/X333aeWLVsqPDxcO3bs0LRp0/T5558rNTVVkpSdnS2n01luPKfTqezs7Apfa9asWXr66aerOx0AAGAz1Q4xEyZM0BdffKFNmzads2b+/Pm677771LBhQ6/1Y8eO9fw5NjZWrVq1UpcuXbR9+3Z17txZ0o8XCJ/NGFPhekmaNm2aJk+e7HlcUFCgqKgon+YEAADso1oh5tFHH9Xy5cv1n//8Ry1atKiw5pNPPtHevXv13nvvVTpe586d5efnp3379qlz584KDw9XTk5Oubrc3FyFhYVVOEZAQIACAgJ8mwgAALAtn66JMcZowoQJWrJkidatW6eWLVues3bevHm64YYb1KFDh0rH3blzp0pKShQRESFJio+Pl9vt1tatWz01W7ZskdvtVrdu3XxpGQAA1FEOY4ypavH48eO1aNEiffjhh153CFmWpcDAQM/jgoICRURE6Pnnn9dDDz3kNcb+/fuVlJSk2267TaGhodq1a5emTJmiwMBAZWRkqH79+pKkgQMH6vDhw55br8eNG6fo6GitWLGiSr0WFBTIsiy53W4FBwdXdYoAAKAW+fL+7dOZmNdee01ut1u9evVSRESEZzn7I6Pk5GQZY3TvvfeWG8Pf318ff/yx+vfvr5iYGE2cOFEJCQlau3atJ8BIP9691K5dOyUkJCghIUHt27fXO++840u7AACgDvPpTIydcCYGAAD7uWRnYgAAAC4XhBgAAGBLhBgAAGBLhBgAAGBLhBgAAGBLhBgAAGBLhBgAAGBLhBgAAGBLhBgAAGBLhBgAAGBLhBgAAGBLhBgAAGBLhBgAAGBLhBgAAGBLhBgAAGBLhBgAAGBLhBgAAGBLhBgAAGBLhBgAAGBLhBgAAGBLhBgAAGBLhBgAAGBLhBgAAGBLhBgAAGBLhBgAAGBLhBgAAGBLhBgAAGBLhBgAAGBLhBgAAGBLhBgAAGBLhBgAAGBLhBgAAGBLPoWYWbNm6cYbb1RQUJCcTqfuvPNO7d2716tm9OjRcjgcXktcXJxXTXFxsR599FGFhoaqcePGSkxM1KFDh7xq8vLy5HK5ZFmWLMuSy+VSfn5+9WYJAADqHJ9CzMaNG/XII48oPT1dqampOn36tBISElRUVORVN2DAAGVlZXmWjz76yGv7pEmTtHTpUiUnJ2vTpk06fvy4Bg8erNLSUk/NiBEjlJmZqZSUFKWkpCgzM1Mul+sCpgoAAOoShzHGVPfJubm5cjqd2rhxo3r27CnpxzMx+fn5WrZsWYXPcbvdatasmd555x3dc889kqTDhw8rKipKH330kfr376/du3erbdu2Sk9PV9euXSVJ6enpio+P1549exQTE1NpbwUFBbIsS263W8HBwdWdIgAAqEG+vH9f0DUxbrdbkhQSEuK1fsOGDXI6nWrdurXGjh2rI0eOeLZ9+umnKikpUUJCgmddZGSkYmNjtXnzZklSWlqaLMvyBBhJiouLk2VZnpqzFRcXq6CgwGsBAAB1V7VDjDFGkydPVo8ePRQbG+tZP3DgQCUlJWndunV6/vnnlZGRod69e6u4uFiSlJ2dLX9/f1155ZVe44WFhSk7O9tT43Q6y72m0+n01Jxt1qxZnutnLMtSVFRUdacGAABsoEF1nzhhwgR98cUX2rRpk9f6Mx8RSVJsbKy6dOmi6OhorVq1SkOGDDnneMYYORwOz+Of/vlcNT81bdo0TZ482fO4oKCAIAMAQB1WrTMxjz76qJYvX67169erRYsW562NiIhQdHS09u3bJ0kKDw/XqVOnlJeX51V35