From d61d59c7d1b4760b9c0ff4c77be23f710a1e0b44 Mon Sep 17 00:00:00 2001 From: ArisGoulas Date: Tue, 2 May 2023 23:46:03 +0100 Subject: [PATCH] lab done --- your-code/main.ipynb | 1433 +++++++++++++++++++++++++++++++++++++++--- 1 file changed, 1346 insertions(+), 87 deletions(-) diff --git a/your-code/main.ipynb b/your-code/main.ipynb index dbe4405..8f1c5b6 100755 --- a/your-code/main.ipynb +++ b/your-code/main.ipynb @@ -11,12 +11,15 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "# Libraries\n", - "import numpy as np" + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "import seaborn as sns\n", + "import pandas as pd" ] }, { @@ -30,7 +33,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 2, "metadata": {}, "outputs": [], "source": [ @@ -53,11 +56,26 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 3, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "# Method 1" + "# Method 1\n", + "\n", + "plt.plot(x, y, color = \"b\", lw = 2)\n", + "plt.plot(x, z, color = \"r\", lw = 4)\n", + "plt.show()" ] }, { @@ -69,11 +87,27 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 4, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "# Method 2" + "# Method 2\n", + "\n", + "plot_options, (chart_1, chart_2) = plt.subplots(nrows=1, ncols=2)\n", + "chart_1.plot(x, y, color = \"b\", lw = 2)\n", + "chart_2.plot(x, z, color = \"r\", lw = 4)\n", + "plt.show()" ] }, { @@ -88,11 +122,38 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 7, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "# your code here" + "# your code here\n", + "plot_options, (chart_1, chart_2) = plt.subplots(1, 2, figsize=(6, 3))\n", + "chart_1.plot(x, y, color= \"b\", lw= 2)\n", + "chart_2.plot(y, z, color= \"r\", lw= 4)\n", + "\n", + "chart_1.set_title(\"double, y = 2 * x\")\n", + "chart_2.set_title(\"square, y = x ^ 2\")\n", + "\n", + "chart_1.set_xlabel(\"value\")\n", + "chart_2.set_xlabel(\"value\")\n", + "\n", + "chart_1.set_ylabel(\"doubled value\")\n", + "chart_2.set_ylabel(\"squared value\")\n", + "\n", + "plot_options.tight_layout() # to avoid overlaping axes\n", + "\n", + "plt.show()" ] }, { @@ -105,11 +166,40 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 8, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "# your code here" + "# your code here\n", + "\n", + "# define the x range\n", + "x = np.linspace(-10, 10, 1000)\n", + "\n", + "y1 = x**2\n", + "y2 = np.exp(x)\n", + "\n", + "# create the figure and axes\n", + "chart, ax = plt.subplots()\n", + "\n", + "ax.plot(x, y1)\n", + "ax.plot(x, y2)\n", + "\n", + "# change y axis to log and keep linear x axis\n", + "ax.set_yscale(\"log\")\n", + "ax.set_xscale(\"linear\")\n", + "\n", + "plt.show()" ] }, { @@ -121,11 +211,43 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 9, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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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
02015-05-0819349050.6501.35546001680...0.403891Friday4.016.40000092.0863310.0000000.000000May5
12015-05-0936311892514.114611.00031661602248...8.767545Saturday5.007.56666792.4643586.40000092.086331May5
22015-05-1032041422810.571602.00022614771719...6.567891Sunday6.006.45000088.7614687.56666792.464358May5
32015-05-11267367565.028749.0001902349620...3.119282Monday0.015.18333388.8571436.45000088.761468May5
42015-05-1224955023.731876.000171007360...2.317714Tuesday1.016.78333382.8920575.18333388.857143May5
\n", + "

5 rows × 24 columns

\n", + "
" + ], + "text/plain": [ + " Date Calorie burned Steps Distance Floors Minutes Sedentary \\\n", + "0 2015-05-08 1934 905 0.65 0 1.355 \n", + "1 2015-05-09 3631 18925 14.11 4 611.000 \n", + "2 2015-05-10 3204 14228 10.57 1 602.000 \n", + "3 2015-05-11 2673 6756 5.02 8 749.000 \n", + "4 2015-05-12 2495 502 3.73 1 876.000 \n", + "\n", + " Minutes Lightly Active Minutes Fairly Active Minutes Very Active \\\n", + "0 46 0 0 \n", + "1 316 61 60 \n", + "2 226 14 77 \n", + "3 190 23 4 \n", + "4 171 0 0 \n", + "\n", + " Activity Calories ... Distance_miles Days Days_encoded \\\n", + "0 1680 ... 0.403891 Friday 4.0 \n", + "1 2248 ... 8.767545 Saturday 5.0 \n", + "2 1719 ... 6.567891 Sunday 6.0 \n", + "3 9620 ... 3.119282 Monday 0.0 \n", + "4 7360 ... 2.317714 Tuesday 1.0 \n", + "\n", + " Work_or_Weekend Hours Sleep Sleep efficiency Yesterday_sleep \\\n", + "0 1 6.400000 92.086331 0.000000 \n", + "1 0 7.566667 92.464358 6.400000 \n", + "2 0 6.450000 88.761468 7.566667 \n", + "3 1 5.183333 88.857143 6.450000 \n", + "4 1 6.783333 82.892057 5.183333 \n", + "\n", + " Yesterday_sleep_efficiency Months Months_encoded \n", + "0 0.000000 May 5 \n", + "1 92.086331 May 5 \n", + "2 92.464358 May 5 \n", + "3 88.761468 May 5 \n", + "4 88.857143 May 5 \n", + "\n", + "[5 rows x 24 columns]" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "# your code here" + "# your code here\n", + "\n", + "fitbit = pd.read_csv(\"fitbit2.csv\")\n", + "fitbit.head()" ] }, { @@ -167,15 +506,59 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 15, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "# MEDIAN STEPS BY MONTH_ENCODED\n", "# your code here\n", "\n", + "steps_by_month = fitbit.groupby(\"Months_encoded\")[\"Steps\"].mean()\n", + "\n", + "plt.figure(figsize=(12,4))\n", + "\n", + "plt.plot(steps_by_month.index, steps_by_month.values)\n", + "\n", + "plt.xlabel(\"Month\")\n", + "plt.ylabel(\"Average number of steps\")\n", + "plt.title(\"Average number of steps per month\")\n", + "plt.show()\n", + "\n", + "\n", + "\n", "# MEDIAN STEPS BY WORK_OR_WEEKEND\n", - "# your code here" + "# your code here\n", + "\n", + "steps_by_daytype = fitbit.groupby('Work_or_Weekend')['Steps'].mean()\n", + "\n", + "plt.bar(steps_by_daytype.index, steps_by_daytype.values)\n", + "\n", + "plt.xticks([0, 1], ['Weekend', 'Weekday'])\n", + "plt.xlabel('Day type')\n", + "plt.ylabel('Average number of steps')\n", + "plt.title('Average number of steps by day type')\n", + "plt.show()\n" ] }, { @@ -191,11 +574,53 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 16, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", 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e3SIiIjMwaBE5sNTcIqzdm4cibZX0WoDKDavjQhETFmDHnhERkTk4dUjkoFJzi7Bw+wmDkAUAGm0VFm4/gdTcIjv1jIiIzMWgReSAausE1u7NgzByTP/a2r15qK0z1oKIiBwFgxaRA8rKL2kyktWQAFCkrUJWfontOkVERBZj0CJyQMU3TIes1rQjIiL7YNAickB+nm5WbUdERPbBoEXkgIYG+yBA5QZTRRwUqL/7cGiwjy27RUREFmLQInJAzk4KrI4LBYAmYUv/fHVcKOtpERE5OAYtIgcVExaAjTMGQ60ynB5Uq9ywccZg1tEiImoHWLCUyIHFhAVgfKialeGJiNopBi1ySNx25nfOTgpE3tnd3t0gIqJWYNAih8NtZ4iIqKPgGi1yKNx2hoiIOhIGLXIY3HaGiIg6GgYtchjW2Hamtk4g48J1fJrzCzIuXGcoIyIiu+IaLXIYbd12hmu7iIjI0XBEi9rEmiNIbdl2hmu7iIjIEXFEi1rN2iNI+m1nNNoqo+u0FKgv1tl425mW1nYpUL+2a3youtOWiCAiIvuw64hWUlIS7r//fnh6esLPzw8PP/wwzp07Z9BGCIE1a9YgMDAQ7u7uGDVqFM6cOWPQRqfTYenSpfD19YWHhwcmTZqEy5cvG7QpLS1FfHw8VCoVVCoV4uPjUVZWZtCmoKAAcXFx8PDwgK+vL5YtW4bq6mpZvnt715oRpJZGv1q77Yw11nYZw/VeRETUVnYNWmlpaVi8eDEyMzNx8OBB/Pbbb4iKikJFRYXU5pVXXsFrr72GDRs24NixY1Cr1Rg/fjxu3LghtUlISMDu3buRnJyM9PR03Lx5E7GxsaitrZXaTJs2DTk5OUhNTUVqaipycnIQHx8vHa+trcXEiRNRUVGB9PR0JCcnY9euXUhMTLTNH6Mdac3dgam5RXjg5UOYujkTy5NzMHVzJh54+VCTQNaabWfaurbLGHP7S0RE1ByFEMJh/t/0q1evws/PD2lpaXjwwQchhEBgYCASEhLw7LPPAqgfvfL398fLL7+Mp556ClqtFj169MC2bdswZcoUAMCvv/6KoKAg7N+/H9HR0Th79ixCQ0ORmZmJYcOGAQAyMzMRGRmJH374ASEhIfj8888RGxuLwsJCBAYGAgCSk5Mxa9YsFBcXw8vLq8X+l5eXQ6VSQavVmtW+vcq4cB1TN2e22G7nvAhE3tldGv1q/B+aflzKWICypDK8pf1piaX9ZRV7IqL2Tc7fb4daDK/VagEAPj71a3Dy8/Oh0WgQFRUltVEqlRg5ciSOHDkCAMjOzkZNTY1Bm8DAQISFhUltMjIyoFKppJAFABEREVCpVAZtwsLCpJAFANHR0dDpdMjOzjbaX51Oh/LycoNHZ2DJCFJra2Ppt52ZfO/tiLyze7PBRb+2y1QLBerXjjVe22WMpf3lyBcRETXHYYKWEAIrVqzAAw88gLCwMACARqMBAPj7+xu09ff3l45pNBq4urrC29u72TZ+fn5NPtPPz8+gTePP8fb2hqurq9SmsaSkJGnNl0qlQlBQkKVfu12y5O5AudZPNdTatV3GWNJf3ulIREQtcZigtWTJEpw6dQo7d+5sckyhMPyBFEI0ea2xxm2MtW9Nm4ZWrVoFrVYrPQoLC5vtU0dhyQiSHOunjGnN2q629EOjrWQVeyIiapFDlHdYunQp9uzZg2+++QY9e/aUXler1QDqR5sCAn7/oSwuLpZGn9RqNaqrq1FaWmowqlVcXIzhw4dLba5cudLkc69evWpwnqNHjxocLy0tRU1NTZORLj2lUgmlUtmar9yu6UeQFm4/AQVgEDYajyC1pTaWpWLCAjA+VN2m9VLm9qOkotrskS9z1oUREVHHZNcRLSEElixZgpSUFBw6dAjBwcEGx4ODg6FWq3Hw4EHpterqaqSlpUkhKjw8HC4uLgZtioqKkJubK7WJjIyEVqtFVlaW1Obo0aPQarUGbXJzc1FU9Pt0z4EDB6BUKhEeHm79L9/OmTuCZM31U+awZG2XMeb216ebeQG7rSN1RETUvtl1RGvx4sXYsWMHPv30U3h6ekproVQqFdzd3aFQKJCQkIB169ahX79+6NevH9atW4euXbti2rRpUts5c+YgMTER3bt3h4+PD1auXImBAwdi3LhxAIABAwYgJiYG8+bNw6ZNmwAA8+fPR2xsLEJCQgAAUVFRCA0NRXx8PP7xj3+gpKQEK1euxLx58zr0HYRtYc4IkiWjXy2xxd195vZX5e5q1vmsMVJHRETtl13LO5ha+7RlyxbMmjULQP2o19q1a7Fp0yaUlpZi2LBheOutt6QF8wBQVVWFP//5z9ixYwcqKysxduxYvP322waL00tKSrBs2TLs2bMHADBp0iRs2LABt912m9SmoKAAixYtwqFDh+Du7o5p06bh1VdfNXt6sLOUd2iNtlaRt/U+hi19Xm2dwAMvH2qxin36s2NY6oGIyMHJ+fvtUHW02jsGrea1dkSqNXW4bNFffb8A4yNfcvWLiIisi0GrnWDQsj79yJGphecKAP5eSvzzsXtx7abO5gVDbT3SRkRE1udQQeuDDz6Ar68vJk6cCAB45pln8O677yI0NBQ7d+5E7969rdrB9oRBy/rMrfrekK2DDivDExG1bw5VGX7dunVwd3cHUF9NfcOGDXjllVfg6+uLp59+2qqdI2rNXXu2Lhja1jsdiYio47L4rsPCwkL07dsXAPDJJ5/gT3/6E+bPn48RI0Zg1KhR1u4fdXKtuWtPoH5Kce3ePIwPVTP4EBGR3Vg8otWtWzdcv34dQH2dKX0JBTc3N1RWVlq3d9TptVTXyhRrbO1DRETUVhYHrfHjx2Pu3LmYO3cufvzxR2mt1pkzZ9CnTx9r9486ueb2MTQHC4YSEZE9WRy03nrrLURGRuLq1avYtWsXunev314kOzsbU6dOtXoHiUxVoTcHC4YSEZE9sbyDFfGuQ3np7+7TaCvxt8/yUHqrptn2ASwYSkREZpDz97tVW/CUlpbivffew9mzZ6FQKHDXXXdh9uzZ8PGxzn51RMbo7+7LuHC9xZAFAI/f34shi4iI7MriqcO0tDT06dMH//d//4fS0lKUlJTgzTffRHBwMNLS0uToI5EBc9dd9fHtKnNPiIiImmfxiNbixYsxZcoUbNy4Ec7OzgCA2tpaLFq0CIsXL0Zubq7VO0nUkLnrrrg+i4iI7M3iEa0LFy4gMTFRClkA4OzsjBUrVuDChQtW7RyRMS2VfFCgfn3W0GBOZRMRkX1ZHLQGDx6Ms2fPNnn97NmzuPfee63RJ+oAausEMi5cx6c5vyDjwnXU1lnvnovmSj7on6+OC+X6LCIisjuLpw6XLVuG5cuX46effkJERAQAIDMzE2+99RZeeuklnDp1Smo7aNAg6/WU2g1bbLSsL/nQ+HPU3NCZiIgciMXlHZycmh8EUygUEEJAoVCgtra2TZ1rb1jeoT5kLdx+Ao3/o9KPLb017T54eyittgGzI27o7Ih9IiIi0xyqvEN+fr5VO0AdR22dwNq9eU1CFgDptSU7T6LhLGJbR7r0JR8chS1G84iIqP1gwVIr6uwjWhkXrmPq5kyL3qNAfQh7elw/9PH1aNcjQC2N5m2cMZhhi4jIAcn5+23xYngA2LZtG0aMGIHAwEBcunQJAPD666/j008/tWrnqH1pzb6C+lCy/svzWJ6cg6mbM/HAy4eQmltk3c7JzJzRvLV786x6UwARETk+i4PWxo0bsWLFCjz00EMoKyuT1mHddttteP31163dP2pHrFW3SqOtwsLtJ9pV2MrKLzGYLmxMACjSViErv8R2nSIiIruzOGi9+eab2Lx5M/76178a1NIaMmQITp8+bdXOUfvSUn0rc4n/PtbsOdOmESA5S0w0Zu5oXmtG/YiIqP1q1WL4++67r8nrSqUSFRUVVukUtU/6+lYLt5+Q1l61haZchw2HfsLycf0sfq+tF6WzWj0RERlj8YhWcHAwcnJymrz++eefIzQ01Bp9onZMX99KrTIMFK1d277+yx8tnkLUL0pvPJUn55Qkq9UTEZExFo9o/fnPf8bixYtRVVUFIQSysrKwc+dOJCUl4V//+pccfaR2pLZOQOXuimeiQ1BSUQ2fbkqovdxQWlGNxTtOALB8pGvNnjPwdHPBtZu6Fu9KbGlRugL1i9LHh6qtemdjc6N5rFZPRNR5taq8w+bNm/HCCy+gsLAQAHD77bdjzZo1mDNnjtU72J509vIOLU3XGTveGs1NAZpbYmLnvAhZ6m+xjhYRUfsj5+93m+poXbt2DXV1dfDz87Nmn9qtzhy0zK0h1bBq+sVrt7D+yx8t/qzm6lJ9mvMLlifntHiONx6/F5Pvvd3izzYHK8MTEbUvDlVHa8yYMSgrKwMA+Pr6SiGrvLwcY8aMsWrnqH2wpIaUvpL75Htvx/Jx/fB0Kxa6N1eXyhEWpTf8jpF3dmfIIiLqxCwOWocPH0Z1dXWT16uqqvDtt99apVPUvrSlhtSSMf2g9rI89Jg6JxelExGRIzF7MfypU6ekf+fl5UGj0UjPa2trkZqaittvl2cqhhxbW2pIOTspsGZS/SJywPKF8o3PyUXpRETkSMwOWvfeey8UCgUUCoXRKUJ3d3e8+eabVu0ctQ9tna7Tl4RozUJ5Y+c0dT51o0XpXEtFRERyMzto5efnQwiBO+64A1lZWejRo4d0zNXVFX5+fgaV4qljaS6U6KfrNNoqoyNSCtSHnOam62LCAjA+VC19hq+HEon/+R5Xys07Z+P+jQ9VG5yvcZ95dyAREdlCm+46JEMd9a5Dc0KJ/q5DwPh0nbE7BM35XHPOaWloMvcOSSIi6hwc4q7Dn376CdnZ2QavffXVVxg9ejSGDh2KdevWWbVj5BjMrbJuqiK8WuXW6uBizjktrQJvyR2SREREbWX21OGf//xnhIWFITw8HED9VGJcXBz+8Ic/YNCgQUhKSkLXrl2RkJAgV1/Jxiytst54+s8a656aO2drqsBbcoekHAVNiYioczE7aB0/fhzPPPOM9Pyjjz5C//798cUXXwAABg0ahDfffJNBqwNpTSjR15CyJlPnbE3/2nKHJBERkaXMnjq8du0aevbsKT3/+uuvERcXJz0fNWoULl68aNXOkX05eihpTf8coaApERF1HmYHLR8fHxQV1a93qaurw/HjxzFs2DDpeHV1NbiuvmNx9FDSmv6xoCkREdmS2UFr5MiR+Pvf/47CwkK8/vrrqKurw+jRo6XjeXl56NOnjxx9JDtx9FDSmv7pC5rqjzduD7CgKRERWY/ZQevFF1/E2bNn0adPHzz77LN45ZVX4OHhIR3ftm0b9