From f91b130158ca5fbcfa50ef6cf8856060ef37dbe3 Mon Sep 17 00:00:00 2001 From: edwardsanchez001 Date: Sat, 7 Aug 2021 17:42:02 -0500 Subject: [PATCH] done --- .../challenge-1-checkpoint.ipynb | 552 +++++++++ .../challenge-2-checkpoint.ipynb | 525 ++++++++ .../challenge-3-checkpoint.ipynb | 1059 +++++++++++++++++ your-code/3 en 1.png | Bin 0 -> 1257 bytes your-code/challenge-1.ipynb | 415 +++++-- your-code/challenge-2.ipynb | 408 ++++++- your-code/challenge-3.ipynb | 801 +++++++++++-- your-code/lineas y barras.png | Bin 0 -> 1257 bytes 8 files changed, 3611 insertions(+), 149 deletions(-) create mode 100644 your-code/.ipynb_checkpoints/challenge-1-checkpoint.ipynb create mode 100644 your-code/.ipynb_checkpoints/challenge-2-checkpoint.ipynb create mode 100644 your-code/.ipynb_checkpoints/challenge-3-checkpoint.ipynb create mode 100644 your-code/3 en 1.png create mode 100644 your-code/lineas y barras.png diff --git a/your-code/.ipynb_checkpoints/challenge-1-checkpoint.ipynb b/your-code/.ipynb_checkpoints/challenge-1-checkpoint.ipynb new file mode 100644 index 0000000..33973a5 --- /dev/null +++ b/your-code/.ipynb_checkpoints/challenge-1-checkpoint.ipynb @@ -0,0 +1,552 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Before you start :\n", + " - These exercises are related to the Exploratory data analysis using matplotlib and seaborn.\n", + " - Keep in mind that you need to use some of the functions you learned in the previous lessons.\n", + " - The datasets for Challenge 2 and 3 are provided in the `your-code` folder of this lab.\n", + " - Elaborate your codes and outputs as much as you can.\n", + " - Try your best to answer the questions and complete the tasks and most importantly enjoy the process!!!" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Challenge 1" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Import all the libraries that are necessary." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "# import libraries here\n", + "import numpy as np\n", + "import pandas as pd\n", + "import matplotlib.pyplot as plt\n", + "import seaborn as sns\n", + "%matplotlib inline\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Define data." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "x = np.arange(0,100)\n", + "y = x*2\n", + "z = x**2" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Plot (x,y) and (x,z) on the axes.\n", + "\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](https://matplotlib.org/api/_as_gen/matplotlib.pyplot.subplot.html)*\n", + "\n", + "#### Also, play around with the linewidth and style. Use the ones you're most happy with." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# your code here-1st way (call `subplots` twice using the `index` parameter)\n", + "fig,ax = plt.subplots(1,2)\n", + "ax[0].plot(x,y,linewidth=2)\n", + "ax[1].plot(x,z,c='r',linewidth=3,linestyle='dashed')" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# your code here-2st way (call `subplots` only once not using the `index` parameter)\n", + "plt.subplot(1,2,1)\n", + "plt.plot(x,y,linewidth=2)\n", + "plt.subplot(1,2,2)\n", + "plt.plot(x,z,c='r',linewidth=3,linestyle='dashed')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Augmenting your previous code, resize your previous plot.\n", + "\n", + "*Hint: Add the `figsize` argument in `plt.subplots()`*" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0, 0.5, 'Z')" + ] + }, + "execution_count": 26, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(10,5),nrows=1, ncols=2, sharey=False)\n", + "ax[0].plot(x,y,linewidth=2)\n", + "ax[0].set_xlabel('X')\n", + "ax[0].set_ylabel('Y')\n", + "ax[1].plot(x,z,c='r',linewidth=3,linestyle='dashed')\n", + "ax[1].set_xlabel('X')\n", + "ax[1].set_ylabel('Z')\n", + "#plt.xticks(rotation=90)\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# your code here\n", + "plt.figure(figsize=(10,5))\n", + "plt.subplot(1,2,1)\n", + "plt.plot(x,y,linewidth=2)\n", + "plt.subplot(1,2,2)\n", + "plt.plot(x,z,c='r',linewidth=3,linestyle='dashed')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Augmenting your previous code, label your axes.\n", + "\n", + "*Hint: call `set_xlabel` and `set_ylabel`*" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(10,5),nrows=1, ncols=2, sharey=False)\n", + "ax[0].set_xlabel('X')\n", + "ax[0].set_ylabel('Y')\n", + "ax[0].plot(x,y,linewidth=2)\n", + "ax[1].plot(x,z,c='r',linewidth=3,linestyle='dashed')\n", + "ax[1].set_xlabel('X')\n", + "ax[1].set_ylabel('Z')\n", + "#plt.xticks(rotation=90)\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# your code here\n", + "plt.figure(figsize=(10,5))\n", + "plt.subplot(1,2,1)\n", + "plt.xlabel('X')\n", + "plt.ylabel('Y')\n", + "plt.plot(x,y,linewidth=2)\n", + "plt.subplot(1,2,2)\n", + "plt.xlabel('X')\n", + "plt.ylabel('Z')\n", + "plt.plot(x,z,c='r',linewidth=3,linestyle='dashed')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Plot both `y=x^2` and `y=exp(x)` in the same plot using normal and logarithmic scale.\n", + "\n", + "*Hint: Use `set_xscale` and `set_yscale`*" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# your code here\n", + "fig, ax = plt.subplots(figsize=(10,5),nrows=1, ncols=2, sharey=False)\n", + "ax[0].plot(x,x**2,linewidth=2)\n", + "ax[0].set_xlabel('X')\n", + "ax[0].set_ylabel('Y')\n", + "ax[1].plot(x,np.exp(x),c='r',linewidth=3,linestyle='dashed')\n", + "ax[1].set_xlabel('X')\n", + "ax[1].set_ylabel('Z')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + ":9: RuntimeWarning: overflow encountered in exp\n", + " plt.plot(x,np.exp(z),c='r',linewidth=3,linestyle='dashed')\n" + ] + }, + { + "data": { + "image/png": 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hI4Bnw2M/AlqaWcdUxikiKaKJDSKSrqZ/spMPVu6gWV4Ot57XK+pw0oKZZZvZPGAbMNXdZ1Q5pDOwIeZ5QVgmInWNJjaISDpy90OtcP/5hRNp1aRBxBGlB3cvd/dBQBdgiJmdUuUQi1etaoGZjTGzWWY2a/v27UmIVESSLtO6U6sb2Gtmrc1sqpmtDH+2iqlzTzjId7mZXRpTPtjMFob7HjUzC8vzzOylsHyGmfVI1vsRkfjeXrqNues/pU2TBtz0bz2jDiftuPunwDRgeJVdBUDXmOddgE1x6o9393x3z2/Xrl2ywhSRZOrWLVhuq127jOlOrRzYOxAYBAw3s6HA3cA77t4HeCd8jpn1B0YCAwgudmPNLDs81zhgDJ8NAq68GN4E7Hb33sDDwANJfD8iUkV5hfO7vy8H4PYLe9MkT3OlAMysnZm1DLcbARcDy6ocNgkYFc5SHQoUuvvm1EYqIikxYwasXQvbtkHLlgk7bdKSuBoG9o4AJoblE4Grw+0RwIvuXuLua4BVBF0QHYHm7j7d3R14tkqdynO9AlxU2UonIsn3t7kbWb61iM4tG/H1s7pFHU466Qi8Z2YLgI8JxsS9YWa3mNkt4TGTgdUE17ongW9HE6qIZKqkfm0OW9JmA72BP7r7DDPrUPlt0903m1n78PDOQOz0+8pBvqXhdtXyyjobwnOVmVkh0AbYUSWOMQQteXTrpj80IolQXFrOw1NXAMEi93k52UeoUX+4+wLg9Djlj8dsO3BbKuMSkbolqRMbajGwN1Z1g3xrGvxbq4HBGlMiknjPz1jPxk8P0K9DM64+XZMqRURSLSUDWNz9UzObRjCWbauZdQxb4ToSTL+H6gf5FoTbVctj6xSYWQ7QAtiVtDciIgAUFZfyx/dWAfCj4f3IztIoBhGRuIqK4PXXg1mprVvDBRck7NTJnJ1a3cDeScDo8LDRwOvh9iRgZDjjtCfBBIaZYddrkZkNDce7japSp/Jc1wDvhl0UIpJE499fza59BzmzRysuPKn9kSuIiNRXmzbBDTfANdfAzTcn9NTJbInrCEwMx8VlAS+HA3unAy+b2U3AeuBaAHdfbGYvA0uAMuA2dy8Pz3Ur8AzQCJgSPgAmAM+Z2SqCFriRSXw/IgJs21PMUx+sAeDuy05Cc4lERGqQpHvEQRKTuBoG9u4ELqqmzn3AfXHKZwGfG0/n7sWESaCIpMbv31nJgdJyLh3QgcHdW0cdjohIekvSklugFRtE5Ch8sn0vL328gSyDH156UtThiIikvyQtuQVK4kTkKPzmzWWUVzjXndmV3u2bRh2OiEj6S2J3qpI4EamV2et28ffFW2mUm82dF/eNOhwRkcygJE5EouTu/M/kcJH7c3vSoXnDiCMSEckQSuJEJEp/X7yV2et206ZJA8ac1yvqcEREMocmNohIVErLK/jNm0Er3J0X96GpFrkXEak9TWwQkai8MHM9q3fso2fbJowcorWHRUSOSibeJ05EMt+e4lJ+//ZKILixb262vveJiByVLl3gvPOCFrnu3RN6aiVxIlKtcdM+ObS81hf7d4g6HBGRzDNqVPBIAn2tFpG4Nn56gAkfBstr/eTyk7W8lohImlESJyJx/fbNZRwsq+DK0zpyerdWUYcjIiJVKIkTkc+Zt+FTXpu3iQY5Wfx4uJbXEhFJRxoTJyKHcXfu+/+WAHDjsB50bZ3Y+xqJiNQrL78MGzYE94i74grolrhZ/kriROQwf1+8hY/X7qZ1kwbcdkHvqMMREclsTz0FU6cG22++mdAkTt2pInJISVn5oeW17rq4D80b5kYckYhIhtOyWyKSChP/tZb1u/bTp31TvqYb+4qIHD8tuyUiybZjbwl/eGcVAD+94mRydGNfEZHjp2W3RCTZHp66gqKSMs7r247z+7WPOhwRkbpB3akikkxLN+/hhZnryc4yfnbFyVGHk/HMrKuZvWdmS81ssZl9N84x55tZoZnNCx8/jyJWEUkyrZ0qIsni7vz3G0uocBg9tBt9OjSLOqS6oAz4vrvPMbNmwGwzm+ruS6oc94G7XxlBfCKSKmqJE5FkeWvJVv71yU5aNMrlzov7Rh1OneDum919TrhdBCwFOkcblYhEQhMbRCQZgluKLAWCW4q0atIg4ojqHjPrAZwOzIiz+2wzm29mU8xsQGojE5GkKyuD0tJgOysLchN726akJXHVjQkxs3vNbGPMOJDLY+rcY2arzGy5mV0aUz7YzBaG+x61cCVuM8szs5fC8hnhxVJEaunpD9eybud+erdvyjeGdo86nDrHzJoCfwXudPc9VXbPAbq7+0DgD8Br1ZxjjJnNMrNZ27dvT2q8IpJgVbtSg/QlYZI5Ji7umJBw38Pu/rvYg82sPzASGAB0At42s77uXg6MA8YAHwGTgeHAFOAmYLe79zazkcADwHVJfE8idca2PcU89u5KAH5+ZX9ydUuRhDKzXIIE7nl3f7Xq/tikzt0nm9lYM2vr7juqHDceGA+Qn5/vSQ5bRBLJDEaPDpK5BLfCQRKTOHffDGwOt4vM7EhjQkYAL7p7CbDGzFYBQ8xsLdDc3acDmNmzwNUESdwI4N6w/ivAY2Zm7q4LncgRPPDmcvYdLOfikzvwhb7tog6nTgl7CyYAS939oWqOOQHY6u5uZkMIekZ2pjBMEUm2pk3hmWeSdvqUfPWOMybkdjNbYGZPm1mrsKwzsCGmWkFY1jncrlp+WB13LwMKgTbJeA8idcnc9bv565wCGmRn8V9X6pYiSTAMuAG4MHboiJndYma3hMdcAywys/nAo8BIfQEVkaOR9FuMVB0TYmbjgP8GPPz5IPAfQLyOYq+hnCPsi41hDEF3LN0SuPCsSCaqqHDunbQYgJvO7Un3Nk0ijqjucfcPiX99ij3mMeCx1EQkInVRUlvi4o0Jcfet7l7u7hXAk8CQ8PACoGtM9S7AprC8S5zyw+qYWQ7QAthVNQ53H+/u+e6e366duo2kfntldgHzCwrp0DyP2y/oHXU4IiJyjJI5OzXumBAz6xhz2JeBReH2JGBkOOO0J9AHmBmOrSsys6HhOUcBr8fUGR1uXwO8q+4IkeoVHijlgTeXAfCTy0+mSZ7u9y0ikjRLl8Idd8CPfgQTJyb89Mm8gleOCVloZvPCsp8AXzOzQQTdnmuBmwHcfbGZvQwsIZjZels4MxXgVuAZoBHBhIYpYfkE4LlwEsQugtmtIlKN37+9gp37DnJmj1ZcNbBT1OGIiNRtq1bBY+GoiSuuCGaqJlAyZ6dWNyZkcg117gPui1M+CzglTnkxcO1xhClSbyzbsodnp68jy+DeqwZgCb5fkYiIVJHEJbdAKzaI1Avuzi9eX0x5hXP90O4M6NQi6pBEROq+JC65BUriROqFSfM3MWPNLlo3acD3L+kXdTgiIvXD/v2fbaslTkSO1t6SskPro/54eD9aNE78XcNFRCQOdaeKyPF45O0VbN1TwsCuLbl2cNcjVxARkcRQEicix2r5liKe/udazOBXI04hK0uTGUREUkZJnIgcC3fnv15fFExmOKs7p3bRZAYRkZTSxAYRORZ/m7uRmWt20aZJA37wRU1mEBFJOU1sEJGjVbi/9NBkhrsvO0mTGUREopDk7lStuSNSB/32rWXs2HuQIT1ac83gLkeuICIiiXflldChQ5DMDRiQ8NMriROpY+Zv+JTnZ6wnJ8v476tP0coMIiJRueaa4JEk6k4VqUPKyiv46WsLcYeb/q0n/U5oFnVIIiKSJEriROqQZ6evY9HGPXRq0ZDvXNQn6nBERCSJlMSJ1BFbCot58K3lAPxyxCk0ydNoCRGRukxXeZE64pf/t5h9B8u5pH8HLunfIepwRETk29+GHTuCman33w8dOyb09EriROqAd5ZuZcqiLTRukM29VyV+BpSIiByDyZNh3bpg+957E356daeKZLh9JWX8/PXFAHzvkr50bpn4exGJiMgx0LJbIlKTh6auYOOnBzilc3O+eU6PqMMREZFKWnZLRKqzsKCQP/1zDVkG9//7aeRk67+0iEja0LJbIhJPWXkFd7+6gAqHG4f15JTOWuBeRCRtlJZCeXmwnZ0NuYlf/lBJnEiGmvDhGhZv2kPnlo343iV9ow5HRERiJXk8HCiJE8lI63fu5+G3VwDwqy/rnnDpxsy6mtl7ZrbUzBab2XfjHGNm9qiZrTKzBWZ2RhSxikiSpCCJ05VfJMO4Oz/520KKSysYMagTF/RrH3VI8nllwPfdfY6ZNQNmm9lUd18Sc8xlQJ/wcRYwLvwpInVBkic1gFriRDLOX2YX8OGqHbRqnMt/Xdk/6nAkDnff7O5zwu0iYCnQucphI4BnPfAR0NLMEnsnUBGJTpInNUASk7jquhPMrLWZTTWzleHPVjF17gm7Fpab2aUx5YPNbGG471Ezs7A8z8xeCstnmFmPZL0fkXSwbU8xv3ojaMz5+Zf607ZpXsQRyZGE16XTgRlVdnUGNsQ8L+DziR5mNsbMZpnZrO3btyctThFJsAwfE1fZnXAyMBS4zcz6A3cD77h7H+Cd8DnhvpHAAGA4MNbMssNzjQPG8FnXw/Cw/CZgt7v3Bh4GHkji+xGJ3C8mLWZPcRnn92vH1YM+9/de0oyZNQX+Ctzp7nuq7o5TxT9X4D7e3fPdPb9du3bJCFNEkqFrVxg7Fh58EL77uWGxCZG0MXHuvhnYHG4XmVlld8II4PzwsInANODHYfmL7l4CrDGzVcAQM1sLNHf36QBm9ixwNTAlrHNveK5XgMfMzNz9cxdCkUw3ZeFmpizaQpMG2dz35VMJG6QlTZlZLkEC97y7vxrnkAKga8zzLsCmVMQmIinQvj3cemtSX6Laljgzm5yo7skq3QkdwgSvMtGrHJVdXddC53C7avlhddy9DCgE2sR5fXVHSEbbve8g/xUurXX3ZSdpaa00Fw75mAAsdfeHqjlsEjAqnKU6FCisvDaKiNRGTd2pzwBvmdlPw2+Ux+QI3QmHHRqnzGsor6nO4QXqjpAM999vLGHH3hKG9GzNN87qHnU49ULsuNw4+649QvVhwA3AhWY2L3xcbma3mNkt4TGTgdXAKuBJ4NuJiFtE6o9qu1Pd/WUz+/+AnwOzzOw5oCJmf3XfLg+ppjthq5l1dPfN4UysbWF5dV0LBeF21fLYOgVmlgO0AHYdKS6RTPLusq28OncjDXOz+M1XTiMrS92oKTLZzN4Hrnf3jVX23QP8pbqK7v4h8b9kxh7jwG3HHaWI1FtHmthQCuwD8oBmVR41qqE7YRIwOtweDbweUz4ynHHak2ACw8ywe6HIzIaG5xxVpU7lua4B3tV4OKlLCg+Ucs+rCwH4/iX96NG2ScQR1SsLgD8DH8VpeVMmLSI1e+klGDIEzjsP/vCHpLxEtS1xZjYceIggUTrD3fdXd2w1KrsTFprZvLDsJ8D9wMtmdhOwHrgWwN0Xm9nLwBKCma23uXu46Bi3EnTvNiKY0DAlLJ8APBdOgthFMLtVpM741RtL2LqnhDO6teQ//q1n1OHUN+7uT5rZP4DnzexyguvSfuIM2xAROUxBAXz8cbA9eHBSXqKm2ak/Ba5198XHcuIjdCdcVE2d+4D74pTPAk6JU15MmASK1DXvLd/GX2YX0CAni99eO5BsdaNGwt1XmNnZwK+AuWY2KuqYRCQDRLnslrufm5RXFJEjKtxfyt1/XQDA9y/pS692TSOOqF46lDWHs9/vNrM3gRcAzZASkZqlYNktrZ0qkoZ++cbiQ92o3zr3xKjDqa9+WbXA3aeZ2WDg5gjiEZFMkoJlt5TEiaSZqUu28uqcjeTlZPE7daNGxt1fq6Z8N8HYXhGR6mX4slsicpR27Tt4aDbqj4afxInqRhURyUxK4kTqD3fnZ68tPHRT3xvP6RF1SCIicqyUxInUH5Pmb2LywmBt1AevHaib+oqIZLIUTGxQEieSBrYUFvNfry0C4GdX9qdr6+T8hxcRkRRJwcQGJXEiEXN3fvjKfPYUl3F+v3aMPLPrkSuJiEh6i/I+cSKSGs99tI4PVu6gVeNcfvOV0whWlxMRkYz229/C1q1BMtevX1JeQkmcSIRWbdvL/0xeCsCv//1U2jdvGHFEIiKSEMOGJf0l1J0qEpHS8gq+9/I8iksr+MoZXRh+SseoQxIRkQyiJE4kIr9/ewULCgrp3LIRv7iqf9ThiIhIhlESJxKBmWt2MXbaJ2QZPHzdIJo3zI06JBERyTAaEyeSYnuKS7nrpXm4w7cv6MWQnq2jDklERBLJHTp1ggYNgpmpixdDdnbCX0ZJnEgKuTs/+9siNn56gNO6tODOi/tGHZKIiCRaaSls2RJs5+QkJYEDdaeKpNTf5m5k0vxNNG6QzSMjTyc3W/8FRUTqnBTcIw6UxImkzPqd+/n564sBuPdLA+jZtknEEYmISFKkYMktUBInkhIHyyq444U57C0p4/JTT+Da/C5RhyQiIsmSgiW3QEmcSEo8OHU588Pbifz6y1qVQUSkTlN3qkjd8MHK7Tzxj9VkZxmPjBxEi8a6nYiISJ2mJE4k820rKuaul+YB8N2L+pDfQ7cTqS/M7Gkz22Zmi6rZf76ZFZrZvPDx81THKCJJkqIkTrcYEUmSigrney/NZ8feg5x9Yhtuu6B31CFJaj0DPAY8W8MxH7j7lakJR0RSJtMnNsT7Fmpm95rZxphvnpfH7LvHzFaZ2XIzuzSmfLCZLQz3PWrhYCIzyzOzl8LyGWbWI1nvReRYjPvHJ3y4agdtmjTg9yMHkZ2lcXD1ibu/D+yKOg4RiUAdmNjwDDA8TvnD7j4ofEwGMLP+wEhgQFhnrJlV3hlvHDAG6BM+Ks95E7Db3XsDDwMPJOuNiBytmWt28eBbywF48KsD6dC8YcQRSZo628zmm9kUMxsQdTAikiCZ3p3q7u8fRevYCOBFdy8B1pjZKmCIma0Fmrv7dAAzexa4GpgS1rk3rP8K8JiZmbt7wt6EyDHYubeEO16YQ4XDzeedyPn92kcdkqSnOUB3d98b9kq8RvBF9TBmNobgiyzdunVLaYAicowuuwxmzw6SuVatkvYyUUxsuN3MFoTdrZXvrDOwIeaYgrCsc7hdtfywOu5eBhQCbZIZuMiRVFQ4d708n617Ssjv3ooffLFf1CFJmnL3Pe6+N9yeDOSaWds4x41393x3z2/Xrl3K4xSRY9CyJZxxBgwbBv37J+1lUp3EjQN6AYOAzcCDYXm8wUJeQ3lNdT7HzMaY2Swzm7V9+/ajCljkaIydtor3V2ynVeNc/vB1Lasl1TOzE2LG+A4huB7vjDYqEckkKZ2d6u5bK7fN7EngjfBpAdA15tAuwKawvEuc8tg6BWaWA7SgmkHE7j4eGA+Qn5+v7lZJin+t2sFDU1cA8NB1g+jYInnjICT9mdkLwPlAWzMrAH4B5AK4++PANcCtZlYGHABGajiIiByNlCZxZtbR3TeHT78MVM5cnQT82cweAjoRjAuZ6e7lZlZkZkOBGcAo4A8xdUYD0wkuhu/qAihR2bqnmO+8OJcKhzsu7M0FGgdX77n7146w/zGCW5CISF1TWgrZ2ZCV3N6YZN5i5AWCBKufmRWY2U3Ab8LbhSwALgDuAnD3xcDLwBLgTeA2dy8PT3Ur8BSwCviEYFIDwASgTTgJ4nvA3cl6LyI1KS2v4I4/z2XH3oOc06sNd17cN+qQREQkSj/8YZDE5eXBH/+YtJdJ5uzUeN9CJ9Rw/H3AfXHKZwGnxCkvBq49nhhFEuH+KcuYuXYXHZrn8cjI03U/OBGR+q7yFiMHDwbJXJJo1LXIcXhjwSYmfLiGnCxj7DfOoF2zvKhDEhGRqGntVJH0tnJrET9+ZQEAP73iZAZ317qoIiJC5i+7JVKX7Sku5ebnZrPvYDlfGtiJb57TI+qQREQkXdSBZbdE6qSKCuf7L89n9Y59nHRCMx74yqmEt/sSERFRd6pIunrsvVVMXbKV5g1zeOKGwTRukNI79YiISLpTEieSft5espWH316BGTwy8nS6t2kSdUgiIpJulMSJpJdPtu/lrpfm4Q4/+GI/LjhJN/QVEZE4NLFBJH3sKS7lP5+dRVFJGZefegLfPr9X1CGJiEi60sQGkfRQXuF854W5rN4eTGT47TUDNZFBRESql6LuVI3IFjmC37y5jGnLt9OqcS5PjsqnSZ7+24iISA1Wrgxa4w4cgNbJu4eo/hqJ1OCV2QU88f7qcEWGwXRtnbyxDSIiUke0ahU8kkzdqSLVmL1uFz95dSEA9141gLN7tYk4IhERkc8oiROJY8Ou/Yx5djYHyyv45jk9uH5o96hDEhEROYy6U0WqKCou5aaJH7Nz30HO7dOWn11xctQhiYhIpigthQ0bgluLNG4MzZsn7aWUxInEKCuv4PY/z2XF1r30bt+Ux75+BjnZarAWEZFaWr8eevcOtnv2hNWrk/ZS+uskEnJ3/t8bS/jHiu20btKAp0efSYtGuVGHJSIimSRFtxcBJXEih0z4cA3PTl9Hg+wsnrhhMN3aaCaqiIgcJSVxIqn198VbuG/yUgB+99WBnNkjeff1ERGROixFS26BkjgR5q7fzXdfnIs7/PDSflw1sFPUIYmISKZK0ZJboCRO6rm1O/Zx08RZFJdWcF1+V62JKiIix0fdqSLJt3NvCd/800x27TvIeX3b8asvn6I1UUVE5PgoiRNJrn0lZfzHMx+zdud+BnRqzh+/cQa5upWIJJCZPW1m28xsUTX7zcweNbNVZrbAzM5IdYwikgRK4kSSp7S8gm8/P4f5BYV0bd2IP914Jk21qL0k3jPA8Br2Xwb0CR9jgHEpiElEkq0uTGyI9y3UzFqb2VQzWxn+bBWz757wG+lyM7s0pnywmS0M9z1qYX+XmeWZ2Uth+Qwz65Gs9yJ1R0WF8+O/Ljh0L7iJNw6hfbOGUYcldZC7vw/squGQEcCzHvgIaGlmHVMTnYgkTR2Z2PAMn/8Wejfwjrv3Ad4Jn2Nm/YGRwICwzlgzyw7rjCP4llr5jbXynDcBu929N/Aw8EDS3onUCe7O/0xeyqtzNtIoN5unv3kmJ7ZrGnVYUn91BjbEPC8Iy0Qkk1VUQG54o/hMTeKq+RY6ApgYbk8Ero4pf9HdS9x9DbAKGBJ+K23u7tPd3YFnq9SpPNcrwEWVrXQi8Tzx/mqe+nANudnG4zcMZlDXllGHJPVbvOuVf+4gszFmNsvMZm3fvj0FYYnIcbn7bjh4MFhD9Wc/S+pLpXpMXAd33wwQ/mwfllf3jbRzuF21/LA67l4GFAJt4r2oLoLywsz13D9lGWbwu2sHcl7fdlGHJFIAdI153gXYVPUgdx/v7vnunt+unX5vRTJGTg40aJDUl0iXiQ3VfSOt6Ztqrb7Fgi6C9d0bCzbxk78tBOCXVw1gxCD1WElamASMCmepDgUKK7/kiojURqqn5G01s47uvjnsKt0Wllf3jbQg3K5aHlunwMxygBbUPIhY6qH3lm3jrpfm4Q7fv6Qvo87uEXVIUk+Y2QvA+UBbMysAfgHkArj748Bk4HKC4SP7gRujiVREMlWqk7hJwGjg/vDn6zHlfzazh4BOBBMYZrp7uZkVhd9SZwCjgD9UOdd04Brg3XDcnAgA0z/ZyS3/O5vScudb/9aT2y/sHXVIUo+4+9eOsN+B21IUjoikyqJFUFQU3F7kxBOhWbOkvVQybzHyAkGC1c/MCszsJoLk7RIzWwlcEj7H3RcDLwNLgDeB29y9PDzVrcBTBN9WPwGmhOUTgDZmtgr4HuFMVxEI1kP91sSPKSmr4GtDuvHTK07WagwiIpJ8P/oRnHMODBoE77+f1JdKWktcDd9CL6rm+PuA++KUzwJOiVNeDFx7PDFK3bSwoJBRT89k38Fyrh7UiV9dreW0REQkRbRig8ixWbJpD9dPmEFRcRmXnXICv7t2INlZSuBERCRFlMSJHL1lW4IErvBAKRef3J5HRp5OjtZDFRGRVKoLy26JpNLyLUV8/ckZ7Np3kPP6tuOP3ziDBjn69RYRkRSrI8tuiaREkMB9dCiBe+KGweTlZB+5ooiISKKlsDs11bcYEUmopZv38I2ngha4c/u05YkbBtMwVwmciIhEREmcyJEt2ljI9RNm8On+0kMtcErgREQkUkriRGo2d/1uRj89kz3FZVx4UnvGXX+GulBFRCRa7kriRGry8dpd3Pinj9lbUsalAzrw6NdOVwInIiLRKy7+bDsvD7KSO/VASZxklH+s2M7Nz82iuLSCLw3sxENfHUiubiMiIiLpoLQU+vQJZqjm5SX95ZTEScaYsnAz33lxLqXlzrWDu3D/V07TjXxFRCR9NG8OK1ak7OWUxElGeHnWBu7+6wIqHP5jWE9+dsXJZCmBExGRekxJnKS9J/7xCb+esgyA717Uhzsv7qO1UEVEpN5TEidpq6LCuf/NZYx/fzUAv7xqAKPP6RFtUCIiImlCSZykpYNlFfzolfm8Nm8TOVnGg18dyIhBnaMOS0REpHqbN8O0acGaqZ06wZlnJvXllMRJ2ikqLuXbz8/hg5U7aNIgm3HXD+YLfdtFHZaIiEjN5s2Dr3892L70UnjzzaS+nJI4SStbCov55p9msmxLEW2bNuBP3xzCqV1aRB2WiIjIkaXwRr+gJE7SyJJNe7hp4sdsLizmxLZNeObGIXRr0zjqsERERGpHSZzUR+8t28btf57DvoPl5HdvxZOj8mnVpEHUYYmIiNRebBLXOPmNEEriJFLuzrPT1/HL/1tMhcNVAzvxm2tO00L2IiKSefbv/2xbLXFSl5WWV3DvpMU8P2M9AN+5qA936R5wIiKSqdSdKvXBrn0Hue35OUxfvZMGOVn89prTdAsRERHJbClO4rRyuKTc0s17uOqxD5m+eiftmuXx0pihSuCkzjGz4Wa23MxWmdndcfafb2aFZjYvfPw8ijhFJIHqQ0ucma0FioByoMzd882sNfAS0ANYC3zV3XeHx98D3BQe/x13/3tYPhh4BmgETAa+6+6eyvciR+eNBZv40SsL2H+wnIFdWvDEDfmc0KJh1GGJJJSZZQN/BC4BCoCPzWySuy+pcugH7n5lygMUkeRI8cSGKFviLnD3Qe6eHz6/G3jH3fsA74TPMbP+wEhgADAcGBteIAHGAWOAPuFjeArjl6NQVl7B/0xeyu1/nsv+g+X8++mdeenms5XASV01BFjl7qvd/SDwIjAi4phEJNnq8cSGEcD54fZEYBrw47D8RXcvAdaY2SpgSNia19zdpwOY2bPA1cCUlEYtR7StqJg7/jyXGWt2kZNl/OyKkxl9Tg9NYJC6rDOwIeZ5AXBWnOPONrP5wCbgB+6+OBXBiUiS9O4Nw4YFLXInnJD0l4sqiXPgLTNz4Al3Hw90cPfNAO6+2czah8d2Bj6KqVsQlpWG21XLJY3MWL2T21+Yy/aiEto2zWPsN85gSM/WUYclkmzxvqFUHeoxB+ju7nvN7HLgNYIehcNPZDaGoMeBbt26JThMEUmou+8OHikSVRI3zN03hYnaVDNbVsOx1V0Ma3ORDE6gi2DKVVQ4Y6et4qGpK6hwOKtna/7wtdNp31zdp1IvFABdY553IWhtO8Td98RsTzazsWbW1t13VDluPDAeID8/X2N+ReSQSMbEufum8Oc24G8E40e2mllHgPDntvDw6i6GBeF21fJ4rzfe3fPdPb9dOy2knmzbiooZ/aeZ/O6tIIG79fxePP+ts5TASX3yMdDHzHqaWQOCcb2TYg8wsxMsHFNgZkMIrsc7Ux6piGSslCdxZtbEzJpVbgNfBBYRXOBGh4eNBl4PtycBI80sz8x6EnQ3zAy7XovMbGh4IRwVU0ciMm35Ni5/5AM+WLmD1k0a8MyNZ/Lj4SeRk6272Uj94e5lwO3A34GlwMvuvtjMbjGzW8LDrgEWhWPiHgVGana9iByNKLpTOwB/C7+A5gB/dvc3zexj4GUzuwlYD1wLEF74XgaWAGXAbe5eHp7rVj67xcgUNKkhMsWl5fzmzeU8/c81AJx9Yhsevm6QZp9KveXukwlufRRb9njM9mPAY6mOS0SS6KmnYN++YGbqtddCq1ZJfbmUJ3HuvhoYGKd8J3BRNXXuA+6LUz4LOCXRMcrRWbp5D3e+OI/lW4vIyTLuuqQvt5zXi+wszT4VEZF65P774ZNPgu0LLqh7SZzUHWXlFYz/YDUPT11BablzYtsmPHzdIAZ2bRl1aCIiIqlXH1ZskMy3attefvjKfOau/xSAb5zVjZ9ecTKNG+hXSkRE6qkUr9igv7hyVMrKK3jqwzU8NHUFB8sqOKF5Qx645jTO66tZvyIiUs/V4xUbJM0t2ljIPa8uZOHGQgCuHdyFn13ZnxaNciOOTEREJGIVFVBS8tnzhsmf2KckTo5o/8EyHnl7JU99uIbyCqdzy0bc9+VTOL9f+yNXFhERqQ+Kiz/bbtgQUrC0pJI4qdHbS7byi0mL2fjpAczgxmE9+MEX+9EkT786IiIih6R4UgMoiZNqrNu5j1/+3xLeXRYsnDGgU3Pu+/KpDNLMUxERkc9TEidR21tSxtj3VvHUB2s4WF5Bs7wc7rqkL6PO7q5VF0RERKqT4pmpoCROQuUVzl/nFPDbvy9ne1EwMPMrZ3Thx5f1o30zrbogIiJSoxTPTAUlcfWeu/P+yh38evJSlm0pAmBQ15b8/Ev9OaNbcu80LSIiUmc0bw7XXx+0yHXtmpKXVBJXj81dv5vfvLmc6at3AtC5ZSN+eGk/rhrYiSwtmSUiIlJ7PXvCc8+l9CWVxNVDizcV8vDUlby9dCsAzRvm8O0LevPNc3rQMDc74uhERESkNpTE1SOLNhbyh3dX8vfFQfLWMDeL/xjWk5u/0IsWjXXDXhERkUyiJK6Oc3c+XrubcdNW8d7y7QDk5WRxw9Du3HxeL9o1y4s4QhERETkWSuLqqPIKZ+qSrTz5wWpmr9sNQKPcbK4f2o3/PPdE2jfXjFMREZGE+eAD+Otfg5mpw4bBlVcm/SWVxNUxhQdKeWV2ARP/tZb1u4Lpzi0b5zLq7B5885wetG7SIOIIRURE6qA5c+CRR4LtO+5QEie1t2hjIc/PWM9rczdyoLQcgG6tG3PjsB58Nb+rlskSERFJJq3YIEej8EAp/zd/Ey/P2sCCgsJD5cN6t2HU2T24+OQOZOtWISIiIsmnFRvkSErLK3h/xXb+NncjU5dspaSsAoAWjXL59zM68/Uh3ejToVnEUYqIiNQzWrFB4iktr2D6JzuZvHAzby7ewqf7SwEwC1rdrh3cleGnnKB7vImIiERF3alSqfBAKR+u3MHUJVt4d9k29hSXHdrXt0NTrj69M1cN7ESXVqlpshUREZEaKImrv8rKK1i0aQ8frtzO+yt3MGfdbsoq/ND+Pu2bctmpHbnytI70VXepiIhIelESV38cOFjOgoJPmb1+Nx+v2cXHa3ezt+Sz1rbsLGNIz9ZcdFJ7LunfgRPbNY0wWhEREamRJjYcPTMbDjwCZANPufv9EYf0OYX7S1mxrYglm/awZNMeFmwsZMXWIspjWtoAurdpzLDebTm3d1vO6dVWS2GJZLAjXZvMzML9lwP7gW+6+5yUByoiiaGWuKNjZtnAH4FLgALgYzOb5O5LUhlHSVk524tK2LqnmI2fFrNx9wHW79rHmh37+GT7PrYXlXyuTpbByR2bk9+9FYO7t+KsE1vTsUVq/tFFJLlqeW26DOgTPs4CxoU/E8Mdiopqf3yzZsFsqUoVFbB3b+3rN29++POyssNn69XELHj9WKWlh/9RrEl2NjRpcnhZSUnwqI2cnM+3nBQXw8GDtavfoAE0rLIKzoEDwXuojby84BFr3z4oL69d/YYNgxhi7d0b/BvWRuPGwWcQa8+e2tWF4LPPjplYV19/9zQ79agNAVa5+2oAM3sRGAEcdxI3e91uJi/cTHmFU+FOaXkFxaUVHDhYzr6DZewpLuPT/QfZve/gYZMO4mmUm03v9k056YRmnNyxOad2acGATs1p3CDTP34RqUZtrk0jgGfd3YGPzKylmXV0980JiaCkBFq0qP3xu3ZBq1afPV+7Fnr1ql3dvLwg6Yn10Udw7rm1q9+zJ6xefXjZa6/BV79au/rDhsGHHx5e9vjjcOedtat/zTXwl78cXnbvvfDAA7Wr/53vfHan/ko33wzPPVe7+r/+Ndx99+FlI0bAO+/Urv7EiTBq1OFlZ50FS2r5p3DqVLj44sPLuneHTz+tXf1Fi2DAgM+e19ffva9/Hc48M0gAu3atXf3jlOlZRGdgQ8zzAuJ8kzWzMcAYgG7dutXqxMu3FDHhwzW1OjY7y2jXNI8OzfPo1LIRnVo2onubxnRv04QT2zahc8tGZOmmuyL1SW2uTfGO6QwclsQdy/VLRCJwyy0pf8lMT+LiZUb+uQL38cB4gPz8/M/tj+f0bi352RUnY2ZkG+TmZJGXk02j3GyaNsyhaV4OLRvn0qpxA1o0ytXKCCISqzbXpqRdvw6p2k10NOJ1M1WnalcgBN1Mta3fNM7ErZyc2tePN4i8QYPa14/X9ZWXd3zvv2HD2tev2hUKwXuqbf3cOOOnmzSpff3sOPcYbdas9t25WVnx6x+rTP/dSyELWvIzk5mdDdzr7peGz+8BcPdfV1cnPz/fZ82alaIIRSQdmNlsd89P4esd8dpkZk8A09z9hfD5cuD8mrpTdf0SqX9qun7FSZ8zysdAHzPraWYNgJHApIhjEhGpzbVpEjDKAkOBwoSNhxOReiGju1PdvczMbgf+TjCN/2l3XxxxWCJSz1V3bTKzW8L9jwOTCW4vsorgFiM3RhWviGSmjE7iANx9MsHFUEQkbcS7NoXJW+W2A7elOi4RqTsyvTtVREREpF5SEiciIiKSgZTEiYiIiGQgJXEiIiIiGUhJnIiIiEgGUhInIiIikoGUxImIiIhkoIxedutYmNl2YN1RVGkL7EhSOMmUqXFD5saeqXFD3Y+9u7u3S0UwyVQPrl+ZFi9kXsyKN/kSHXO11696l8QdLTOblco1FxMlU+OGzI09U+MGxV5XZdpnk2nxQubFrHiTL5UxqztVREREJAMpiRMRERHJQErijmx81AEco0yNGzI39kyNGxR7XZVpn02mxQuZF7PiTb6UxawxcSIiIiIZSC1xIiIiIhlISVw1zGy4mS03s1VmdnfU8dTEzLqa2XtmttTMFpvZd8Py1mY21cxWhj9bRR1rPGaWbWZzzeyN8HmmxN3SzF4xs2XhZ392JsRuZneFvyeLzOwFM2uYrnGb2dNmts3MFsWUVRurmd0T/p9dbmaXRhN19DLp+lXJzNaa2UIzm2dms6KOp6qj/V1MB9XEfK+ZbQw/53lmdnmUMcbKtL9lNcSbss9YSVwcZpYN/BG4DOgPfM3M+kcbVY3KgO+7+8nAUOC2MN67gXfcvQ/wTvg8HX0XWBrzPFPifgR4091PAgYSvIe0jt3MOgPfAfLd/RQgGxhJ+sb9DDC8SlncWMPf+ZHAgLDO2PD/cr2SgdevWBe4+6A0vaXEM9TydzGNPMPnYwZ4OPycB7n75BTHVJNM+1tWXbyQos9YSVx8Q4BV7r7a3Q8CLwIjIo6pWu6+2d3nhNtFBMlEZ4KYJ4aHTQSujiTAGphZF+AK4KmY4kyIuznwBWACgLsfdPdPyYDYgRygkZnlAI2BTaRp3O7+PrCrSnF1sY4AXnT3EndfA6wi+L9c32TU9StTHOXvYlqoJua0lWl/y2qIN2WUxMXXGdgQ87yAFP/DHCsz6wGcDswAOrj7Zgh+2YD2EYZWnd8DPwIqYsoyIe4Tge3An8Ku4KfMrAlpHru7bwR+B6wHNgOF7v4WaR53FdXFmrH/bxMsUz8HB94ys9lmNibqYGopk/7fxLrdzBaE3a1p0TVZVab9LasSL6ToM1YSF5/FKUv7abxm1hT4K3Cnu++JOp4jMbMrgW3uPjvqWI5BDnAGMM7dTwf2kT5N/NUKLyYjgJ5AJ6CJmV0fbVQJk5H/b5MgUz+HYe5+BkE38G1m9oWoA6qjxgG9gEEEX+QejDSaODLwb1nVeFP2GSuJi68A6BrzvAtBl1PaMrNcgl+i59391bB4q5l1DPd3BLZFFV81hgFXmdlagi6fC83sf0n/uCH4HSlw98pvXa8QJHXpHvvFwBp33+7upcCrwDmkf9yxqos14/7fJklGfg7uvin8uQ34G5nRFZ5J/28AcPet7l7u7hXAk6TZ55xpf8vixZvKz1hJXHwfA33MrKeZNSAYLD0p4piqZWZGMDZrqbs/FLNrEjA63B4NvJ7q2Gri7ve4exd370HwGb/r7teT5nEDuPsWYIOZ9QuLLgKWkP6xrweGmlnj8PfmIoJxHOked6zqYp0EjDSzPDPrCfQBZkYQX9Qy6voFYGZNzKxZ5TbwRWBRzbXSQib9vwEOJUGVvkwafc6Z9resunhT+hm7ux5xHsDlwArgE+CnUcdzhFj/jaC7ZAEwL3xcDrQhmMmzMvzZOupYa3gP5wNvhNsZETdBU/ms8HN/DWiVCbEDvwSWEVxYngPy0jVu4AWC7ohSghamm2qKFfhp+H92OXBZ1PFH+LllzPUrjPdEYH74WJyOMR/t72I6PKqJ+TlgYXjdmgR0jDrOmHgz6m9ZDfGm7DPWig0iIiIiGUjdqSIiIiIZSEmciIiISAZSEiciIiKSgZTEiYiIiGQgJXEiIiIiGUhJnNRpZtbVzNaYWevweavwefeoYxMRqYmuX3IkSuKkTnP3DQRLoNwfFt0PjHf3ddFFJSJyZLp+yZHoPnFS54XLoswGngb+Ezjd3Q9GG5WIyJHp+iU1yYk6AJFkc/dSM/sh8CbwRV0ARSRT6PolNVF3qtQXlxEsP3NK1IGIiBwlXb8kLiVxUueZ2SDgEmAocFeVxYlFRNKWrl9SEyVxUqeZmREMDL7T3dcDvwV+F21UIiJHpuuXHImSOKnr/hNY7+5Tw+djgZPM7LwIYxIRqQ1dv6RGmp0qIiIikoHUEiciIiKSgZTEiYiIiGQgJXEiIiIiGUhJnIiIiEgGUhInIiIikoGUxImIiIhkICVxIiIiIhlISZyIiIhIBvr/AYQ5Hy8fcxyJAAAAAElFTkSuQmCC\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(10,5))\n", + "plt.subplot(1,2,1)\n", + "plt.xlabel('X')\n", + "plt.ylabel('Y')\n", + "plt.plot(x,y**2,linewidth=2)\n", + "plt.subplot(1,2,2)\n", + "plt.xlabel('X')\n", + "plt.ylabel('Z')\n", + "plt.plot(x,np.exp(z),c='r',linewidth=3,linestyle='dashed')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### In the vehicles data set that you have downloaded, use the vehicles.csv file. In this exercise we will conduct some exploratory data analysis using one plot each of scatter plot, box plot, histogram, and bar chart. " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Scatter Plot\n", + "\n", + "Please provide a scatter plot between \"Combined MPG\" as X variable and \n", + "\"Highway MPG\" as Y variable" + ] + }, + { + "cell_type": "code", + "execution_count": 43, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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AGUaoAwAAAIAMI9QBAAAAQIYR6gAAAAAgwwh1AAAAAJBh49KeAAAAANCIug70afPuQzreP6AZ7W1avWyuOhd0pD0tJGRdV692dB/ToLtyZrp94Uzd0zkv7WmFQqgDAAAASnQd6NOanb0auDgoSerrH9Canb2SRLBrQuu6erVt39Hh40H34eMsBDsuvwQAAABKbN59aDjQDRm4OKjNuw+lNCMkaUf3sUjtjYZQBwAAAJQ43j8QqR3ZNugeqb3REOoAAACAEjPa2yK1I9tyZpHaGw2hDgAAACixetlctY3PjWhrG5/T6mVzU5oRknT7wpmR2hsNG6UAAAAAJYY2Q2H3y9YwtBlKVne/NM/AdaL5fN57enrSngYAAAAyZP76XTpz/oXNTiZPyOnghuUpzgi4dGa2393z5R7j8ksAAAA0ndJAJ0lnzg9q/vpdKc0ISA6hDgAAAE2nNNBVaweyjFAHAAAAABlGqAMAAACADCPUAQAAoOlMnpCL1A5kGaEOAAAATefghuWjAhy7X6JZUacOAAAATYkAh1ZBqAMAAEDDWtfVe8kFoeP0BbKEUAcAAICGtK6rV9v2HR0+HnQfPq4WzuL0BbKGe+oAAADQkHZ0H4vUXqu+QNYQ6gAAANCQBt0jtdeqL5A1hDoAAAA0pJxZpPZa9QWyhlAHAACAhnT7wpmR2mvVF8gaNkoBAABAQxra0ORSdrCM0xfIGvMErys2s6cknZU0KOl5d8+b2RRJn5M0W9JTkt7i7s+M9Tr5fN57enoSmycAAEAzY2t/RMH50pjMbL+758s9Vo/LL3/N3W8omsDdkh509zmSHgyOAQAAkIChrf2HNggZ2tp/XVdvyjNDI+J8yaY07ql7k6Stwc9bJXWmMAcAAICWwNb+iILzJZuSDnUu6V/MbL+ZvT1om+7uT0tS8H1auY5m9nYz6zGznlOnTiU8TQAAgObE1v6IgvMlm5LeKGWxux83s2mS9pjZY2E7uvsnJH1CKtxTl9QEAQAAmlnOrOwf5Gztj3I4X7Ip0ZU6dz8efD8p6QuSXi3phJm9TJKC7yeTnAMAAEArY2t/RMH5kk2JhTozm2hmk4Z+lvSfJH1T0pck3RE87Q5JX0xqDgAAAK3uns55WrVo1vBKS85MqxbNYjdDlMX5kk2JlTQws6tVWJ2TCpd5fsbdN5rZSyTdJ2mWpKOSbnP302O9FiUNAAAAALSysUoaJHZPnbs/Ien6Mu0/knRTUuMCAABgpLh1x7Jat2z++l06c35w+HjyhJwOblie4ozCW7plrw6fPDd8PGfaRO25a0l6E0JDS6OkAQAAAOokbt2xrNYtKw10knTm/KDmr9+V0ozCKw10knT45Dkt3bI3nQmh4RHqAAAAmljcumNZrVtWGuiqtTeS0kBXrR0g1AEAADSxuHXHqFsGND5CHQAAQBOrVF8sbN2xuP0BJI9QBwAA0MTi1h3Lat2yyRNykdobyZxpEyO1A4Q6AACAJha37lhW65Yd3LB8VIDLyu6Xe+5aMirAsfslxpJYnbpaok4dAAAAgFaWSp06AAAANIauA33avPuQjvcPaEZ7m1Yvm6vOBR116b/y3kf08JHTw8eLr5mi7XfeGPl3aDVZrrGH+uPySwAAgCbWdaBPa3b2qq9/QC6pr39Aa3b2qutAX+L9SwOdJD185LRW3vvIJfwmrSPLNfaQDkIdAABAE9u8+5AGLo4MCAMXB7V596HE+5cGumrtKMhyjT2kg1AHAADQxI73D0Rqr3V/AMkj1AEAADSxGe1tkdpr3R9A8gh1AAAATWz1srlqGz9ya/+28TmtXjY38f6Lr5kSqR0FWa6xh3QQ6gAAAJpY54IObVoxTx3tbTJJHe1t2rRiXujdK+P0337njaMCHLtfVpflGntIByUNAAAA6mBdV692dB/ToLtyZrp94cxIBbzjlAbo+d5p/eDHz8kl/eDHz6nne6cjlTToXNAR6fnFrpp6hfY98czw733V1Csu6XXSELcURBwEOETBSh0AAEDC1nX1atu+oxp0lyQNumvbvqNa19Ubqn+c0gBxx44jzbHjilsKAqgnQh0AAEDCdnQfi9ReKk5pgLhjx5Hm2HHFLQUB1BOhDgAAIGFDK1Vh2xk7fZRyQJYQ6gAAABKWM4vUztjpo5QDsoRQBwAAkLDbF86M1F4qTmmAuGPHkebYccUtBQHUE6EOAAAgYfd0ztOqRbOGV6hyZlq1aFbo3S/jlAaIO3YcaY4dV9xSEEA9mWfgmuZ8Pu89PT1pTwMAAAAAUmFm+909X+4x6tQBAJCSuHXL0pJm7a40xakTJ8V/31r1fc/qfydxLdy4RyfOXhg+nj7pMnWvXZrijNDIuPwSAIAUZLV+V6vW7opTJ06K/7616vue1f9O4ioNdJJ04uwFLdy4J6UZodER6gAASEFW63e1au2uOHXipPjvW6u+71n97ySu0kBXrR0g1AEAkIKs1u+idtelifu+ter7ntX/ToB6I9QBAJCCrNbvonbXpYn7vrXq+57V/06AeiPUAQCQgqzW72rV2l1x6sRJ8d+3Vn3fs/rfSVzTJ10WqR0g1AEAkIKs1u9q1dpdcerESfHft1Z937P630lc3WuXjgpw7H6JsVCnDgAARBJ3i/mlW/bq8Mlzw8dzpk3UnruWJDDT0eLMffbd949qe+pDt4YeO27/+et36cz5FzZLmTwhp4Mblofun1Vxfu9WLYeA5jRWnTpW6gAAQGhxt5gvDXSSdPjkOS3dsrfWUx0lztzLBbKx2mvdvzTYSNKZ84Oav35XqP5ZFef3btVyCGhNhDoAABBa3C3mSwNdtfZayvL2+KXBplp7s4jze2f58waiItQBAIDQsrzFfJbnjuj4vNFKCHUAACC0LG8xn+W5Izo+b7QSQh0AAAgt7hbzc6ZNjNReS1neHn/yhFyk9mYR5/fO8ucNREWoAwAAocXdYn7PXUtGBbh67X4ZZ+6VdqkMu3tl3P4HNywfFWRaYffLOL93q5ZDQGuipAEAAAAANLixShqMq/dkAABA+roO9Gnz7kM63j+gGe1tWr1sbt0KWcepUxe31luaY8etmXbd2gf03OAL/xh/ec702MZbQvePg3pvQGPj8ksAAFpM14E+rdnZq77+Abmkvv4BrdnZq64DfYmPHadOXdxab2mOHbdmWmmgk6TnBl3XrX0gVP84qPcGND5CHQAALWbz7kMauDiyztfAxUFt3n0o8bHTrFOX5Rp5pYGuWnstUe8NaHyEOgAAWszx/oFI7YgvyzXTsjx3oFUQ6gAAaDEz2tsitSO+LNdMy/LcgVZBqAMAoMWsXjZXbeNHbhPfNj6n1cvmJj52mnXqslwj7/Jc+QBVqb2WqPcGND5CHQAALaZzQYc2rZinjvY2maSO9jZtWjGvLrtfxqlTF7fWW5pjx62Z9tjGW0YFuHrtfkm9N6DxUacOAAAAABocdeoAAMAI1665X88X/bvuOJMe3xRu1Wnhxj06cfbC8PH0SZepe+3S0GPHqZEXt15anLnHqXEnpVtnLsvSrKkIZAWXXwIA0GJKA50kPe+F9mpKQ5EknTh7QQs37gk1dpwaeXHrpcWZe5wad1K6deayLM2aikCWEOoAAGgxpYGuWnux0lBUrb1UnBp5ceulxZl73Bp3adaZy7I0ayoCWUKoAwAAdROnRh710loPNRWBcAh1AACgbuLUyKNeWuuhpiIQDqEOAIAWM65CBqrUXmz6pMsitZeKUyMvbr20OHOPW+MuzTpzWZZmTUUgSwh1AAC0mMc33ToqwIXd/bJ77dJRISjKDpJxauTFrZcWZ+5xatxJ6daZy7I0ayoCWUJJAwAAUnLV3fer+G4wk/RkyGLWs+8evVNl2ELY0uhNUcJskjLkR89eGPO4mvd39erM+cLmF339A3p/V2/oP9Lv6ZwXq+h1lNILpaKULyjnza+aOaIcw5tfFW6FcUjccg5Z1bmggxAHVMFKHQAAKSgNdJLkQXs15QLdWO217B+nHIIkzV+/azjQDTlzflDz1+8K1T+r4pZjiNsfQHMj1AEAkIJKC2ONvo9jnHIIkkYFumrtzSJuOYa4/QE0N0IdAABAwuKWY6CcA4CxEOoAAAASFrccA+UcAIyFUAcAQAoq/Sne6H+ixymHIEmTJ+QitTeLuOUY4vYH0NwIdQAApODJD906KsCF3f2y0i6XYXe/jNM/TjkESTq4YfmoADd5Qk4HNywP1T+r4pZjiNsfQHMzz8C12Pl83nt6etKeBgAAAACkwsz2u3u+3GPUqQMA4BKVbu8fZcVKGr29f5QVq7h16uL0jzv20i17dfjkueHjKEW8V977iB4+cnr4ePE1U7T9zhtDj911oE+bdx/S8f4BzWhv0+plc0PXQIvTtxZzj3O+AGhuXH4JAMAlSLNeW5p16uKOXRroJOnwyXNaumVv1b6loUiSHj5yWivvfSTU2F0H+rRmZ6/6+gfkKhQ+X7OzV10H+hLtW4u5t2p9PwDhEOoAALgE1Gu7NKWBrlp7sdJQVK291ObdhzRwceT7O3BxUJt3H0q071hzDDv3Vj1fAIRDqAMAAC3heP9ApPZa9QWApBHqAABAS5jR3hapvVZ9ASBphDoAAC4B9douzZxpEyO1F1t8zZRI7aVWL5urtvEj39+28TmtXjY30b5jzTHs3Fv1fAEQDqEOAIBLkGa9tjTr1MUde89dS0YFuLC7X26/88ZRISjKDpKdCzq0acU8dbS3ySR1tLdp04p5oXawjNO3FnNv1fp+AMJJvKSBmeUk9Ujqc/c3mNkUSZ+TNFvSU5Le4u7PJD0PAADKWbhxj06cvTB8PH3SZepeuzRU30Ef+7iacrsZZsGcaRNHlSSI4slT58Y8Hsv+p54Z8zhJnQs6IpUwKBWlfEE5WT1fACSvHit175b0naLjuyU96O5zJD0YHAMAUHelgU6STpy9oIUb91Tte9Xd96s0w3nQHkaaZQXi9I9TkkCKVwriurUP6LmS5PzcoOu6tQ+EGjtuWYI0xf3MATS3REOdmb1c0q2SPlnU/CZJW4Oft0rqTHIOAABUUhroqrUXq7QoF3GxLnPilCSQ4pWCKA101dpLxS1LAACNKumVuo9Ieq+knxa1TXf3pyUp+D6tXEcze7uZ9ZhZz6lTpxKeJgAAaHaUJQDQrBILdWb2Bkkn3X3/pfR390+4e97d81OnTq3x7AAAQKuhLAGAZpXkSt1iSW80s6ckfVbS681sm6QTZvYySQq+n0xwDgAAVDR90mWR2otVqlwQsqJBZsUpSSDFKwVxea78kyq1l4pblgAAGlVioc7d17j7y919tqS3Sfqyu6+S9CVJdwRPu0PSF5OaAwAAY+leu3RUgAu7++WTH7p1VICzoD2MNMsKxOkfpySBFK8UxGMbbxkV4C7PmR7beEuoseOWJUhT3M8cQHMz9+Rv6TazJZL+NChp8BJJ90maJemopNvc/fRY/fP5vPf09CQ+TwAAAABoRGa2393z5R5LvE6dJLn7Xkl7g59/JOmmeowLAEA15baED7v6EacvY196/7TEnff89btG1JajeDiAWql4+aWZvcnM3lF03G1mTwRfb67P9AAASE5Wa8W16thpijvv0kAnFYqHz1+/K/bcAGCse+req8L9b0MmSHqVpCWS/ijBOQEAADSV0kBXrR0Aohjr8svL3P1Y0fG/BZdO/sjMwm1xBQAAAABI1FgrdS8uPnD3Py46pHAcAAAAADSAsUJdt5ndWdpoZv9V0teSmxIAAEBzmTwhF6kdAKKoWNLAzKZJ6pJ0XtI3guZfVuHeuk53P1GPCUqUNAAAJCeru0C26thpYvdLAGkaq6RB1Tp1ZvZ6Sb8YHH7L3b9c4/lVRagDAAAA0MouqU6dmV0u6Q8lXSupV9Kn3P35ZKYIAGhlCzfu0YmzF4aPp0+6TN1rl4bq26orVnHHjvOeX7vmfj1f9G/C40x6fFN9VtrWdfVqR/cxDborZ6bbF87UPZ3z6jL2dWsf0HODL/zil+dMj228pS5jA8BYxrqnbqukvAqB7tcl/XldZgQAaCml4UKSTpy9oIUb91Tt26r12uKOHec9Lw10kvS8F9qTtq6rV9v2HdVgcJXRoLu27TuqdV29iY9dGugk6blB13VrH0h8bACoZqxQ9wvuvsrdPy7pzZJeW6c5AQBaSGm4qNaO+OK856WBrlp7Le3oPhapvZZKA121dgCop7FC3cWhH7jsEgAApG2wwj4AldoBoFWMVXz8ejM7E/xsktqCY5Pk7j458dkBAAAEcmZlA1zOLIXZAEDjqLhS5+45d58cfE1y93FFPxPoAAA1MX3SZZHaEV+c93xchfxUqb2Wbl84M1J7LV2eK/8LVmoHgHqqGOrMbMpYX/WcJACgeXWvXToqTITdibHSbo9hd4GM0z/LY8d5zx/fdOuoAFev3S/v6ZynVYtmDa/M5cy0atGsuux++djGW0YFOHa/BNAoxrr88oeSvi9p6H664v8lc0lXJzUpAEC2dB3o0+bdh3S8f0Az2tu0etlcdS7oCN2/3E6MGNvkCblRhayjWHPLL4z6zML687fccMl9JWnplr06fPLc8PGcaRO1564lofo+eerZEbtfPnnq2Uhjr7z3ET185PTw8eJrpmj7nTeG6jvzJT8zYt4zX/IzkcYGgKSMtVHKxyQ9I2mXpDskXe3uVwVfBDoAgKRCoFuzs1d9/QNySX39A1qzs1ddB/pC9W/VsgJx+s9fv2tEoJOkM+cHNX/9rlBjx/nM4n7epYFOkg6fPKelW/ZW7VsayCTp4SOntfLeR0KNHad/nHkDQNLGuqfu3ZJukPT3kv6zpANm9mEzu6pOcwMAZMDm3Yc0cHFkwBi4OKjNuw+lNKPmVxroqrWXivOZxf28S4NRtfZipYGsWnst+8eZNwAkbayVOnnBv0p6r6S/lvR7km6ux8QAANlwvH8gUjvSF+cz4/MGgMYz1kYpE83st83si5IekHSFpF9y93vrNjsAQMOb0d4WqR3pi/OZ8XkDQOMZa6XupAordP8u6X9IekLSq8xshZmtqMfkAACNb/WyuWobP3KTjrbxucibZyC8SpuihN0sJc5nFvfznjNtYqT2YouvKb/5dqX2WvaPM28ASJp5mSKekmRmn1Zhl8ty3N1/P6lJlcrn897T01Ov4QAAEcXd/bLc5iBht+eP0zfLY5duljJ5Qk4HNywPPXaczyzu5x1n98s4u1fG7R9n3gAQl5ntd/d82ccqhbpGQqgDAAAA0MrGCnVj1akDALSQa9fcr+eL/p0vSkHpVl0ty/LYWRXnPJWk69Y+oOcGX3gBCogDaAZj7n4JAGgNpX8oS9LzXmivplVrxWV57KyKc55KowOdJD036Lpu7QO1miIApIJQBwAY9YdytXYgDXHP09JAV60dALKiaqgzsx4ze4eZvbgeEwIAAAAAhBdmpe5tkmZI+rqZfdbMlpmZJTwvAAAAAEAIVUOduz/u7msl/bykz0j6G0lHzWyDmYUrDAMAaGjjKvxTXaV2IA1xz9PLc+WfWKkdALIi1D11ZjZfhQLkmyV9XtKbJZ2R9OXkpgYAqJfHN9066g/jsLsKVtpxMexOjHH6M/aljZ1Vcc5TSXps4y2jAhy7XwJoBlVLGpjZfkn9kj4l6W53Px881G1mixOcGwAggrgFocvtKojG1ewBrpIo5QvKIcABaEZhVupuc/eb3P0zRYFOkuTuKxKaFwAggq4DfVqzs1d9/QNySX39A1qzs1ddB/pC9W/Vrf2zOjYAAMWqrtS5+xNmdqukX5R0eVH7B5OcGAAgvM27D2ng4uCItoGLg9q8+1Ck1ToAAJA9YUoa/LWkt0p6pySTdJukn0t4XgCACI73D0RqBwAAzSPM5Ze/4u6/I+kZd98g6UZJM5OdFgAgihntbZHaAQBA8wgT6ob+mfcnZjZD0kVJVyU3JQBAVKuXzVXb+NyItrbxOa1eNjelGQEAgHoJE+r+yczaVShn8A1JT0nakeCcAAARdS7o0KYV89TR3iaT1NHepk0r5oW+n65Vt/bP6tgAABQz9/B7VpvZBEmXu/uPk5vSaPl83nt6euo5JAAAAAA0DDPb7+75co+FqVP3VUkPSfqqpIfrHegAoJUs3LhHJ85eGD6ePukyda9dGqpvua3wo6z6xOnfqmOnaemWvTp88tzw8ZxpE7XnriWh+6+89xE9fOT08PHia6Zo+5031nKKAIA6CXP55R2SDkn6LUn/bmY9ZvY/k50WALSe0kAnSSfOXtDCjXuq9m3Vem2tWiuuNNBJ0uGT57R0y95Q/UsDnSQ9fOS0Vt77SK2mCACoo7B16gYkXQi+fk3SK5KeGAC0mtJAV60dras00FVrL1Ua6Kq1AwAaW5g6dUckdUmaLulTkl7p7ssTnhcAAAAAIIQwl19+VNJRSbdLepekO8zsmkRnBQAAAAAIpWqoc/e/cPfbJN0sab+kD0j6bsLzAoCWM33SZZHa0brmTJsYqb3U4mumRGoHADS2MJdf/g8z65bULel6Se+XNCfpiQFAq+leu3RUgAu7+2Wr1mtr1Vpxe+5aMirARdn9cvudN44KcOx+CQDZVbVOnZndJukhdz9RnymNRp06AAAAAK0sVp06d/97M+sws18pfr67P1TDOQIAlN16bVkeO069tq4Dfdq8+5CO9w9oRnubVi+bq84FHaHHjtM/bp06AEDzCLNS9yFJb5P0bUmDQbO7+xsTntswVuoAtIKxaqNVCylx+rby2OXqtUnhgl3XgT6t2dmrgYuDw21t43PatGJeqGAWp3+5OnUSwQ4AmtlYK3Vhdr/8TUlz3f0Wd/+N4KtugQ4AgKTEqde2efehEYFMkgYuDmrz7kOhxo7TP26dOgBAcwkT6p6QND7piQAAkCXH+wcitde6PwAAQyreU2dmH5Pkkn4i6VEze1DS+aHH3f1dyU8PAIDGNKO9TX1lAtiM9ra69AcAYMhYK3U9KtSl+5Kk/y7p34PjoS8AADItTr221cvmqm18bkRb2/icVi+bG2rsOP3j1qkDADSXqhulNAI2SgHQKlp1B0p2v2T3SwDA2GKVNDCzXhUuwyz2YxVW8u5x9x/FnyIANIY4f+BL0rVr7tfzRf+LOc6kxzc1diHrVnfV1Cu074lnNOiunJmumnpF6L6dCzoihbha9ifAAQCGhNko5Z8l3S9pZfD1j5K+KukHkj6d2MwAoM7KbW//8JHTWnnvI6H6lwY6SXreC+1hVNqef6xt+2vRt5XHXtfVq237jmowuGpl0F3b9h3Vuq7eUP0BAGgEYULdYndf4+69wddaSa9z9/9P0uxkpwcA9RNne3tJowJdtXakb0f3sUjtAAA0ojCh7gozWzh0YGavljR0bcrzicwKAIA6GKxwX3mldgAAGlHVe+ok/RdJf2NmV0gySWck/RczmyhpU5KTAwAgSTmzsgEuZ5bCbAAAuDRVV+rc/evuPk/SDZJucPf57v41dz/n7vclPkMAqJM429tLhU1RorQjfbcvnBmpHQCARlQx1JnZquD7XWZ2l6Q/kPT7RccA0FS233njqAAXZffLxzfdOirARdn9stI2/GG254/Tt5XHvqdznlYtmjW8Mpcz06pFs3RP57xQ/QEAaAQV69SZ2X9194+b2fpyj7v7hkRnVoQ6dQAAAABa2SXVqXP3jwff6xbeACBtaRbRjtu/VceOWwA8jjQLnwMAMGSslbqPjtXR3d+VyIzKYKUOQD2MVdsszB/qafZv1bG7DvRpzc5eDVwcHG5rG5/TphXzEg92cX/vcnURJYIdAKC8sVbqxtooZX/R1xtLjvfXepIAAES1efehEYFOkgYuDmrz7kMpzSi8uHURAQAYMtbll1uHfjaz9xQfAwDQCI73D0RqBwCgGYUpPi5JVGEFADScGe1tkdoBAGhGYUMdAAANZ/WyuWobnxvR1jY+p9XL5qY0o/Di1kUEAGDIWHXqzprZGTM7I2n+0M9D7XWcIwDURZr11uL2b9WxOxd0aNOKeepob5NJ6mhvq8smKWPNL+zvHbcuIgAAQ8a6p25SnBc2s8slPSRpQjDOP7j7ejObIulzkmZLekrSW9z9mThjAUCxuNvMo/5WLZqlHd3HNOiunJluXzgz7SmFMnlCTmfOD444joIABwCohSQvvzwv6fXufr2kGyQtN7NFku6W9KC7z5H0YHAMADVRaZv5sbafr0XftPtneex1Xb3atu+oBoMSO4Pu2rbvqNZ19VbtO1TSoK9/QC6pr39Aa3b2qutAX6ix45i/fteIQCdJZ84Pav76XYmPDQBAscRCnRc8GxyOD75c0pskDe2kuVVSZ1JzAAA0vh3dxyK1F0uzpEFpoKvWDgBAUhLdKMXMcmb2qKSTkva4e7ek6e7+tCQF36dV6Pt2M+sxs55Tp04lOU0AQIqGVujCthejpAEAAAmHOncfdPcbJL1c0qvN7JUR+n7C3fPunp86dWpicwQApCtnFqm9GCUNAACoU0kDd++XtFfSckknzOxlkhR8P1mPOQAAGlOlTVHCbJaSZkmDSpuiRN0sBQCAuBILdWY21czag5/bJN0s6TFJX5J0R/C0OyR9Mak5AGg9Wd2aP27/LI99T+c8rVo0a3hlLmemVYtm6Z7OeVX7plnS4OCG5aMC3OQJOR3csDzxsQEAKGYe4p6FS3phs/kqbISSUyE83ufuHzSzl0i6T9IsSUcl3ebup8d6rXw+7z09PYnMEwAAAAAanZntd/d8uccq1qmLy90PSlpQpv1Hkm5KalwAjWFdV++oumNhVl6k+HXm4vRPc+y4/dMce+mWvTp88tzw8ZxpE7XnriWhx46j60CfNu8+pOP9A5rR3qbVy+bWZaUOAIBGUZd76gC0ljh1x7Jcb61V514a6CTp8MlzWrplb6ix40izTh0AAI2CUAeg5uLUHUP2lAa6au21lGadOgAAGgWhDkDNxak7BkRBnToAAAh1ABIQp+4YEAV16gAAINQBSECcumPInjnTJkZqr6U069QBANAoCHUAai5O3bEs11tr1bnvuWvJqABXr90v06xTBwBAo0isTl0tUacOAAAAQCtLpU4dgNaW1XprrVynLk5twavuvl/F/0Rokp6MMPa1a+7X80UvMM6kxzeF6x+nLwAAzYDLLwHUXFbrrbVynbo4tQVLA50kedAeRmkok6TnvdCeZF8AAJoFoQ4AEKu2YKWL+MNe3F8ayqq116ovAADNglAHAKC2IAAAGUaoAwBQWxAAgAwj1AEAYtUWrBT7wsbBcRWeWKm9Vn0BAGgWhDoANZfVemutXKcuTm3BJz9066gAF2X3y8c33ToqhIXdwTJOXwAAmgUlDQCUtfLeR/TwkdPDx4uvmaLtd96Y4oxQzZxpE3X45LkRx1E8eerZEbtfPnnq2dB9J03I6cz5wRHHUYx7ken5QR9xHBYBDgDQ6lipAzBKaaCTpIePnNbKex8J1T+rZQWyXNJg6Za9IwKdJB0+eU5Lt+wNNXacz3z++l0jAp0knTk/qPnrd4Ua+7q1D+i5wZEbsjw36Lpu7QOh+gMA0OoIdQBGKf3jvlo70lca6Kq1l4rzmZcGumrtpUoDXbV2AAAwEqEOAAAAADKMUAcAAAAAGUaoAzDK4mumRGpH+iptihJ2s5Q4n/nkCpuiVGovdXmu/KYoldoBAMBIhDoAo2y/88ZRf8xH2f0yq2UFslzSYM9dS0YFuDnTJmrPXUtCjR3nMz+4YfmoADd5Qk4HNywPNfZjG28ZFeAuz5ke23hLqP4AALQ6c2/8G9Hz+bz39PSkPQ0AAAAASIWZ7Xf3fLnHqFMHNLHSreKjrH6U20Y/7IpT3P6tOnbc/uu6erWj+5gG3ZUz0+0LZ4YqHj6ktCxClJU+AACQHi6/BJpUnNpfrVorLst16tZ19WrbvqMjiodv23dU67p6Q40dt84dAABID6EOaFLU/motO7qPRWovFbfOHQAASA+hDgCawGCF+6MrtQMAgOZBqAOAJpCz8tv/V2oHAADNg1AHNClqf7WW2xfOjNReKm6dOwAAkB5CHdCk4tT+atVacVmuU3dP5zytWjRreGUuZ6ZVi2aF3v0ybp07AACQHkoaAE2s3O6XSNb0SZfpxNkLI46jiFL+oNT2fUc19AkPumv7vqORShosvPoleuLUT4ZLIiy8+iWXPBcAAFA/rNQBTSqrW/tneeyFG/eMCHSSdOLsBS3cuCdU/ziuuvt+lUZ2D9rDiFsSAQAApIdQBwA1UhroqrXXUqU12LBrs3FLIgAAgPQQ6gAAlEQAACDDCHUAAEoiAACQYYQ6AKiRSpuiRN0s5VJUil5hI1nckggAACA9hDqgSWV1a/8sj929dumoADd90mXqXrs0VP84nvzQraMCnAXtYcQtiQAAANJjnoH7JfL5vPf09KQ9DQAAAABIhZntd/d8uceoUwckrOtAnzbvPqTj/QOa0d6m1cvmqnNBR6i+5bbSj1LHLE5/xr60sUvLGkRdqVt57yN6+Mjp4ePF10zR9jtvDN0fAAC0Hi6/BBLUdaBPa3b2qq9/QC6pr39Aa3b2qutAX9W+Wa7X1qpjx61TVxroJOnhI6e18t5HQvUHAACtiVAHJGjz7kMauDg4om3g4qA27z6U0oyQpLh16koDXbV2AAAAiVAHJOp4/0CkdgAAACAqQh2QoBntbZHaAQAAgKgIdUCCVi+bq7bxuRFtbeNzWr1sbkozQpLi1qlbfM2USO0AAAASoQ5IVOeCDm1aMU8d7W0ySR3tbdq0Yl6o3S+zXK+tVceOW6du+503jgpw7H4JAACqoU4dAAAAADQ46tQBKZq/fpfOnH9hB8zJE3I6uGF5qL5ZrteW1bEBAACyhssvgQSVBjpJOnN+UPPX76raN8v12rI6NgAAQBYR6oAElQa6au0AAABAVIQ6AAAAAMgwQh0AAAAAZBihDkjQ5Am5SO0AAABAVIQ6IEEHNywfFeDC7n6Z5XptWR0bAAAgiwh1QMLK7X6JZI2zsY8BAACaCaEOSFBWt/bP8tjXrrlfz/vItue90A4AANCMCHUAmkppoKvWDgAAkHWEOgAAAADIMEIdAAAAAGQYoQ5AU6m0KQqbpQAAgGZFqAMSlNWt/bM89uObbi27++XjmyhpAAAAmpO5N/7uAfl83nt6etKeBgAAAACkwsz2u3u+3GPj6j0ZIA3runq1o/uYBt2VM9PtC2fqns55ofqW20o/SiHrOP1bdeyuA33avPuQjvcPaEZ7m1Yvm6vOBR2hxwYAAGglXH6Jpreuq1fb9h3VYLAqPeiubfuOal1Xb9W+Wa7XltWxuw70ac3OXvX1D8gl9fUPaM3OXnUd6As1NgAAQKsh1KHp7eg+Fqkd6dq8+5AGLg6OaBu4OKjNuw+lNCMAAIDGRqhD0xuscN9opXak63j/QKR2AACAVkeoQ9PLWfm97Cu1I10z2tsitQMAALQ6Qh2a3u0LZ0ZqR7pWL5urtvG5EW1t43NavWxuSjMCAABobIQ6NL17Oudp1aJZwytzOTOtWjQr1O6XWa7XltWxOxd0aNOKeepob5NJ6mhv06YV89j9EgAAoILEShqY2UxJfyfppZJ+KukT7v4XZjZF0uckzZb0lKS3uPszSc0DzSFOSQJJ2rbv6PDPQ7tfRumP+upc0EGIAwAACCnJlbrnJf2Ju79C0iJJ7zCzX5B0t6QH3X2OpAeDY6CiOCUJpOxu7d+qYwMAACCaxEKduz/t7t8Ifj4r6TuSOiS9SdLW4GlbJXUmNQc0B0oSAAAAAJXV5Z46M5staYGkbknT3f1pqRD8JE2r0OftZtZjZj2nTp2qxzTRoChJAAAAAFSWeKgzsyskfV7Se9z9TNh+7v4Jd8+7e37q1KnJTRANj5IEAAAAQGWJhjozG69CoNvu7juD5hNm9rLg8ZdJOpnkHJB9lCQAAAAAKkss1JmZSfqUpO+4+5aih74k6Y7g5zskfTGpOaA5xClJIGV3a/9WHRsAAADRmCd0X5KZvUbSVyX1qlDSQJLep8J9dfdJmiXpqKTb3P30WK+Vz+e9p6cnkXkCAAAAQKMzs/3uni/3WGJ16tz93yRVuunppqTGRXMqtxV+lFWfOP1bdWwAAABkQ112vwTiaNV6bdSKAwAAQBiEOgAAAADIMEIdAAAAAGQYoQ4AAAAAMoxQBwAAAAAZRqhDw2vVem3UigMAAEAYidWpqyXq1AEAAABoZanUqQNqqVVrxVFnDgAAANVw+SUaXqvWiqPOHAAAAMIg1AEAAABAhhHqAAAAACDDCHUAAAAAkGGEOgAAAADIMEIdGl6r1oqjzhwAAADCoKQB6obt+QEAAIDaY6UOddGqZQUoaQAAAICkEeoAAAAAIMMIdQAAAACQYYQ6AAAAAMgwQh0AAAAAZBihDnXRqmUFKGkAAACApJm7pz2HqvL5vPf09KQ9DQAAAABIhZntd/d8uceoU4fQ4taZi9M/y2PPX79LZ84PDh9PnpDTwQ3LQ/cHAAAAxsLllwgly/Xa0hy7NNBJ0pnzg5q/fleo/gAAAEA1hDogQaWBrlo7AAAAEBWhDgAAAAAyjFAHAAAAABlGqAMSNHlCLlI7AAAAEBWhDqFkuV5bmmMf3LB8VIBj90sAAADUEiUNWszCjXt04uyF4ePpky5T99qlKc6o8U2ekBtVkiAKAhwAAACSxEpdCykNdJJ04uwFLdy4p2rfLJcViNOfkgQAAABodIS6FlIa6Kq1g5IEAAAAaHyEOgAAAADIMEIdAAAAAGQYoa6FTJ90WaR2UJIAAAAAjY9Q10K61y4dFeDC7n6Z5bICcfpTkgAAAACNztw97TlUlc/nvaenJ+1pAAAAAEAqzGy/u+fLPUaduhZTbhv/sCtecfpmeWwAAACgkXH5ZQvJaq24NMcGAAAAGh2hDgAAAAAyjFAHAAAAABlGqAMAAACADCPUAQAAAECGEepaSFZrxaU5NgAAANDoqFMHAAAAAA2OOnUYltVacdSZAwAAAMrj8ssWktVacdSZAwAAACoj1AEAAABAhhHqAAAAACDDCHUAAAAAkGGEOgAAAADIMEJdC8lqrTjqzAEAAACVUdIgBV0H+rR59yEd7x/QjPY2rV42V50LOkL1Xbplrw6fPDd8PGfaRO25a0lCM20cBDgAAACgPFbq6qzrQJ/W7OxVX/+AXFJf/4DW7OxV14G+qn1LA50kHT55Tku37A01dlZLGgAAAACojFBXZ5t3H9LAxcERbQMXB7V596GqfUsDXbV2AAAAAM2PUFdnx/sHIrUDAAAAwFgIdXU2o70tUjsAAAAAjIVQV2erl81V2/jciLa28TmtXja3at850yZGagcAAADQ/Ah1dda5oEObVsxTR3ubTFJHe5s2rZgXavfLPXctGRXgoux+mdWSBgAAAAAqM3dPew