diff --git a/your-code/main.ipynb b/your-code/main.ipynb index dbe4405..40ac2c7 100755 --- a/your-code/main.ipynb +++ b/your-code/main.ipynb @@ -11,7 +11,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ @@ -30,13 +30,52 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 2, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([ 0, 1, 4, 9, 16, 25, 36, 49, 64, 81, 100,\n", + " 121, 144, 169, 196, 225, 256, 289, 324, 361, 400, 441,\n", + " 484, 529, 576, 625, 676, 729, 784, 841, 900, 961, 1024,\n", + " 1089, 1156, 1225, 1296, 1369, 1444, 1521, 1600, 1681, 1764, 1849,\n", + " 1936, 2025, 2116, 2209, 2304, 2401, 2500, 2601, 2704, 2809, 2916,\n", + " 3025, 3136, 3249, 3364, 3481, 3600, 3721, 3844, 3969, 4096, 4225,\n", + " 4356, 4489, 4624, 4761, 4900, 5041, 5184, 5329, 5476, 5625, 5776,\n", + " 5929, 6084, 6241, 6400, 6561, 6724, 6889, 7056, 7225, 7396, 7569,\n", + " 7744, 7921, 8100, 8281, 8464, 8649, 8836, 9025, 9216, 9409, 9604,\n", + " 9801])" + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "x = np.arange(0,100)\n", "y = x*2\n", - "z = x**2" + "z = x**2\n", + "\n", + "\n", + "x\n", + "\n", + "y\n", + "\n", + "z" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Plot (x, y) and (x, z).\n", + "There are 2 ways of doing this. Do in both ways.\n", + "\n", + "**Hint**: Check out the nrows, ncols and index arguments of subplots. \n", + "\n", + "Also, play around with the linewidth and style. Use the ones you're most happy with." ] }, { @@ -53,11 +92,41 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 3, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "# Method 1" + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "\n", + "x = np.arange(0,100)\n", + "y = x*2\n", + "z = x**2\n", + "\n", + "fig, axs = plt.subplots(2, sharex=True, figsize=(10,10))\n", + "fig.suptitle('Plotando (x, y) e (x, z)')\n", + "\n", + "axs[0].plot(x, y, color='blue', linewidth=2, linestyle='--')\n", + "axs[0].set_title('y = 2x')\n", + "axs[0].set_ylabel('y')\n", + "\n", + "axs[1].plot(x, z, color='red', linewidth=2)\n", + "axs[1].set_title('z = x^2')\n", + "axs[1].set_xlabel('x')\n", + "axs[1].set_ylabel('z')\n", + "\n", + "plt.show()" ] }, { @@ -69,11 +138,42 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 4, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "# Method 2" + "import matplotlib.pyplot as plt\n", + "\n", + "x = np.arange(0, 100)\n", + "y = x * 2\n", + "z = x ** 2\n", + "\n", + "fig, axs = plt.subplots(nrows=1, ncols=2, figsize=(12, 6))\n", + "fig.suptitle('Plotando (x, y) e (x, z)')\n", + "\n", + "axs[0].plot(x, y, color='blue', linewidth=2, linestyle='--')\n", + "axs[0].set_title('y = 2x')\n", + "axs[0].set_xlabel('x')\n", + "axs[0].set_ylabel('y')\n", + "\n", + "axs[1].plot(x, z, color='red', linewidth=2)\n", + "axs[1].set_title('z = x^2')\n", + "axs[1].set_xlabel('x')\n", + "axs[1].set_ylabel('z')\n", + "\n", + "plt.tight_layout()\n", + "plt.show()" ] }, { @@ -88,11 +188,40 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 5, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "# your code here" + "x = np.arange(0, 100)\n", + "y = x * 2\n", + "z = x ** 2\n", + "\n", + "fig, axs = plt.subplots(nrows=1, ncols=2, figsize=(10, 5))\n", + "fig.suptitle('Plotting (x, y) and (x, z)', fontsize=16, fontweight='bold')\n", + "\n", + "axs[0].plot(x, y, color='blue', linewidth=2, linestyle='--')\n", + "axs[0].set_title('y = 2x', fontsize=14)\n", + "axs[0].set_xlabel('x', fontsize=12)\n", + "axs[0].set_ylabel('y', fontsize=12)\n", + "\n", + "axs[1].plot(x, z, color='red', linewidth=2)\n", + "axs[1].set_title('z = x^2', fontsize=14)\n", + "axs[1].set_xlabel('x', fontsize=12)\n", + "axs[1].set_ylabel('z', fontsize=12)\n", + "\n", + "plt.tight_layout()\n", + "plt.show()" ] }, { @@ -105,11 +234,49 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 6, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "# your code here" + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "\n", + "x = np.linspace(0, 5, 100)\n", + "y1 = x**2\n", + "y2 = np.exp(x)\n", + "\n", + "fig, axs = plt.subplots(nrows=2, ncols=1, figsize=(8, 10))\n", + "\n", + "axs[0].plot(x, y1, label='y = x^2')\n", + "axs[0].plot(x, y2, label='y = e^x')\n", + "axs[0].set_xlabel('x')\n", + "axs[0].set_ylabel('y')\n", + "axs[0].set_title('Escala Linear')\n", + "axs[0].legend()\n", + "\n", + "\n", + "axs[1].plot(x, y1, label='y = x^2')\n", + "axs[1].plot(x, y2, label='y = e^x')\n", + "axs[1].set_xlabel('x')\n", + "axs[1].set_ylabel('y')\n", + "axs[1].set_title('Escala Logarítmica')\n", + "axs[1].legend()\n", + "axs[1].set_xscale('log')\n", + "axs[1].set_yscale('log')\n", + "\n", + "plt.tight_layout()\n", + "plt.show()" ] }, { @@ -121,11 +288,47 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 7, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "# your code here" + "x = np.linspace(0, 5, 100)\n", + "y1 = x**2\n", + "y2 = np.exp(x)\n", + "\n", + "fig, axs = plt.subplots(nrows=2, ncols=1, figsize=(8, 10))\n", + "\n", + "\n", + "axs[0].plot(x, y1, label='y = x^2')\n", + "axs[0].plot(x, y2, label='y = e^x')\n", + "axs[0].set_xlabel('x')\n", + "axs[0].set_ylabel('y')\n", + "axs[0].set_title('Escala Linear')\n", + "axs[0].legend()\n", + "\n", + "\n", + "axs[1].plot(x, y1, label='y = x^2')\n", + "axs[1].plot(x, y2, label='y = e^x')\n", + "axs[1].set_xlabel('x')\n", + "axs[1].set_ylabel('y')\n", + "axs[1].set_title('Escala Logarítmica')\n", + "axs[1].legend()\n", + "axs[1].set_xscale('log')\n", + "axs[1].set_yscale('log')\n", + "\n", + "plt.tight_layout()\n", + "plt.show()" ] }, { @@ -140,11 +343,59 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 8, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " 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]\n" + ] + } + ], "source": [ - "# your code here" + "import pandas as pd\n", + "from sqlalchemy import create_engine\n", + "\n", + "fitbit = pd.read_csv('Fitbit2.csv')\n", + "print(fitbit.head())\n", + "\n" ] }, { @@ -167,15 +418,70 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 14, "metadata": {}, - "outputs": [], + "outputs": [ + { + "ename": "FileNotFoundError", + "evalue": "[Errno 2] No such file or directory: 'figures/fitbit_median_steps.png'", + "output_type": "error", + "traceback": [ + "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[1;31mFileNotFoundError\u001b[0m Traceback (most recent call last)", + "Cell \u001b[1;32mIn[14], line 30\u001b[0m\n\u001b[0;32m 26\u001b[0m plt\u001b[39m.