zrsYJydFHh+YqjJOlaAfUNJa0OTHHdIEhERGWNRHa2amhrk5eWhR48eCAwMNDj2/fffo2fPnujevfPeqdXR6mgZq0+lZ+/ing0LlF68dgs7swqgKbes+CgrwxMRESDv7zcLllpRRwpapop66r097T48NCjQxFF5GQuAai8lpg7thT6+HrKGJoYzIqKOR87fb7PLO1Dn0Vx9KqB+Wu7v+84iOizA5iHDVAC8Uq7D61+ex8YZg2Wrf8Vte4iIyFJmr9GizsOS+lS2ZM+q7pZWoCciIgIYtMgIR62fZa8AyG17iIiotcwKWo888gjKy8sBAB9++CF0Op2snSL7ctT6WfYKgI46wkdERI7PrKD12WefoaKiAgDw5JNPQqvVytopsi9HrZ9lrwDoqCN8RETk+MxaDH/XXXdh1apVGD16NIQQ+Pe//21yVf4TTzxh1Q6S7enrUy3cfgIKwGDKzJ71s/QBUKOtMlnbSy1DAHTUET4iInJ8ZpV3OHLkCFasWIELFy6gpKQEnp6eUCia/sgqFAqUlHTe6ZOOVN4BcMy77PSL0gHjAVCOgqO1dQIPvHyoxYCX/uwYlnogImqHHKqOlpOTEzQaDfz8/KzakY6gowUtwDHrRtkjANoj4BERkW04VNC6dOkSevXqZXREq7PriEHL3kwFPXsEQEcc4SMiorZzqKAFAGVlZXjvvfdw9uxZKBQKDBgwAHPmzIFKpbJq59qb9hC0HHGEyhRHDDbt6e9HRETmcaigdfz4cURHR8Pd3R1Dhw6FEALHjx9HZWUlDhw4gMGDB1u1g+2JowctRwwuppiqAM+pOiIisjY5f78tLlj69NNPY9KkSbh48SJSUlKwe/du5OfnIzY2FgkJCRad65tvvkFcXBwCAwOhUCjwySefGByfNWsWFAqFwSMiIsKgjU6nw9KlS+Hr6wsPDw9MmjQJly9fNmhTWlqK+Ph4qFQqqFQqxMfHo6yszKBNQUEB4uLi4OHhAV9fXyxbtgzV1dUWfR9H5miVzWvrBDIuXMenOb8g48J1g2KfLBBKREQdhcV7HR4/fhybN29Gly6/v7VLly545plnMGTIEIvOVVFRgXvuuQdPPvkk/vjHPxptExMTgy1btkjPXV1dDY4nJCRg7969SE5ORvfu3ZGYmIjY2FhkZ2fD2dkZADBt2jRcvnwZqampAID58+cjPj4ee/fuBQDU1tZi4sSJ6NGjB9LT03H9+nXMnDkTQgi8+eabFn0nR2ROcFmz5wzGh6ptMg1mbGTtNncXPDmiD5aM6WdRgVC59jUkIiKyBouDlpeXFwoKCnDXXXcZvF5YWAhPT0+LzjVhwgRMmDCh2TZKpRJqtdroMa1Wi/feew/btm3DuHHjAADbt29HUFAQvvzyS0RHR+Ps2bNITU1FZmYmhg0bBgDYvHkzIiMjce7cOYSEhODAgQPIy8tDYWEhAgMDAQD//Oc/MWvWLLz44osOOQ1oiZaCCwBoynXYcOgnLB/XT9a+mJoSLKuswfovz2PLkYv44323m3UuFgglIiJHZ/HU4ZQpUzBnzhx8/PHHKCwsxOXLl5GcnIy5c+di6tSpVu/g4cOH4efnh/79+2PevHkoLi6WjmVnZ6OmpgZRUVHSa4GBgQgLC8ORI0cAABkZGVCpVFLIAoCIiAioVCqDNmFhYVLIAoDo6GjodDpkZ2eb7JtOp0N5ebnBwxGZG0jWf/mjrFOIzY2s6ZXdqsF7310063wsEEpERI7O4hGtV199FQqFAk888QR+++03AICLiwsWLlyIl156yaqdmzBhAh599FH07t0b+fn5eP755zFmzBhkZ2dDqVRCo9HA1dUV3t7eBu/z9/eHRqMBAJM1v/z8/Aza+Pv7Gxz39vaGq6ur1MaYpKQkrF27tq1fU3aWBJK1e/Nkm0I0Z2RNz0kBCAGbVoAnIiKyNouDlqurK9544w0kJSXhwoULEEKgb9++6Nq1q9U7N2XKFOnfYWFhGDJkCHr37o19+/bhkUceMfk+IYRBnS9jNb9a06axVatWYcWKFdLz8vJyBAUFmf5CdqLfusackNPS2qe2lDewZKpPv87dkbYAIiIispTFQUuva9euGDhwoDX70qKAgAD07t0b58+fBwCo1WpUV1ejtLTUYFSruLgYw4cPl9pcuXKlybmuXr0qjWKp1WocPXrU4HhpaSlqamqajHQ1pFQqoVQq2/y95Kbfu3DBfyubt8RUIGpreYjWTPWpurqg7FaN9FztoOUoiIiIjLF4jZY9Xb9+HYWFhQgIqP+RDQ8Ph4uLCw4ePCi1KSoqQm5urhS0IiMjodVqkZWVJbU5evQotFqtQZvc3FwUFf2+PunAgQNQKpUIDw+3xVeTXUxYAJ42c6G7sUBkjfIQ+pE1S7h1ccJHc4fhjcfvxc55EUh/dgxDFhERtRt2DVo3b95ETk4OcnJyAAD5+fnIyclBQUEBbt68iZUrVyIjIwMXL17E4cOHERcXB19fX/zP//wPAEClUmHOnDlITEzEV199hZMnT2LGjBkYOHCgdBfigAEDEBMTg3nz5iEzMxOZmZmYN28eYmNjERISAgCIiopCaGgo4uPjcfLkSXz11VdYuXIl5s2b1+7vOGxoyZh+UHuZDjoK1I9QNV77ZK26VvqRNUtoynVwUigQO6j+RoXPTv3apO4WERGRo2r11KE1HD9+HKNHj5ae69c7zZw5Exs3bsTp06fx4YcfoqysDAEBARg9ejQ+/vhjgzIS69evR5cuXfDYY4+hsrISY8eOxdatW6UaWgDw0UcfYdmyZdLdiZMmTcKGDRuk487Ozti3bx8WLVqEESNGwN3dHdOmTcOrr74q95/AppydFFgzKbTZzZGNrX2yZl2rmLAAvDNjMJ5LOW0wJdicg3karPh3TruoaE9ERNRQq/Y6JOMcfQsePUvXWn2a8wuWJ+e0eN43Hr8Xk+81rIHV3KbQz/5/p/D/nbhs4mzN41Y8RERkLXL+frdqROvHH3/E4cOHUVxcjLq6OoNj//u//2uVjpF8YsICMD5Ubfbdg+YuYm/crqVA9/KfBiH9p2vQlJseLXNS/H4HYkMC9WFLznIUREREbWXxiNbmzZuxcOFC+Pr6Qq1WNymRcOKEeXe2dUTtZUTLUrV1Ag+8fAgabVWzda3Snx0jBR5zN4XWtwOaTmWa+x/mznkR3IqHiIhazaE2lX7hhRfw4osvQqPRICcnBydPnpQenTlkOZLmNmxuTduGi9gbjxsZW9tlyeL5mLAAbJwxGOpGdyOqVW6YM6JPy18W7W8rHkuuDxERtW8WTx2Wlpbi0UcflaMvZAWWrL+ypK0+EDVub6yulaWL501NZWbll5i1HU972oqnrbXIiIiofbE4aD366KM4cOAAFixYIEd/qA1MTdfpa101XDhuSVs9c9d2mTvC1LCds5OiyfSfvu5WS1OW7WUrntb8zYmIqH2zOGj17dsXzz//PDIzMzFw4EC4uLgYHF+2bJnVOkfma2m6ruHCcfz33+a0bRyijAWixlq7eL4x/ZTlwu0n2v1WPJZcn/bwfYiIyDwWB613330X3bp1Q1paGtLS0gyOKRQKBi07sWS6Dv/9tzltW7PIvLRC12IbY4VRjbFkytKRWbMWGRERtR8WB638/Hw5+kFt1Jrpura0ba4+1t/3nW3x3M9PNH8kytJyFI5IjutDRESOz66V4cl6rDVdZ07b5hZ0q9xdmx250fP2cDW7H4B5U5aOTI7rQ0REjq9VQevy5cvYs2cPCgoKUF1dbXDstddes0rHyDKWLhxv7SLzlhZ0z+6gJRnaqqMt7CciIvNYHLS++uorTJo0CcHBwTh37hzCwsJw8eJFCCEwePBgOfpIZmhu4Tj++/z5iQOk6bbWLDI3Z0H37pxfzOpvZxu56UgL+4mIyHwWFyxdtWoVEhMTkZubCzc3N+zatQuFhYUYOXIk62vZmanin3p/33cWqblFzbb191IiYVw/6H6ra1JM05wF3SUVNeimdDbZRgHzF8J3NM0VZ2VpByKijsniLXg8PT2Rk5ODO++8E97e3khPT8fdd9+N77//HpMnT8bFixdl6qrjc5QtePafKsKiHU2r9BvbiLnhovaL125hZ1aBwd6DDYtpmru5tCncCLqeqRsJiIjIPhxqCx4PDw/odPW37wcGBuLChQvSsWvXrlmvZ9Qq9Xf95Rk91nj7G+D3RebKLk54/csfm2zwrF97lZpbBN9uyjb1jSM39fR/88n33o7IO7szZBERdWAWr9GKiIjAd999h9DQUEycOBGJiYk4ffo0UlJSEBERIUcfyQKtqddkztqr51JOQ+lscS4HANzm7oK3pg9GxB0MFURE1LlYHLRee+013Lx5EwCwZs0a3Lx5Ex9//DH69u2L9evXW72DZJnW1GsyJ5yV3appdZ/KKmvgpFAwZBERUadjcdC64447pH937doVb7/9tlU7RG3TmnpNtii10NnKORAREQGtWKNFjk1fr8nU2JGxu/5sUWqhs5VzICIiAswMWj4+PtJCd29vb/j4+Jh8kH3p6zUBaBK2TNVrGhrsA7WXfEHISQGUVlS33JCIiKiDMWvqcP369fD09AQAvP7663L2h6zA0o2YD+ZpUPVbrWz9qRPA4h0nsNGJdxwSEVHnYnEdLTLNUepo6ZlTr8nUljp6yi4KODs54VZ124KYfouZ9GfHcFE8ERE5FDl/v80a0SovLzf7hI4QMKhew42YjYUuACbLOujpfhMA2j7aZaysBBERUUdnVtC67bbboFCYNwpRWyvfFBS1TmpuUZNpxACVGx6/P6jZsg4tUbl1QWiAFzLyS8x+D+8+JCKizsSsoPX1119L/7548SKee+45zJo1C5GRkQCAjIwMfPDBB0hKSpKnl9RqpqYGNdoqrP/yfKvOqd8UWVv1m0UhC+Ddh0RE1LlYvEZr7NixmDt3LqZOnWrw+o4dO/Duu+/i8OHD1uxfu+IIa7QaThH6eiiR+J/vm2yrYw9co0VERI7K7mu0GsrIyMA777zT5PUhQ4Zg7ty5VukUtY6xKUJH0risBBERUUdnccHSoKAgo0Fr06ZNCAoKskqnyHL6KUJHDFndPVy5mTQREXVKFo9orV+/Hn/84x/xxRdfSJtIZ2Zm4sKFC9i1a5fVO0gta25TaHM8Pa4/dmZdgqZcZ9V+AYCPhwsyVo2FaxduQkBERJ2Pxb9+Dz30EH788UdMmjQJJSUluH79OiZPnowff/wRDz30kBx9pBa0tCm0KfrteJaM6YvvnhuLp8f1t1qfFP99rPufgQxZRETUaVk8ogXUTx+uW7fO2n2hVmpNyQRj2/EsH9cPIepuJtd5OSnqq7ybw1QVeiIios6kVUHr22+/xaZNm/Dzzz/jP//5D26//XZs27YNwcHBeOCBB6zdx07LnMruQOtKJpgKQjFhARgfqkZWfgk02kqUVFTDp5sSai83lFZUY/GOEwBgME2pL/fw9Lh+6OPr0Wxfbc3cvyEREZEcLA5au3btQnx8PKZPn44TJ05Ap6tf13Pjxg2sW7cO+/fvt3onOyNTRUafnzgA3h5Kg+AwNNgHASo3aLRVZq3T8vFwwfMTB5gcbWpYUb6xjU7m76Fob6b+ho7YVyIi6pgsrqN133334emnn8YTTzwBT09PfP/997jjjjuQk5ODmJgYaDQaufrq8KxVh6Ol/Qcb0gcHAFi4velokzH68ZzW3gnYHkaJTP0N2/rdiYio43GoOlrnzp3Dgw8+2OR1Ly8vlJWVWaNPHVpLIcXSOwiLtFVYsP0EHgrzR0yYGkfzS1BSUd3se/Tnfm7XaXi6uSDiju4WBaXmRrwcQXN/Q4H6sLV2bx7Gh6odLiASEVHHYnHQCggIwE8//YQ+ffoYvJ6eno477rjDWv3qkMyZymrtHYT7c69I//ZQOmNkP1+D14wpq6zB9H8d7XDTaS39DbnBNRER2YrF990/9dRTWL58OY4ePQqFQoFff/0VH330EVauXIlFixbJ0ccOwVRBUY22Cgu3n0BqbhEA62y6XKGrbTFkNdeH9s7cvyE3uCYiIrlZPKL1zDPPQKvVYvTo0aiqqsKDDz4IpVKJlStXYsmSJXL0sd2zZCrLHpsud7TpNHP/htzgmoiI5NaqSpIvvvgirl27hqysLGRmZuLq1av4+9//bu2+dRjmTmVlXriOujqB29xdbNe5Rn3Iyi+x+Wdbm/4uTFNxUV+odWiwjy27RUREnVCr6mgBQNeuXTFkyBBr9qXDMneKavGOEyirrLH65+vrXJmjI0ynOTspsDouFAu3n2jy3Y0VaiUiIpKL2UFr9uzZZrV7//33W92ZjsrcKSo5QtbT4/oj+ViB2QvsO8p0WkxYADbOaD81v4iIqGMyO2ht3boVvXv3xn333QcLS291epYWFG3sNncXvDV9MLS3avD3fca3xzFGv4/hkjF9kXnherMjZgrUh5CONJ3WsMq9I9f8IiKijsvsoLVgwQIkJyfj559/xuzZszFjxgz4+HScH2U5NTeVZY6yyhpAAA8NCkB0WH1wOJinwfvfXWz2fQ2nx0b088VLfxxotKhpR55Oc/SaX0RE1LGZvRj+7bffRlFREZ599lns3bsXQUFBeOyxx/DFF19whMsM+qkstcpwas7che+Ld9SXX9AHh/+NuxvvzBiM27o2fb93Vxe8Y6Tyuak+qFVurJROREQkA4u34NG7dOkStm7dig8//BA1NTXIy8tDt27drN2/dsWcEv6NK8PXCYHp/zpq1vkVaLp1TG2dQOaF68j4+RqA+hDWUqX39rCFDhERka041BY8egqFAgqFAkII1NXVWbNPHVrjqazaOgG1lxKacl2L7xUA1uw5Y1DrytlJgRH9fDGin2+b+pBx4TqDFxERkZVZVEdLp9Nh586dGD9+PEJCQnD69Gls2LABBQUFnX40q7WcnRSYOrSX2e015TpsOPQTgN8D0qc5vyDjwnXU1lk+OJmaW4QHXj6EqZszsTw5B1M3Z+KBlw91mCrxRERE9mT2iNaiRYuQnJyMXr164cknn0RycjK6d+ciY2vo4+thUfv1X/6IW9U12PN9UbP7JrZEvy1Q43im35KH67aIiIjaxuw1Wk5OTujVqxfuu+8+KBSmp5VSUlKs1rn2prVzvBkXrmPq5sw2f77+qpgTkGrrBEa8dAiacuOlIvTlHtKfHcNpRCIi6tAcYo3WE0880WzAotYbGuwDtZebydBjroZ7Fo65yx/Zl0pNrrvacOh8s5/XcEselkcgIiJqHYsKlpI8DuZpUPVbrVXOpQ9IEUlfoaSiWno9QOWG5ycOgLeH0qwaXHodYUseIiIie2nVptLW8s033yAuLg6BgYFQKBT45JNPDI4LIbBmzRoEBgbC3d0do0aNwpkzZwza6HQ6LF26FL6+vvDw8MCkSZNw+fJlgzalpaWIj4+HSqWCSqVCfHw8ysrKDNoUFBQgLi4OHh4e8PX1xbJly1BdXQ256ddJld2y7vY7DUMWUB++Fu04iambM80OWUDH2ZKHiIjIHuwatCoqKnDPPfdgw4YNRo+/8soreO2117BhwwYcO3YMarUa48ePx40bN6Q2CQkJ2L17N5KTk5Geno6bN28iNjYWtbW/jxBNmzYNOTk5SE1NRWpqKnJychAfHy8dr62txcSJE1FRUYH09HQkJydj165dSExMlO/Lo36d1Nq9ea3alscWAjrYljxERES21uqCpdamUCiwe/duPPzwwwDqR7MCAwORkJCAZ599FkD96JW/vz9efvllPPXUU9BqtejRowe2bduGKVOmAAB+/fVXBAUFYf/+/YiOjsbZs2cRGhqKzMxMDBs2DACQmZmJyMhI/PDDDwgJCcHnn3+O2NhYFBYWIjAwEACQnJyMWbNmobi42OyFcZYuprPWIni5GKsuT0RE1NHIuRjeriNazcnPz4dGo0FUVJT0mlKpxMiRI3HkyBEAQHZ2NmpqagzaBAYGIiwsTGqTkZEBlUolhSwAiIiIgEqlMmgTFhYmhSwAiI6Ohk6nQ3Z2tmzf0ZHXPz09rj9DFhERURs5bNDSaDQAAH9/f4PX/f39pWMajQaurq7w9vZuto2fn1+T8/v5+Rm0afw53t7ecHV1ldoYo9PpUF5ebvCwhLnrnzzduuDJ4b3h4+HabDtr3ROq9lJiyZi+VjobERFR5+WwQUuvcUkJIUSLZSYatzHWvjVtGktKSpIW2KtUKgQFBTXbr8b0ZR1acrPqN2w5cqnJAvcm/QVaDGPNUfz3sWbS3aydRUREZAUOG7TUajUANBlRKi4ulkaf1Go1qqurUVpa2mybK1euNDn/1atXDdo0/pzS0lLU1NQ0GelqaNWqVdBqtdKjsLDQou9oblkHSxbR3RuksqgPDalVbqwGT0REZEUOG7SCg4OhVqtx8OBB6bXq6mqkpaVh+PDhAIDw8HC4uLgYtCkqKkJubq7UJjIyElqtFllZWVKbo0ePQqvVGrTJzc1FUdHv+/sdOHAASqUS4eHhJvuoVCrh5eVl8DCXXGUdvi/U4snhfSx6z5wRfbBzXgTSnx3DkEVERGRFZhcslcPNmzfx008/Sc/z8/ORk5MDHx8f9OrVCwkJCVi3bh369euHfv36Yd26dejatSumTZsGAFCpVJgzZw4SExPRvXt3+Pj4YOXKlRg4cCDGjRsHABgwYABiYmIwb948bNq0CQAwf/58xMbGIiQkBAAQFRWF0NBQxMfH4x//+AdKSkqwcuVKzJs3z+p3HwDylnW4XlGNnt7uZrXt7uGKF/8njOGKiIhIJnYNWsePH8fo0aOl5ytWrAAAzJw5E1u3bsUzzzyDyspKLFq0CKWlpRg2bBgOHDgAT09P6T3r169Hly5d8Nhjj6GyshJjx47F1q1b4ezsLLX56KOPsGzZMunuxEmTJhnU7nJ2dsa+ffuwaNEijBgxAu7u7pg2bRpeffVVWb53Vn6JwWbQ1ubj4YoAlRs02iqTYc7HwwUZq8bCtYvxQc3aOoGs/BKTW/gQERFRyxymjlZHYG4djk9zfsHy5ByLzq0A4O3hgpKKlqcad86LgLayGgu3nwBguMbLnI2nU3OLsHZvnkEYDFC5YXVcKEe/iIiow+mUdbQ6Mku3tdGHoxcmhyFA5WayjIMCv1dzjwkLwMYZg6FWGX5WSwve9WvHGo+4abRVWLj9BFJzi4y+j4iIiJqy69RhZzU02Ae3ubugrNK8hfB+nq6YNqw3auoEHr+/F17/8kcoYHykanVcqDTFFxMWgPGharOnAJtbOyb++xlr9+ZhfKia04hERERmYNCyA2cnBZ4c0QfrvzxvVvurN6sN2t7W1QUADO5YVJuY2nN2UiDyzu5mfU5La8cE6jenzsovMfucREREnRmDlp0sHNUXm7/Nx03dby22rWs0xKS9VQMB4Olx/dDH18Nqi9XN3RLIkbcOIiIiciQMWnagX2xuTsgyRj+Nl3ysEOnPjrHaNJ65a8csXWNGRETUWTFo2UBtnUDmhevI+PkaLlytwOe5pvdPNJcc03hDg32aLQuhQP0U5dBgH6t8HhERUUfHoCWz1NwiPJdy2uoV4PWsOY3n7KTA6rhQLNx+wqzF9kRERNQ8lneQUWpuERbIsM1OQxev3bLq+VpbFoKIiIia4oiWTGrrBNbsOSP75yQfK8CSMX2tOsrUmrIQrCJPRETUFIOWTLLyS6Ap18n+Ofp1WkODfawadswtC8Eq8kRERKYxaMmkNWunFABUXV3g1sUZmnLz338wT4MV/86xedjRV5FvvHBeX0WeU41ERNTZcY2WTFq7zc5LjwzEd8+Nwc55EVgy+k6z3vv+dxdtvmVOS1Xkgfoq8rWNi4ARERF1IgxaMhka7AO1l9Ls9g0Xm+un7Z4eH9Ls3oYAYGp2UO6wY0kVeSIios6KQUsmzk4KrJl0d4vt5ozog53zIpD+7Bij2+esjgsFgCZhS/+8uQwlZ9hhFXkiIqKWMWjJKCYsAO/MGCztTdiQd1cXvDNjMJ6PuxuRd3Y3uXC9uXILc0b0MasfcoQdVpEnIiJqGRfDy0xfKkFfGR6onxaMuMN0uDJ1jsZ3FWbll+C97y62+H45wg6ryBMREbWMQcsGnJ0UGNHPFyP6+bbpHI3LLdgz7LCKPBERUcs4ddiOmbOGS86wwyryREREzVMIIXj/vZWUl5dDpVJBq9XCy8vLZp9r76KhrAxPRETtmZy/3wxaVmSvoAVYJ+wwMBERUWck5+8312h1EOZumWOKvUfFiIiIOiKu0bKh2jqBjAvX8WnOL8i4cN1hqqbrt9KxdXV5IiKijo4jWjbiqCNGLW2lo0B9dfnxoWpOIxIREVmII1o24MgjRtxKh4iISD4MWjJz9M2XuZUOERGRfBi0ZJb583WHHjHiVjpERETyYdCSUWpuERZ/dMKstvYaMdJXlze1+kqB+rVk3EqHiIjIcgxaMtGvyyqrrDGrvb1GjOxdXZ6IiKgjY9CSQXPrshpzhBEjbqVDREQkD5Z3kEH2xdJm12U15ggjRjFhARgfqmZleCIiIiti0JLB1ZvmhazburrgpUcGOsyIUVuryxMREZEhBi0Z9Ohm3nqrt6YOxoh+vjL3hoiIiOyFa7RkcKW8Ej4eri3eyRfB0SMiIqIOjSNaMli1OxdOyq5Gj/FOPiIios6DQcvG1A6wvyERERHZBoOWDfh4uOD52Luh9uKdfERERJ0J12jZQElFDa7d0DFkERERdTIMWjby4v6zCH/hIFJzi+zdFSIiIrIRBi0bKrtVgwXbTzBsERERdRIMWnawdm8eauvM2aCHiIiI2jMGLTso0lYhK7/E3t0gIiIimTFo2UnxDfP3QiQiIqL2iUHLTvw8zdumh4iIiNovBi07CFDV19MiIiKijo1Byw64/Q4REVHnwMrwNuTd1QVJjwyUtt+prRPIyi9B8Y0q+HmyajwREVFHw6BlIwlj+2Lp2P5SkErNLcLavXko0v6+KD6A+yASERF1KJw6lFmAyg3vzBiMhPEhBiFr4fYTBiELADTaKixkQVMiIqIOgyNaMnh/5v2ogIvR6cDaOoG1e/NgrFypAKBAfUHT8aFqTiMSERG1cwxaMhh6hw+8vLyMHsvKL2kyktWQwO8FTSPv7C5TD4mIiMgWOHVoY+YWKmVBUyIiovbPoYPWmjVroFAoDB5qtVo6LoTAmjVrEBgYCHd3d4waNQpnzpwxOIdOp8PSpUvh6+sLDw8PTJo0CZcvXzZoU1paivj4eKhUKqhUKsTHx6OsrEyW72RuoVIWNCUiImr/HDpoAcDdd9+NoqIi6XH69Gnp2CuvvILXXnsNGzZswLFjx6BWqzF+/HjcuHFDapOQkIDdu3cjOTkZ6enpuHnzJmJjY1FbWyu1mTZtGnJycpCamorU1FTk5OQgPj5elu8zNNgHASo3mFp9pQALmhIREXUUDr9Gq0uXLgajWHpCCLz++uv461//ikceeQQA8MEHH8Df3x87duzAU089Ba1Wi