5V5fN57+npSXsaAAAAAJAKM9vv7vlyj1GnLmPmr9+lM+df2D1z8oScDm5YHrp/uRICYVfL4vQFAAAAkAwuv8yQ0kAnSWfOD2r++l2h+qdZpw4AAABAMgh1GVIa6Kq1AwAAAGh+hDoAAAAAyDBCHQAAAABkGKEuQyZPyEVqBwAAAND8CHUZcnDD8lEBLsrul2nWqQMAAACQjMRKGpjZ30h6g6ST7v7KoG2KpM9Jmi3pKUlvcfdnkppDUhZu3KMTZy8MH0+fdJm61y4N3T9OaYByu1/WCwEOAAAAaDxJrtR9WlLpEtLdkh509zmSHgyOM6U00EnSibMXtHDjnlD90ywrQFkCAAAAoPkkFurc/SFJp0ua3yRpa/DzVkmdSY2flNJAV60dAAAAAJJU73vqprv705IUfJ9W6Ylm9nYz6zGznlOnTtVtggAAAACQJQ27UYq7f8Ld8+6enzp1atrTAQAAAICGVO9Qd8LMXiZJwfeTdR4/tumTLovUDgAAAABJqneo+5KkO4Kf75D0xTqPH1v32qWjAlyU3S/TLCtAWQIAAACg+Zi7J/PCZjskLZF0paQTktZL6pJ0n6RZko5Kus3dSzdTGSWfz3tPT08i8wQAAACARmdm+909X+6xxOrUufvtFR66KakxsyJOnToAAAAAKNawG6U0K2rFAQAAAKglQh0AAAAAZBihDgAAAAAyjFAHAAAAABlGqAMAAACADCPU1Rm14gAAAADUUmIlDVAZAQ4AAABArbBSBwAAAAAZRqgDAAAAgAwj1AEAAABAhhHqAAAAACDDCHUAAAAAkGGEOgAAAADIMEIdAAAAAGQYoQ4AAAAAMoxQBwAAAAAZRqgDAAAAgAwj1AEAAABAhhHqAAAAACDDCHUAAAAAkGGEOgAAAADIMEIdAAAAAGSYuXvac6jKzE5J+l7a82gyV0r6YdqTQEvgXEO9cK6hXjjXUE+cbxjyc+4+tdwDmQh1qD0z63H3fNrzQPPjXEO9cK6hXjjXUE+cbwiDyy8BAAAAIMMIdQAAAACQYYS61vWJtCeAlsG5hnrhXEO9cK6hnjjfUBX31AEAAABAhrFSBwAAAAAZRqhrcmb2N2Z20sy+WdQ2xcz2mNnh4PuL05wjmoOZzTSzfzWz75jZt8zs3UE75xtqzswuN7Ovmdl/BOfbhqCd8w2JMLOcmR0ws38KjjnXUHNm9pSZ9ZrZo2bWE7RxrqEqQl3z+7Sk5SVtd0t60N3nSHowOAbiel7Sn7j7KyQtkvQOM/sFcb4hGeclvd7dr5d0g6TlZrZInG9IzrslfafomHMNSfk1d7+hqIwB5xqqItQ1OXd/SNLpkuY3Sdoa/LxVUmc954Tm5O5Pu/s3gp/PqvDHT4c435AAL3g2OBwffLk435AAM3u5pFslfbKomXMN9cK5hqoIda1purs/LRX+EJc0LeX5oMmY2WxJCyR1i/MNCQkuh3tU0klJe9yd8w1J+Yik90r6aVEb5xqS4JL+xcz2m9nbgzbONVQ1Lu0JAGguZnaFpM9Leo+7nzGztKeEJuXug5JuMLN2SV8ws1emPCU0ITN7g6ST7r7fzJakPB00v8XuftzMpknaY2aPpT0hZAMrda3phJm9TJKC7ydTng+ahJmNVyHQbXf3nUEz5xsS5e79kvaqcP8w5xtqbbGkN5rZU5I+K+n1ZrZNnGtIgLsfD76flPQFSa8W5xpCINS1pi9JuiP4+Q5JX0xxLmgSVliS+5Sk77j7lqKHON9Qc2Y2NVihk5m1SbpZ0mPifEONufsad3+5u8+W9DZJX3b3VeJcQ42Z2UQzmzT0s6T/JOmb4lxDCBQfb3JmtkPSEklXSjohab2kLkn3SZol6aik29y9dDMVIBIze42kr0rq1Qv3nbxPhfvqON9QU2Y2X4UNA3Iq/APlfe7+QTN7iTjfkJDg8ss/dfc3cK6h1szsahVW56TCLVKfcfeNnGsIg1AHAAAAABnG5ZcAAAAAkGGEOgAAAADIMEIdAAAAAGQYoQ4AAAAAMoxQBwAAAAAZRqgDADQUM3upmX3WzI6Y2bfN7AEz+/kavO6nzezNZdrzZvbRuK8fvNbvmtlfVmh3M7upqO03g7Y3B8d7zeyQmf2HmT1sZnOD9nFm9mdmdtjMHg2+1tZivgCA5kCoAwA0jKCI/Rck7XX3a9z9F1Sodzg9qTHdvcfd35XU6xfplXR70fHbJP1HyXNWuvv1KtTg2xy03SNphqR57n6DpF+VND7ZqQIAsoRQBwBoJL8m6aK7//VQg7s/6u5ftYLNZvZNM+s1s7dKhYLQZvYVM7vPzL5rZh8ys5Vm9rXgedcUvf7NZvbV4HlvKOr/T8HPHzCzvwlWzZ4ws+GwZ2argtd81Mw+bma5oP33gtf7iqTFY/xuX5X0ajMbb2ZXSLpW0qMVnvuQpGvN7Gck3Snpne7+XPB+nHX3D0R4TwEATW5c2hMAAKDIKyXtr/DYCkk3SLpe0pWSvm5mDwWPXS/pFZJOS3pC0ifd/dVm9m5J75T0nuB5syW9TtI1kv7VzK4tM851KoTLSZIOmdn/ViGAvVXSYne/aGZ/JWmlme2RtEHSL0v6saR/lXSgwvxd0v+VtEzSz0r6kqSrKjz3N1RY2btW0lF3P1vheQAAsFIHAMiM10ja4e6D7n5C0lckvSp47Ovu/rS7n5d0RNK/BO29KgS5Ife5+0/d/bAK4e+6MuPc7+7n3f2Hkk6qcOnnTSoEt6+b2aPB8dWSFqpwqegpd78g6XNVfofPqnDZ5dsk7Sjz+Pbg9RdL+tPSB4NVwUfN7JiZzawyFgCgRbBSBwBoJN+SNGozk4CN0e980c8/LTr+qUb+f52X9Cs9Ln2twaC/Sdrq7mtGTMiss8JrlOXuXzOzV0oacPfvFm4hHGGlu/cUvf6PJM0ys0nBZZd/K+lvzeybknJhxwUANDdW6gAAjeTLkiaY2Z1DDWb2KjN7nQr3mb3VzHJmNlXSayV9LeLr32ZmLwrus7ta0qGQ/R6U9GYzmxbMaYqZ/ZykbklLzOwlZjZe0m0hXmuNCpu/VOXuP5H0KUl/aWaXB2PnJF0Wct4AgBbASh0AoGG4u5vZb0r6iJndLek5SU+pcE/cQ5JuVGHHSJf0Xnf/gZmVu4SykkMqXLY5XdIfuvtzZVbLys3r22a2TtK/mNmLJF2U9A5332dmH5D0iKSnJX1DVVbQ3P2fI8xXktZK+u+SvmlmZyUNqLA75vGIrwMAaFLmHvqqEQAAAABAg+HySwAAAADIMEIdAAAAAGQYoQ4AAAAAMoxQBwAAAAAZRqgDAAAAgAwj1AEAAABAhhHqAAAAACDDCHUAAAAAkGH/P/ybLK2BGoDDAAAAAElFTkSuQmCC\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# your code here\n", + "df=pd.read_csv('vehicles.csv')\n", + "x = df['Combined MPG']\n", + "y = df['Highway MPG']\n", + "plt.figure(figsize=(15,8))\n", + "plt.scatter(x,y)\n", + "plt.title('Combibed MPG VS Highway MPG')\n", + "plt.xlabel('Combined MPG')\n", + "plt.ylabel('Highway MPG')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Box Whisker Plot\n", + "\n", + "Please provide a box plot of the variable \"CO2 Emission Grams/mile\"" + ] + }, + { + "cell_type": "code", + "execution_count": 53, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# your code here\n", + "fig,ax = plt.subplots(figsize=(8,4))\n", + "ax.boxplot(df['CO2 Emission Grams/Mile'])\n", + "ax.set(title='Boxplot CO2 Emission Grams/Mile')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Histogram\n", + "\n", + "Please provide a histogram of the Fuel Barrels/Year" + ] + }, + { + "cell_type": "code", + "execution_count": 58, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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Sdm9KYZ5kJfAG4OVV9dWhVRuB1W2G+hEMJrpdX1V3Aw8lWdHuh58KXDnUZk1bfgXwsaEPB5IkaQILJ9ogyWXAccDBSbYBZzOYvb4PcHWbq/apqvq1qtqcZANwM4Ph9zOq6pG2q9MZzIzfj8E99l332S8E3plkC4Mr8tUz89YkSZofJgzzqjplRPnCPWy/Dlg3or4JOHpE/evAyRP1Q5IkjeY3wEmS1DnDXJKkzhnmkiR1zjCXJKlzhrkkSZ0zzCVJ6pxhLklS5wxzSZI6Z5hLktQ5w1ySpM4Z5pIkdc4wlySpc4a5JEmdM8wlSeqcYS5JUucMc0mSOmeYS5LUOcNckqTOGeaSJHXOMJckqXOGuSRJnZswzJNclGR7kpuGagcmuTrJbe35gKF1ZyXZkuTWJCcM1Y9JcmNbd26StPo+Sd7d6tclWTrD71GSpL3aZK7MLwZWjqudCVxTVcuAa9prkhwJrAaOam3OS7KgtTkfWAssa49d+zwNuK+qngu8DXjzVN+MJEnz0YRhXlWfAO4dV14FrG/L64GThuqXV9XDVXU7sAU4NsmhwP5VdW1VFXDJuDa79nUFcPyuq3ZJkjSxqd4zf3ZV3Q3Qng9p9UXA1qHttrXaorY8vv6oNlW1E3gAOGiK/ZIkad6Z6Qlwo66oaw/1PbV57M6TtUk2Jdm0Y8eOKXZRkqS9y1TD/J42dE573t7q24AlQ9stBu5q9cUj6o9qk2Qh8EweO6wPQFVdUFXLq2r52NjYFLsuSdLeZaphvhFY05bXAFcO1Ve3GepHMJjodn0bin8oyYp2P/zUcW127esVwMfafXVJkjQJCyfaIMllwHHAwUm2AWcD5wAbkpwG3AmcDFBVm5NsAG4GdgJnVNUjbVenM5gZvx9wVXsAXAi8M8kWBlfkq2fknUmSNE9MGOZVdcpuVh2/m+3XAetG1DcBR4+of532YUCSJD1+fgOcJEmdM8wlSeqcYS5JUucMc0mSOmeYS5LUOcNckqTOGeaSJHXOMJckqXOGuSRJnTPMJUnqnGEuSVLnJvxudklPrKVnfnCuu7BHd5xz4lx3QdI4XplLktQ5w1ySpM4Z5pIkdc4wlySpc4a5JEmdM8wlSeqcYS5JUucMc0mSOmeYS5LUuWmFeZL/mmRzkpuSXJZk3yQHJrk6yW3t+YCh7c9KsiXJrUlOGKofk+TGtu7cJJlOvyRJmk+mHOZJFgG/ASyvqqOBBcBq4EzgmqpaBlzTXpPkyLb+KGAlcF6SBW135wNrgWXtsXKq/ZIkab6Z7jD7QmC/JAuBpwN3AauA9W39euCktrwKuLyqHq6q24EtwLFJDgX2r6prq6qAS4baSJKkCUw5zKvqi8BbgDuBu4EHquqjwLOr6u62zd3AIa3JImDr0C62tdqitjy+LkmSJmE6w+wHMLjaPgJ4DvAdSV65pyYjarWH+qhjrk2yKcmmHTt2PN4uS5K0V5rOMPtPALdX1Y6q+ibwXuCHgHva0DnteXvbfhuwZKj9YgbD8tva8vj6Y1TVBVW1vKqWj42NTaPrkiTtPaYT5ncCK5I8vc0+Px64BdgIrGnbrAGubMsbgdVJ9klyBIOJbte3ofiHkqxo+zl1qI0kSZrAwqk2rKrrklwBfAbYCXwWuAB4BrAhyWkMAv/ktv3mJBuAm9v2Z1TVI213pwMXA/sBV7WHJEmahCmHOUBVnQ2cPa78MIOr9FHbrwPWjahvAo6eTl8kSZqv/AY4SZI6Z5hLktQ5w1ySpM4Z5pIkdc4wlySpc4a5JEmdM8wlSeqcYS5JUucMc0mSOmeYS5LUOcNckqTOGeaSJHXOMJckqXOGuSRJnZvWP4Eqjbf0zA/OdRckad7xylySpM4Z5pIkdc4wlySpc4a5JEmdM8wlSeqcYS5JUucMc0mSOjetME/yrCRXJPl8kluS/GCSA5NcneS29nzA0PZnJdmS5NYkJwzVj0lyY1t3bpJMp1+SJM0n070yfzvw4ar6PuCFwC3AmcA1VbUMuKa9JsmRwGrgKGAlcF6SBW0/5wNrgWXtsXKa/ZIkad6Ycpgn2R/4MeBCgKr6RlXdD6wC1rfN1gMnteVVwOVV9XBV3Q5sAY5Nciiwf1VdW1UFXDLURpIkTWA6V+bfDewA/jLJZ5O8I8l3AM+uqrsB2vMhbftFwNah9ttabVFbHl+XJEmTMJ0wXwj8AHB+VX0/8C+0IfXdGHUfvPZQf+wOkrVJNiXZtGPHjsfbX0mS9krTCfNtwLaquq69voJBuN/Ths5pz9uHtl8y1H4xcFerLx5Rf4yquqCqllfV8rGxsWl0XZKkvceUw7yqvgRsTfK9rXQ8cDOwEVjTamuAK9vyRmB1kn2SHMFgotv1bSj+oSQr2iz2U4faSJKkCUz3n0D9deBdSZ4G/BPwnxh8QNiQ5DTgTuBkgKranGQDg8DfCZxRVY+0/ZwOXAzsB1zVHpIkaRKmFeZV9Tlg+YhVx+9m+3XAuhH1TcDR0+mLJEnzld8AJ0lS5wxzSZI6Z5hLktQ5w1ySpM4Z5pIkdc4wlySpc4a5JEmdM8wlSeqcYS5JUucMc0mSOmeYS5LUOcNckqTOGeaSJHXOMJckqXOGuSRJnTPMJUnqnGEuSVLnDHNJkjpnmEuS1DnDXJKkzhnmkiR1btphnmRBks8m+UB7fWCSq5Pc1p4PGNr2rCRbktya5ISh+jFJbmzrzk2S6fZLkqT5YiauzF8N3DL0+kzgmqpaBlzTXpPkSGA1cBSwEjgvyYLW5nxgLbCsPVbOQL8kSZoXphXmSRYDJwLvGCqvAta35fXASUP1y6vq4aq6HdgCHJvkUGD/qrq2qgq4ZKiNJEmawHSvzP8EeD3wraHas6vqboD2fEirLwK2Dm23rdUWteXxdUmSNAlTDvMkLwO2V9WnJ9tkRK32UB91zLVJNiXZtGPHjkkeVpKkvdt0rsx/GHh5kjuAy4GXJrkUuKcNndOet7fttwFLhtovBu5q9cUj6o9RVRdU1fKqWj42NjaNrkuStPeYcphX1VlVtbiqljKY2PaxqnolsBFY0zZbA1zZljcCq5Psk+QIBhPdrm9D8Q8lWdFmsZ861EaSJE1g4Szs8xxgQ5LTgDuBkwGqanOSDcDNwE7gjKp6pLU5HbgY2A+4qj0kSdIkzEiYV9XHgY+35X8Gjt/NduuAdSPqm4CjZ6IvkiTNN34DnCRJnTPMJUnqnGEuSVLnDHNJkjpnmEuS1DnDXJKkzhnmkiR1zjCXJKlzhrkkSZ0zzCVJ6pxhLklS5wxzSZI6Z5hLktQ5w1ySpM4Z5pIkdc4wlySpc4a5JEmdM8wlSeqcYS5JUucMc0mSOmeYS5LUOcNckqTOTTnMkyxJ8ldJbkmyOcmrW/3AJFcnua09HzDU5qwkW5LcmuSEofoxSW5s685Nkum9LUmS5o/pXJnvBF5bVc8HVgBnJDkSOBO4pqqWAde017R1q4GjgJXAeUkWtH2dD6wFlrXHymn0S5KkeWXhVBtW1d3A3W35oSS3AIuAVcBxbbP1wMeBN7T65VX1MHB7ki3AsUnuAPavqmsBklwCnARcNdW+SZo9S8/84Fx3YUJ3nHPiXHdBekLNyD3zJEuB7weuA57dgn5X4B/SNlsEbB1qtq3VFrXl8fVRx1mbZFOSTTt27JiJrkuS1L1ph3mSZwDvAV5TVQ/uadMRtdpD/bHFqguqanlVLR8bG3v8nZUkaS80rTBP8lQGQf6uqnpvK9+T5NC2/lBge6tvA5YMNV8M3NXqi0fUJUnSJExnNnuAC4FbquqtQ6s2Amva8hrgyqH66iT7JDmCwUS369tQ/ENJVrR9njrURpIkTWDKE+CAHwZ+Cbgxyeda7Y3AOcCGJKcBdwInA1TV5iQbgJsZzIQ/o6oeae1OBy4G9mMw8c3Jb5IkTdJ0ZrP/LaPvdwMcv5s264B1I+qbgKOn2hdJkuYzvwFOkqTOGeaSJHXOMJckqXOGuSRJnTPMJUnqnGEuSVLnDHNJkjpnmEuS1DnDXJKkzhnmkiR1zjCXJKlzhrkkSZ0zzCVJ6pxhLklS5wxzSZI6Z5hLktS5hXPdAUmaaUvP/OBcd2GP7jjnxLnugvYyXplLktQ5w1ySpM45zN6RJ/vQoSRpbnhlLklS5540YZ5kZZJbk2xJcuZc90eSpF48KcI8yQLgz4CfBo4ETkly5Nz2SpKkPjwpwhw4FthSVf9UVd8ALgdWzXGfJEnqwpNlAtwiYOvQ623AS57IDji5TNITxd83M8O/1/+2J0uYZ0StHrNRshZY215+JcmtM9iHg4Evz+D+NOB5nR2e19njuZ0dM35e8+aZ3FsXDt/diidLmG8Dlgy9XgzcNX6jqroAuGA2OpBkU1Utn419z2ee19nheZ09ntvZ4XmdXU+We+Z/DyxLckSSpwGrgY1z3CdJkrrwpLgyr6qdSf4L8BFgAXBRVW2e425JktSFJ0WYA1TVh4APzWEXZmX4Xp7XWeJ5nT2e29nheZ1FqXrMPDNJktSRJ8s9c0mSNEXzPsz9GtmZk+SiJNuT3DRUOzDJ1Ulua88HzGUfe5RkSZK/SnJLks1JXt3qnttpSLJvkuuT3NDO6++1uud1BiRZkOSzST7QXnteZ9G8DnO/RnbGXQysHFc7E7imqpYB17TXenx2Aq+tqucDK4Az2n+nntvpeRh4aVW9EHgRsDLJCjyvM+XVwC1Drz2vs2hehzl+jeyMqqpPAPeOK68C1rfl9cBJT2Sf9gZVdXdVfaYtP8TgF+QiPLfTUgNfaS+f2h6F53XakiwGTgTeMVT2vM6i+R7mo75GdtEc9WVv9eyquhsGoQQcMsf96VqSpcD3A9fhuZ22NhT8OWA7cHVVeV5nxp8Arwe+NVTzvM6i+R7mk/oaWenJIMkzgPcAr6mqB+e6P3uDqnqkql7E4Fsnj01y9Bx3qXtJXgZsr6pPz3Vf5pP5HuaT+hpZTcs9SQ4FaM/b57g/XUryVAZB/q6qem8re25nSFXdD3ycwZwPz+v0/DD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+ "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# your code here\n", + "fig,ax = plt.subplots(figsize=(8,5))\n", + "ax.hist(df['Fuel Barrels/Year'])\n", + "ax.set(title='Fuel Barrels/Year Frecuency')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Bar Chart\n", + "\n", + "Please provide a bar chart of the Fuel Type on the X axis and \"City MPG\" on the Y axis" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# your code here\n", + "fig,ax=plt.subplots(figsize=(8,5))\n", + "ax.bar(df['Fuel Type'],df['City MPG'])\n", + "ax.set(title='City MPG per Fuel Type',xlabel='Fuel type',ylabel='City MPG')\n", + "plt.show()" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.9.5" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/your-code/.ipynb_checkpoints/challenge-2-checkpoint.ipynb b/your-code/.ipynb_checkpoints/challenge-2-checkpoint.ipynb new file mode 100644 index 0000000..742d94e --- /dev/null +++ b/your-code/.ipynb_checkpoints/challenge-2-checkpoint.ipynb @@ -0,0 +1,525 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Challenge 2" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "In this lab you will partner with another student to conduct **[pair programming](https://en.wikipedia.org/wiki/Pair_programming)**. In the next 60 minutes there will be 2 coding sessions of 30 minutes each. In each sessoin, one student will be the **driver** to write the code to solve the problem while the other student will be the **observer** to watch and review. There will be several iterations of your code because the observer will help the driver review the codes and make improvements until the 15 minute session ends. After the coding session ends, the driver and observer will switch roles." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Import all the libraries that are necessary" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "# import libraries here\n", + "import pandas as pd\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "import seaborn as sns\n", + "%matplotlib inline\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Preparation\n", + "\n", + "#### Import the `Fitbit2.csv` file and name your dataset `fitbit`" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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DateCalorie burnedStepsDistanceFloorsMinutes SedentaryMinutes Lightly ActiveMinutes Fairly ActiveMinutes Very ActiveActivity Calories...Distance_milesDaysDays_encodedWork_or_WeekendHours SleepSleep efficiencyYesterday_sleepYesterday_sleep_efficiencyMonthsMonths_encoded
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": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "fitbit=pd.read_csv('Fitbit2.csv')\n", + "\n", + "fitbit.head()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Coding Session I - 30 minutes\n", + "\n", + "From the Fitbit data, we want to visually understand: \n", + "\n", + "1. **How the average number of steps change by month. Use the appropriate visualization to show the median steps by month?**\n", + "1. **Is Fitbitter more active on weekend or workdays?**\n", + "\n", + "##### All plots must be in the same jupyter notebook cell.\n", + "\n", + "Hints:\n", + "\n", + "- Use `Months_encoded` and `Week_or Weekend` columns\n", + "- Use `matplolib.pyplot` object oriented API\n", + "- Set your size figure to `12,4`\n", + "- Explore `plt.sca`\n", + "- Explore `plt.xticks`\n", + "- Save your figures" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": {}, + "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", + "