\u001b[39mylabel(\u001b[39m'\u001b[39m\u001b[39mMedian Steps\u001b[39m\u001b[39m'\u001b[39m)\n\u001b[0;32m 27\u001b[0m plt\u001b[39m.\u001b[39mxticks(rotation\u001b[39m=\u001b[39m\u001b[39m0\u001b[39m)\n\u001b[1;32m---> 30\u001b[0m fig\u001b[39m.\u001b[39;49msavefig(\u001b[39m'\u001b[39;49m\u001b[39mfigures/fitbit_median_steps.png\u001b[39;49m\u001b[39m'\u001b[39;49m)\n\u001b[0;32m 31\u001b[0m plt\u001b[39m.\u001b[39mshow()\n", + "File \u001b[1;32mc:\\Users\\Leticia Demarchi\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages\\matplotlib\\figure.py:3343\u001b[0m, in \u001b[0;36mFigure.savefig\u001b[1;34m(self, fname, transparent, **kwargs)\u001b[0m\n\u001b[0;32m 3339\u001b[0m \u001b[39mfor\u001b[39;00m ax \u001b[39min\u001b[39;00m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39maxes:\n\u001b[0;32m 3340\u001b[0m stack\u001b[39m.\u001b[39menter_context(\n\u001b[0;32m 3341\u001b[0m ax\u001b[39m.\u001b[39mpatch\u001b[39m.\u001b[39m_cm_set(facecolor\u001b[39m=\u001b[39m\u001b[39m'\u001b[39m\u001b[39mnone\u001b[39m\u001b[39m'\u001b[39m, edgecolor\u001b[39m=\u001b[39m\u001b[39m'\u001b[39m\u001b[39mnone\u001b[39m\u001b[39m'\u001b[39m))\n\u001b[1;32m-> 3343\u001b[0m \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49mcanvas\u001b[39m.\u001b[39;49mprint_figure(fname, \u001b[39m*\u001b[39;49m\u001b[39m*\u001b[39;49mkwargs)\n", + "File \u001b[1;32mc:\\Users\\Leticia Demarchi\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages\\matplotlib\\backend_bases.py:2366\u001b[0m, in \u001b[0;36mFigureCanvasBase.print_figure\u001b[1;34m(self, filename, dpi, facecolor, edgecolor, orientation, format, bbox_inches, pad_inches, bbox_extra_artists, backend, **kwargs)\u001b[0m\n\u001b[0;32m 2362\u001b[0m \u001b[39mtry\u001b[39;00m:\n\u001b[0;32m 2363\u001b[0m \u001b[39m# _get_renderer may change the figure dpi (as vector formats\u001b[39;00m\n\u001b[0;32m 2364\u001b[0m \u001b[39m# force the figure dpi to 72), so we need to set it again here.\u001b[39;00m\n\u001b[0;32m 2365\u001b[0m \u001b[39mwith\u001b[39;00m cbook\u001b[39m.\u001b[39m_setattr_cm(\u001b[39mself\u001b[39m\u001b[39m.\u001b[39mfigure, dpi\u001b[39m=\u001b[39mdpi):\n\u001b[1;32m-> 2366\u001b[0m result \u001b[39m=\u001b[39m print_method(\n\u001b[0;32m 2367\u001b[0m filename,\n\u001b[0;32m 2368\u001b[0m facecolor\u001b[39m=\u001b[39;49mfacecolor,\n\u001b[0;32m 2369\u001b[0m edgecolor\u001b[39m=\u001b[39;49medgecolor,\n\u001b[0;32m 2370\u001b[0m orientation\u001b[39m=\u001b[39;49morientation,\n\u001b[0;32m 2371\u001b[0m bbox_inches_restore\u001b[39m=\u001b[39;49m_bbox_inches_restore,\n\u001b[0;32m 2372\u001b[0m \u001b[39m*\u001b[39;49m\u001b[39m*\u001b[39;49mkwargs)\n\u001b[0;32m 2373\u001b[0m \u001b[39mfinally\u001b[39;00m:\n\u001b[0;32m 2374\u001b[0m \u001b[39mif\u001b[39;00m bbox_inches \u001b[39mand\u001b[39;00m restore_bbox:\n", + "File \u001b[1;32mc:\\Users\\Leticia Demarchi\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages\\matplotlib\\backend_bases.py:2232\u001b[0m, in \u001b[0;36mFigureCanvasBase._switch_canvas_and_return_print_method..\u001b[1;34m(*args, **kwargs)\u001b[0m\n\u001b[0;32m 2228\u001b[0m optional_kws \u001b[39m=\u001b[39m { \u001b[39m# Passed by print_figure for other renderers.\u001b[39;00m\n\u001b[0;32m 2229\u001b[0m \u001b[39m\"\u001b[39m\u001b[39mdpi\u001b[39m\u001b[39m\"\u001b[39m, \u001b[39m\"\u001b[39m\u001b[39mfacecolor\u001b[39m\u001b[39m\"\u001b[39m, \u001b[39m\"\u001b[39m\u001b[39medgecolor\u001b[39m\u001b[39m\"\u001b[39m, \u001b[39m\"\u001b[39m\u001b[39morientation\u001b[39m\u001b[39m\"\u001b[39m,\n\u001b[0;32m 2230\u001b[0m \u001b[39m\"\u001b[39m\u001b[39mbbox_inches_restore\u001b[39m\u001b[39m\"\u001b[39m}\n\u001b[0;32m 2231\u001b[0m skip \u001b[39m=\u001b[39m optional_kws \u001b[39m-\u001b[39m {\u001b[39m*\u001b[39minspect\u001b[39m.\u001b[39msignature(meth)\u001b[39m.\u001b[39mparameters}\n\u001b[1;32m-> 2232\u001b[0m print_method \u001b[39m=\u001b[39m functools\u001b[39m.\u001b[39mwraps(meth)(\u001b[39mlambda\u001b[39;00m \u001b[39m*\u001b[39margs, \u001b[39m*\u001b[39m\u001b[39m*\u001b[39mkwargs: meth(\n\u001b[0;32m 2233\u001b[0m \u001b[39m*\u001b[39;49margs, \u001b[39m*\u001b[39;49m\u001b[39m*\u001b[39;49m{k: v \u001b[39mfor\u001b[39;49;00m k, v \u001b[39min\u001b[39;49;00m kwargs\u001b[39m.\u001b[39;49mitems() \u001b[39mif\u001b[39;49;00m k \u001b[39mnot\u001b[39;49;00m \u001b[39min\u001b[39;49;00m skip}))\n\u001b[0;32m 2234\u001b[0m \u001b[39melse\u001b[39;00m: \u001b[39m# Let third-parties do as they see fit.\u001b[39;00m\n\u001b[0;32m 2235\u001b[0m print_method \u001b[39m=\u001b[39m meth\n", + "File \u001b[1;32mc:\\Users\\Leticia Demarchi\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages\\matplotlib\\backends\\backend_agg.py:509\u001b[0m, in \u001b[0;36mFigureCanvasAgg.print_png\u001b[1;34m(self, filename_or_obj, metadata, pil_kwargs)\u001b[0m\n\u001b[0;32m 462\u001b[0m \u001b[39mdef\u001b[39;00m \u001b[39mprint_png\u001b[39m(\u001b[39mself\u001b[39m, filename_or_obj, \u001b[39m*\u001b[39m, metadata\u001b[39m=\u001b[39m\u001b[39mNone\u001b[39;00m, pil_kwargs\u001b[39m=\u001b[39m\u001b[39mNone\u001b[39;00m):\n\u001b[0;32m 463\u001b[0m \u001b[39m \u001b[39m\u001b[39m\"\"\"\u001b[39;00m\n\u001b[0;32m 464\u001b[0m \u001b[39m Write the figure to a PNG file.\u001b[39;00m\n\u001b[0;32m 465\u001b[0m \n\u001b[1;32m (...)\u001b[0m\n\u001b[0;32m 507\u001b[0m \u001b[39m *metadata*, including the default 'Software' key.