/feew/btm3DuHHjAADbt29HUFAQvvzyS0RHR+Ps2bNITU1FZmYmhg0bBgDYvHkzIiMjce7cOYSEhFj1+zg7KbA6LhQLt5+AAjBYFK8PX6YKmrLuFhERUfvi8CNa58+fR2BgIIKDg/H444/j559/BgDk5+dDo9EgKipKaqtUKjFy5EgcOXIEAJCdnY2amhqDNoGBgQgLC5PaZGRkQKVSSSELACIiIqBSqaQ2puh0OpSXlxs8zBETFoCNMwZDrTKcHlSr3LBxxmCjdbRSc4vwwMuHMHVzJpYn52Dq5kw88PIhloIgIiJyYA49ojVs2DB8+OGH6N+/P65cuYIXXngBw4cPx5kzZ6DRaAAA/v7+Bu/x9/fHpUuXAAAajQaurq7w9vZu0kb/fo1GAz8/vyaf7efnJ7UxJSkpCWvXrm3Vd4sJC8D4ULVZI1T6uluNS0Lo626ZCmdERERkXw4dtCZMmCD9e+DAgYiMjMSdd96JDz74ABEREQAAhcIwmAghmrzWWOM2xtqbc55Vq1ZhxYoV0vPy8nIEBQU1+56GnJ0ULZZwYN0tIiKi9svhpw4b8vDwwMCBA3H+/Hlp3VbjUafi4mJplEutVqO6uhqlpaXNtrly5UqTz7p69WqT0bLGlEolvLy8DB7WZkndLSIiInIs7Spo6XQ6nD17FgEBAQgODoZarcbBgwel49XV1UhLS8Pw4cMBAOHh4XBxcTFoU1RUhNzcXKlNZGQktFotsrKypDZHjx6FVquV2tgT624RERG1Xw49dbhy5UrExcWhV69eKC4uxgsvvIDy8nLMnDkTCoUCCQkJWLduHfr164d+/fph3bp16Nq1K6ZNmwYAUKlUmDNnDhITE9G9e3f4+Phg5cqVGDhwoHQX4oABAxATE4N58+Zh06ZNAID58+cjNjbW6ncctgbrbhEREbVfDh20Ll++jKlTp+LatWvo0aMHIiIikJmZid69ewMAnnnmGVRWVmLRokUoLS3FsGHDcODAAXh6ekrnWL9+Pbp06YLHHnsMlZWVGDt2LLZu3QpnZ2epzUcffYRly5ZJdydOmjQJGzZssO2XNUFfd0ujrTK6TkuB+rsVWXeLiIjI8SiEEMZ+v6kVysvLoVKpoNVqrbpeS3/XIWC87hbvOiQiImo9uX6/gXa2Rquzak3dLSIiIrI/h546pN9ZUneLiIiIHAODVjtiTt0tIiIichycOiQiIiKSCYMWERERkUwYtIiIiIhkwqBFREREJBMGLSIiIiKZMGgRERERyYRBi4iIiEgmDFpEREREMmHQIiIiIpIJgxYRERGRTBi0iIiIiGTCoEVEREQkEwYtIiIiIpkwaBERERHJhEGLiIiISCYMWkREREQyYdAiIiIikgmDFhEREZFMGLSIiIiIZMKgRURERCQTBi0iIiIimTBoEREREcmEQYuIiIhIJl3s3QEia6mtE8jKL0HxjSr4ebphaLAPnJ0UnebziYjI8TBoUYeQmluEtXvzUKStkl67zd0FT47ogyVj+skeeIx9foDKDavjQhETFiDrZxMRkeNSCCGEvTvRUZSXl0OlUkGr1cLLy8ve3ek0UnOLsHD7CZj6D/m2ri546ZGBsgUeU5+vj3YbZwxm2CIicmBy/n5zjRa1a7V1Amv35pkMWQBQdqsGC7efQGpukU0/X//a2r15qK3j/z9DRNQZMWjZQW2dQMaF6/g05xdkXLjOH+E2yMovMZiuM0VAnsDT0ucLAEXaKmTll1j1c4mIqH3gGi0b41oe6yq+0XLI0tMHnsg7u9v88y3pJxERdRwc0bIh/VqexiMgGm2VbFNbHZ2fp5tF7a0deMz9fEv7SUREHQODlo1wLY88hgb7IEBlfoixduDRf76pexoVqB+xHBrsY9XPJSKi9oFBy0a4lkcezk4KrI4LbbGdXIGn4ec3Dlv656vjQllPi4iok2LQshGu5ZFPTFgA3pkxGLd1dTF6XO7AExMWgI0zBkPdaGRNrXJjaQciok6Oi+FthGt55BUTFoDxoWpsOPQTtnyXj7LKGumY2gY3G+g/n5XhiYioIQYtG9Gv5dFoq4yu01KgPhBwLU/rOTspsHxcPywZ09cugcfZSWHVOxqJiKj9Y9CyEf1anoXbT0ABGIQtruWxLgYeIiJyFFyjZUOdeS0Pi7QSEVFnxBEtG+uMa3lYpJWIiDorbiptRdxUuiluuExERI6Om0pTu8QirURE1NkxaJFsWKSViIg6OwYtkg2LtBIRUWfHoEWyYZFWIiLq7Bi0SDbccJmIiDo7Bi2SDTdcJiKizo5Bi2TVmYu0EhERsWApya4zFmklIiICGLTIRrj/IBERdUacOmzk7bffRnBwMNzc3BAeHo5vv/3W3l0iIiKidopBq4GPP/4YCQkJ+Otf/4qTJ0/iD3/4AyZMmICCggJ7d42IiIjaIe512MCwYcMwePBgbNy4UXptwIABePjhh5GUlNTi+7nXIRERUfsj5+8312j9V3V1NbKzs/Hcc88ZvB4VFYUjR44YfY9Op4NOp5Oea7VaAPUXjIiIiNoH/e+2HGNPDFr/de3aNdTW1sLf39/gdX9/f2g0GqPvSUpKwtq1a5u8HhQUJEsfiYiISD7Xr1+HSqWy6jkZtBpRKAxLDgghmrymt2rVKqxYsUJ6XlZWht69e6OgoMDqF4osU15ejqCgIBQWFnIa1854LRwHr4Xj4LVwLFqtFr169YKPj/V3KmHQ+i9fX184Ozs3Gb0qLi5uMsqlp1QqoVQqm7yuUqn4PxwH4eXlxWvhIHgtHAevhePgtXAsTk7Wv0eQdx3+l6urK8LDw3Hw4EGD1w8ePIjhw4fbqVdERETUnnFEq4EVK1YgPj4eQ4YMQWRkJN59910UFBRgwYIF9u4aERERtUMMWg1MmTIF169fx9/+9jcUFRUhLCwM+/fvR+/evc16v1KpxOrVq41OJ5Jt8Vo4Dl4Lx8Fr4Th4LRyLnNeDdbSIiIiIZMI1WkREREQyYdAiIiIikgmDFhEREZFMGLSIiIiIZMKgZSVvv/02goOD4ebmhvDwcHz77bf27lKH88033yAuLg6BgYFQKBT45JNPDI4LIbBmzRoEBgbC3d0do0aNwpkzZwza6HQ6LF26FL6+vvDw8MCkSZNw+fJlG36LjiEpKQn3338/PD094efnh4cffhjnzp0zaMPrYRsbN27EoEGDpMKXkZGR+Pzzz6XjvA72k5SUBIVCgYSEBOk1Xg/bWLNmDRQKhcFDrVZLx216HQS1WXJysnBxcRGbN28WeXl5Yvny5cLDw0NcunTJ3l3rUPbv3y/++te/il27dgkAYvfu3QbHX3rpJeHp6Sl27dolTp8+LaZMmSICAgJEeXm51GbBggXi9ttvFwcPHhQnTpwQo0ePFvfcc4/47bffbPxt2rfo6GixZcsWkZubK3JycsTEiRNFr169xM2bN6U2vB62sWfPHrFv3z5x7tw5ce7cOfGXv/xFuLi4iNzcXCEEr4O9ZGVliT59+ohBgwaJ5cuXS6/zetjG6tWrxd133y2KioqkR3FxsXTclteBQcsKhg4dKhYsWGDw2l133SWee+45O/Wo42sctOrq6oRarRYvvfSS9FpVVZVQqVTinXfeEUIIUVZWJlxcXERycrLU5pdffhFOTk4iNTXVZn3viIqLiwUAkZaWJoTg9bA3b29v8a9//YvXwU5u3Lgh+vXrJw4ePChGjhwpBS1eD9tZvXq1uOeee4wes/V14NRhG1VXVyM7OxtRUVEGr0dFReHIkSN26lXnk5+fD41GY3AdlEolRo4cKV2H7Oxs1NTUGLQJDAxEWFgYr1UbabVaAJA2ZOX1sI/a2lokJyejoqICkZGRvA52snjxYkycOBHjxo0zeJ3Xw7bOnz+PwMBABAcH4/HHH8fPP/8MwPbXgZXh2+jatWuora1tsvG0v79/kw2qST76v7Wx63Dp0iWpjaurK7y9vZu04bVqPSEEVqxYgQceeABhYWEAeD1s7fTp04iMjERVVRW6deuG3bt3IzQ0VPpB4HWwneTkZJw4cQLHjh1rcoz/u7CdYcOG4cMPP0T//v1x5coVvPDCCxg+fDjOnDlj8+vAoGUlCoXC4LkQoslrJL/WXAdeq7ZZsmQJTp06hfT09CbHeD1sIyQkBDk5OSgrK8OuXbswc+ZMpKWlScd5HWyjsLAQy5cvx4EDB+Dm5mayHa+H/CZMmCD9e+DAgYiMjMSdd96JDz74ABEREQBsdx04ddhGvr6+cHZ2bpJwi4uLm6Rlko/+bpLmroNarUZ1dTVKS0tNtiHLLF26FHv27MHXX3+Nnj17Sq/zetiWq6sr+vbtiyFDhiApKQn33HMP3njjDV4HG8vOzkZxcTHCw8PRpUsXdOnSBWlpafi///s/dOnSRfp78nrYnoeHBwYOHIjz58/b/H8XDFpt5OrqivDwcBw8eNDg9YMHD2L48OF26lXnExwcDLVabXAdqqurkZaWJl2H8PBwuLi4GLQpKipCbm4ur5WFhBBYsmQJUlJScOjQIQQHBxsc5/WwLyEEdDodr4ONjR07FqdPn0ZOTo70GDJkCKZPn46cnBzccccdvB52otPpcPbsWQQEBNj+fxcWLZ0no/TlHd577z2Rl5cnEhIShIeHh7h48aK9u9ah3LhxQ5w8eVKcPHlSABCvvfaaOHnypFRG46WXXhIqlUqkpKSI06dPi6lTpxq9Xbdnz57iyy+/FCdOnBBjxozhbdOtsHDhQqFSqcThw4cNbp++deuW1IbXwzZWrVolvvnmG5Gfny9OnTol/vKXvwgnJydx4MABIQSvg701vOtQCF4PW0lMTBSHDx8WP//8s8jMzBSxsbHC09NT+l225XVg0LKSt956S/Tu3Vu4urqKwYMHS7e5k/V8/fXXAkCTx8yZM4UQ9bfsrl69WqjVaqFUKsWDDz4oTp8+bXCOyspKsWTJEuHj4yPc3d1FbGysKCgosMO3ad+MXQcAYsuWLVIbXg/bmD17tvR/e3r06CHGjh0rhSwheB3srXHQ4vWwDX1dLBcXFxEYGCgeeeQRcebMGem4La+DQgghWj0WR0REREQmcY0WERERkUwYtIiIiIhkwqBFREREJBMGLSIiIiKZMGgRERERyYRBi4iIiEgmDFpEREREMmHQIiKrGTVqFBISEuzdDTLh8OHDUCgUKCsrs3dXiDoNBi0iMmnWrFlQKBRYsGBBk2OLFi2CQqHArFmzpNdSUlLw97//3ap92Lp1K2677TarnrOxgQMHYu7cuUaP7dy5Ey4uLrhy5YqsfTDm8uXLcHV1xV133WXxe42F3uHDh6OoqAgqlcpKPSSiljBoEVGzgoKCkJycjMrKSum1qqoq7Ny5E7169TJo6+PjA09PT1t3sc3mzJmDf//737h161aTY++//z5iY2Ph7+9v8Xlramra1K+tW7fisccew61bt/Ddd9+16VwA4OrqCrVaDYVC0eZzEZF5GLSIqFmDBw9Gr169kJKSIr2WkpKCoKAg3HfffQZtG4+i9OnTB+vWrcPs2bPh6emJXr164d1335WOG5vKysnJgUKhwMWLF3H48GE8+eST0Gq1UCgUUCgUWLNmDQCguroazzzzDG6//XZ4eHhg2LBhOHz4sHSeS5cuIS4uDt7e3vDw8MDdd9+N/fv3G/2O8fHx0Ol0+M9//mPwekFBAQ4dOoQ5c+YAAPbu3Yvw8HC4ubnhjjvuwNq1a/Hbb79J7RUKBd555x1MnjwZHh4eeOGFF9C3b1+8+uqrBufNzc2Fk5MTLly4YPLvLoTAli1bEB8fj2nTpuG9995r0ua7777DyJEj0bVrV3h7eyM6OhqlpaWYNWsW0tLS8MYbb0h/N/3fU//31mq1cHd3R2pqqsE5U1JS4OHhgZs3bwIAfvnlF0yZMgXe3t7o3r07Jk+ejIsXL5rsNxEZYtAiohY9+eST2LJli/T8/fffx+zZs8167z//+U8MGTIEJ0+exKJFi7Bw4UL88MMPZr13+PDheP311+Hl5YWioiIUFRVh5cqVUp++++47JCcn49SpU3j00UcRExOD8+fPAwAWL14MnU6Hb775BqdPn8bLL7+Mbt26Gf0cfYBo+B0BYMuWLfD398eECRPwxRdfYMaMGVi2bBny8vKwadMmbN26FS+++KLBe1avXo3Jkyfj9OnTmD17NmbPnt3kvO+//z7+8Ic/4M477zT53b/++mvcunUL48aNQ3x8PP7973/jxo0b0vGcnByMHTsWd999NzIyMpCeno64uDjU1tbijTfeQGRkJObNmyf93YKCggzOr1KpMHHiRHz00UcGr+/YsQOTJ09Gt27dcOvWLYwePRrdunXDN998g/T0dHTr1g0xMTGorq422XciaqBt+2MTUUc2c+ZMMXnyZHH16lWhVCpFfn6+uHjxonBzcxNXr14VkydPFjNnzpTajxw5Uixfvlx63rt3bzFjxgzpeV1dnfDz8xMbN24UQgjx9ddfCwCitLRUanPy5EkBQOTn5wshhNiyZYtQqVQG/frpp5+EQqEQv/zyi8HrY8eOFatWrRJCCDFw4ECxZs0as7/r559/LhQKhbhw4YLU1z59+kjn+8Mf/iDWrVtn8J5t27aJgIAA6TkAkZCQYNDm119/Fc7OzuLo0aNCCCGqq6tFjx49xNatW5vtz7Rp0wzOdc8994jNmzdLz6dOnSpGjBhh8v2Nr4UQTf/eKSkpolu3bqKiokIIIYRWqxVubm5i3759Qggh3nvvPRESEiLq6uqkc+h0OuHu7i6++OKLZvtPRPU4okVELfL19cXEiRPxwQcfYMuWLZg4cSJ8fX3Neu+gQYOkfysUCqjVahQXF7epPydOnIAQAv3790e3bt2kR1pamjQdt2zZMrzwwgsYMWIEVq9ejVOnTjV7zqioKPTs2VMafTp06BAuXryIJ598EgCQnZ2Nv/3tbwafpx8xari2a8iQIQbnDQgIwMSJE/H+++8DAD777DNUVVXh0UcfNdmXsrIypKSkYMaMGdJrM2bMkM4B/D6i1RYTJ05Ely5dsGfPHgDArl274OnpiaioKOk7//TTT/D09JS+s4+PD6qqqpqd9iSi33WxdweIqH2YPXs2lixZAgB46623zH6fi4uLwXOFQoG6ujoAgJNT/f+vJ4SQjpuzgLyurg7Ozs7Izs6Gs7OzwTH99ODcuXMRHR2Nffv24cCBA0hKSsI///lPLF261Og5nZycMGvWLGzduhVr167Fli1b8OCDD6Jfv37SZ65duxaPPPJIk/e6ublJ//bw8GhyfO7cuYiPj8f69euxZcsWTJkyBV27djX5/Xbs2IGqqioMGzZMek0Igbq6OuTl5SE0NBTu7u7N/IXM4+rqij/96U/YsWMHHn/8cezYsQNTpkxBly71Pw11dXUIDw9vMr0IAD169Gjz5xN1BhzRIiKz6NflVFdXIzo62irn1P9YFxUVSa/l5OQYtHF1dUVtba3Ba/fddx9qa2tRXFyMvn37GjzUarXULigoCAsWLEBKSgoSExOxefPmZvvz5JNP4vLly0hJSUFKSoq0CB6ovyng3LlzTT6vb9++UmA05aGHHoKHhwc2btyIzz//vMX1be+99x4SExORk5MjPb7//nuMHj1aGtUaNGgQvvrqK5PnMPZ3M2b69OlITU3FmTNn8PXXX2P69OkG3/n8+fPw8/Nr8p1ZIoLIPAxaRGQWZ2dnnD17FmfPnm0yitRaffv2RVBQENasWYMff/wR+/btwz//+U+DNn369MHNmzfx1Vdf4dq1a7h16xb69++P6dOn44knnkBKSgry8/Nx7NgxvPzyy9KdhQkJCfjiiy+Qn5+PEydO4NChQxgwYECz/QkODsaYMWMwf/58uLi44E9/+pN07H//93/x4YcfYs2aNThz5gzOnj2Ljz/+GP/v//2/Fr+ns7MzZs2ahVWrVqFv376IjIw02TYnJwcnTpzA3LlzERYWZvCYOnUqPvzwQ9TU1GDVqlU4duwYFi1ahFOnTuGHH37Axo0bce3aNenvdvToUVy8eBHXrl2TRhEbGzlyJPz9/TF9+nT06dMHERER0rHp06fD19cXkydPxrfffov8/HykpaVh+fLluHz5covfm4gYtIjIAl5eXvDy8rLa+VxcXLBz50788MMPuOeee/Dyyy/jhRdeMGgzfPhwLFiwAFOmTEGPHj3wyiuvAKi/I/CJJ55AYmIiQkJCMGnSJBw9elS6u662thaLFy/GgAEDEBMTg5CQELz99tst9mnOnDkoLS3F448/bjC9Fx0djc8++wwHDx7E/fffj4iICLz22mvo3bu3Wd91zpw5qK6uNms0KzQ01GiR0ocffhglJSXYu3cv+vfvjwMHDuD777/H0KFDERkZiU8//VSa9lu5ciWcnZ0RGhqKHj16oKCgwOjnKRQKTJ06Fd9//73BaBYAdO3aFd988w169eqFRx55BAMGDMDs2bNRWVlp1f8OiDoyhWi4OIKIiGTx3XffYdSoUbh8+XKrip8SUfvEoEVEJCOdTofCwkLMnz8fAQEBRheWE1HHxalDIiIZ7dy5EyEhIdBqtdK0JxF1HhzRIiIiIpIJR7SIiIiIZMKgRURERCQTBi0iIiIimTBoEREREcmEQYuIiIhIJgxaRERERDJh0CIiIiKSCYMWERERkUwYtIiIiIhk8v8DBoxZPDix/KcAAAAASUVORK5CYII=\n", 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "# your code here" + "# your code here\n", + "\n", + "plot_list = [\"Minutes Lightly Active\", \"Minutes Very Active\", \"Minutes Sedentary\"]\n", + "\n", + "for plot in plot_list:\n", + " steps_per_month = fitbit.groupby(plot).agg({\"Steps\":\"median\"}).reset_index()\n", + " plt.scatter(steps_per_month[plot],steps_per_month[\"Steps\"])\n", + " plt.xlabel(plot)\n", + " plt.ylabel(\"Median of Steps\")\n", + " plt.xlim(0,500)\n", + " plt.ylim(0,30000)\n", + " plt.show()\n" ] }, { @@ -211,13 +636,159 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 17, "metadata": { "scrolled": true }, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
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PassengerIdSurvivedPclassNameGenderAgeSibSpParchTicketFareCabinEmbarked
010.03Braund, Mr. Owen Harrismale22.010A/5 211717.2500U0S
121.01Cumings, Mrs. John Bradley (Florence Briggs Th...female38.010PC 1759971.2833C85C
231.03Heikkinen, Miss. Lainafemale26.000STON/O2. 31012827.9250U0S
341.01Futrelle, Mrs. Jacques Heath (Lily May Peel)female35.01011380353.1000C123S
450.03Allen, Mr. William Henrymale35.0003734508.0500U0S
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" + ], + "text/plain": [ + " PassengerId Survived Pclass \\\n", + "0 1 0.0 3 \n", + "1 2 1.0 1 \n", + "2 3 1.0 3 \n", + "3 4 1.0 1 \n", + "4 5 0.0 3 \n", + "\n", + " Name Gender Age SibSp \\\n", + "0 Braund, Mr. Owen Harris male 22.0 1 \n", + "1 Cumings, Mrs. John Bradley (Florence Briggs Th... female 38.0 1 \n", + "2 Heikkinen, Miss. Laina female 26.0 0 \n", + "3 Futrelle, Mrs. Jacques Heath (Lily May Peel) female 35.0 1 \n", + "4 Allen, Mr. William Henry male 35.0 0 \n", + "\n", + " Parch Ticket Fare Cabin Embarked \n", + "0 0 A/5 21171 7.2500 U0 S \n", + "1 0 PC 17599 71.2833 C85 C \n", + "2 0 STON/O2. 3101282 7.9250 U0 S \n", + "3 0 113803 53.1000 C123 S \n", + "4 0 373450 8.0500 U0 S " + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "# your code here" + "# your code here\n", + "\n", + "titanic = pd.read_csv(\"titanic.csv\")\n", + "titanic.head()" ] }, { @@ -229,11 +800,36 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 18, "metadata": {}, - "outputs": [], + "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": 18, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "# your code here" + "# your code here\n", + "\n", + "titanic.dtypes" ] }, { @@ -246,22 +842,351 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 19, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
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PassengerIdSurvivedPclassAgeSibSpParchFare
010.0322.000000107.2500
121.0138.0000001071.2833
231.0326.000000007.9250
341.0135.0000001053.1000
450.0335.000000008.0500
........................