Work_or_WeekendSteps
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" + ], + "text/plain": [ + " Work_or_Weekend Steps\n", + "0 0 10064.238095\n", + "1 1 10144.572519" + ] + }, + "execution_count": 29, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Driver 1 enter codes here\n", + "df = fitbit.groupby('Months_encoded',as_index=False).agg({'Steps':'mean'}).rename(columns={'Months_encoded':'Month'})\n", + "df2 = fitbit.groupby('Work_or_Weekend',as_index=False).agg({'Steps':'mean'})\n", + "df2" + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig,ax=plt.subplots(figsize=(12,4))\n", + "ax.plot(df['Month'],df['Steps'],'r.-')\n", + "ax.set(title='Steps by Month')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig,ax=plt.subplots(figsize=(12,4))\n", + "ax.bar(df2['Work_or_Weekend'],df2['Steps'])\n", + "ax.set(title='Steps on work or weekend')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 78, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig,ax=plt.subplots(figsize=(12,4),nrows=2,ncols=1)\n", + "ax[0].plot(df['Month'],df['Steps'],'r.-')\n", + "ax[0].set(title='Steps by Month')\n", + "ax[1].bar(df2['Work_or_Weekend'],df2['Steps'])\n", + "ax[1].set(title='Steps on work or weekend',xticks=(0,2))\n", + "plt.show()\n", + "plt.savefig('lineas y barras')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Coding Session II - 30 minutes\n", + "\n", + "**Write a loop to plot 3 scatter plots of the following features:**\n", + "\n", + "1. **`Minutes Lightly Active` vs `Steps`**\n", + "1. **`Minutes Very Active` vs `Steps`**\n", + "1. **`Minutes Sedentary` vs `Steps`**" + ] + }, + { + "cell_type": "code", + "execution_count": 77, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Driver 2 enter codes here\n", + "columns=['Minutes Lightly Active','Minutes Very Active','Minutes Sedentary']\n", + "fig,ax=plt.subplots(figsize=(12,10),nrows = 3,ncols=1,sharey=True)\n", + "for i,col in enumerate(columns):\n", + " ax[i].scatter(fitbit[col],fitbit['Steps'])\n", + " ax[i].set(title=col+' '+'VS'+' '+'Steps')\n", + "plt.show()\n", + "plt.savefig('3 en 1')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.9.5" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/your-code/.ipynb_checkpoints/challenge-3-checkpoint.ipynb b/your-code/.ipynb_checkpoints/challenge-3-checkpoint.ipynb new file mode 100644 index 0000000..dfcd45a --- /dev/null +++ b/your-code/.ipynb_checkpoints/challenge-3-checkpoint.ipynb @@ -0,0 +1,1059 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Challenge 3" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "# import libraries here\n", + "import pandas as pd\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "import seaborn as sns\n", + "%matplotlib inline\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Import the titanic file. Name your dataset `titanic`." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "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
\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", + " 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": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "titanic = pd.read_csv('./titanic.csv',low_memory=False)\n", + "titanic.head()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Explore the titanic dataset using Pandas dtypes" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "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": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#your code here\n", + "titanic.dtypes" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### What are your numerical variables? What are your categorical variables?\n", + "\n", + "*Hint: Use Pandas `select_dtypes`*" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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PassengerIdSurvivedPclassAgeSibSpParchFare
010.0322.0107.2500
121.0138.01071.2833
231.0326.0007.9250
341.0135.01053.1000
450.0335.0008.0500
\n", + "
" + ], + "text/plain": [ + " PassengerId Survived Pclass Age SibSp Parch Fare\n", + "0 1 0.0 3 22.0 1 0 7.2500\n", + "1 2 1.0 1 38.0 1 0 71.2833\n", + "2 3 1.0 3 26.0 0 0 7.9250\n", + "3 4 1.0 1 35.0 1 0 53.1000\n", + "4 5 0.0 3 35.0 0 0 8.0500" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# your code here- numerical variable\n", + "df_num = titanic.select_dtypes(['float','int'])\n", + "df_num.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "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
\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", + " 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 " + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#your code here- categorical variable\n", + "df_cat=titanic.select_dtypes(['object'])\n", + "df_cat.head()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Set the plot style to `classic` and the figure size to `(12,6)`\n", + "\n", + "*Hint: To set the style you can use `matplotlib.pyplot` functions or seaborn*" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [], + "source": [ + "# your code here\n", + "plt.style.use('classic')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Use the appropriate visulalization to show the distribution of the column `Age`" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# your code here\n", + "plt.hist(df_num['Age'])\n", + "plt.title('Frecuency of Ages')\n", + "plt.xlabel('Age')\n", + "plt.ylabel('Frecuency')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Use subplots to plot the distribution of the `Age` variable with bins equal to `10`, `20` and `50`." + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# your code here\n", + "plt.hist(df_num['Age'],bins=[10,20,50])\n", + "plt.title('Frecuency of Ages')\n", + "plt.xlabel('Age')\n", + "plt.ylabel('Frecuency')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Whether the bin size affects your plot? Why?" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Yes, because there is a higher frequency in the age range from 20 to 50\n" + ] + } + ], + "source": [ + "#your comment here\n", + "print('Yes, because there is a higher frequency in the age range from 20 to 50')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Use seaborn to show the distribution of the column `Age`" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# your code here\n", + "sns.histplot(data=df_num, x='Age')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Use the appropriate plot to visualize the column `Gender`. There are 2 ways of doing it. Do it both ways.\n", + "\n", + "*Hint: Use matplotlib and seaborn*" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# your code here- 1st \n", + "plt.hist(df_cat['Gender'])\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 31, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# your code here- 2nd way\n", + "sns.histplot(data=df_cat,x='Gender')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Use the appropriate plot to visualize the column `Pclass` \n" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "metadata": {}, + "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\n", + "sns.histplot(data=df_num,x='Pclass')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### We would like to have in one single plot the summary statistics of the feature `Age`. Choose the appropriate plot to show below." + ] + }, + { + "cell_type": "code", + "execution_count": 65, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 65, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# your code here\n", + "sns.violinplot(x=df_num['Age'])\n" + ] + }, + { + "cell_type": "code", + "execution_count": 69, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.boxplot(x=df_num['Age'])\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### What does the previous plot tell you about the feature `Age`? Comment." + ] + }, + { + "cell_type": "code", + "execution_count": 70, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "There is a normal distribution where the quartile 1 is above of 20 and quartile below of 40, and there are outliers above limit up\n" + ] + } + ], + "source": [ + "# your comment here\n", + "print('There is a normal distribution where the quartile 1 is above of 20 and quartile below of 40, and there are outliers above limit up')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Now in addition to the summary statistics, we also want to visualize the distribution of `Age`. Choose the appropriate plot to sow below." + ] + }, + { + "cell_type": "code", + "execution_count": 72, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 72, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#your code here\n", + "sns.displot(data=df_num['Age'],kde=True)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### What additional information in the previous plot provide you about the feature `Age`? Comment." + ] + }, + { + "cell_type": "code", + "execution_count": 73, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "there is an approximately normal distribution\n" + ] + } + ], + "source": [ + "#your comment here\n", + "print('there is an approximately normal distribution')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### We suspect that there is a linear relationship between `Fare` and `Age`. Use the appropriate plot to show the relationship between these 2 features. There are 2 ways, please do it both ways.\n", + "\n", + "*Hint: One of the ways involves using Seaborn*" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#your code-1st w\n", + "plt.scatter(df_num['Fare'],df_num['Age'])\n", + "plt.xlabel('Fare')\n", + "plt.ylabel('Age')\n", + "plt.title('Fare vs Age')\n", + "plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 41, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# your code-2nd way\n", + "sns.scatterplot(data=df_num,x='Fare',y='Age')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Using Seaborn plot the correlation matrix of various features.\n", + "\n", + "*Hint: search how to use `heatmap`*" + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 46, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#your code here\n", + "sns.heatmap(df_num.corr(),cmap='Greens',annot=True)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### According to the previous plot, what are the most correlated feature? Comment." + ] + }, + { + "cell_type": "code", + "execution_count": 47, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "There is a strong positive correlation between SibSp and Parch, and a hight negative correlation between age and pclass \n" + ] + } + ], + "source": [ + "#your comment here\n", + "print('There is a strong positive correlation between SibSp and Parch, and a hight negative correlation between age and pclass ')\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Use the appropriate plot to display the summary statistics of the `Age` in function of the `Pclass`.\n", + "\n", + "*Hint: use boxplot to display summary statistics of `Age` in relation to each of the discrete values of `Pclass`*" + ] + }, + { + "cell_type": "code", + "execution_count": 52, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#your code here\n", + "sns.boxplot(x=df_num['Age'])\n", + "plt.title('Age distribution')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Use the appropriate plot to display the distributions of `Age` in relation to `Gender`.\n", + "\n", + "*Hint: use Facetgrid to display the distribution of `Age` for each categorical value of `Gender`*" + ] + }, + { + "cell_type": "code", + "execution_count": 64, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#your code here\n", + "sns.barplot(x=df_cat['Gender'],y=df_num['Age'])\n", + "plt.title('Title')\n", + "plt.show()" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.9.5" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/your-code/3 en 1.png b/your-code/3 en 1.png new file mode 100644 index 0000000000000000000000000000000000000000..5e688a5611e6626a2ee880fabb64024e690da660 GIT binary patch literal 1257 zcmeAS@N?(olHy`uVBq!ia0y~yVB7%23LI=ek*gYNnLx_2#5JNMI6tkVJh3R1!8fs_ zASb^hCo@T*EVZaOGe6H*&qU8iM2U0=KTQ3TKs&H|6fVg?3o zVGw3ym^DX&fq^B=)5S5QV$R#Ej=T&C0tXBZ?0]" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ - "# your code here-1st way (call `subplots` twice using the `index` parameter)\n" + "# your code here-1st way (call `subplots` twice using the `index` parameter)\n", + "fig,ax = plt.subplots(1,2)\n", + "ax[0].plot(x,y,linewidth=2)\n", + "ax[1].plot(x,z,c='r',linewidth=3,linestyle='dashed')" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 4, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ - "# your code here-2st way (call `subplots` only once not using the `index` parameter)\n" + "# your code here-2st way (call `subplots` only once not using the `index` parameter)\n", + "plt.subplot(1,2,1)\n", + "plt.plot(x,y,linewidth=2)\n", + "plt.subplot(1,2,2)\n", + "plt.plot(x,z,c='r',linewidth=3,linestyle='dashed')" ] }, { @@ -102,11 +153,79 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 26, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0, 0.5, 'Z')" + ] + }, + "execution_count": 26, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(10,5),nrows=1, ncols=2, sharey=False)\n", + "ax[0].plot(x,y,linewidth=2)\n", + "ax[0].set_xlabel('X')\n", + "ax[0].set_ylabel('Y')\n", + "ax[1].plot(x,z,c='r',linewidth=3,linestyle='dashed')\n", + "ax[1].set_xlabel('X')\n", + "ax[1].set_ylabel('Z')\n", + "#plt.xticks(rotation=90)\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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fV/rbLzKzGcD3/vY3O+eK/Le7EZgE1ADe8x8iIodEhZVIFMgvLObGl+cw+8dtNK9bnWlDe9G4dlLQsWKKc+5B4MF9mnfjnb0qbftHgEdKac8EuoQ9oIgcvocfhpNOgvPPhxi5eUeFlUjAioodd82Yy+dLs2lQM5Gpab1oUS965r0SEQnE4sXw4INQXAynnQbvvw+1agWd6qDUx0okQM45Rr61kHfmZ1ErKYHJg3vSrkn0HzhERCJu5EivqAKvoIqBogpUWIkE6rH3lzI9Yw1JCXGMH5jK8Sl1g44kIhK82bNh5syS9b/+Nbgsh0mFlUhAxny+ghe+WEFCnDGm30n0atsw6EgiItHhvvtKlq+80utnFSNUWIkE4OX01Tz2/hLM4MmrTuSsjk2DjiQiEh0+/RQ+/thbjo+Hv/wl2DyH6aCFlZlNMLNNZrYwpO1PZrbezOb6j9+GvFbqjPEi4pk1bwMj3/J+nf7Spwt9umrGFBERAJyDe+8tWR80CDp0CCzOkTiUM1aTKH1296edc139x7tw0BnjRaq8z5Zs4q7X5uIc/KF3B/qdHN0D3YmIVKiZMyEjw1tOSvLuCowxBy2snHNfAlsP8f1KnTG+HPlEKo2MVVu5YdocCosd1/+qLTedeUzQkUREokdhIdx/f8n6LbdAy5Zlbx+lytPH6hYzm+9fKqzvt5U1Y7xIlbZwfQ5pk2azu7CYvj1aMuL8jliMDHYnIlIhJk2CpUu95Tp19r4kGEOOtLAaAxwDdAWygCf9ds0ML7KPFdk7GTghgx27C7ng+OY8cunxKqpERPZ17rkwcKA3wvo990DD2LxT+ogKK+fcRudckXOuGHiJkst9Zc0YX9p7aGZ4qfTW/5xL/3HpbNmVz6+ObczTV3clPk5FlYjIfo4+2jtrNX8+3H570GmO2BEVVmbWPGT1UmDPHYOlzhhfvogisWnzzt30H5fOhpw8Uo+uzwv9TiIxQSOciIgcUJcuULNm0CmO2EHnCjSz6cCZQCMzW4c3yemZZtYV7zLfj8D1cNAZ40WqjO15BQyckMHKzbs4rnkdxg/qQXKipuYUEansDnqkd85dU0rz+ANsX+qM8SJVRW5+EUMnZbJow3baNKrJlCE9qVujWtCxRESiz+rV8PzzMGIENGgQdJqw0HUJkTDKLyzmxpfnkPHjVprXrc7UtJ40rp0UdCwRkej0xz/C449D27bwyitBpwkLFVYiYVJU7Lhrxlw+X5pNg5qJTE3rRUr95KBjiYhEp+++g2nTvOWcHGhROUZnUmElEgbOOUa+tZB35mdRKymByYN70q5JraBjiYhEr3vu8aawAbjoIvj1r4PNEyYqrETC4LH3lzI9Yw1JCXGMG5jK8Sl1g44kIhK9PvwQPvrIW46Lg1Gjgs0TRiqsRMppzOcreOGLFSTEGWP6ncTJbWNzUDsRkQpRVAR/+EPJeloadOoUXJ4wU2ElUg4vp6/msfeXYAZPXnUiZ3VsGnQkEZHoNmWKNwgoQHIy/OlPgcYJNxVWIkdo1rwNjHzLGxv3z3260Kdr5eh4KSISMb/8AiNHlqz/4Q9w1FHB5YkAFVYiR+CzJZu467W5OAd/6N2B/icfHXQkEZHo99RTsMGf6a5ZM/j974PNEwEqrEQOU8aqrdwwbQ6FxY5hv2rLTWceE3QkEZHot2kTPPZYyfpf/gK1Kt/d0yqsRA7DwvU5pE2aze7CYvr2aMm953fETJMqi4gcVKNGMHo0pKR48wEOHhx0oojQ5GUih2hF9k4GTshgx+5CLji+OY9ceryKKhGRQxUXB/37w+WXw/r1EB8fdKKI0BkrkUOw/udc+o9LZ8uufH51bGOevror8XEqqkREDltyMrRvH3SKiFFhJXIQm3fupv+4dDbk5NH96Pq80O8kEhP0qyMiIvvT/w4iB7A9r4CBEzJYuXkXHZvVZsLAHiQn6gq6iMghKSyEq6+GTz4JOkmFUWElUobc/CKGTspk0YbttG6YzNS0XtRNrhZ0LBGR2DF2LMyYAeecA/36BZ2mQqiwEilFfmExN748h4wft9KsTnWmDe1F49pJQccSEYkd27bBAw+UrHfpElyWCqTCSmQfRcWO4f+cx+dLs2lQM5FpQ3uSUj856FgiIrHl4YdhyxZvuXVruOOOINNUGBVWIiGcc/zx7YX8a94GaiUlMHlwT9o1qR10LBGR2PLDD/DssyXrjz0G1asHl6cCqbASCfG3D5bySvoaEhPieGlAKsen1A06kohI7Bk+3Ou4DnD66XDllcHmqUAqrER8L3yxgjGfryAhzhhz7UmcckzDoCOJiMSeDz+Ed97xls3gmWe85ypChZUI8Er6Gka9twQzePKqEzn7uKZBRxIRiT0FBXDnnSXrgwZB9+6BxQmCCiup8v41bwP3v7UAgD/36UKfri0CTiQiEqPGjIHvv/eWa9WCRx4JNk8AVFhJlfbZ0k3c+dpcnIM/9O5A/5OPDjqSiEhsys+HUaNK1keOhObNg8sTkIMWVmY2wcw2mdnCkLbHzWyJmc03szfNrJ7f3trMcs1srv94IYLZRcolY9VWbpw2h8Jix7BfteWmM48JOpKISOxKTIT//tebZLlduyozvMK+DuWM1STgvH3aPgK6OOdOAH4A7g15bYVzrqv/uCE8MUXCa9GGHNImzSavoJi+PVpy7/kdsSrUuVJEJCLatIHXX4fZsyGpag6qfNDCyjn3JbB1n7YPnXP+fZR8A6REIJtIRKzM3smA8Rns2F3IBcc355FLj1dRJSISTvXqBZ0gMOHoYzUEeC9kvY2ZfWdmX5jZGWXtZGbDzCzTzDKzs7PDEEPk4Db8nEu/cels2ZXPGe0b8fTVXYmPU1ElInLEdu8OOkFUKVdhZWb3A4XAy35TFtDKOdcNuAt4xczqlLavc26scy7VOZfauHHj8sQQOSRbdu6m3/h0NuTk0f3o+rzYvzuJCbp/o7Iws3pm9rrf/3OxmZ1iZg3M7CMzW+Y/1w/Z/l4zW25mS82sd0h7dzNb4L/2rOl0pkjZdu6ETp3gvvu8ZTnywsrMBgIXAtc65xyAc263c26LvzwHWAEcG46gIuWxPa+AARMyWJm9i47NajNhYA+SExOCjiXh9XfgfedcR+BEYDEwAvjEOdce+MRfx8w6AX2Bznh9SEebWbz/PmOAYUB7/7FvH1MR2ePhh2HlSnj0UTjzTPDKgSrtiAorMzsPuAe42Dn3S0h74z0HJzNri3dQWhmOoCJHKje/iKGTMlm0YTutGyYzNa0XdZOrBR1Lwsg/M/4rYDyAcy7fOfcz0AeY7G82GbjEX+4DvOp/GVwFLAd6mllzoI5z7mv/C+OUkH1EJNTSpfDUUyXrt95apUZYL8uhDLcwHfga6GBm68wsDXgOqA18tM+wCr8C5pvZPOB14Abn3NZS31ikAuQXFnPTy3PI+HErzepUZ2paLxrXrpp3qlRybYFsYKLfx3OcmdUEmjrnsgD85yb+9i2AtSH7r/PbWvjL+7aLSCjn4LbbvJHWAU49Ffr3DzZTlDjotRDn3DWlNI8vY9s3gDfKG0okHIqKHcP/OY/PlmZTP7ka04b2pGWD5KBjSWQkACcBtzrn0s3s7/iX/cpQ2tdqd4D2/d/AbBjeJUNatWp1eGlFYt1bb3lzAgLExcFzz3nPopHXpXJyzvHA2wv517wN1EpKYPKQnrRrUjvoWBI564B1zrl0f/11vEJro395D/95U8j2LUP2TwE2+O0ppbTvRzfgSJX1yy97zwd4ww3QrVtweaKMCiuplB7/YCkvp68hMSGOlwakckJKvaAjSQQ5534C1ppZB7/pbOB7YBYw0G8bCLztL88C+ppZkpm1wesPmuFfLtxhZif7dwMOCNlHRMCb/2/1am+5YUP4y1+CzRNldFuUVDovfrGC0Z+vID7OGP27kzjlmIZBR5KKcSvwspkl4t00Mxjvy+MMv2/oGuBKAOfcIjObgVd8FQI3O+eK/Pe5EW/GiRp4Y/SFjtMnUrX98AM8/njJ+mOPQYMGweWJQiqspFKZnrGGR99bAsCTV57IOZ2aBpxIKopzbi6QWspLZ5ex/SPAI6W0ZwJdwhpOpDJwDm65paTD+imnwODBwWaKQroUKJXGO/M3cN+bCwD4c5/OXNJNN3OJiITNzz/Dli3eclwcjB6tDuul0BkrqRQ+X7qJO1+bi3Mw/NxjGXBK66AjiYhULvXrQ0YGjBkDWVnQtWvQiaKSCiuJebN/3MoN0+ZQUOQYenobbjmrXdCRREQqp/h473KglEnn8CSmLdqQw5BJs8krKObq1Jbcf8FxaGo3EREJigoriVkrs3cyYHwGO/IK+e3xzfjrZcerqBIRCafiYpgxw3uWQ6LCSmLShp9z6TcunS278jmjfSOevror8XEqqkREwmrsWLj6am/Kmnnzgk4TE1RYSczZsnM3/cansyEnj5Na1ePF/t1JSogPOpaISOXy008wwp8ZKj0dZs4MNk+MUGElMWV7XgEDJ2awMnsXHZvVZuKgniQn6h4MEZGwGz4ccnK85Xbt4N57g80TI1RYSczIKyhi6ORMFq7fTuuGyUxJ60nd5GpBxxIRqXw++ABeeaVkfcwYqF49uDwxRIWVxISComJuevlbMlZtpVmd6kxN60WT2volFxEJu19+gRtvLFm/9lo455zg8sQYFVYS9YqLHcNnzOPTJZuon1yNaUN70rJBctCxREQqpz//GVat8pbr14enngo2T4xRYSVRzTnHA7MWMmveBmolJTB5SE/aNakddCwRkcpp/nx48smS9ccfhyZNgssTg1RYSVR7/IOlTPtmDYkJcbw0IJUTUuoFHUlEpHIqKoKhQ6Gw0Fv/1a9gyJBgM8UgFVYStV78YgWjP19BfJwx+ncnccoxDYOOJCJSeY0bB7Nne8uJifDii6BBlw+bCiuJStMz1vDoe0sAeOLKEzinU9OAE4mIVHLXXgt33glxcTByJHTsGHSimKQBgCTqvDN/A/e9uQCAP/fpzKXdUgJOJCJSBdSq5XVU798fOncOOk3MUmElUeXzpZu487W5OAfDzz2WAae0DjqSiEjV0q1b0Alimi4FStTI/HErN0ybQ0GRY+jpbbjlrHZBRxIRqdzy84NOUOkctLAyswlmtsnMFoa0NTCzj8xsmf9cP+S1e81suZktNbPekQoulcuiDTkMnjSbvIJirkpN4f4LjsPUaVJEJLIGDoQrrvDmBZSwOJQzVpOA8/ZpGwF84pxrD3zir2NmnYC+QGd/n9Fmptlx5YBWZu9k4IQMduQVcn6XZjx62QkqqkREIu2tt+DVV+GNN6BTJ9i4MehElcJBCyvn3JfA1n2a+wCT/eXJwCUh7a8653Y751YBy4Ge4YkqldGGn3PpPz6DzTvzOaN9I57p25X4OBVVIiIRtW3b3tPWXHQRNNXd1+FwpH2smjrnsgD85z3DsrYA1oZst85vE9nPlp276T8+nfU/53JSq3q82L87SQk6wSkiEnHDh5dc/mvWDJ5+Otg8lUi4O6+XdqrBlbqh2TAzyzSzzOzs7DDHkGi3Pa+AgRMzWJG9i47NajNxUE+SE3WTqohIxL3/PkycWLI+Zgw0aBBcnkrmSAurjWbWHMB/3uS3rwNahmyXAmwo7Q2cc2Odc6nOudTGjRsfYQyJRXkFRQydnMnC9dtp3TCZKWk9qZtcLehYIiKVX04OXHddyfpVV8EllwQWpzI60sJqFjDQXx4IvB3S3tfMksysDdAeyChfRKlMCoqKuenlb8lYtZVmdaozNa0XTWpXDzqWiEjV8Pvfw7p13nKjRvDcc8HmqYQOeu3FzKYDZwKNzGwd8CAwCphhZmnAGuBKAOfcIjObAXwPFAI3O+eKIpRdYkxxsWP4jHl8umQT9ZOrMW1oT1o2SA46lohI1fDBB958gHuMHg26YhR2By2snHPXlPHS2WVs/wjwSHlCSeXjnOOBWQuZNW8DNRPjmTykJ+2a1A46lohI1fDzz5CWVrJ+xRVw5ZWBxanMNPK6VIgnPlzKtG/WkJgQx0sDUzkhpV7QkUREqg7n4PTTveVGjeD554PNU4npNiyJuLFfruD5z1YQH2eM/t1JnHpMo6AjiYhULfXre4OBXn45JCVBkyYH30eOiAoriahXM9bw13eXAPDElSdwTicNQCciEhhd/os4XQqUiPn3/CzufXMBAH/u05lLu6UEnEhERCSyVFhJRHy+dBN3vPYdzsHwc49lwCmtg44kIlK1vPYa3HQT7NoVdJIqRYWVhF3mj1u5YdocCoocQ09vwy1ntQs6kohI1bJhgzcX4JgxcOKJsHhx0ImqDBVWElbfb9jO4EmzySso5qrUFO6/4DjMNKmyiEiFcQ6GDPEmWgYoLIQWmra3oqiwkrBZtXkXAyaksyOvkPO7NOPRy05QUSUiUtHGjPEGAwUwg0mToE6dQCNVJSqsJCyycnLpNy6dzTvzOaN9I57p25X4OBVVIiIVaulSb9qaPYYPhzPPDCxOVaTCSspty87d9BuXzvqfc+nWqh4v9OtOUkJ80LFERKqWggK49lrIzfXWjz8eHn442ExVkAorKZcdeQUMmjibFdm76NisNhMH9aBmkoZHExGpcA89BHPmeMuJiTB1qjcYqFQoFVZyxPIKihg6OZMF63M4umEyU9J6Ui85MehYIiJVz1dfwaOPlqz/9a/e3YBS4VRYyREpKCrmppe/JX3VVprWSWJaWi+a1K4edCwRkaonJwf694fiYm/9rLPgzjuDzVSFqbCSw1Zc7Pj9P+fx6ZJN1E+uxrS0XrRskBx0LBGRqik3F9q08Zbr1YPJkyFO/70HRZ1h5LA453hw1iLenruBmonxTBrck/ZNawcdS0Sk6mrWDD76CJ58Eo45BlI0fViQVNLKYXniw6VM/WY1iQlxvDQwlRNb1gs6ksj/mFm8mX1nZu/46w3M7CMzW+Y/1w/Z9l4zW25mS82sd0h7dzNb4L/2rGkwNokF8fFw991w+eVBJ6nyVFjJIRv75Qqe/2wF8XHG8787iVOPaRR0JJF93Q6Ezt0xAvjEOdce+MRfx8w6AX2BzsB5wGgz2zNGyBhgGNDef5xXMdFFpDJQYSWH5NWMNfz13SUAPH7FCZzbqWnAiUT2ZmYpwAXAuJDmPsBkf3kycElI+6vOud3OuVXAcqCnmTUH6jjnvnbOOWBKyD4i0ePee+GBB7zpaiSqqI+VHNS7C7K4780FADx0cWcuO0nX7yUqPQPcDYR2+mvqnMsCcM5lmVkTv70F8E3Iduv8tgJ/ed92kejxwQcwapS3/Omn8M47Xqd1iQo6YyUH9MUP2dz+6ncUO7jr3GMZeGrroCOJ7MfMLgQ2OefmHOoupbS5A7SX9pnDzCzTzDKzs7MP8WNFyikryxtaYY/atTUPYJRRYSVlmrN6KzdMnUNBkSPt9Dbcela7oCOJlOU04GIz+xF4FTjLzKYBG/3Le/jPm/zt1wEtQ/ZPATb47SmltO/HOTfWOZfqnEtt3LhxOP8sIqUrKoJ+/WBPId+smTfBsoZWiCr625BSfb9hO4Mnzia3oIgru6cw8oLj0M1REq2cc/c651Kcc63xOqV/6pzrB8wCBvqbDQTe9pdnAX3NLMnM2uB1Us/wLxvuMLOT/bsBB4TsIxKsUaO8S38AZjBtGjRVf9doc8R9rMysA/BaSFNb4AGgHnAdsOfc+H3OuXeP9HOk4q3avIsBEzLYnlfIeZ2b8ehlx6uoklg1CphhZmnAGuBKAOfcIjObAXwPFAI3O+eK/H1uBCYBNYD3/IdIsL74wuusvsf998PZZweXR8pk3o0v5XwT7zbl9UAvYDCw0zn3xKHun5qa6jIzM8udQ8ovKyeXK8Z8zfqfczmjfSPGDUwlKSH+4DuKHCYzm+OcSw06RzjoGCYRtXEjdOvm9a8COOMM78xVgu4/C8qBjl/huhR4NrDCObc6TO8nAdi6K5/+4zNY/3Mu3VrV44V+3VVUiYgEqajI66y+p6hq1AimT1dRFcXCVVj1BaaHrN9iZvPNbELoSMcSvXbkFTBwQgbLN+2kQ9PaTBzUg5pJ+sUVEQnUqFHedDV7TJsGLTQCSDQrd2FlZonAxcA//aYxwDFAVyALeLKM/XSrcpTIKyhi6ORMFqzP4eiGyUxN60m95MSgY4mIyBVXQJcu3vJ990Hv3gfeXgIXjjNW5wPfOuc2AjjnNjrnipxzxcBLQM/SdtKtytGhoKiYm1/+lvRVW2laJ4lpab1oUqd60LFERASgQwdIT4fHHoOHHgo6jRyCcBRW1xByGXDPmDG+S4GFYfgMiYDiYsfv/zmPT5Zsol5yNaam9aJlg+SgY4mISKjkZG+CZfWrignl+lsys2TgXOD6kOa/mVlXvNGKf9znNYkSzjkenLWIt+duoGZiPJMH9+TYprUPvqOIiETWunWQoqnDYlW5zlg5535xzjV0zuWEtPV3zh3vnDvBOXfxnnm6JLo8+eEPTP1mNYkJcbw0MJUTW9YLOpKIiEyfDu3awbhxB99WopJGXq+CXvpyJc99tpz4OOP5353Eqcc0CjqSiIjMnw9pabB7N1x3Hbz4YtCJ5AiosKpiZsxeyyPvLgbg8StO4NxOmg5BRCRw27bBZZdBbq63fuyxcM01wWaSI6LCqgp5d0EWI2bOB+Chiztz2Um6hi8iErg9kyuvWOGt16oFb74JdeoEm0uOiAqrKuKLH7K5/dXvKHZw17nHMvDU1kFHEhERgAcfhHdDptSdNAk6dQosjpSPCqsqYM7qrdwwdQ4FRY4hp7Xh1rPaBR1JREQA3ngDHnmkZP2ee+Dyy4PLI+WmwqqS+37DdgZNnE1uQRFXdE9h5AXHYWZBxxIRkYULYeDAkvXevfcusiQmqbCqxFZt3sWACensyCukd+emjLrseOLiVFSJiARuyxa4+GLYtctbP+YYeOUViNfE97FOhVUllZWTS79x6Wzemc9p7Rry977dSIjXX7eISFT4739h7VpvuWZNeOstaNAg0EgSHvqfthLauiuffuPSWf9zLl1b1mNs/1SqV9O3IBGRqHHxxfDxx9CkCUybVjLRssQ8TTxUyezIK2DghAxWZO+iQ9PaTBrcg5pJ+msWEYk6v/41LF8OtTWdWGWiM1aVSF5BEUMnZ7JgfQ6tGiQzNa0n9ZITg44lIiJlUVFV6aiwqiQKioq5+eVvSV+1laZ1knh5aC+a1KkedCwREQH44Qf4zW9g9eqgk0iEqbCqBIqLHb//5zw+WbKJesnVmJrWi5YNkoOOJSIiAFu3woUXwuefQ48e8PXXQSeSCFJhFeOcczw4axFvz91AzcR4Jg/uybFNdWpZRCQq5Od7cwAuW+at79wJCer3WpmpsIpxT374A1O/WU1iQhwvDUzlxJb1go4kIiIAzsGwYfDFFyVtU6Z4Z62k0lJhFcNe+nIlz322nPg447lrunHqMY2CjiQiIns8/DBMnlyy/te/whVXBJdHKoQKqxj12uw1PPLuYgAev+IE/q9zs4ATiYjI/7z8MjzwQMn6kCEwYkRweaTCqLCKQe8uyOLemQsA+NNFnbjspJSAE4mIyP98+ikMHlyyfs458MILoHlaqwQVVjHmyx+yuf3V7yh2cMc57Rl0WpugI4mIyB4LFsCll0JBgbfeuTO8/jpUqxZsLqkwKqxiyJzVW7l+6hwKihxDTmvD7We3DzqSiIiEev552L7dWz7qKHjvPahbN9hMUqF0z2eMWJy1ncETZ5NbUMQV3VMYecFxmE4ri4hEl+ee8+4GnD4d3n0XWrYMOpFUMJ2xigGrNu+i//gMtucV0rtzU0ZddjxxcSqqRESiTkKC15/qu+/gxBODTiMBKNcZKzP7EdgBFAGFzrlUM2sAvAa0Bn4ErnLObStfzKrrp5w8+o1LZ/PO3ZzerhHPXtONhHjVwyIiUaG42OuUHnoFwQyOOSa4TBKocPwP/RvnXFfnXKq/PgL4xDnXHvjEX5cjsHVXPv3Gp7P+51y6tarHi/27k5QQH3QsERGBkgFAf/97r8ASITJ9rPoAZ/rLk4HPgXsi8DmV2o68AgZNzGD5pp10aFqbiYN6UDNJXeJERKLG/ffD+PHecnY2TJig6Wqk3GesHPChmc0xs2F+W1PnXBaA/9yknJ9R5eQVFHHdlEzmr8uhVYNkpqb1pF5yYtCxRERkj8cfh0cfLVmPi/MeUuWVt7Q+zTm3wcyaAB+Z2ZJD3dEvxIYBtGrVqpwxKo+ComJueeVbvlm5lSa1k5iW1osmdaoHHUtERPZ46SW4++6S9Qsv9NpUWAnlPGPlnNvgP28C3gR6AhvNrDmA/7ypjH3HOudSnXOpjRs3Lk+MSqO42HH36/P5ePEm6iVXY9rQXrRqmBx0LBER2WP6dLj++pL1X/8aZszQAKDyP0dcWJlZTTOrvWcZ+D9gITALGOhvNhB4u7whqwLnHH/61yLe/G49yYnxTBrck2Ob1g46loiI7PH229C/v9dpHSA1FWbNgho1gs0lUaU8lwKbAm/6g1QmAK845943s9nADDNLA9YAV5Y/ZuX39Ec/MOXr1STGx/HSgFS6tqwXdCQREdnjww/hqqugqMhb79IF3n8f6tQJNpdEnSMurJxzK4H9Rj9zzm0Bzi5PqKpm3H9W8uyny4mPM/7xu26c1q5R0JFERGSPzz6DPn0gP99bb9cOPvoIGjYMNpdEJfW0C9iM2Wt5+N+LAfjb5SfQu3OzgBOJiMhe6tWDmjW95Vat4OOPoZmO1VI6FVYBen9hFiNmzgfgTxd14vLuKQEnEhGR/XTr5p216t7dez766KATSRTTSGYB+c+ybG6bPpdiB3eecyyDTmsTdCQRESnL8cfD7Nl7T10jUgqdsQrAnNXbGDZlDvlFxQw+rTW3nd0u6EgiMc3MWprZZ2a22MwWmdntfnsDM/vIzJb5z/VD9rnXzJab2VIz6x3S3t3MFvivPWum/0mrnP/+F+bM2b9d/xTkEKiwqmCLs7YzeGIGuQVFXNE9hT9e0Akdt0XKrRAY7pw7DjgZuNnMOlHG3KX+a32BzsB5wGgz2zMR5xi8wYvb+4/zKvIPIgH78kvo3RvOPRfmzg06jcQgFVYV6MfNu+g/PoPteYX07tyUUZcdT1yciiqR8nLOZTnnvvWXdwCLgRZ4c5dO9jebDFziL/cBXnXO7XbOrQKWAz39QY3rOOe+ds45YErIPlLZffYZnH8+7NoF27ZBv36aXFkOmwqrCvJTTh7Xjktn887dnNauIX/v242EeP34RcLNzFoD3YB0yp67tAWwNmS3dX5bC39533ap7N57D377W/jlF2+9eXN4/XVNUyOHTf9iKsDWXfn0G5/O+p9z6dqyHmP7p1K9WvzBdxSRw2JmtYA3gDucc9sPtGkpbe4A7aV91jAzyzSzzOzs7MMPK9HjzTe9cary8rz1Fi3g88+hY8dAY0lsUmEVYTvyChg0MYPlm3ZybNNaTBrcg5pJuhlTJNzMrBpeUfWyc26m31zW3KXrgJYhu6cAG/z2lFLa96P5TiuJqVPhyiuhoMBbb93a62d17LGBxpLYpcIqgvIKirhuSibz1+XQskENpqb1ol5yYtCxRCod/8698cBi59xTIS+VNXfpLKCvmSWZWRu8TuoZ/uXCHWZ2sv+eA9B8p5XX6NEwYEDJNDXt23tFVdu2weaSmKZTJxFSUFTMLa98yzcrt9KkdhIvp51M0zrVg44lUlmdBvQHFpjZXL/tPmAUpcxd6pxbZGYzgO/x7ii82Tnn/+/KjcAkoAbwnv+QysQ5ePhheOCBkrYTTvDmA2zaNLhcUimosIqA4mLH3a/P5+PFm6hboxpT03rRqmFy0LFEKi3n3FeU3j8Kypi71Dn3CPBIKe2ZQJfwpZOoY+bd+bdHr15e5/X69cveR+QQqbAKM+ccf/rXIt78bj3JifFMGtyDDs1qBx1LRERCPfoobN4Ma9bAzJlQq1bQiaSSUGEVZk999ANTvl5NYnwcLw1IpVsrfQMSEYk6ZvDCC944VYnq+yrho87rYTTuPyv5x6fLiY8z/vG7bpzWrlHQkUREZN06uO22kjv/9khIUFElYaczVmEyY/ZaHv73YgAeu/wEenduFnAiERFh/nxv4M/162HHDpgwQXP+SUTpjFUYvLcgixEz5wPwwIWduKJ7ykH2EBGRiHv/fTj9dK+oApg2DebNCzaTVHoqrMrpP8uyue3V7yh2cMc57RlyepugI4mIyJgxcOGF3lkqgNq1vTv/unYNNJZUfroUWA5zVm9j2JQ5FBQ5Bp/WmtvPbh90JBGRqq2wEIYPh2efLWlr2RLeeccbq0okwlRYHaHFWdsZPDGD3IIiruiewh8v6ITpur2ISHBycuDqq+GDD0rauneHf/3Lm1RZpALoUuAR+HHzLvqPz2B7XiH/16kpoy47nrg4FVUiIoFZutQb6DO0qLrsMvjiCxVVUqFUWB2mn3Ly6Dc+nc07d3PqMQ159ppuJMTrxygiEqhbb/WKqz1GjoR//hNq1gwuk1RJR1wRmFlLM/vMzBab2SIzu91v/5