\u001b[39;00m\n\u001b[0;32m 508\u001b[0m \u001b[39m \"\"\"\u001b[39;00m\n\u001b[1;32m--> 509\u001b[0m \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49m_print_pil(filename_or_obj, \u001b[39m\"\u001b[39;49m\u001b[39mpng\u001b[39;49m\u001b[39m\"\u001b[39;49m, pil_kwargs, metadata)\n", + "File \u001b[1;32mc:\\Users\\Leticia Demarchi\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages\\matplotlib\\backends\\backend_agg.py:458\u001b[0m, in \u001b[0;36mFigureCanvasAgg._print_pil\u001b[1;34m(self, filename_or_obj, fmt, pil_kwargs, metadata)\u001b[0m\n\u001b[0;32m 453\u001b[0m \u001b[39m\u001b[39m\u001b[39m\"\"\"\u001b[39;00m\n\u001b[0;32m 454\u001b[0m \u001b[39mDraw the canvas, then save it using `.image.imsave` (to which\u001b[39;00m\n\u001b[0;32m 455\u001b[0m \u001b[39m*pil_kwargs* and *metadata* are forwarded).\u001b[39;00m\n\u001b[0;32m 456\u001b[0m \u001b[39m\"\"\"\u001b[39;00m\n\u001b[0;32m 457\u001b[0m FigureCanvasAgg\u001b[39m.\u001b[39mdraw(\u001b[39mself\u001b[39m)\n\u001b[1;32m--> 458\u001b[0m mpl\u001b[39m.\u001b[39;49mimage\u001b[39m.\u001b[39;49mimsave(\n\u001b[0;32m 459\u001b[0m filename_or_obj, \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49mbuffer_rgba(), \u001b[39mformat\u001b[39;49m\u001b[39m=\u001b[39;49mfmt, origin\u001b[39m=\u001b[39;49m\u001b[39m\"\u001b[39;49m\u001b[39mupper\u001b[39;49m\u001b[39m\"\u001b[39;49m,\n\u001b[0;32m 460\u001b[0m dpi\u001b[39m=\u001b[39;49m\u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49mfigure\u001b[39m.\u001b[39;49mdpi, metadata\u001b[39m=\u001b[39;49mmetadata, pil_kwargs\u001b[39m=\u001b[39;49mpil_kwargs)\n", + "File \u001b[1;32mc:\\Users\\Leticia Demarchi\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages\\matplotlib\\image.py:1689\u001b[0m, in \u001b[0;36mimsave\u001b[1;34m(fname, arr, vmin, vmax, cmap, format, origin, dpi, metadata, pil_kwargs)\u001b[0m\n\u001b[0;32m 1687\u001b[0m pil_kwargs\u001b[39m.\u001b[39msetdefault(\u001b[39m\"\u001b[39m\u001b[39mformat\u001b[39m\u001b[39m\"\u001b[39m, \u001b[39mformat\u001b[39m)\n\u001b[0;32m 1688\u001b[0m pil_kwargs\u001b[39m.\u001b[39msetdefault(\u001b[39m\"\u001b[39m\u001b[39mdpi\u001b[39m\u001b[39m\"\u001b[39m, (dpi, dpi))\n\u001b[1;32m-> 1689\u001b[0m image\u001b[39m.\u001b[39;49msave(fname, \u001b[39m*\u001b[39;49m\u001b[39m*\u001b[39;49mpil_kwargs)\n", + "File \u001b[1;32mc:\\Users\\Leticia Demarchi\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages\\PIL\\Image.py:2429\u001b[0m, in \u001b[0;36mImage.save\u001b[1;34m(self, fp, format, **params)\u001b[0m\n\u001b[0;32m 2427\u001b[0m fp \u001b[39m=\u001b[39m builtins\u001b[39m.\u001b[39mopen(filename, \u001b[39m\"\u001b[39m\u001b[39mr+b\u001b[39m\u001b[39m\"\u001b[39m)\n\u001b[0;32m 2428\u001b[0m \u001b[39melse\u001b[39;00m:\n\u001b[1;32m-> 2429\u001b[0m fp \u001b[39m=\u001b[39m builtins\u001b[39m.\u001b[39mopen(filename, \u001b[39m\"\u001b[39m\u001b[39mw+b\u001b[39m\u001b[39m\"\u001b[39m)\n\u001b[0;32m 2431\u001b[0m \u001b[39mtry\u001b[39;00m:\n\u001b[0;32m 2432\u001b[0m save_handler(\u001b[39mself\u001b[39m, fp, filename)\n", + "\u001b[1;31mFileNotFoundError\u001b[0m: [Errno 2] No such file or directory: 'figures/fitbit_median_steps.png'" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "# MEDIAN STEPS BY MONTH_ENCODED\n", - "# your code here\n", + "fitbit = pd.read_csv('Fitbit2.csv', parse_dates=['Date'])\n", + "fitbit['Month_encoded'] = fitbit['Date'].dt.month\n", + "\n", + "fitbit['Work_or_Weekend'] = fitbit['Date'].dt.dayofweek.apply(lambda x: 'Weekend' if x in [5, 6] else 'Weekday')\n", + "\n", + "\n", + "monthly_steps = fitbit.groupby('Month_encoded')['Steps'].median()\n", + "weekday_steps = fitbit[fitbit['Work_or_Weekend'] == 'Weekday']['Steps'].median()\n", + "weekend_steps = fitbit[fitbit['Work_or_Weekend'] == 'Weekend']['Steps'].median()\n", + "\n", + "fig, axs = plt.subplots(1, 2, figsize=(12, 4))\n", + "\n", "\n", - "# MEDIAN STEPS BY WORK_OR_WEEKEND\n", - "# your code here" + "plt.sca(axs[0])\n", + "monthly_steps.plot(kind='bar', color='purple')\n", + "plt.title('Median Steps by Month')\n", + "plt.xlabel('Month')\n", + "plt.ylabel('Median Steps')\n", + "plt.xticks(rotation=0)\n", + "\n", + "\n", + "plt.sca(axs[1])\n", + "plt.bar(['Weekday', 'Weekend'], [weekday_steps, weekend_steps], color=['yellow', 'pink'])\n", + "plt.title('Median Steps by Workday/Weekend')\n", + "plt.xlabel('Workday/Weekend')\n", + "plt.ylabel('Median Steps')\n", + "plt.xticks(rotation=0)\n", + "\n", + "\n", + "fig.savefig('figures/fitbit_median_steps.png')\n", + "plt.show()\n" ] }, { @@ -191,11 +497,31 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 15, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "# your code here" + "fig, ax = plt.subplots(nrows=1, ncols=3, figsize=(15,5))\n", + "\n", + "features = ['Minutes Lightly Active', 'Minutes Very Active', 'Minutes Sedentary']\n", + "\n", + "for i in range(3):\n", + " ax[i].scatter(fitbit[features[i]], fitbit['Steps'])\n", + " ax[i].set_xlabel(features[i])\n", + " ax[i].set_ylabel('Steps')\n", + "\n", + "plt.show()" ] }, { @@ -211,13 +537,272 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 21, "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", + " \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", + " \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", + " \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", + " \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", + " \n", + " \n", + "
PassengerIdSurvivedPclassNameGenderAgeSibSpParchTicketFareCabinEmbarked
010.03Braund, Mr. Owen Harrismale22.00000010A/5 211717.2500U0S
121.01Cumings, Mrs. John Bradley (Florence Briggs Th...female38.00000010PC 1759971.2833C85C
231.03Heikkinen, Miss. Lainafemale26.00000000STON/O2. 31012827.9250U0S
341.01Futrelle, Mrs. Jacques Heath (Lily May Peel)female35.0000001011380353.1000C123S
450.03Allen, Mr. William Henrymale35.000000003734508.0500U0S
.......................................
13041305NaN3Spector, Mr. Woolfmale29.51319000A.5. 32368.0500U0S
13051306NaN1Oliva y Ocana, Dona. Ferminafemale39.00000000PC 17758108.9000C105C
13061307NaN3Saether, Mr. Simon Sivertsenmale38.50000000SOTON/O.Q. 31012627.2500U0S
13071308NaN3Ware, Mr. Frederickmale29.513190003593098.0500U0S
13081309NaN3Peter, Master. Michael Jmale25.31543511266822.3583U0C
\n", + "

1309 rows × 12 columns

\n", + "