13041305NaN329.513190008.0500
13051306NaN139.00000000108.9000
13061307NaN338.500000007.2500
13071308NaN329.513190008.0500
13081309NaN325.3154351122.3583
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" + ], + "text/plain": [ + " PassengerId Survived Pclass Age SibSp Parch Fare\n", + "0 1 0.0 3 22.000000 1 0 7.2500\n", + "1 2 1.0 1 38.000000 1 0 71.2833\n", + "2 3 1.0 3 26.000000 0 0 7.9250\n", + "3 4 1.0 1 35.000000 1 0 53.1000\n", + "4 5 0.0 3 35.000000 0 0 8.0500\n", + "... ... ... ... ... ... ... ...\n", + "1304 1305 NaN 3 29.513190 0 0 8.0500\n", + "1305 1306 NaN 1 39.000000 0 0 108.9000\n", + "1306 1307 NaN 3 38.500000 0 0 7.2500\n", + "1307 1308 NaN 3 29.513190 0 0 8.0500\n", + "1308 1309 NaN 3 25.315435 1 1 22.3583\n", + "\n", + "[1309 rows x 7 columns]" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "# NUMERICAL VARIABLES\n", - "# your code here" + "# your code here\n", + "\n", + "titanic.select_dtypes(include=['float64', 'int64'])" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 20, "metadata": {}, - "outputs": [], + "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
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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": 20, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "# CATEGORICAL VARIABLES\n", - "# your code here" + "# your code here\n", + "\n", + "titanic.select_dtypes(include=['object'])" ] }, { @@ -274,11 +1199,43 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 21, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "
" + ] + }, + "execution_count": 21, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# your code here\n", + "\n", + "plt.style.use('classic') \n", + "plt.figure(figsize=(12, 6))" + ] + }, + { + "cell_type": "code", + "execution_count": 23, "metadata": {}, "outputs": [], "source": [ - "# your code here" + "sns.set_style(\"whitegrid\") #is that equivalent?" ] }, { @@ -290,11 +1247,27 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 27, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "# your code here" + "# your code here\n", + "\n", + "plt.hist(titanic[\"Age\"])\n", + "plt.xlabel(\"Age\")\n", + "plt.ylabel(\"Number of Passengers\")\n", + "plt.show()" ] }, { @@ -306,11 +1279,39 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 29, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "# your code here" + "# your code here\n", + "\n", + "plot_options, (chart_1, chart_2, chart_3) = plt.subplots(nrows=1, ncols=3, figsize=(12, 6))\n", + "\n", + "chart_1.hist(titanic[\"Age\"], bins=10)\n", + "chart_1.set_xlabel(\"Age\")\n", + "chart_1.set_ylabel(\"Number of Passengers\")\n", + "chart_1.set_ylim(0,350)\n", + "\n", + "chart_2.hist(titanic[\"Age\"], bins=20)\n", + "chart_2.set_xlabel(\"Age\")\n", + "chart_2.set_ylim(0,350)\n", + "\n", + "chart_3.hist(titanic[\"Age\"], bins=50)\n", + "chart_3.set_xlabel(\"Age\")\n", + "chart_3.set_ylim(0,350)\n", + "\n", + "plt.show()" ] }, { @@ -327,7 +1328,7 @@ "outputs": [], "source": [ "\"\"\"\n", - "your comments here\n", + "The bin size affects the frequency distribution and thus the kurtosis of the charts\n", "\"\"\"" ] }, @@ -340,11 +1341,42 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 30, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\arigo\\AppData\\Local\\Temp\\ipykernel_12568\\2879321647.py:3: UserWarning: \n", + "\n", + "`distplot` is a deprecated function and will be removed in seaborn v0.14.0.\n", + "\n", + "Please adapt your code to use either `displot` (a figure-level function with\n", + "similar flexibility) or `histplot` (an axes-level function for histograms).\n", + "\n", + "For a guide to updating your code to use the new functions, please see\n", + "https://gist.github.com/mwaskom/de44147ed2974457ad6372750bbe5751\n", + "\n", + " sns.distplot(titanic[\"Age\"])\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "# your code here" + "# your code here\n", + "\n", + "sns.histplot(titanic[\"Age\"])\n", + "plt.show()" ] }, { @@ -357,22 +1389,69 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 31, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0, 0.5, 'number of passengers')" + ] + }, + "execution_count": 31, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "# Method 1 - matplotlib\n", - "# your code here" + "# your code here\n", + "\n", + "titanic[\"Gender\"].value_counts().plot(kind='bar')\n", + "plt.ylabel(\"number of passengers\")" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 32, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 32, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "# Method 2 - seaborn\n", - "# your code here" + "# your code here\n", + "\n", + "sns.countplot(x=titanic[\"Gender\"])" ] }, { @@ -384,11 +1463,34 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 33, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 33, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "# your code here" + "# your code here\n", + "\n", + "sns.countplot(x=titanic[\"Pclass\"])" ] }, { @@ -400,11 +1502,34 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 34, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 34, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "# your code here" + "# your code here\n", + "\n", + "sns.boxplot(x=titanic[\"Age\"])" ] }, { @@ -414,7 +1539,7 @@ "outputs": [], "source": [ "\"\"\"\n", - "your comments here\n", + "The box plots captures the main attributes of data's distribution, including the skewness, presence of outliers and variance\n", "\"\"\"" ] }, @@ -432,7 +1557,7 @@ "outputs": [], "source": [ "\"\"\"\n", - "your comments here\n", + "Most of the passengers where between 20-40, only a few outliers are present at >60\n", "\"\"\"" ] }, @@ -445,11 +1570,34 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 35, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 35, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "# your code here" + "# your code here\n", + "\n", + "sns.violinplot(x=titanic[\"Age\"])" ] }, { @@ -466,7 +1614,7 @@ "outputs": [], "source": [ "\"\"\"\n", - "your comments here\n", + "The violin plot shows the appearence of the most common age values by varying the thickness. Negative ages??\n", "\"\"\"" ] }, @@ -480,22 +1628,61 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 36, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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LAECNSR/66upqAEC4+qcbtZhpCshURITM6ixeLEHNkSPmj5eUWK/XiY42P9eZM+4pEbe1kakn1g+R9ygrAxYtkpTqokXyexAR4elREZEneE3A07NnT9TW1qK2thah//1TXK/XAwBiY2NRUFCAq666CgBQUFCA7t27IzjY8eGfOnWKVV02VFRUoLCw0PBzWFgYQkJCoNPpUF1djejoKzBjRjBiYoC//U1BREQdCgulTj0qKgqZme1RVSWzcOp6nWHDFAQHV6CsrMzmMZmZCqZMkcdNWb62M6KiolBY2B7ffRdgZ/2Q7dd05tqQkS9cG/V3b9OmAMN9t97q/O+BM3zhungKr419vDa2NTQ0tOr5vCbguemmmxAbG4tVq1ZhyZIlOHXqFN577z3Mnz8fJ0+exLp16xAfHw+9Xo8NGzZgwoQJTp3/6quvRlBQkGsG78MKCwsRFxcHwFjC+/HHxtRTWZmktaZOBdq2DUBISFtERcUZnm9Z/p2YCERHByAyMhKRkZE2j0lNNX/c1mvHxjqfgoqLkwaJluNZvhy4917r13Tm2pA5X7k2jvzutSZfuS6ewGtjH6+NbXq9HsXFxa12Pq8JeEJCQrBp0yasXLkSt9xyC4KDg3HnnXdi2rRp0Ol0WLNmDSZMmIC6ujqMGzcO8+bN8/SQNce0hHfmTGD16qZTUaZrf0aPljUSlsuqHCkRb43y4fBw6feTmwvs3i2vVVcnaQyWpfsnticgIpXXBDyAzMKsX7/e6v62bdti6dKlWLp0qQdG5T9MS3jVMnLLkl7LNT721v44e4wjr9WU0FD5iox0/rmkTY787hGRf+CiFjIwLeE9csTxkt6aGlmYfOIEcPo0sHGj/Gyyztyp1/aF8mH1PTfnvTb3/K5+TSLyPvzvvvV41QwPeZbl9L9peXlj6YCSEqmAWbYMuPba5qWlfC314OoOvpbnLyyU/9GxazCRf2G38NbDGR4ysOxOrHZQbqpbcWampMD27m1+V1tf64zs6g6+WVmyceuqVXJbWMiuwUT+iP/dtx4GPGTFVorq9GmgstL28ampkgIbNcq30lIt4eoU3OTJEux07Ci3PXo0/Zqc+ibSHl9L93szprTISmMpKltN2zp0kEqoujrfSku1hKtTcBUV5g0U8/OBTp0af01OfRNpj6+l+70ZZ3jIir0U1c6dto9X01HduvlWWqolXJ2Cs9yANTNTyv0be01OfRNpj6+l+70ZAx6yYi9FNWaM7eNNUymnT8tWFG+8IbfNrdpqTb6Y6mnONDanvomI7GNKi6zYS1HZ23jRMpWSkyMdmouKrNMynkix+GKqpznT2Jz6JiKyjzM8ZEbd4iE3Vz4wu3Qxr9qyxTKVkp0NDB3asqqt1uSLqZ7mTGNz6puIyD7O8JCZ5syGTJwIdO4MNDRIymjKFOCbb4wpMeM+Ru55D5as91PyzDiIiMhzOMNDZmzNhtTX218DU1MDBAUBN9wAFBcD48bJ2p3rrpPZofx8ICNDbu2lWBpbY9Ma62/UVI+tcXhqfY8vrisiIvJlnOEhM7ZmQ8rL7c/6VFUBly6Zr9X5+WdgyRJZB+TIPkaNzSq1xvqbxvZT8tT6Hl9cV0RE5Ms4w0NmbM2G/PSTBDBTpwI6nfkamMJC67U6e/YYNx91RGNrbHJz5TVtPdYaPLW+xxfXFRER+TIGPGTGcuErAPTpY+z4u2ePzPqoi5uvusq6fD0pybj5qCMsy6lTUuTcGzcCffvKawYHO77+prLSWA5fVtZ4abynSrlZQk5E5F5MaVGjSkok4DFNvXTuDFy4ILM4H30EDBwoMzG7d8sHd1CQpLMcLYs2LadOTJRqsG7dJJUWHg7k5cljPXoA7do1fb7SUhlzWhpw222Nl8Z7qpSbJeRERO7FGR5qlK3US3Cw3JaXA6NHAwsWAG3bAtOmAW3ayGJlZ8qi1VmlUaNkBmbbNjm3+po7d0qwsnixPObomBMSmi6N91QpN0vIiYjciwEPNcpe6sX0/jlzpEnh++8D1dUSrDhbdVRTI8FSYaH1a44aBbzwArBjh6S7HB1zTg5TR0REJJjSokbZS72o9+fmAr16mae9cnKA6GjnZi3U1JlOJ2t2TF+zXTsgORl47jnHUj/R0fL8o0eByEgZT3a2pMscSYkREZH2MOChRtkr6Vbv79pVFgRbdloeNsy5dSmmqbOkJGDXLvPXnDXL8XNFRMhX167A66/LuRISJCWWnOzcuYiISBuY0iK71GqnjAy5ray0fZxl2igxEYiLM5aTN0Wnk1SVeo6QEKBfv+aPu6ZGxvvZZxLg7NgBPP647ZQYGwASEfkHzvCQXWq1k2mFk639tEzTXqNHA+3bS++e3r0da6ZXXCzPV1NPaWktq1qyTI/l5QFZWbarodgAkIjIP3CGh+yyrNDaudP2cWp6a/Jk4Nw5qdpKTHSu8WBSkqScLl6UdUEtqVrKypKg6S9/AV59Vc6Xlma7GooNAImI/ANneMigslJmdTIzgTvvtN5mYswY289TmxBmZkrfm0cfld48EyfaPkadaVGDj9RUSWNt2SJpp/x8++e3fK4tkycDt94qJekrVkjTxIYG28dyY1EiIv/AgIcMTFNYjz0GnDghwcfOnRIIREbafp5lWigvTxYJV1dLsBIa2njqqKkmfM6mnSoqrJsNdupk+1g2ACQi8g9MaZGBaXqnpERmXKKiZKHv1q3y1dTzqqqATz8FvvtOgqeSEtvHmKaOmmrC52zaKSvL+viQENvHsgEgEZF/YMBDBrb2tGrTBjh/HujZExg/3vbzpk0Dvv3W2CcnMRE4eNA8OHGkAaC9iilnmwey2SAREVliwEMGasO+jAxJS4WHS1oqNlb2zlJTVKYqK2WDzpwcYMoUSYOdOgVs324ebNjahd2SmrqaM0dui4rkvqiopp9rypHXckZrl65ruRTe0VYGLaHl60dErsM1PGQQEQEoCnDHHcC77wKTJskHVmObb9oqXU9IADZsMF8TY6+BoSlbqavycmDGjKafa8qR13JGa5euO3I+ZxdqewtHWxm0BFsJEFFzcIbHz3Xu3Nns5+PHZa1OeTlw9mzTm2/aKl2vrweGDHF+TYxlKio5WbatyM1t5ptrJabvUadr+XgcWZNkOdulroXydo62MmjN12ArASJyBAMeP6WmHjZtCjFLPcTFyWadR44AV14p3ze2HsYySBkzBvjxR0mDOcs0FXX0qKSyioqAvn2NaYum0hmOpDucTYmo7zE4WBoZ9u3bsnSKI2uMfPVD3dbvg6tfg2u0iMgRTGn5KWPqIcAs9aB+sK9cCdTWSuCSmwvs3m27bLtdO+vNOX/7WzmHs9RU1O9/L+uCunWTmSbTtEVT6QxH