OZrTezuf7jt+GLG6xtu/LpPz6dddtyObFlPcYOSKV6tfigY4mIyMSJ0KwZ1KgB06fDX/4CcfrSKxWvPH2sCoHhzrlvzaw2MMfMPvJfe9o590T540WPnbsLGTQxg2WbdnJs01pMGtSDWknqoiYiEhVatIC33oJq1eCkk4JOI1XYEVcGzrksIMtf3mFmi4EW4QoWTfIKirhucibz1uXQqkEyU9N6Ub+mRusVEQnE3LmQng7XX793e69egcQRCRWW86Rm1hroBqT7TbeY2Xwzm2BmMT1ZXkFRMbe88h1fr9xCk9pJTEvrRdM61YOOJSJS9TgH48bBKafATTfBJ58EnUhkP+UurMysFvAGcIdzbjswBjgG6Ip3RuvJMvYbZmaZZpaZnZ1d3hgRUVzsuPv1+Xy8eCN1a1RjalovWjVMDjqWiEjVs2MH9OsH110HeXne5MnXX++NWyUSRcpVWJlZNbyi6mXn3EwA59xG51yRc64YeAnoWdq+zrmxzrlU51xq48aNyxMjIpxzPPSvRbz53XqSE+OZNLgHHZrVDjqWiEjVM2eONx7VK6+UtHXpAv/+tzeRskgUKc9dgQaMBxY7554KaQ8dMORSYOGRxwvO0x8vY/LXq0mMj+OlAal0axXTVzRFRGJPcTE89ZR36W/ZspL2tDSvj1WHDsFlEylDeUr904D+wAIzm+u33QdcY2ZdAQf8CFxf2s7RbPxXq3j2k2XEGTx7TTdOa9co6EgiIlXL+vUwaBB8/HFJW61a3hyA/foFFkvkYMpzV+BXQGnDjb975HGCNyNzLX9553sA/nbFiZzXpVnAiUREqpiPP4arroJt20raevTwLgW2axdcLpFDoNHTQry/MIsRb8wH4MGLOnFF95SAE4mIVEGtW8Pu3d6yGYwYAV99paJKYoIKK99XyzZz2/S5FDu445z2DD6tTdCRRESqpnbt4PHH4eijvbn+Hn0UEjV2oMQGFVbAt2u2MWxqJvlFxQw6tTW3n90+6EgiIlXDpk3w5pv7t99wAyxYAGecUfGZRMqhyhdWS37azuCJs/klv4jLT0rhgQs74d3wKCIiEeMcTJ4Mxx0HV1/tFVGh4uKgtoa4kdhTpQurHzfvov/4DHJyC/i/Tk157PLjiYtTUSUiElFLlsDZZ3t3/W3dCgUFMGSIN7yCSIyrsoXVTzl59BufTvaO3Zx6TEOevaYbCfFV9schIhJ5v/wCI0fCCSfAZ5+VtLduDQ8/7J2lEolxVXLI2q278uk3Pp1123I5sWU9xg5IpXq1+KBjiYhUTs7BzJlw112wZk1Je3w83HEHPPQQ1KwZWDyRcKpyhdXO3YUMnpjB8k07ObZpLSYN6kGtpCr3YxARqRjz5nnF0+ef791+8snwwgtw4olBpBKJmCp13jWvoIjrJmcyb10OLRvUYGpaL+rX1C28IiIRM3z43kVVo0Ywbhz8978qqqRSqjKFVWFRMbe88h1fr9xCk9pJvJx2Mk3rVA86lohI5fbYY95zfDzceiv88IM315/6U0klVSX+ZRcXO+5+Yz4fL95I3RrVmJrWi1YNk4OOJSJSefzyCzz/fMmI6Xt07w5PPukNp/Dss1BfE9pL5VbpOxc55/jzO98z89v1JCfGM2lwDzo009goIiJhkZsLL73kjY7+009QVAS33bb3NnfdFUw2kQBU+jNWz3y8jEn/70cS4+N4aUAq3Vrp25KISLnt2uWdiWrbFm6/3SuqwBs2YceOYLOJBKhSn7Ga8NUq/v7JMuIMnr2mG6e1axR0JBGR2LZ5M/zjH/Dcc97gnqFatID774ekpGCyiUSBSltY/TNzLX9+53sA/nbFiZzXpVnAiUREYtiSJfDMM940NHl5e7/WogXccw9cdx1U101BUrVVysLq/YU/cc8b8wF44MJOXNE9JeBEIiIxrLgYzjsPVq/eu71NG6+gGjRIZ6lEfJWuj9VXyzZz2/TvKHZw+9ntGXJ6m6AjiYjEloKCvdfj4uCGG0rWu3WDV1/1hk64/noVVSIhKtUZq2/XbGPY1Ezyi4oZdGpr7jinfdCRRERiQ14e/OtfMHEi5OR4A3iGGjoUZs/27vj71a/ANGG9SGkqTWG19KcdDJ44m1/yi7jspBY8cGEnTL/4IiJlKyyEL76A6dPh9de9gmqP77+HTp1K1hs1gjfeqPiMIjGmUhRWq7fsot/4dHJyCzi3U1P+dvkJxMWpqBIR2c/u3fDZZ/Dmm94jO7v07T7/fO/CSkQOScwXVj/l5NFvfDrZO3Zz6jEN+cc13UiIr3Rdx0REyu/uu72Jj8saZ6ptW+jXDwYO9JZF5LDFdGG1bVc+/cens3ZrLiem1GXsgFSqV4sPOpaISLC2bPEG7Ozcee92s/2LqubN4Yor4He/g1691HdKpJxitrDaubuQQRMzWLZpJ8c2rcWkwT2plRSzfxwRkSOTn+/Nw5eZCenp8PXX3phTPXpARsbe215wAfztb94wCZde6j1OPVUTIouEUcQqETM7D/g7EA+Mc86NCtd75xUUMWxKJvPW5dCyQQ2mpvWifs3EcL29iFRxkTx+lUteHrz/Pixe7D3mzfOe9x0eAeDbb2H7dqhTp6Tt1FNh0SI47jidmRKJkIgUVmYWDzwPnAusA2ab2Szn3Pflfe/ComJunf4d/2/FFhrXTmJaWi+a1tFIvyISHpE8fgHepbiCAm+y4rw877Fzp1cE/fyzN2VMdrZ3KW/4cGjZsmTf/HzvLNPBVKsG3bt77xFaWCUkqEO6SIRF6oxVT2C5c24lgJm9CvQBynVgKi523P3GfD76fiN1a1RjalpPjm5YMwxxRUT+JyLHr/856yzvst2huOiivQurOnWgSRPYtGnv7dq08S79pabCKad4RVWNGmGJKyKHJ1KFVQtgbcj6OqBX6AZmNgwYBtCqVatDetOPF29k5rfrSU6MZ+LgHnRsVufgO4mIHJ6DHr/gyI5hwOH1Z/rpp/3bfvc7b4qZ446DLl3g+OOhbt1Df08RiahIFValXbx3e604NxYYC5CamupK2X4/53Zqyh96d+DElHqc1Kp++VOKiOzvoMcvOLJjGOAVQfXqQXy8N2Fx9epQq5Z3NqpuXW8gzoYNoVkzb+qYfT399CF/lIhUvEgVVuuAkPPXpAAbyvumZsbNv2lX3rcRETmQiBy//ufDD8P2ViISfSJ1j+1soL2ZtTGzRKAvMCtCnyUiEk46fonIEYvIGSvnXKGZ3QJ8gHe78gTn3KJIfJaISDjp+CUi5RGxcaycc+8C70bq/UVEIkXHLxE5UhpuV0RERCRMVFiJiIiIhIkKKxEREZEwUWElIiIiEiYqrERERETCRIWViIiISJiosBIREREJE3Pu0Ke4ilgIs2xg9WHs0gjYHKE4kRSruUHZgxCrueHQsh/tnGtcEWEi7TCPYZX97zUaxWpuUPYglOv4FRWF1eEys0znXGrQOQ5XrOYGZQ9CrOaG2M4eabH8s4nV7LGaG5Q9COXNrUuBIiIiImGiwkpEREQkTGK1sBobdIAjFKu5QdmDEKu5IbazR1os/2xiNXus5gZlD0K5csdkHysRERGRaBSrZ6xEREREok5MFVZmdp6ZLTWz5WY2Iug8B2JmLc3sMzNbbGaLzOx2v72BmX1kZsv85/pBZy2NmcWb2Xdm9o6/Hiu565nZ62a2xP/ZnxIL2c3sTv/fyUIzm25m1aM1t5lNMLNNZrYwpK3MrGZ2r/87u9TMegeTOjrEyjFMx69gxOrxC3QMCxUzhZWZxQPPA+cDnYBrzKxTsKkOqBAY7pw7DjgZuNnPOwL4xDnXHvjEX49GtwOLQ9ZjJfffgfedcx2BE/H+DFGd3cxaALcBqc65LkA80JfozT0JOG+ftlKz+v/m+wKd/X1G+7/LVU6MHcN0/ApGzB2/QMew/TjnYuIBnAJ8ELJ+L3Bv0LkOI//bwLnAUqC539YcWBp0tlKypvj/sM4C3vHbYiF3HWAVft/BkPaozg60ANYCDYAE4B3g/6I5N9AaWHiwn/G+v6fAB8ApQecP6GcWs8cwHb8qJHdMHr/8XDqGhTxi5owVJX9xe6zz26KembUGugHpQFPnXBaA/9wkwGhleQa4GygOaYuF3G2BbGCifxlgnJnVJMqzO+fWA08Aa4AsIMc59yFRnnsfZWWN2d/bCIjJn4WOXxUmJo9foGPYvmKpsLJS2qL+lkYzqwW8AdzhnNsedJ6DMbMLgU3OuTlBZzkCCcBJwBjnXDdgF9Fz6rlM/rX8PkAb4Cigppn1CzZV2MTk722ExNzPQsevChWTxy/QMWxfsVRYrQNahqynABsCynJIzKwa3kHpZefcTL95o5k1919vDmwKKl8ZTgMuNrMfgVeBs8xsGtGfG7x/I+ucc+n++ut4B6poz34OsMo5l+2cKwBmAqcS/blDlZU15n5vIyimfhY6flW4WD1+gY5he4mlwmo20N7M2phZIl5nslkBZyqTmRkwHljsnHsq5KVZwEB/eSBe34Wo4Zy71zmX4pxrjfcz/tQ5148ozw3gnPsJWGtmHfyms4Hvif7sa4CTzSzZ/3dzNl6n1WjPHaqsrLOAvmaWZGZtgPZARgD5okHMHMN0/Kp4MXz8Ah3D9hZ0B7LD7Gz2W+AHYAVwf9B5DpL1dLzThfOBuf7jt0BDvI6Vy/znBkFnPcCf4UxKOn/GRG6gK5Dp/9zfAurHQnbgIWAJsBCYCiRFa25gOl4/igK8b3NpB8oK3O//zi4Fzg86f8A/u5g4hun4FVjmmDx++dl1DPMfGnldREREJExi6VKgiIiISFRTYSUiIiISJiqsRERERMJEhZWIiIhImKiwEhEREQkTFVYiIiIiYaLCSkRERCRMVFiJiIiIhMn/B8H0C3blwYtlAAAAAElFTkSuQmCC\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ - "# your code here\n" + "# your code here\n", + "plt.figure(figsize=(10,5))\n", + "plt.subplot(1,2,1)\n", + "plt.plot(x,y,linewidth=2)\n", + "plt.subplot(1,2,2)\n", + "plt.plot(x,z,c='r',linewidth=3,linestyle='dashed')" ] }, { @@ -120,11 +239,74 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 28, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(10,5),nrows=1, ncols=2, sharey=False)\n", + "ax[0].set_xlabel('X')\n", + "ax[0].set_ylabel('Y')\n", + "ax[0].plot(x,y,linewidth=2)\n", + "ax[1].plot(x,z,c='r',linewidth=3,linestyle='dashed')\n", + "ax[1].set_xlabel('X')\n", + "ax[1].set_ylabel('Z')\n", + "#plt.xticks(rotation=90)\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ - "# your code here\n" + "# your code here\n", + "plt.figure(figsize=(10,5))\n", + "plt.subplot(1,2,1)\n", + "plt.xlabel('X')\n", + "plt.ylabel('Y')\n", + "plt.plot(x,y,linewidth=2)\n", + "plt.subplot(1,2,2)\n", + "plt.xlabel('X')\n", + "plt.ylabel('Z')\n", + "plt.plot(x,z,c='r',linewidth=3,linestyle='dashed')" ] }, { @@ -138,11 +320,71 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 30, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# your code here\n", + "fig, ax = plt.subplots(figsize=(10,5),nrows=1, ncols=2, sharey=False)\n", + "ax[0].plot(x,x**2,linewidth=2)\n", + "ax[0].set_xlabel('X')\n", + "ax[0].set_ylabel('Y')\n", + "ax[1].plot(x,np.exp(x),c='r',linewidth=3,linestyle='dashed')\n", + "ax[1].set_xlabel('X')\n", + "ax[1].set_ylabel('Z')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + ":9: RuntimeWarning: overflow encountered in exp\n", + " plt.plot(x,np.exp(z),c='r',linewidth=3,linestyle='dashed')\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ - "# your code here\n" + "plt.figure(figsize=(10,5))\n", + "plt.subplot(1,2,1)\n", + "plt.xlabel('X')\n", + "plt.ylabel('Y')\n", + "plt.plot(x,y**2,linewidth=2)\n", + "plt.subplot(1,2,2)\n", + "plt.xlabel('X')\n", + "plt.ylabel('Z')\n", + "plt.plot(x,np.exp(z),c='r',linewidth=3,linestyle='dashed')\n", + "plt.show()" ] }, { @@ -156,110 +398,148 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Scatter Plot\n", "\n", "Please provide a scatter plot between \"Combined MPG\" as X variable and \n", "\"Highway MPG\" as Y variable" - ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 43, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ - "# your code here\n" + "# your code here\n", + "df=pd.read_csv('vehicles.csv')\n", + "x = df['Combined MPG']\n", + "y = df['Highway MPG']\n", + "plt.figure(figsize=(15,8))\n", + "plt.scatter(x,y)\n", + "plt.title('Combibed MPG VS Highway MPG')\n", + "plt.xlabel('Combined MPG')\n", + "plt.ylabel('Highway MPG')\n", + "plt.show()" ] }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - }, { "cell_type": "markdown", "metadata": {}, "source": [ - "Box Whisker Plot\n", "\n", "Please provide a box plot of the variable \"CO2 Emission Grams/mile\"" - ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 53, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ - "# your code here\n" + "# your code here\n", + "fig,ax = plt.subplots(figsize=(8,4))\n", + "ax.boxplot(df['CO2 Emission Grams/Mile'])\n", + "ax.set(title='Boxplot CO2 Emission Grams/Mile')\n", + "plt.show()" ] }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - }, { "cell_type": "markdown", "metadata": {}, "source": [ - "Histogram\n", "\n", "Please provide a histogram of the Fuel Barrels/Year" - ] }, { "cell_type": "code", - + "execution_count": 58, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ - "# your code here\n" + "# your code here\n", + "fig,ax = plt.subplots(figsize=(8,5))\n", + "ax.hist(df['Fuel Barrels/Year'])\n", + "ax.set(title='Fuel Barrels/Year Frecuency')\n", + "plt.show()" ] }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - }, { "cell_type": "markdown", "metadata": {}, "source": [ - "Bar Chart\n", "\n", "Please provide a bar chart of the Fuel Type on the X axis and \"City MPG\" on the Y axis" - ] }, { "cell_type": "code", - + "execution_count": 68, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ - "# your code here\n" + "# your code here\n", + "fig,ax=plt.subplots(figsize=(14,5))\n", + "ax.bar(df['Fuel Type'],df['City MPG'])\n", + "ax.set(title='City MPG per Fuel Type',xlabel='Fuel type',ylabel='City MPG')\n", + "plt.xticks(rotation=45)\n", + "plt.show()" ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] } ], "metadata": { @@ -278,8 +558,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.3" - + "version": "3.9.5" } }, "nbformat": 4, diff --git a/your-code/challenge-2.ipynb b/your-code/challenge-2.ipynb index 00d6b58..6bd48e2 100644 --- a/your-code/challenge-2.ipynb +++ b/your-code/challenge-2.ipynb @@ -23,18 +23,16 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "# import libraries here\n", "import pandas as pd\n", - "'''\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", - "%matplotlib inline\n", - "'''" + "%matplotlib inline\n" ] }, { @@ -48,9 +46,223 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 2, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
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DateCalorie burnedStepsDistanceFloorsMinutes SedentaryMinutes Lightly ActiveMinutes Fairly ActiveMinutes Very ActiveActivity Calories...Distance_milesDaysDays_encodedWork_or_WeekendHours SleepSleep efficiencyYesterday_sleepYesterday_sleep_efficiencyMonthsMonths_encoded
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": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "fitbit=pd.read_csv('Fitbit2.csv')\n", "\n", @@ -82,11 +294,152 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 29, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
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Work_or_WeekendSteps
0010064.238095
1110144.572519
\n", + "
" + ], + "text/plain": [ + " Work_or_Weekend Steps\n", + "0 0 10064.238095\n", + "1 1 10144.572519" + ] + }, + "execution_count": 29, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "# Driver 1 enter codes here\n" + "# Driver 1 enter codes here\n", + "df = fitbit.groupby('Months_encoded',as_index=False).agg({'Steps':'mean'}).rename(columns={'Months_encoded':'Month'})\n", + "df2 = fitbit.groupby('Work_or_Weekend',as_index=False).agg({'Steps':'mean'})\n", + "df2" + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig,ax=plt.subplots(figsize=(12,4))\n", + "ax.plot(df['Month'],df['Steps'],'r.