" + ], + "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", + "1304 1305 NaN 3 \n", + "1305 1306 NaN 1 \n", + "1306 1307 NaN 3 \n", + "1307 1308 NaN 3 \n", + "1308 1309 NaN 3 \n", + "\n", + " Name Gender Age \n", + "0 Braund, Mr. Owen Harris male 22.000000 \\\n", + "1 Cumings, Mrs. John Bradley (Florence Briggs Th... female 38.000000 \n", + "2 Heikkinen, Miss. Laina female 26.000000 \n", + "3 Futrelle, Mrs. Jacques Heath (Lily May Peel) female 35.000000 \n", + "4 Allen, Mr. William Henry male 35.000000 \n", + "... ... ... ... \n", + "1304 Spector, Mr. Woolf male 29.513190 \n", + "1305 Oliva y Ocana, Dona. Fermina female 39.000000 \n", + "1306 Saether, Mr. Simon Sivertsen male 38.500000 \n", + "1307 Ware, Mr. Frederick male 29.513190 \n", + "1308 Peter, Master. Michael J male 25.315435 \n", + "\n", + " SibSp Parch Ticket Fare Cabin Embarked \n", + "0 1 0 A/5 21171 7.2500 U0 S \n", + "1 1 0 PC 17599 71.2833 C85 C \n", + "2 0 0 STON/O2. 3101282 7.9250 U0 S \n", + "3 1 0 113803 53.1000 C123 S \n", + "4 0 0 373450 8.0500 U0 S \n", + "... ... ... ... ... ... ... \n", + "1304 0 0 A.5. 3236 8.0500 U0 S \n", + "1305 0 0 PC 17758 108.9000 C105 C \n", + "1306 0 0 SOTON/O.Q. 3101262 7.2500 U0 S \n", + "1307 0 0 359309 8.0500 U0 S \n", + "1308 1 1 2668 22.3583 U0 C \n", + "\n", + "[1309 rows x 12 columns]" + ] + }, + "execution_count": 21, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "# your code here" + "\n", + "import pandas as pd\n", + "\n", + "titanic = pd.read_csv('titanic.csv')\n", + "\n", + "titanic" ] }, { @@ -229,11 +814,31 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 22, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "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\n" + ] + } + ], "source": [ - "# your code here" + "print(titanic.dtypes)" ] }, { @@ -246,22 +851,40 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 25, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "['PassengerId', 'Survived', 'Pclass', 'Age', 'SibSp', 'Parch', 'Fare']\n" + ] + } + ], "source": [ - "# NUMERICAL VARIABLES\n", - "# your code here" + "numerical_variables = titanic.select_dtypes(np.number).columns.tolist()\n", + "\n", + "print(numerical_variables)" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 27, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "['Name', 'Gender', 'Ticket', 'Cabin', 'Embarked']\n" + ] + } + ], "source": [ - "# CATEGORICAL VARIABLES\n", - "# your code here" + "categorical_variables = titanic.select_dtypes('object').columns.tolist()\n", + "\n", + "print(categorical_variables)" ] }, { @@ -274,11 +897,12 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 30, "metadata": {}, "outputs": [], "source": [ - "# your code here" + "plt.style.use('classic')\n", + "plt.rcParams['figure.figsize'] = (12,6)" ] }, { @@ -290,11 +914,29 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 31, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAzEAAAHFCAYAAADCCnemAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/bCgiHAAAACXBIWXMAAAxOAAAMTgF/d4wjAAA4a0lEQVR4nO3de1yUdd7/8fcwMCKnEg8giK6Igsew7uywmqkVWCZr5aH73q3k1tjy3rbd+klSuVutlNZ6XHbTxVTc3ZJqlfKE2pIdVh91t3dadnuA9S5EQQvlNMIQzO8Pc9YJD6AwM198PR8PHi7XdTF85moWeXkdxlJQUOAUAAAAABjCz9sDAAAAAEBLEDEAAAAAjELEAAAAADAKEQMAAADAKEQMAAAAAKMQMQAAAACMQsQAAAAAMAoRAwBetnnzZo0aNcr1MXbsWE2ZMkVPP/20CgoK5HS6v51XaWmpRo0apc2bNzf7e3z66adauXKlGhsbWzxXaWmpa9mUKVM0Z86cZj/Gxc51Mc/RkxobG/W73/1Od999t0aPHq2nnnrqgl9z9OhRjRkzRrfeeqsqKio8MCUAtF/+3h4AAHDKr3/9a3Xt2lUOh0NHjx7Vzp079Zvf/Ebr169XZmamOnToIEkKDw9XVlaWoqKimv3Yn376qVatWqWf/OQnzf6a66+/XllZWQoPD2/xc7nUuS7mOXrS9u3b9eabb+qhhx7SwIEDFRYWdsGv2bJlixobG9XY2Kh33nlHd911lwcmBYD2iYgBAB8RFxen6Oho1+e33Xabtm/frmeeeUZLly7VI488Ikmy2WwaMGBAm83x7bffymq16sorr9SVV17ZZt/nfNr6OV6qr776SpJ0zz33yM+veSc1bNmyRb1795bdbld+fj4RAwCXgIgBAB82cuRI/fCHP9T69ev14IMPKjAwUKWlpbr33nuVnp6u5ORkSdLevXuVnZ2tAwcOqLa2Vp07d9a1116rX/ziF1q5cqVWrVolSbrllltcj11QUOB6rJ///OcqLS3Vtm3bVF5erry8PH344YeaO3euXn31VUVGRrrNtX79er366qs6duyYfvCDH+ihhx7S0KFDXesfffRRSdLChQvdvm7KlClKTEzUE0880ay5znyOkrR161a99tprKi4uVseOHXXdddcpLS1NnTt3dvsegwcP1g033KBVq1bp6NGj6tmzp/7rv/5LgwcPvuA+/+ijj7Rq1SoVFhYqICBAiYmJevDBB9WzZ0/X45eVlUmSxowZI0lN5vy+L774QsXFxUpLS1NNTY3+9Kc/6eDBg+rdu7fbdidOnNCSJUu0c+dO+fn5afjw4Ro+fLieeuopLViwQImJia5t33vvPb322mv65z//KX9/f/3bv/2bHnroIUVERFzwOQKA6YgYAPBx1113nT744APt27dPV111VZP1J0+e1MyZM5WQkKD09HQFBQWptLRUn3/+uSTpjjvu0LFjx7Rx40YtXrxYVqu1yWP8+c9/Vnx8vB577DE1NDTIZrOdc55PP/1U+/fv13/+53/KZrPp1VdfVXp6urKzs12/6DdHc+Y609tvv6358+dr1KhRmj59ur755htlZ2frf//3f7Vs2TJ17NjRte1nn32m4uJipaamymaz6ZVXXtGsWbP02muvKSQk5Jzf46OPPtKsWbM0dOhQzZ49WydPntSKFSv0yCOP6I9//KO6du2q5557Tn/961+1efNmZWVlSdIFT3vLz8+Xn5+fbrnlFp08eVJ/+tOftGXLFqWlpbltN3v2bP3zn//UtGnTFB0drffee09Llixp8nhvvfWWFixYoOTkZN13332y2+1atWqVHn30US1fvlxBQUHnnQcATEfEAICP69atmyTpm2++Oev6r776SlVVVUpLS1OfPn1cy08fGejatau6du0qSRowYMBZY6FTp0567rnnZLFYLjjPiRMnlJWV5Zrr6quv1pQpU/SnP/1JGRkZzX5ezZnrtIaGBq1YsUKJiYmaPXu2a3nPnj31yCOPaOPGjbr77rtdy2tqavTHP/5RoaGhkk5dY/PTn/5UO3fudDvq833Lly9X9+7dNXfuXNc8AwcO1E9+8hPl5uZqxowZ6tu3r7p06eKa+0IcDocKCgp09dVXu33dtm3bNG3aNNf3+fjjj/XZZ59p9uzZGjVqlCRp2LBhevLJJ11HfqRT0bps2TIlJycrPT3dtbx///667777tHHjRt1zzz0XnAsATMbdyQDAEOcKjOjoaIWEhGj+/PnaunWrjh492uLH/uEPf9isgJFO/QJ+OmAkKSgoSNdff7327NnT4u/bXMXFxTp+/HiTABk8eLAiIiK0a9cut+UDBw50BYwk12lb59s3J0+e1IEDBzRq1Ci3oOrevbsGDRrU5Hs019///ndVVVXptttucy1LSkrS119/rU8++cS17IsvvpCfn59GjBjh9vU33XST2+d79uxRTU2NbrnlFjU0NLg+unXrpp49e2r37t0XNScAmIQjMQDg407/4n3mdR9nCgkJ0YIFC5STk6OFCxfKbrfrBz/4gR544AGNHDmyWd/jXI99Np06dTrrsq+//rrZj9FSVVVVknTWO6WFh4e71p92ZsBIcp0e53A4zvk9qqur5XQ6z/k9zjwa0hL5+fkKDAzU0KFDVV1dLUm69tpr5e/vry1btmjYsGGSpPLycoWGhsrf3/2v5u/v7+PHj0uSHn/88bN+v/OdLgcA7QURAwA+bufOnbLZbOrXr985t4mLi9Ozzz6rhoYG7du3T3/+85/17LPPKjs7u8nF42fT3KMw0r9+if7+stOnSkmnosFutzfZ7vux0Vyno6S8vLzJuvLy8vPum+YKCQmRxWI56/M7HRgtVV5ero8//lgNDQ2aOHFik/UffPCBampqFBwc7Iqxb7/91i1kvj/PFVdcIenUzQTO9t/2zGuDAKC94nQyAPBh27dv19///neNHz9egYGBF9zearVqwIABSk1NVWNjo7788ktJUkBAgCSprq7ukmf64osv3E7Lstvt2rlzpwYOHOhaFhERoeLiYtXX17uW7dq1q0nYNHeumJgYderUSQUFBW7LP//8c5WVlbndtetidezYUf369dO7776rhoYG1/LS0lLt2bPnor7Htm3b1NDQoF/84hdasGCB28eMGTNUV1end999V9Kp0/QaGxv1/vvvuz3G9u3b3T4fOHCggoKCdPjwYcXHxzf5aMnNFQDAVByJAQAfUVhYqIqKCtXX1+vo0aPasWOHtm/frmuuuUbTp08/59ft2LFD69ev1w9/+EN1795dtbW1+utf/6qgoCBXWPTq1UuSlJubq2HDhslqtSo+Pv6i5uzUqZP+3//7f7r//vtddyerra11e8PK0aNHa/369Zo3b56Sk5N15MgRvf766woODnZ7rObOZbVaNXXqVM2fP19z5szRrbfeqmPHjmn58uXq0aOHxo4de1HP5ftSU1M1a9YsZWRkKCUlRSdPntTKlSsVHBysSZMmtfjx8vPz1b17d915551NjnYNHjxYa9as0ZYtW3THHXfo2muv1aBBg/Tb3/5WFRUVio6O1vbt21VUVCTpX0fLgoODlZaWpkWLFunEiRMaNmyYQkJCdOzYMe3atUuJiYnnvXkBALQHRAwA+Ihf//rXkk6ditWpUyf17dtXTz/9tEaOHHne072io6Nls9m0evVqffPNNwoKClJCQoJefPFF192/brjhBqWkpCgvL085OTlyOp1Njmo011VXXaXExEQtX75cx44dU69evfTCCy8oJibGtc3QoUP1i1/8Qrm5uXrvvffUt29fZWRk6Fe/+pXbY7VkrjvvvFOBgYF67bXX9NRTT7m9T0xrnUI1bNgwPf/881q1apWeeeYZBQQE6KqrrlJaWprb6XLNUVhYqH/+85+aOnXqWf/7Wa1WJSUl6S9/+YuOHDmi7t2767nnntPixYu1bNky+fn56cYbb9TUqVM1d+5ctwAcP368unXrpjVr1uidd95RQ0ODunTposGDBysuLu6S9wMA+DpLQUGB05PfcNmyZdq5c6fKysoUGBioxMREpaWlud3pZsqUKSovL3e7O8zs2bN1ww03uD5fu3at1qxZoxMnTqhnz56aMWPGWd8/AQAAky1atEibN29WXl7eed+/BwAuJx4/EmOxWJSenq7Y2FjV1dVpwYIFysjIUHZ2ttt2P//5z3XHHXec9THeffddLV++XL/5zW80cOBArV+/Xk888YRWrVrlFkMAAJhk8+bNqq6uVu/evVVfX6+PPvpIb731liZPnkzAAMAZPB4xZ57XHRAQoHvvvVfTp09XVVVVs+/8kpeXp7Fjx7ouspwwYYI2btyozZs367777muLsQEAaHOBgYF64403dPjwYdXX16t79+6aNm2aJk+e7O3RAMCneP2amI8//lgRERFNAiY7O1tLly5V586dddttt2nixImuW04WFhZq3LhxbtvHx8ersLDQY3MDANDabr75Zt18883eHgMAfJ5XI+aTTz5RTk6OnnnmGbflTzzxhPr166cOHTroiy++0Jw5c1RZWam0tDRJp27n+f038woNDdWRI0eafI/GxkZ988036tixY4veBwEAAABA63M6nTp58qQ6d+4sP7+Le8cXr0XMjh07NGfOHGVkZLjerfi0M+/FP3jwYD3wwAPKzs52RUxQUJDrXY9Pq6qqanLrTkn65ptvLuq2mAAAAADaTm5urusumi3llYjZunWrFi1apNmzZzcJmLOxWCxyOv91E7W4uDjt3btXY8aMcS3bv3+/hg8f3uRrT992s7i4WGFhYa0wPZojIyNDmZmZ3h7jssI+9zz2ueexzz2Pfe557HPPY597VmVlpWJiYi7p9vgej5i1a9fqlVdeUWZmpoYMGdJk/aFDh1ReXq6EhAT5+/tr7969WrVqlUaPHu3aJiUlRS+99JJGjBih/v37a+PGjSouLlZycnKTxzt9CllYWBgR40E2m4397WHsc89jn3se+9zz2Oeexz73PPa5d1zKpR4ej5jFixfLarUqPT3dbfncuXM1ZMgQVVVVadGiRTpy5IgsFou6dOmi22+/XVOmTHFte/PNN+v48ePKzMzU8ePH1atXLz3//PPcXhkAAAC4DHg8Yi70DtH9+/fX8uXLL/g4EyZM0IQJE1prLLSypKQkb49w2WGfex773PPY557HPvc89rnnsc/NYykoKHBeeDNz1dTUaNy4caqoqOAwIQAAAOBllZWVuuKKK7R+/fqz3pirOS7unmYAAAAA4CVEDAAAAACjEDEAAAAAjELEAAAAADAKEQMAAADAKEQMAAAAAKMQMQAAAACMQsQAAAAAMAoRAwAAAMAoRAwAAAAAoxAxAAAAAIxCxAAAAAAwChEDAAAAwChEDAAAAACjEDEAAAAAjELEAAAAADAKEQMAAADAKEQMAAAAAKMQMQAAAACMQsQAAAAAMAoRAwAAAMAoRAwAAAAAoxAxAAAAAIxCxAAAAAAwChEDAAAAwChEDAAAAACjEDEAAAAAjELEAAAAADAKEQMAAADAKEQMAAAAAKMQMQAAAACMQsQAAAAAMAoRAwAAAMAoRAwAAAAAoxAxAAAAAIxCxAAAAAAwChEDAAAAwChEDAAAAACjEDEAAAAAjELEAAAAADAKEQMAAADAKEQMAAAAAKMQMQAAAACMQsQAAAAAMAoRAwAAAMAoRAwAAAAAoxAxAAAAAIxCxAAAAAAwChEDAAAAwChEDAAAAACjEDEAAAAAjELEAAAAADAKEQMAAADAKEQMAAAAAKMQMQAAAACMQsQAAAAAMAoRAwAAAMAoRAwAAAAAoxAxAAAAAIxCxAAAAAAwChEDAAAAwChEDAAAAACjEDEAAAAAjELEAAAAADAKEQMAAADAKP7eHgBA66mtrZXD4fD2GG5sNpsCAwO9PQYAAGhHPB4xy5Yt086dO1VWVqbAwEAlJiYqLS1N3bp1c21TVlamhQsXateuXQoICNDo0aP18MMPKyAgwLXN2rVrtWbNGp04cUI9e/bUjBkzdNVVV3n66QA+o7a2VtHRvVVeXurtUdyEh0eqpOQgIQMAAFqNx08ns1gsSk9P17p167Rq1SpJUkZGhmt9Y2OjMjIyFBoaqtdff11Lly7V7t279fLLL7u2effdd7V8+XI98cQTevvttzV27Fg98cQTOnr0qKefDuAzHA7HdwFTLKnCRz6KVV5e6nNHhwAAgNk8HjHTp09XfHy8AgICFBISonvvvVdFRUWqqqqSJO3evVtffvmlZsyYoeDgYEVGRmrq1KnauHGj6xehvLw8jR07VomJiQoICNCECRPUo0cPbd682dNPB/BBYT72AQAA0Lq8fmH/xx9/rIiICIWGhkqSCgsLFRUVpSuuuMK1TUJCgmpra1VcXOzaJiEhwe1x4uPjVVhY6LnBAQAAAHiFVyPmk08+UU5Ojn75y1+6ltntdgUHB7ttdzpw7Ha768+QkJAm29TU1LTxxAAAAAC8zWt3J9uxY4fmzJmjjIwMDRs2zLU8KCioSYycPtUsKCjI9Wd1dXWTbb4fP2fKyMiQzWaTJCUlJSkpKalVngcAAACA88vPz1d+fr4ktcq1sl6JmK1bt2rRokWaPXu2W8BIUlxcnI4cOaKKigrXKWX79u1TYGCgYmJiXNvs3btXY8aMcX3d/v37NXz48HN+z8zMTIWFcX4+AAAA4GlnHkSorKxUVlbWJT2ex08nW7t2rRYvXqzMzMwmASNJQ4YMUc+ePfWHP/xBdrtdZWVlWrFihcaOHes6kpKSkqJNmzZp9+7dqq+vV15enoqLi5WcnOzppwMAAADAwzx+JGbx4sWyWq1KT093Wz537lwNGTJEfn5+mjNnjhYuXKi7775bNptNo0eP1k9/+lPXtjfffLOOHz+uzMxMHT9+XL169dLzzz/v9l4zAAAAANonj0dMQUHBBbeJjIzUCy+8cN5tJkyYoAkTJrTWWAAAAAAM4fVbLAMAAABASxAxAAAAAIxCxAAAAAAwChEDAAAAwChEDAAAAACjEDEAAAAAjELEAAAAADAKEQMAAADAKEQMAAAAAKMQMQAAAACMQsQAAAAAMAoRAwAAAMAoRAwAAAAAoxAxAAAAAIxCxAAAAAAwChEDAAAAwChEDAAAAACjEDEAAAAAjELEAAAAADAKEQMAAADAKEQMAAAAAKMQMQAAAACMQsQAAAAAMAoRAwAAAMAoRAwAAAAAoxAxAAAAAIxCxAAAAAAwChEDAAAAwCj+3h4AQPtXWVnp7RHc2Gw2BQYGensMAABwkYgYAG2oVpJNMTEx3h7ETXh4pEpKDhIyAAAYiogB0IYc330USwrz8iynVaq8PEYOh4OIAQDAUEQMAA8Ik+9EDAAAMB0X9gMAAAAwChEDAAAAwChEDAAAAACjEDEAAAAAjELEAAAAADAKEQMAAADAKEQMAAAAAKMQMQAAAACMQsQAAAAAMIq/twcAAG+orKz09ghubDabAgMDvT0GAABGIGIAXGZqJdkUExPj7UHchIdHqqTkICEDAEAzEDEALjOO7z6KJYV5eZbTKlVeHiOHw0HEAADQDEQMgMtUmHwnYgAAQEtwYT8AAAAAoxAxAAAAAIxCxAAAAAAwChEDAAAAwChEDAAAAACjEDEAAAAAjELEAAAAADAKEQMAAADAKEQMAAAAAKMQMQAAAACMQsQAAAAAMAoRAwAAAMAoRAwAAAAAoxAxAAAAAIxCxAAAAAAwChEDAAAAwChEDAAAAACjEDEAAAAAjELEAAAAADAKEQMAAADAKEQMAAAAAKMQMQAAAACM4u/pb/i3v/1N69atU1FRkex2u7Zt2yar1epaP2rUKNlsNvn5/auvsrKyFBsbK0lyOp1auXKlNmzYoJqaGvXr10+PPvqoevfu7emnAgAAAMALPB4xISEhSklJUV1dnV588cWzbpOZmalrrrnmrOvWrFmjTZs2ad68eYqOjlZOTo5mzpypnJwcdezYsS1HBwAAAOADPH462bBhwzRmzBhFRUVd1Nfn5eVp0qRJio2NVYcOHZSamqr6+nq9//77rTwpAAAAAF/k8SMxzTFnzhw1NDQoIiJC48eP17hx4yRJ1dXVKi0tVf/+/V3bWq1W9e3bVwcOHNBtt93mrZEBAAAAeIjPRcxLL72kQYMGyc/PT5988okraFJSUmS32yWdOiXtTCEhIa51AGCqyspKb4/gxmazKTAw0NtjAADQhM9FzJnXwlx//fW6++67tXXrVqWkpCgoKEjSqSMyZ6qurlaXLl3O+7gZGRmy2WySpKSkJCUlJbXy5ABwsWol2RQTE+PtQdyEh0eqpOQgIQMAuGT5+fnKz8+XJDkcjkt+PJ+LmO+zWCxyOp2STh1xiYyM1N69ezVw4EBJUkNDgwoLC3Xrrbee93EyMzMVFhbW5vMCQMs5vvsoluQrP6cqVV4eI4fDQcQAAC7ZmQcRKisrlZWVdUmP5/GIaWhoUENDg+rr6yWdKjGr1Sp/f38VFhbK6XQqNjZWfn5++sc//qE333xT999/v+vrU1JSlJubq6uvvlpRUVFavXq1/P39NWLECE8/FQBoZWHynYgBAMB3eTxitm7dqrlz57o+v/322yVJCxYskN1u19KlS3X06FFZrVZFRERo2rRpGj9+vGv7yZMny26367HHHpPdbld8fLzmzp3L7ZUBAACAy4THIyY5OVnJycnnXH/jjTee9+stFotSU1OVmpra2qMBAAAAMIDH3ycGAAAAAC4FEQMAAADAKEQMAAAAAKMQMQAAAACMQsQAAAAAMAoRAwAAAMAoRAwAAAAAoxAxAAAAAIxCxAAAAAAwChEDAAAAwChEDAAAAACjEDEAAAAAjELEAAAAADAKEQMAAADAKEQMAAAAAKMQMQAAAACM0qKIWbBgwVmXL1q0qFWGAQAAAIALaVHEbNu27azL33nnnVYZBgAAAAAuxL85Gx0+fFiS5HQ6deTIETmdTte64uJi2Wy2tpkOAAAAAL6nWRHz4x//WBaLxfW/T3M6nfLz89O0adPaZjoAAAAA+J5mRcxf/vIXSdLUqVO1YsUK13I/Pz9deeWVHIkBAAAA4DHNipjIyEhJ0qZNm9p0GAAAAAC4kGZFzJk+/fRT7d27V3a73W15ampqqw0FAAAAAOfSooh55ZVX9OqrryouLk6BgYGu5aevlwEAAACAttaiiNmwYYMWLVqkAQMGtNU8AAAAAHBeLXqfmG+//Vb9+/dvq1kAAAAA4IJaFDFjxozR9u3b22oWAAAAALigFp1OVlFRoeeff15vv/22Onfu7LYuIyOjVQcDAAAAgLNpUcTYbDaNHj26rWYBAAAAgAtqUcSkp6e31RwAAAAA0CwtuiYGAAAAALytRUdiJk2adM73hFmzZk2rDAQAAAAA59OiiElNTXX7/Ouvv9aGDRt05513tupQAAAAAHAuLYqY5OTkJsuuv/56ZWdn69///d9bbSgAAAAAOJdLviamT58++uyzz1pjFgAAAAC4oBYdiWlsbHT7vLa2Vm+//bY6derUqkMBJqitrZXD4fD2GC6VlZXeHgEAAMAjWhQxt9xyS5ML+zt27KgnnniiVYcCfF1tba2io3urvLzU26MAAABcdloUMfPnz3f7PCgoSDExMerYsWOrDgX4OofD8V3AFEsK8/Y43ymRNMDbQwAAALS5FkVMYmJiG40BmCpMvhMxnE4GAAAuDy2KGEn68MMP9fbbb6usrEwREREaN26chg8f3hazAQAAAEATLbo7WX5+vubMmaMePXpo/Pjx6tGjh1544QVt3ry5reYDAAAAADctOhKTm5ur5557Ttdcc41r2Y033qjf/e53Z30PGQAAAABobS06ElNWVqarr77abVliYqKOHj3aqkMBAAAAwLm0KGK6deumXbt2uS3bvXu3unTp0qpDAQAAAMC5tOh0skmTJumpp57S7bffrqioKB0+fFibNm3SQw891FbzAQAAAICbFkVMcnKyOnbsqA0bNuijjz5St27d9Pjjj2vkyJFtNR8AAAAAuGlWxBw4cEDbt2/XtGnTNHLkSLdoeeWVVxQdHa24uLg2GxIAAAAATmvWNTFr1qxRjx49zrquR48eWrNmTasOBQAAAADn0qyI+eKLLzRixIizrhs+fLj27NnTqkMBAAAAwLk0K2IqKioUHBx81nVBQUGqqKho1aEAAAAA4FyaFTEdO3ZUWVnZWdeVlZWpQ4cOrToUAAAAAJxLsyLmqquu0htvvHHWdX/96181dOjQVh0KAAAAAM6lWXcn+4//+A89/PDDqqqq0q233qquXbvq2LFj2rp1q7Zv367f//73bT0nAAAAAEhqZsTExsbqhRde0Pz587VlyxZZLBY5nU716NFDzz//vHr37t3WcwIAAACApBa82WViYqJycnJUUlKi48ePq1OnToqOjm7L2QAAAACgiWZHzGnR0dHECwAAAACvadaF/QAAAADgK4gYAAAAAEYhYgAAAAAYhYgBAAAAYBQiBgAAAIBRiBgAAAAARiFiAAAAABiFiAEAAABgFCIGAAAAgFGIGAAAAABG8ff0N/zb3/6mdevWqaioSHa7Xdu2bZPVanWtLyoq0uLFi7V//34FBwdr3Lhxuv/++2WxWCRJTqdTK1eu1IYNG1RTU6N+/frp0UcfVe/evT39VAAAAAB4gcePxISEhCglJUUzZsxoss5ut2vmzJkaNGiQ1q1bp3nz5mnDhg164403XNusWbNGmzZt0rx587Ru3ToNGjRIM2fO1MmTJz35NAAAAAB4iccjZtiwYRozZoyioqKarHvvvffU2Nio1NRUdejQQbGxsZo8ebLWrVvn2iYvL0+TJk1SbGysOnTooNTUVNXX1+v999/34LMAAAAA4C0+dU1MUVGR4uLi3E4vS0hI0OHDh1VTU6Pq6mqVlpaqf//+rvVWq1V9+/bVgQMHvDEyAAAAAA/z+DUx51NTU6OQkBC3ZaGhoZJOnWrmdDolqck2ISEhstvtnhkSAAAAgFf5VMQEBwfr2LFjbsuqqqokSUFBQa6Iqa6udtumurpaXbp0Oe9jZ2RkyGazSZKSkpKUlJTUWmMDAAAAOI/8/Hzl5+dLkhwOxyU/nk9FTJ8+fbRt2zY1NDS4Tinbt2+foqKiFBwcLEmKjIzU3r17NXDgQElSQ0ODCgsLdeutt573sTMzMxUWFta2TwAAAABAE2ceRKisrFRWVtYlPZ7Hr4lpaGiQw+FQfX29pFMl5nA41NjYqJtuukl+fn5asWKF6urqdPDgQeXm5iolJcX19SkpKcrNzdXBgwdVV1enFStWyN/fXyNGjPD0UwEAAADgBR4/ErN161bNnTvX9fntt98uSVqwYIESExM1b948LVq0SCkpKQoKCtL48eM1ceJE1/aTJ0+W3W7XY489Jrvdrvj4eM2dO1cdO3b09FMBAAAA4AUej5jk5GQlJyefc32fPn20ePHic663WCxKTU1VampqW4wHAAAAwMf51C2WAQAAAOBCiBgAAAAARiFiAAAAABiFiAEAAABgFCIGAAAAgFGIGAAAAABGIWIAAAAAGIWIAQAAAGAUIgYAAACAUYgYAAAAAEYhYgAAAAAYhYgBAAAAYBQiBgAAAIBRiBgAAAAARiFiAAAAABiFiAEAAABgFCIGAAAAgFGIGAAAAABGIWIAAAAAGIWIAQAAAGAUIgYAAACAUYgYAAAAAEYhYgAAAAAYhYgBAAAAYBQiBgAAAIBRiBgAAAAARiFiAAAAABiFiAEAAABgFCIGAAAAgFGIGAAAAABGIWIAAAAAGIWIAQAAAGAUIgYAAACAUYgYAAAAAEYhYgAAAAAYhYgBAAAAYBQiBgAAAIBRiBgAAAAARiFiAAAAABiFiAEAAABgFH9vDwAA8F2VlZXeHsGNzWZTYGCgt8cAAHgZEQMAOItaSTbFxMR4exA34eGRKik5SMgAwGWOiAEAnIXju49iSWFenuW0SpWXx8jhcBAxAHCZI2IAAOcRJt+JGAAATiFiAABG8bXrdCSpsbFRfn6+da8crh8C0J4RMQAAQ/jmdTqSZLF0kNNZ5+0x3HD9EID2jIgBABjCF6/TkaQSOZ0D5Ftzcf0QgPaNiAEAGMbXrtM5fXqbr80FAO2Xb53ACwAAAAAXQMQAAAAAMAoRAwAAAMAoRAwAAAAAoxAxAAAAAIxCxAAAAAAwChEDAAAAwChEDAAAAACjEDEAAAAAjELEAAAAADAKEQMAAADAKEQMAAAAAKMQMQAAAACMQsQAAAAAMAoRAwAAAMAoRAwAAAAAoxAxAAAAAIxCxAAAAAAwChEDAAAAwCj+3h7g+1auXKnVq1fLZrO5lt144416+umnJUlFRUVavHix9u/fr+DgYI0bN07333+/LBaLt0aGB9TW1srhcHh7DJfKykpvjwAAAHDZ8rmIkaQBAwZoyZIlTZbb7XbNnDlTycnJmjdvnkpKSpSenq7g4GBNnDjRC5PCE2praxUd3Vvl5aXeHgUAAAA+wCcj5lzee+89NTY2KjU1VVarVbGxsZo8ebLWrl1LxLRjDofju4AplhTm7XG+UyJpgLeHAAAAuCz5ZMQUFhbqRz/6kQIDAzVw4EBNmzZN3bt3V1FRkeLi4mS1Wl3bJiQk6PDhw6qpqVFwcPA5H7O2ttYTo7eIzWZTYGCgt8cwSJh8J2I4nQwAAMBbfC5iRo4cqeTkZEVEROjrr7/W0qVL9fjjjys7O1s1NTUKCQlx2z40NFTSqVPNzhcxCQmDdfz40TadvaXCwyNVUnKQkAEAAABawOcipnfv3q7/3bVrV82cOVPjxo3T559/ruDgYB07dsxt+6qqKklSUFDQeR/3VMBMk9RB0mhJt7Tu4C1WqfLyGDkcDiIGAAAA7Vp+fr7y8/MlqVVu1uRzEfN9FotFFotFTqdTffr00bZt29TQ0OA6pWzfvn2Kioo671GYf/mtfOd0JAAAAODykJSUpKSkJEmn7vKalZV1SY/nc+8TU1BQoIqKCklSeXm5XnzxRXXq1EmDBg3STTfdJD8/P61YsUJ1dXU6ePCgcnNzlZKS4uWpAQAAAHiKzx2J2bZtmxYtWqTa2lqFhoZqyJAh+u1vf+s6XWzevHlatGiRUlJSFBQUpPHjx3NnMgAAAOAy4nMRM2fOnPOu79OnjxYvXuyhaQAAMJevvTEvd+UE0Fp8LmIAAMClqpVkU0xMjLcHccNdOQG0FiIGAIB2x/Hdhy+9STB35QTQeogYAADaLV96k2AAaD0+d3cyAAAAADgfIgYAAACAUYgYAAAAAEYhYgAAAAAYhYgBAAAAYBQiBgAAAIBRiBgAAAAARiFiAAAAABiFiAEAAABgFCIGAAAAgFGIGAAAAABGIWIAAAAAGIWIAQAAAGAUIgYAAACAUYgYAAAAAEYhYgAAAAAYhYgBAAAAYBQiBgAAAIBRiBgAAAAARiFiAAAAABiFiAEAAABgFCIGAAAAgFGIGAAAAABGIWIAAAAAGIWIAQAAAGAUf28PAAAALh+VlZXeHsGNzWZTYGCgt8cA0EJEDAAA8IBaSTbFxMR4exA34eGRKik5SMgAhiFiAACABzi++yiWFOblWU6rVHl5jBwOBxEDGIaIAQAAHhQm34kYAKbiwn4AAAAARuFIDNzU1tbK4XB4eww3vnYRKAAAALyLiIFLbW2toqN7q7y81NujAAAAAOdExMDF4XB8FzC+dNGlJJVIGuDtIQAAAOAjiBicha9ddMnpZAAAAPgXLuwHAAAAYBQiBgAAAIBROJ3My3zpzlu+NAsAAJ7ia3//NTY2ys/Pt/6d2Waz8Yag8ClEjNfUSrIpJibG24MAAHCZ8s2/iy2WDnI667w9hpvw8EiVlBwkZOAziBivcXz34Ut3AuMuYACAy4lv/l3sdA6Qb81UqfLyGDkcDiIGPoOI8TpfuhOYbx1OBwDAM3zx72JfmgnwPb51wiUAAAAAXAARAwAAAMAoRAwAAAAAoxAxAAAAAIxCxAAAAAAwChEDAAAAwChEDAAAAACjEDEAAAAAjELEAAAAADAKEQMAAADAKEQMAAAAAKMQMQAAAACMQsQAAAAAMAoRAwAAAMAoRAwAAAAAoxAxAAAAAIxCxAAAAAAwChEDAAAAwChEDAAAAACjEDEAAAAAjOLv7QEAAADg+yorK709gpvGxkb5+fnWv8fbbDYFBgZ6e4zLAhEDAACA86iVZFNMTIy3B3FjsXSQ01nn7THchIdHqqTkICHjAUQMAAAAzsPx3UexpDAvz3JaiZzOAfKtmSpVXh4jh8NBxHgAEQMAAIBmCJMvBcMpvjQTPMnYiHE6nVq5cqU2bNigmpoa9evXT48++qh69+7t7dEAAAAAtCFjI2bNmjXatGmT5s2bp+joaOXk5GjmzJnKyclRx44dvT0elC8pydtDXGbe9fYAlyFe57gc8DrH5aD1Xue+dgMEqX3ecMDYiMnLy9OkSZMUGxsrSUpNTdWGDRv0/vvv67bbbvPydOAvPW/Y7u0BLkO8znE54HWOy0FrvM598wYIktSpU4T27t3tMyHTGqFnZMRUV1ertLRU/fv3dy2zWq3q27evDhw4QMQAAADAw3zxBgiSdFTHjw9URESEtwdpVUZGjN1ulySFhIS4LQ8JCXGtO83pdJ7xWYn+dSGYtx357s/2OlOVpEOX+Bintfd91VpqvvvTl2byxf3ki6/z9r6fWosvziT55ly8zpuHmZrncpipNV7np2equsTHaW3HdSquPpIUcoFtPaVU0ujv/Z7eMkZGTFBQkKRTR2TOVF1drS5durgtO3ny5BmfDWjr0S5Ce54pu5Ue57T2vK9aEzM1jy++ztvzfmpNvjiT5Jtz8TpvHmZqnvY+U2u9zn1xP0nSMG8P0MTJkyebHJRoLiMjJiQkRJGRkdq7d68GDhwoSWpoaFBhYaFuvfVWt207d+6s3NxcdezYURaLxRvjAgAAAPiO0+nUyZMn1blz54t+DCMjRpJSUlKUm5urq6++WlFRUVq9erX8/f01YsQIt+38/PzUtWtXL00JAAAA4Psu9gjMacZGzOTJk2W32/XYY4/JbrcrPj5ec+fO5fbKAAAAQDtnKSgouPgragAAAADAw/y8PQAAAAAAtISxp5NdiNPp1MqVK7VhwwbV1NSoX79+evTRR9W7d29vj9Zu/O1vf9O6detUVFQku92ubdu2yWq1utYXFRVp8eLF2r9/v4KDgzVu3Djdf//93GDhIi1btkw7d+5UWVmZAgMDlZiYqLS0NHXr1s21TVlZmRYuXKhdu3YpICBAo0eP1sMPP6yAgAAvTm6uVatWacuWLaqoqJDValW/fv2UlpamuLg41za8ztvW008/rQ8++EAvvfSSrrnmGknSp59+qt///vf66quv1KlTJ02ZMkUpKSlentRcK1eu1OrVq2Wz2VzLbrzxRj399NOSeI23pT179mj58uXau3ev/Pz89IMf/ECLFy+Wn58f+72VPfDAAyorK3N97nQ6VVdXp2effVYjRoxgf7eR8vJyZWVl6X/+53/kcDjUq1cvTZ8+XYmJiZIu7ed5u42YNWvWaNOmTZo3b56io6OVk5OjmTNnKicnh+tmWklISIhSUlJUV1enF1980W2d3W7XzJkzlZycrHnz5qmkpETp6ekKDg7WxIkTvTSx2SwWi9LT0xUbG6u6ujotWLBAGRkZys4+dUvIxsZGZWRkqE+fPnr99ddVVVWlJ598Ui+//LJ+9rOfeXl6M40aNUp33XWXQkNDVV9fr7Vr12rmzJl6/fXXZbVaeZ23sfz8fNXW1rotKy0t1axZs/Tggw9q3Lhx2rNnj5566imFh4c3ubELmm/AgAFasmRJk+W8xtvOnj17lJ6erp/97GfKzMxUQECA9u3bJ4vFwn5vAytXrnT7/M0331ROTo6uu+469ncbWrhwoU6cOKFXXnlFoaGhevPNN5WRkaHXXntNdrv9kn6et9vTyfLy8jRp0iTFxsaqQ4cOSk1NVX19vd5//31vj9ZuDBs2TGPGjFFUVFSTde+9954aGxuVmpqqDh06KDY2VpMnT9a6des8P2g7MX36dMXHxysgIEAhISG69957VVRUpKqqU2+qtXv3bn355ZeaMWOGgoODFRkZqalTp2rjxo1yOBxent5MPXv2VGhoqKRT/2rn5+en48ePu/Y5r/O2c+zYMb3yyit6/PHH3Zbn5+erR48emjBhggICApSYmKixY8dq7dq1Xpq0feM13naWLl2q22+/XUlJSQoMDJTVatWAAQNksVjY7x7w1ltv6fbbb5fNZmN/t6GSkhLddNNNuvLKK2W1WnXnnXfq5MmTOnTo0CX/PG+XEVNdXa3S0lL179/ftcxqtapv3746cOCAFye7fBQVFSkuLs7t9LKEhAQdPnxYNTU15/lKNNfHH3+siIgI1y/ZhYWFioqK0hVXXOHaJiEhQbW1tSouLvbWmMbbsWOHxo0bp6SkJP3+97/XPffcoyuvvFISr/O24nQ6NW/ePP34xz9WRESE27rCwkIlJCS4LYuPj1dhYaEnR2x3CgsL9aMf/UhTpkzRc889pyNHTr3zOK/xtlFbW6s9e/bIz89PDz30kFJSUvTggw9q+/btktjvbe0f//iHDh06pPHjx0tif7ele++9Vx9++KG++eYbffvtt1q3bp2ioqLUp0+fS/553i5PJ7Pb7ZKa3n86JCTEtQ5tq6ampsn+P/3Ltt1uV3BwsDfGajc++eQT5eTk6JlnnnEtO9t+PXOf4+LccMMNWr9+vSorK5Wfn+/2vlO8zttGXl6enE6n7rzzzibrampq1KNHD7dloaGh/KJxCUaOHKnk5GRFRETo66+/1tKlS/X4448rOzub13gbqaqqUmNjo7Zs2aLMzEz17dtXH374oZ577jl16dKF/d7G8vLydO2116p79+6S+FnelgYNGqStW7fqnnvukZ+fn8LCwvTss8+qQ4cOl/zzvF0eiQkKCpJ06ojMmaqrq13r0LaCg4Ob7P/Tp+Dw3+DS7NixQ7/61a+UkZGhYcOGuZYHBQU1+T8++7z1hIWF6e6779ZLL73k+lciXuetr6SkRKtXr25yGtlp59rn/JJx8Xr37q3IyEhZLBZ17dpVM2fO1LFjx/T555/zGm8jp6/NTUpKUkJCgqxWq2666SYlJibqgw8+YL+3oa+//loffvih28Xj7O+20djYqMcee0zh4eHKy8vTli1b9Nhjj2nWrFkqLCy85J/n7TJiQkJCFBkZqb1797qWNTQ0qLCwUH379vXiZJeP04cJGxoaXMv27dunqKgoftm4BFu3btWcOXM0e/bsJhe9xcXF6ciRI6qoqHAt27dvnwIDAxUTE+PpUdslp9Opb7/9ViUlJZJ4nbeFzz77TJWVlUpLS1NKSorrF41f/epXeumllxQXF6d9+/a5fc2+ffvc7hiHS2OxWGSxWOR0OnmNt5GQkBBFRUWd885X7Pe2s379enXr1k3XXXedaxn7u21UVVXp8OHDuuuuuxQWFiar1arhw4crKipKH3/88SX/PG+XESNJKSkpys3N1cGDB1VXV6cVK1bI39+fu9e0ooaGBjkcDtXX10uSHA6HHA6HGhsbddNNN8nPz08rVqxQXV2dDh48qNzcXG6DegnWrl2rxYsXKzMz0+0IzGlDhgxRz5499Yc//EF2u11lZWVasWKFxo4d63brVDTfG2+8ofLycknSiRMntGDBAvn7+2vQoEGSxOu8Ddx88836y1/+ouzsbNeHJP3yl7/Ugw8+qKSkJH311VfKy8tTfX29du/erU2bNulHP/qRdwc3WEFBgesfP8rLy/Xiiy+qU6dOGjRoEK/xNjRhwgRt3rxZhYWFamxs1Icffqhdu3ZpxIgR7Pc20tDQoA0bNujOO++Un9+/fgVmf7eNK664Qr169dK6detUU1OjxsZG7dixQ//3f/+nfv36XfLPc0tBQYGzbZ+CdzidTq1YsULr16+X3W5XfHy8fv7znys2Ntbbo7Ubmzdv1ty5c5ssX7BggRITE1VUVKRFixZp//79CgoK0vjx47nn+iUYNWqUrFZrk/d8mTt3roYMGSLp1O1nT79PjM1m0+jRo/XQQw8RMRdp1qxZ2rdvn06ePKmgoCAlJCTovvvuU3x8vGsbXudtb9SoUU3eJyYrK8vtfQWImIv35JNPas+ePaqtrVVoaKiGDBmi1NRURUdHS+I13pb+/Oc/Ky8vT9XV1erRo4fuu+8+DR8+XBL7vS1s375dc+bM0euvv+52ExyJ/d1WDh06pJdffll79uyRw+FQ165ddffdd7uuebyUn+ftNmIAAAAAtE/t9nQyAAAAAO0TEQMAAADAKEQMAAAAAKMQMQAAAACMQsQAAAAAMAoRAwAAAMAoRAwAAAAAoxAxAAAAAIxCxAAAAAAwChEDAPC6TZs2adSoUVq2bJm3RwEAGICIAQB4XV5ensLCwrRp0yY5HA5vjwMA8HFEDADAq/bu3at9+/bpySefVE1NjbZv3+5aZ7fb9cILLyglJUUTJ07UG2+8oYkTJ2rz5s2ubb766ivNmjVLd911lyZOnKgFCxbo5MmT3ngqAAAPIWIAAF6Vl5enuLg4DRs2TMOHD1deXp5r3ZIlS/Tll19q+fLlWr16tQ4ePKjjx4+71ldUVOiRRx7R1Vdfrddee03Z2dk6dOiQsrKyvPFUAAAeQsQAALymqqpKBQUFGjdunCRp3Lhx2rNnjwoLC9XQ0KB33nlH999/v7p06aLAwEA9/PDDcjqdrq/Pz89XdHS0Jk6cKJvNpiuuuEIPPPCAtmzZooaGBm89LQBAG/P39gAAgMvXpk2bZLFYdMstt0iShg4dqujoaOXl5Wnq1Kmqr69XRESEa/vg4GCFhIS4Pi8pKdH+/ftdEXSm8vJyde3ate2fBADA44gYAIBXOJ1Ovf3226qvr9dPfvIT1/Kamhpt27ZNaWlpCggIUFlZmXr37u1aV11d7do2PDxcgwcP1vz58z0+PwDAe4gYAIBX/Pd//7cOHTqk+fPnq1evXq7ldrtd06dP15YtWzRmzBjl5OSob9++Cg4O1ssvvyyLxeLaNjk5WW+88YbWrVun5ORkdejQQceOHdP+/fs1fPhwbzwtAIAHEDEAAK946623dM0112jo0KFuy8PDw3XHHXforbfeUlZWlhYtWqSpU6eqQ4cOmjx5ssLCwmSz2SRJERERysrK0h//+EetXr1adXV16tKli0aPHk3EAEA7ZikoKHBeeDMAALyvqqpKKSkpWrJkiQYOHOjtcQAAXsLdyQAAPqusrEyffvqpGhoaVFFRoYULF6pHjx5KSEjw9mgAAC/idDIAgM/69ttvtWTJEh05ckT+/v7q37+/fvOb38hqtXp7NACAF3E6GQAAAACjcDoZAAAAAKMQMQAAAACMQsQAAAAAMAoRAwAAAMAoRAwAAAAAoxAxAAAAAIzy/wF0mh7d3x6TygAAAABJRU5ErkJggg==", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "# your code here" + "plt.hist(titanic['Age'], bins=20)\n", + "\n", + "\n", + "plt.title('Distribution of Age')\n", + "plt.xlabel('Age')\n", + "plt.ylabel('Count')\n", + "\n", + "plt.show()" ] }, { @@ -306,11 +948,36 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 32, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "# your code here" + "\n", + "bin_sizes = [10, 20, 50]\n", + "\n", + "for i, bins in enumerate(bin_sizes):\n", + " plt.subplot(1, len(bin_sizes), i+1)\n", + " plt.hist(titanic['Age'].dropna(), bins=bins)\n", + " plt.xlabel('Age')\n", + " plt.ylabel('Count')\n", + " plt.title('Distribution of Age (bins = {})'.format(bins))\n", + "\n", + "\n", + "plt.tight_layout()\n", + "\n", + "\n", + "plt.show()" ] }, { @@ -322,12 +989,23 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 33, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "'\\nThe bins = 20 is better because is medium and no too small or big.\\n'" + ] + }, + "execution_count": 33, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "\"\"\"\n", - "your comments here\n", + "The bins = 20 is better because is medium and no too small or big.\n", "\"\"\"" ] }, @@ -340,11 +1018,46 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 35, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\Leticia Demarchi\\AppData\\Local\\Temp\\ipykernel_26348\\1899461459.py:7: 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'].dropna(), kde=False, bins=30)\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "# your code here" + "import seaborn as sns\n", + "import matplotlib.pyplot as plt\n", + "\n", + "sns.set_style('whitegrid')\n", + "plt.figure(figsize=(12, 6))\n", + "\n", + "sns.distplot(titanic['Age'].dropna(), kde=False, bins=30)\n", + "plt.show()" ] }, { @@ -357,22 +1070,57 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 36, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "# Method 1 - matplotlib\n", - "# your code here" + "import matplotlib.pyplot as plt\n", + "\n", + "gender_counts = titanic['Gender'].value_counts()\n", + "plt.bar(gender_counts.index, gender_counts.values)\n", + "plt.title('Gender Distribution')\n", + "plt.xlabel('Gender')\n", + "plt.ylabel('Count')\n", + "plt.show()" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 37, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "# Method 2 - seaborn\n", - "# your code here" + "import