0h3OpkRMN0rt3ds6ZeNsOsWRUnhf7Q+krgPbuVOCnaio1n8NthIgoubgDI+fspd6CA2VfjtxcRJwqN/bK9vets3YIXnxYkmHtWvXsvUmQUGyNYWtGY6mZj7ULstPPy1BW1FR0++9qdkTNRAbOVJmntQ9wpo78+JIKXxrL7x2F3XT1jlz5La11+8AbCVARM3DGR4/ZauLsk4n+1qpfzlHRclMS2MLZ1NSgH/9S75v21aOq6+Xr5ISoK5OZnuysuTY+nopdbc8V02NBE1ZWbLNxKBBxlmjkBDjDIe6yai9mQ+1y3JQkLxOVpbMUll2dnZm9sR0AXFKiqS1kpLMx9XaWnvhtb/y1cXfRNT6GPD4KctUVPv2EuxYpnoWLQI2bbKfvomKAlavlg+Ue+6RGaGaGklFLVoELFsGXHut8Zw5OcDSpTIDY5mKMk0V5eQA118P7NolO6erMxzt21un0ExVVABPPimv279/8zo7W7KVArMcF3knVnQRkYopLT9lmYo6flxmQ8aPBz76CPjiC5mdmTwZmD4dWLLEdnWSGqjMnSu3ly7JjE5urgQcllVe2dlS9m6ZarJMM+3dCxQWShrJNG2xf7+MRR33tm3m58nKAuLjG68uczYlYisFZjku8k6+uvibiFofZ3j8VEoK8Mc/yvYR4eHA+vVAjx6SqmloME9D3XKLrM3p29f4l7Jqzx7zD5Tdu6Wyq29foEsXCQgsU2fBwbL9hGmqyVaKLSZGzmuZUpo3z5hSeu458/eVmmqcWWqtRb++uoDY27kj3cR/OyJScYbHT6nVNK+9piA/Xz4MKiqAJ56QdTZ9+sjC0z59ZB1PdrZ8X1pqfh51TQ1g7J3z+ONybHS0LFrNyzMuvm3fXoIhy/4yaprplVckZZWfb3wt0540ffrI165dthfzdugg6bLg4NZb9OurC4i9nTt6DfHfjohUDHj8lFpNY5rWsZcO2rNHuifbaiRXXy/pK/UDpa4O+OQT47G//CKzQ4MHy/Hbtsn6HvXcaoohNFTOo6aqkpKMr+VMSklNV3Xr1nqVPKwKcg13pJv4b0dEKgY8fu7UqVOG71NSpOGgZbPBpCTZDNRWI7noaElNTZ0qAUtICHDsmPwlPWoU8PzzMmsUGSnps9tus980rm9f4Kmn5LiQEONrWc4i2UtLqA0FX39dZqVcvacTtQwbCBKROzHgIYPoaGM6yDQNFR0tqar8fOtGckFBMitzxRUS4PTpA+j1solop07G53XqJM+NjbWfYjCm2cxfS63MUtNdlpVZKjVFsmuXVJyZLqYuK3PBBaMWYbqJiNyJAQ8ZBAXJTEx0tAQwM2ZICfn990swERpq3UiustJ2E8OICDnXrFmSSoiMBO67T27tpRjKymTBcVGR3KpBimVFmWVllkodR0KCdVrOFXs6Ucsw3URE7sSAhwxKSqTnzvnzwIULwHffyWzNww8D48bJZqKWIiLM95qaOROYNk0qvZyVlSXbWQBym5Ul30+YANx4o8zuhIcDU6bYfr46joMHrdNyrtjTiYiIfAcDHjIID5fA5quvZPHxkCHACy9IeflXX8nMj+VamIAAST3l5cnandWrZQ3OuXNyrDObdE6eDKxaBXTsKLeTJ8tzqqulRP2ZZ2RN0Natts+npkiSk42pMzU9FhkJvPFG8zf8bE3Obl7q6fP6Ml4TIlKxDw8ZVFaadzsuLJSKKsuOxaZprdpa2ZIiIsL6+fn5wIcfAn/4g2NdbisqgAEDzF//8mXrDsy7dgELFlifT02RzJolP0dGSsnz5ctStVVS4h3ddl3V/Zddha3xmhCRijM8ZJCVZb7u5eRJoKBAOhtPnSqBjWXpcGGhrLkJDLR+/s6dwMCBxp+zshr/i9vy+YWF1uuDsrONJfKOljG//76xx4s6Dk9yVTk2uwpb4zUhIhUDHjIwLf+OjAR69pRScTXFtGePcXNQVc+ekkrat8+6fHzMGODAAePPEyY03mzOskw5Ls76nImJxhJ5R8uYTc8bGSmpstOnJeg6eVJmsdyZ6nBVOTbLvK3xmhCRigEPGahl4a+8ImtyysslnTR/vqSa+vSRD40LF4zPKSuT+9Xyc9My46go+YBRy8kjIhr/i9uyTDk4WNYFqSXpanm7+lqOljGbnveXXyR1pnaSjo+XEnZ1TO7gqnJslnlb4zUhIhXX8JBBXZ0EGbfdJumkH3+0TlFduiQzPuo6maNHpSLrjjukqqtTJyk/DwwE3nxTApqEBCknT08339soMhKYONH4+qZlygDw008S6ACyc/rRo8CIEcbXdpTleTdutE6TDRvmvg9Dy/F4+3l9Ga8JEak4w0MAJKUTECC3X30FdO8uKSnTdMDIkcDPP0tKSF2H07cv8OuvkvKKiZEvNT00ejSwY4fsrbVjhxyr/sW9caMEVdXV1ut51HU++/YBK1bITMzTT8vzW4NlmiMxUdJn1HKsiiIib+X0DE9JSQk6cF5Yc6qqZPZGrZL63/+VgCQ/37ibdV0dsHatMSVUVSV9d1avNq+uUjcj7dTJ/PnqbthqJdWZM9ZVXV27WlfW5OZKKsp0l/aWUIOuzEwJyqKiZCsLajlWRRGRt3Johqeurg5r1qzBoEGDMHLkSJw8eRITJ07EWVud6MgnFRaadycuL5eOxu3aGTvhdusmwYJpNVV8vO11Ob/+KiXrnTrZ76SbmyuVX6bPA6zPt3u3MVhqDaZpjrg4Sa2xy2/rYFUUEXkrhwKetWvX4siRI3j99dcREhKCLl26oHfv3njyySddPT5yk7g461RPSopUZFluwGl63JEjtithQkOB996TknXTtIZpyqNvX6n8Cg42Pu/yZdmslJU1vsmZqiimv4jInRxKaWVmZuKjjz5CTEwMAKBt27ZYvnw5RowY4dLBketdeeWVAGQmJyhIKqKys+WDKiICuOYame0xbTpomhJKTZUZEvV5ycm2n6emNWylPHbtAvr1k+d16yadlHNygM8/N6bCyDdY/m409m/H9BcRuZNDMzx6vR4h/13koCiK4bZNmzauGxm5VGWlzNq8+WYQTp+WmZwPPwT++U/guusk+PngA5nlWbUKSEszNuwzTQmFh8tWEurmngcOSCqsvFyOtUxr2Ep5jBwp5/vgA1lA/MMPMo7Bg7mppK9xZkNQpr+IyJ0cCniGDx+OJ554AkVFRQgICEB1dTVWrVqFm2++udUHVFVVheTkZGzcuBGArB9atmwZhg0bhqFDh2Lt2rVoaM7OlGSmtFQWDM+dG4A+feTnqVOB228HDh+WNNOkSbb3tjp9WtJcly/LccnJxmqs7dutmwWmpspanZoa2fhz5kzzNJZKfb2YGBlHjx6Nvwc1aLNMuXk7pnIEmwISkTs5FPAsXrwYNTU1GD58OMrLyzF48GCcP38eixYtavUBPfXUUzh58qTh55deeglHjx5FVlYWPvnkE3z11Vf4xz/+0eqv629s/XWt10u11fz5wGOPSUAzYADw4IOAulyrvl5mX+bOlfQTIFVO6kadq1cD7dtLSsq02ZtOJzNAW7fKMceOWTeCU19PbXR4+XLj78EYtMltWVmrXyaXaKzbtD9hU0AicieHAp7IyEhs2LABX3/9NbZs2YLPP/8cGRkZiI6ObtXBZGZm4tdff8WgQYMM923fvh3p6emIiYlBly5dkJ6ejs2bN7fq6/ojW39d//CDMQjq00dSWDqdrLFZtkxSV6WlMhMTHCxpq4sX5ba+Hvj974G2bWW7icWLZbd1Na2hdmSeM0du27SxTnlY7qXVVIrDMmjbubM1r5DrMJUjnEl/ERG1lEOLlj/66COznwsKCgAAbdq0QUxMDG644QZEmG6h3QxnzpzBM888g7feeguLFy8GAJSXl6OoqAi9evUyHNejRw+cOHECOp3OsK6InKduI7Fzp4IxYwIQHS1VU2oX5CNHgHvuAZ5/HujVS8rPTfvi3HGHBDfBwdK/p2tX4Isv5Lh9+2Q9jmkzP1vByZw55mMy7cLsSIrD8vgxY1rv+riSs++TiIhazqGA5/3338fBgwcRGxuLK6+8EufPn8f58+dx5ZVXorq6Gg0NDXjttdcwYMCAZg1Cr9fjT3/6ExYuXIirr77acH/Vfz8hw8LCDPeFhYVBURTU1NQw4GmBoCBJIUyfLt8HB5sGQRI8REVJ0PP++9Z9cR5/XNbYVFXJ87ZuBUaNkvMA8tzqallX07at7eBEp5N9rNSKHjU15kiFD2B7vL5AfZ/OjrumRtJflo0ciYioaQ4FPL169cLNN9+MBx54AAEBAQCA1157DWfOnMGyZcuwadMmrFq1qtmppvXr16NLly4YP3682f1qoFNjsqqzuroaABDeWm13/ZSxJDgA4eGSmiotBT76CBg4UNbgXHedpKaWLbOekVDLh9UNRtXH8vLkOZs2GUuNQ0MlEMrLkw/rMWMkWCkutl2W7Oi+RxER8mU5U+TtysqARYtkNmzRItk2w5EJUpZxExE1n0MBT3Z2Nr766itDsAMA9913H4YPH45ly5bhrrvuwvPPP9/sQezYsQMXLlzAkCFDAMjMzk8//YTvv/8esbGxKCgowFVXXQVA0mndu3dHcLBDQzc4deoUAgO5dRgAREVFISurPdLSApCQABw8CJSVKcjKAr78MgDl5fJhnJUlzQN//3sJgD77TLZiqKtTUF+vR1VVFbKy2qOqSn4vdDrZ4DM9Xbosb98OZGYqGDIE+O1vA7B6NTB0KFBSoqBjRx0yM0MMz5W1LAqmT69GfX29Yaw6nc4Q5NoTFhaGkJAQq2NN7wdg85jGVFRUoLCw0Oq11GC7qqrK4XOpoqKikJnZHps2Gf9buvVWBVOmVKCskVXX6vMsr1dTz3MVW9dGZe/fo6XH+oLGrou/47Wxj9fGtlavyFYcMGLECGX//v1m9x08eFAZPny4oiiKcv78eeXmm2925FQOufvuu5WMjAxFURTlr3/9qzJ16lSlqKhIOXfunDJ+/Hjl5Zdfdvhc9fX1yr59+5T6+vpWG58WlJUpyrFjivLKK3J7+bKilJYqyvnzinLggKIUFcnPkZGKEhysKDNnKkpJiaKsW6cop0/LOWprFeXUKUUJD5djPv9cfn71VTnn55/LsRcvyjGA3KrPP33a+v6LFxUlI0PO8+uvcl91tf33UV0tx2RkmB+r3r9xo7zXU6esj2nKyZMnrV5LPc+JE3JeR89lytb7duXzXMHy2qjs/Xu09FhfYe+6EK9NY3htbGvtz2+Hpknuv/9+zJ49G+PGjUPXrl1x5swZ7Ny5E4888ggKCwsxe/ZsTJ48uXUjsf9auHAh1qxZgwkTJqCurg7jxo3DvHnzXPJa/qSiwnzDz8JCWctTUQF8/72UlsfGShpqxw7prVNeDkycaFxzUlwsaZWffwaOH5d0i+VmoNHRQGCg7bU5ll1527WThc5qh+acHGDpUkn52Evd2EvzqPenpQG33mq9uWlzUkElJebvLydH3p+z62ic6UbcGs9zJ2fSbkzREZE7OZTjmTJlCl599VXo9Xr88MMPUBQF9913H7744gvo9Xo8/PDDWLhwYasNatOmTZj934Ucbdu2xdKlS/Hvf/8b3333HZ544gkEBQW12mv5q127JBhQuyjr9bK2xLQPTlmZ9MIpLpZFyWo1lrrepKgIePVVSYlde60swrUsty4qsl9+bHm/ZYfm7Gzj5qT22CvxVu9PSDDfFLUlZeCWr5WdLYGis5pbju0LZdzOlNxnZZn/DqqdvImIXMHhRS033ngj/vznPyM5ORkHDhzAunXrUF9fj+7duyOVdbU+Z/Jk8y7KHTrIRp6W1ViKIgtrn3gC6NxZHlM7Be/bB6xYAXTvLvePHGne2yc52fgcR1h2aE5MNG5O6uhz1GPV+w8elOoxW52fne12bNm7KDHRvPTe1XyhQ7Mz3ZMtfwddNElMRATAwUXLFy5cwDvvvIMtW7agtLQU8+bNw6uvvmrYeJJ8j2VK69IlY5BgWo3VqZN0UDYtn7ZMReTmygai6ve7d0uw0769BEyOskzZ1NVJOqux1I3a1Tk7WwKQdu3k/vp6uX/vXvlAzcuTGQQ1FWSvQszR8Y0eLdfDnZ0RfCEF5EzazfJ3MD9ffo+IiFyh0RmeQ4cO4ZFHHkFiYiLy8vKwZs0aREVFYcaMGQx2fJxlV+NLl4xBwiuvyG1dHRAQAEybJjMlW7fK8ZZpi9275QMrNFSCi1GjgLAw4MQJ6eHjKMuUTbduTadutm0zbly6eLH8DMi4ly+XwObRRyUwMk0FNSedYjq+uDj5cHZnWskXOjQ7k3ZztrM2EVFLNBrwTJ06FeHh4di1axfWr1+P4cOHu2tc5GKWqYeICOmVs3y5BA/Ll8v2D7W1QEGBNCgcPdr2c1NTpWS9qEjuKy0FGhok6EhOdnxMzdkMNCXFuHGpurgakMXEy5fLDNWzz8psgmkqyBfTKVrbbFNr74eIvFujKa27774bn3zyCY4ePYo777wTY8eONevFQ77LmHpQkJoagJAQSQctXy7poeXLJQh66CFpPPjLL8Z0kWXaIi9PApuQEJkZWr1agg9nN4RUNwM1TXE01ZDPXgolJESCntGjJXAyPW9hoXSB9rV0ii9UaTlDa++HiLxbozM8S5YswZdffolp06Zh8+bNGD58OCoqKpCbm+uu8ZGLqKmHu+/WoWtXCRA++MA8PfTBB7IouaFBgoLiYpklKSmRmZPZs+X7776TvbV0OpnpmTEDWLJEytXr6hwfU3M2A22sAqxDB0mLWaZOCgt9M53iC1VaztDa+yEi79bkouW2bdti0qRJmDRpEo4cOYL33nsPDz/8MDp16oRx48bhD3/4gzvGSa3MuC9TiOGv6+RkYMEC2RU9PFxSQW3bSh+dixetZ186dQJiYuRr1SrggQdkW4rycuD8eeOGo23ayPOzsoCkJJl5CQmx/oBrzmag6vvIypK0VEWFfJ+SIut29u+3XowdFyc9hlp7A8/KSpmlUmcsoqPtz1BxXyz34HUmX8ff4dbj1P4M8fHx+Mtf/oLHHnsMH3/8MbZs2cKAx0eZ7qU1c6bsih4RIbMy2dnAiBES1EycKGmqvDzrGZGpU61TRRUVsuu66X2ONuxrzmagjTUYzMmRCrN588xTJ+HhxqCtNdMpzqTkfKHiSgt4ncnX8Xe49TRrc6mIiAjMmDEDH330USsPh9zFNH0UHy+BydatwIEDwKBBktJKTpbZml27gMGDrReY/vCDeRB08qTt9JGjDfsiIuQ/5DlzzBscOvI+bDUYzM4Grr9eZpVyc81TJ65IpziTkvOFiist4HUmX8ff4dbD3TT9lGmFzJEjkuYZOVI2/IyMlEXH9fVyzKhRUt2UlyedlfPzZfalXz85dvp04J//lJ8tGwHGxbm2YZ96blsNBhMT5f6QEBmbq1m+z8ZScqxQcg9eZ/J1qanAzJmybGDmTP4OtwQDHj+lVshkZCh4+mmZ4ejSRSqsgoPlsY0bZSamY0fgyislcLjzTnluba3MwBQWAs88A1y4IF9RUep55TY83PS1ZKalUyfjh5ApW2XpTXUWVs+dnCzrckxfu1MnuT8/XyrMXn/deB5XdC1WU3KvvWYMCu1Rr5Mjx/qSxq6rJzpFm/7uOVs1SOQNoqLk/8uxsXKrlf9XeEKAojjTC9f36PV6HDx4EAkJCdyDy4by8nJERkZCrwfOnZNUVv/+MnMzc6bsp6UuNu7QQRYjnzghjQWrqiS3rC5OVtfNdO5sLGF3xunTxjUwM2fKf9yWa2Kau+nnb35j3JS0sFA+bJvKixcWFiLORXtHnDkjW3bEx8sMW2MbpHoje9fmzBn717Wxx7TClb8zvo7Xxr7Gro3p/xe1+t+NPa39+c0ZHj9XVlZm+D4zE9i0ST6Iv/jCuNh4zhz5YL50ST6cu3eXGaEbb5T9t0w7Fu/dKzunN4fluqLWyl1/+KH5pqS21hU5eu7WmqVQr/Xjj8utVvLyjV1XrkUgcl5z2nWQbU5VaZF2Xb5sXhauBjOWW0jcc4807WvbVtJakycDt90mgY7aubihQYKlDz90rozS9PWPHJHXao3Sccty95aUpbdWxYTlmLSSl2/sfWn1PRO5UnPadZBtDHgIAKDXS244L0/+orjjDglsLD+g9HpZzNynjxyzerV1x+LoaODBB4E333QuKLBVlt4apeOWHX1bUpZua5Zi9uyWj0kra0sae19afc9ErtScdh1kG9fw+Dk1d1xUJOtygv8bAgcHS7rm0iUpS09KkvtDQ2WPrGPHZBHzgQPAH/8ogc/QobL2R6+X/zgff1yek5HRvKDA02zl1f1hHYojuB7DNl4X+3ht7OO1sY1reKjV1dTIthD19RLEqN2V9XpJdV26JGXqHTrIXxd1ddKgsEcP+Yvj11+BKVPkvpgYoFcvuQ9wLnXh6ioe0/OfPi3rekwrtxzhiaofT1Q3ERFpDVNafi4sLAwlJcCXXwLjxgFnz5pvjRAXB8ydK0HQhQuyXcOxY8D99wOPPCJVW7a2nXjhBZnxcSZ14eqOopbnz8mR2asFCxx/LdOGhe7CTqtERC3HGR4/FxISgsxMYNo049YIc+fKbVmZfMAGBQHffCOprMBA4IYbpB9PSorMAll2V965U2aK7r3XuS7GputjdDrp2dOabHV8Tkjw/oohX6pu4mwUEXkrBjx+TqfTITVVghlb5Y8NDcB778mu4wUFMttQXy/NBletkp3SLbsrp6bKnlrquRylLigODpYKsb59jemnysrGn2uZrjpxwvoD11bH54MH3V8x5GxQ4EvdgtXZqDlz5LakxNMjIiISDHj8XHV1NTp0ABTF9tYI//d/wPz5Uol1zTUS9Jw+LY8PGGDsZKyua8nLk4ClRw+ZIXKGuj5m1y75sFR7AKmzTY0x/aDt00dmnhYtMv/AtVx/Y9qJ2Z0VQ84GBb7ULdiXZqOIyL8w4CGEhkqqynJbiMhISfsAxhTQ4MGyrqe0VGZhnnkGuP12ST/de6+sAXr0UVkQvHu38+Po2lX29Nq1y7lmW7bSVWrzQsvzqxuGRkYCs2a13uahjsrKMm/WmJXV+PGu2OjUVXxpNoqI/AsDHgIgaSq9XtbeDBkitw0NwOHD8nh4ODB2rCxeDgmRdT0//yzVWceOSfqpvBz46Sdg+XIJhlJTHU/f1NTIzJG6f9ekSRKQqK/dVLMtW+mqI0dc94HbkrUqkycbmzSuWiU/e3pMrcWXZqOIyL+wSosAyIfj5cvW1VZr1wI33yyBQ1QU8J//yMyJ5XEdO8rmo+p+Vfn5sqfWhQuOVRip21iYHpeXB3z8sQQvTe3NZdnUrq5O9qdy1QduSyqnKiqsmzWqwZ2nxtRaPFHFRkTkCM7wEABZFGxr0XJJicz4AMDmzfJBauu4sjLz/aoyM2Utj6NrOmyd85tvpOR98WJg27bGx2+Z9unWzbXpn5asVbGsamutdS5cP0NEZB8DHgIgsze2Fi1HRQHXXit7T82YYb7nlulxHTsC69ZJgGG6dsPRNR22jvv4Y6miuvFGYMIEV73z5mnJWhVXrXNJTZVd5letkluunyEiMmLAQwBkNkZdtJyTIzM7nTpJAHPmjKSm3n0X6N/fuLfLa68Z0zFvvSVBydmzcl9dnTzPciG0mmKyXG9ielxurvy8fr38PGiQ7OvV0jUptta4OLLuxdYxLVmr4uxzHV2bExUlW3zExsot99whIjLiGh4CIAFPWRkQESEl6ps2Gbst19fLLI/p2pCcHOCWW