From 3d661ff7756062f429d181e90b87c3d666b6ebc9 Mon Sep 17 00:00:00 2001 From: linharesjunior Date: Thu, 19 Oct 2023 23:47:13 +0200 Subject: [PATCH] lab matplotlib-seaborn done --- your-code/challenge-1.ipynb | 245 +++++++++- your-code/challenge-2.ipynb | 864 +++++++++++++++++++++++++++++++++--- 2 files changed, 1044 insertions(+), 65 deletions(-) diff --git a/your-code/challenge-1.ipynb b/your-code/challenge-1.ipynb index 9df5e53..7eececa 100644 --- a/your-code/challenge-1.ipynb +++ b/your-code/challenge-1.ipynb @@ -11,7 +11,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 113, "metadata": {}, "outputs": [], "source": [ @@ -35,11 +35,137 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 114, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
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DateCalorie burnedStepsDistanceFloorsMinutes SedentaryMinutes Lightly ActiveMinutes Fairly ActiveMinutes Very ActiveActivity Calories...Distance_milesDaysDays_encodedWork_or_WeekendHours SleepSleep efficiencyYesterday_sleepYesterday_sleep_efficiencyMonthsMonths_encoded
1542015-10-09254987186.4810976.065002580...4.026484Friday4.011.893.9130430.00.0October10
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1 rows × 24 columns

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" + ], + "text/plain": [ + " Date Calorie burned Steps Distance Floors Minutes Sedentary \\\n", + "154 2015-10-09 2549 8718 6.48 10 976.0 \n", + "\n", + " Minutes Lightly Active Minutes Fairly Active Minutes Very Active \\\n", + "154 65 0 0 \n", + "\n", + " Activity Calories ... Distance_miles Days Days_encoded \\\n", + "154 2580 ... 4.026484 Friday 4.0 \n", + "\n", + " Work_or_Weekend Hours Sleep Sleep efficiency Yesterday_sleep \\\n", + "154 1 1.8 93.913043 0.0 \n", + "\n", + " Yesterday_sleep_efficiency Months Months_encoded \n", + "154 0.0 October 10 \n", + "\n", + "[1 rows x 24 columns]" + ] + }, + "execution_count": 114, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "fitbit = pd.read_csv(\"/Users/juniorlinhares/Documents/labs/lab-matplotlib-seaborn/data/Fitbit2.csv\")\n", + "fitbit.sample()" + ] + }, + { + "cell_type": "code", + "execution_count": 115, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Index(['Date', 'Calorie burned', 'Steps', 'Distance', 'Floors',\n", + " 'Minutes Sedentary', 'Minutes Lightly Active', 'Minutes Fairly Active',\n", + " 'Minutes Very Active', 'Activity Calories', 'MinutesOfSleep',\n", + " 'MinutesOfBeingAwake', 'NumberOfAwakings', 'LengthOfRestInMinutes',\n", + " 'Distance_miles', 'Days', 'Days_encoded', 'Work_or_Weekend',\n", + " 'Hours Sleep', 'Sleep efficiency', 'Yesterday_sleep',\n", + " 'Yesterday_sleep_efficiency', 'Months', 'Months_encoded'],\n", + " dtype='object')" + ] + }, + "execution_count": 115, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "# your code here\n" + "fitbit.columns" ] }, { @@ -59,20 +185,72 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 116, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "# your code here\n" + "average_steps = sns.barplot(x=\"Steps\", y=\"Months\", data=fitbit) # default average" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 117, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "months_days = sns.barplot(x=\"Months_encoded\", hue=\"Work_or_Weekend\", y=\"Steps\", data=fitbit);\n", + "# weekend 0\n", + "# week 1" + ] + }, + { + "cell_type": "code", + "execution_count": 118, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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uXauUlBQ98sgjF+3bokULnT17VgcOHJD057ioI0eOOPXJn88fB3W+PucbJyVJI0eO1IkTJ6zp0KFDl3JIAACglCkVoem9995T8+bNFR4eftG+ycnJKlOmjAIDAyX9+ebjNWvWKCcnx+qTkJCgevXqWU94jYyM1IoVK5y2k5CQcMG3Jnt7e8vf399pAgAAVy+XhqaMjAwlJycrOTlZkpSamqrk5GQdPHjQ6pOenq5PP/200LNMiYmJevXVV7Vt2zb9+OOPmj17toYOHaoHH3zQCkQ9e/aUl5eXYmNjtWvXLn3yySeaNm2a02W9xx9/XEuWLNGUKVP0/fffa+zYsdqyZYsGDRpUsh8AAAAoNVw6pmnLli1O773JDzJ9+vSxXr43d+5cGWPUo0ePAut7e3tr7ty5Gjt2rLKyshQWFqahQ4c6BaKKFStq2bJliouLU/PmzVW1alWNGTPGetyA9OeboOfMmaNRo0bpmWee0Q033KD58+fzjCYAQIloPvyDK7q/pMm9i7Te9OnTNXnyZKWlpSk8PFyvv/66br311mKurvRwaWhq27atLvbquwEDBjgFnHNFRERow4YNF91P06ZNtXbt2gv26d69u7p3737RbQEAcC345JNPNGzYMM2YMUMtWrTQq6++aj2yJ38IzLWmVIxpAgAAV9bUqVPVv39/Pfzww2rYsKFmzJih8uXLa+bMma4uzWUITQAAwEl2draSkpKcHvxcpkwZtW/f/pp+8DOhCQAAOPnvf/+r3NzcS37w89WO0AQAAGADoQkAADipWrWqPDw8LvnBz1c7QhMAAHDi5eWl5s2bOz34OS8vTytWrLjgg5+vdqXm3XMAAODKGTZsmPr06aObb75Zt956q1599VVlZmbq4YcfdnVpLkNoAgAABdx///367bffNGbMGKWlpemmm27SkiVLCgwOv5YQmgAAuMKK+oTuK23QoEG8UuwcjGkCAACwgdAEAABgA6EJAADABkITAACADYQmAAAAGwhNAAAANhCaAAAAbCA0AQAA2EBoAgAAsIHQBAAAYAOvUQEA4Ao7OL7JFd1fjTE7LnmdNWvWaPLkyUpKStLhw4f1xRdfqGvXrsVfXCnCmSYAAFBAZmamwsPDNX36dFeX4jY40wQAAAqIiYlRTEyMq8twK5xpAgAAsIHQBAAAYAOhCQAAwAZCEwAAgA2EJgAAABu4ew4AABSQkZGhffv2WfOpqalKTk5WQECAatSo4cLKXIfQBAAACtiyZYuioqKs+WHDhkmS+vTpo/j4eBdV5VqEJgAArrCiPKH7Smvbtq2MMa4uw60wpgkAAMAGQhMAAIANXJ4DgGuAMUaZmZnWvK+vrxwOhwsrAkofQhMAXAMyMzPVpUsXa37BggXy8/NzYUVA6cPlOQBAqceAZVxIcX1/EJoAAKWWp6enJOnUqVMurgTuLP/7I//7pai4PAcAKLU8PDxUqVIlHT16VJJUvnx5xmrBYozRqVOndPToUVWqVEkeHh6XtT2XhqY1a9Zo8uTJSkpK0uHDh/XFF1+oa9eu1vK+ffvq/fffd1onOjpaS5Ysseb/+OMPPfbYY/rqq69UpkwZdevWTdOmTXO6Vr99+3bFxcVp8+bNqlatmh577DE99dRTTtv99NNPNXr0aB04cEA33HCDXnrpJXXq1KlkDhwAUGyCg4MlyQpOwF9VqlTJ+j65HC4NTZmZmQoPD1e/fv107733FtqnY8eOmjVrljXv7e3ttLxXr146fPiwEhISlJOTo4cfflgDBgzQnDlzJEnp6enq0KGD2rdvrxkzZmjHjh3q16+fKlWqpAEDBkiS1q9frx49emjixIn6+9//rjlz5qhr167aunWrGjduXEJHDwAoDg6HQyEhIQoMDFROTo6ry4Gb8fT0vOwzTPlcGppiYmIUExNzwT7e3t7nTYd79uzRkiVLtHnzZt18882SpNdff12dOnXSyy+/rNDQUM2ePVvZ2dmaOXOmvLy81KhRIyUnJ2vq1KlWaJo2bZo6duyo4cOHS5ImTJighIQEvfHGG5oxY0YxHjFweQ6Ob1Kg7dRZh6Rq1vzPk1qqfNmCgx5LwxOIgcvh4eFRbL8cgcK4/UDwVatWKTAwUPXq1dOjjz6q33//3VqWmJioSpUqWYFJktq3b68yZcpo48aNVp877rhDXl5eVp/o6GilpKTo2LFjVp/27ds77Tc6OlqJiYkleWgAAKAUceuB4B07dtS9996rsLAw7d+/X88884xiYmKUmJgoDw8PpaWlKTAw0GmdsmXLKiAgQGlpaZKktLQ0hYWFOfUJCgqyllWuXFlpaWlW27l98rdRmKysLGVlZVnz6enpl3WsAADAvbl1aHrggQesr5s0aaKmTZuqTp06WrVqldq1a+fCyqSJEydq3LhxLq0BKE7Nh39QoM1xNlsVz5lvO3quTFmvAv2SJvcuwcoAwD24/eW5c9WuXVtVq1bVvn37JP15x8Rf75Y4e/as/vjjD2scVHBwsI4cOeLUJ3/+Yn0uNNJ+5MiROnHihDUdOnTo8g4Obs8Yo4yMDGviYXoAcG0pVaHp559/1u+//66QkBBJUmRkpI4fP66kpCSrzzfffKO8vDy1aNHC6rNmzRqnOyoSEhJUr149Va5c2eqzYsUKp30lJCQoMjLyvLV4e3vL39/facLVLf81FPnTue/xAgBc/VwamjIyMpScnKzk5GRJUmpqqpKTk3Xw4EFlZGRo+PDh2rBhgw4cOKAVK1aoS5cuqlu3rqKjoyVJDRo0UMeOHdW/f39t2rRJ3377rQYNGqQHHnhAoaGhkqSePXvKy8tLsbGx2rVrlz755BNNmzZNw4YNs+p4/PHHtWTJEk2ZMkXff/+9xo4dqy1btmjQoEFX/DMBAADuyaWhacuWLWrWrJmaNWsmSRo2bJiaNWumMWPGyMPDQ9u3b9fdd9+tG2+8UbGxsWrevLnWrl3r9Kym2bNnq379+mrXrp06deqk22+/XW+//ba1vGLFilq2bJlSU1PVvHlzPfHEExozZoz1uAFJatmypebMmaO3335b4eHh+s9//qP58+fzjCYAAGBx6UDwtm3bXnBcyNKlSy+6jYCAAOtBlufTtGlTrV279oJ9unfvru7du190fwAA4Nrk1nfPAUBJMMY4jUnz9fXlfWUALorQBOCakz+oP9+CBQuc3lcJAIUpVXfPAQAAuAqhCQAAwAZCEwAAgA2EJgAAABsITQAAADYQmgAAAGwgNAEAANhAaAIAALCB0AQAAGADoQkAAMAGQhMAAIANhCYAAAAbCE0AAAA2EJoAAABsIDQBAADYQGgCAACwgdAEAABgA6EJAADABkITAACADWVdXQCuTsYYZWZmWvO+vr5yOBwurAgAgMtDaEKJyMzMVJcuXaz5BQsWyM/Pz4UVAQBwebg8BwAAYAOhCQAAwAZCEwAAgA2MaSrFGGwNAMCVQ2gqxRhsDQDAlcPlOQAAABsITQAAADYQmgAAAGxgTBMA4IK46QT4E6EJAHBB3HQC/InLcwAAADYQmgAAAGwgNAEAANhAaAIAALCB0AQAAGCDS0PTmjVrdNdddyk0NFQOh0Pz58+3luXk5GjEiBFq0qSJfH19FRoaqt69e+vXX3912katWrXkcDicphdffNGpz/bt29W6dWuVK1dO1atX16RJkwrU8umnn6p+/foqV66cmjRpokWLFpXIMQO4NM2Hf1Bgajt6rlOftqPnFtoPAIqTS0NTZmamwsPDNX369ALLTp06pa1bt2r06NHaunWrPv/8c6WkpOjuu+8u0Hf8+PE6fPiwNT322GPWsvT0dHXo0EE1a9ZUUlKSJk+erLFjx+rtt9+2+qxfv149evRQbGysvvvuO3Xt2lVdu3bVzp07S+bAAQBAqePS5zTFxMQoJiam0GUVK1ZUQkKCU9sbb7yhW2+9VQcPHlSNGjWs9goVKig4OLjQ7cyePVvZ2dmaOXOmvLy81KhRIyUnJ2vq1KkaMGCAJGnatGnq2LGjhg8fLkmaMGGCEhIS9MYbb2jGjBnFcagAAKCUK1Vjmk6cOCGHw6FKlSo5tb/44ouqUqWKmjVrpsmTJ+vs2bPWssTERN1xxx3y8vKy2qKjo5WSkqJjx45Zfdq3b++0zejoaCUmJp63lqysLKWnpztNAADg6lVqngh+5swZjRgxQj169JC/v7/VPnjwYEVERCggIEDr16/XyJEjdfjwYU2dOlWSlJaWprCwMKdtBQUFWcsqV66stLQ0q+3cPmlpaeetZ+LEiRo3blxxHR4AAHBzpSI05eTk6L777pMxRm+99ZbTsmHDhllfN23aVF5eXvq///s/TZw4Ud7e3iVW08iRI532nZ6erurVq5fY/gBcuoPjmxTafuqsQ1I1a/7nSS1Vvqxx6lNjzI4i7dPV72k73wB4x9lsVTxnvu3ouTJlvZz6JE3uXYKVAaWf24em/MD0008/6ZtvvnE6y1SYFi1a6OzZszpw4IDq1aun4OBgHTlyxKlP/nz+OKjz9TnfOClJ8vb2LtFQBqB04j1twNXLrcc05QemvXv3avny5apSpcpF10lOTlaZMmUUGBgoSYqMjNSaNWuUk5Nj9UlISFC9evVUuXJlq8+KFSuctpOQkKDIyMhiPBoAAFCaufRMU0ZGhvbt22fNp6amKjk5WQEBAQoJCdE//vEPbd26VQsXLlRubq41xiggIEBeXl5KTEzUxo0bFRUVpQoVKigxMVFDhw7Vgw8+aAWinj17aty4cYqNjdWIESO0c+dOTZs2Ta+88oq138cff1xt2rTRlClT1LlzZ82dO1dbtmxxeiwB4K58PIymt/rNaR4AUPxcGpq2bNmiqKgoaz5/jFCfPn00duxYffnll5Kkm266yWm9lStXqm3btvL29tbcuXM1duxYZWVlKSwsTEOHDnUaa1SxYkUtW7ZMcXFxat68uapWraoxY8ZYjxuQpJYtW2rOnDkaNWqUnnnmGd1www2aP3++GjduXIJHDxQPh0MFxuMAwJXm6vF8V4JLQ1Pbtm1lzPl/2F9omSRFRERow4YNF91P06ZNtXbt2gv26d69u7p3737RbQEAgIKuhfF8bj8QHLjSLueOK6nod10BANybWw8EBwAAcBecaQIAoJS4FsYNuTNCEwCgVLoWA8Tljhu6Fj+z4kRoAgCUStfCwOPixmd2eRjTBAAAYAOhCQAAwAZCEwAAgA2EJgAAABsYCH4N4y4KwL3wf9J98G+BwhCarmHcRQG4F/5Pug/+LVAYQhOAEsFf6gCuNoQmACWCv9QBXG0YCA4AAGADoQkAAMAGQhMAAIANhCYAAAAbCE0AAAA2EJoAAABs4JEDAABJ0sHxTQptP3XWIamaNf/zpJYqX9YU6FdjzI6SKg1wC5xpAgAAsIHQBAAAYAOhCQAAwAZCEwAAgA2EJgAAABu4ew6XpfnwDwptd5zNVsVz5tuOnitT1supT9Lk3iVYGYqD8fDUiaY9nOYB4FpFaAJwfg5HgbALANcqLs8BAADYQGgCAACwgdAEAABgA6EJAADABkITAACADYQmAAAAG4rtkQPHjx9XpUqVimtzwDXFGKPMzExr3tfXVw6Hw4UVAVcG3/soTYp0pumll17SJ598Ys3fd999qlKliq677jpt27at2IoDrhWZmZnq0qWLNZ37SwS4mvG9j9KkSKFpxowZql69uiQpISFBCQkJWrx4sWJiYjR8+PBiLRAAAMAdFOnyXFpamhWaFi5cqPvuu08dOnRQrVq11KJFi2ItEAAAwB0U6UxT5cqVdejQIUnSkiVL1L59e0l/XpvOzc21vZ01a9borrvuUmhoqBwOh+bPn++03BijMWPGKCQkRD4+Pmrfvr327t3r1OePP/5Qr1695O/vr0qVKik2NlYZGRlOfbZv367WrVurXLlyql69uiZNmlSglk8//VT169dXuXLl1KRJEy1atMj2cQAAgKtfkULTvffeq549e+rOO+/U77//rpiYGEnSd999p7p169reTmZmpsLDwzV9+vRCl0+aNEmvvfaaZsyYoY0bN8rX11fR0dE6c+aM1adXr17atWuXEhIStHDhQq1Zs0YDBgywlqenp6tDhw6qWbOmkpKSNHnyZI0dO1Zvv/221Wf9+vXq0aOHYmNj9d1336lr167q2rWrdu7ceakfDQAAuEoV6fLcK6+8olq1aunQoUOaNGmS/Pz8JEmHDx/WP//5T9vbiYmJsQLXXxlj9Oqrr2rUqFHq0qWLJOmDDz5QUFCQ5s+frwceeEB79uzRkiVLtHnzZt18882SpNdff12dOnXSyy+/rNDQUM2ePVvZ2dmaOXOmvLy81KhRIyUnJ2vq1KlWuJo2bZo6duxojceaMGGCEhIS9MYbb2jGjBlF+YgAAMBVpkhnmjw9PfXkk09q2rRpatasmdU+dOhQPfLII8VSWGpqqtLS0qxLf5JUsWJFtWjRQomJiZKkxMREVapUyQpMktS+fXuVKVNGGzdutPrccccd8vL635vao6OjlZKSomPHjll9zt1Pfp/8/QAAABT5OU0pKSl6/fXXtWfPHklSgwYN9Nhjj6levXrFUlhaWpokKSgoyKk9KCjIWpaWlqbAwECn5WXLllVAQIBTn7CwsALbyF9WuXJlpaWlXXA/hcnKylJWVpY1n56efimHd0UdHN+k0PZTZx2SqlnzP09qqfJljVOfGmN2lGRpgEv4eBhNb/Wb0zwAXEyRzjR99tlnaty4sZKSkhQeHq7w8HBt3bpVjRs31meffVbcNbqliRMnqmLFitaUfzchAPfncEjlyxpr4lmKAOwoUmh66qmnNHLkSCUmJmrq1KmaOnWq1q9fr2eeeUZPPfVUsRQWHBwsSTpy5IhT+5EjR6xlwcHBOnr0qNPys2fP6o8//nDqU9g2zt3H+frkLy/MyJEjdeLECWvKv5sQAABcnYoUmg4fPqzevXsXaH/wwQd1+PDhyy5KksLCwhQcHKwVK1ZYbenp6dq4caMiIyMlSZGRkTp+/LiSkpKsPt98843y8vKs50VFRkZqzZo1ysnJsfokJCSoXr16qly5stXn3P3k98nfT2G8vb3l7+/vNAEAgKtXkUJT27ZttXbt2gLt69atU+vWrW1vJyMjQ8nJyUpOTpb05+Dv5ORkHTx4UA6HQ0OGDNFzzz2nL7/8Ujt27FDv3r0VGhqqrl27SvpzHFXHjh3Vv39/bdq0Sd9++60GDRqkBx54QKGhoZKknj17ysvLS7Gxsdq1a5c++eQTTZs2TcOGDbPqePzxx7VkyRJNmTJF33//vcaOHastW7Zo0KBBRfl4AADAVahIA8HvvvtujRgxQklJSbrtttskSRs2bNCnn36qcePG6csvv3Tqez5btmxRVFSUNZ8fZPr06aP4+Hg99dRTyszM1IABA3T8+HHdfvvtWrJkicqVK2etM3v2bA0aNEjt2rVTmTJl1K1bN7322mvW8ooVK2rZsmWKi4tT8+bNVbVqVY0ZM8bpWU4tW7bUnDlzNGrUKD3zzDO64YYbNH/+fDVu3LgoHw8AALgEpeXFzUUKTfnPYnrzzTf15ptvFrpMkhwOxwWfEN62bVsZc/67VhwOh8aPH6/x48eft09AQIDmzJlzwXqbNm1a6Jmxc3Xv3l3du3e/YB8AAK51zYd/UGi742y2Kp4z33b0XJmyXk59kiYXHNoj/e/FzfkWLFhgPQPSnRQpNOXl5RV3HQAAnFdhj06x89gUyTWPTiktZ05waYr8nKZ8Z86ccbpchpJRWLK3k+ol6YsKJVhYCeCHDYDSrjjOnFzOz/3zndHB5SnSQPDc3FxNmDBB1113nfz8/PTjjz9KkkaPHq333nuvWAvEtSf/h03+dG6AAgDAVYoUmp5//nnFx8dr0qRJTq8nady4sd59991iKw4AAMBdFCk0ffDBB3r77bfVq1cveXh4WO3h4eH6/vvvi604AAAAd1GkMU2//PKL6tatW6A9Ly/P6SGSAAC4u6tx7BDvHC0ZRTrT1LBhw0Jv4f/Pf/6jZs2aXXZRAAAA7qZIZ5rGjBmjPn366JdfflFeXp4+//xzpaSk6IMPPtDChQuLu0YAuKpczlkAiTMBgKsUKTR16dJFX331lcaPHy9fX1+NGTNGERER+uqrr3TnnXcWd40AgMtkPDx1omkPp3kAl6bIz2lq3bq1EhISirMWAEBJcTgKHZMDwL4ihabatWtr8+bNqlKlilP78ePHFRERYT23Cbia+HgYTW/1m9M8AODaUaTQdODAgULfKZeVlaVffvnlsosC3JHDoULHlwAArg2XFJq+/PJL6+ulS5eqYsX/3ZCZm5urFStWqFatWsVWHADA9TjLCvzpkkJT165dJUkOh0N9+vRxWubp6alatWppypQpxVYcAMD1OMsK/OmSQlNeXp4kKSwsTJs3b1bVqlVLpCgAAAB3c0kPt0xMTNTChQuVmppqBaYPPvhAYWFhCgwM1IABA5SVlVUihQIAALjSJZ1pGjdunKKiovT3v/9dkrRjxw7Fxsaqb9++atCggSZPnqzQ0FCNHTu