From a5ed94c9dd8b96ff61e57d791d872845299ecd50 Mon Sep 17 00:00:00 2001 From: MartaGDC Date: Thu, 19 Oct 2023 18:32:46 +0200 Subject: [PATCH] First Challenge, Half Second --- figures/Minutes Lightly Active vs Steps.png | Bin 0 -> 38083 bytes figures/Minutes Sedentary vs Steps.png | Bin 0 -> 36407 bytes figures/Minutes Very Active vs Steps.png | Bin 0 -> 37028 bytes figures/step_month_week.png | Bin 0 -> 22161 bytes figures/steps_month.png | Bin 0 -> 15979 bytes figures/steps_week.png | Bin 0 -> 12672 bytes your-code/challenge-1.ipynb | 440 +++++++++++++++++++- your-code/challenge-2.ipynb | 349 +++++++++++++--- 8 files changed, 719 insertions(+), 70 deletions(-) create mode 100644 figures/Minutes Lightly Active vs Steps.png create mode 100644 figures/Minutes Sedentary vs Steps.png create mode 100644 figures/Minutes Very Active vs Steps.png create mode 100644 figures/step_month_week.png create mode 100644 figures/steps_month.png create mode 100644 figures/steps_week.png diff --git 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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
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" + ], + "text/plain": [ + " Date Calorie burned Steps Distance Floors Minutes Sedentary \\\n", + "343 2016-04-14 3479 19087 14.65 17 711.0 \n", + "\n", + " Minutes Lightly Active Minutes Fairly Active Minutes Very Active \\\n", + "343 221 12 96 \n", + "\n", + " Activity Calories ... Distance_miles Days Days_encoded \\\n", + "343 1954 ... 9.103085 Thursday 3.0 \n", + "\n", + " Work_or_Weekend Hours Sleep Sleep efficiency Yesterday_sleep \\\n", + "343 1 4.633333 91.447368 6.083333 \n", + "\n", + " Yesterday_sleep_efficiency Months Months_encoded \n", + "343 84.883721 April 4 \n", + "\n", + "[1 rows x 24 columns]" + ] + }, + "execution_count": 38, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "fitbit = pd.read_csv(\"../data/Fitbit2.csv\")\n", + "fitbit.sample()" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "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": 39, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "# your code here\n" + "fitbit.columns" ] }, { @@ -59,20 +184,262 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 59, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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qjeXm5iokJMRp3MvLS1WqVHGqOdMxTj3H2WpOjp/JqFGjFBQUZC2RkZEXeokAAKCcuKY+XTVw4EAVFBRYS05OjrtbAgAAl4lLQ05YWJgkKS8vz2l7Xl6eNRYWFqb8/Hyn8RMnTujgwYNONWc6xqnnOFvNyfEz8fX1VWBgoNMCAADsyaXfXRUTE6OwsDClp6erQYMGkv74pNS6devUu3dvSVJcXJwOHz6szMxMNW7cWJK0bNkylZWVqWnTplbNq6++qpKSEnl7e0uS0tLSVKtWLVWuXNmqSU9PV58+fazzp6WlKS4uzpWXZHH19y1JfOcSAACX0wXP5Bw5ckRZWVnKysqS9MfNxllZWdq7d68cDof69OmjkSNHasGCBdq6dau6deumiIgIderUSZIUGxurtm3bqmfPnlq/fr1Wr16tlJQUde3aVREREZKkxx57TD4+PkpKStK2bds0Z84cjR8/Xn379rX6eOGFF5SamqqxY8fq+++/19ChQ7Vx40alpKRc+qsCAADKvQueydm4caNatWplrZ8MHt27d9f06dPVv39/HT16VL169dLhw4fVvHlzpaamys/Pz9pn5syZSklJUevWreXh4aHOnTtrwoQJ1nhQUJCWLl2q5ORkNW7cWNddd50GDx7s9CydO++8U7NmzdKgQYP0yiuv6KabbtL8+fN16623XtQLAQAA7OWCQ07Lli1ljDnruMPh0PDhwzV8+PCz1lSpUkWzZs0653nq1aunVatWnbOmS5cu6tKly7kbBgAA16Rr6tNVAADg2kHIAQAAtkTIAQAAtkTIAQAAtkTIAQAAtkTIAQAAtkTIAQAAtuTSr3UAAACXjq8Scg1mcgAAgC0RcgAAgC0RcgAAgC0RcgAAgC0RcgAAgC0RcgAAgC3xEXIA1zw+rus6rn4tr9XXEa7BTA4AALAlQg4AALAlQg4AALAlQg4AALAlQg4AALAlQg4AALAlQg4AALAlnpNjIzzrAwCA/2ImBwAA2BIhBwAA2BIhBwAA2BIhBwAA2BIhBwAA2BIhBwAA2BIhBwAA2BIhBwAA2BIhBwAA2BIhBwAA2BIhBwAA2BLfXQUAAC6Kq78z0dXfl8hMDgAAsCVCDgAAsCVCDgAAsCVCDgAAsCVuPAYAXFNcfbOs5PobZuEazOQAAABbIuQAAABbIuQAAABbcnnIKS0t1WuvvaaYmBj5+/vrxhtv1IgRI2SMsWqMMRo8eLDCw8Pl7++v+Ph47dq1y+k4Bw8eVGJiogIDAxUcHKykpCQdOXLEqWbLli2666675Ofnp8jISI0ZM8bVlwMAAMopl4ecN954Q5MnT9bEiRO1Y8cOvfHGGxozZozeffddq2bMmDGaMGGCpkyZonXr1qlixYpKSEjQ8ePHrZrExERt27ZNaWlpWrhwoVauXKlevXpZ44WFhWrTpo2io6OVmZmpN998U0OHDtXUqVNdfUkAAKAccvmnq9asWaOOHTuqffs/7jSvXr26PvnkE61fv17SH7M448aN06BBg9SxY0dJ0ocffqjQ0FDNnz9fXbt21Y4dO5SamqoNGzaoSZMmkqR3331X7dq101tvvaWIiAjNnDlTxcXF+uCDD+Tj46NbbrlFWVlZevvtt53CEAAAuDa5fCbnzjvvVHp6un744QdJ0ubNm/XNN9/ovvvukyRlZ2crNzdX8fHx1j5BQUFq2rSpMjIyJEkZGRkKDg62Ao4kxcfHy8PDQ+vWrbNqWrRoIR8fH6smISFBO3fu1KFDh87YW1FRkQoLC50WAABgTy6fyRkwYIAKCwtVu3ZteXp6qrS0VH/729+UmJgoScrNzZUkhYaGOu0XGhpqjeXm5iokJMS5US8vValSxakmJibmtGOcHKtcufJpvY0aNUrDhg1zwVUCAICrnctncubOnauZM2dq1qxZ2rRpk2bMmKG33npLM2bMcPWpLtjAgQNVUFBgLTk5Oe5uCQAAXCYun8np16+fBgwYoK5du0qS6tatqz179mjUqFHq3r27wsLCJEl5eXkKDw+39svLy1ODBg0kSWFhYcrPz3c67okTJ3Tw4EFr/7CwMOXl5TnVnFw/WfO/fH195evre+kXCQAArnoun8k5duyYPDycD+vp6amysjJJUkxMjMLCwpSenm6NFxYWat26dYqLi5MkxcXF6fDhw8rMzLRqli1bprKyMjVt2tSqWblypUpKSqyatLQ01apV64xvVQEAgGuLy0NOhw4d9Le//U2LFi3S7t279dlnn+ntt9/Wgw8+KElyOBzq06ePRo4cqQULFmjr1q3q1q2bIiIi1KlTJ0lSbGys2rZtq549e2r9+vVavXq1UlJS1LVrV0VEREiSHnvsMfn4+CgpKUnbtm3TnDlzNH78ePXt29fVlwQAAMohl79d9e677+q1117Ts88+q/z8fEVEROj//b//p8GDB1s1/fv319GjR9WrVy8dPnxYzZs3V2pqqvz8/KyamTNnKiUlRa1bt5aHh4c6d+6sCRMmWONBQUFaunSpkpOT1bhxY1133XUaPHgwHx8HAACSLkPIqVSpksaNG6dx48adtcbhcGj48OEaPnz4WWuqVKmiWbNmnfNc9erV06pVqy62VQAAYGN8dxUAALAlQg4AALAlQg4AALAlQg4AALAlQg4AALAlQg4AALAlQg4AALAlQg4AALAlQg4AALAlQg4AALAlQg4AALAlQg4AALAlQg4AALAlQg4AALAlQg4AALAlQg4AALAlQg4AALAlQg4AALAlQg4AALAlQg4AALAlQg4AALAlQg4AALAlQg4AALAlQg4AALAlQg4AALAlQg4AALAlQg4AALAlQg4AALAlQg4AALAlQg4AALAlQg4AALAlQg4AALAlQg4AALAlQg4AALAlQg4AALAlQg4AALAlQg4AALAlQg4AALAlQg4AALAlQg4AALAlQg4AALAlQg4AALAlQg4AALClyxJyfvnlFz3++OOqWrWq/P39VbduXW3cuNEaN8Zo8ODBCg8Pl7+/v+Lj47Vr1y6nYxw8eFCJiYkKDAxUcHCwkpKSdOTIEaeaLVu26K677pKfn58iIyM1ZsyYy3E5AACgHHJ5yDl06JCaNWsmb29vLVmyRNu3b9fYsWNVuXJlq2bMmDGaMGGCpkyZonXr1qlixYpKSEjQ8ePHrZrExERt27ZNaWlpWrhwoVauXKlevXpZ44WFhWrTpo2io6OVmZmpN998U0OHDtXUqVNdfUkAAKAc8nL1Ad944w1FRkZq2rRp1raYmBjr18YYjRs3ToMGDVLHjh0lSR9++KFCQ0M1f/58de3aVTt27FBqaqo2bNigJk2aSJLeffddtWvXTm+99ZYiIiI0c+ZMFRcX64MPPpCPj49uueUWZWVl6e2333YKQ6cqKipSUVGRtV5YWOjqywcAAFcJl8/kLFiwQE2aNFGXLl0UEhKihg0b6r333rPGs7OzlZubq/j4eGtbUFCQmjZtqoyMDElSRkaGgoODrYAjSfHx8fLw8NC6deusmhYtWsjHx8eqSUhI0M6dO3Xo0KEz9jZq1CgFBQVZS2RkpEuvHQAAXD1cHnL+/e9/a/Lkybrpppv05Zdfqnfv3nr++ec1Y8YMSVJubq4kKTQ01Gm/0NBQayw3N1chISFO415eXqpSpYpTzZmOceo5/tfAgQNVUFBgLTk5OZd4tQAA4Grl8rerysrK1KRJE73++uuSpIYNG+q7777TlClT1L17d1ef7oL4+vrK19fXrT0AAIArw+UzOeHh4apTp47TttjYWO3du1eSFBYWJknKy8tzqsnLy7PGwsLClJ+f7zR+4sQJHTx40KnmTMc49RwAAODa5fKQ06xZM+3cudNp2w8//KDo6GhJf9yEHBYWpvT0dGu8sLBQ69atU1xcnCQpLi5Ohw8fVmZmplWzbNkylZWVqWnTplbNypUrVVJSYtWkpaWpVq1aTp/kAgAA1yaXh5wXX3xRa9eu1euvv64ff/xRs2bN0tSpU5WcnCxJcjgc6tOnj0aOHKkFCxZo69at6tatmyIiItSpUydJf8z8tG3bVj179tT69eu1evVqpaSkqGvXroqIiJAkPfbYY/Lx8VFSUpK2bdumOXPmaPz48erbt6+rLwkAAJRDLr8n57bbbtNnn32mgQMHavjw4YqJidG4ceOUmJho1fTv319Hjx5Vr169dPjwYTVv3lypqany8/OzambOnKmUlBS1bt1aHh4e6ty5syZMmGCNBwUFaenSpUpOTlbjxo113XXXafDgwWf9+DgAALi2uDzkSNL999+v+++//6zjDodDw4cP1/Dhw89aU6VKFc2aNeuc56lXr55WrVp10X0CAAD74rurAACALRFyAACALRFyAACALRFyAACALRFyAACALRFyAACALRFyAACALRFyAACALRFyAACALRFyAACALRFyAACALRFyAACALRFyAACALRFyAACALRFyAACALRFyAACALRFyAACALRFyAACALRFyAACALRFyAACALRFyAACALRFyAACALRFyAACALRFyAACALRFyAACALRFyAACALRFyAACALRFyAACALRFyAACALRFyAACALRFyAACALRFyAACALRFyAACALRFyAACALRFyAACALRFyAACALRFyAACALRFyAACALRFyAACALRFyAACALRFyAACALRFyAACALV32kDN69Gg5HA716dPH2nb8+HElJyeratWqCggIUOfOnZWXl+e03969e9W+fXtVqFBBISEh6tevn06cOOFUs3z5cjVq1Ei+vr6qWbOmpk+ffrkvBwAAlBOXNeRs2LBBf//731WvXj2n7S+++KK++OILffrpp1qxYoX27dunv/zlL9Z4aWmp2rdvr+LiYq1Zs0YzZszQ9OnTNXjwYKsmOztb7du3V6tWrZSVlaU+ffro6aef1pdffnk5LwkAAJQTly3kHDlyRImJiXrvvfdUuXJla3tBQYHef/99vf3227rnnnvUuHFjTZs2TWvWrNHatWslSUuXLtX27dv18ccfq0GDBrrvvvs0YsQITZo0ScXFxZKkKVOmKCYmRmPHjlVsbKxSUlL00EMP6Z133rlclwQAAMqRyxZykpOT1b59e8XHxzttz8zMVElJidP22rVrKyoqShkZGZKkjIwM1a1bV6GhoVZNQkKCCgsLtW3bNqvmf4+dkJBgHeNMioqKVFhY6LQAAAB78rocB509e7Y2bdqkDRs2nDaWm5srHx8fBQcHO20PDQ1Vbm6uVXNqwDk5fnLsXDWFhYX6/fff5e/vf9q5R40apWHDhl30dQEAgPLD5TM5OTk5euGFFzRz5kz5+fm5+vCXZODAgSooKLCWnJwcd7cEAAAuE5eHnMzMTOXn56tRo0by8vKSl5eXVqxYoQkTJsjLy0uhoaEqLi7W4cOHnfbLy8tTWFiYJCksLOy0T1udXP+zmsDAwDPO4kiSr6+vAgMDnRYAAGBPLg85rVu31tatW5WVlWUtTZo0UWJiovVrb29vpaenW/vs3LlTe/fuVVxcnCQpLi5OW7duVX5+vlWTlpamwMBA1alTx6o59Rgna04eAwAAXNtcfk9OpUqVdOuttzptq1ixoqpWrWptT0pKUt++fVWlShUFBgbqueeeU1xcnO644w5JUps2bVSnTh098cQTGjNmjHJzczVo0CAlJyfL19dXkvTMM89o4sSJ6t+/v3r06KFly5Zp7ty5WrRokasvCQAAlEOX5cbjP/POO+/Iw8NDnTt3VlFRkRISEvR///d/1rinp6cWLlyo3r17Ky4uThUrVlT37t01fPhwqyYmJkaLFi3Siy++qPHjx+uGG27QP/7xDyUkJLjjkgAAwFXmioSc5cuXO637+flp0qRJmjRp0ln3iY6O1uLFi8953JYtW+rbb791RYsAAMBm+O4qAABgS4QcAABgS4QcAABgS4QcAABgS4QcAABgS4QcAABgS4QcAABgS4QcAABgS4QcAABgS4QcAABgS4QcAABgS4QcAABgS4QcAABgS4QcAABgS4QcAABgS4QcAABgS4QcAABgS4QcAABgS4QcAABgS4QcAABgS4QcAABgS4QcAABgS4QcAABgS4QcAABgS4QcAABgS4QcAABgS4QcAABgS4QcAABgS4QcAABgS4QcAABgS4QcAABgS4QcAABgS4QcAABgS4QcAABgS4QcAABgS4QcAABgS4QcAABgS4QcAABgS4QcAABgS4QcAABgS4QcAABgS4QcAABgS4QcAABgSy4POaNGjdJtt92mSpUqKSQkRJ06ddLOnTudao4fP67k5GRVrVpVAQEB6ty5s/Ly8pxq9u7dq/bt26tChQoKCQlRv379dOLECaea5cuXq1GjRvL19VXNmjU1ffp0V18OAAAop1weclasWKHk5GStXbtWaWlpKikpUZs2bXT06FGr5sUXX9QXX3yhTz/9VCtWrNC+ffv0l7/8xRovLS1V+/btVVxcrDVr1mjGjBmaPn26Bg8ebNVkZ2erffv2atWqlbKystSnTx89/fTT+vLLL119SQAAoBzycvUBU1NTndanT5+ukJAQZWZmqkWLFiooKND777+vWbNm6Z577pEkTZs2TbGxsVq7dq3uuOMOLV26VNu3b9dXX32l0NBQNWjQQCNGjNDLL7+soUOHysfHR1OmTFFMTIzGjh0rSYqNjdU333yjd955RwkJCa6+LAAAUM5c9ntyCgoKJElVqlSRJGVmZqqkpETx8fFWTe3atRUVFaWMjAxJUkZGhurWravQ0FCrJiEhQYWFhdq2bZtVc+oxTtacPMaZFBUVqbCw0GkBAAD2dFlDTllZmfr06aNmzZrp1ltvlSTl5ubKx8dHwcHBTrWhoaHKzc21ak4NOCfHT46dq6awsFC///77GfsZNWqUgoKCrCUyMvKSrxEAAFydLmvISU5O1nfffafZs2dfztOct4EDB6qgoMBacnJy3N0SAAC4TFx+T85JKSkpWrhwoVauXKkbbrjB2h4WFqbi4mIdPnzYaTYnLy9PYWFhVs369eudjnfy01en1vzvJ7Ly8vIUGBgof3//M/bk6+srX1/fS742AABw9XP5TI4xRikpKfrss8+0bNkyxcTEOI03btxY3t7eSk9Pt7bt3LlTe/fuVVxcnCQpLi5OW7duVX5+vlWTlpamwMBA1alTx6o59Rgna04eAwAAXNtcPpOTnJysWbNm6fPPP1elSpWse2iCgoLk7++voKAgJSUlqW/fvqpSpYoCAwP13HPPKS4uTnfccYckqU2bNqpTp46eeOIJjRkzRrm5uRo0aJCSk5OtmZhnnnlGEydOVP/+/dWjRw8tW7ZMc+fO1aJFi1x9SQAAoBxy+UzO5MmTVVBQoJYtWyo8PNxa5syZY9W88847uv/++9W5c2e1aNFCYWFhmjdvnjXu6emphQsXytPTU3FxcXr88cfVrVs3DR8+3KqJiYnRokWLlJaWpvr162vs2LH6xz/+wcfHAQCApMswk2OM+dMaPz8/TZo0SZMmTTprTXR0tBYvXnzO47Rs2VLffvvtBfcIAADsj++uAgAAtkTIAQAAtkTIAQAAtkTIAQAAtkTIAQAAtkTIAQAAtkTIAQAAtkTIAQAAtkTIAQAAtkTIAQAAtkTIAQAAtkTIAQAAtkTIAQAAtkTIAQAAtkTIAQAAtkTIAQAAtkTIAQAAtkTIAQAAtkTIAQAAtkTIAQAAtkTIAQAAtkTIAQAAtkTIAQAAtkTIAQAAtkTIAQAAtkTIAQAAtkTIAQAAtkTIAQAAtkTIAQAAtkTIAQAAtkTIAQAAtkTIAQAAtkTIAQAAtkTIAQAAtkTIAQAAtkTIAQAAtkTIAQAAtkTIAQAAtkTIAQAAtkTIAQAAtkTIAQAAtkTIAQAAtkTIAQAAtlTuQ86kSZNUvXp1+fn5qWnTplq/fr27WwIAAFeBch1y5syZo759+2rIkCHatGmT6tevr4SEBOXn57u7NQAA4GblOuS8/fbb6tmzp5566inVqVNHU6ZMUYUKFfTBBx+4uzUAAOBmXu5u4GIVFxcrMzNTAwcOtLZ5eHgoPj5eGRkZZ9ynqKhIRUVF1npBQYEkqbCw8E/PV1Z07BI7Pt35nPdClIceJdf3WR56lPj9dpXy0KPE77erlIceJX6/XeV8ezxZZ4w5d6Epp3755RcjyaxZs8Zpe79+/cztt99+xn2GDBliJLGwsLCwsLDYYMnJyTlnVii3MzkXY+DAgerbt6+1XlZWpoMHD6pq1apyOByXfPzCwkJFRkYqJydHgYGBl3y8y6U89EmPrlMe+qRH1ykPfdKj65SHPi9Hj8YY/fbbb4qIiDhnXbkNOdddd508PT2Vl5fntD0vL09hYWFn3MfX11e+vr5O24KDg13eW2Bg4FX7h+1U5aFPenSd8tAnPbpOeeiTHl2nPPTp6h6DgoL+tKbc3njs4+Ojxo0bKz093dpWVlam9PR0xcXFubEzAABwNSi3MzmS1LdvX3Xv3l1NmjTR7bffrnHjxuno0aN66qmn3N0aAABws3Idch555BH9+uuvGjx4sHJzc9WgQQOlpqYqNDTULf34+vpqyJAhp70ldrUpD33So+uUhz7p0XXKQ5/06DrloU939ugw5s8+fwUAAFD+lNt7cgAAAM6FkAMAAGyJkAMAAGyJkAMAAGyJkANcAu7bB4CrV7n+CDngbr6+vtq8ebNiY2Pd3Qpw1dq/f78mT56sb775Rvv375eHh4dq1KihTp066cknn5Snp6e7W4RNMZNzGeXk5KhHjx7ubkO///67vvnmG23fvv20sePHj+vDDz90Q1fOduzYoWnTpun777+XJH3//ffq3bu3evTooWXLlrm5uz8ePHmmpbS0VKNHj7bWrzZHjx7VtGnT9Oqrr2rixIk6cOCAu1vSpk2blJ2dba1/9NFHatasmSIjI9W8eXPNnj3bjd394bnnntOqVavc3cZ5mThxorp162a9bh999JHq1Kmj2rVr65VXXtGJEyfc2t/GjRsVGxurxYsXq6SkRLt27VLjxo1VsWJF/fWvf1WLFi3022+/ubVH2JhLvhIcZ5SVlWU8PDzc2sPOnTtNdHS0cTgcxsPDw7Ro0cLs27fPGs/NzXV7j0uWLDE+Pj6mSpUqxs/PzyxZssRUq1bNxMfHm3vuucd4enqa9PR0t/bocDhMgwYNTMuWLZ0Wh8NhbrvtNtOyZUvTqlUrt/ZojDGxsbHmwIEDxhhj9u7da6pXr26CgoLMbbfdZqpUqWJCQkLMv//9b7f2WK9ePZOWlmaMMea9994z/v7+5vnnnzeTJ082ffr0MQEBAeb99993a48n/77cdNNNZvTo0Wb//v1u7edsRowYYSpVqmQ6d+5swsLCzOjRo03VqlXNyJEjzeuvv26qVatmBg8e7NYemzVrZoYOHWqtf/TRR6Zp06bGGGMOHjxoGjRoYJ5//nl3teekqKjIzJkzx/Tp08d07drVdO3a1fTp08fMnTvXFBUVubu9P5Wbm2uGDRvm7jaMMcbk5OSY33777bTtxcXFZsWKFVesD0LOJfj888/PubzzzjtuDxCdOnUy7du3N7/++qvZtWuXad++vYmJiTF79uwxxlwdIScuLs68+uqrxhhjPvnkE1O5cmXzyiuvWOMDBgww9957r7vaM8YYM2rUKBMTE3Na2PLy8jLbtm1zU1enczgcJi8vzxhjTGJiornzzjvN4cOHjTHG/PbbbyY+Pt48+uij7mzR+Pv7m927dxtjjGnYsKGZOnWq0/jMmTNNnTp13NGaxeFwmK+++sq88MIL5rrrrjPe3t7mgQceMF988YUpLS11a2+nuvHGG82//vUvY8wfP1R5enqajz/+2BqfN2+eqVmzprvaM8b88fv9008/WeulpaXG29vb5ObmGmOMWbp0qYmIiHBXe5Zdu3aZGjVqGD8/P3P33Xebhx9+2Dz88MPm7rvvNn5+fqZmzZpm165d7m7znK6GH6z37dtnbrvtNuPh4WE8PT3NE0884RR2rvT/OYScS3Dypz2Hw3HWxd1/4EJCQsyWLVus9bKyMvPMM8+YqKgo89NPP10VIScwMND6x6O0tNR4eXmZTZs2WeNbt241oaGh7mrPsn79enPzzTebl156yRQXFxtjru6QU6NGDbN06VKn8dWrV5vIyEh3tGapWrWq2bhxozHmjz+fWVlZTuM//vij8ff3d0drllNfx+LiYjNnzhyTkJBgPD09TUREhHnllVeuiv/w/P39rR9YjDHG29vbfPfdd9b67t27TYUKFdzRmiU6Otp888031vq+ffuMw+Ewx44dM8YYk52dbfz8/NzVniU+Pt507NjRFBQUnDZWUFBgOnbsaNq0aeOGzv5r8+bN51zmzJnj9n/Pu3XrZpo2bWo2bNhg0tLSTOPGjU2TJk3MwYMHjTF/hByHw3HF+iHkXIKIiAgzf/78s45/++23bv8DV6lSJbN9+/bTticnJ5sbbrjBrFy50u09BgYGmh9//NFaDwgIcPrJb/fu3VfFP4LG/DEb0q1bN1OvXj2zdetW4+3tfdWFnPz8fGPMH38+t27d6jR+NbyWjz/+uElKSjLGGNOlSxczaNAgp/HXX3/d1K1b1x2tWU4NOafas2ePGTJkiImOjnb73xtjjImJiTFLliwxxhjzww8/GA8PDzN37lxrfNGiRaZ69eruas8YY8wLL7xgbr31VrNkyRKzbNky06pVK9OyZUtrPDU11dx4441u7PAP/v7+p/19OdWWLVuuivB9th+sT25395/LiIgIs27dOmv9+PHjpkOHDqZBgwbmwIEDV/wHaz5ddQkaN26szMxMdezY8YzjDofD7R8xrl27tnXj36kmTpwoSXrggQfc0ZaT6tWra9euXbrxxhslSRkZGYqKirLG9+7dq/DwcHe15yQgIEAzZszQ7NmzFR8fr9LSUne3dJrWrVvLy8tLhYWF2rlzp2699VZrbM+ePapataobu5PeeOMNNWvWTHfffbeaNGmisWPHavny5YqNjdXOnTu1du1affbZZ27t8WyioqI0dOhQDRkyRF999ZW721FiYqK6deumjh07Kj09Xf3799df//pXHThwQA6HQ3/729/00EMPubXHkSNHav/+/erQoYNKS0sVFxenjz/+2Bp3OBwaNWqUGzv8Q3BwsHbv3u309+VUu3fvVnBw8JVt6n9UqVJFY8aMUevWrc84vm3bNnXo0OEKd+WsoKBAlStXttZ9fX01b948denSRa1atXL6vb8SCDmXoF+/fjp69OhZx2vWrKmvv/76CnZ0ugcffFCffPKJnnjiidPGJk6cqLKyMk2ZMsUNnf1X7969ncLC//4js2TJEt1zzz1Xuq1z6tq1q5o3b67MzExFR0e7ux3LkCFDnNYDAgKc1r/44gvdddddV7Kl00REROjbb7/V6NGj9cUXX8gYo/Xr1ysnJ0fNmjXT6tWr1aRJE7f2GB0dfc6PNTscDt17771XsKMzGzZsmPz9/ZWRkaGePXtqwIABql+/vvr3769jx46pQ4cOGjFihFt7DAgI0Jw5c3T8+HGdOHHitD+Tbdq0cVNnzp5++ml169ZNr732mlq3bq3Q0FBJUl5entLT0zVy5Eg999xzbu2xcePG2rdv31n/zTl8+LDbf7CuUaOGtmzZoptuusna5uXlpU8//VRdunTR/ffff0X74VvIAQDQH7OM48ePV25urhwOh6Q/HvgZFhamPn36qH///m7t77PPPtPRo0f1+OOPn3H80KFDWrBggbp3736FO/uvl19+WVlZWfryyy9PGztx4oQ6d+6sL774QmVlZVekH0IOAACnyM7OVm5uriQpLCxMMTExbu6o/Dhx4oSOHTumwMDAs47/8ssvV2wGnIcBAgBwipiYGMXFxSkuLs4KOFfLw13P5Wro0cvL66wBR/rj6dfDhg27Yv0wkwMAwJ/YvHmzGjVqdFV+2OAkejwdNx4DAK55CxYsOOf4v//97yvUydnR44VjJgcAcM3z8PD408d+OBwOt86S0ONF9HNFzgIAwFUsPDxc8+bNU1lZ2RmXTZs2ubtFerwIhBwAwDXv5MNdz+ZqeLgrPV447skBAFzzysPDXenxwnFPDgAAsCXergIAALZEyAEAALZEyAEAALZEyAEAALZEyAHgNg6HQ/Pnz3d3G1dUy5Yt1adPn0s6xvTp0xUcHOySfgA7I+QA16Ann3xSDodDzzzzzGljycnJcjgcevLJJ112vqFDh6pBgwYuOx4AnA9CDnCNioyM1OzZs/X7779b244fP65Zs2YpKirKjZ0BgGsQcoBrVKNGjRQZGal58+ZZ2+bNm6eoqCg1bNjQ2lZUVKTnn39eISEh8vPzU/PmzbVhwwZrfPny5XI4HEpPT1eTJk1UoUIF3Xnnndq5c6ekP95aGTZsmDZv3iyHwyGHw6Hp06db+//nP//Rgw8+qAoVKuimm25y+oK/Q4cOKTExUdWqVZO/v79uuukmTZs27byuLycnRw8//LCCg4NVpUoVdezYUbt377bGn3zySXXq1ElvvfWWwsPDVbVqVSUnJ6ukpMTp2l9++WVFRkbK19dXNWvW1Pvvv2+Nr1ixQrfffrt8fX0VHh6uAQMG6MSJE9b40aNH1a1bNwUEBCg8PFxjx449rc+ioiL99a9/1fXXX6+KFSuqadOmWr58uVPN9OnTFRUVpQoVKujBBx/UgQMHzus1AK51hBzgGtajRw+n0PDBBx/oqaeecqrp37+//vWvf2nGjBnatGmTatasqYSEBB08eNCp7tVXX9XYsWO1ceNGeXl5qUePHpKkRx55RC+99JJuueUW7d+/X/v379cjjzxi7Tds2DA9/PDD2rJli9q1a6fExETr2K+99pq2b9+uJUuWaMeOHZo8ebKuu+66P72ukpISJSQkqFKlSlq1apVWr16tgIAAtW3bVsXFxVbd119/rZ9++klff/21ZsyYoenTpzsFsG7duumTTz7RhAkTtGPHDv39739XQECAJOmXX35Ru3btdNttt2nz5s2aPHmy3n//fY0cOdLav1+/flqxYoU+//xzLV26VMuXLz/tu3tSUlKUkZGh2bNna8uWLerSpYvatm2rXbt2SZLWrVunpKQkpaSkKCsrS61atXI6B4BzMACuOd27dzcdO3Y0+fn5xtfX1+zevdvs3r3b+Pn5mV9//dV07NjRdO/e3Rw5csR4e3ubmTNnWvsWFxebiIgIM2bMGGOMMV9//bWRZL766iurZtGiRUaS+f33340xxgwZMsTUr1//tD4kmUGDBlnrR44cMZLMkiVLjDHGdOjQwTz11FMXfH0fffSRqVWrlikrK7O2FRUVGX9/f/Pll19ar0F0dLQ5ceKEVdOlSxfzyCOPGGOM2blzp5Fk0tLSzniOV1555bRzTJo0yQQEBJjS0lLz22+/GR8fHzN37lxr/MCBA8bf39+88MILxhhj9uzZYzw9Pc0vv/zidOzWrVubgQMHGmOMefTRR027du2cxh955BETFBR0ga8KcO3hu6uAa1i1atXUvn17TZ8+XcYYtW/f3mmm5KefflJJSYmaNWtmbfP29tbtt9+uHTt2OB2rXr161q/Dw8MlSfn5+X96f8+p+1WsWFGBgYHKz8+XJPXu3VudO3fWpk2b1KZNG3Xq1El33nnnn17X5s2b9eOPP6pSpUpO248fP66ffvrJWr/lllvk6enp1PfWrVslSVlZWfL09NTdd999xnPs2LFDcXFxcjgc1rZmzZrpyJEj+vnnn3Xo0CEVFxeradOm1niVKlVUq1Yta33r1q0qLS3VzTff7HTsoqIiVa1a1TrPgw8+6DQeFxen1NTUP30dgGsdIQe4xvXo0UMpKSmSpEmTJl30cby9va1fn/yPv6ys7IL2O7nvyf3uu+8+7dmzR4sXL1ZaWppat26t5ORkvfXWW+c85pEjR9S4cWPNnDnztLFq1aqd17n9/f3/tPdLdeTIEXl6eiozM9MpbEmy3hYDcPG4Jwe4xp28T+XkfSynuvHGG+Xj46PVq1db20pKSrRhwwbVqVPnvM/h4+Oj0tLSi+qvWrVq6t69uz7++GONGzdOU6dO/dN9GjVqpF27dikkJEQ1a9Z0WoKCgs7rvHXr1lVZWZlWrFhxxvHY2FhlZGTInPIdx6tXr1alSpV0ww036MYbb5S3t7fWrVtnjR86dEg//PCDtd6wYUOVlpYqPz//tD7DwsKs85x6DElau3bteV0DcK0j5ADXOE9PT+3YsUPbt28/bTahYsWK6t27t/r166fU1FRt375dPXv21LFjx5SUlHTe56hevbqys7OVlZWl//znPyoqKjqv/QYPHqzPP/9cP/74o7Zt26aFCxcqNjb2T/dLTEzUddddp44dO2rVqlXKzs7W8uXL9fzzz+vnn38+7567d++uHj16aP78+dYx5s6dK0l69tlnlZOTo+eee07ff/+9Pv/8cw0ZMkR9+/aVh4eHAgIClJSUpH79+mnZsmX67rvv9OSTT8rD47//7N58881KTExUt27dNG/ePGVnZ2v9+vUaNWqUFi1aJEl6/vnnlZqaqrfeeku7du3SxIkTeasKOE+EHAAKDAxUYGDgGcdGjx6tzp0764knnlCjRo30448/6ssvv1TlypXP+/idO3dW27Zt1apVK1WrVk2ffPLJee3n4+OjgQMHql69emrRooU8PT01e/bsP92vQoUKWrlypaKiovSXv/xFsbGxSkpK0vHjx896nWcyefJkPfTQQ3r22WdVu3Zt9ezZU0ePHpUkXX/99Vq8eLHWr1+v+vXr65lnnlFSUpIGDRpk7f/mm2/qrrvuUocOHRQfH6/mzZurcePGTueYNm2aunXrppdeekm1atVSp06dtGHDButepjvuuEPvvfeexo8fr/r162vp0qVO5wBwdg5z6lwrAACATTCTAwAAbImQA6Dcef311xUQEHDG5b777nN3ewCuErxdBaDcOXjw4GlPXD7J399f119//RXuCMDViJADAABsiberAACALRFyAACALRFyAACALRFyAAC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\n", + "
" + ], + "text/plain": [ + " Steps\n", + "Months_encoded \n", + "7 9193.322581" + ] + }, + "execution_count": 41, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#also:\n", + "steps_month = fitbit.groupby(\"Months_encoded\").agg({\"Steps\":\"mean\"})\n", + "steps_month.sample()" + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#also:\n", + "barplot = sns.barplot(x=\"Months_encoded\", y=\"Steps\", data=fitbit)" + ] + }, + { + "cell_type": "code", + "execution_count": 44, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#with plt.xticks()\n", + "fitbit.groupby(\"Months_encoded\").agg({\"Steps\":\"mean\"}).plot(kind=\"bar\")\n", + "plt.xticks(rotation = 0.5)\n", + "plt.plot(figsize=(12,4))\n", + "plt.savefig(\"../figures/steps_month.png\")" + ] + }, + { + "cell_type": "code", + "execution_count": 60, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "steps_week = fitbit.groupby(\"Work_or_Weekend\").agg({\"Steps\":\"mean\"})\n", + "steps_week.plot(kind=\"bar\");" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "# your code here\n" + "#also:\n", + "barplot = sns.barplot(x=\"Work_or_Weekend\", y=\"Steps\", data=fitbit)" + ] + }, + { + "cell_type": "code", + "execution_count": 45, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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UYGCgMyY5OVlZWVk6ceLEBedWXFwst9vtcQMAAHaq8Mj56quvNH36dDVu3FgrVqzQo48+qscff1xz5syRJGVnZ0uSoqKiPB4XFRXlrMvOzlZkZKTHen9/f9WuXdtjzIW2ce4+/tPYsWMVHh7u3OLi4n7l0QIAgCtVhUdOWVmZEhISNGbMGN18880aPHiwBg0apBkzZlT0ri7Z8OHDlZ+f79yOHj3q7SkBAIBKUuGRExMTo+bNm3ssa9asmY4cOSJJio6OliTl5OR4jMnJyXHWRUdHKzc312P9mTNndPz4cY8xF9rGufv4T0FBQXK5XB43AABgpwqPnPbt2ysrK8tj2b/+9S/Vr19f0g8XIUdHR2v16tXOerfbrS1btigxMVGSlJiYqLy8PGVmZjpj1qxZo7KyMrVt29YZs2HDBpWWljpjVq1apSZNmnh8kwsAAFRPFR45Tz75pDZv3qwxY8bowIEDmjdvnt5++22lpKRIknx8fDRkyBC99NJLWrx4sXbv3q3+/fsrNjZWvXr1kvTDmZ877rhDgwYN0tatW7Vx40alpqaqT58+io2NlST17dtXgYGBGjhwoPbs2aP58+drypQpGjp0aEUfEgAAqIIq/CvkrVu31sKFCzV8+HCNGjVK8fHxeu2119SvXz9nzDPPPKPCwkINHjxYeXl56tChg5YvX67g4GBnzNy5c5WamqrOnTvL19dXvXv31tSpU5314eHhWrlypVJSUtSyZUtdddVVSktL4+vjAABAkuRjjDHenoS3uN1uhYeHKz8/v9pdn9Ng2FJvTwGX0eFXenh7CriMeH1XL9Xx9X2x79/87SoAAGAlIgcAAFiJyAEAAFYicgAAgJWIHAAAYCUiBwAAWInIAQAAViJyAACAlYgcAABgJSIHAABYicgBAABWInIAAICViBwAAGAlIgcAAFiJyAEAAFYicgAAgJWIHAAAYCUiBwAAWInIAQAAViJyAACAlYgcAABgJSIHAABYicgBAABWInIAAICViBwAAGAlIgcAAFiJyAEAAFYicgAAgJWIHAAAYCUiBwAAWInIAQAAViJyAACAlYgcAABgJSIHAABYicgBAABWInIAAICViBwAAGAlIgcAAFiJyAEAAFYicgAAgJWIHAAAYCUiBwAAWInIAQAAViJyAACAlYgcAABgJSIHAABYicgBAABWInIAAICViBwAAGAlIgcAAFiJyAEAAFYicgAAgJWIHAAAYCUiBwAAWInIAQAAViJyAACAlYgcAABgJSIHAABYqdIj55VXXpGPj4+GDBniLCsqKlJKSorq1Kmj0NBQ9e7dWzk5OR6PO3LkiHr06KEaNWooMjJSTz/9tM6cOeMxZt26dUpISFBQUJAaNWqk9PT0yj4cAABQRVRq5Gzbtk1vvfWWbrzxRo/lTz75pD755BMtWLBA69ev17Fjx3T33Xc768+ePasePXqopKREmzZt0pw5c5Senq60tDRnzKFDh9SjRw8lJSVpx44dGjJkiB5++GGtWLGiMg8JAABUEZUWOQUFBerXr59mzpypWrVqOcvz8/P17rvvatKkSbrtttvUsmVLzZ49W5s2bdLmzZslSStXrtSXX36p9957TzfddJO6deum0aNH64033lBJSYkkacaMGYqPj9fEiRPVrFkzpaam6p577tHkyZMr65AAAEAVUmmRk5KSoh49eqhLly4eyzMzM1VaWuqxvGnTpqpXr54yMjIkSRkZGbrhhhsUFRXljElOTpbb7daePXucMf+57eTkZGcbAACgevOvjI1+8MEH+vzzz7Vt27bz1mVnZyswMFAREREey6OiopSdne2MOTdwyteXr/upMW63W6dPn1ZISMh5+y4uLlZxcbFz3+12X/rBAQCAKqHCz+QcPXpUTzzxhObOnavg4OCK3vyvMnbsWIWHhzu3uLg4b08JAABUkgqPnMzMTOXm5iohIUH+/v7y9/fX+vXrNXXqVPn7+ysqKkolJSXKy8vzeFxOTo6io6MlSdHR0ed926r8/s+NcblcFzyLI0nDhw9Xfn6+czt69GhFHDIAALgCVXjkdO7cWbt379aOHTucW6tWrdSvXz/nnwMCArR69WrnMVlZWTpy5IgSExMlSYmJidq9e7dyc3OdMatWrZLL5VLz5s2dMeduo3xM+TYuJCgoSC6Xy+MGAADsVOHX5ISFhen666/3WFazZk3VqVPHWT5w4EANHTpUtWvXlsvl0mOPPabExES1a9dOktS1a1c1b95cDzzwgMaPH6/s7Gw9//zzSklJUVBQkCTpkUce0euvv65nnnlGDz30kNasWaMPP/xQS5curehDAgAAVVClXHj8cyZPnixfX1/17t1bxcXFSk5O1ptvvums9/Pz05IlS/Too48qMTFRNWvW1IABAzRq1ChnTHx8vJYuXaonn3xSU6ZM0dVXX6133nlHycnJ3jgkAABwhfExxhhvT8Jb3G63wsPDlZ+fX+0+umowjDNe1cnhV3p4ewq4jHh9Vy/V8fV9se/f/O0qAABgJSIHAABYicgBAABWInIAAICViBwAAGAlIgcAAFiJyAEAAFYicgAAgJWIHAAAYCUiBwAAWInIAQAAViJyAACAlYgcAABgJSIHAABYicgBAABWInIAAICViBwAAGAlIgcAAFiJyAEAAFYicgAAgJWIHAAAYCUiBwAAWInIAQAAViJyAACAlYgcAABgJSIHAABYicgBAABWInIAAICViBwAAGAlIgcAAFiJyAEAAFYicgAAgJWIHAAAYCUiBwAAWInIAQAAViJyAACAlYgcAABgJSIHAABYicgBAABWInIAAICViBwAAGAlIgcAAFiJyAEAAFYicgAAgJWIHAAAYCUiBwAAWInIAQAAViJyAACAlYgcAABgJSIHAABYicgBAABWInIAAICViBwAAGAlIgcAAFiJyAEAAFYicgAAgJWIHAAAYCUiBwAAWInIAQAAVqrwyBk7dqxat26tsLAwRUZGqlevXsrKyvIYU1RUpJSUFNWpU0ehoaHq3bu3cnJyPMYcOXJEPXr0UI0aNRQZGamnn35aZ86c8Rizbt06JSQkKCgoSI0aNVJ6enpFHw4AAKiiKjxy1q9fr5SUFG3evFmrVq1SaWmpunbtqsLCQmfMk08+qU8++UQLFizQ+vXrdezYMd19993O+rNnz6pHjx4qKSnRpk2bNGfOHKWnpystLc0Zc+jQIfXo0UNJSUnasWOHhgwZoocfflgrVqyo6EMCAABVkI8xxlTmDr777jtFRkZq/fr16tixo/Lz81W3bl3NmzdP99xzjyRp3759atasmTIyMtSuXTstW7ZMd955p44dO6aoqChJ0owZM/Tss8/qu+++U2BgoJ599lktXbpUX3zxhbOvPn36KC8vT8uXL7+oubndboWHhys/P18ul6viD/4K1mDYUm9PAZfR4Vd6eHsKuIx4fVcv1fH1fbHv35V+TU5+fr4kqXbt2pKkzMxMlZaWqkuXLs6Ypk2bql69esrIyJAkZWRk6IYbbnACR5KSk5Pldru1Z88eZ8y52ygfU76NCykuLpbb7fa4AQAAO1Vq5JSVlWnIkCFq3769rr/+eklSdna2AgMDFRER4TE2KipK2dnZzphzA6d8ffm6nxrjdrt1+vTpC85n7NixCg8Pd25xcXG/+hgBAMCVqVIjJyUlRV988YU++OCDytzNRRs+fLjy8/Od29GjR709JQAAUEn8K2vDqampWrJkiTZs2KCrr77aWR4dHa2SkhLl5eV5nM3JyclRdHS0M2br1q0e2yv/9tW5Y/7zG1k5OTlyuVwKCQm54JyCgoIUFBT0q48NAABc+Sr8TI4xRqmpqVq4cKHWrFmj+Ph4j/UtW7ZUQECAVq9e7SzLysrSkSNHlJiYKElKTEzU7t27lZub64xZtWqVXC6Xmjdv7ow5dxvlY8q3AQAAqrcKP5OTkpKiefPm6eOPP1ZYWJhzDU14eLhCQkIUHh6ugQMHaujQoapdu7ZcLpcee+wxJSYmql27dpKkrl27qnnz5nrggQc0fvx4ZWdn6/nnn1dKSopzJuaRRx7R66+/rmeeeUYPPfSQ1qxZow8//FBLl/KtAgAAUAlncqZPn678/HzdeuutiomJcW7z5893xkyePFl33nmnevfurY4dOyo6Olr/8z//46z38/PTkiVL5Ofnp8TERP3xj39U//79NWrUKGdMfHy8li5dqlWrVqlFixaaOHGi3nnnHSUnJ1f0IQEAgCqo0n8n50rG7+SguqiOv6NRnfH6rl6q4+v7ivmdHAAAAG8gcgAAgJWIHAAAYCUiBwAAWInIAQAAViJyAACAlYgcAABgJSIHAABYicgBAABWInIAAICViBwAAGAlIgcAAFiJyAEAAFYicgAAgJWIHAAAYCUiBwAAWInIAQAAViJyAACAlYgcAABgJSIHAABYicgBAABWInIAAICViBwAAGAlIgcAAFiJyAEAAFYicgAAgJWIHAAAYCUiBwAAWInIAQAAVvL39gQAVC1nz55VaWmpt6dhlYCAAPn5+Xl7GoB1iBwAF8UYo+zsbOXl5Xl7KlaKiIhQdHS0fHx8vD0VwBpEDoCLUh44kZGRqlGjBm/GFcQYo1OnTik3N1eSFBMT4+UZAfYgcgD8rLNnzzqBU6dOHW9PxzohISGSpNzcXEVGRvLRFVBBuPAYwM8qvwanRo0aXp6JvcqfW653AioOkQPgovERVeXhuQUqHpEDAACsROQAAAArceExgF+lwbCll3V/h1/pccmP+e6775SWlqalS5cqJydHtWrVUosWLZSWlqb27dvLx8dHCxcuVK9evSp+wgC8hsgBYL3evXurpKREc+bMUcOGDZWTk6PVq1fr+++/9/bUAFQiPq4CYLW8vDx99tlnGjdunJKSklS/fn21adNGw4cP1+9//3s1aNBAknTXXXfJx8fHuS9JH3/8sRISEhQcHKyGDRtq5MiROnPmjLPex8dH06dPV7du3RQSEqKGDRvqv//7v531JSUlSk1NVUxMjIKDg1W/fn2NHTv2ch06UO0ROQCsFhoaqtDQUC1atEjFxcXnrd+2bZskafbs2fr222+d+5999pn69++vJ554Ql9++aXeeustpaen6+WXX/Z4/AsvvKDevXtr586d6tevn/r06aO9e/dKkqZOnarFixfrww8/VFZWlubOnesRUQAqF5EDwGr+/v5KT0/XnDlzFBERofbt2+u5557Trl27JEl169aV9O8/q1B+f+TIkRo2bJgGDBighg0b6vbbb9fo0aP11ltveWz/3nvv1cMPP6xrr71Wo0ePVqtWrTRt2jRJ0pEjR9S4cWN16NBB9evXV4cOHXT//fdfxqMHqjciB4D1evfurWPHjmnx4sW64447tG7dOiUkJCg9Pf1HH7Nz506NGjXKORMUGhqqQYMG6dtvv9WpU6eccYmJiR6PS0xMdM7kPPjgg9qxY4eaNGmixx9/XCtXrqyU4wNwYUQOgGohODhYt99+u1544QVt2rRJDz74oF588cUfHV9QUKCRI0dqx44dzm337t3av3+/goODL2qfCQkJOnTokEaPHq3Tp0/rD3/4g+65556KOiQAP4PIAVAtNW/eXIWFhZKkgIAAnT171mN9QkKCsrKy1KhRo/Nuvr7//lfn5s2bPR63efNmNWvWzLnvcrl03333aebMmZo/f74++ugjHT9+vBKPDEA5vkIOwGrff/+97r33Xj300EO68cYbFRYWpu3bt2v8+PHq2bOnJKlBgwZavXq12rdvr6CgINWqVUtpaWm68847Va9ePd1zzz3y9fXVzp079cUXX+ill15ytr9gwQK1atVKHTp00Ny5c7V161a9++67kqRJkyYpJiZGN998s3x9fbVgwQJFR0crIiLCG08FUO0QOQCsFhoaqrZt22ry5Mk6ePCgSktLFRcXp0GDBum5556TJE2cOFFDhw7VzJkz9Zvf/EaHDx9WcnKylixZolGjRmncuHEKCAhQ06ZN9fDDD3tsf+TIkfrggw/05z//WTExMXr//ffVvHlzSVJYWJjGjx+v/fv3y8/PT61bt9ann37qcSYIQOXxMcYYb0/CW9xut8LDw5Wfny+Xy+Xt6VxWl/tXauFdv+RXgs9VVFSkQ4cOKT4+/qKvR6kOKvKXkivyOeb1Xb382td3VXSx79/85wQAALASkQMAAKzENTkA8AtV40/7gSqBMzkAAMBKRA4AALASkQPgovHxTOXhuQUqHpED4GcFBARIksffbELFKn9uy59rAL8eFx4D+Fl+fn6KiIhQbm6uJKlGjRry8fHx8qzsYIzRqVOnlJubq4iICPn5+Xl7SoA1iBwAFyU6OlqSnNBBxYqIiHCeYwAVg8gBcFF8fHwUExOjyMhIlZaWens6VgkICOAMDlAJqnzkvPHGG5owYYKys7PVokULTZs2TW3atPH2tABr+fn58YYMoEqo0hcez58/X0OHDtWLL76ozz//XC1atFBycjKn0wEAQNWOnEmTJmnQoEH605/+pObNm2vGjBmqUaOGZs2a5e2pAQAAL6uykVNSUqLMzEx16dLFWebr66suXbooIyPDizMDAABXgip7Tc7//d//6ezZs4qKivJYHhUVpX379l3wMcXFxSouLnbu5+fnS/rhT7ZXN2XF/N5JdVId/z9enfH6rl6q4+u7/Jh/7kc0q2zk/BJjx47VyJEjz1seFxfnhdkAl0/4a96eAYDKUp1f3ydPnlR4ePiPrq+ykXPVVVfJz89POTk5HstzcnJ+9Lcmhg8frqFDhzr3y8rKdPz4cdWpU4cfNqsG3G634uLidPToUblcLm9PB0AF4vVdvRhjdPLkScXGxv7kuCobOYGBgWrZsqVWr16tXr16SfohWlavXq3U1NQLPiYoKEhBQUEeyyIiIip5prjSuFwu/iUIWIrXd/XxU2dwylXZyJGkoUOHasCAAWrVqpXatGmj1157TYWFhfrTn/7k7akBAAAvq9KRc9999+m7775TWlqasrOzddNNN2n58uXnXYwMAACqnyodOZKUmpr6ox9PAecKCgrSiy++eN5HlgCqPl7fuBAf83PfvwIAAKiCquyPAQIAAPwUIgcAAFipyl+TA1ys0tJSlZWVydfXVwEBAd6eDoAKYoxRWVmZjDHy9+dtDf/GmRxYr7S0VGPGjFG9evVUq1Ytde7cWZmZmd6eFoAKsGLFCnXt2lVRUVGqWbOm1qxZ4+0p4QpC5MBqxhi9++67eumllzRz5kzt3LlTDRs2VLdu3VRQUODt6QH4lYqKitSpUye9+eabOnv2rHx9eVvDv/HtKljt1KlTuuWWW/S73/1Oo0ePdpY1btxYL7zwgh555BEvzxBARXC73YqIiNCaNWt06623ens6uEKQvLDa6dOntXv3bt12223OMj8/P3Xq1Elbt2714swAVKTyvz9YVlbm5ZngSkLkwGrff/+9JKlu3brOMn9/f9WtW1fZ2dnemhaAClYeOXw4gXMRObCan5+fjDE6e/bseev4Lz7AHn5+fpJ4XcMTkQOrRUZGytfXV99++62zzMfHRzk5OfyNM8Ai5RccEzk4F5EDq9WoUUMJCQlasWKFs+z06dNau3atbrnlFi/ODEBF4ltVuBB+NQlW8/Pz05NPPqmBAweqRYsWuvHGGzVp0iQFBgaqb9++3p4egF+poKBA+/fvV3FxsSRpz549crlcqlu3rho1auTl2cHb+Ao5qoXp06drwoQJysnJUZs2bfT666/ruuuu8/a0APxKa9euVefOnZ1fMi+//u7BBx/U22+/7eXZwduIHAAAYCU+xAQAAFYicgAAgJWIHAAAYCUiBwAAWInIAQAAViJyAACAlYgcAABgJSIHAABYicgBUCFGjBihm266ydvT8LrDhw/Lx8dHO3bsuKz7XbdunXx8fJSXl3dZ9wtcyYgcwGIzZsxQWFiYzpw54ywrKChQQECAbr31Vo+x5W+SBw8evMyzrBzt2rXTI4884rFsxowZ8vHxUXp6usfyBx98UL/97W8v4+wAXA5EDmCxpKQkFRQUaPv27c6yzz77TNHR0dqyZYuKioqc5WvXrlW9evV0zTXXXNI+jDEeEXW5lJSU/OT6pKQkrVu3zmPZ2rVrFRcXd97ydevW6bbbbqvgGQLwNiIHsFiTJk0UExPj8aa+bt069ezZU/Hx8dq8ebPH8qSkJBUXF+vxxx9XZGSkgoOD1aFDB23bts1jnI+Pj5YtW6aWLVsqKChI//jHP87b98GDB9WwYUOlpqbqYv5E3kcffaTrrrtOQUFBatCggSZOnOixvkGDBho9erT69+8vl8ulwYMH/+T2kpKSlJWVpezsbGfZ+vXrNWzYMI/n49ChQ/r666+VlJQkSTp69Kj+8Ic/KCIiQrVr11bPnj11+PBhj22/8847atasmYKDg9W0aVO9+eabPzqPs2fP6qGHHlLTpk115MgRSdLHH3+shIQEBQcHq2HDhho5cqRHKPr4+Oidd97RXXfdpRo1aqhx48ZavHixx3Y//fRTXXvttQoJCVFSUtJ5cwQgyQCwWt++fU3Xrl2d+61btzYLFiwwjzzyiElLSzPGGHPq1CkTFBRk0tPTzeOPP25iY2PNp59+avbs2WMGDBhgatWqZb7//ntjjDFr1641ksyNN95oVq5caQ4cOGC+//578+KLL5oWLVoYY4zZuXOniY6ONn/9618vao7bt283vr6+ZtSoUSYrK8vMnj3bhISEmNmzZztj6tevb1wul3n11VfNgQMHzIEDB35ymwUFBSYgIMDMmzfPGGPMnj17jMvlMkVFRSY0NNR89dVXxhhj3n33XRMcHGyKiopMSUmJadasmXnooYfMrl27zJdffmn69u1rmjRpYoqLi40xxrz33nsmJibGfPTRR+arr74yH330kaldu7ZJT083xhhz6NAhI8n885//NEVFReauu+4yN998s8nNzTXGGLNhwwbjcrlMenq6OXjwoFm5cqVp0KCBGTFihDN3Sebqq6828+bNM/v37zePP/64CQ0Ndf43OHLkiAkKCjJDhw41+/btM++9956JiooyksyJEycu6jkHqgMiB7DczJkzTc2aNU1paalxu93G39/f5Obmmnnz5pmOHTsaY4xZvXq1kWQOHz5sAgICzNy5c53Hl5SUmNjYWDN+/HhjzL8jZ9GiRR77KY+cjRs3mlq1aplXX331oufYt29fc/vtt3sse/rpp03z5s2d+/Xr1ze9evW6pGNv3769GTx4sDHGmDfeeMN0797dGGNM165dzaxZs4wxxjzwwAMmKSnJGGPM3//+d9OkSRNTVlbmbKO4uNiEhISYFStWGGOMueaaa5xwKjd69GiTmJhojPl35Hz22Wemc+fOpkOHDiYvL88Z27lzZzNmzBiPx//97383MTExzn1J5vnnn3fuFxQUGElm2bJlxhhjhg8f7vHcGGPMs88+S+QA/4GPqwDL3XrrrSosLNS2bdv02Wef6dprr1XdunXVqVMn57qcdevWqWHDhsrPz1dpaanat2/vPD4gIEBt2rTR3r17PbbbqlWr8/Z15MgR3X777UpLS9Nf/vKXi57j3r17PfYpSe3bt9f+/ft19uzZn9znT7n11ludj6bWrVvnXGzdqVMnj+XlH1Xt3LlTBw4cUFhYmEJDQxUaGqratWurqKhIBw8eVGFhoQ4ePKiBAwc660NDQ/XSSy+dd8H2/fffr8LCQq1cuVLh4eHO8p07d2rUqFEejx80aJC+/fZbnTp1yhl34403Ov9cs2ZNuVwu5ebmOs9X27ZtPfaXmJh4Sc8NUB34e3sCACpXo0aNdPXVV2vt2rU6ceKEOnXqJEmKjY1VXFycNm3apLVr117yhbc1a9Y8b1ndunUVGxur999/Xw899JBcLleFHMNP7fOnJCUl6eWXX9Y333yjdevW6amnnpL0Q+S89dZbOnjwoI4ePeoce0FBgVq2bKm5c+eet626deuqoKBAkjRz5szzIsPPz8/jfvfu3fXee+8pIyPD47ktKCjQyJEjdffdd5+3j+DgYOefAwICPNb5+PiorKzsUg4fqPaIHKAaKP+m0YkTJ/T00087yzt27Khly5Zp69atevTRR3XNNdcoMDBQGzduVP369SVJpaWl2rZtm4YMGfKz+wkJCdGSJUvUvXt3JScna+XKlQoLC/vZxzVr1kwbN270WLZx40Zde+2158XDpbjlllsUGBioN998U0VFRWrZsqUkqXXr1vruu+80a9Ys1axZU23atJEkJSQkaP78+YqMjLxgoIWHhys2NlZfffWV+vXr95P7fvTRR3X99dfr97//vZYuXerEZUJCgrKystSoUaNffFzNmjU770Lkcy8iB/D/efvzMgCVb9asWSYkJMT4+/ub7OxsZ/mcOXNMWFiYkWSOHTtmjDHmiSeeMLGxsWbZsmUeFx4fP37cGPPva3L+89qPcy88PnnypOnQoYNp3769OXny5M/OLzMz0+PC4/T09AteeDx58uRLPvaOHTuasLAwc8cdd3gsT0pKMmFhYR4XZRcWFprGjRubW2+91WzYsMF89dVXZu3ateaxxx4zR48eNcb8cI1TSEiImTJlisnKyjK7du0ys2bNMhMnTjTGeF54bIwxkydPNqGhoeazzz4zxhizfPly4+/vb0aMGGG++OIL8+WXX5r333/f4yJtSWbhwoUe8w0PD3eej6+//toEBgaap556yuzbt8/MnTvXREdHc00O8B+4JgeoBpKSknT69Gk1atRIUVFRzvJOnTrp5MmTzlfNJemVV15R79699cADDyghIUEHDhzQihUrVKtWrYveX2hoqJYtWyZjjHr06KHCwsKfHJ+QkKAPP/xQH3zwga6//nqlpaVp1KhRevDBB3/R8Z4rKSlJJ0+ePO/HD8uPvfx6HEmqUaOGNmzYoHr16unuu+9Ws2bNNHDgQBUVFTlndh5++GG98847mj17tm644QZ16tRJ6enpio+Pv+D+hwwZopEjR6p79+7atGmTkpOTtWTJEq1cuVKtW7dWu3btNHnyZOfM2cWoV6+ePvroIy1atEgtWrTQjBkzNGbMmEt/cgDL+RhzET9gAQAAUMVwJgcAAFiJyAFQ6bp16+bxlelzb7/0Y5YxY8b86Da7detWwUcAoCri4yoAle6bb77R6dOnL7iudu3aql279iVv8/jx4zp+/PgF14WEhOg3v/nNJW8TgF2IHAAAYCU+rgIAAFYicgAAgJWIHAAAYCUiBwAAWInIAQAAViJyAACAlYgcAABgJSIHAABY6f8Bl3S91yZIqGgAAAAASUVORK5CYII=", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fitbit.groupby(\"Work_or_Weekend\").agg({\"Steps\":\"mean\"}).plot(kind=\"bar\")\n", + "plt.xticks(rotation = 0.5)\n", + "plt.plot(figsize=(12,4))\n", + "plt.savefig(\"../figures/steps_week.png\")" + ] + }, + { + "cell_type": "code", + "execution_count": 61, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "step_month_week = fitbit.groupby([\"Months_encoded\", \"Work_or_Weekend\"]).agg({\"Steps\":\"mean\"}).unstack()\n", + "step_month_week\n", + "step_month_week.plot(kind=\"bar\");" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#also:\n", + "barplot = sns.barplot(x=\"Months_encoded\", hue=\"Work_or_Weekend\", y=\"Steps\", data=fitbit)" + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fitbit.groupby([\"Months_encoded\", \"Work_or_Weekend\"]).agg({\"Steps\":\"mean\"}).unstack().plot(kind=\"bar\")\n", + "plt.xticks(rotation = 0.5)\n", + "plt.plot(figsize=(12,4))\n", + "plt.savefig(\"../figures/step_month_week.png\")" ] }, { @@ -88,10 +455,51 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 58, "metadata": {}, - "outputs": [], - "source": [] + "outputs": [ + { + "data": { + "image/png": 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", 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", 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tAwcO6F6D8g4ePIicnBy9ANbUOZL6Gmulpqbq5YNdunQJ69evxwMPPABPT0+UlpZWeJ7w8HDUrl3b7PuSyBL2NBE5mblp2XJ55plnMHfuXDzzzDNo3749du/ejd9++61CO20y7WuvvYbBgwfDy8sL/fr1Q4MGDTB79mxMmTIF58+fx8CBAxEYGIjMzEx89913ePbZZ/HSSy9hx44dGDduHB599FE0btwYd+/exZdffqkLTEy5ffs2OnfujE6dOqF3796IiopCXl4e1q1bh59//hkDBw5EmzZtAJQFCl9//TXGjBmDn376CV26dEFpaSl+/fVXfP3119i6dSvat2+P1q1bY8iQIfjwww+Rn5+Pzp07Y/v27Xr1lLTmzp2Ln376CR07dsTo0aMRGxuL3NxcHDlyBNu2bUNubq7V57xdu3ZYvXo1Jk2ahHvvvRfVq1dHv3798OCDD2Lt2rV46KGHkJSUhMzMTCxatAixsbF6S4xIMXToULzyyiv47rvvMHbsWHh5eUl+7OOPP473338f06dPR4sWLdCsWTO9+x944AGo1Wp06dIFEREROH36NBYuXIikpCQEBgaa3O6XX36J5cuX46GHHkK7du3g7e2N06dPY8mSJfD19cW///1vi+dI6musFRcXh8TERL2SAwB0w4g3btxA3bp18cgjj6BVq1aoXr06tm3bhkOHDuGtt96SfM6IKnDRrD2iKqF8yQFzrCk58Ndffxl9jvJlA27fvi1GjRolgoODRWBgoHjsscfE1atXK2xTCCFmzZol6tSpIzw8PCps59tvvxVdu3YVAQEBIiAgQDRt2lQkJyeLM2fOCCGE+P3338XIkSNFgwYNhK+vrwgNDRX333+/2LZtm9njLSkpEYsXLxYDBw4U9evXFz4+PsLf31+0adNGvPnmmxWm6BcXF4t58+aJ5s2bCx8fH1GjRg3Rrl07MXPmTJGfn69rd+fOHfHCCy+ImjVrioCAANGvXz9x6dIlo8d95coVkZycLKKiooSXl5dQq9WiZ8+e4pNPPtG10ZYcMCypYKysw82bN8XQoUNFSEiIAKCbWq/RaMR///tf3XG2adNGbNy4UQwfPlxv+r12m2+++abZc9e3b18BQOzbt89sO0MajUZERUUJAGL27NkV7v/4449F9+7dRc2aNYWPj49o0KCBePnll/XOrzHHjx8XL7/8smjbtq0IDQ0V1apVE5GRkeLRRx8VR44c0Wtr6hwJIf01BiCSk5PFV199JRo1aqQ7pz/99JOuTVFRkXj55ZdFq1atRGBgoAgICBCtWrUSH374oVXnjMiQSggJmYxERKQIDz30EE6cOGG0B60qUKlUSE5OxsKFC129K1QFMaeJiMhNZGVlYdOmTXjyySddvStEVRJzmoiIFC4zMxN79+7Fp59+Ci8vL/zf//2fq3eJqEpiTxMRkcLt2rULTz75JDIzM/H5559DrVa7epeIqiTmNBERERFJwJ4mIiIiIgkYNBERERFJwERwmWg0Gvz5558IDAyUtAwAERERuZ4QAjdu3EDt2rXh4WG+L4lBk0z+/PNPmxaVJCIiIte7dOmSxUXGGTTJRLvMwKVLlxAUFOTivSEiIiIpCgoKEBUVZXa5IC0GTTLRDskFBQUxaCIiInIzUlJrmAhOREREJAGDJiIiIiIJGDQRERERScCgiYiIiEgCBk1EREREEjBoIiIiIpKAQRMRERGRBAyaiIiIiCRg0EREREQkASuCExG5SKlG4GBmLq7eKER4oC86xITC04MLfhMpFYMmIiIX2JKehZkbTiErv1B3W2SwL6b3i0XvuEgX7hkRmcLhOSIiJ9uSnoWxXx3RC5gAIDu/EGO/OoIt6Vku2jMiModBExGRE5VqBGZuOAVh5D7tbTM3nEKpxlgLInIlBk1ERE50MDO3Qg9TeQJAVn4hDmbmOm+niEgSBk1ERE509YbpgMmWdkTkPAyaiIicKDzQV9Z2ROQ8DJqIiJyoQ0woIoN9YaqwgApls+g6xIQ6c7eISAIGTURETuTpocL0frEAUCFw0v49vV8s6zURKRCDJiIiJ+sdF4mPnmgLdbD+EJw62BcfPdGWdZqIFIrFLYmIXKB3XCR6xapZEZzIjTBoIiJyEU8PFeIb1HToc3CpFiL5MGgiIqqkuFQLkbyY00REVAnJsVRLqUYgNSMH69MuIzUjh1XKqcpjTxMRUSVjaakWFcqWaukVqzY5VMdeKqKK2NNERFTJ2LtUCxcUJjKOQRMRUSVjz1ItXFCYyDQGTURElYw9S7VwQWEi0xg0ERFVMvYs1cIFhYlMc2nQNGfOHNx7770IDAxEeHg4Bg4ciDNnzui1+de//gWVSqX3b8yYMXptLl68iKSkJPj7+yM8PBwvv/wy7t69q9dm586daNu2LXx8fNCwYUMsW7aswv588MEHiI6Ohq+vLzp27IiDBw/KfsxERI5mz1ItXFCYyDSXBk27du1CcnIy9u/fj5SUFJSUlOCBBx7ArVu39NqNHj0aWVlZun/z58/X3VdaWoqkpCQUFxdj3759+Pzzz7Fs2TJMmzZN1yYzMxNJSUm4//77kZaWhgkTJuCZZ57B1q1bdW1Wr16NSZMmYfr06Thy5AhatWqFxMREXL161fEngohIZrYu1cIFhYlMUwkhFJPN99dffyE8PBy7du1C9+7dAZT1NLVu3RrvvPOO0cf88MMPePDBB/Hnn38iIiICALBo0SJMnjwZf/31F7y9vTF58mRs2rQJ6enpuscNHjwYeXl52LJlCwCgY8eOuPfee7Fw4UIAgEajQVRUFJ5//nm8+uqrFve9oKAAwcHByM/PR1BQkD2ngYhINrZUBNfOngOglxCufRTXx6PKxJrrt6JymvLz8wEAoaH6v2CWL1+OsLAwxMXFYcqUKbh9+7buvtTUVLRo0UIXMAFAYmIiCgoKcPLkSV2bhIQEvW0mJiYiNTUVAFBcXIzDhw/rtfHw8EBCQoKujaGioiIUFBTo/SMiUhrtUi0DWtdBfIOakpZQ4YLCRMYpprilRqPBhAkT0KVLF8TFxeluHzp0KOrXr4/atWvj+PHjmDx5Ms6cOYO1a9cCALKzs/UCJgC6v7Ozs822KSgowJ07d3D9+nWUlpYabfPrr78a3d85c+Zg5syZ9h00EZFCcUFhoooUEzQlJycjPT0de/bs0bv92Wef1f1/ixYtEBkZiZ49eyIjIwMNGjRw9m7qTJkyBZMmTdL9XVBQgKioKJftDxGR3JyxoDCRO1FE0DRu3Dhs3LgRu3fvRt26dc227dixIwDg3LlzaNCgAdRqdYVZbleuXAEAqNVq3X+1t5VvExQUBD8/P3h6esLT09NoG+02DPn4+MDHx0f6QRIREZFbc2lOkxAC48aNw3fffYcdO3YgJibG4mPS0tIAAJGRZWPq8fHxOHHihN4st5SUFAQFBSE2NlbXZvv27XrbSUlJQXx8PADA29sb7dq102uj0Wiwfft2XRsiIiKq2lza05ScnIwVK1Zg/fr1CAwM1OUgBQcHw8/PDxkZGVixYgX69u2LmjVr4vjx45g4cSK6d++Oli1bAgAeeOABxMbG4sknn8T8+fORnZ2N119/HcnJybqeoDFjxmDhwoV45ZVXMHLkSOzYsQNff/01Nm3apNuXSZMmYfjw4Wjfvj06dOiAd955B7du3cKIESOcf2KIiIhIeYQLoWw2a4V/S5cuFUIIcfHiRdG9e3cRGhoqfHx8RMOGDcXLL78s8vPz9bZz/vx50adPH+Hn5yfCwsLEiy++KEpKSvTa/PTTT6J169bC29tb3HPPPbrnKO/9998X9erVE97e3qJDhw5i//79ko8lPz9fAKiwb0RERKRc1ly/FVWnyZ2xThMREZH7cds6TURERERKxaCJiIiISAIGTUREREQSMGgiIiIikoBBExEREZEEDJqIiIiIJGDQRERERCQBgyYiIiIiCRg0EREREUnAoImIiIhIApcu2EtEVJWVagQOZubi6o1ChAf6okNMKABUuM3TQ+XiPSUigEETEZFLbEnPwswNp5CVX6i7LcTfCwCQd7tEd1tksC+m94tF77hIp+8jEenj8BwRkZNtSc/C2K+O6AVMQFmwVD5gAoDs/EKM/eoItqRnOXMXicgIBk1ERE5UqhGYueEUhMT22nYzN5xCqUbqo4jIERg0ERE50cHM3Ao9TJYIAFn5hTiYmeuYnSIiSRg0ERE50dUb1gVMcj2WiOzHoImIyInCA31d8lgish+DJiIiJ+oQE4rIYF9YU0RAhbJZdNqSBETkGgyaiIicyNNDhen9YgFAUuCkbTO9XyzrNRG5GIMmIiIn6x0XiY+eaAt1sP5wW4i/l65Wk5Y62BcfPdGWdZqIFIDFLYmIXKB3XCR6xapZEZzIjTBoIiJyEU8PFeIb1Kxwu7HbiMj1ODxHREREJAF7mojIJGMLynKoiIiqKgZNRGSUsQVluXgsEVVlHJ4jogpMLSjLxWOJqCpj0EREeswtKMvFY4moKmPQRER6LC0oy8VjyVFKNQKpGTlYn3YZqRk5DMxJcZjTRER6pC4Ky8VjSU7MoSN3wJ4mItIjdVFYLh5LcmEOHbkLBk1EpMfSgrJcPJbkxBw6cicMmohIj7kFZbl4LMmNOXTkThg0EVEFphaU5eKxJDfm0JE7YSI4ERllakHZqtrDxOrojsEcOnInDJqIyCRTC8pWNVV5Zpejg0VtDl12fqHRvCYVyno4mUNHSsCgiYjIDO3MLsMLunZmV2UernRGsKjNoRv71RGoAL3zzBw6UhrmNBERmVCVZ3Y5swwAc+jIXbCniYjIBGtmdlWmYUxLwaIKZcFir1i1bD1AzKEjd8CgiYjIhKo6s8tVwSJz6EjpODxHRGRCVZ3ZVVWDRSJLGDQREZlQVaujV9VgkcgSBk1ERCZU1eroVTVYJLKEQRMRkRlVcWZXVQ0WiSxRCSEq31xZFygoKEBwcDDy8/MRFBTk6t0hIplVxYrgVbmoJ1Ud1ly/GTTJhEETEVVGVTFYpKrFmus3Sw4QEZFJLANA9A/mNBERERFJwKCJiIiISAIOzxERkdtgjhW5EoMmIqIqyt0CEM7mI1dj0EREbs3dLvxKYSwAUQf5YEiHeogOC1DcudySnoWxXx2psIhwdn4hxn51pNLWzCJlYdBERG6LPQ+2MRmAFBRhwbazur+Vci5LNQIzN5yqsL9A2eLBKgAzN5xCr1i1YoI8qpyYCE5Ebkl74S8fMAH/9DxsSc9y0Z79o1QjkJqRg/Vpl5GakYNSjevL4pkLQAwZnktXHc/BzNwKr3N5AkBWfiEOZuY6ZX+o6nJp0DRnzhzce++9CAwMRHh4OAYOHIgzZ87otSksLERycjJq1qyJ6tWrY9CgQbhy5Ypem4sXLyIpKQn+/v4IDw/Hyy+/jLt37+q12blzJ9q2bQsfHx80bNgQy5Ytq7A/H3zwAaKjo+Hr64uOHTvi4MGDsh8zEdnPUs8DUNbz4MogZUt6FrrO24Ehi/dj/Ko0DFm8H13n7XB5MGcpACmv/LncfPxPlx3P1RvS9ldqOyJbuTRo2rVrF5KTk7F//36kpKSgpKQEDzzwAG7duqVrM3HiRGzYsAFr1qzBrl278Oeff+Lhhx/W3V9aWoqkpCQUFxdj3759+Pzzz7Fs2TJMmzZN1yYzMxNJSUm4//77kZaWhgkTJuCZZ57B1q1bdW1Wr16NSZMmYfr06Thy5AhatWqFxMREXL161Tkng4gkU3rPg5J7wawNLLTn8rkVR112POGBvpYbWdGOyFaKWkblr7/+Qnh4OHbt2oXu3bsjPz8ftWrVwooVK/DII48AAH799Vc0a9YMqamp6NSpE3744Qc8+OCD+PPPPxEREQEAWLRoESZPnoy//voL3t7emDx5MjZt2oT09HTdcw0ePBh5eXnYsmULAKBjx4649957sXDhQgCARqNBVFQUnn/+ebz66qsW953LqBA5z/q0yxi/Ks1iu3cHt8aA1nUcv0PllGoEus7bYTKoU6Fssd89k3u4JP8mNSMHQxbvl2179h6PlER+7TnNzi802rvo6nNK7s2a67eicpry8/MBAKGhoQCAw4cPo6SkBAkJCbo2TZs2Rb169ZCamgoASE1NRYsWLXQBEwAkJiaioKAAJ0+e1LUpvw1tG+02iouLcfjwYb02Hh4eSEhI0LUxVFRUhIKCAr1/ROQcSu55UHovWIeYUEQG+0Ku0MKe45E6hOnpocL0frEAUGG/tX9P7xfLgIkcTjFBk0ajwYQJE9ClSxfExcUBALKzs+Ht7Y2QkBC9thEREcjOzta1KR8wae/X3meuTUFBAe7cuYNr166htLTUaBvtNgzNmTMHwcHBun9RUVG2HTgRWc3ShV+FsplfHWJCnblbAJSff2MuALGHtcdj7RBm77hIfPREW6iD9QNhdbAvyw2Q0yim5EBycjLS09OxZ88eV++KJFOmTMGkSZN0fxcUFDBwInIS7YV/7FdHoAL0hmxc3fOg5F4wLW0AYliuwZDhuTXHmuOxtYRA77hI9IpVsy4XuYwigqZx48Zh48aN2L17N+rWrau7Xa1Wo7i4GHl5eXq9TVeuXIFarda1MZzlpp1dV76N4Yy7K1euICgoCH5+fvD09ISnp6fRNtptGPLx8YGPj49tB0xEdjN14Ve7uLaQthfMUv6NK3rByjMMQM5fu42VBy8iu0D/XE5NisWsTadkPR5rhjDjG9TUu8/TQ1XhNiJncWnQJITA888/j++++w47d+5ETEyM3v3t2rWDl5cXtm/fjkGDBgEAzpw5g4sXLyI+Ph4AEB8fjzfeeANXr15FeHg4ACAlJQVBQUGIjY3Vtdm8ebPetlNSUnTb8Pb2Rrt27bB9+3YMHDgQQNlw4fbt2zFu3DiHHT8R2UeJPQ9K7gUzZBiAjOvR0Oi59PCArMej9CFMIlNcGjQlJydjxYoVWL9+PQIDA3X5Q8HBwfDz80NwcDBGjRqFSZMmITQ0FEFBQXj++ecRHx+PTp06AQAeeOABxMbG4sknn8T8+fORnZ2N119/HcnJybqeoDFjxmDhwoV45ZVXMHLkSOzYsQNff/01Nm3apNuXSZMmYfjw4Wjfvj06dOiAd955B7du3cKIESOcf2KISDIl9DwYzgDrFatWZC+YJabOpdy9eu4whElkjEtLDqhUxn+ZLF26FE8//TSAsuKWL774IlauXImioiIkJibiww8/1Bs2u3DhAsaOHYudO3ciICAAw4cPx9y5c1Gt2j8x4c6dOzFx4kScOnUKdevWxdSpU3XPobVw4UK8+eabyM7ORuvWrfHee++hY8eOko6FJQeIqiZzS7korRfMXnKt82dvCQGuN0hysub6rag6Te6MQRNR1WNqDTft5ZuzukzTnjvA+JCf9twZBkjXbxVj1iauN0jyYdDkAgyaiKoWZxexrIy9K5YWXDZ2vzEMUske1ly/FTF7jojI3dgzA8xaloILqRwVeNm6XXOJ/KZ68YwxV6aASE4MmoiIbOCsGWCmggdtEUipvStyBV5yb9dY8rm5Ok6myBmkEpmimIrgRETuxBkzwCwVgQTKeldKNebDC0ctIOyo7VrqxTOHZQrIkRg0ERHZwBlLucixjp1cgZeztgvYF/iwTAE5EoMmIiIbOGMRWTmGAB21gLAjFya2JfBx5XqDVHUwaCIispGjF5G1dQiwVCOQmpGD9WmXsffcX5K2YW3vjiNzuiz14hlSWqV1qryYCE5EZAdHLuViyzp2UqfpG7K2d8eROV3mlqIxRumV1qnyYNBERGQnRy3lYu06dtZM0y+/HVsWEHb0wsSmlm6JDPbF1KRmqBHgU6lqVpF7YNBERORE1tY0krrumy3T9O0Z1nLGwsRKXJCZqjZWBJcJK4ITkSX21DSyFGylZuRgyOL9Vu2PEuo0EbkaK4ITESmMvUUqLQ0BSk24Hnd/QzSKqC5brw17g6gqYdCkcJVxvSmiqsZSTSM5lgCRmnDdpWGY7PlXjsrpIlIaBk0Kxm5vosrBGevUOToxm4hYp0mxHLU8ARE5j7Ze0g8SP6/2LgEy+N56JgMmgHWMiOzFniYFkro8AVfzJlIuW+ol2boEiKXnYh0jInkwaFIgKYtVcjVvIuWytl6SPUNnlp5rYkIjjOvRSNE/sJi7Se6CQZMCZRdI+2UqtR0ROY+19ZLsGTqz9FwqAKsOXcK4Ho2s2q4zMXeT3AlzmhQo92aRrO2IyHmk9BSXZ886dY5cNNcZmLtJ7oY9TQoUGuAtazsich6pydxPxddHn7hIi0NR5oauHLlorqM5owxDVcXhTsdh0KRA6mA/WdsRkfNITebuExdpMSfR0tCVIxfNdTRnlGGoijjc6VgcnlOgdvVrwNKPAg9VWTsiUhZtvSRTH2EVyi5ilpK+pQxdaZ/Lkuu3iiXuvby0JRfWp11GakYOSjX/9Cu5cy+ZUnG40/EYNCnQ4QvXobGQRaoRZe2ISFm0C9kCqBA4SU36llp2BACmJjWzuE+zNp3SC1icYUt6FrrO24Ehi/dj/Ko0DFm8H13n7dBduN25l0yJpL5nnP0+qGwYNCkQZ88ROY+53hBb9Y6LxEdPtIXaoBdIatK3NUNXNQJ8LO6Ps5PBrekls7dHTipHvM5K4u6TAtwFc5oUiLPniJzDkfkf9ixk64ihK2cNc1mT4D29XyzGfnUEKkCvvdwVzKtCng+HO52DPU0KxNlzRI7njPwP7UK2A1rXQXyDmpIDAGuGrpQ2zGVNj4e9PXJSVJU8H6W9Dyor9jQpEN/8RI6l9Onu1i6+q6SFeq3t8bCnR84Spb/OcuKCzc7BniYlkvrZde/POJHLKD3/w5pkcjkSz+Vky48+W3vkLJH6Oi9IOeP2eU5Kex9UVgyaFOiaxFwlqe2ISJ875H9IGbrSJjcX3dVgQkJjRAQ5bphLKjkTvO1N3pb6+i38KaPC7D535IzhzqqOw3MKxOE5IsdSymfMUuVmc0NXxpKbg32r4ZG2ddClUS2og1xTCVrb42FvgrccydvWvn7aPCd3DjAcOdxJgEoI4b79kQpSUFCA4OBg5OfnIygoyK5tlWoEus7bYXFses/kHvwgENlACZ8xe4ICbXKzqS/vEH8vzH24hUsv/I44Pu0rITWosfQ6G2PptZdziRIud6IM1ly/GTTJRM6gCfjnSwMw/kvNnX8JESmBKz9j9gQF2kDA0qLAKgvbcQZbggJLx2dtQGvqdbZk5ehOFZZvkbN0QVUog+AurLl+M6dJoTg2TeRYrvqM2Vu52VJyc/ltuboCtC0J3nIn6Zt6nS0xzIeSs3RBVSmDUBkxp0nBODZN5Fiu+IzZu1CtNcnpci1468xhJEck6Zd/nfeeu4aFP52z+Jjy+VByli6oSmUQKiMGTQqn/aVGRNaTcrF39mfM3qDA2uRme2cAyj2MZOk1cVSSvvZ17hATim+P/GFVPSN7A93y5NwWOR+DJiKqlJSaM2JvUKCd0i9liM7UdqT2HJnKvbJ1lpmU18TRRRptmd0nZ++XO5S7INOY00RElY6Sc0bsrWNUvoihOaa2syU9C13n7cCQxfsxflWayfpExXc1+Pd36TbnXhmS+po4o0ijtflscvZ+KaXcBdmGQRMRVSr2Jlo7mhxBQe+4SCx6oi1C/L2M3m9qO1IDly3pWeg0ZxtybxWb3AdrErKtfU2ckaTfOy4Seyb3wMrRnfDu4NZYOboT9kzuYXTbchbslHNb5HwcniOiSsUdcka0QYHhUJXaiuFDbXLzwh3nsHRvJvLulJjdjtQEZI0GSF5hugaUISnDSLa8Js5I0peazyZXwU65t0XOx6CJiCoVd8kZkSMo8PRQYXxCI4zr0dDidqQGLq+vNz4kZ4qUYSRbXxMlTYSRI9B1xLbIuRg0EVGl4k45I3IFBVK2IzVwMTckV541Cdnu9JqYI2fvV1UqKVOZKp8zaCKiSsXRs6/cldwBiYD0YaTK9JrI2fulpJ40R1HqLFZbMRGciCoVZ8y+cpZSjUBqRg7Wp11GakaOXcnrlhKQAaC6j6fk7YX4e6FXrFpS28r0mpB0Sp7FaiuuPScTudeeIyL7uMMvXHPDFnLtf/nnOH/tFhZsO2u2fYi/F/Jul5hto7V8VEd0aRQmeV/c4TUheci9hqAjccFeF2DQRKQ8js6lsGf75gIIADYv6GvpOVQqwNS3vgplQdN1iUFTiJ8X5g5qYXMQ5w75Le62v0qRmpGDIYv3W2xnbGFkZ7Pm+s2cJiKqtByZM2JPr4mlStvB/l52r01m6jnM/UwWAK7fLsEjbevimyN/mD0GAMi7U2J1ZXB3yuNhz5jt3GUWq7WY00REZCV7cjUs1UsSgNnhMSlFJc09hxRdGoVBHeQjub25YqFy5mU5U2XMx3GmyjJj0hB7moiIrGDvKvWW6iVJZe4X+v6MHLueQx3kixn9mxvtqTJkrliosZ6a0AAvPNS6DhJi1Yod6rL3NabKNWOyPPY0ERFZwZrq1sbINRxh6hf6lvQsJK84YtM2yy/hoS3AGOJnfKkWQ4bHZaqnJvdWCT7be97kmndKYO9rTJV3xiSDJiKq1OQeHrI3V8Pe4Qhza5NpA5XyS6pYs11A/0LWOy4S7w9pI+nx5Y9L6vCgUoe6Kms+jrM5Yw1BZ+PwHBFVWo5I5LU3V0PKsIV2Bps1a5NZm8fkoQLKx4/GlvDYkp6FGd+fNLsdY8MsUocgHTXUZe+Mt8qaj+MKla3yOYMmIqqULM1Qs/WXrr25GlIWbJ3zcAsAqBDwBft5YUSXaKNFJa3JlVIBWDikLWoEeJu8kJk6f4bbASoGcdb0wMi9gLIcgXJlzcdxFXeaMWmJS4fndu/ejX79+qF27dpQqVRYt26d3v1PP/00VCqV3r/evXvrtcnNzcWwYcMQFBSEkJAQjBo1Cjdv3tRrc/z4cXTr1g2+vr6IiorC/PnzK+zLmjVr0LRpU/j6+qJFixbYvHmz7MdLRM5hKZEXMD/jyxw5cjWkDFv0jovEnsk9MDGhsS6vKO9OCRZsO2s0F0hqoBLi54WPnmiLvi0jEd+gJga0roP4BjX19ldqr5WpYRZbemDkGOqSa8ZbZc3HIfu5NGi6desWWrVqhQ8++MBkm969eyMrK0v3b+XKlXr3Dxs2DCdPnkRKSgo2btyI3bt349lnn9XdX1BQgAceeAD169fH4cOH8eabb2LGjBn45JNPdG327duHIUOGYNSoUTh69CgGDhyIgQMHIj09Xf6DJiKHc3Qirxy5GtqgaOXoTnh3cGusHN0Jeyb30HtsyqlsvLPttwo5SsaCAKmBygfDLO+f1F6r/z3Syui2pCzZYsjeoS65A+XKmI9D9nPp8FyfPn3Qp08fs218fHygVhtf3+j06dPYsmULDh06hPbt2wMA3n//ffTt2xf/+9//ULt2bSxfvhzFxcVYsmQJvL290bx5c6SlpeHtt9/WBVfvvvsuevfujZdffhkAMGvWLKSkpGDhwoVYtGiRjEdMRM7gjEReOXI1zA1bWDvtXeqQUqd7LA+TSD0v124VGb29/BCkFB4q4PqtYkltTbEmUJY6VFTZ8nHIfoqfPbdz506Eh4ejSZMmGDt2LHJycnT3paamIiQkRBcwAUBCQgI8PDxw4MABXZvu3bvD29tb1yYxMRFnzpzB9evXdW0SEhL0njcxMRGpqakm96uoqAgFBQV6/4hIGZyVyKsNeowNcdnL2t4yTw8V+reKNDukJnVISY7zp+2piQy2vC2NAJJX2DeLzlGBsiNfY3I/ig6aevfujS+++ALbt2/HvHnzsGvXLvTp0welpaUAgOzsbISHh+s9plq1aggNDUV2drauTUREhF4b7d+W2mjvN2bOnDkIDg7W/YuKirLvYIlINpaGh8xN23c1bYmEHyQGENogYEt6Fj7ZnWmy3bPdY6xOhLb3/JUfgny6c32oLMQbtuaZAZzxRs6h6KBp8ODB6N+/P1q0aIGBAwdi48aNOHToEHbu3OnqXcOUKVOQn5+v+3fp0iWHPI+7LkFA5ErOTuQtvqvBZz//jmnr0/HZz7+j+K7Gpu1sSc9C13k7MGTxfnyRekHSY8IDfSUlbn9/LEvy94ec50/bU5PYPNLiunf25JkpPVDmd3nl4FYlB+655x6EhYXh3Llz6NmzJ9RqNa5evarX5u7du8jNzdXlQanValy5ckWvjfZvS21M5VIBZblWPj7S12ayBReLJLKddnjI8DNkrB6RPeZsPoXFP2fq1Tyavfk0ejSphWe6NZCcAyNlin955ae9S0ncNsznsVTLyJbzZ26bjs4zk1LKwVUz3vhdXnm4VdD0xx9/ICcnB5GRZW+y+Ph45OXl4fDhw2jXrh0AYMeOHdBoNOjYsaOuzWuvvYaSkhJ4eZVN201JSUGTJk1Qo0YNXZvt27djwoQJuudKSUlBfHy8E49On6NqzBBVJY5O5J2z+RQ+NjIkJgSw/de/sP3XvyRdHK0tTGkYBFgbkEi9iFtz/ixt0xnDZ84KlK3B7/LKRSWEuQ5Tx7p58ybOnTsHAGjTpg3efvtt3H///QgNDUVoaChmzpyJQYMGQa1WIyMjA6+88gpu3LiBEydO6Hp5+vTpgytXrmDRokUoKSnBiBEj0L59e6xYsQIAkJ+fjyZNmuCBBx7A5MmTkZ6ejpEjR2LBggW62XP79u3Dfffdh7lz5yIpKQmrVq3Cf//7Xxw5cgRxcXGSjqWgoADBwcHIz89HUFCQXeelVCPQdd4Ok78ctb8w90zuwaREIhcpvqtBk6k/mB1y0lIBZi+OqRk5GLJ4v+TnNgxwpD5+5ehOyL9TbPQirv0mseUibqmX7MOhbZEYp0bXeTsszu6T43vN3orgcuF3uXuw5vrt0pymX375BW3atEGbNmVrG02aNAlt2rTBtGnT4OnpiePHj6N///5o3LgxRo0ahXbt2uHnn3/WGxZbvnw5mjZtip49e6Jv377o2rWrXg2m4OBg/Pjjj8jMzES7du3w4osvYtq0aXq1nDp37owVK1bgk08+QatWrfDNN99g3bp1kgMmuXGxSCLl+3zfeUkBk5a5JGepPUVPxdc3Ws9JSl2kmgHeaB0VInvRTym9ZMkrjmD2xpMYfG+UrlxCedq/pybF4mBmrtm8Hym5QUqZ8cbv8spHtuG5vLw8hISEWPWYf/3rXzDX0bV161aL2wgNDdX1KpnSsmVL/Pzzz2bbPProo3j00UctPp8zcLFIIuU7dF76hc5SjSCpQ1J94iKNPt5cPo9Wzq1idJm3Hbm3TC/ma2o/zfXcSMmnEgCW7itLbA/x/7u6+e1/9kMd7Iv+rSIxa5P5IUN3yw3id3nlY1PQNG/ePERHR+Pxxx8HADz22GP49ttvoVarsXnzZrRq1UrWnaxqOHWWSPn8vT2tfoypi6Mca52Zyucpz1zAZGo/LQUq1l7w8/8OliYmNEZ0mD/CA31x/VYRklccNZv3AwBjjBTLVHJuEL/LKx+bhucWLVqkq0uUkpKClJQU/PDDD+jTp4+uqjbZTulTZ4kIGNSmrtWP0ZYHMBxekmuKf++4SOx6+X6EBnhZvW+G+wlIW8stLMC6WcTawGjVoYt4sGVtdIgJxaxNpy0OGb767XGz27OnxpOjSBk2reHvxe9yN2JTT1N2drYuaNq4cSMee+wxPPDAA4iOjtbNWiPbKXnqLBGV6dwoDP7enrhdXGqxrban6PqtogqJwaEBXniodR0kxKrxwdA2mLXptF0zvw5fuC65R8kYdZAPOsSESl7GZf6gllY/h2Euj5S8H6nbk7pEijNov8uN9ZBpXb9dgpRT2YrrJSPjbAqaatSogUuXLiEqKgpbtmzB7NmzAQBCCF21brKPEqfOEtE/PD1UePuxVmYviMA/P3T6t4o0OgSVe6sEn+09j8/2nkdksC+mJsWiRoC3zTO/7M2PGdKhHjw9VEjNyJEUzBywI4lZ7lweJeYG9YpVI8TfSy+HqzzDNQRJ2WwKmh5++GEMHToUjRo1Qk5Ojm7R3aNHj6Jhw4ay7mBVxsUiiZStd1wkFj3RFtPXp+PKDeMLzqr/DoRmbbJchyk7vxDJK8rycwa0rmO0jaXp9Pbmx0SHBQAAtp0yvYyUPtuHxOTO5VFibtDBzFyTAROg3F4yZ1JKiQgpbAqaFixYgOjoaFy6dAnz589H9erVAQBZWVl47rnnZN3Bqs7cKuhE5HqGP27CAnwAFXDtZpHuAiBlhhmgP+xlrOdByuyx67eMB29SafOuvku7LKl9/D1h+PbIZUnHV17I37k8pRoBDxVgbzpSiJ8yc4M4g848Y+/p0ABvDGxdG71i1YoLoGwKmry8vPDSSy9VuH3ixIl27xARkbux9OPGmguiqZ4HKZWle8WqMWvTKSv3vozhsixS8qJqBnijU4OauhxMa+KeEZ1j4OmhwsHMXLsDJgAY0SVaURdXLc6gM83Uezr3VjGW7D2PJX8PWSspJcXm4pZnzpzBuHHj0LNnT/Ts2RPjxo3DmTNn5Nw3Ahd5JKoMbLkglg+0LCVlA2W9U/t/N5+HZIm1y7IMaF0bnh4qXQ6mtgaTJQHenhjXoyyVQ44elhr+XhjXo5Hd23EEzoY2TurSQVnlZmoqgU1B07fffou4uDgcPnwYrVq1QqtWrXRLjnz77bdy72OVVX7F8/Gr0jBk8X50nbdDMW8eIqVQ+o8LKVPPDZUPtKRWlk7NyLFp/0L8vfTqHEkN8nrF/rOoee+4SBx+vRcmJjSCv5f5S8ut4lKk/J0zZW8PiwrAnIdbKLKXCYBs5SQqG6lD1lpKKSlh0/DcK6+8gilTpuA///mP3u3Tp0/HK6+8gkGDBsmyc1UZF3kkkkapVaINk1unJjVD8oqjFh9nrJCl9N4Y2y4qHwxpiy6NwnR/Wyq2CRjvHfH0UGF8QmOM/VdDtJ31I24WmZ5N/eq3JxDo64V7oy0/lylKeJ2l4GzoiuQYsnYFm4KmrKwsPPXUUxVuf+KJJ/Dmm2/avVNVndT6KJyiSlWdUn9cmArknu0eg++PZZldwBWo2PMgtTdGm5QtNQDRBmidDC5E9taKO3zhutmACQDy7pRg2KcHEPn3Eiqf7M6UsMdlnoqvjz5xkYpLEjaHs6H12Ttk7So2Dc/961//MrqW2549e9CtWze7d6qq4yKPRJZJzfOR0qUv5/CeuSran+zOxNSkWKwc3Qkju0QjNMBbr4062NdooCc1L0ablK29zRxLwY+2d0QdrH9xM7WP5VlzcdOel2e7x0iuZK5dg0/OgMMZQ7xKWUhYCewdsnYVm3qa+vfvj8mTJ+Pw4cPo1KkTAGD//v1Ys2YNZs6cie+//16vLVmHU1SJLLPmx4W5Ln05h/ek9BLP2nQKeyb3QHyDmngtKVZSz4M1PT+mhoIMp/VLGRqytXfEmoub9rx8fywLeyf3RJd5O5BrpmxCiL8XNBqhW35GDkod4q3MpCwyrSVl7UVnUQkhrA6nPTykdVCpVKoqUyG8oKAAwcHByM/PR1BQkF3b2nvuGoZ9esBiu+XPdESXhmEW2xFVRuvTLmP8qjSL7d4d3NpkoUhTw3vaS7G1w3upGTkYsni/xXYrR3eyKTfDmou7YU5Vu/o1cPjCdacMDZVqBLrO22F1ntLK0Z2Qf6cYY/+usm7usXIFNda+B9ypEKM7MPaeLs/Wz6I1rLl+29TTpNFobNoxkkjqt4zrJxIQ2USOC4+99W8ckTvo6F5ia3p+jNWOclYSrTW9COVdvVGIAa3rGO0pMyRH3pq17wFX9UhV5kCt/Ht626lsfJd2Wa9GmNKS5W0KmsorLCyEr6/rxxkrk2u3imRtR6Qkcl14LM3wstSlL9fwXnlyFjI0daF0l1UCTA0TmqM9L9oL6f7fc5C8/Ajy7lQstCnHpBhr3gPaHjBnTzqoCkOH2vd0fIOa+LfEIWtXsSkRvLS0FLNmzUKdOnVQvXp1/P777wCAqVOn4rPPPpN1B6siVpClyspckrS1BezsrX/jiF4huQoZVpYabb3jIrFncg8sH9URIX6mk7yNnRdPDxU8VCqjAZOWvZNipL622QWFsk06sIacnxd3ofRkeZuCpjfeeAPLli3D/Pnz4e39z+yPuLg4fPrpp7LtXFXFCrJUGck5203LnhlejvhxIkchQ1dfKO2ZRWbssZ4eKnRpFIa5g1pABevOiyOHO0s1Aj//dk1S29ybRVbNaJZjJp4jPi9kP5uG57744gt88skn6NmzJ8aMGaO7vVWrVvj1119l27mqyt4aKURK5IjhMMD2GV72Du+Z2x9bCxm6ukabPUNBlh5ry3lxVK/7lvQszPj+JLILLKc4RAb7VigNYcrVG4WyDac56vNC9rEpaLp8+TIaNmxY4XaNRoOSEsuLPJJlrCBLlY0jew1syfNx5I8TWwM5V14o7SkUKvWx1p4XawNbKQnTpvbVlMH31oM62E9S2/PXbuGdbWdlyXti6Rllsiloio2Nxc8//4z69evr3f7NN9+gTZs2suwYlX3x9mgagS9Tz+NC7m3UD/XHk/HR8K5m8zrLRC6jxFw9R/44sSWQc9WF0p4eLmsfa815sSawldLDI3WR2PKiw/wlB28rD16UrZdQiZ8XsjFomjZtGoYPH47Lly9Do9Fg7dq1OHPmDL744gts3LhR7n2ssox9CXy6J5M9TeSWHDUcZi8lLW9x/tptSe3kvlDa08Pl6N4xKYGt1J4uaxeJBcrOtZTgbfC99bBg228mt6M9D/t/z4GHSmXxvabUz0tVZ1PQNGDAAGzYsAH/+c9/EBAQgGnTpqFt27bYsGEDevXqJfc+VklKXVOLyFZKztVTwjT+Uo3AyoMXLbYL9qsm6UJpTW0fybPI8u/Y/FhL7cztr7nA1pqeLmt66AyDEkvBW9FdafULDUsomMp3UvLnxRHcpRaVzXWaunXrhpSUFDn3hf4mddYEF+wld8NcvX8YXiQ0QiC7wPJFPf/OXaScyjZ7rqxNRpbaczV1/Un4eXvqbUOOYSQp+2sqsLWmp8vaHjrDoMRc8JaakSNpm4YlFMz9EK4qnxd3qkVl0zIq99xzDw4dOoSaNfXfwHl5eWjbtq2ublNVIucyKo5eioHI1Sz9qnSXX522MnaRCPHzMluTqLzIYF/smdzD6DmRsiyI4YW/Xf0a6D5/h6TZZCroL2lhackUbY+N4f5qX+OUU9lYsve80cdp97f8cxm+LzYe/1PycjoPtqwtaXkXWy7Yti4dA5g+R+W3XVk/D3IvZWQLhy+jcv78eaNryhUVFeHy5cu2bJLKuXxdWl5DWTsGTeR+zA2HudOvTluYukhIDZgA0zlCUoaqXl17AjO+P6XXqxUZ7Iv20aHYeNxyDSiBiondUoeRtBd/Y8tlmNpf7XOlnMo2+r5oV7+GxX0GLOcmaU1MaIRxPRpZHZTYunQMYDnvSwnDx47g6hIbtrAqaPr+++91/79161YEBwfr/i4tLcX27dsRHR0t285VVVtPZktu90j7KAfvDZHzVPZcPltmb5liLD9HylBV3u0SABWHiKQETFqGF3ipydrWLKmi3d+s/EIs3HHW6FT+LAn7LTU3SY7A3NS2Q/y9/j7v5rlT+QA5er/csRaVVUHTwIEDAQAqlQrDhw/Xu8/LywvR0dF46623ZNu5qupOScVePHvaEbkDd/zVaS1bZm+ZYiw/x9aLri1BnOFzmcv3sbY2kqGle8/b/FgB63KT7GVs2xqNwLDPDlh8rNScK1cP18nVG+yOtaisCpo0mrLZATExMTh06BDCwsIcslNVXXTNAOw5ZzmpMLpmgBP2hsg53PFXp7WkfvmbG94xN9XcmTV7jD2XsWEkOXrXrBm6NDQxoZHRC7kjh7wMt12qEbKVD3D18LWcvcHuWIvKqiqJqamp2LhxIzIzM3UB0xdffIGYmBiEh4fj2WefRVGR5URCMq9XswhZ2xG5A3f81WktqV/+L/RsZPR2S1PNLa1bKQdr176Us3fNFtFhrv9xKceahIAy1iWUcz08d1xn