MgRhYWFeWpycnLKjZWbm+upOVtAQICCg4O9FgAAUHf5FGKMMZowYYKWLFmidevWqWXLlpU+5+jRozp48KAiIiIkSTfccIP8/PyUmprqqcnKytKOHTvUrVs3SVJ8fLzcbre2bt3qqdmyZYvcbrenBgAA/Lz5dHfS+PHjtWjRIn344YdedwhZlqXAwEAdP35cM2bM0NChQxUREaFvvvlGTz31lL777jvt3r1bQUFBkqSHH35YK1eu1MKFCxUSEqKpU6fq6NGj+vTTT1W/fn1JP15bc/jwYc2dO1eSNG7cOEVHR2vFihVV6pW7kwAAsB9f3r99CjHnuh5lwYIFGj16tE6cOKE777xTn332mfLz8xUREaFbb71VzzzzjNf1KSdPntTjjz+uRYsW6cSJE+rTp49effVVr5pjx45p4sSJWr58uSQpMTFRc+bM0RVXXFGlXgkxAADYzyULMXZCiAEAwH5q7HtiAAAAagshBgAA2BIhBgAA2BIhBgAA2BIhBgAA2BIhBgAA2BIhBgAA2BIhBgAA2BIhBgAA2BIhBgAA2BIhBgAA2BIhBgAA2BIhBgAA2BIhBgAA2BIhBgAA2BIhBgAA2BIhBgAA2BIhBgAA2BIhBgAA2BIhBgAA2BIhBgAA2BIhBgAA2BIhBgAA2BIhBgAA2BIhBgAA2BIhBgAA2BIhBgAA2BIhBgAA2BIhBgAA2BIhBgAA2BIhBgAA2BIhBgAA2JJPIWbWrFm68cYbFRQUJKfTqTvvvFN79+71bC8pKdETTzyhdu3aqXHjxoqMjNTIkSN1+PBhr3F69eolh8PhtQwfPtyrJi8vTy6XS5ZlybIsuVwu5efnV3+mAACgTvEpxGzcuFGPPPKI0tPTlZqaqtOnTyshIUFFRUWSpB9++EHbt2/X73//e23fvl1LlizRV199pcTExHJjjR07VllZWZ5l7ty5XttHjBihzMxMpaSkKCUlRZmZmXK5XBcwVQAAUJc4jDGmuk/Ozc2V0+nUxo0b1bNnzwprMjIydNNNN+nbb7/VVVddJenHMzEdO3bUSy+9VOFzdu/erbZt2yo9PV1du3aVJKWnpys+Pl579uxRTExMpb0VFBTIsiy53W4FBwdXb4IAAKBG+fL+fUHXxLjdbklSSEjIeWscDoeuuOIKr/VJSUkKDQ3V9ddfr6lTp6qwsNCzLS0tTZZleQKMJMXFxcmyLG3evLnC1ykuLlZBQYHXAgAA6q4G1X2iMUaTJ09Wjx49FBsbW2HNyZMn9eSTT2rEiBFeaeq+++5Ty5YtFR4erh07dmjatGn6/PPPlZqaKknKzs6W0+ksN57T6VR2dnaFrzVr1iw9/fTT1Z0OAACwmWqHmAkTJuiLL77Qpk2bKtxeUlKi4cOHq6ysTK+++qrXtrFjx3r+HBsbq1atWqlLly7avn27OnfuLElyOBzlxjTGVLhekqZNm6bJkyd7HhcUFCgqKsrneQEAAHuoVoh59NFHtXz5cv3nP/9RixYtym0vKSnR3XffrQMHDmjdunWVfqbVuXNn+fn5ad++fercubPCw8OVk5NTri43N1dhYWEVjhEQEKCAgIDqTAcAANiQT9fEGGM0YcIELVmyROvWrVPLli3L1ZwJMPv27dPatWvVtGnTSsfduXOnSkpKFBERIUmKj4+X2+3W1q1bPTVbtmyR2+1Wt27dfGkZAADUUT7dnTR+/HgtWrRIH374odcdQpZlKTAwUKdPn9bQoUO1fft2rVy50uusSUhIiPz9/bV//34lJSXptttuU2hoqHbt2qUpU6YoMDBQGRkZql+/viRp4MCBOnz4sOfW63Hjxik6OlorVqyoUq/cnQTY27Gvj+novqNqaDVU867NVa8+380J/Bz48v7tU4g51/UoCxYs0OjRo/XNN99UeHZGktavX69evXrp4MGDuv/++7Vjxw4dP35cUVFRGjRokKZPn+51l9OxY8c0ceJELV++XJKUmJioOXPmlLvL6VwIMYA95e7K1arxq/Ttxm8964Iig9Trj73UeUznWuwMQE24ZCHGTggxgP38d+9/9Y+b/qFTRadkSsv/05TwfILiJ8fXQmcAakqNfU8MAFxM6/6/decMMJL08bSPdeLYiRruCsDlihAD4LJw4tgJ7Vm655wBRpJKS0r15eIva7ArAJczQgyAy8Lx7OMyZef/dLteg3oqOMi3cQP4ESEGwGUhsGlgpTWm1KhRs0Y10A0AOyDEALgsNAlropZ9W8pRv+K7IM+IHV7xz5wA+PkhxAC4bPT5cx856jnkqFdxkIl7LE7BzbnbEMCPCDEALhvNb2ou1xqXgqP+X1D5f1mmfsP6uvl3N6vfc/1qrzkAlx2+JwbAZceUGR1Yf0DH9h1TQHCAWt3WSg2vaFjbbQGoAb68f1f7V6wB4FJx1HPomj7X6Jo+19R2KwAuY3ycBAAAbIkQAwAAbIkQAwAAbIkQAwAAbIkQAwAAbIkQAwAAbIkQAwAAbIkQAwAAbIkQAwAAbIkQAwAAbIkQAwAAbIkQAwAAbIkQAwAAbIkQAwAAbIkQAwAAbIkQAwAAbIkQAwAAbIkQAwAAbIkQAwAAbIkQAwAAbIkQAwAAbIkQAwAAbIkQAwAAbMmnEDNr1izdeOONCgoKktPp1J133qm9e/d61RhjNGPGDEVGRiowMFC9evXSzp07vWqKi4v16KOPKjQ0VI0bN1ZiYqIOHTrkVZOXlyeXyyXLsmRZllwul/Lz86s3SwAAUOf4FGI2btyoRx55ROnp6UpNTdXp06eVkJCgoqIiT81zzz2nF154QXPmzFFGRobCw8PVr18/FRYWemomTZqkpUuXKjk5WZs2bdLx48c1ePBglZaWempGjBihzMxMpaSkKCUlRZmZmXK5XBdhygAAoE4wF+DIkSNGktm4caMxxpiysjITHh5unn32WU/NyZMnjWVZ5vXXXzfGGJOfn2/8/PxMcnKyp+b777839erVMykpKcYYY3bt2mUkmfT0dE9NWlqakWT27NlTpd7cbreRZNxu94VMEQAA1CBf3r8v6JoYt9stSQoJCZEkHThwQNnZ2UpISPDUBAQE6JZbbtHmzZslSZ9++qlKSkq8aiIjIxUbG+upSUtLk2VZ6tq1q6cmLi5OlmV5as5WXFysgoICrwUAANRd1Q4xxhhNnjxZPXr0UGxsrCQpOztbkhQWFuZVGxYW5tmWnZ0tf39/XXnlleetcTqd5V7T6XR6as42a9Ysz/UzlmUpKiqqulMDAAA2UO0QM2HCBH3xxRdavHhxuW0Oh8PrsTGm3LqznV1TUf35xpk2bZrcbrdnOXjwYFWmAQAAbKpaIebRRx/V8uXLtX79erVo0cKzPjw8XJLKnS05cuSI5+xMeHi4Tp06pby8vPPW5OTklHvd3Nzccmd5zggICFBwcLDXAgAA6i6fQowxRhMmTNCSJUu0bt06tWzZ0mt7y5YtFR4ertTUVM+6U6dOaePGjerWrZsk6YYbbpCfn59XTVZWlnbs2OGpiY+Pl9vt1tatWz01W7Zskdvt9tQAAICftwa+FD/yyCNatGiRPvzwQwUFBXnOuFiWpcDAQDkcDk2aNEkzZ85Uq1at1KpVK82cOVONGjXSiBEjPLVjxozRlClT1LRpU4WEhGjq1Klq166d+vbtK0lq06aNBgwYoLFjx2ru3LmSpHHjxmnw4MGKiYm5mPMHAAA25VOIee211yRJvXr18lq/YMECjR49WpL029/+VidOnND48eOVl5enrl27as2aNQoKCvLUv/jii2rQoIHuvvtunThxQn369NHChQtVv359T01SUpImTpzouYspMTFRc+bMqc4cAQBAHeQwxpjabuJSKCgokGVZcrvdXB8DAIBN+PL+zW8nAQAAWyLEAAAAWyLEAAAAWyLEAAAAWyLEAAAAWyLEAAAAWyLEAAAAWyLEAAAAWyLEAAAAWyLEAAAAWyLEAAAAWyLEAAAAWyLEAAAAWyLEAAAAWyLEAAAAWyLEAAAAWyLEAAAAWyLEAAAAWyLEAAAAWyLEAAAAWyLEAAAAWyLEAAAAWyLEAAAAWyLEAAAAWyLEAAAAWyLEAAAAWyLEAAAAWyLEAAAAWyLEAAAAWyLEAAAAWyLEAAAAWyLEAAAAW/I5xPznP//R7bffrsjISDkcDi1btsxru8PhqHCZPXu2p6ZXr17ltg8fPtxrnLy8PLlcLlmWJcuy5HK5lJ+fX61JAgCAusfnEFNUVKQOHTpozpw5FW7PysryWubPny+Hw6GhQ4d61Y0dO9arbu7cuV7bR4wYoczMTKWkpCglJUWZmZlyuVy+tgsAAOqoBr4+YeDAgRo4cOA5t4eHh3s9/vDDD3Xrrbfqmmuu8VrfqFGjcrVn7N69WykpKUpPT1fXrl0lSW+++abi4+O1d+9excTE+No2AACoYy7pNTE5OTlatWqVxowZU25bUlKSQkNDdf3112vq1KkqLCz0bEtLS5NlWZ4AI0lxcXGyLEubN2+u8LWKi4tVUFDgtQAAgLrL5zMxvnjrrbcUFBSkIUOGeK2/77771LJlS4WHh2vHjh2aNm2aPv/8c6WmpkqSsrOz5XQ6y43ndDqVnZ1d4WvNmjVLTz/99MWfBAAAuCxd0hAzf/583XfffWrYsKHX+rFjx3r+HBsbq1atWqlLly7avn27OnfuLOnHC4TPZoypcL0kTZs2TZMnT/Y8LigoUFRU1MWYBgAAuAxdshDzySefaO/evXrvvfcqre3cubP8/Py0b98+de7cWeHh4crJySlXl5ubq7CwsArHCAgIUEBAwAX3DQAA7OGSXRMzb9483XDDDerQoUOltTt37lRJSYkiIiIkSfHx8XK73dq6daunZsuWLXK73erWrdulahkAANiIz2dijh8/rq+//trz+MCBA8rMzFRISIiuuuoqST9+lPP+++/r+eefL/f8/fv3KykpSbfddptCQ0O1a9cuTZkyRZ06dVL37t0lSW3atNGAAQM0duxYz63X48aN0+DBg7kzCQAASKrGmZht27apU6dO6tSpkyRp8uTJ6tSpk/7whz94apKTk2WM0b333lvu+f7+/vr444/Vv39/xcTEaOLEiUpISNDatWtVv359T11SUpLatWunhIQEJSQkqH379nrnnXeqM0cAAFAHOYwxprabuBQKCgpkWZbcbreCg4Nrux0AAFAFvrx/89tJAADAlggxAADAlggxAADAlggxAADAlggxAADAlggxAADAlggxAADAlggxAADAlggxAADAlggxAADAlnz+Acifu+3bpR07pEaNpH79JMuq7Y4AAPh5IsRU0ZdfSqNH/xhizmjYUPrNb6Q//1n6yW9XAgCAGkCIqYKvv5Zuvlk6ftx7/cmT0nPPSceOSW+8UTu9AQDwc8U1MVXw5z9LRUVSaWn5bcZIb74p7dlT830BAPBzRoipxKlT0qJF0unT565p0EB6552a6wkAABBiKuV2/xhkKpOVdel7AQAA/4cQUwnL+vEC3vMxRmrevGb6AQAAPyLEVMLfX7r//h8/MjqX0lJp1Kia6wkAABBiquR3v5OCg899G/XEidK119ZsTwAA/NwRYqogOlpKT5e6d/deHxws/elP0osv1k5fAAD8nPE9MVXUqpW0caO0d6+0a9eP39jbs6cUGFjbnQEA8PNEiPFRTMyPCwAAqF18nAQAAGyJEAMAAGyJEAMAAGyJEAMAAGyJEAMAAGyJEAMAAGyJEAMAAGyJEAMAAGyJEAMAAGypzn5jrzFGklRQUFDLnQAAgKo687595n38fOpsiCksLJQkRUVF1XInAADAV4WFhbIs67w1DlOVqGNDZWVlOnz4sIKCguRwOGq7nVpTUFCgqKgoHTx4UMHBwbXdTp3Bfr102LeXBvv10mHfXlzGGBUWFioyMlL16p3/qpc6eyamXr16atGiRW23cdkIDg7mP65LgP166bBvLw3266XDvr14KjsDcwYX9gIAAFsixAAAAFsixNRxAQEBmj59ugICAmq7lTqF/XrpsG8vDfbrpcO+rT119sJeAABQt3EmBgAA2BIhBgAA2BIhBgAA2BIhBgAA2BIhBgAA2BIhpg64+uqr5XA4yi2PPPKIJGnGjBm67rrr1LhxY1155ZXq27evtmzZUstdX/4q268/9etf/1oOh0MvvfRSzTdqQ5Xt29GjR5fbFhcXV8tdX/6qcszu3r1biYmJsixLQUFBiouL03fffVeLXdtDZfu2om0Oh0OzZ8+u5c7rtjr7swM/JxkZGSotLfU83rFjh/r166df/vKXkqTWrVtrzpw5uuaaa3TixAm9+OKLSkhI0Ndff61mzZrVVtuXvcr26xnLli3Tli1bFBkZWdMt2lZV9u2AAQO0YMECz2N/f/8a7dGOKtuv+/fvV48ePTRmzBg9/fTTsixLu3fvVsOGDWurZduobN9mZWV51a9evVpjxozR0KFDa7TPnx2DOuc3v/mN+cUvfmHKysoq3O52u40ks3bt2hruzN4q2q+HDh0yzZs3Nzt27DDR0dHmxRdfrL0GbezsfTtq1Chzxx131G5TdcDZ+/Wee+4x999/fy13VTdU9u/sHXfcYXr37l3DXf388HFSHXPq1Cm9++67evDBByv89e5Tp07pjTfekGVZ6tChQy10aE8V7deysjK5XC49/vjjuv7662u5Q/s61zG7YcMGOZ1OtW7dWmPHjtWRI0dqsUv7OXu/lpWVadWqVWrdurX69+8vp9Oprl27atmyZbXdqu1U9u9sTk6OVq1apTFjxtRCdz8vhJg6ZtmyZcrPz9fo0aO91q9cuVJNmjRRw4YN9eKLLyo1NVWhoaG106QNVbRf//KXv6hBgwaaOHFi7TVWB1S0bwcOHKikpCStW7dOzz//vDIyMtS7d28VFxfXXqM2c/Z+PXLkiI4fP65nn31WAwYM0Jo1a3TXXXdpyJAh2rhxY+02azPn+nf2jLfeektBQUEaMmRIzTb2M8TPDtQx/fv3l7+/v1asWOG1vqioSFlZWfrvf/+rN998U+vWrdOWLVvkdDprqVN7OXu/fvrppxo0aJC2b9/uuRbm6quv1qRJkzRp0qRa7NR+znXM/lRWVpaio6OVnJzMG0MVnb1fDx8+rObNm+vee+/VokWLPHWJiYlq