2JGoFALdR2Ks3JHuv3/iiQgkWBqDEXNKZpm3btqldu3bW/Ny5c9WiRQu98847GjZsmF577TXNmzev2IsEAABwtUsKTceOHVNQUJA1v3r1asXExFjzt9xyiw4dOlR81QEAALiJSwpNQUFBSk1NlSRlZ2dr69atuu2226zlJ0+elKcnj+YHAABXn0sKTZ06ddLTTz+ttWvXauTIkSpfvrxat25tLd++fbvq1KlT7EUCAAC42iUNBJ8wYYLuvfdetWnTRn5+fnr//ffl5fW/AY4zZ85Uhw4dir1IAAAAV7uk0FS1alWtWbNGJ06ckJ+fnzw8PJyWf/rpp/Lz8yvWAgG4v4PjmxRoO3XWIamaNf/zpJaFPiCxxpgdJVkaABSbIr177tzXp5wrICDgsooBAABwV5c0pgkAAOBaRWgCAACwgdAEAABgQ5HGNAEomst59YbE6zcAwJUITXCZwu64kuzddcUdVwCAK43QhGuKMUaZmZnWvK+vrxwOhwsrAgCUFoQmXFMyMzPVpUsXa37BggU8WwwAYAsDwQEAAGzgTNM1zMfDaHqr35zmAQAoKZczllVy/XhWQtM1zOFQod+UAACgIC7PAQAA2EBoAgAAsIHLcwCAEseDXXE1IDQBAFBEPKT32uL2l+dq1aolh8NRYIqLi5MktW3btsCygQMHOm3j4MGD6ty5s8qXL6/AwEANHz5cZ8+edeqzatUqRUREyNvbW3Xr1lV8fPyVOkQAAFAKuP2Zps2bNys3N9ea37lzp+688051797dauvfv7/Gjx9vzZcvX976Ojc3V507d1ZwcLDWr1+vw4cPq3fv3vL09NQLL7wgSUpNTVXnzp01cOBAzZ49WytWrNAjjzyikJAQRUdHX4GjBAAA7s7tQ1O1atWc5l988UXVqVNHbdq0sdrKly+v4ODgQtdftmyZdu/ereXLlysoKEg33XSTJkyYoBEjRmjs2LHy8vLSjBkzFBYWpilTpkiSGjRooHXr1umVV14hNAEAAEml4PLcubKzs/XRRx+pX79+Tu8Lmz17tqpWrarGjRtr5MiROnXqlLUsMTFRTZo0UVBQkNUWHR2t9PR07dq1y+rTvn17p31FR0crMTHxvLVkZWUpPT3daQIAXDn5D+jNn3hAL0qa259pOtf8+fN1/Phx9e3b12rr2bOnatasqdDQUG3fvl0jRoxQSkqKPv/8c0lSWlqaU2CSZM2npaVdsE96erpOnz4tHx+fArVMnDhR48aNK87DAwBcAh7QiyutVIWm9957TzExMQoNDbXaBgwYYH3dpEkThYSEqF27dtq/f7/q1KlTYrWMHDlSw4YNs+bT09NVvXr1EtsfAABwrVITmn766SctX77cOoN0Pi1atJAk7du3T3Xq1FFwcLA2bdrk1OfIkSOSZI2DCg4OttrO7ePv71/oWSZJ8vb2lre3d5GOBQAAlD6lJjTNmjVLgYGB6ty58wX7JScnS5JCQkIkSZGRkXr++ed19OhRBQYGSpISEhLk7++vhg0bWn0WLVrktJ2EhARFRkYW81FcO4yHp0407eE0DwC4el0LP/dLRWjKy8vTrFmz1KdPH5Ut+7+S9+/frzlz5qhTp06qUqWKtm/frqFDh+qOO+5Q06ZNJUkdOnRQw4YN9dBDD2nSpElKS0vTqFGjFBcXZ50pGjhwoN544w099dRT6tevn7755hvNmzdPX3/9tUuO96rgcBT6VF+gOFwLP5yBUuca+LlfKu6eW758uQ4ePKh+/fo5tXt5eWn58uXq0KGD6tevryeeeELdunXTV199ZfXx8PDQwoUL5eHhocjISD344IPq3bu303OdwsLC9PXXXyshIUHh4eGaMmWK3n33XR43ALir///DOX/SOXfTAkBJKRVnmjp06CBjCt4hUb16da1evfqi69esWbPA5be/atu2rb777rsi1wgAAK5upeJMEwAAgKuVijNNAACA8XyuRmgCAOAv3DacXAODrd0ZoQkAgL8inKAQjGkCAACwgTNNAOAm8l9Ae+48UJz4Hrs8hCYAcBO8gBYlje+xy8PlOQAAABsITQAAADYQmgAAAGxgTBPcDgMVAQDuiNAEt8NARQCAO+LyHAAAgA2EJgAAABsITQAAADYQmgAAAGwgNAEAANhAaAIAALCBRw6UYsbDUyea9nCaBwC4Hs+buzoRmkozh0OmrJerqwAA/AXPm7s6EZoAAIBLlZYzc4QmAADgUqXlzBwDwQEAAGwgNAEAANhAaAIAALCB0AQAAGADoQkAAMAGQhMAAIANhCYAAAAbCE0AAAA2EJoAAABs4InggBvg5csA4P4ITYA74OXLAOD2CE0ASkRpeQEnANhFaAJQIkrLCzgBwC4GggMAANhAaAIAALDBrUPT2LFj5XA4nKb69etby8+cOaO4uDhVqVJFfn5+6tatm44cOeK0jYMHD6pz584qX768AgMDNXz4cJ09e9apz6pVqxQRESFvb2/VrVtX8fHxV+LwAABAKeLWoUmSGjVqpMOHD1vTunXrrGVDhw7VV199pU8//VSrV6/Wr7/+qnvvvddanpubq86dOys7O1vr16/X+++/r/j4eI0ZM8bqk5qaqs6dOysqKkrJyckaMmSIHnnkES1duvSKHicAAHBvbj8QvGzZsgoODi7QfuLECb333nuaM2eO/va3v0mSZs2apQYNGmjDhg267bbbtGzZMu3evVvLly9XUFCQbrrpJk2YMEEjRozQ2LFj5eXlpRkzZigsLExTpkyRJDVo0EDr1q3TK6+8oujo6Ct6rAAAwH25/ZmmvXv3KjQ0VLVr11avXr108OBBSVJSUpJycnLUvn17q2/9+vVVo0YNJSYmSpISExPVpEkTBQUFWX2io6OVnp6uXbt2WX3O3UZ+n/xtAAAASG5+pqlFixaKj49XvXr1dPjwYY0bN06tW7fWzp07lZaWJi8vL1WqVMlpnaCgIKWlpUmS0tLSnAJT/vL8ZRfqk56ertOnT8vHx6fQ2rKyspSVlWXNp6enX9axAgAA9+bWoSkmJsb6umnTpmrRooVq1qypefPmnTfMXCkTJ07UuHHjXFoDAAC4ctw6NP1VpUqVdOONN2rfvn268847lZ2drePHjzudbTpy5Ig1Bio4OFibNm1y2kb+3XXn9vnrHXdHjhyRv7//BYPZyJEjNWzYMGs+PT1d1atXv6zjQ/FpPvyDQtsdZ7NV8Zz5tqPnFnh9yRcVSrAwXPV4jyBw9XL7MU3nysjI0P79+xUSEqLmzZvL09NTK1assJanpKTo4MGDioyMlCRFRkZqx44dOnr0qNUnISFB/v7+atiwodXn3G3k98nfxvl4e3vL39/faQKA/PcI5k9yOFxdEYBi4tah6cknn9Tq1at14MABrV+/Xvfcc488PDzUo0cPVaxYUbGxsRo2bJhWrlyppKQkPfzww4qMjNRtt90mSerQoYMaNmyohx56SNu2bdPSpUs1atQoxcXFydvbW5I0cOBA/fjjj3rqqaf0/fff680339S8efM0dOhQVx46AABwM259ee7nn39Wjx499Pvvv6tatWq6/fbbtWHDBlWrVk2S9Morr6hMmTLq1q2bsrKyFB0drTfffNNa38PDQwsXLtSjjz6qyMhI+fr6qk+fPho/frzVJywsTF9//bWGDh2qadOm6frrr9e7777L4wYAAIATtw5Nc+fOveDycuXKafr06Zo+ffp5+9SsWVOLFi264Hbatm2r7777rkg1AgCKjjFgKE3cOjQBAK5y/38MGFAauPWYJgAAAHdBaAIAALCB0AQAAGADoQkAAMAGQhMAAIANhCYAAAAbCE0AAAA2EJoAAABsIDQBAADYQGgCAACwgdAEAABgA6EJAADABkITAACADYQmAAAAGwhNAAAANhCaAAAAbCA0AQAA2EBoAgAAsIHQBAAAYAOhCQAAwAZCEwAAgA2EJgAAABsITQAAADYQmgAAAGwgNAEAANhAaAIAALCB0AQAAGADoQkAAMAGQhMAAIANhCYAAAAbCE0AAAA2EJoAAABsIDQBAADYQGgCAACwgdAEAABgA6EJAADABkITAACADW4dmiZOnKhbbrlFFSpUUGBgoLp27aqUlBSnPm3btpXD4XCaBg4c6NTn4MGD6ty5s8qXL6/AwEANHz5cZ8+edeqzatUqRUREyNvbW3Xr1lV8fHxJHx4AAChF3Do0rV69WnFxcdqwYYMSEhKUk5OjDh06KDMz06lf//79dfjwYWuaNGmStSw3N1edO3dWdna21q9fr/fff1/x8fEaM2aM1Sc1NVWdO3dWVFSUkpOTNWTIED3yyCNaunTpFTtWAADg3sq6uoALWbJkidN8fHy8AgMDlZSUpDvuuMNqL1++vIKDgwvdxrJly7R7924tX75cQUFBuummmzRhwgSNGDFCY8eOlZeXl2bMmKGwsDBNmTJFktSgQQOtW7dOr7zyiqKjo0vuAAEAQKnh1mea/urEiROSpICAAKf22bNnq2rVqmrcuLFGjhypU6dOWcsSExPVpEkTBQUFWW3R0dFKT0/Xrl27rD7t27d32mZ0dLQSExPPW0tWVpbS09OdJgAAcPVy6zNN58rLy9OQIUPUqlUrNW7c2Grv2bOnatasqdDQUG3fvl0jRoxQSkqKPv/8c0lSWlqaU2CSZM2npaVdsE96erpOnz4tHx+fAvVMnDhR48aNK9ZjBAAA7qvUhKa4uDjt3LlT69atc2ofMGCA9XWTJk0UEhKidu3aaf/+/apTp06J1TNy5EgNGzbMmk9PT1f16tVLbH8AAMC1SsXluUGDBmnhwoVauXKlrr/++gv2bdGihSRp3759kqTg4GAdOXLEqU/+fP44qPP18ff3L/QskyR5e3vL39/faQIAAFcvtw5NxhgNGjRIX3zxhb755huFhYVddJ3k5GRJUkhIiCQpMjJSO3bs0NGjR60+CQkJ8vf3V8OGDa0+K1ascNpOQkKCIiMji+lIAABAaefWoSkuLk4fffSR5syZowoVKigtLU1paWk6ffq0JGn//v2aMGGCkpKSdODAAX355Zfq3bu37rjjDjVt2lSS1KFDBzVs2FAPPfSQtm3bpqVLl2rUqFGKi4uTt7e3JGngwIH68ccf9dRTT+n777/Xm2++qXnz5mno0KEuO3YAAOBe3Do0vfXWWzpx4oTatm2rkJAQa/rkk08kSV5eXlq+fLk6dOig+vXr64knnlC3bt301VdfWdvw8PDQwoUL5eHhocjISD344IPq3bu3xo8fb/UJCwvT119/rYSEBIWHh2vKlCl69913edwAAACwuPVAcGPMBZdXr15dq1evvuh2atasqUWLFl2wT9u2bfXdd99dUn0AAODa4dZnmgAAANwFoQkAAMAGQhMAAIANbj2mCShuxsNTJ5r2cJoHAMAOQhOuLQ6HTFkvV1cBACiFuDwHAABgA6EJAADABkITAACADYQmAAAAGwhNAAAANhCaAAAAbCA0AQAA2EBoAgAAsIHQBAAAYAOhCQAAwAZCEwAAgA2EJgAAABsITQAAADYQmgAAAGwgNAEAANhAaAIAALCB0AQAAGADoQkAAMAGQhMAAIANhCYAAAAbCE0AAAA2EJoAAABsIDQBAADYQGgCAACwgdAEAABgA6EJAADABkITAACADYQmAAAAGwhNAAAANhCaAAAAbCA0AQAA2EBoAgAAsIHQ9BfTp09XrVq1VK5cObVo0UKbNm1ydUkAAMANEJrO8cknn2jYsGF69tlntXXrVoWHhys6OlpHjx51dWkAAMDFCE3nmDp1qvr376+HH35YDRs21IwZM1S+fHnNnDnT1aUBAAAXIzT9f9nZ2UpKSlL79u2ttjJlyqh9+/ZKTEx0YWUAAMAdlHV1Ae7iv//9r3JzcxUUFOTUHhQUpO+//75A/6ysLGVlZVnzJ06ckCSlp6eXSH25WaeLvO5Jz9wir3ux46Gugi5U2+XUJV2dnxl1XbqS+h5z17qkq/PfkrouXUn8js3fpjHm4p0NjDHG/PLLL0aSWb9+vVP78OHDza233lqg/7PPPmskMTExMTExMV0F06FDhy6aFTjT9P9VrVpVHh4eOnLkiFP7kSNHFBwcXKD/yJEjNWzYMGs+Ly9Pf/zxh6pUqSKHw1Hi9dqVnp6u6tWr69ChQ/L393d1ORbqunTuWht1XRrqunTuWht1XRp3rcsYo5MnTyo0NPSifQlN/5+Xl5eaN2+uFStWqGvXrpL+DEIrVqzQoEGDCvT39vaWt7e3U1ulSpWuQKVF4+/v71bfpPmo69K5a23UdWmo69K5a23UdWncsa6KFSva6kdoOsewYcPUp08f3Xzzzbr11lv16quvKjMzUw8//LCrSwMAAC5GaDrH/fffr99++01jxoxRWlqabrrpJi1ZsqTA4HAAAHDtITT9xaBBgwq9HFdaeXt769lnny1wKdHVqOvSuWtt1HVpqOvSuWtt1HVp3LWuS+Ewxs49dgAAANc2Hm4JAABgA6EJAADABkITAACADYSmq9SaNWt01113KTQ0VA6HQ/Pnz3d1SZKkiRMn6pZbblGFChUUGBiorl27KiUlxdVl6a233lLTpk2t54dERkZq8eLFri6rgBdffFEOh0NDhgxxdSkaO3asHA6H01S/fn1XlyVJ+uWXX/Tggw+qSpUq8vHxUZMmTbRlyxaX1lSrVq0Cn5fD4VBcXJxL68rNzdXo0aMVFhYmHx8f1alTRxMmTLD3SokSdvLkSQ0ZMkQ1a9aUj4+PWrZsqc2bN1/xOi7289QYozFjxigkJEQ+Pj5q37699u7d6/K6Pv/8c3Xo0MF66HJycnKJ13SxunJycjRixAg1adJEvr6+Cg0NVe/evfXrr79ekdouF6HpKpWZmanw8HBNnz7d1aU4Wb16teLi4rRhwwYlJCQoJydHHTp0UGZmpkvruv766/Xiiy8qKSlJW7Zs0d/+9jd16dJFu3btcmld59q8ebP+/e9/q2nTpq4uxdKoUSMdPnzYmtatW+fqknTs2DG1atVKnp6eWrx4sXbv3q0pU6aocuXKLq1r8+bNTp9VQkKCJKl79+4ureull17SW2+9pTfeeEN79uzRSy+9pEmTJun11193aV2S9MgjjyghIUEffvihduzYoQ4dOqh9+/b65ZdfrmgdF/t5OmnSJL322muaMWOGNm7cKF9fX0VHR+vMmTMurSszM1O33367XnrppRKt41LqOnXqlLZu3arRo0dr69at+vzzz5WSkqK77777itZYZMXx3ja4N0nmiy++cHUZhTp69KiRZFavXu3qUgqoXLmyeffdd11dhjHGmJMnT5obbrjBJCQkmDZt2pjHH3/c1SWZZ5991oSHh7u6jAJGjBhhbr/9dleXcVGPP/64qVOnjsnLy3NpHZ07dzb9+vVzarv33ntNr169XFTRn06dOmU8PDzMwoULndojIiLMv/71LxdVVfDnaV5engkODjaTJ0+22o4fP268vb3Nxx9/7LK6zpWammokme++++6K1ZPPzu+fTZs2GUnmp59+ujJFXQbONMGlTpw4IUkKCAhwcSX/k5ubq7lz5yozM1ORkZGuLkeSFBcXp86dO6t9+/auLsXJ3r17FRoaqtq1a6tXr146ePCgq0vSl19+qZtvvlndu3dXYGCgmjVrpnfeecfVZTnJzs7WRx99pH79+rn8XZUtW7bUihUr9MMPP0iStm3bpnXr1ikmJsaldZ09e1a5ubkqV66cU7uPj49bnNHMl5qaqrS0NKf/mxUrVlSLFi2UmJjowspKjxMnTsjhcLj1q8jy8XBLuExeXp6GDBmiVq1aqXHjxq4uRzt27FBkZKTOnDkjPz8/ffHFF2rYsKGry9LcuXO1detWl4zluJAWLVooPj5e9erV0+HDhzVu3Di1bt1aO3fuVIUKFVxW148//qi33npLw4YN0zPPPKPNmzdr8ODB8vLyUp8+fVxW17nmz5+v48ePq2/fvq4uRU8//bTS09NVv359eXh4KDc3V88//7x69erl0roqVKigyMhITZgwQQ0aNFBQUJA+/vhjJSYmqm7dui6t7VxpaWmSVODNEUFBQdYynN+ZM2c0YsQI9ejRw+3eR1cYQhNcJi4uTjt37nSbvxrr1aun5ORknThxQv/5z3/Up08frV692qXB6dChQ3r88ceVkJBQ4C9uVzv3TETTpk3VokUL1axZU/PmzVNsbKzL6srLy9PNN9+sF154QZLUrFkz7dy5UzNmzHCb0PTee+8pJibG1lvVS9q8efM0e/ZszZkzR40aNVJycrKGDBmi0NBQl39eH374ofr166frrrtOHh4eioiIUI8ePZSUlOTSulA8cnJydN9998kYo7feesvV5djC5Tm4xKBBg7Rw4UKtXLlS119/vavLkSR5eXmpbt26at68uSZOnKjw8HBNmzbNpTUlJSXp6NGjioiIUNmyZVW2bFmtXr1ar732msqWLavc3FyX1neuSpUq6cYbb9S+fftcWkdISEiBoNugQQO3uHQoST/99JOWL1+uRx55xNWlSJKGDx+up59+Wg888ICaNGmihx56SEOHDtXEiRNdXZrq1Kmj1atXKyMjQ4cOHdKmTZuUk5Oj2rVru7o0S3BwsCTpyJEjTu1HjhyxlqGg/MD0008/KSEhoVScZZIITbjCjDEaNGiQvvjiC33zzTcKCwtzdUnnlZeXp6ysLJfW0K5dO+3YsUPJycnWdPPNN6tXr15KTk6Wh4eHS+s7V0ZGhvbv36+QkBCX1tGqVasCj7H44YcfVLNmTRdV5GzWrFkKDAxU586dXV2KpD/vZipTxvlXgYeHh/Ly8lxUUUG+vr4KCQnRsWPHtHTpUnXp0sXVJVnCwsIUHBysFStWWG3p6enauHGj24yJdDf5gWnv3r1avny5qlSp4uqSbOPy3FUqIyPD6S/+1NRUJScnKyAgQDVq1HBZXXFxcZozZ44WLFigChUqWNf8K1asKB8fH5fVNXLkSMXExKhGjRo6efKk5syZo1WrVmnp0qUuq0n6c1zHX8d7+fr6qkqVKi4fB/bkk0/qrrvuUs2aNfXrr7/q2WeflYeHh3r06OHSuoYOHaqWLVvqhRde0H333adNmzbp7bff1ttvv+3SuqQ/g/isWbPUp08flS3rHj9+77rrLj3//POqUaOGGjVqpO+++05Tp05Vv379XF2ali5dKmOM6tWrp3379mn48OGqX7++Hn744Stax8V+ng4ZMkTPPfecbrjhBoWFhWn06NEKDQ1V165dXVrXH3/8oYMHD1rPQMr/YyI4OLhEz4JdqK6QkBD94x//0NatW7Vw4ULl5uZavwcCAgLk5eVVYnUVCxffvYcSsnLlSiOpwNSnTx+X1lVYTZLMrFmzXFpXv379TM2aNY2Xl5epVq2aadeunVm2bJlLazofd3nkwP33329CQkKMl5eXue6668z9999v9u3b5+qyjDHGfPXVV6Zx48bG29vb1K9f37z99tuuLskYY8zSpUuNJJOSkuLqUizp6enm8ccfNzVq1DDlypUztWvXNv/6179MVlaWq0szn3zyialdu7bx8vIywcHBJi4uzhw/fvyK13Gxn6d5eXlm9OjRJigoyHh7e5t27dpdkX/ji9U1a9asQpc/++yzLqsr//EHhU0rV64s0bqKg8MYN3jsKwAAgJtjTBMAAIANhCYAAAAbCE0AAAA2EJoAAABsIDQBAADYQGgCAACwgdAEAABgA6EJAADABkITgKuGw+HQ/PnzXV3GFdW2bVsNGTLksrYRHx+vSpUqFUs9wNWM0ATgsvXt21cOh0MDBw4ssCwuLk4Oh0N9+/Yttv2NHTtWN910U7FtDwDsIDQBKBbVq1fX3Llzdfr0aavtzJkzmjNnjktfEg0AxYXQBKBYREREqHr16vr888+tts8//1w1atRQs2bNrLasrCwNHjxYgYGBKleunG6//XZt3rzZWr5q1So5HA6tWLFCN998s8qXL6+WLVtab2iPj4/XuHHjtG3bNjkcDjkcDsXHx1vr//e//9U999yj8uXL64YbbtCXX35pLTt27Jh69eqlatWqycfHRzfccINmzZpl6/gOHTqk++67T5UqVVJAQIC6dOmiAwcOWMv79u2rrl276uWXX1ZISIiqVKmiuLg45eTkOB37iBEjVL16dXl7e6tu3bp67733rOWrV6/WrbfeKm9vb4WEhOjpp5/W2bNnreWZmZnq3bu3/Pz8FBISoilTphSoMysrS08++aSuu+46+fr6qkWLFlq1apVTn/j4eNWoUUPly5fXPffco99//93WZwBc6whNAIpNv379nELIzJkz9fDDDzv1eeqpp/TZZ5/p/fff19atW1W3bl1FR0frjz/+cOr3r3/9S1OmTNGWLVtUtmxZ9evXT5J0//3364knnlCjRo10+PBhHT58WPfff7+13rhx43Tfffdp+/bt6tSpk3r16mVte/To0dq9e7cWL16sPXv26K233lLVqlUvelw5OTmKjo5WhQoVtHbtWn377bfy8/NTx44dlZ2dbfVbuXKl9u/fr5UrV+r9999XfHy8U6Dr3bu3Pv74Y7322mvas2eP/v3vf8vPz0+S9Msvv6hTp0665ZZbtG3bNr311lt677339Nxzz1nrDx8+XKtXr9aCBQu0bNkyrVq1Slu3bnWqddCgQUpMTNTcuXO1fft2de/eXR07dtTevXslSRs3blRsbKwGDRqk5ORkRUVFOe0DwAUYALhMffr0MV26dDFHjx413t7e5sCBA+bAgQOmXLly5rfffjNdunQxffr0MRkZGcbT09PMnj3bWjc7O9uEhoaaSZMmGWOMWblypZFkli9fbvX5+uuvjSRz+vRpY4wxzz77rAkPDy9QhyQzatQoaz4jI8NIMosXLzbGGHPXXXeZhx9++JKP78MPPzT16tUzeXl5VltWVpbx8fExS5cutT6DmjVrmrNnz1p9unfvbu6//35jjDEpKSlGkklISCh0H88880yBfUyfPt34+fmZ3Nxcc/LkSePl5WXmzZtnLf/999+Nj4+Pefzxx40xxvz000/Gw8PD/PLLL07bbteunRk5cqQxxpgePXqYTp06OS2///77TcWKFS/xUwGuPWVdmtgAXFWqVaumzp07Kz4+XsYYde7c2elMzv79+5WTk6NWrVpZbZ6enrr11lu1Z88ep201bdrU+jokJESSdPTo0YuOjzp3PV9fX/n7++vo0aOSpEcffVTdunXT1q1b1aFDB3Xt2lUtW7a86HFt27ZN+/btU4UKFZzaz5w5o/3791vzjRo1koeHh1PdO3bskCQlJyfLw8NDbdq0KXQfe/bsUWRkpBwOh9XWqlUrZWRk6Oeff9axY8eUnZ2tFi1aWMsDAgJUr149a37Hjh3Kzc3VjTfe6LTtrKwsValSxdrPPffc47Q8MjJSS5YsuejnAFzrCE0AilW/fv00aNAgSdL06dOLvB1PT0/r6/wgkZeXd0nr5a+bv15MTIx++uknLVq0SAkJCWrXrp3i4uL08ssvX3CbGRkZat68uWbPnl1gWbVq1Wzt28fH56K1X66MjAx5eHgoKSnJKbxJsi4DAig6xjQBKFb543zyxwGdq06dOvLy8tK3335rteXk5Gjz5s1q2LCh7X14eXkpNze3SPVVq1ZNffr00UcffaRXX31Vb7/99kXXiYiI0N69exUYGKi6des6TRUrVrS13yZNmigvL0+rV68udHmDBg2UmJgoY4zV9u2336pChQq6/vrrVadOHXl6emrjxo3W8mPHjumHH36w5ps1a6bc3FwdPXq0QJ3BwcHWfs7dhiRt2LDB1jEA1zpCE4Bi5eHhoT179mj37t0Fznb4+vrq0Ucf1fDhw7VkyRLt3r1b/fv316lTpxQbG2t7H7Vq1VJqaqqSk5P13//+V1lZWbbWGzNmjBYsWKB9+/Zp165dWrhwoRo0aHDR9Xr16qWqVauqS5cuWrt2rVJTU7Vq1SoNHjxYP//8s+2a+/Tpo379+mn+/PnWNubNmydJ+uc//6lDhw7pscce0/fff68FCxbo2Wef1bBhw1SmTBn5+fkpNjZWw4cP1zfffKOdO3eqb9++KlPmfz/Gb7zxRvXq1Uu9e/fW559/rtTUVG3atEkTJ07U119/LUkaPHiwlixZopdffll79+7VG2+8waU5wCZCE4Bi5+/vL39//0KXvfjii+rWrZseeughRUREaN++fVq6dKkqV65se/vdunVTx44dFRUVpWrVqunjjz+2tZ6Xl5dGjhyppk2b6o477pCHh4fmzp170fXKly+vNWvWqEaNGrr33nvVoEEDxcbG6syZM+c9zsK89dZb+sc//qF//vOfql+/vvr376/MzExJ0nXXXadFixZp06ZNCg8P18CBAxUbG6tRo0ZZ60+ePFmtW7fWXXfdpfbt2+v2229X8+bNnfYxa9Ys9e7dW0888YTq1aunrl27avPmzdZYsNtuu03vvPOOpk2bpvDwcC1btsxpHwDOz2HOPRcMAACAQnGmCQAAwAZCE4Br3gsvvCA/P79Cp5iYGFeXB8BNcHkOwDXvjz/+KPBE8nw+Pj667rrrrnBFANwRoQkAAMAGLs8BAADYQGgCAACwgdAEAABgA6EJAADABkITAACADYQmAAAAGwhNAAAANhCaAAAAbPh/Lr7bXZlETQUAAAAASUVORK5CYII=", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "# your code here\n" + "def number_of_steps():\n", + " \n", + " months_days = sns.barplot(x=\"Months_encoded\", hue=\"Work_or_Weekend\", y=\"Steps\", data=fitbit);\n", + " months_days.plot(figsize=(12,4))\n", + " plt.xticks(rotation=0)\n", + " plt.savefig(\"fitbit-steps.png\")\n", + " os.system(\"open fitbit-steps.png\")\n", + " \n", + "number_of_steps()" ] }, { @@ -88,10 +266,49 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 119, "metadata": {}, - "outputs": [], - "source": [] + "outputs": [ + { + "data": { + "image/png": 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", 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", 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", 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10931094NaN1Astor, Col. John Jacobmale47.010PC 17757227.525C62 C64C
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" + ], + "text/plain": [ + " PassengerId Survived Pclass Name Gender Age \\\n", + "1093 1094 NaN 1 Astor, Col. John Jacob male 47.0 \n", + "\n", + " SibSp Parch Ticket Fare Cabin Embarked \n", + "1093 1 0 PC 17757 227.525 C62 C64 C " + ] + }, + "execution_count": 72, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "# your code here\n" + "titanic = pd.read_csv(\"/Users/juniorlinhares/Documents/labs/lab-matplotlib-seaborn/data/titanic.csv\")\n", + "titanic.sample()" ] }, { @@ -54,10 +123,71 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 73, "metadata": {}, - "outputs": [], - "source": [] + "outputs": [ + { + "data": { + "text/plain": [ + "PassengerId int64\n", + "Survived float64\n", + "Pclass int64\n", + "Name object\n", + "Gender object\n", + "Age float64\n", + "SibSp int64\n", + "Parch int64\n", + "Ticket object\n", + "Fare float64\n", + "Cabin object\n", + "Embarked object\n", + "dtype: object" + ] + }, + "execution_count": 73, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data_types = titanic.dtypes\n", + "data_types" + ] + }, + { + "cell_type": "code", + "execution_count": 74, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "RangeIndex: 1309 entries, 0 to 1308\n", + "Data columns (total 12 columns):\n", + " # Column Non-Null Count Dtype \n", + "--- ------ -------------- ----- \n", + " 0 PassengerId 1309 non-null int64 \n", + " 1 Survived 891 non-null float64\n", + " 2 Pclass 1309 non-null int64 \n", + " 3 Name 1309 non-null object \n", + " 4 Gender 1309 non-null object \n", + " 5 Age 1309 non-null float64\n", + " 6 SibSp 1309 non-null int64 \n", + " 7 Parch 1309 non-null int64 \n", + " 8 Ticket 1309 non-null object \n", + " 9 Fare 1309 non-null float64\n", + " 10 Cabin 1309 non-null object \n", + " 11 Embarked 1309 non-null object \n", + "dtypes: float64(3), int64(4), object(5)\n", + "memory usage: 122.8+ KB\n" + ] + } + ], + "source": [ + "titanic.info()" + ] }, { "cell_type": "markdown", @@ -69,10 +199,467 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 75, "metadata": {}, - "outputs": [], - "source": [] + "outputs": [ + { + "data": { + "text/html": [ + "
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NameGenderTicketCabinEmbarked
0Braund, Mr. Owen HarrismaleA/5 21171U0S
1Cumings, Mrs. John Bradley (Florence Briggs Th...femalePC 17599C85C
2Heikkinen, Miss. LainafemaleSTON/O2. 3101282U0S
3Futrelle, Mrs. Jacques Heath (Lily May Peel)female113803C123S
4Allen, Mr. William Henrymale373450U0S
..................