seaborn as sns\n", + "\n", + "sns.countplot(data=titanic, x='Gender')\n", + "plt.title('Gender Distribution')\n", + "plt.xlabel('Gender')\n", + "plt.ylabel('Count')\n", + "plt.show()" ] }, { @@ -384,11 +1132,34 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 40, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 40, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "# your code here" + "import seaborn as sns\n", + "\n", + "sns.countplot(data=titanic, x='Pclass')" ] }, { @@ -400,21 +1171,47 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 41, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "# your code here" + "import seaborn as sns\n", + "import matplotlib.pyplot as plt\n", + "\n", + "sns.boxplot(x='Age', data=titanic)\n", + "plt.show()" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 42, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "'\\nstatistics of the distribution better using box plot in this case, and you can se 20 until 40 more values, and after this outliers...\\n'" + ] + }, + "execution_count": 42, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "\"\"\"\n", - "your comments here\n", + "statistics of the distribution better using box plot in this case, and you can se 20 until 40 more values, and after this outliers...\n", "\"\"\"" ] }, @@ -427,12 +1224,23 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 43, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "'\\nstatistics of the distribution better using box plot in this case, and you can se 20 until 40 more values, and after this outliers...\\n'" + ] + }, + "execution_count": 43, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "\"\"\"\n", - "your comments here\n", + "statistics of the distribution better using box plot in this case, and you can se 20 until 40 more values, and after this outliers...\n", "\"\"\"" ] }, @@ -445,11 +1253,49 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 44, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\Users\\Leticia Demarchi\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages\\seaborn\\_oldcore.py:1599: UserWarning: Vertical orientation ignored with only `x` specified.\n", + " warnings.warn(single_var_warning.format(\"Vertical\", \"x\"))\n", + "c:\\Users\\Leticia Demarchi\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages\\seaborn\\_oldcore.py:1599: UserWarning: Vertical orientation ignored with only `x` specified.\n", + " warnings.warn(single_var_warning.format(\"Vertical\", \"x\"))\n", + "c:\\Users\\Leticia Demarchi\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages\\seaborn\\categorical.py:3544: UserWarning: 16.5% of the points cannot be placed; you may want to decrease the size of the markers or use stripplot.\n", + " warnings.warn(msg, UserWarning)\n", + "c:\\Users\\Leticia Demarchi\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages\\seaborn\\categorical.py:3544: UserWarning: 20.7% of the points cannot be placed; you may want to decrease the size of the markers or use stripplot.\n", + " warnings.warn(msg, UserWarning)\n", + "c:\\Users\\Leticia Demarchi\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages\\seaborn\\categorical.py:3544: UserWarning: 20.6% of the points cannot be placed; you may want to decrease the size of the markers or use stripplot.\n", + " warnings.warn(msg, UserWarning)\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "# your code here" + "sns.set_style('whitegrid')\n", + "plt.figure(figsize=(8,6))\n", + "\n", + "sns.boxplot(x='Age', data=titanic, orient='v', color='lightgray')\n", + "\n", + "sns.swarmplot(x='Age', data=titanic, orient='v', color='darkblue')\n", + "\n", + "plt.title('Summary Statistics and Distribution of Age', fontsize=14)\n", + "plt.xlabel('Age', fontsize=12)\n", + "plt.ylabel('Count', fontsize=12)\n", + "\n", + "plt.show()" ] }, { @@ -461,12 +1307,23 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 45, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "'\\nthe age range of 20-40 years. Additionally, the box plot shows that there are some outliers present in the data, as indicated by the points outside the whiskers.\\n'" + ] + }, + "execution_count": 45, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "\"\"\"\n", - "your comments here\n", + "the age range of 20-40 years. Additionally, the box plot shows that there are some outliers present in the data, as indicated by the points outside the whiskers.\n", "\"\"\"" ] }, @@ -480,22 +1337,61 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 46, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "# Method 1 - matplotlib\n", - "# your code here" + "import matplotlib.pyplot as plt\n", + "\n", + "plt.scatter(x=titanic['Fare'], y=titanic['Age'])\n", + "plt.xlabel('Fare')\n", + "plt.ylabel('Age')\n", + "plt.show()\n" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 47, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 47, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "# Method 2 - seaborn\n", - "# your code here" + "import seaborn as sns\n", + "\n", + "sns.scatterplot(x=titanic['Fare'], y=titanic['Age'])" ] }, { @@ -510,9 +1406,7 @@ "execution_count": null, "metadata": {}, "outputs": [], - "source": [ - "# your code here" - ] + "source": [] }, { "cell_type": "markdown", @@ -525,7 +1419,18 @@ "cell_type": "code", "execution_count": null, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "'\\nyour comments here\\n'" + ] + }, + "execution_count": 33, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "\"\"\"\n", "your comments here\n", @@ -541,13 +1446,36 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 59, "metadata": { "scrolled": true }, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 59, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "# your code here" + "import seaborn as sns\n", + "\n", + "sns.boxplot(x='Pclass', y='Age', data=titanic)" ] }, { @@ -563,9 +1491,7 @@ "execution_count": null, "metadata": {}, "outputs": [], - "source": [ - "# your code here" - ] + "source": [] } ], "metadata": { @@ -585,7 +1511,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.2" + "version": "3.11.2" } }, "nbformat": 4,