1aqgaebMmTh58qTu7xMnTmDUqFFISEjAq6++ig0bNmDOnDmy72RVk3u7WNZ2RO7AHX91WkvqReKFno2w6Im2iLRyIWJzF2epJiY0Qoi/l8n9A6yrD+TqIFcp7xd7FpcGlLGArzW9wVLIFUw6k1XDc8eOHcPs2bN1f69atQodO3bE4sWLAQBRUVGYPn06ZsyYIetOVjXXbkrrrZPajsgdKL0Cshx5JNbMNLM178ZkUnaQDwrvapB/u8Ts+R3Xo2z22MId57B0b6be0FiwnxdGdIlGr1h1hceXPz9h1X0AAVy7VYRrN1z3PWVrL4WjcobsyaVSwvC1I3qD3a0WlVVB0/Xr1xER8c+Q0K5du9CnTx/d3/feey8uXbok395VUVLH7+0Z5ydSGiVXQJYzj8Sai4Q2N0Z7Ed94/E9JF1rDi3NYgA+gArafvoIle89LOr/jExphXI+GesFT3p0SLNh2FqsOXdLbV0sz4zxUgBwdINZO5bfl/eLonCFbc6mUMHztqN5gJS1lZIlVQVNERAQyMzMRFRWF4uJiHDlyBDNnztTdf+PGDXh5Ge/WJStI/VZwXC8skUso8VenI8ogWHORsPUirr04b0nPwkvfHNN7vEoFlC9rbOr8ppzKxjvbfjN77AAszoyzN2AKDfDC7AEtMGuTdSULjl68jt5xkZJ7jpRc8kIJw9eO7A12l1pUVgVNffv2xauvvop58+Zh3bp18Pf3R7du3XT3Hz9+HA0aNJB9J6uaEH9vWdsRuRM5fnXKNbziyDIIpi4S5ff9/LXbFoMWS8upGAsCtEHMqC7RSIhVGz0/Uo9dCCH595thj1OovxcK72pwu9h8+ZTZA+LQt2UkEuPU2P97ToX120z5eHcmNALYeDzLYtCp9JIXjh6+lvKZsbU32NUlEuRkVdA0a9YsPPzww7jvvvtQvXp1fP755/D2/ufCvWTJEjzwwAOy72RVE1ZdWjAktR2Ru7HnV6ecwyvOziORWgBSykVcylT/TSey8O8k40NYUo/dGhoBTE1qhrBAH93Fc2t6Np5bccTkY/6vewz6tqwNoOx90aVhGOYOaoExX5l+THmLf86scJuxoFOO19qRwYEjh6+t+cxY2xvs6hIJcrMqaAoLC8Pu3buRn5+P6tWrw9PTU+/+NWvWoHr16rLuYFWkDvaTtR1RVSH38Ioz80isLQBp6SIuZap/dkERFu44h/EJFUscOCo3JizQBwNa1wFQdsyzNp0y2q5mgDdm/d3DZKh3XCRGdok2umadFMaCTntfa2cEB44YvrblMyO1N1jJw522smntufLLp5QXGqqcWgruTNsNa+4LT2m1K4hczRHDK87KI7GnAKSpi7jUIGDBtt/QRF29wsXLUbkx2u1aChKf6FQPJRoNUjNyjF6Qe8WqbQ6agIpBpz2vtTODAzmTpu35zFjqDVb6cKetrKrTRM6h7YY1V8tFabUriFxN7hoygPOK79lTANLYRbxUI6ya6m+svo/UY1cH+UiqCVX+XEkJEt/dfg7jV6VhyOL96Dpvh65wY6lGIDUjB9kFhQj0tel3vx5tcGnra+2K+knagGVA6zqIb1DT5muBIz4zzti2KzFoUihtN6xhcbtIiYXQiKoaRwylOav4ni1DYaYu4lvSs9B13g7M2nRa8raMXbykHvuM/s2NtjHV3tNDZXWQqO2xmbP5FLrO24Ehi/dj4uo03Ci8K3kbpmiDTltfa3cODhw5/KyEEgmOYH+YTg7jTrUriFzNkTVkHF0Gwdp9MnURt2dhXGMXL6nHbqxNeYbtrb1Qao/n490Vk7ptZWy2mS2vtTsHB44cflZCiQRHYNCkcO5Su4LI1Rw5JdvRP2As7bshYxdxexfGNTXMF+znjVcSmyD3VjFCq/tAHVTx2CsU0yxXEdzYuXL1hdJcz5G1r7U7BweO/MwovcK/rRg0KVxlqm9B5EiOrijuyB8wlvZdoGxNuOiwAJPfA7bmRRm7eJVqBBbuOIule8/r1UPSzgYzdg6tOT/WBolyM9dzZO13rjsHB478zCi5wr89VEIIV7xnK52CggIEBwcjPz8fQUFBsmyzstW3IHIGd/7c2LPv69MuY/yqNKueT3u5Kp8nuSU9C6+uPYG82xWLR5Zv3yu2rNBkakYOAIH4e8LQyYqkZO1QIuC8xQ2S/9UAoQHeCA3whjrYr0JAZOv5N3Usxs6vEjnyM+MOn0drrt8MmmQid9BkLjdBBeV/CIlcyZ17aG3d99SMHAxZvN+q5zK8eEnJiVIBCPYvWy7LMLAK8ffC3IdbmPxuMjy267eKrV4axRbaffat5onsAuMXb1PHLjXwcYfgwBxHfmaU/nlk0OQCcgZNpRqBrvN2WKzTtGdyD0W98YjIdbTfG5aGif73SCujuUZSvnekWmQkwDAVVExNaoYaAT56y8YA8vU+mVvkV/vt+cHQtmaDN+25s/Sdq/TggIyz5vrNkgMKJCU3QalTWInINaROme/SKMxofR97akUZmr4+Xa8ukbYXx3D72fmFSF5xFPl3ijGgdR2MT2iEj55oC7WRUiv/1z3Gpn2JCPJBiL/xheS1ezh1fbpdZQO0taM2Hv8TAPBgy9p21U/Sbm992mWkZuTIWuOJ7MNEcAXKzr8jazsiqhrsKY8g55T4KzeKdcuzWFMZGkDZbL3eTZF7s0gv92j+ltNme43KG3d/QzSKqI7wQF9ohMCwTw+YbCsA5NwqlnRcxs6R3MNy7j7MV9kxaFKgXIkfYKntiKjqsLU8gtxT4rXLswT7eUvqxVm44xxWHbpoNFiYv+W0VTWaujQM083kW5922eZjMGR4juRePqUyrtVW2TBoUqDQ6j6ytiMi13FFnost5REcUQZg5oZTeKlXY0ltF/ydy1SeNliQytj0fqnBYGiAF67fKpFcNkDutdUq61ptlQ1zmhRIHSTtQy61HRG5hnZJkyGL9xtdR01JzOVE2SorvxAzNp6y+fGi3D+pDGv/SF1TbvaAON3fhvcb267cy6e483IsVQmDJgXqEBNqMnFRK8TfS5HF0oiojLnk57FfHVFk4KTNiTJMxA7w8bR5m3KsDyeFv5en0eErS8GgADA1KRZ9W9Y2euxqE+t9yr18ijsvx1KVcHjOTbFzlki53HmoxVhOVHZBISauTnP1rpk1sVdjk/k+phLktSavPQaNRoMHW9epcOzt6tfA4QvXsT7tst7wqtzLp4RJTLdQ4nIsVYlLe5p2796Nfv36oXbt2lCpVFi3bp3e/UIITJs2DZGRkfDz80NCQgLOnj2r1yY3NxfDhg1DUFAQQkJCMGrUKNy8eVOvzfHjx9GtWzf4+voiKioK8+fPr7Ava9asQdOmTeHr64sWLVpg8+bNsh+vVAczc41W4y3v+u0SdtMSKZS7D7Voc6K0pQkcmQpgTy+WlocKGN452myb3nGRmJrUzOh9NwpLMW5VGkZ/cUjv2PPvFOO+N38yOryqHfYzJ1Li8ilb0rPw4tdpZttohxE5wuBaLg2abt26hVatWuGDDz4wev/8+fPx3nvvYdGiRThw4AACAgKQmJiIwsJ/voyGDRuGkydPIiUlBRs3bsTu3bvx7LPP6u4vKCjAAw88gPr16+Pw4cN48803MWPGDHzyySe6Nvv27cOQIUMwatQoHD16FAMHDsTAgQORnp7uuIM3g920RO7Nns+wEmv0WMoLssetolKz96tgObAa3S0G3tXMX85KNQKzNp022ybl1FW8saksB8vS8GrKqWz0b2V+Jlv/VpEWexK1z5NdUGSyjTuv1VbZKKYiuEqlwnfffYeBAwcCKOtlql27Nl588UW89NJLAID8/HxERERg2bJlGDx4ME6fPo3Y2FgcOnQI7du3BwBs2bIFffv2xR9//IHatWvjo48+wmuvvYbs7Gx4e3sDAF599VWsW7cOv/76KwDg8ccfx61bt7Bx40bd/nTq1AmtW7fGokWLJO2/nBXBpS6HsHJ0J4ctIEpE0hnOkLNUG0jL8DOs5Bo9m49n4bkV0may1Qzwllz7qDxTC7t+9ERbHL14HYt/zkT5GNJDVRYwTekba3HbUr9XPVTAyZm90eOtnWYrhEcE+QBQ6S3LYsjSyg1Sq7Ar5T3gLM6ecWrN9VuxOU2ZmZnIzs5GQkKC7rbg4GB07NgRqampGDx4MFJTUxESEqILmAAgISEBHh4eOHDgAB566CGkpqaie/fuuoAJABITEzFv3jxcv34dNWrUQGpqKiZNmqT3/ImJiRWGC8srKipCUdE/vwwKCgpkOOoy7erXgIcKMPcD00NV1o6IXMtYoKP+uwp1/m3pU9iVXKNnS3oWZm0yPgvOcCkUbR7QfW/+ZHX5ghoB3nr158oX5ewdF4kXH2iKL1PP40LubdQP9ceT8dEWe5i0pPb+aQTw383m18MTgNmeIS3tEKypH7dSq7D/75FW6NIozGK7ykDJPxwABQdN2dnZAICIiAi92yMiInT3ZWdnIzw8XO/+atWqITQ0VK9NTExMhW1o76tRoways7PNPo8xc+bMwcyZM204MssOX7huNmACyj7Yhy9cZ08TkQuZCnSuFBTpbjPVezI1KVb3azoswAczvldm4rilRXynJjVD35a1K9w+vV8sxn51RHIVb+221MF+JnsYvKt5YFS3e6w+BsC6BOrzObdteg5jzAVrUgO5a7csB2iVgZJ/OGgpNmhSuilTpuj1ThUUFCAqKkqWbf+ZJ215FKntiEh+UmbIBft7wbeap94QjjrYF/1bRZpdINbY9iz1WjiCuWMEyo5x1qbTSIyrmLtjacaaMepgP7uPz9TQToeYUPh6eaCwRGNxG9E1/fHzWYvNJDEXrMk9A8+ducuMU8UGTWp12TpEV65cQWTkP5HllStX0Lp1a12bq1ev6j3u7t27yM3N1T1erVbjypUrem20f1tqo73fGB8fH/j4OKYid9ql65LbDWpX1yH7QETmSZkhl3e7BMtHtYWHh0p3Eb9+qwjJK47aVHXb2ZM/rJkFaCzY0ZYv2J+Rg+QVR5B3x/Ss4Boy1J4zN7TTK1YNb08VCs1PTIaHCvh331hsO33V5PBi+ZymKwWm2xgOwRqyVIVdyjYqC3vfa86i2OKWMTExUKvV2L59u+62goICHDhwAPHx8QCA+Ph45OXl4fDhw7o2O3bsgEajQceOHXVtdu/ejZKSfz4pKSkpaNKkCWrUqKFrU/55tG20z+NsUifLKGBSDVGVZc3QinYKe4eYUMzadNrmZUrOX5Nv2EgKOWbyenqo0KVRGB6/1/wPvOu3S5ByynRKhCWWZrst3HEWBYXmZ+oBQN8WkfDz9jRZEFP794z+zTGjv/k2xma7lZ8deTAzF1OTrN9GZeQus8ZdGjTdvHkTaWlpSEtLA1CW/J2WloaLFy9CpVJhwoQJmD17Nr7//nucOHECTz31FGrXrq2bYdesWTP07t0bo0ePxsGDB7F3716MGzcOgwcPRu3aZWPsQ4cOhbe3N0aNGoWTJ09i9erVePfdd/WG1saPH48tW7bgrbfewq+//ooZM2bgl19+wbhx45x9SgBIL1xZ+T9GRMply9CK1MRfU1YduujUEgRyDR9tSc+yuOCudvjFluOzNLQDAEv3npe0rV6xZfmtpqqjl68QLqVNecaW1Zm16RSe7R4jeRuVlbsMVbp0eO6XX37B/fffr/tbG8gMHz4cy5YtwyuvvIJbt27h2WefRV5eHrp27YotW7bA1/efk7Z8+XKMGzcOPXv2hIeHBwYNGoT33ntPd39wcDB+/PFHJCcno127dggLC8O0adP0ajl17twZK1aswOuvv45///vfaNSoEdatW4e4uDgnnIWK/CUWe5Pajojko82Zyc6/g9AAb1y/VSx5aMXeX8nWDE/IMW1bjuEjbUBjiT3DL5KGSs0MDZZ37UYRSjUCnh6qf4YXf89BakYOAIH4e8LQqdz+Gaugbuxcm0ty/mR3Jj4Y2kZvBqIzFnZWEncZqlRMnSZ3J2edpvErj2D9McvrUg1oFYl3h7S167mISDpjOTPGlK8vVL6nQGqtIHPeHdwaA1rXsXo/bZ22rb3YA6ZrKJnbprXHLOX4DK1Pu4zxq9Istgvx80L+HeNlIMorK6MQixoB3kg5lY11aX/qlUKw9lxaqsekDQjM1XSqCux9r9nKmuu3YnOaqjKVxIE3qe2IyH6mcmaMMTW0IkdlbSlDYXIuFGztEJQha3vXbBl+kfqYEV1iLDdCWY/XcyuOYMji/Viy97xewARYfy7dfVkdZ7H3veYMip09V5XVCfWTtR0R2cfS1HsACA3wwtQHm0MdZHpoxdNDZVP9IsC6oTC5p21LHYIyxpogyNa11aQO7TQKD0Cwv5fFtT0tMTyXAMyeG3dJclYCe95rzsCgSYE6NwjDBz9lSGpHRI4nJYE791YJ1EG+FvNxTNUvivy7ftMnfydMGxuesDSTypHTtrUL2VrLUkCjpYLtM8XMBaParfVvFWlzqQdjtOdy4Y5zWHXootmhUHdJclYKW99rzsCgSYE63VMTIRZ+DdXw90Kne5T5piKqbOTuKTD3a7pNvRoVl2WRmEOjxB4NKb1rNfy9MOfhFnYNv5gKRtV/5yfN2mS+p9BWC7b9VuG27PxCjPnqCEZ2iUavWDXa1a8h6Tvd1UnOZBmDJgXy9FBh7sMtMOYr04tjznm4hWK6K4kqO0f0FJj6Ne2MoTBn92iYCmhC/Lwwoks0xv6rIQ5fuI71aZftGo4xde7sLfVgLW1wtmTveSzZex4hfl4WZ+9V1RlZzl6c114MmoiILHD2dGhHDYU5a9q2sQuhqYAm5VQ27nvzJ4cu0OrqXCEp5Q7ybpe4vNq1syl9cV5jGDQpkKW6JkpZg4eoqpCSM6OEys1K2E9LF8LyQYHcC7Saeu7B99az+XicyRnBnVJ6dtxhcV5jWHJAgTg9lUh53GE6NODa/bSm3IGUKt6mKoSXX4okNSMHpRph9rnf2fYbQvy9ZC3S8khb62pJSeHoYVNjFcm7ztthdRkKe9nz2rsae5oUSInJnESk/OnQWq7YT2vLHdg6089Yb5I6yAeFdzVmn1tV7v8Ne+AEgIkJjRAdFoCw6j54bvlh5N+5a3LfIoN98d+HW2JvRo7FWYFS2VpuoTxzvUhK6tlxl8V5jWHQpEBh1X1kbUdE8lHydOjynL2f1l4IbflxaPLCX1BkdhsCZQsCT0xohFWHLuntZ40ALzzUug46xNTUBRnzBrU0+jzlhzi9q3nYXHPLGHuHTc0Ni/aKVTukfpet3LljgMNzSiT106e8nksiqqKsvRBaO9NPSoFRS6LDArBncg+sHN0JI7tEIzTAG7m3SvDZ3vN6Q1W9YtWYkNAIIX5eeo83HOI0NRRqDQ8V8OHQNnb18lgaFl2446yiUj6UOstTCvY0KZA7R+FEVDVZeyG0dqafHGUDwgN94emhQv6dYizde97oUNWYr45UqKlUVhohBuN6NKzQE9M7LhI9mkbgy9Tz2H32L+z67ZpV+7RwSFv0bWl7wCRlWHTp3vOStuWsa4pSZnnagj1NCvTXDfNdzda2IyJyNEvr6qmgn7ejnemnvc+wLaA/ZGXPBb38c0tJQjYsQpl/pwTvbPsNKaeyKzxmS3oW7nvzJ8zadFoXMBmOcIX4eyHEX7/XKsTPCxMTGiExTm3jUZWRMiwqpeQB4LyeHWtfeyVh0KRA6X/ky9qOiMjRbLkQWjPTz94Luva5bemxMjWjy9SwmLbJqC7RWDm6Ew6/3guHX++FiQmNdUN+eXdKsGDbWbtnr0kNJkP8TM8eNAxoncFdZqMa4vCcAv16pUDWdkREcjNVwPKDoW3x+vp05N4q1rU1twyM1Jl+UtewMxTi74W55ZZosbXHyjCRXUqO1eb0bPw7qSxY25KehXe2/Sb77DWpweSILjF4Z9tviqoz5i6zUctj0KRAQuI3gtR2RERyMjXt/97oGvj5bI7ecFBogBemJjXTCwiMBVyWZvpJWcPOmA+GtEWXRv8sbm5vj5U26JLSY6UNsjrEhDps9po2mDS3L5HBvhjXoyGaqKvbvK6ho7jLbFQtBk0K5F1N2odGajsiqhyUUM3Z3LT/Dccr5vxcv1WC5BVH8ZGHCr3jIu1aOsPUGnbGaJOJOxlckG3tsdLSBl3Z+Xcktc/Ov+PQukSeHir0bxWJj3dnmmzTv1UkPP8+/+7Ws6M0DJoUyMfLU9Z2ROT+lLBOly3T/sv3pGg0QPIK+woslr/wp5zKxpK9500WrOwTp9b19GgDA1t7rAxndJUffjQn91YxPCQGJbYMHZZqBL4/Zj4n6vtjWXildzN4eqjcrmdHaZgIrkBRNQJkbUdE7s2a5UnkZLhcyf7fc2ya9q/tSXl9fbosS2doL/zT+jXHIiPJxKq/Y5QlBvWXtEwlIdf4e4ablET2UInFhUOr+zi0LpE1w4RkP/Y0KVDzyCCsP/anpHZEVLlZuzyJXIz1bBkWe7SWud4ZW4eoyvc8bTuVjc/2nodh3GWsJ8vUUFXKqWyTeT+9YtVIzcjB1RuFyL0preSLOsjXoXWJWNfPuRg0KVCtIGm/YKS2IyL35Yp1ukzlLUmt92MPWy7unh4qdIgJxaSv04zebyq4NDZUZS6Y6jpvh95r4aFChQCtPO00fnNDgvbOXnPn6truiMNzCqQO9pO1HRG5L2f3JMixXIkxoQHSeqnOX7tl0/atCS4t0QZTA1rXQXyDmkg5lW22HpMh7QLB5QMhc3WJPhjaBsF+3rphUClDlFrWFhUl+7CnSYE6xIRWKONvKMTfix8CoirA2T0JcixXYszsAXGYtem0xVlrC7adRRN1oNXJ7Y4KLm0JIlUqYHS3mArHYKwX69rNIry+/qTe0KU1Cf6O7MWiitjTpFAldzXm7y81fz8RVQ7O7kmwpsK0pHb+Xlj0RFv0bVlbVzHcHO0wmjW9LYDjgktbgkiNAD7ZnWk0Qb98L9bOM1fw/MqjFXK9sqxM8Le3urZhwr+1574qYU+TAu3/PQe3ikvNtrlVVIr9v+egS8Mws+2IyL3Z25NgbW0nqUHFB0PbwsNDhas3CnH+2m2sPHgR2QXlksb9vTCis/4it73jIjEhoTEWbPvN5HZtzdFyVLK1PcOe5hL0Nx//02xtJWHh8YZsrcGkhFIW7oRBkwKlZuRIbsegicj5nF1k0lRRR0vVnG25IEoNPjo1qKl3zON6NJR0TqLD/CUds7XBiqOGqWwd9jQX/JVqBF5fn25xG9YGj9bWYDJZqNTOpV0qMwZNCiQkjp5LbUdE8nHVL3NrexJsvSDaGnxIvWA7MkfL1uDSHHsriBsL/g5m5iL3lrSZiI4qFeCqUhbujkGTAknOFbCzZgoRWcfVv8ylBib2XhAdEXxoXZdQSdueHC25lwqxtYK4lrHgz5pAyFGlAlxRyqIyYNCkQGESK81KbUdE9nOnX+ZyXBAdsU5ZqUZg1qZTFttNTWpm1fPYsgCwNUwFkebqNJnLoZIaCNUM8HbYLGkWxbQNgyYFYtBEpDzO/GVub86UXBdEudcpkzoTrUaA9O82KcOlcuSgGQsir98qRvKKIwCsy6HSDvlZOhezBsQ5LABnUUzbMGhSoF+zCyS369a4loP3hogA5/0ylyNnSqkXRLnPoZThUgCy5aAZCyI/8rB+GLP8kJ+p4b7/6x6Dvi0dN9QrJVdLHeTDeoAGGDQp0MXcO7K2IyL7OSMQkStnypFrnVmrfC/PtRvS1muTcg6lDJdOWXsC140UCZYzB83WYUxTQ36hAV6YPSAOfVvW1msv94xNKblahXc1SDmVzRl05TBoUiSpqYacPUfkLI4ORGzNmTJ1MVVClWhjvWbW5gGZOj4pw6XGAibtfXLmoNk6jGkYcIUF+AAq4NrNIqRm5OiO1VEzNrWB26trTxhdgSL/dglLDxhg0KRAreuG4EtclNSOiJzD0YGILTlTli6mjpoBJ4WpXjNzAROgfw7NHV+RhVUTLJGag+bomlzagGtLehZe+uZYhWPt3yoSn+zOdNiMzV6xasz4/hSAikGT0iY4KAGDJgXigr1EyuTIQMTafB+pQ3lyz4CTQsp6bYY9Tobn0NLxTUhoJMu+mjvvzqrJZepYs/ILTVYNlyugOZiZq1fJ3djzsPTAPxg0KZHU9z6DfiKnc1QgYk3OlLVDec6+2EmZJacRZaUFwgJ9KpxDKce38uBFqIN8caXAtqKTWqbOu7NqctmyILCWHAENSw9Yhwv2KtBVicmSUtsRkbzKL7oab7CciK2sWZjXmqE8V5B6gb2Qe9to0Cnl+LILijCkQz0AFX8/Sn01TM0OsxS0AbYtKmyMLQsCG7InoFHqTEulYtCkQLk3pQVDUtsRkfJpc6YA00GANt/H0b0D9q56L/UC+0XqBQxZvB9d5+3AlvQs3e1S9zs6zB8fPdEW6mD95wsN8Jb0+CEd6hkNeOUOSs2dTzl6cOwJaKwJ1onDc4oU4i/tAy+1HRG5B6k5U47sHZAjj6dDTChC/L2MzsgyxnDIy5rji29Qs8JwaXb+HUz8+pjFx0eHBRi9Xc6g1NL5tCfgkaN0hFJmWroLBk0KlHfb8tpM1rQjIvchJWfKUeUPXLW2nmEelrXHZ5i3lZqRI+l5TQUscgWlUs5nr1i1zQsCC8gT0Lh6pqU74fCcAkntWpbajojci6WcKWuG8qSSM4/nYGau5F6m8s+hHfKy9/jsHXLSPt4cS0NWUs8nAJPHasnILtGyBTS94yKxZ3IPrBzdCe8Obo2Vozthz+QeDJgMMGhSIJYcICJLtL0Dhvk86mBfm3qE5MzjsSdPR/tYe47P3qDL00OF/q3Mn7/+rSLNBqXWnE9Tx2pJr1i1Ve0tccQEh8qGw3MKJGUxRybmEbknOYslyln+QM48HnvydMo/1p7js2fIqVQj8P2xLJP3A8D3x7LwSu9mAGB0/6w9n+WPNTv/DmZtOo3rt4pdvgwO6WPQpECWFnNUgYl5RO7IEcUS5arDJGdyuZTFYA2ZCgTsOT5bgy4pZQCy8guxcMc5rDp00ejracv5LH+sft6eLk/OdnQ1dHfE4TmF0nXXBvno3a4O8uE6QERuSJsUbHgx1iYFl59y7wpyTj03NzxmatuAYwIBW4acpPYSLdj2m8nX8/qtYrvOp9zDr9bakp6FrvN2YMji/Ri/Ks1oaYiqiEGT4tlato2IlMKZxRJtJXdyuamLfoi/F0L8vfRuc1YgINX5a7dtfqz2FZy16RSmJpUN39l6Pl2VnK30AN+VVEII131KK5GCggIEBwcjPz8fQUFBdm/P1FRVoOwDp6QvGCIyLzUjB0MW77fYbuXoTi5f30vuIcRSjcD+jByk/n4NQFmvz73RoTh84boih31KNQJd5u4wux6bVCtHd0L+nWKnrF8nl1KNQNd5O0wOT2qHUfdM7qGY18xe1ly/mdOkQJbWIhLgqtNE7sSd1veSe229lFPZekHDwp/O6YKGAa3ryLnrsrC0gK01rt4oxIDWdVyyaLKtrJn15+oA3xUYNCmQ1CTEqvqmJXI37ra+l1zJ5a4qlmkPOQNX7evpikWTbeVOAb4rMKdJgbLz78jajohcqyqu7+UOeVzGyBG4uvPr6W4BvrMxaFKg3FvSlkeR2o6IXMsRFbyVTu5Fb52lQ0yoVastOPv1tHcxZUuqYoBvDQZNChRa3cdyIyvaEZHruXoKubO56zCPp4cKswfEWWwXGeyLD4c69/V0RhmAqhjgW0PRQdOMGTOgUqn0/jVt2lR3f2FhIZKTk1GzZk1Ur14dgwYNwpUrV/S2cfHiRSQlJcHf3x/h4eF4+eWXcffuXb02O3fuRNu2beHj44OGDRti2bJlzjg8k8IDpQVDUtsRkTJUpfW93HmYp2/LSPxf9xiT92sLDPdt6bzX05llAKpagG8NxSeCN2/eHNu2bdP9Xa3aP7s8ceJEbNq0CWvWrEFwcDDGjRuHhx9+GHv37gUAlJaWIikpCWq1Gvv27UNWVhaeeuopeHl54b///S8AIDMzE0lJSRgzZgyWL1+O7du345lnnkFkZCQSExOde7BaUntblZUKQEQSuFNSsD0sVQVX+lIgU/rGolXdELy+Ph25t/5ZfNiwXIAzXk9L+WEqyD+jWu5ZlJWF4oOmatWqQa2uuChhfn4+PvvsM6xYsQI9evQAACxduhTNmjXD/v370alTJ/z44484deoUtm3bhoiICLRu3RqzZs3C5MmTMWPGDHh7e2PRokWIiYnBW2+9BQBo1qwZ9uzZgwULFrgsaLp2q0jWdkREzlZ+OShXLgVij74tayMxLtLlgYOrygBUlQDfGooengOAs2fPonbt2rjnnnswbNgwXLx4EQBw+PBhlJSUICEhQde2adOmqFevHlJTUwEAqampaNGiBSIiInRtEhMTUVBQgJMnT+ralN+Gto12G6YUFRWhoKBA759c3Llbm4hIqzIM89iyDIvc3DU/rDJSdE9Tx44dsWzZMjRp0gRZWVmYOXMmunXrhvT0dGRnZ8Pb2xshISF6j4mIiEB2djYAIDs7Wy9g0t6vvc9cm4KCAty5cwd+fn5G923OnDmYOXOmHIdZgbt3axMRaXGYx372/JDmorvyUnTQ1KdPH93/t2zZEh07dkT9+vXx9ddfmwxmnGXKlCmYNGmS7u+CggJERUXJsu3K0K1NRKTFYR772PpDWu4lccgNhufKCwkJQePGjXHu3Dmo1WoUFxcjLy9Pr82VK1d0OVBqtbrCbDrt35baBAUFmQ3MfHx8EBQUpPdPTtpu7Ygg/RlyEUE+btOtTURE9rOlDAAX3XUMtwqabt68iYyMDERGRqJdu3bw8vLC9u3bdfefOXMGFy9eRHx8PAAgPj4eJ06cwNWrV3VtUlJSEBQUhNjYWF2b8tvQttFuw/VMfUSIiKiqsCY/zF2rsbsDlRBCsWftpZdeQr9+/VC/fn38+eefmD59OtLS0nDq1CnUqlULY8eOxebNm7Fs2TIEBQXh+eefBwDs27cPQFnJgdatW6N27dqYP38+srOz8eSTT+KZZ57RKzkQFxeH5ORkjBw5Ejt27MALL7yATZs2WTV7zppVkqUwtWaTNmRibxMRUdUjJUcpNSMHQxbvt7itlaM7cdgU1l2/FZ3T9Mcff2DIkCHIyclBrVq10LVrV+zfvx+1atUCACxYsAAeHh4YNGgQioqKkJiYiA8//FD3eE9PT2zcuBFjx45FfHw8AgICMHz4cPznP//RtYmJicGmTZswceJEvPvuu6hbty4+/fRT19VogmtqchARkfJJyQ/jbDvHUXRPkzuRs6eJvxKIiMhWvIZYx5rrt1vlNFUV/JVARES24qK7jsOgSYFY3JKIiGzFRXcdh0GTAml/JZjDXwlERGRKZajGrkSKTgSvqjw9VOjfKhIf78402aZ/q0j+SiAiIpN6x0WiR9MIfJl6Hhdyb6N+qD+ejI+GdzX2l9iKQZMClWoEvj9mvvDY98ey8ErvZgyciIjIKGMVwT/dk+mWFcGVshwMgyYFsrSiNeCYFa2JiKhyMFXrT1sR3J2G6JS0HAz76BQou0DarDip7YiIqOqoTBXBlbYcDIMmBcq9WSRrOyIiqjosjVYI/DNaoWRKDP4YNClQaIC3rO2IiKjqqCy1/pQY/DFoUiB1sJ+s7YiIqOqoLLX+lBj8MWhSINZpIiIiW1WWiuBKDP4YNClQ+WquprCaKxERGVNZKoIrMfhj0ERERFTJVIaK4EoM/lRCCOXPOXQD1qySbEmpRqDrvB1mE+Aig32xZ3IPxf9SICIi11FKUUh7OLpOkzXXbxa3VCAWtyQiIjl4eqjc/jrROy4SvWLVigj+GDQpUHb+HVnbERERuTOlBH/MaVKg3FvFsrYjIiIi+zFoUqDQ6j6ytiMiIiL7MWhSIHWQtJoTUtsRERGR/Rg0KRCLWxIRESkPgyYF0tamUMF4bQoV3KMwGRERUWXCoEmhKkNhMiIiKlOqEUjNyMH6tMtIzchBqYYlEt0RSw4omJJqUxARkW0cXZyRnIcVwWUiZ0VwIiKqHLakZ2HsV0dgeKHV/vTlyIHrWXP95vAcERGRA5RqBGZuOFUhYAKgu23mhlMcqnMjDJqIiIgcwNKSWAL/LIlF7oFBExERkQNcvWF+DVFr25HrMRGciIjIAcIDpRUgltquVCPcemKQu+8/wKBJ8SrDm4yIqDKR+r2sLVScnV9oNK9JhbIyMlIKFbv7DDx3338tzp6TiSNmz1WWNxkRUWVh7feydvYcAL3AyZrZc+4+A0/p+8/Zc5WA9k1mmESYnV+IsV8dwZb0LBftGRFR1WTL97K9hYrdfQaeu++/IQ7PKZClN5kKZW+yXrFqDtURScBh7qpNjtffnu9lewoVWzMDL75BTauOyRncff8NMWhSoMr2JiNyJWcMczMocz6p51yu19/e72VPD5VN39fuPgPP3fffEIMmBapsbzIiVzGVS6EdTpEjl4K5h84n9ZzL+fq76ntZ7hl4zubu+2+IOU0KVNneZESu4IxcCuYeOp/Ucy736++q72XtDDxT/ZYqlAWMUmbguYK7778hBk0KVNneZESu4OhqzJUtwVVupRqB1IwcrE+7jNSMHFnOgzXnXO7X397vZVvPh6eHCtP7xeqew/A5AWB6v1jFDge7+/4b4vCcAmnfZNppqsa405uMyBUcPZxS2XMP7cnTctSQpTXn3NbX39Rxl/9eVsF4+QBT38v2ng/tDDzDbajdZBjY3fe/PAZNCtU7LhLPdo/B4p8zUf4HiYcKGN0txq3eZESu4OjhFKXlHsqZjG7PRd5cHtGYr45gZJdo9IpVW9w/Y8djzTm35fW3dNy2XPzlyquyZwaeErj7/msxaFKoLelZ+GR3ZoUPmkYAn+zORJt6NRg4EZlx/VYRPFSAqVEQa6oxG6Ok3EM5e3bsuchLGT5bsvc8luw9jxA/L4zoEo1xPRoBgN7F9PqtIszadLrC8Qy+t56kYwgL8LFYjRsA1EE+utdf6nFbc/GXu3yMrTPwjO2XHMGLtduRa/9diUGTApn7oAFlHzbWaSIybUt6FpJXHDX5GdKyZ5hbziUy7CHnDLFSjcCra0/YfJG3NHxWXt6dEizYdhYf78qAt5cn8m6XmG2fnV+Id7b9hhB/L+TfLjH72r645hhm9I81OZymVXhXg63p2Qj298Lkb20/blOUOIQrV4BdVWeNMhFcgaR88diTwEpUmVn60QGUDXN/MNS+cgNKSHCVOxl94Y6zZoMXS8nTtgxF3i7RWAyYtM8tANwt1VgMhq8UFOpyQj96oi2C/b2Mtsu7XYLnVhzBsE8PIP+OtOPekp6FrvN2YMji/Ri/Kg1DFu9H13k7jM6UdMUQrrmEc7lme1blWaPsaVKg7Pw7srYjqkqk/OjQCKBGgLfdz+XqBFepPRnL9mYiLNDH4lDS0r3nJT2vsYt8qUbg2o0iqbtus5tFpRbblO8d2vXy/fCtdgqA5cDMkm2nsrFk73nJvXrOHsI11/vTK1Yty1ChlED939+dwJ0SDdRB7pm3ZA6DJgXKvVUsazuiqsTZv+5dmeAq9RhmbTqt+//QAC/MHhCHvi1r67U5mJmLPDO9LeUZXuSNXaxdTRswfpl6HtkF8uzXd2mXrQo6nDmEa2mYdkJCI1mGCqX8KMm9VYKJq9MAVL4hOw7PKVCwn/GuZFvbEVUlrkjQ1ia4DmhdB/ENajrtl7Utx5B7qwTPrTiKOZtP6d0uNQAL8ffSu8ibGqpRigu5t2XZTpBvNeTesm7o0llDuFJ6f+zpRbTmfkOVbciOQZMCHfsjT9Z2RFVJVSoOa+lYzfl4dyY2H//nQiY1ABvROUZ3kZeSP+Zq9UP9ZdlOQeFdSe0MgwrtEK46WP/8qoN9ZVnGB5A2TGtrL6K19xt7bqDyFHpl0KRApULaG0tqO6KqRAkJ2s5i7lilmLo+XXchkxKAhfh7YVyPhrq/rZkt52za4PjJ+GibA0tbGAsqesdFYs/kHlg5uhPeHdwaK0d3wp7JPWQbspLcS+jnZfePCVsCdXur7ysJgyYFkvpmdP+vfCLHcMave6UwdaxS5Nwq1l3IpARgcx9uoRdsKnnRcIGy4Ni7moddgaVUloIORw7hSu4l7BIDwL4fE/YE6kp+v0jFRHAFqu4jLVdJajuiqqiyVCCWwvBYr90o0kv+Nqf8hczUbEBTybyOKtwZGeyLqUmxqBHgjez8O5i16TSu3yq2ahhwZJdo3f6aOi65uaoHU2oh13E9GqKJurrdsz1tPZ+VYZF5Bk0KdPLPfFnbEVVVlaECsVTlj7VUI/DBznNmE5e1DC9k1gSbUqpuW1I+QDL1fH7enmaLVBrTK1Zt8biu3yrCfzaetnt2nYcKWDjENT2Y1hZylevHRPntWApsnVXo1RkYNCmQr5enrO2IqGrx9FBh9oA4PLfiqNl2poaTpAab5haxNWfc/Q3RKKK65Au2NT0b5i7Qxo4rMS4SC3ecxYJtZyXufUVy1f2yltRCroYBnVw/Jspvx1xgKwBMTaoceYTMaVKgiCAfWdsRUdXTt2Vt/F/3GJP3qyDPcJItOVVdGoZZndtTPpl6VJdoo21sSfT39FBhfEJjLHqiLSINjsGaU+OKfB1nFnK1xNL7YNamU5Wi7AB7mhSobVQNLD9wSVI7IiJTpvSNRau6NfD6+nS9YrhyFxzUDtXsz8hB8oojJqe32ztMo+3ZiG9QE/fGhNqUm2NqkVnjw3fFeG7FEUn75op8HVcs02JO77hIaDTCaA+nLWshKhGDJgWqXUNaXRGp7Yio6urbMhKJcY5PiPf0UKFLozDMHdRCt+5b+WEaucs92JKbY2mRWWPDVh+iLcatPGI2yToiyAcaIbA+7bJTJxy4opCrOaUaYXICgj0LHysJh+cMfPDBB4iOjoavry86duyIgwcPOn0fOsSEwt/bfL6Sv7dnpUiqIyLHc2bFcmeWe7DmuGxdZLZvy0gsHNLG6H3a/J3CuxoM+/SAxQV85aa0Qq5S10J053pNDJrKWb16NSZNmoTp06fjyJEjaNWqFRITE3H16lWn7kepRuB2sflFKW8Xl1aK6qpEVPk4upijtaQsM2KuYnXflrWN5jwF+5eVfcm7rT8c6aylQ5RWyFVpw4WOwKCpnLfffhujR4/GiBEjEBsbi0WLFsHf3x9Llixx6n58tud3WdsRETmbq9bjM0aOHhDDQHD5qI7wrWZ8RMCZS4coqZCr0oYLHYE5TX8rLi7G4cOHMWXKFN1tHh4eSEhIQGpqaoX2RUVFKCoq0v1dUFAg2758d/Sy5HZj/9XQckMioipMrh6Q8jlPqRk5Zus7lQ/EHF0rTCmFXC3V7aoM9ZrY0/S3a9euobS0FBEREXq3R0REIDs7u0L7OXPmIDg4WPcvKipKtn0pKdXI2o6IqCpzRA+I0oailNCzp7ThQkdg0GSjKVOmID8/X/fv0iXLJQKk6hwj7VeJ1HZERFWZIxKmq8JQlC2UNFzoCBye+1tYWBg8PT1x5coVvduvXLkCtVpdob2Pjw98fBxTXPL1fs2x/JDlIOz1fs0d8vxERJWJucrltvaAVIWhKFspZbjQEdjT9Ddvb2+0a9cO27dv192m0Wiwfft2xMfHO3Vf/Lw90Ss23GybXrHh8LNQloCIiMrI3QNSFYai7KGE4UJHUAkhOG/9b6tXr8bw4cPx8ccfo0OHDnjnnXfw9ddf49dff62Q62SooKAAwcHByM/PR1BQkCz7M/qLQ0g5VbHcQa/YcCx+6l5ZnoOIqCoxVRHcVpYKZpLyWXP9ZtBkYOHChXjzzTeRnZ2N1q1b47333kPHjh0tPs4RQRMA3CkuxX83n8L5nNuIrumPf/eNZQ8TEZGCyB2IkXMxaHIBRwVNRERE5DjWXL+Z00REREQkAYMmIiIiIgkYNBERERFJwKCJiIiISAIGTUREREQSMGgiIiIikoBBExEREZEEDJqIiIiIJGDQRERERCRBNVfvQGWhLaxeUFDg4j0hIiIiqbTXbSkLpDBoksmNGzcAAFFRUS7eEyIiIrLWjRs3EBwcbLYN156TiUajwZ9//onAwECoVPIt1FhQUICoqChcunSJa9o5GM+1c/A8Ow/PtXPwPDuPI861EAI3btxA7dq14eFhPmuJPU0y8fDwQN26dR22/aCgIH4YnYTn2jl4np2H59o5eJ6dR+5zbamHSYuJ4EREREQSMGgiIiIikoBBk8L5+Phg+vTp8PHxcfWuVHo8187B8+w8PNfOwfPsPK4+10wEJyIiIpKAPU1EREREEjBoIiIiIpKAQRMRERGRBAyaiIiIiCRg0KRwH3zwAaKjo+Hr64uOHTvi4MGDrt4ltzJnzhzce++9CAwMRHh4OAYOHIgzZ87otSksLERycjJq1qyJ6tWrY9CgQbhy5Ypem4sXLyIpKQn+/v4IDw/Hyy+/jLt37zrzUNzK3LlzoVKpMGHCBN1tPM/yuHz5Mp544gnUrFkTfn5+aNGiBX755Rfd/UIITJs2DZGRkfDz80NCQgLOnj2rt43c3FwMGzYMQUFBCAkJwahRo3Dz5k1nH4qilZaWYurUqYiJiYGfnx8aNGiAWbNm6a1PxnNtm927d6Nfv36oXbs2VCoV1q1bp3e/XOf1+PHj6NatG3x9fREVFYX58+fbv/OCFGvVqlXC29tbLFmyRJw8eVKMHj1ahISEiCtXrrh619xGYmKiWLp0qUhPTxdpaWmib9++ol69euLmzZu6NmPGjBFRUVFi+/bt4pdffhGdOnUSnTt31t1/9+5dERcXJxISEsTRo0fF5s2bRVhYmJgyZYorDknxDh48KKKjo0XLli3F+PHjdbfzPNsvNzdX1K9fXzz99NPiwIED4vfffxdbt24V586d07WZO3euCA4OFuvWrRPHjh0T/fv3FzExMeLOnTu6Nr179xatWrUS+/fvFz///LNo2LChGDJkiCsOSbHeeOMNUbNmTbFx40aRmZkp1qxZI6pXry7effddXRuea9ts3rxZvPbaa2Lt2rUCgPjuu+/07pfjvObn54uIiAgxbNgwkZ6eLlauXCn8/PzExx9/bNe+M2hSsA4dOojk5GTd36WlpaJ27dpizpw5Ltwr93b16lUBQOzatUsIIUReXp7w8vISa9as0bU5ffq0ACBSU1OFEGUfcA8PD5Gdna1r89FHH4mgoCBRVFTk3ANQuBs3bohGjRqJlJQUcd999+mCJp5neUyePFl07drV5P0ajUao1Wrx5ptv6m7Ly8sTPj4+YuXKlUIIIU6dOiUAiEOHDuna/PDDD0KlUonLly87bufdTFJSkhg5cqTebQ8//LAYNmyYEILnWi6GQZNc5/XDDz8UNWrU0PvumDx5smjSpIld+8vhOYUqLi7G4cOHkZCQoLvNw8MDCQkJSE1NdeGeubf8/HwAQGhoKADg8OHDKCkp0TvPTZs2Rb169XTnOTU1FS1atEBERISuTWJiIgoKCnDy5Ekn7r3yJScnIykpSe98AjzPcvn+++/Rvn17PProowgPD0ebNm2wePFi3f2ZmZnIzs7WO8/BwcHo2LGj3nkOCQlB+/btdW0SEhLg4eGBAwcOOO9gFK5z587Yvn07fvvtNwDAsWPHsGfPHvTp0wcAz7WjyHVeU1NT0b17d3h7e+vaJCYm4syZM7h+/brN+8cFexXq2rVrKC0t1buAAEBERAR+/fVXF+2Ve9NoNJgwYQK6dOmCuLg4AEB2dja8vb0REhKi1zYiIgLZ2dm6NsZeB+19VGbVqlU4cuQIDh06VOE+nmd5/P777/joo48wadIk/Pvf/8ahQ4fwwgsvwNvbG8OHD9edJ2Pnsfx5Dg8P17u/WrVqCA0N5Xku59VXX0VBQQGaNm0KT09PlJaW4o033sCwYcMAgOfaQeQ6r9nZ2YiJiamwDe19NWrUsGn/GDRRlZGcnIz09HTs2bPH1btS6Vy6dAnjx49HSkoKfH19Xb07lZZGo0H79u3x3//+FwDQpk0bpKenY9GiRRg+fLiL965y+frrr7F8+XKsWLECzZs3R1paGiZMmIDatWvzXFdhHJ5TqLCwMHh6elaYXXTlyhWo1WoX7ZX7GjduHDZu3IiffvoJdevW1d2uVqtRXFyMvLw8vfblz7NarTb6Omjvo7Lht6tXr6Jt27aoVq0aqlWrhl27duG9995DtWrVEBERwfMsg8jISMTGxurd1qxZM1y8eBHAP+fJ3PeGWq3G1atX9e6/e/cucnNzeZ7Lefnll/Hqq69i8ODBaNGiBZ588klMnDgRc+bMAcBz7ShynVdHfZ8waFIob29vtGvXDtu3b9fdptFosH37dsTHx7twz9yLEALjxo3Dd999hx07dlTorm3Xrh28vLz0zvOZM2dw8eJF3XmOj4/HiRMn9D6kKSkpCAoKqnABq6p69uyJEydOIC0tTfevffv2GDZsmO7/eZ7t16VLlwolM3777TfUr18fABATEwO1Wq13ngsKCnDgwAG985yXl4fDhw/r2uzYsQMajQYdO3Z0wlG4h9u3b8PDQ/8S6enpCY1GA4Dn2lHkOq/x8fHYvXs3SkpKdG1SUlLQpEkTm4fmALDkgJKtWrVK+Pj4iGXLlolTp06JZ599VoSEhOjNLiLzxo4dK4KDg8XOnTtFVlaW7t/t27d1bcaMGSPq1asnduzYIX755RcRHx8v4uPjdfdrp8I/8MADIi0tTWzZskXUqlWLU+EtKD97TgieZzkcPHhQVKtWTbzxxhvi7NmzYvny5cLf31989dVXujZz584VISEhYv369eL48eNiwIABRqdrt2nTRhw4cEDs2bNHNGrUqMpPgzc0fPhwUadOHV3JgbVr14qwsDDxyiuv6NrwXNvmxo0b4ujRo+Lo0aMCgHj77bfF0aNHxYULF4QQ8pzXvLw8ERERIZ588kmRnp4uVq1aJfz9/VlyoLJ7//33Rb169YS3t7fo0KGD2L9/v6t3ya0AMPpv6dKlujZ37twRzz33nKhRo4bw9/cXDz30kMjKytLbzvnz50WfPn2En5+fCAsLEy+++KIoKSlx8tG4F8OgiedZHhs2bBBxcXHCx8dHNG3aVHzyySd692s0GjF16lQREREhfHx8RM+ePcWZM2f02uTk5IghQ4aI6tWri6CgIDFixAhx48YNZx6G4hUUFIjx48eLevXqCV9fX3HPPfeI1157TW8KO8+1bX766Sej38vDhw8XQsh3Xo8dOya6du0qfHx8RJ06dcTcuXPt3neVEOXKmxIRERGRUcxpIiIiIpKAQRMRERGRBAyaiIiIiCRg0EREREQkAYMmIiIiIgkYNBERERFJwKCJiIiISAIGTUTkEP/6178wYcIEV++Gojz99NMYOHCgq3eDiGzEoImIJHn66aehUqkwZsyYCvclJydDpVLh6aef1t22du1azJo1S9Z9WLZsGUJCQmTdpjGZmZkYOnQoateuDV9fX9StWxcDBgzAr7/+6vDnttaMGTPQunVrV+8GUZXAoImIJIuKisKqVatw584d3W2FhYVYsWIF6tWrp9c2NDQUgYGBzt5Fu5WUlKBXr17Iz8/H2rVrcebMGaxevRotWrRAXl6eq3fPYUpLS3WL0RKRcQyaiEiytm3bIioqCmvXrtXdtnbtWtSrVw9t2rTRa2s4PBcdHY3//ve/GDlyJAIDA1GvXj188sknuvt37twJlUqlF5ikpaVBpVLh/Pnz2LlzJ0aMGIH8/HyoVCqoVCrMmDEDAFBUVISXXnoJderUQUBAADp27IidO3fqtnPhwgX069cPNWrUQEBAAJo3b47NmzcbPcaTJ08iIyMDH374ITp16oT69eujS5cumD17Njp16qRrd+nSJTz22GMICQlBaGgoBgwYgPPnz+vuLy0txaRJkxASEoKaNWvilVdegeGqVRqNBnPmzEFMTAz8/PzQqlUrfPPNNxXOyfbt29G+fXv4+/ujc+fOOHPmDICynreZM2fi2LFjunOybNkyAMDbb7+NFi1aICAgAFFRUXjuuedw8+ZN3ba1vXbff/89YmNj4ePjgz179sDLywvZ2dl6+zlhwgR069bN6PkiqkoYNBGRVUaOHImlS5fq/l6yZAlGjBgh6bFvvfUW2rdvj6NHj+K5557D2LFjdQGAJZ07d8Y777yDoKAgZGVlISsrCy+99BIAYNy4cUhNTcWqVatw/PhxPProo+jduzfOnj0LoGz4sKioCLt378aJEycwb948VK9e3ejz1KpVCx4eHvjmm29QWlpqtE1JSQkSExMRGBiIn3/+GXv37kX16tXRu3dvFBcX64512bJlWLJkCfbs2YPc3Fx89913etuZM2cOvvjiCyxatAgnT57ExIkT8cQTT2DXrl167V577TW89dZb+OWXX1CtWjWMHDkSAPD444/jxRdfRPPmzXXn5PHHHwcAeHh44L333sPJkyfx+eefY8eOHXjllVf0tnv79m3MmzcPn376KU6ePIn27dvjnnvuwZdffql3rMuXL9c9J1GVZveSv0RUJQwfPlwMGDBAXL16Vfj4+Ijz58+L8+fPC19fX/HXX3+JAQMG6FYpF0KI++67T4wfP173d/369cUTTzyh+1uj0Yjw8HDx0UcfCSH+Wfn8+vXrujZHjx4VAERmZqYQQoilS5eK4OBgvf26cOGC8PT0FJcvX9a7vWfPnmLKlClCCCFatGghZsyYIflYFy5cKPz9/UVgYKC4//77xX/+8x+RkZGhu//LL78UTZo0ERqNRndbUVGR8PPzE1u3bhVCCBEZGSnmz5+vu7+kpETUrVtXDBgwQAghRGFhofD39xf79u3Te+5Ro0aJIUOG6J2Tbdu26e7ftGmTACDu3LkjhBBi+vTpolWrVhaPac2aNaJmzZq6v5cuXSoAiLS0NL128+bNE82aNdP9/e2334rq1auLmzdvWnwOosqOPU1EZJVatWohKSkJy5Ytw9KlS5GUlISwsDBJj23ZsqXu/1UqFdRqNa5evWrX/pw4cQKlpaVo3Lgxqlevrvu3a9cuZGRkAABeeOEFzJ49G126dMH06dNx/Phxs9tMTk5GdnY2li9fjvj4eKxZswbNmzdHSkoKAODYsWM4d+4cAgMDdc8XGhqKwsJCZGRkID8/H1lZWejYsaNum9WqVUP79u11f587dw63b99Gr1699Pb7iy++0O23sfMWGRkJABbP27Zt29CzZ0/UqVMHgYGBePLJJ5GTk4Pbt2/r2nh7e+ttGyhL+D937hz2798PoGwY77HHHkNAQIDZ5yOqCqq5egeIyP2MHDkS48aNAwB88MEHkh/n5eWl97dKpdIlH3t4lP2GE+XyfkpKSixu8+bNm/D09MThw4fh6empd592CO6ZZ55BYmIiNm3ahB9//BFz5szBW2+9heeff97kdgMDA9GvXz/069cPs2fPRmJiImbPno1evXrh5s2baNeuHZYvX17hcbVq1bK4z9r9BoBNmzahTp06evf5+Pjo/V3+vKlUKgAwm7R9/vx5PPjggxg7dizeeOMNhIaGYs+ePRg1ahSKi4vh7+8PAPDz89NtTys8PBz9+vXD0qVLERMTgx9++EEvP4yoKmPQRERW0+buqFQqJCYmyrJNbbCRlZWFGjVqAChLBC/P29u7Qp5RmzZtUFpaiqtXr5pNVo6KisKYMWMwZswYTJkyBYsXLzYbNJWnUqnQtGlT7Nu3D0BZQvzq1asRHh6OoKAgo4+JjIzEgQMH0L17dwDA3bt3cfjwYbRt2xYAdMnXFy9exH333SdpP4wxdk4OHz4MjUaDt956SxeMfv3115K3+cwzz2DIkCGoW7cuGjRogC5duti8f0SVCYfniMhqnp6eOH36NE6dOlWhd8dWDRs2RFRUFGbMmIGzZ89i06ZNeOutt/TaREdH4+bNm9i+fTuuXbuG27dvo3Hjxhg2bBieeuoprF27FpmZmTh48CDmzJmDTZs2ASib/bV161ZkZmbiyJEj+Omnn9CsWTOj+5GWloYBAwbgm2++walTp3Du3Dl89tlnWLJkCQYMGAAAGDZsGMLCwjBgwAD8/PPPyMzMxM6dO/HCCy/gjz/+AACMHz8ec+fOxbp16/Drr7/iueee05sZGBgYiJdeegkTJ07E559/joyMDBw5cgTvv/8+Pv/8c8nnLTo6GpmZmUhLS8O1a9dQVFSEhg0boqSkBO+//z5+//13fPnll1i0aJHkbSYmJiIoKAizZ8+WnORPVBUwaCIimwQFBZnsZbGFl5cXVq5ciV9//RUtW7bEvHnzMHv2bL02nTt3xpgxY/D444+jVq1amD9/PgBg6dKleOqpp/Diiy+iSZMmGDhwIA4dOqSrHVVaWork5GQ0a9YMvXv3RuPGjfHhhx8a3Y+6desiOjoaM2fORMeOHdG2bVu8++67mDlzJl577TUAgL+/P3bv3o169erh4YcfRrNmzTBq1CgUFhbqzsmLL76IJ598EsOHD0d8fDwCAwPx0EMP6T3XrFmzMHXqVMyZM0e3b5s2bUJMTIzk8zZo0CD07t0b999/P2rVqoWVK1eiVatWePvttzFv3jzExcVh+fLlmDNnjuRtenh44Omnn0ZpaSmeeuopyY8jquxUQhgUDiEioipv1KhR+Ouvv/D999+7eleIFIM5TUREpJOfn48TJ05gxYoVDJiIDDBoIiIinQEDBuDgwYMYM2YMevXq5erdIVIUDs8RERERScBEcCIiIiIJGDQRERERScCgiYiIiEgCBk1EREREEjBoIiIiIpKAQRMRERGRBAyaiIiIiCRg0EREREQkAYMmIiIiIgn+H6IXYZUKdkt9AAAAAElFTkSuQmCC", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "lst = (\"Minutes Lightly Active\", \"Minutes Very Active\", \"Minutes Sedentary\")\n", + "\n", + "for i in lst:\n", + " plt.figure()\n", + " plt.scatter(x=fitbit[i], y=fitbit[\"Steps\"]);\n", + " plt.xlabel(i)\n", + " plt.ylabel('Steps') \n", + " plt.title(f\"{i} vs Steps\") \n", + " plt.savefig(f\"../figures/{i} vs Steps.png\")" + ] } ], "metadata": { @@ -111,7 +519,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.9.12" + "version": "3.11.5" }, "nbTranslate": { "displayLangs": [ diff --git a/your-code/challenge-2.ipynb b/your-code/challenge-2.ipynb index d7465f0..d2dcac0 100644 --- a/your-code/challenge-2.ipynb +++ b/your-code/challenge-2.ipynb @@ -11,7 +11,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ @@ -19,8 +19,7 @@ "import numpy as np\n", "import pandas as pd\n", "import matplotlib.pyplot as plt \n", - "import seaborn as sns\n", - "# Your Code Here" + "import seaborn as sns" ] }, { @@ -36,13 +35,82 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 2, "metadata": { "scrolled": true }, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
PassengerIdSurvivedPclassNameGenderAgeSibSpParchTicketFareCabinEmbarked
10451046NaN3Asplund, Master. Filip Oscarmale13.04234707731.3875U0S
\n", + "
" + ], + "text/plain": [ + " PassengerId Survived Pclass Name Gender \\\n", + "1045 1046 NaN 3 Asplund, Master. Filip Oscar male \n", + "\n", + " Age SibSp Parch Ticket Fare Cabin Embarked \n", + "1045 13.0 4 2 347077 31.3875 U0 S " + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "# your code here\n" + "titanic = pd.read_csv(\"../data/titanic.csv\")\n", + "titanic.sample()" ] }, { @@ -54,10 +122,35 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 5, "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": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "titanic.dtypes" + ] }, { "cell_type": "markdown", @@ -69,10 +162,64 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "titanic.select_dtypes\n", + "# Cat: PassengerId, Survived, Pclass, Name, Gender, SibSp, Parch, Ticket, Cabien, Embarked\n", + "# Quant: Age, Fare" + ] }, { "cell_type": "markdown", @@ -84,11 +231,12 @@ }, { "cell_type": "code", - "execution_count": 42, + "execution_count": 57, "metadata": {}, "outputs": [], "source": [ - "# your code here\n" + "sns.set_style(style=\"white\")\n", + "sns.set({'figure.figsize':(12,6)})" ] }, { @@ -100,11 +248,23 @@ }, { "cell_type": "code", - "execution_count": 5, - "metadata": {}, - "outputs": [], + "execution_count": 58, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "# your code here\n" + "# your code here\n", + "sns.histplot(x=titanic.Age);" ] }, { @@ -116,13 +276,22 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 59, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "\"\"\"\n", - "your comments here\n", - "\"\"\"" + "sns.histplot(x=titanic.Age, bins=8); #The details shown of the quantitative variable change" ] }, { @@ -135,22 +304,45 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 60, + "metadata": {}, + "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\", title=\"N of men and women\")\n", + "plt.xticks();" ] }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 61, + "metadata": {}, + "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=\"Gender\", data=titanic).set(title=\"N of men and women\");" ] }, { @@ -162,11 +354,23 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 62, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "# your code here" + "# your code here\n", + "sns.countplot(x=\"Pclass\", data=titanic).set(title=\"N of people in each class\");" ] }, { @@ -185,11 +389,22 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 63, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "# your code here" + "sns.boxplot(x=titanic[\"Age\"]);" ] }, { @@ -199,7 +414,13 @@ "outputs": [], "source": [ "\"\"\"\n", - "your comments here\n", + "It shows:\n", + " - The quartiles of the age in titanic:\n", + " - median: close to 30\n", + " - p25: close to 20\n", + " - p75 close to 40\n", + " - The outliers: located over the age of 60\n", + " - The rest of the distribution of the age in the Titanic\n", "\"\"\"" ] }, @@ -213,22 +434,44 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 64, + "metadata": {}, + "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(x = titanic[\"Age\"], y = titanic[\"Fare\"]);" ] }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 65, + "metadata": {}, + "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);" ] }, { @@ -243,9 +486,7 @@ "execution_count": null, "metadata": {}, "outputs": [], - "source": [ - "# your code here" - ] + "source": [] }, { "cell_type": "markdown", @@ -318,7 +559,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.9.12" + "version": "3.11.5" }, "nbTranslate": { "displayLangs": [