+Tnbt0kQDJ9LC1NFjer60gs13TYW2+iHldZKemsTz8FRo2SxwMCWrYmxfI1CwsleGhq3Yu9sTZ3rYqz61wcXZtTVma9DioiwvnxERFpEWd4yKC0VAINy27LbdoAS5YAU6dKB+TMTJlxKS4G9u0zX7uzc6dsP1Ff79yaHcvj1K7Ppj2AWtp52fI1CwsdW/fi6bUxzV0HxTU8RERGDHjIoG9f24uHu3QxllBnZ0spekKCNCWMj5cS9OBg43qen3+W5zu7ZseU5cLe7GxZywM0v/za8jXj4hxbT+Pp3jItWQflbo3923hD2TwR+S+mtMigpsb4oammRcaMkbUmf/iDMQ1UUSFredRj8vIkUOrRQ8rH77lH0mJjx9pfn2JZRm55nLpdhfoaaWnSAwhofvm15WuGhxufb28cjozV1Rx9fU+PE2j838YbyuaJyH9xhocMtm2T9SV5ecYFyeHh0jkZkA+qkydtbxYaHi7l41u3StfmhARJf9krC2+qe7C6MFpd2BsVJWuCgOanbmy9piNdjD3d6djR1/f0OIHG/22YciMiT2LAQwYTJ8rszaVLwN13S5VWZaUEMIAENVdeab1Z6KhRwAsvADt2yMzC2bNAr17A3r32N/IEGk9xBAXJ68+cKbdBQcbHnEndMI3iXo3923gi5cZ/fyJSMeAhg8uXJVV1/fWyZqe4WBYkm5aLt21rPvuSl2fchDMvT0rUIyKAhQsb38gTaHwTzZISICZGXi8mpvFNQBtL3ZSUyGtfuGB7DNS6Gvu38cS2E9y9nYhUDHjIwFYH4OPH5UNi1izZKqKhQaq2jh4Fhg+Xfjtffy2Ll7dula+gIOC994znsbWRJ2Cd4ti1y/hYSYm8lulYVM6kburqgGXLJIBbtkx+Jtdp7N/GEyk3ptGISMWAhwwsU1WpqcCIETLD8vrrMuPTtq2kuPr0AZ56SmZvJk8G/ud/gCeekJmeujrjepvGNvI0TXF06CDVX6dPywxATAzw66/WnZubYpnCiI6WxoVqeXubNq1xpVqHFtMt7nhPzryGN1SuEZF3YJUWGURGSlrq008lSLl4UaqtLJvZXXGFlKE//bQEN3l5Mjs0YoQcc+qUNB/8/PPGN/I0rSqaNs1247wffpDjHE1/WFYC5eZKILdli/EvfG/Z2FKLVUvueE/OvIY3VK4RkXfgDA8ZFBTIh8l11wH//KcEMbb68gQESHl6TIzc/8EHMvuzeDGwfbvM7uzYIZuONraRp2mKo10726913XXOpT8sz7F7t7F/j7f9hZ+VJeX2q1bJbVaWp0fUcu5IITnzGt5QuUZE3oEzPGTQo4csUv7mG+D22yVVEB1t3ZdHp5NqrXffldmTAQOApCQJdJ59FggLk148gU6G07Z6AB0+bJzhceTDyvIcKSkynpgY7/sLf/Jk4NZbpZpt1SrZA8vXWV5/VwSY7ngNItIeBjxkUF5unVIKDZX0VHa2zEJER8tsjuVxu3YB3bvL9xMnAgcOyLHOUKu/du6UYCcoSGZnAgOb11xwxAhJt731FvDii7LlhTepqJBg0fQ6RkZ6elQt444UEtNURNQcTGmRga1UwcaNkqq6eFHWwwQHS+pFp5O9tZYskfv795fjkpMlcMrOlrSXMyIiJKj5/e/l9bp3l1mm5jQXHDJExjN6NPDmm7KGx9vYqorzde5IITFNRUTNwYDHz0VFRRm+t1XREh4u63Keegro108eS0mR/bNWrZJy7759ZQ1OeLgERDNnSsVVz57NG9O//y37d61YIUFVZKTzaYvYWFlHVF/vvWkPVhAREbkPAx4/pZb2bt3a3lDaa7mdQ10dMGECcOyYcXuH6moJcnr3lnTM/PmS3iopAdaulS7Lq1dLkFRW1rzNI4cMkdeOiQGeeUZmipxNWzTV5M4bSsIdbcTnDWMlIvJ1XMPjp4ylvQEID5f1JGfPAh99BMyYIZ2S33tPFiKrwc4f/yj7bZ06ZTsdc+WV0vPGcn2Ps5tH2ipPd7a02TTt0fj791xJeFNjVHnDWImIfB1nePyU5XqdgABZeDx0KFBbK4FLcLAxmFEXNKekAPv2WadjEhOlCaHleU1LrXNzZe2P+pi9NSveVtrsab40ViIib8WAx09ZBiyKIutlunaVtS9Tpkin4w4dZOFv27bSHHDVKgmG2rc3pmNycuTYjz82P29kpJReq+mYvn1l7U9wsPmaFdOUTUmJ7bUtn30mx1RWGrsxnz4ts0Gvvy63p08b0z6VlXJ74oTx/pMnJXDT6Xxr/YwvjdUdnEnxMR1IRCqmtPyUsbRXQWpqAADrVFJenuyl9eOPxlLzJ5+UoGf5cmDNGlmgfPmyHLd8uaS+1DL28eMlVWarhL1fP+OaFdOUzf/+r6zZMS07zsuT6q/p02V9kOn5cnIkiCkuti7x/vBDYOxY6+Ojo32rtNmXxuoOzqT4mA4kIhVnePyUun5kypQKdO0qvW7U1ElwsPTcKSqSn8eONZaaq5uAzp9vbCx49qx8sBw4AGzebCxj/+Yb2+mYkSPNy4lNjykvl3VC6tqW3Fxpalhfb3xt0/NlZ0sabu9e6y7NAwfK46b3790rAZUvlTb70ljdwZkUH9OBRKRiwOPnysrKDN+npkoaatcumcXZv18CjU8/lfsTE2W2RU19ffABcO4ccPXVwO9+J71uRoyQlNjjj0ulliPpGMtjUlKMj/XrZ9yIVN2A1HLt0PffA6NGmd8/Zgzw00/WG6KOGSN/8auam/JgqsRznEnx2doQl4j8E1NaZBAdDfzyi6So4uPNN+D85ReZfVm7Vh63TBNddx0wZ470v8nPl6AnMVFmi5pKxzSWsrF8rF07CboyMyV4addOgjH1ddXjoqJkzVGbNuYboubny9jVD8HmpjyYKvEcZ1J87dsbU6yJifL7QkT+iTM8ZFBaKl979lhvwFlbC7z/vgQ9liXpalflkSMl+Lh0ybgBaa9eEjA1lo5pLGVj+lh9vcyoHDoE3HKLBDORkcCsWXJreo6ICPkgLCiQmaGLFyXVlpRkntZobsqDqRLPcSbFt22bMcW6eLH8TET+iQEPGdTXA506SWXVzJnm1VQffAD85S8SWNhKE8XFyczP+fMyU3T4sGxA+sknkpaqqbGullLTQJbpIbXC6vXX5Tj1eUFBsnj6uuuAzp3l3E2lk+LigN/8RjpFb9ki6THTtEZzK6BaWjnFSiP3SEkxplh37DBPlxKRf2FKiwyio2Wh8hdfSDXUihUyi9K+vezqnZMjf00HBZmnCSIjJZB48EH5YLGslurcGbhwwXa1VGio7fTQokUyq3Trrebny8kB/vxnqQjbtQtYsKDxdJK63UVursxUNZUyc7QCqqWVU6w0cg9WuBGRijM8ZFBWJsHFnDkSnAQHy1qYwED5gF2yRD48PvjAOk1QUSHP++wz61RPcLDt6ip1c1HLx3bulDVECQnW1VdqpVh2tjzeVDopNFQCsri4plNmzlRAtbRyipVG7sEKNyJSeVXAs2/fPkybNg2DBw/GiBEj8Pe//x2KoqCurg7Lli3DsGHDMHToUKxduxYNDQ2eHq6mNDRYr93JypL+NqWl0ngwPV0Ch+Rk6zRBUJDsszVmjHmqZ/RoSXVZpsESE+VcgHV6aMwYWXdz8KB19VViojyWmCiPq+kk05SZ2oRQbU5YWemmi+gEZ1JibDzYfEwHEpHKa1JaJSUlSE9Px+LFizFhwgScOHECc+fORUxMDM6dO4ejR48iKysLOp0O8+fPR4cOHXDfffd5etiaUV9vDErU1ElqqnHRZ16edFguLTWvfElOlgXC11wjz9uzx5hCGDFCvp8yRaq81PtHj5aZI7Xc3DLtEBUFPP20BFydOxsfS0mRTUWfflrGkJwMPPecPP/iRZmVSksDbrvNOq0WEeHJq2vNmVQL0zLNx3QgEam8Zobn1KlTuO222zBp0iQEBQWhR48eSEpKwv79+7F9+3akp6cjJiYGXbp0QXp6OjZv3uzpIWtKXZ0EPT//DLz2mtzW1cmsjZpGUbd1MK18OXBAfi4vl+cnJcl6mbQ0OSY5WT50TJsJxsVJmklNL1imHSIi5HbWLAlscnNlpmnrVqkUy82V+2fNMqYp1LSPrTTYzp0eu6x2OZNqYVqm+ZgOJCKV18zwDBgwAM8++6zhZ51Ohy+//BITJ07Ejh070KtXL8NjPXr0wIkTJ6DT6RCiThNQiwQFyVqbxYtljczSpbIw+KefpGJr2jRJa0VESKPBP/5Rqp5+/3vpzXPpEvDDDzIr06+fLHbesUPOPXOmzPI0V79+UvFl+le6JTXtc/CgNE00nakaM6b5r02+Tf29MJ21JCL/5DUzPKZqa2vx0EMPITQ0FGPHjgUAhIWFGR4PCwuDoiioYUK+VdTUyIaa0dGSLoqNldtOnaRaa/VqCW6KiuT4jh0l6Ni4EXj+eZkFiokBnnlGFiJ36GAMTI4dMz6/uWso1JRORobc2krpREfLY6NHG5sQvvaa3EZFteDikE9z5HeHiPyD18zwqM6dO4cFCxYgNDQUb775JhRFAQCz4Ka6uhoAEK6u5KRmCwsLQ0mJBAyXLkn/nJQUSWndcovM+lhuKHrFFZJWiY2V5/Tvb3uNRNeuEuS0dA2FaUrHnogI+VKPiYyUqjHyb4787hCRf/CqgOfw4cOYP38+Ro0ahaVLl6JNmzYAgNjYWBQUFOCqq64CABQUFKB79+4IDnZ8+KdOnUJgoFdOaHlMWFgYwsPD8fHHCmbNCsC77wJz50qQc8cdsj+W5RqIrCzgnnsUfPghcOFCAM6etVwjoeDuu3WoqKhASEgIMjPbo6oqwOzxKVMqzPbwshxTSEgIdDqdIbB15ftv7LUqKipQqNbOkxlfujbu/J3ypevibrw29vHa2Nba1dheE/CcP38es2fPxj333IMHH3zQ7LFx48Zh3bp1iI+Ph16vx4YNGzBhwgSnzn/11VcjKCioFUfs22pqZDHxoUMKUlICUF1t3Dz0ww+Bbt2kssrWGgi9PgCpqdIccNkyy8cD8PXXbdGvX1uzrsymj0dGRiIyMtLumD7+WF4nNtZ1C3Qdea3CwkLEqbXzZMZXro07f6cA37kunsBrYx+vjW16vR7FxcWtdj6vCXg2b96M0tJSZGRkICMjw3D/8OHD8cwzz2DNmjWYMGEC6urqMG7cOMybN8+Do/V9armuTheAPXuAm2+23jy0oUF2QzfdDDQvT1JcnTvLOp+6OrkvK0uCm7w8qcwKCZHnRUY6vnmjO0uIWa7sH/jvTEQqrwl4Fi5ciIULF9p9fOnSpVi6dKkbR6RtpqmqpCTZxqG0VNJZ2dlSVp6QIHtjnTpl7Kq8fTuwfr2sj+naVYKiigrghhukIWBqqpSnA1I+3r+/bCJaW2ssU581y/aYsrKMr3vwoPxs79jWfP9quTLXeWiPO3+niMi7eU3AQ+5lmaoKCJBAJToamDRJ9rDau1d+jogwLwsfM0aquoqKjM3w4uNlNkjtErBnj/xlvWOHPPfECSkXf+45+2OaPNn4uqtWSfpBTUmYNt2zlZKorJSATT0uOlo6Ltt7XnPKlR0dCznGHdfT1u8UEfknBjx+yti9V8HEiQFQFGnmV1EhaSq1U/Gf/iSl5vn50sBvzBgp8y4qMq/eys+XdT/5+TKz07u3+eO5uZIua6ywrqLCvENyYaGk1xxJSZSWWo9n0SJg0ybbz2tO92KmR1qXO66n5e+UmmYlIv/DsiU/pZbrTplSgQ4dZIansFB66uzaZUz3lJdLl+TqapmpiYgAwsJsb/gZHCznHDlSUgemj+/e3fRf8KavW1Ul43G0U669DUjtPa853YszM2Vma+pU2Ug1N7fp55B97uiCbPl7yE7LRP6LAY+fU8vDFQXo0UNmb0aPNt+sctQo4Mkn5cNer5f1OLY2/DTlyIaXlhs7Tp5s/Os7PFy2oLAci73Uk63x5OU1/TxnpKRIqm7VKmm+2LcvN6NsCXdsisqNV4lIxZQWGZSXA9deK2XpOTnA55/LB0RQkGwzkZ8PTJwoi5PVzsamaS5TjqSMbKU0fvlFXj81VcbQ0GA+Fnupp3btrKvB1q6V6rPW2nAzJsY6Vce0VvO5Y1NUbrxKRCrO8BAAIDBQUkopKbIn1j//CQweLOt52rUzVliVl8uHh7rBp1qtZbkbuSMpI1spjQ4d5Dm5uRK4jB4trz1kSOOppw8+MG5ounixpOHUc7XWhptqgMcUSetwx6ao3HiViFQMeMhg0iRJ18TEyHqd7t1lIbOiSLVVfb3MaqSkAJ99JjunV1aap6XUFI9lukrdaT0jQ25raoxNCQHrdEO/flLxVV8vrx0bKyk1e1JS5LjHH5fblBTrYyzH5Gw6Ki5O1icxRUJE5HuY0iKDy5etK1o6dJBZHjUtkJIi3ycnA9Ony8agtlI8pumqdeuACROsj4uOtt+UUE1FmDY8BOynj5qbQnMmHRUeLguzc3NlETZTJEREvoMzPGRgWdGyc6d8uBcUSGCQlibrd5KSZOYlPt5+pY3p/QMH2q6iunzZOg2lCg2V11YfS0pqPH3U3BSaM0JDZVF1XBxTJEREvoYzPGRgue/VyJHGXcgBWZj8m98YU01HjgD33GO7gZ9pY7+ffgKmTZNeOT/8IIHVmDFy3h07gC1b5FjLpoT9+pk3PGxp+qg5zQaJiEgbOMNDBmrlVUaGzK507ChBSVmZ3HfxInDFFfJYRobspWX6HDUFBhhTTBs3AnfdJX18YmKAZ56R/jpRUZIesvVclXoOe487q7XPR9Zauk6KiMhVOMNDBqWl0lBv/HjZd2jECAl2LNfeqCkdVUSE9T5Uaopp1iz54LNXyq2moWwxTVPZ4uzWBE2dj1qO3aiJyFtxhocMMjOBt98G3nsPOHwYKC62va6nOed1RSm3+uE6Z47clpS0znmp+dzRPZmIqDkY8JBBaqp5J+HIyMZLxy3ZS2fY6nar0zUv/aE+56efvO/DlekcdjYmIu/FlBYZdOwot2r6yXLj0NRU647KpuylM+yVmIeGOp/+UF8jLU0CM29ahMx0DjsbE5H34gwPGeTnm6ew1I1DO3SQail1obE99jbXtFdiXljo/AyNOquzfTtw4oSc97XXpJ+PaR8fT/C2GSdPYGdjIvJWDHjIoGdP6xTWbbdJiiY8XAIKvd68Y3JlpfH5M2fKnle2Ntfs1w946ikpQQ8Jkb/+4+KcT3+oKZP6etnXKyQE6NRJAqmtW1v1cjiN6RzvwzQjEamY0iKDS5dklkftfpyWJhuHTpwItGkjx5SWWldc1dbKjMsdd0ifHlsVWfZSHc6mPyzPc+QIMGWKBD6WfXzcjekc78M0IxGpGPCQQVYWkJ4ugUtCgqSLRo60PsYybXPpkqz3KS2VXjuWj8+ebb8k3NkycdPz1NRIcLV+ve0d292NZe/ex1aakf8+RP6JKS0ySE2VmZItWyT91K+fpKjKyyV99dln1imv0aOlezIgt0lJ1mkdV6UV1ADD3o7tREwzEpGKAQ8ZWHYizssDXn9d/jJ+7z25/9gx82MiI2XWB5Bby87LnTqxXw55DrtrE5GKKS0yME3JfPYZMHasrOfR6SSwWbECOHkSOHrUmBaorJR1NDt3SlopKMg6rcO0AnkK04xEpGLAQzb16yeLgYODZVd0ddFnTo4EPyUl8rO6ueicOfI8NX2lLtzt1Mn+pp3Obg3h7bT2foiItIQBD9nUoQPw978D779vPjvz+efAqFHADTfIzI5lxYutqhh71Utaq6DR2vshItISruEhm0JDgfbtJU1luugzMRF4/HFZyGyrsZ6t9JW9ZnRaa9SntfdDRKQlnOGhRlnOzuTlSYM/exUvd98tqZ1HHwUCAxuviklNlWaF8fEyW+TrFTT2UndEROR5nOGhRpnOznTqJH1vNmyQICgqStbrvPEGcPmylK5v2gRMmACcPdt0VUxUFLB6NRAbK7ee7qPTUqwIIiLyXpzhIYeFhJhXvJw5I2tWVq4Eyspsd1hujK3n+HIvHVYEERF5L87wULOpa1aGDrVev7Jzp+PPV5/DNS9EROQqnOHxc5GRnc3KyG2VUldWyrYR6jHR0cD+/bLH1qVLMlNjuX5lzBhJc9XXy322zqt2beaaFyIicjXO8Pi5y5fbNNkFWd0wdO5cuS0rk4XGlZWyd9aNN8r6m7w84LXX5DYyEnjoITnmww9tn7d9e+nr88orctuunavfLRER+SsGPH4uKyugybSSrXRV+/bSnDA9HfjmG6CgALhwQWZtDh0Cvv8emDVLujInJgJFRdbn3bYNWLwYuHhRbrdtc937JCIi/8aAx8+lpChNbq5ouQHjmDES3Oh0wK5dwPXXy8ahnTsDej3wu98BffsC//d/cnvFFZICs9w4NCUF2LFD+vrs2CE/ExERuQLX8Pi5du3qkJ/f1qoLsqmICElTqceEhwMBAcD06UC3bkD//sZ1OD//LEGNafVVTo4ERgsWmFdv2evATERE1No4w+Pnyssv2OyCbKqyEjh8WGZgDh+WQEavB9atk60mTNNde/ZIDx7T+7KzgYQE65SZvQ7MRERErY0BDzUpOhq47jogK0tuo6IkjfX119bprqQk4MorrbejOHhQvh89WhYwm6a2iIiIXI0BDzVJbRBoWqWVkwOEhUllVU6OdBfOy5PjQ0PNOw536gQkJ8tx+fnAb35ju2qLiIjIVRjwUJMsq7SysmS9zW23AT/+CCxZAhQXyx5bJSXAsWNAmzbGVFVkJDB4sFRiJSfb33iUiIjIVbhomeyqqZEAx7RBYGQkMHkyDM0KU1KAefMklRUeDpw4IQ0H//lPuS86WrakiI2VSqz6ejYZrKmRwLCxZo9ERNS6GPCQXSUlwBNPAM89J+mo7Gxg/HigosJ6D6xdu2RhcmWllKKbVmhFR0taixVZoqREmjw6s+8YERG1DFNaZFdmpgQ2W7caGwR+843tPbBGjpQgJivLukKrsNB841F/r8jiHmJERO7HgIfsSk2VFNbo0cYGgdu3W1dmmaanUlOBmTOBVavkNjERiIvzzPi9VWPXj4iIXIMBD9kVFQVMmCDfq1VXTz8tjQhNq7CiomRNz5tvyverV8uandWrpfuy+uFOQm24qF4/f07vERG5CwMeskstR+/VC1i0CJg6VTYCvfJK489du8pxvXvLJqOWG42Wl/t3+soWNlwkInI/BjxkV26ulJzfcQfw3nvA++9LAFNTIz//8IMcd/QoEBgITJtme6NRIiIiT2PAQzbV1Ei1VceOsh5nzx7ZNDQvDwgOlp/79gU2bpSZnNOnZQd1WxuN6nSS8tq40XoDUXe8D0+9NhEReQ+WpZNNJSXmped5eVJevmaNLEbu3du6NP2TT4A77zSWsCcmSifmy5c9V4bNEnAiIgI4w0N2qKmp4GAgLQ0oKpKv4GBg2DDr8vPMTGDECGDLFmMJ++LFwLZtUpbuqTJsloATERHAGR6yQy1J//BDoFs34IsvpKtycDDw/ffm3ZfVTUHbt5cU1kMPSeATHi5NC0NDrY8tKZHvXb1gV02xqa/NEnAiIv/EGR6yqUMH4JdfpEJrwABgzhxJYRUVAa+9JqmhvDzg1VfltqQEePRR42air7wit+3aGVNJGRnu30CUJeBERAQw4CE7QkMlONizx7pz8tSpUqGl18uMjl4vi5sXLwZ+/VX20bp0yZjSUsuwExOBQ4ck+HBXeokl4EREBDDgIRvUyqaiImPqCjBWXf32txIMBQXJZqBBQTKTExoK7NsH3H47cOONss4nJcV4zuBg4MIFYMUKCaSYXnIMK82IiFqOa3jISkmJNBZctkwWHKtVV2lp0mX5mmukH4+6OejSpdJVefFiYNMmuT83V1JdYWHGc1pWdXXq5Nn36StYaUZE1HIMeMhKZibQv7+s4dm/Hzh4EKirkxmaDz6QYAcwprji4+U58fHG+3ftkoDm0iXgvvtktmj8eHn8+uslIBo50iNvz+fYqjSbPduzYyIi8jU+k9I6evQo7rzzTgwcOBDJycn49ttvPT0kzZo4UYKUQYNkbc6MGcCCBTK7kJhonuJKTJSZnDvuAK67Ttb3REZKMPPxx8CkSdKUcP9+4OWXgb/+Vc7Zt698eDNV0zTLDVmZCiQicp5PBDw6nQ73338/kpKS8P333+Oxxx7D/fffjwsXLnh6aJpTUyNfn3wiszO33w5UVADvvCOplbZtJY2lVj0FBQEvvABUV8v6nGeekTRYUBCwdq08t08fmfG5eBHo1w+YP1/uKy2V1NmcOZKycUfVli+y3JA1KsrTIyIi8j0+kdL67rvvUF1djVmzZiEgIAAjR47E0KFD8eGHH2L+/PmeHp6mXLxo3WH5ySeNa3OOHpWvsWNl4XJpqXRSNn1Obq7skh4WJrM3VVVAQgKwd6/1PlumaTCmamxTN3E1XcMTEeHpURER+RafmOE5fvw4evXqhYCAAMN9PXr0QF5engdHpU22OiirQYlOJyXo110HfPopcP68VGfZeo76T6M2/jt4EBg1yrri68gR489M1djGbtFERC3nEwFPVVUVQi0aqISGhqK6utpDI9KupCTzoCQ11RiUTJ8uC5f79ZM0VL9+MsMzYYL1up64OPlZbfyXnCyLmE2bAEZFAU8/zaaATbHckJWBIRGR83wipRUeHo4aixWtNTU1CFc/BajVREcby9BTU+XnFSuAm28GpkwBtm+3nm24914JWDIzZduIqCggJESOURv/zZolP0dFmaetIiKYxmqKGjRmZsq/CQNDIiLn+UTA07NnT2RkZJjdV1BQgIEDBzp8jlOnTiEw0CcmtNyqoqIChYWFhp8jIzsjOroNhg0LQESEAkUB2rcPwLBhQJs2aiPCAMN6kpSUBpSWliAkBJg+XQLQqqoqlJX5/uyb5bXxpLCwMEyZEgKdToeiIs9fW2+6Nt6E18U+Xhv7eG1sa2hoaNXz+UTAM2zYMAQFBeGVV17BrFmz8NVXX+G7777DkiVLHD7H1VdfjaCgIBeO0jcVFhYiTs0/mZBZhACLnyWlZT7bEIjQUPMOglqZebN3bYjXxh5eF/t4bezjtbFNr9ejuLi41c7nEwFPSEgIMjIysHz5crzyyivo3LkznnvuOf6CeIDp3lRERES+wicCHgDo3bs33nnnHU8Pg4iIiHwQF7UQERGR5jHgISIiIs1jwENERESax4CHiIiINI8BDxEREWkeAx4iIiLSPAY8REREpHkMeIiIiEjzGPAQERGR5jHgISIiIs1jwENERESax4CHiIiINI8BDxEREWkeAx4iIiLSPAY8REREpHkMeIiIiEjzGPAQERGR5jHgISIiIs1jwENERESax4CHiIiINI8BDxEREWkeAx4iIiLSPAY8REREpHkMeIiIiEjzGPAQERGR5jHgISIiIs1jwENERESax4CHiIiINI8BDxEREWkeAx4iIiLSPAY8REREpHkMeIiIiEjzGPAQERGR5jHgISIiIs1jwENERESax4CHiIiINI8BDxEREWkeAx4iIiLSPAY8REREpHkMeIiIiEjzGPAQERGR5jHgISIiIs1jwENERESax4CHiIiINI8BDxEREWkeAx4iIiLSPAY8REREpHkMeIiIiEjzGPAQERGR5jHgISIiIs1jwENERESax4CHiIiINI8BDxEREWkeAx4iIiLSPK8JeLZu3Yrk5GQMGjQIt99+O7Kzsw2PnTt3DrNnz8agQYMwYsQIfPrppx4cKREREfkarwh4/v3vf+PZZ5/FM888g/379+PRRx/Fo48+iqNHjwIAHnroIfzmN7/Bt99+i7Vr12L58uU4fPiwh0dNREREvsIrAh51BmfAgAEICAjArbfeih49euDgwYMoKCjAoUOH8NBDDyEkJMQwA7RlyxZPD5uIiIh8RLC7Xkin06GsrMzmY5MmTUJAQIDh5xMnTiA/Px/x8fEoKCjAFVdcgXbt2hke79GjB3bs2OHyMRMREZE2uC3gOXDgAO655x6bj/3444+IiIgAAJw+fRrz5s3DxIkTMWDAAHz88ccIDQ01Oz40NBTV1dUuHzMRERFpg9sCnmHDhhnW5Nizb98+LFy4EGPHjsXixYsBAOHh4aipqTE7rqamBuHh4Q69rqIoAAC9Xt+MUWtfQ0MDr40dvDb28drYxutiH6+Nfbw2tqnXRP0cbym3BTxN2b59O1asWIHFixdj6tSphvt79uyJ8+fPo7Ky0jALVFBQgF69ejl03oaGBgBATk5O6w9aI4qLiz09BK/Fa2Mfr41tvC728drYx2tjn/o53lIBSmuFTi3wr3/9C3/4wx/w6quv4ne/+53V45MnT8b111+PRYsW4eeff8a8efOwfv16DBkypMlzNzQ0oL6+HoGBgWbrhIiIiMh7KYqChoYGBAcHIzCw5TVWXhHw3HXXXfjxxx+t1uo8/PDDuOeee3Du3DksW7YMP/74I9q3b48HHngAkydP9tBoiYiIyNd4RcBDRERE5Epe0YeHiIiIyJUY8BAREZHmMeAhIiIizWPAQ0RERJrHgIeIiIg0T5MBzxtvvIH58+eb3aduUDpo0CCMGDECn376qdnjL774Iv7nf/4HgwYNwhNPPIHa2lp3Dtntjh49ijvvvBMDBw5EcnIyvv32W08Pye0OHjyIoUOHGn6uq6vDsmXLMGzYMAwdOhRr1641a3i1a9cuJCcnIyEhATNnzsSZM2c8MWyX2rdvH6ZNm4bBgwdjxIgR+Pvf/w5FUXhtAOzevRtpaWkYOHAgkpKS8O677wLg742qqqoKycnJ2LhxIwBeF9Vbb72F/v37Y+DAgYavDz/80O+vT3FxMRYsWIAhQ4bgt7/9LVauXAm9Xu/a66JoSEVFhbJq1Sqlb9++yrx588wemzZtmrJixQqltrZW2b9/vzJkyBAlJydHURRF2bx5szJ69Gjl9OnTSmlpqTJr1ixlxYoVnngLblFbW6uMGDFCycjIUHQ6nbJ3714lISFBOX/+vKeH5hZ6vV557733lEGDBikJCQmG+9euXatMmzZNKSkpUc6dO6eMHz9eef311xVFUZT8/HwlISFB+e6775Ta2lrlb3/7m5KWluapt+ASFy9eVAYPHqxs27ZNqa+vV44fP66MHDlSeeedd/z+2pw8eVLp37+/8p///EdRFEU5fPiwcv311ys//fST318b1eLFi5V+/fopGRkZiqLwvyfVY489prz44otW9/v79Zk6daryxBNPKNXV1cq5c+eUlJQU5R//+IdLr4umAp7JkycrCxYsUJYtW2YW8Bw/flyJj49XKioqDPc9+eSTytKlSxVFkQv/9ttvGx47dOiQkpCQoOh0OvcN3o2+/PJL5be//a3S0NBguG/evHnKhg0bPDgq9/nrX/+qTJw4Udm4caNZwHPTTTcpn3/+ueHnzMxMZfTo0YqiKMqzzz6rLFiwwPBYfX29MnjwYOXHH39027hd7aefflIeeeQRs/tWr16t/O///q/fXxtFUQz//6iqqlL+9a9/KQkJCcqxY8d4bRRF2blzpzJ9+nRlxowZhoCH10WkpaUp2dnZVvf78/X56aeflCFDhii1tbWG+06dOqWcOXPGpdfFp1JaOp0ORUVFNr8URcG6devw4osvomPHjmbPKygowBVXXIF27doZ7uvRowfy8vIAAMePHzfbm6tHjx6oqqrC6dOn3fPG3Ex9v6ZbbZheD6279957sX37dvTv399wX3l5OYqKiqx+D06cOAGdTofjx4+jd+/ehseCgoJwzTXXID8/361jd6UBAwbg2WefNfys0+nw5Zdfol+/fn5/bQCgXbt2KC0txeDBgzF37lzcfffdiI2N9ftrc+bMGTzzzDNYs2aNof0//3sSNTU1KCgowNatW3HzzTcjKSkJr776KsrKyvz6+uTk5KBPnz7YsGEDbr31VowcORIfffQRwsLCXHpdvGbzUEccOHAA99xzj83HfvzxR3Tp0sXmY5WVlVbbVoSGhqK6uhqA5J7DwsIMj6nfq49rTVVVVaPXQ+ts/Z5UVVUBgNXvgaIoqKmpsXnNwsLCDM/TmtraWjz88MMIDQ3F2LFj8eyzz/LaAGjfvj0OHjyI3NxczJ0713BN/PXa6PV6/OlPf8LChQtx9dVXG+7nf0+iqKgICQkJmDRpEl588UUcO3YMDzzwAOrq6gD47/UpKyvDgQMHMGTIEOzevRunTp3C3LlzDX+Eu+q6+FTAM2zYMBw9etTp54WHh6OmpsbsvpqaGoSHhwOQC2b6uPrBrz6uNU1dD3+k/gdm7/cgLCzMaiF7dXU1IiIi3DdINzl37hwWLFiA0NBQvPnmm1D+u/sMr438RRkUFIQBAwZg8uTJOHToEAD/vTbr169Hly5dMH78eLP7+d+TiIuLwzvvvGP4+dprr8XMmTPx8ccfA/Df6xMSEoKwsDA89NBDCAgIQM+ePXHXXXfhiy++AOC66+JTKa3m6tmzJ86fP4/KykrDfQUFBYZps169eqGgoMDssbCwMHTt2tXtY3WHnj174pdffjG7z/R6+KOoqCjExsZa/R50794dwcHBVr8jer0eJ0+eRM+ePT0xXJc5fPgwJk2ahPj4eLz++uuIjIzktQHwr3/9C3feeafZfTqdDpGRkX59bXbs2IEvvvgCQ4YMwZAhQ7B//3688MIL+H//7//59XVRHT58GC+//LLZfbW1tYiNjfXr69OzZ0/U1taaBS96vR4AXHpd/CLg6dGjB+Lj4/Hss8+itrYWBw4cwCeffGL4q2TcuHF44403cPLkSZSXl+P5559HWloa2rRp4+GRu8awYcMQFBSEV155BXV1dfjss8/w3XffYezYsZ4emkeNGzcO69atQ3FxMc6fP48NGzZgwoQJAIC0tDR8/vnn+Prrr6HT6fDSSy+hU6dOuOGGGzw76FZ0/vx5zJ49GzNmzMBf/vIXs99/f782119/PX755Rds2rQJer0eP/zwA7Zv347Jkyf79bXJysrCjz/+iH379mHfvn0YPHgwFi5ciFdeecWvr4uqXbt2WL9+PT766CM0NDTg0KFDePvtt/3+9+amm25CbGwsVq1aBZ1Oh4KCArz33nsYO3asa69Ly9Zae6cXX3zRqiz97Nmzyrx585QhQ4YoI0aMULZu3Wp4TK/XKy+99JJyyy23KEOGDFEeffRRpbKy0t3Ddqu8vDxlxowZysCBA5Xk5GTls88+8/SQ3O7bb781q9KqqalR/vKXvyg33XSTMnToUOWpp55S6uvrDY/v3r1bSU1NVRISEpQZM2YoBQUFnhi2yzz//PNKnz59lISEBLOvBQsW+P21URRFOXjwoDJ16lRl0KBBSlpamrJ7925FUfh7Y+ruu+82VGnxuojPP/9cGT9+vJKQkKCMGDHCUBHs79ensLBQSU9PV4YNG6bcdNNNyksvvaQ0NDS49LoEKMp/E/REREREGuUXKS0iIiLybwx4iIiISPMY8BAREZHmMeAhIiIizWPAQ0RERJrHgIeIiIg0jwEPERERaZ5P7aVFRNo2cuRIFBcXIygoyOz++fPnIz093UOjIiItYMBDRF5lzZo1SElJ8fQwiEhjGPAQkU/44Ycf8Pzzz+OXX35BVVUVhgwZgqeffhqdOnXCSy+9hJycHJw9exZFRUXYvn07AgMDsXLlSvzwww8IDw/H1KlTMW/ePAQGMpNP5I/4Xz4Reb2amho8+OCDmD59Ov7zn/9g7969KC4uxttvv2045j//+Q9WrlyJPXv2oEuXLkhPT0eXLl3wxRdf4K233sKnn36Kd99914Pvgog8iQEPEXmVRYsWYciQIYavGTNmoE2bNti6dSvS0tJw+fJlnDt3DjExMTh//rzheb169cKAAQPQvn17HD58GL/++isee+wxhIaG4uqrr0Z6ejo2b97swXdGRJ7ElBYReZWnn37a5hqeL7/8Em+88Qb0ej369euHsrIydOnSxfB4586dDd+fPn0atbW1+N3vfme4T1EUprOI/BgDHiLyegcOHMDf/vY3bNu2DT179gQAPPLII2bHBAQEGL7v0qULoqOj8c033xjuKysrQ0VFhXsGTEReh3/uEJHXq6ioQGBgIEJCQtDQ0IC9e/ciOzsbdXV1No8fMGAAOnbsiBdeeAG1tbUoLS3FQw89hJUrV7p55ETkLTjDQ0Reb/jw4ZgwYQImTZqEgIAA9OnTB9OnT8fXX39t8/g2bdrglVdewcqVK3HrrbdCURTcfPPN+POf/+zmkRORtwhQFEXx9CCIiIiIXIkpLSIiItI8BjxERESkeQx4iIiISPMY8BAREZHmMeAhIiIizWPAQ0RERJrHgIeIiIg0jwEPERERaR4DHiIiItI8BjxERESkef8f9FVboZLzuP8AAAAASUVORK5CYII=\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "# Method 1 - matplotlib\n", - "# your code here" + "# your code here\n", + "\n", + "plt.scatter(titanic[\"Fare\"],titanic[\"Age\"])\n", + "plt.xlabel(\"Fare\")\n", + "plt.ylabel(\"Age\")\n", + "plt.show()" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 37, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 37, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "# Method 2 - seaborn\n", - "# your code here" + "# your code here\n", + "\n", + "sns.scatterplot(x=titanic[\"Fare\"],y=titanic[\"Age\"],data=titanic)" ] }, { @@ -507,11 +1694,36 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 38, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 38, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "# your code here" + "# your code here\n", + "\n", + "corr = titanic.corr(numeric_only=True)\n", + "\n", + "sns.heatmap(corr, vmin=-1, vmax=1, annot=True)" ] }, { @@ -528,7 +1740,9 @@ "outputs": [], "source": [ "\"\"\"\n", - "your comments here\n", + "Pclass with Fare\n", + "Pclass with Age\n", + "Pclass with Survived\n", "\"\"\"" ] }, @@ -541,13 +1755,36 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 39, "metadata": { "scrolled": true }, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 39, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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MkgIAQDcFAgG1t7dLktrb2xUIBGxO1LtRUgAA6KaCggK5XMfvzetyuVRQUGBzot6NuyADOKm2tjaFw2G7Y9guMTFRbrfb7hgwgM/ni61JiUaj8vl8Nifq3SgpAE5qwoQJamxstDuG7QYOHKja2lq7Y8AAXq9XhYWF2rp1qwoLC+X1eu2O1KtRUgCc1Pbt222dSWlublZ+fr527Nih1NRU23IkJiba9towj8/nU319PbMoFqCkADgpt9ttxNscqamptpYU4O95vV5VVVXZHSMusHAWAAAYiZICAACMREkBAABGoqQAAAAjUVIAAICRKCkAAMBIlBQAAGAkSgoAADASJQUAABiJkgIAAIxESQEAAEaipAAAACNRUgAAOAWbN2/Weeedp82bN9sdpdejpAAAcAqWLl2qaDSqpUuX2h2l16OkAADQTZs3b1ZLS4skqaWlhdmUHmZpSdmwYYMuuOACjRw5MvZn8+bNCofDKi8v15gxY5SXl6eKigp1dHRYGQ0AgG/05dkTZlN6lsvKF/vrX/+qkpISLVy4sNP5//iP/9CBAwcUCAQUCoU0d+5c9e/fX7NmzbIyHgAAXToxi3KyY5xZls6kvPHGGzr//PO/cr66ulolJSVKS0tTRkaGSkpKVFlZaWU0AAC+kcfj6fIYZ5ZlJaW1tVV1dXX63e9+p8suu0wTJ07Ugw8+qCNHjqixsVE5OTmxx2ZnZysYDCoUClkVDwCAb1ReXt7lMc4sy97uaWxs1IUXXqjJkyfL7/frf//3f3XTTTcpHA5L6txGPR6PotGoWltblZSUZFVEAAC6lJGR0eUxzizLSsqQIUO0adOm2PH555+v66+/Xk8//bSk4zMtJ5x4jy85OdmqeAAAfKPbbrvtK8fPP/+8TWl6P8tKyv79+7Vz507ddNNNsXNtbW1KT0/XJ598orq6Og0ePFiSVFdXp6ysLLlc3Y/X0NCghASuqP42jh49Kun4zzIlJcXmNABjEuY5dOjQV47r6+ttSvPd1p2reC0rKampqVqzZo0GDRqkoqIi7d+/X4899pjKysr0+uuva/Xq1crNzVUkEtHatWtVXFx8Ss+fmZkpp9PZM+HjRHNzs6TjP8vU1FSb0wCMSZhn0KBBnYrKoEGDNGTIEBsTfXdFIhE1NTV1+RjLph6ysrK0atUqPfLIIxo1apQWLVqk+fPnq7CwUKWlpRo6dKiKi4tVVFSkiy++WHPmzLEqGgAA3eLz+bo8xpll6T4p48eP1/jx479y3u12q6ysTGVlZVbG6aStrS22iDdenfit9cTHeJaYmCi32213DACG2bVr11eOJ02aZFOa3s/SkmKqtrY2jRt3pY4c6XraKV7k5+fbHcF2/foNUG3tcxQVAJ0EAoGvHFdUVNiUpvejpEgKh8M6cqRJodBjkriiCMd05MgMhcNhSgqATgoKChQIBNTe3i6Xy6WCggK7I/VqlJROkiVxBQEA4Ov5fD7V1NRIkqLRKGtSehjX7AIA0E1er1eFhYWSpMLCQnm9XpsT9W7MpAAAvjNMuMjhl7/8pd5991398pe/tPVCg3hY4E9JAQB8Z0yYMEGNjY12x5CkU97P60wbOHCgamtrbc3Q0ygpAIDvjO3bt9s+k9Lc3Kz8/Hzt2LHD1k0GExMTbXttq1BSAADfGW6325i3OFJTU9kJuYexcBYAABiJkgIAAIxESQEAAEaipAAAACNRUgAAgJEoKQAAwEiUFAAAYCRKCgAAMBIlBQAAGImSAgAAjERJAQAARqKkAAAAI1FSAACAkSgpAADASJQUAABgJEoKAAAwEiUFAAAYiZICAACMREkBAABGoqQAAAAjUVIAAICRKCkAAMBIlBQAAGAkSgoAADASJQUAABjplEvKJ5980hM5AAAAOulWSQmHw1qxYoUuuugiXXnllXrvvfc0adIkffDBBz2dDwAAxKlulZSKigq9+eabevjhh5WUlKSMjAz90z/9k5YuXdrT+QAAQJxydedBNTU1euqpp5SWliZJcrvduvPOO3XFFVf0aDgAABC/ujWTEolElJSUJEmKRqOxj4mJiT2XDAAAxLVulZRx48bptttuU2NjoxwOh1paWrR8+XJddtllp/Wix44d09VXX62HHnpI0vE1L+Xl5RozZozy8vJUUVGhjo6O03puAADQO3SrpNx6661qbW3VuHHj9Pnnn2vUqFE6fPiwlixZclovumzZMr333nux41WrVunAgQMKBALasmWLamtr9eijj57WcwMAgN6hW2tS+vbtq7Vr1+rjjz/W+++/r4yMDGVkZJzWC9bU1Ojdd9/VRRddFDtXXV2tZcuWxda8lJSU6L777tOsWbNO6zUAAMB3X7dKylNPPdXpuK6uTpKUmJiotLQ0jRgxQikpKd/4PIcOHdK9996rDRs26NZbb5Ukff7552psbFROTk7scdnZ2QoGgwqFQrG1MAAAIL50q6Q8+eST2rNnj9LT03XOOefo8OHDOnz4sM455xy1tLSoo6ND69at0/Dhw0/6HJFIRL/5zW9UWlqqzMzM2Pljx45JkjweT+ycx+NRNBpVa2srJQUAgDjVrZKSk5Ojyy67TDfddJMcDockad26dTp06JDKy8u1ceNGLV++XJWVlSd9jjVr1igjI0M//elPO50/UU5aW1tj51paWiRJycnJp/bdfGvHLH49mIlxAAAm6FZJ2bZtm2pra2MFRZJmzZqlcePGqby8XD//+c91//33d/kcW7du1UcffaTRo0dLOj6DsnfvXv3lL39Renq66urqNHjwYEnH307KysqSy9WteJKkhoYGJSSc3q2Ijh49KklKSppxWl+P3qmhoaFbb2Oi55z4u8n/C5iEcXlmdOcq3m61AI/Ho3379nVa7PrGG2/E9klpamr6xlmPQCDQ6fj666/X+PHjNXv2bK1YsUKrV69Wbm6uIpGI1q5dq+Li4u5Ei8nMzJTT6TylrzmhublZkhQKPSbJ6tkbmOeYkpJmKDMzU6mpqXaHiWsn/m7y/wImYVyeGZFIRE1NTV0+plslZd68eZo9e7aKioo0aNAgHTp0SM8884xuvvlm1dfXa/bs2ZoyZcppBy0tLdWKFStUXFyscDisoqIizZkz57Sf7/QlS6IVAwBggm6VlGuvvVZZWVl6+umn9fLLL2vQoEGaNWuWXnjhBf3whz/U4sWLVVhYeEovvHHjxth/u91ulZWVqays7NTSAwCAXqvbiz4uvvhijRgxQk8//bQ2bNiggwcP6pJLLlFWVpaysrJ6MCIAAIhH3SopH330kTZt2qSqqip99tlnmjNnjh588EGdc845PZ0PAADEqS4vh9m3b59uvvlmXXXVVXr77be1YsUK9evXT9OnT6egAACAHtXlTMrUqVN17bXX6g9/+AOlBAAAWKrLmZQZM2bo2WefVWlpqaqrq9XW1tZprxQAAICe0mVJuf3227Vz505NmzZNlZWVGjdunL744gu99dZbVuUDAABx6hsXzrrdbk2ePFmTJ0/Wm2++qSeeeEKLFy/WgAEDVFRUpAULFliREwAAxJlT2kc+NzdXd911l2pra/XP//zP2rZtW0/lAgAAce60bnaTkpKi6dOn66mnnjrDcQAAAI47vTvyAQAA9DBKCgAAMFK3t8UHYK22tjaFw2G7Y9jqxN1mT3yMZ4mJiXK73XbHACxFSQEM1NbWpnH543Tk0yN2RzFCfn6+3RFs1y+tn2p31FJUEFcoKYCBwuGwjnx6RE1XNCnqitodBzZztDuk54+PC0oK4gklBTBY1BVVNJGSAiA+sXAWAAAYiZICAACMREkBAABGoqQAAAAjUVIAAICRKCkAAMBIlBQAAGAkSgoAADASJQUAABiJkgIAAIxESQEAAEaipAAAACNRUgAAgJEoKQAAwEiUFAAAYCRKCgAAMBIlBQAAGImSAgAAjERJAQAARqKkAAAAI1FSAACAkVx2BwAAfDe0tbUpHA7bHcN2zc3NnT7Gs8TERLnd7h57fkoKAOAbtbW16cpx49R05IjdUYyRn59vdwTbDejXT8/V1vZYUbG0pDz77LPy+/16//33NWDAAM2aNUvTp09XOBzWsmXLFAgEFI1GNW3aNC1evFgJCbwbBQAmCIfDajpyRI+FQkq2OwyMcEzSjCNHFA6Hv/slpb6+Xr/61a+0bt06jR07Vm+88YZ+9rOfaejQodq2bZsOHDigQCCgUCikuXPnqn///po1a5ZV8QAA3ZAsKcXuEIgblk1VDBkyRLt379bYsWPV0tKijz/+WE6nUykpKaqurlZJSYnS0tKUkZGhkpISVVZWWhUNAAAYyNK3e1JTU/XZZ5/pkksuUSQS0Zw5c5Senq7Gxkbl5OTEHpedna1gMKhQKKSkpCQrIwIAAENYvnD2rLPO0p49e/TWW2/pxhtvlMfjkaTYxxP/HY1G1draSkkBACBOWV5SnE6nnE6nhg8frilTpmjfvn2SpNbW1thjWlpaJEnJyVYvzzpm8evBTIwDADCBZSVlx44dWrNmTae1JqFQSH379lV6errq6uo0ePBgSVJdXZ2ysrLkcnU/XkNDw2lfDRQKhXTWWf31xRczTuvr0fucdVZ/HT58WJ9++qktr3/06FFbXhdma2hoUEqKPctWGZM4mdMdlx0dHd/4GMtKyrBhw/TOO+9o48aNmj59uv7nf/5H1dXVWrNmjQYMGKDVq1crNzdXkUhEa9euVXFx8Sk9f2ZmppxO52nn+9OfXoj7TYqam5uVn5+vHTt2KDU11e44turpDYq+CZtE4etkZmba9neTMYmTOd1xGYlE1NTU1OVjLCsp/fv314MPPqjly5fr/vvv16BBg3TPPfcoLy9PI0aM0IoVK1RcXKxwOKyioiLNmTPHqmiSJLfbbes/SiZJTU2N+5ICALCfpWtSRowYoSeffPIr591ut8rKylRWVmZlHMB4jnaH3RFgAMYB4hXb4gMGG/D8ALsjAIBtKCmAwZquaFLUFbU7BmzmaHdQWBGXKCmAwaKuqKKJlBQA8Yk7+AEAACNRUgAAgJEoKQAAwEiUFAAAYCRKCgAAMBIlBQAAGImSAgAAjERJAQAARqKkAAAAI1FSAACAkSgpAADASJQUAABgJEoKAAAwEiUFAAAYyWV3AADAd8cxuwPAGFaMBUoKAKDbZiQl2R0BcYSSAgDotsdCISXbHQJGOKaeL62UFABAtyVLSrE7BOIGC2cBAICRKCkAAMBIlBQAAGAkSgoAADASJQUAABiJkgIAAIxESQEAAEZinxTAYI52h90RYADGAeIVJQUwUGJiovql9ZOetzsJTNEvrZ8SExPtjgFYipICGMjtdqt2R63C4bDdUWzV3Nys/Px87dixQ6mpqXbHsVViYqLcbrfdMQBLUVIAQ7ndbv5R+v9SU1PjvqQA8YiFswAAwEiUFAAAYCRKCgAAMBIlBQAAGImSAgAAjERJAQAARrK0pLzyyiuaNm2aRo0apSuuuEIPPPCAotGowuGwysvLNWbMGOXl5amiokIdHR1WRgMAAIaxbJ+UTz75RCUlJbr11ltVXFysYDCoG2+8UWlpafrwww914MABBQIBhUIhzZ07V/3799esWbOsigcAAAxj2UxKQ0ODxo8fr8mTJ8vpdCo7O1sTJ07Uq6++qurqapWUlCgtLU0ZGRkqKSlRZWWlVdEAAICBLCspw4cP18qVK2PHoVBIO3fu1HnnnafGxkbl5OTEPpedna1gMKhQKGRVPAAAYBhbFs62tbVp0aJF6tOnj37yk59IkjweT+zzHo9H0WhUra2tdsQDAAAGsPzePR9++KEWLlyoPn366JFHHlE0GpWkToWkpaVFkpScnGx1PABAF47ZHQDGsGIsWFpS9u/fr7lz52rChAkqKyuL3XY8PT1ddXV1Gjx4sCSprq5OWVlZcrm6H6+hoUEJCVxR/W0cPXpU0vGfZUpKis1pAMakSUKhkPqfdZZmfPGF3VFgkP5nnaXDhw/r008/PeWv7c5VvJaVlMOHD2v27NmaOXOm5s+f3+lzRUVFWr16tXJzcxWJRLR27VoVFxef0vNnZmbK6XSewcTxp7m5WdLxnyV3nIUJGJNmeeFPf1I4HLY7hu2am5uVn5+vHTt2xP24TExMPO27tUciETU1NXX5GMtKSmVlpT777DOtX79e69evj50fN26c7r33Xq1YsULFxcUKh8MqKirSnDlzrIoGAOgGt9t92v8g9UapqalxX1J6mmUlpbS0VKWlpSf9fFlZmcrKyqyKAwAADMciDgAAYCRKCgAAMBIlBQAAGImSAgAAjERJAQAARqKkAAAAI1FSAACAkSgpAADASJQUAABgJEoKAAAwEiUFAAAYiZICAACMREkBAABGoqQAAAAjUVIAAICRKCkAAMBIlBQAAGAkSgoAADASJQUAABiJkgIAAIxESQEAAEaipAAAACNRUgAAgJEoKQAAwEiUFAAAYCRKCgAAMBIlBQAAGImSAgAAjERJAQAARqKkAAAAI1FSAACAkSgpAADASJQUAABgJEoKAAAwEiUFAAAYiZICAACMREkBAABGoqQAAAAj2VJS9uzZo7y8vNhxOBxWeXm5xowZo7y8PFVUVKijo8OOaAAAwBCWlpSOjg5VVlZq9uzZCofDsfOrVq3SgQMHFAgEtGXLFtXW1urRRx+1MhoAADCMpSVl5cqVqqqq0vz58zudr66uVklJidLS0pSRkaGSkhJVVlZaGQ0AABjG0pLyi1/8QtXV1brgggti5z7//HM1NjYqJycndi47O1vBYFChUMjKeAAAwCCWlpSMjIyvnDt27JgkyePxxM55PB5Fo1G1trZalg0AAJjF9qt7TpSTvy8kLS0tkqTk5GRbMgEAAPu57A7Qr18/paenq66uToMHD5Yk1dXVKSsrSy5X9+M1NDQoIcH2zvWddvToUUnHf5YpKSk2pwEYkzAT4/LM6M5VvLaXFEkqKirS6tWrlZubq0gkorVr16q4uPiUniMzM1NOp7NnAsaJ5uZmScd/lqmpqTanARiTMBPj8syIRCJqamrq8jFGTD2UlpZq6NChKi4uVlFRkS6++GLNmTPH7lgAAMBGtsykjBkzRq+99lrs2O12q6ysTGVlZXbEAQAABjJiJgUAAODLKCkAAMBIlBQAAGAkSgoAADASJQUAABiJkgIAAIxESQEAAEaipAAAACNRUgAAgJEoKQAAwEiUFAAAYCRKCgAAMBIlBQAAGImSAgAAjERJAQAARqKkAAAAI1FSAACAkSgpAADASJQUAABgJEoKAAAwEiUFAAAYiZICAACMREkBAABGoqQAAAAjUVIAAICRKCkAAMBIlBQAAGAkSgoAADCSy+4AAMzV1tamcDhs2+s3Nzd3+miXxMREud1uWzPgOLvHpMS4tBIlBcBJTZgwQY2NjXbHUH5+vq2vP3DgQNXW1tqaAceZMiYlxqUVKCkATmr79u22/ta6detW3Xnnnbrzzjt1zTXX2JYjMTHRttdGZ3aPSUlauHCh/vznP+uSSy7RqlWrbMsRD+OSkgLgpNxut63Tyffcc4+i0ajuueceXXfddbblgDnsHpOS9Oc//zn2MTU11dYsvR0LZwEYafPmzWppaZEktbS0aPPmzTYnAqQbb7yxy2OcWcykGMTuBWEsBoNJli5d+pXjSZMm2ZQGOG7nzp1dHuPMoqQYxJQFYSwGgwlOzKKc7BhA70dJMYjdC8Lq6+t1++23a9myZRoyZIhtOeJhMRi+mcfj6VRMPB6PjWkA2IGSYhC7F4StX79e+/fv1/r161VRUWFbDkCSysvLtWTJkk7HgN0uv/zyTm/xXH755Tam6f1YOAtJUjAYVE1NjSSppqZGwWDQ5kSId01NTV0eA3ZISUnp8hhnljEl5cCBA7ruuus0cuRIXX311dq9e7fdkeKK3++Xw+GQJDkcDvn9fpsTId59eTaP2T2Y4MQvcyc7xpllREkJhUKaN2+eJk6cqL/85S+65ZZbNG/ePH300Ud2R4sbgUBA7e3tkqT29nYFAgGbEyHeRaPRLo8B9H5GlJSXXnpJLS0tuuGGG5SYmKgrr7xSeXl57ItgoYKCArlcx5couVwuFRQU2JwIABDvjCgpBw8eVE5OTuztBknKzs7W22+/bWOq+OLz+WK/qUajUfl8PpsTId6dKM0nOwbQ+xlRUo4dO6Y+ffp0OtenTx/2RbCQ1+tVYWGhJKmwsFBer9fmRIh3y5Yt6/IYQO9nxK8mycnJam1t7XSutbVVycnJ3/i1J377j0QiPZItnixYsECHDx/WggUL+HnCdkVFRVq2bJkikYicTqeKiooYl7Dd1+3Xw7g8PSd+bl2tN3NEDViNVltbq1tvvVW7du2KnZs7d65GjhypkpKSLr82FArp9ddf7+mIAACgBwwbNkxJSUlf+zkjZlLGjBkjp9Op//qv/9INN9yg2tpavfTSS7r99tu/8WtdLpeGDRumhISETmtaAACAuaLRqDo6Orpcb2bETIok/e1vf9Odd96pN998UwMHDtQtt9yiK664wu5YAADAJsaUFAAAgL9nxNU9AAAAX0ZJAQAARqKkAAAAI1FSAACAkSgpAADASJQUdLJnzx7l5eXZHQPQK6+8omnTpmnUqFG64oor9MADD3AnZNjq2Wef1TXXXKORI0dq4sSJevzxx+2O1OsZsZkb7NfR0aGqqirde++96ujosDsO4twnn3yikpIS3XrrrSouLlYwGNSNN96otLQ0TZ8+3e54iEP19fX61a9+pXXr1mns2LF644039LOf/UxDhw7V8OHD7Y7XazGTAknSypUrVVVVpfnz59sdBVBDQ4PGjx+vyZMny+l0Kjs7WxMnTtSrr75qdzTEqSFDhmj37t0aO3asWlpa9PHHH8vpdColJcXuaL0aJQWSpF/84heqrq7WBRdcYHcUQMOHD9fKlStjx6FQSDt37tR5551nYyrEu9TUVH322WcaNWqUbrzxRs2YMUPnnnuu3bF6NUoKJEkZGRl2RwC+VltbmxYtWqQ+ffpoxowZdsdBnDvrrLO0Z88e/e53v1NVVZWqq6vtjtSrUVIAGOvDDz/UjBkz9MUXX+iRRx6Rx+OxOxLinNPpVFJSkoYPH64pU6bo2WeftTtSr0ZJAWCk/fv3a/LkycrNzdXDDz+svn372h0JcWzHjh267rrrOp0LhUKMyx5GSQFgnMOHD2v27NmaPn267rrrLiUmJtodCXFu2LBheuedd7Rx40ZFIhG9/PLLqq6u1pQpU+yO1qtRUgAYp7KyUp999pnWr1+vkSNHxv74fD67oyFO9e/fXw8++KC2bt2qvLw83XXXXbrnnnvYV6qHOaLsjgQAAAzETAoAADASJQUAABiJkgIAAIxESQEAAEaipAAAACNRUgAAgJEoKQAAwEguuwMA6J1+8IMfqE+fPkpIOP67kMPhUG5urhYvXqzRo0d3+bVLlixRcnKy7rjjDiuiAjAUJQVAj3nsscc0bNgwSVJHR4c2bNigOXPm6Pnnn1e/fv1sTgfAdLzdA8ASCQkJmjp1qo4ePar33ntPkvTcc8+pqKhII0eO1DXXXKOdO3d+5es+//xz3XLLLZowYYJGjBihq6++Wtu2bZN0vPgsW7ZMl156qcaOHasbbrhB77zzjiTpnXfe0YwZMzR69GhNmDBB//Zv/6ZIJGLdNwzgW6OkALBEc3Oz1q1bp/T0dOXk5OjgwYMqLS3VwoUL9corr8jn82nhwoX69NNPO31dRUWFjh49qi1btujVV1/VT37yE/32t7+VJP3xj3/USy+9pEAgoJ07dyojI0N+v1+S9O///u8aM2aMXn75ZW3cuFE1NTXatWuX5d83gNPH2z0AeszMmTPldDolSS6XS+eff77WrFkjj8ejZ555Rnl5eZo4caIk6Uc/+pEyMjLk8Xg6PcfChQuVlJSkpKQkffDBB0pJSdHhw4clSX379tWhQ4f0+9//XuPHj9fdd98dWwPTt29f/elPf9IPfvADjR07Vi+88ELscwC+GygpAHrMhg0bYmtSvqyxsVHnnHNOp3MjRoz4yuM++ugjLV++XG+//bb+8R//Ud/73vd04r6oY8eO1Z133qknnnhCK1eu1ODBg/Uv//IvmjBhgu644w6tWrVKK1as0AcffKBx48Zp6dKlysjIOPPfKIAewa8VAGzxve99Tx9++GGnc//5n/+pgwcPdjq3ePFiXXbZZdq9e7eefPJJXXvttbHP1dfX6/vf/74ef/xx7d69W5MnT9aiRYsUCoX05ptvav78+dq2bZueeeYZHT16VPfdd58l3xuAM4OSAsAWP/7xj/Xyyy/rueeeU0dHh7Zt26aHH35Y//AP/9Dpcc3NzXK73UpISFBDQ4NWr14tSQqFQnrxxRc1f/58vf/++0pJSVHfvn2Vmpoql8uliooK3XfffQqFQhowYICcTudXnhuA2SgpAGyRlZWlVatWye/3a/To0XrggQe0Zs0anX322Z0ed/fdd+uJJ57QyJEjdcMNN+jqq69Wnz599Le//U1TpkzRj370I02bNk0XXXSRqqqqtGrVKiUkJGjFihV69913dckll2j8+PE6++yztWDBApu+WwCnwxE98eYuAACAQZhJAQAARqKkAAAAI1FSAACAkSgpAADASJQUAABgJEoKAAAwEiUFAAAYiZICAACMREkBAABGoqQAAAAj/T8ws9HejLb8YwAAAABJRU5ErkJggg==\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "# your code here" + "# your code here\n", + "\n", + "sns.boxplot(x=\"Pclass\",y=\"Age\", data = titanic)" ] }, { @@ -560,18 +1797,40 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 40, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "# your code here" + "# your code here\n", + "\n", + "graph = sns.FacetGrid(titanic, col =\"Gender\")\n", + "graph.map(plt.hist, \"Age\", bins = 10)\n", + "plt.show()" ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] } ], "metadata": { "anaconda-cloud": {}, "kernelspec": { - "display_name": "Python 3", + "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, @@ -585,7 +1844,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.2" + "version": "3.10.10" } }, "nbformat": 4,