1304Spector, Mr. WoolfmaleA.5. 3236U0S
1305Oliva y Ocana, Dona. FerminafemalePC 17758C105C
1306Saether, Mr. Simon SivertsenmaleSOTON/O.Q. 3101262U0S
1307Ware, Mr. Frederickmale359309U0S
1308Peter, Master. Michael Jmale2668U0C
\n", + "

1309 rows × 5 columns

\n", + "
" + ], + "text/plain": [ + " Name Gender \\\n", + "0 Braund, Mr. Owen Harris male \n", + "1 Cumings, Mrs. John Bradley (Florence Briggs Th... female \n", + "2 Heikkinen, Miss. Laina female \n", + "3 Futrelle, Mrs. Jacques Heath (Lily May Peel) female \n", + "4 Allen, Mr. William Henry male \n", + "... ... ... \n", + "1304 Spector, Mr. Woolf male \n", + "1305 Oliva y Ocana, Dona. Fermina female \n", + "1306 Saether, Mr. Simon Sivertsen male \n", + "1307 Ware, Mr. Frederick male \n", + "1308 Peter, Master. Michael J male \n", + "\n", + " Ticket Cabin Embarked \n", + "0 A/5 21171 U0 S \n", + "1 PC 17599 C85 C \n", + "2 STON/O2. 3101282 U0 S \n", + "3 113803 C123 S \n", + "4 373450 U0 S \n", + "... ... ... ... \n", + "1304 A.5. 3236 U0 S \n", + "1305 PC 17758 C105 C \n", + "1306 SOTON/O.Q. 3101262 U0 S \n", + "1307 359309 U0 S \n", + "1308 2668 U0 C \n", + "\n", + "[1309 rows x 5 columns]" + ] + }, + "execution_count": 77, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "titanic.select_dtypes(include='object')" + ] + }, + { + "cell_type": "code", + "execution_count": 78, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Numerical Variables:\n", + "Index(['PassengerId', 'Survived', 'Pclass', 'Age', 'SibSp', 'Parch', 'Fare'], dtype='object')\n", + "\n", + "Categorical Variables:\n", + "Index(['Name', 'Gender', 'Ticket', 'Cabin', 'Embarked'], dtype='object')\n" + ] + } + ], + "source": [ + "numerical_variables = titanic.select_dtypes(include=['int64', 'float64'])\n", + "categorical_variables = titanic.select_dtypes(include=['object'])\n", + "\n", + "print(\"Numerical Variables:\")\n", + "print(numerical_variables.columns)\n", + "\n", + "print(\"\\nCategorical Variables:\")\n", + "print(categorical_variables.columns)" + ] }, { "cell_type": "markdown", @@ -84,11 +671,32 @@ }, { "cell_type": "code", - "execution_count": 42, + "execution_count": 79, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 79, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "# your code here\n" + "titanic.plot(figsize=(12,6))" ] }, { @@ -100,11 +708,22 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 80, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "# your code here\n" + "sns.histplot(data=titanic, x='Age', kde=True, bins=30);" ] }, { @@ -116,12 +735,24 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 81, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "'\\n# It affects the granularity of the representation of the data distribution.\\n# Determines how many bars or bins are used to group the data values within a certain range of values\\n'" + ] + }, + "execution_count": 81, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "\"\"\"\n", - "your comments here\n", + "# It affects the granularity of the representation of the data distribution.\n", + "# Determines how many bars or bins are used to group the data values within a certain range of values\n", "\"\"\"" ] }, @@ -135,22 +766,44 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 82, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "# Method 1 - matplotlib\n", - "# your code here" + "titanic[\"Gender\"].value_counts().plot(kind=\"bar\");" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 83, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "# Method 2 - seaborn\n", - "# your code here" + "sns.countplot(x=titanic.Gender);" ] }, { @@ -162,11 +815,22 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 84, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "# your code here" + "sns.countplot(data = titanic, x=\"Pclass\");" ] }, { @@ -185,18 +849,40 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 85, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "# your code here" + "sns.boxplot(x=\"Age\", data=titanic);" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 86, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "'\\nyour comments here\\n'" + ] + }, + "execution_count": 86, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "\"\"\"\n", "your comments here\n", @@ -213,22 +899,44 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 87, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "# Method 1 - matplotlib\n", - "# your code here" + "plt.scatter(titanic['Age'], titanic['Fare'], alpha=0.5);" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 88, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "# Method 2 - seaborn\n", - "# your code here" + "sns.scatterplot(x=\"Age\", y=\"Fare\", data=titanic);" ] }, { @@ -240,11 +948,28 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 89, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "# your code here" + "numerical_variables = titanic.select_dtypes(include=['int64', 'float64']).drop('PassengerId', axis=1)\n", + "\n", + "correlation_matrix = numerical_variables.corr()\n", + "\n", + "sns.heatmap(correlation_matrix, annot=True, cmap='coolwarm')\n", + "\n", + "plt.show()" ] }, { @@ -256,9 +981,20 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 90, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "'\\nyour comments here\\n'" + ] + }, + "execution_count": 90, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "\"\"\"\n", "your comments here\n", @@ -274,13 +1010,24 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 91, "metadata": { "scrolled": true }, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "# your code here" + "sns.boxplot(x='Pclass', y='Age', data=titanic);" ] }, { @@ -293,11 +1040,26 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 92, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "# your code here" + "g = sns.FacetGrid(titanic, col=\"Gender\", height=5, aspect=1)\n", + "g.map(sns.histplot, \"Age\", bins=20, kde=True)\n", + "g.set_axis_labels(\"Age\", \"Count\")\n", + "\n", + "plt.show()" ] } ], @@ -318,7 +1080,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.9.12" + "version": "3.11.5" }, "nbTranslate": { "displayLangs": [