3LixFi9eXFut2k5lx+x1112nfv366ZVXXqnhzn5+OBNTh3z77bdau3atfvWrX5Xb1rhxY1177bWKi4vTvHnz1KBBA82bN68WurSfivbrJ598oiNHjuiqq65SgwYN1KBBA3377beaMmWKrr766tpr1mbOd8z+VEREhKKjo7Vv374a6szeKtqvoaGhatCggdq2betV26ZNG+5O8kFlx+wnn3yivXv3VnpM4+Lg7qQ6ZMGCBXI6nRo0aFCltcYYTs1XUUX71eVyqW/fvl51/fv3l8vl0gMPPFDTLdpWVY/Zo0eP6uDBg4qIiKihzuytov3q7++vG2+8UXv37vWq/eqrrxQdHV3TLdpWZcfsvHnzdMMNN3DNYQ0hxNQRZWVlWrBggUaNGqUGDf7vr7WoqEh//vOflZiYqIiICB09elSvvvqqDh06VO5WYZR3rv3atGlTNW3a1KvWz89P4eHhiomJqek2belc+/b48eOaMWOGhg4dqoiICH3zzTd66qmnFBoaqrvuuqsWO7aHc+1XSXr88cd1zz33qGfPnrr11luVkpKiFStWaMOGDbXTrM2cb99KUkFBgd5//309//zztdDdz1Qt3x2Fi+Tf//63kWT27t3rtf7EiRPmrrvuMpGRkcbf399ERESYxMREs3Xr1lrq1F7OtV8rwi3WvjnXvv3hhx9MQkKCadasmfHz8zNXXXWVGTVqlPnuu+9qqVN7qeyYnTdvnrn22mtNw4YNTYcOHcyyZctquEP7qmzfzp071wQGBpr8/Pwa7uzniwt7AQCALXFhLwAAsCVCDAAAsCVCDAAAsCVCDAAAsCVCDAAAsCVCDAAAsCVCDAAAsCVCDAAAsCVCDAAAsCVCDAAAsCVCDAAAsKX/H9TFBzhCmKYYAAAAAElFTkSuQmCC\n", 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\n", "text/plain": [ "<Figure size 640x480 with 1 Axes>" ] @@ -1460,7 +1460,7 @@ "#Scatter plot to show the relationship bettwen click_events and final_mark\n", "plt.scatter(UpdateDataFrameMean['final_mark'],UpdateDataFrameMean['click_events'],color=[\"blue\",\"purple\",\"black\"])\n", "\n", - "plt.title('Final Marks & Click Event Relation')\n", + "plt.title('Relation of Final Marks & Click Event')\n", "#Show the plot\n", "plt.show()\n", "\n", @@ -1526,7 +1526,7 @@ }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "<Figure size 640x480 with 1 Axes>" ] @@ -1608,7 +1608,7 @@ "attainment = CorrFinder[\"final_mark\"].values\n", "\n", "\n", - "corrCoefficient,Pvalue= pearsonr(engagement,attainment)\n", + "Pvalue= pearsonr(engagement,attainment)[1]\n", "\n", "print(f'Pvalue is {Pvalue:4f}\\n\\n')\n", "\n",