-')\n", + "ax.set(title='Steps by Month')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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jGMeoec+1jfKtC6suqKqFVbVwzpw5O9pfSZIkacpMJkivA9ZV1fVt/XIGwfrONl2Ddn/XUP0jh9rPA9a38nkjyiVJkqQZqztIV9X3gDuSPLoVnQDcDKwGlrWyZcBH2vJqYGmS/ZIcxeBDhZ9v0z82JVnUvq3jlKE2kiRJ0ow0a5LtXw68L8m+wLeBlzAI56uSnAbcDpwMUFU3JVnFIGxvBs6sqvvafs4ALgb2B65oN0mSJGnGmlSQrqovAwtHbDphnPorgBUjytcAx06mL5IkSdKu5C8bSpIkSR0M0pIkSVIHg7QkSZLUwSAtSZIkdTBIS5IkSR0M0pIkSVIHg7QkSZLUwSAtSZIkdTBIS5IkSR0M0pIkSVIHg7QkSZLUwSAtSZIkdTBIS5IkSR0M0pIkSVIHg7QkSZLUwSAtSZIkdTBIS5IkSR0M0pIkSVIHg7QkSZLUwSAtSZIkdTBIS5IkSR0M0pIkSVIHg7QkSZLUwSAtSZIkdTBIS5IkSR0M0pIkSVIHg7QkSZLUwSAtSZIkdTBIS5IkSR0M0pIkSVIHg7QkSZLUwSAtSZIkdZh0kE6yT5IvJfloWz8kyZVJvtXuDx6qe3aStUm+keSZQ+WPT3Jj23Zukky2X5IkSdLONBVXpF8B3DK0fhZwVVUtAK5q6yQ5GlgKHAMsBs5Lsk9rcz6wHFjQbounoF+SJEnSTjOpIJ1kHvBs4MKh4iXAyra8EjhpqPyyqrq3qm4F1gLHJzkcOLCqrquqAi4ZaiNJkiTNSJO9Iv0O4L8Dvx4qO6yqNgC0+0Nb+VzgjqF661rZ3LY8tnwrSZYnWZNkzcaNGyfZdUmSJKlfd5BO8hzgrqq6YaJNRpTVNsq3Lqy6oKoWVtXCOXPmTPBhJUmSpKk3axJtnwT8lyQnAg8ADkzyXuDOJIdX1YY2beOuVn8dcORQ+3nA+lY+b0S5JEmSNGN1X5GuqrOral5VzWfwIcKrq+pFwGpgWau2DPhIW14NLE2yX5KjGHyo8PNt+semJIvat3WcMtRGkiRJmpEmc0V6POcAq5KcBtwOnAxQVTclWQXcDGwGzqyq+1qbM4CLgf2BK9pNkiRJmrGmJEhX1aeBT7fl7wMnjFNvBbBiRPka4Nip6IskSZK0K/jLhpIkSVIHg7QkSZLUwSAtSZIkdTBIS5IkSR0M0pIkSVIHg7QkSZLUwSAtSZIkdTBIS5IkSR0M0pIkSVIHg7QkSZLUwSAtSZIkdTBIS5IkSR0M0pIkSVIHg7QkSZLUwSAtSZIkdTBIS5IkSR0M0pIkSVIHg7QkSZLUwSAtSZIkdTBIS5IkSR0M0pIkSVIHg7QkSZLUwSAtSZIkdTBIS5IkSR0M0pIkSVIHg7QkSZLUwSAtSZIkdTBIS5IkSR0M0pIkSVIHg7QkSZLUwSAtSZIkdTBIS5IkSR26g3SSI5N8KsktSW5K8opWfkiSK5N8q90fPNTm7CRrk3wjyTOHyh+f5Ma27dwkmdxhSZIkSTvXZK5IbwZeXVW/BywCzkxyNHAWcFVVLQCuauu0bUuBY4DFwHlJ9mn7Oh9YDixot8WT6JckSZK003UH6araUFVfbMubgFuAucASYGWrthI4qS0vAS6rqnur6lZgLXB8ksOBA6vquqoq4JKhNpIkSdKMNCVzpJPMBx4HXA8cVlUbYBC2gUNbtbnAHUPN1rWyuW15bPmox1meZE2SNRs3bpyKrkuSJEldJh2kkxwAfAB4ZVX9eFtVR5TVNsq3Lqy6oKoWVtXCOXPm7HhnJUmSpCkyqSCd5P4MQvT7quqDrfjONl2Ddn9XK18HHDnUfB6wvpXPG1EuSZIkzViT+daOAO8Bbqmqtw1tWg0sa8vLgI8MlS9Nsl+Soxh8qPDzbfrHpiSL2j5PGWojSZIkzUizJtH2ScCLgRuTfLmVvQ44B1iV5DTgduBkgKq6Kckq4GYG3/hxZlXd19qdAVwM7A9c0W6SJEnSjNUdpKvqs4ye3wxwwjhtVgArRpSvAY7t7YskSZK0q/nLhpIkSVIHg7QkSZLUwSAtSZIkdTBIS5IkSR0M0pIkSVIHg7QkSZLUwSAtSZIkdTBIS5IkSR0M0pIkSVIHg7QkSZLUwSAtSZIkdTBIS5IkSR0M0pIkSVIHg7QkSZLUwSAtSZIkdTBIS5IkSR0M0pIkSVIHg7QkSZLUwSAtSZIkdTBIS5IkSR0M0pIkSVIHg7QkSZLUwSAtSZIkdTBIS5IkSR0M0pIkSVIHg7QkSZLUwSAtSZIkdTBIS5IkSR0M0pIkSVIHg7QkSZLUwSAtSZIkdTBIS5IkSR1mTJBOsjjJN5KsTXLWdPdHkiRJ2pYZEaST7AP8b+BZwNHAC5IcPb29kiRJksY3I4I0cDywtqq+XVW/BC4DlkxznyRJkqRxzZruDjRzgTuG1tcBTxhbKclyYHlb/UmSb+yCvu3JZgN3T3cn9jCO6dTaY8Yzb5nuHvx/e8yYzhCO59RzTKfeHjGm03wefcSowpkSpDOirLYqqLoAuGDnd2fvkGRNVS2c7n7sSRzTqeV4Tj3HdGo5nlPPMZ16junOM1OmdqwDjhxanwesn6a+SJIkSds1U4L0F4AFSY5Ksi+wFFg9zX2SJEmSxjUjpnZU1eYkfwb8K7APcFFV3TTN3dobOE1m6jmmU8vxnHqO6dRyPKeeYzr1HNOdJFVbTUWWJEmStB0zZWqHJEmStFsxSEuSJEkdDNJ7uCSHJLkyybfa/cEj6hyZ5FNJbklyU5JXDG17U5LvJvlyu524a49gZtjeT9hn4Ny2/atJjpto273VBMb0hW0sv5rk2iSPHdp2W5Ib22tyza7t+cw0gfF8epIfDf1bfsNE2+6tJjCmfzE0nl9Lcl+SQ9o2X6NjJLkoyV1JvjbOds+jO2AC4+k5dFeoKm978A14K3BWWz4LeMuIOocDx7XlBwPfBI5u628CXjPdxzHNY7gP8B/AI4F9ga9sGZ+hOicCVzD4TvRFwPUTbbs33iY4pn8IHNyWn7VlTNv6bcDs6T6OmXKb4Hg+HfhoT9u98baj4wL8MXD10Lqv0a3H6KnAccDXxtnueXRqx9Nz6C64eUV6z7cEWNmWVwInja1QVRuq6otteRNwC4Nfm9TARH7CfglwSQ18DnhIksMn2HZvtN1xqaprq+qetvo5Bt8vr9Em8zrzNTrajo7LC4BLd0nPdlNV9RngB9uo4nl0B2xvPD2H7hoG6T3fYVW1AQaBGTh0W5WTzAceB1w/VPxn7a2hi0ZNDdkLjPoJ+7F/aIxXZyJt90Y7Oi6nMbhStUUBn0hyQ5LlO6F/u5uJjucTk3wlyRVJjtnBtnubCY9LkgcCi4EPDBX7Gt1xnkd3Hs+hO8mM+B5pTU6STwIPG7HpL3dwPwcw+I/glVX141Z8PvBmBv/o3gz8HfCn/b3dLU3kJ+zHqzORtnujCY9Lkj9i8J/Ak4eKn1RV65McClyZ5Ovt6szeaiLj+UXgEVX1k/ZZhw8DCybYdm+0I+Pyx8C/V9Xw1UFfozvO8+hO4Dl05zJI7wGq6hnjbUtyZ5LDq2pDe4vsrnHq3Z9BiH5fVX1waN93DtV5N/DRqev5bmMiP2E/Xp19J9B2bzSRMSXJY4ALgWdV1fe3lFfV+nZ/V5IPMXjrd2/+T2C74zn0xzFV9bEk5yWZPZG2e6kdGZeljJnW4Wu0i+fRKeY5dOdzaseebzWwrC0vAz4ytkKSAO8Bbqmqt43ZdvjQ6p8AIz8dvIebyE/YrwZOaZ86XwT8qE2lmUjbvdF2xyXJw4EPAi+uqm8OlT8oyYO3LAP/mb3zdTlsIuP5sPZvnSTHMzj/f38ibfdSExqXJAcBT2Po3OprtJvn0SnkOXTX8Ir0nu8cYFWS04DbgZMBkhwBXFhVJwJPAl4M3Jjky63d66rqY8Bbk/w+g7fRbgNetkt7PwPUOD9hn+T0tv1dwMcYfOJ8LfAz4CXbajsNhzGjTHBM3wA8FDiv5b/NVbUQOAz4UCubBfxzVX18Gg5jxpjgeD4XOCPJZuDnwNKqKsDX6AgTHFMYXGD4RFX9dKi5r9ERklzK4NtjZidZB7wRuD94Hu0xgfH0HLoL+BPhkiRJUgendkiSJEkdDNKSJElSB4O0JEmS1MEgLUmSJHUwSEuSJEkdDNKSJElSB4O0JEmS1OH/AdVw5mmyKsouAAAAAElFTkSuQmCC\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig,ax=plt.subplots(figsize=(12,4))\n", + "ax.bar(df2['Work_or_Weekend'],df2['Steps'])\n", + "ax.set(title='Steps on work or weekend')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 78, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig,ax=plt.subplots(figsize=(12,4),nrows=2,ncols=1)\n", + "ax[0].plot(df['Month'],df['Steps'],'r.-')\n", + "ax[0].set(title='Steps by Month')\n", + "ax[1].bar(df2['Work_or_Weekend'],df2['Steps'])\n", + "ax[1].set(title='Steps on work or weekend',xticks=(0,2))\n", + "plt.show()\n", + "plt.savefig('lineas y barras')" ] }, { @@ -104,11 +457,40 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 77, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "# Driver 2 enter codes here\n" + "# Driver 2 enter codes here\n", + "columns=['Minutes Lightly Active','Minutes Very Active','Minutes Sedentary']\n", + "fig,ax=plt.subplots(figsize=(12,10),nrows = 3,ncols=1,sharey=True)\n", + "for i,col in enumerate(columns):\n", + " ax[i].scatter(fitbit[col],fitbit['Steps'])\n", + " ax[i].set(title=col+' '+'VS'+' '+'Steps')\n", + "plt.show()\n", + "plt.savefig('3 en 1')" ] } ], @@ -128,7 +510,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.0" + "version": "3.9.5" } }, "nbformat": 4, diff --git a/your-code/challenge-3.ipynb b/your-code/challenge-3.ipynb index 93106c2..dfcd45a 100644 --- a/your-code/challenge-3.ipynb +++ b/your-code/challenge-3.ipynb @@ -15,12 +15,10 @@ "source": [ "# import libraries here\n", "import pandas as pd\n", - "'''\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", - "%matplotlib inline\n", - "'''" + "%matplotlib inline\n" ] }, { @@ -32,9 +30,152 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 2, "metadata": {}, - "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": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "titanic = pd.read_csv('./titanic.csv',low_memory=False)\n", "titanic.head()" @@ -49,11 +190,35 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 3, "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": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "#your code here\n" + "#your code here\n", + "titanic.dtypes" ] }, { @@ -67,20 +232,217 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 6, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
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PassengerIdSurvivedPclassAgeSibSpParchFare
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" + ], + "text/plain": [ + " PassengerId Survived Pclass Age SibSp Parch Fare\n", + "0 1 0.0 3 22.0 1 0 7.2500\n", + "1 2 1.0 1 38.0 1 0 71.2833\n", + "2 3 1.0 3 26.0 0 0 7.9250\n", + "3 4 1.0 1 35.0 1 0 53.1000\n", + "4 5 0.0 3 35.0 0 0 8.0500" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "# your code here- numerical variable\n" + "# your code here- numerical variable\n", + "df_num = titanic.select_dtypes(['float','int'])\n", + "df_num.head()" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 8, "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
\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", + " 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 " + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "#your code here- categorical variable\n" + "#your code here- categorical variable\n", + "df_cat=titanic.select_dtypes(['object'])\n", + "df_cat.head()" ] }, { @@ -94,11 +456,12 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 10, "metadata": {}, "outputs": [], "source": [ - "# your code here\n" + "# your code here\n", + "plt.style.use('classic')" ] }, { @@ -110,11 +473,27 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 14, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "# your code here\n" + "# your code here\n", + "plt.hist(df_num['Age'])\n", + "plt.title('Frecuency of Ages')\n", + "plt.xlabel('Age')\n", + "plt.ylabel('Frecuency')\n", + "plt.show()" ] }, { @@ -126,11 +505,27 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 16, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "# your code here\n" + "# your code here\n", + "plt.hist(df_num['Age'],bins=[10,20,50])\n", + "plt.title('Frecuency of Ages')\n", + "plt.xlabel('Age')\n", + "plt.ylabel('Frecuency')\n", + "plt.show()" ] }, { @@ -142,11 +537,20 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 17, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Yes, because there is a higher frequency in the age range from 20 to 50\n" + ] + } + ], "source": [ - "#your comment here\n" + "#your comment here\n", + "print('Yes, because there is a higher frequency in the age range from 20 to 50')" ] }, { @@ -158,11 +562,33 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 18, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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RUQoNDVVtbe0lr7mUnJwcWa1WSVJmZqYyMzP9VjcAAPBdSUmJSkpKJMmnzZvPC7qgk5qaqvXr16uxsVHh4eGSpH379mno0KGSJKvVqkGDBmn//v3uycknT55UVVWVhg0bdtm2c3NzFRnp3ZYBAACg4104EGG327VixQqf2gvIoyu73a7KykqdOHFCklRZWanKyko1NjYqIyNDcXFxysvL09GjR7Vp0yZt27ZNd911l/v+SZMmacOGDfrTn/6kyspKLV26VMOHD+eNKwAA4CEgIzq7du1SXl6e+/Ps2bMlScuXL9eIESO0ePFi5efna9asWYqNjdW8efPcozeSNGHCBNXW1qqgoMC9YGBWVlan9wMAAAS3gASdcePGady4cZc8P2DAABUUFFy2jWnTpmnatGl+rgwAAJiky711BQAAcKUIOgAAwFgEHQAAYCyCDgAAMBZBBwAAGIugAwAAjEXQAQAAxiLoAAAAYxF0AACAsQg6AADAWAQdAABgLIIOAAAwFkEHAAAYi6ADAACMRdABAADGIugAAABjWQJdAIDAs9vtXt9rtVrVs2dPP1YDAP5D0AG6MZfLIcmipKQkr9uIi4uXzXaUsAMgKBF0gG7M5XJKalZGxlFZrbHtvr+52a6ysiQ5nU6CDoCgRNABoLCwSFkskYEuAwD8jsnIAADAWAQdAABgLIIOAAAwFkEHAAAYi6ADAACM1a6gc+DAAbW0tLQ53tLSogMHDvitKAAAAH9oV9CZP3/+RVdQra+v1/z58/1WFAAAgD+0K+i0trYqJCSkzfGqqipFRET4rSgAAAB/uKIFA6dOnaqQkBCFhIRo9uzZCg39Wz5yuVyqqanR6NGjO6xIAAAAb1xR0HnggQckSS+88IImT57sMXpjsVjUr18/3XDDDR1TIQAAgJeuKOjccccdkqT+/fvruuuuk8XCzhEAACD4tSuxjBgxQi0tLfrf//1f1dXVyeVyeZxPS0vza3EAAAC+aFfQ2bdvn3Jzc/Xtt9+2ORcSEqJPPvnEb4UBAAD4ql1B58UXX9TIkSP10EMPKTY2tqNqAgAA8It2vV5+6tQp3X///YQcAADQJbQr6PzjP/6jysvLO6oWAAAAv2rXo6thw4apqKhIFRUV+od/+Ic2b19NmDDBr8UBAAD4ol1Bp7i4WFarVbt379bu3bs9zoWEhPg16NTX12vlypUqKytTY2OjBg0apEceecS9Xo/NZlN+fr7Ky8sVExOjGTNmELQAAICHdgWddevWdVQdbaxYsUKHDh3Sc889p6ioKBUXFysnJ0fvvvuuwsPDtXDhQqWkpKioqEjl5eXKz89Xv379lJ6e3mk1AgCA4Ba0K/9VVFRo4sSJGjZsmCTp4Ycf1oYNG2Sz2VRbW6vq6mqtWrVKERERSk5O1oEDB1RcXEzQAQAAbu0KOrm5uZc9n5OT41MxF7r22mu1c+dOjR07Vr1799amTZsUFxen5ORk7d69W6mpqR5bUaSlpem1117z29cHAABdX7uCTlhYmMfn5uZm/eUvf9GpU6d06623+rWwuXPnavHixZo0aZJCQ0MVFRWl559/XuHh4aqtrVV0dLTH9dHR0aqrq/NrDQAAoGtrV9B5/PHHL3r89ddfV2trq18KOm/Dhg365ptvtGzZMkVGRqq0tFRPPPGEVq1a5devA/jCbrcH5F4AwJXxyxyd8ePHa86cOXrkkUf80Zyampr05ptvatmyZe63rK655hqVlZXpk08+UUxMjI4fP+5xT11dXZtRnh/KycmR1WqVJGVmZiozM9Mv9aL7cbkckixKSkryQ1stvhcEAIYoKSlRSUmJJMnpdPrcnl+Czt69e3XVVVf5oylJ5x6JNTc3KzTUcz3DkJAQuVwupaamav369WpsbFR4eLikc/twDR069LLt5ubmKjIy0m91ovtyuZySmpWRcVRWq3crhTscJ/T558P8PhoKAF3ZhQMRdrtdK1as8Km9dgWduXPnKiQkxP25tbVVNTU1OnnypH71q1/5VMiFevXqpeuuu04rV67UY489pqioKG3ZskVVVVW6+eablZiYqLi4OOXl5enBBx9URUWFtm3bpiVLlvitBuBKhIVFymLxLjxbLDy6AoCO1q6g88NXt0NCQhQdHa3rr79eycnJfi3sqaeeUlFRkZ588kk1NjZq4MCBeuaZZzRw4EBJ0uLFi5Wfn69Zs2YpNjZW8+bN49VyAADgoV1B58EHH+yoOtro27ev/v3f//2S5wcMGKCCgoJOqwcAAHQ97Z6j09jYqNLSUtlsNknnAsfYsWPdc2UAAACCRbt2Lz948KCmTp2qtWvXqrq6WtXV1frDH/6gf/mXf9HXX3/dUTUCAAB4pV0jOi+//LJuvfVWzZs3z714YEtLi5YvX66XX35ZhYWFHVIkAACAN9o1onP48GFNmTLFY4XksLAw3XvvvTp8+LDfiwMAAPBFu4JOTEyMKisr2xw/fPjw312sDwAAoLO169HVXXfdpaVLl+rIkSPuxfnKy8u1ceNGzZw5syPqAwAA8Fq7gs7999+vuLg4FRcX649//KMkKSkpSVlZWRo9enSHFAgAAOCtKwo6p0+f1oYNGzR9+nSNGTNGY8aMcZ9raGjQmjVrdMMNN6hPnz4dVigAAEB7XdEcnXfffVdNTU3q1atXm3O9evWS0+nUunXr/F4cAACAL64o6Hz22WcaO3bsJc+PHTtW//3f/+23ogAAAPzhioLOqVOn1Ldv30uej4mJUXV1td+KAgAA8IcrCjqRkZE6derUJc9/8803+tGPfuS3ogAAAPzhioLOTTfddNk5OOvWrdNNN93kt6IAAAD84YreunrwwQc1e/ZsPfroo5oyZYquvvpqSZLNZtP7778vm82m3/3udx1aKAAAQHtdUdCJj4/XSy+9pBdffFHPPPOMx7kRI0bo5ZdfVnx8fIcUCAAA4K0rXjBwwIABeuGFF3T27Fn99a9/lSQlJiYqKiqqw4oDAADwRbtWRpakqKgowg0AD3a73af7rVarevbs6adqAOBv2h10AOA8l8shyaKkpCSf2omLi5fNdpSwA8DvCDoAvOZyOSU1KyPjqKzWWK/aaG62q6wsSU6nk6ADwO8IOgB8FhYWKYslMtBlAEAbV7SODgAAQFdE0AEAAMYi6AAAAGMRdAAAgLEIOgAAwFgEHQAAYCyCDgAAMBZBBwAAGIsFAxEQDodDTqfTq3t93VcJANB9EHTQ6RwOh5KSknXmTJVP7bhcLX6qCABgKoIOOp3T6dSZM1UaOdLm1bYBDscJff75MLW2tnZAdQAAkxB0EDAWi3f7I1ksPLoCAFwZJiMDAABjEXQAAICxCDoAAMBYBB0AAGAsgg4AADBWUL91dejQIRUVFam8vFw9evRQenq6nn76aUmSzWZTfn6+ysvLFRMToxkzZmjChAmBLRgAAASVoA06x44d0/z58zV58mQ99thjCg0N1bFjxyRJzc3NWrhwoVJSUtxBKD8/X/369VN6enqAKwcAAMEiaIPOG2+8oVtvvVUPPfSQ+9jAgQMlSXv27FF1dbVWrVqliIgIJScn68CBAyouLiboAAAAt6Cco9PS0qLPPvtM8fHxmjdvnu6++25lZWXpyJEjkqSDBw8qNTVVERER7nvS0tJUUVERqJIBAEAQCsqgc/bsWTkcDr333nsaPXq0lixZor59+2rBggWqr69XbW2toqOjPe6Jjo5WXV1dQOoFAADBKSiDjsvlkiTdfvvtuvPOOzV48GAtWLBAISEh2rVrV4CrAwAAXUVQztGJiopSaGiokpKS3McsFosSEhJUXV2tmJgYHT9+3OOeurq6NqM8P5STkyOr1SpJyszMVGZmpt9rBwAA3ispKVFJSYmkc5tA+yoog06PHj10zTXX6MSJE+5jLS0tqqqqUr9+/RQREaH169ersbFR4eHhkqR9+/Zp6NChl203NzdXkZHt30QSAAB0jgsHIux2u1asWOFTe0H56EqS7rnnHm3dulUff/yxbDabCgsLJUk/+clPlJGRobi4OOXl5eno0aPatGmTtm3bprvuuivAVQMAgGASlCM6kjRmzBjV1dXp9ddf13fffachQ4bohRdeUK9evSRJixcvVn5+vmbNmqXY2FjNmzePV8sBAICHoA060rlRnXvuueei5wYMGKCCgoLOLQhAh7Hb7V7fa7Va1bNnTz9WA8AUQR10AJjP5XJIsni8fNBecXHxstmOEnYAtEHQARBQLpdTUrMyMo7Kao1t9/3NzXaVlSXJ6XQSdAC0QdABEBTCwiJlsfBWJAD/Ctq3rgAAAHxF0AEAAMYi6AAAAGMRdAAAgLEIOgAAwFgEHQAAYCyCDgAAMBZBBwAAGIugAwAAjEXQAQAAxiLoAAAAYxF0AACAsQg6AADAWAQdAABgLIIOAAAwFkEHAAAYi6ADAACMRdABAADGIugAAABjEXQAAICxCDoAAMBYBB0AAGAsgg4AADAWQQcAABiLoAMAAIxlCXQBAOAPdrvdp/utVqt69uzpp2oABAuCDoAuzeVySLIoKSnJp3bi4uJlsx0l7ACGIegA6NJcLqekZmVkHJXVGutVG83NdpWVJenMmTOKjIz0sg6XQkN9mw3AqBLgfwQdAEYIC4uUxeJtSPF9VCgkxKrWVqfX90uMKgEdgaCDdnM4HHI6vf+B7utcCsDffB0VcjhO6PPPh/llVMnpdBJ0AD8i6KBdHA6HkpKSdeZMlc9tuVwtfqgI8B9vR4UsFrtP9wPoOAQdtIvT6dSZM1UaOdLm9Q/087/9tra2+rk6AAA8EXTgFYvF+99cz//2CwBAR2PBQAAAYKwuEXSefPJJjRo1Snv37nUfs9ls+u1vf6vMzEzdf//92rRpUwArBAAAwSjoH11t3rxZTU1NHseam5u1cOFCpaSkqKioSOXl5crPz1e/fv2Unp4eoEoBAECwCeoRnaqqKr311lvKzs72OL5nzx5VV1crOztbycnJuuOOOzR69GgVFxcHqFIAABCMgjbouFwuLVmyRDNnzlTfvn09zh08eFCpqamKiIhwH0tLS1NFRUVnlwkAAIJY0Aad999/X+Hh4Ro/fnybc7W1tYqOjvY4Fh0drbq6us4pDgAAdAlBOUfn2LFjWr9+vYqKigJdCgAA6MKCMuhUVFSopqZG9913n8fx7OxsjRo1SgkJCTp+/LjHubq6ujajPD+Uk5Mjq9UqScrMzFRmZqZf6wYAAL4pKSlRSUmJJPm03dB5QRl0brnlFg0ZMsTj2MMPP6z58+crIyNDhw4d0vr169XY2Kjw8HBJ0r59+zR06NDLtpubm+v1zsQAAKDjXTgQYbfbtWLFCp/aC8qg07t3b/Xu3bvN8fj4ePXt21fR0dGKi4tTXl6eHnzwQVVUVGjbtm1asmRJAKoFAADBKmgnI19Ojx49tHjxYtXV1WnWrFl6++23NW/ePNbQAQAAHoJyROditm/f7vF5wIABKigoCEwxAACgS+iSIzoAAABXgqADAACMRdABAADGIugAAABjEXQAAICxCDoAAMBYBB0AAGAsgg4AADBWl1kw0B8cDodP91utVvXs2dNP1QAAgI7WrYLO0KHXq6am2uv74+LiZbMdJewAANBFdKugU1NTrZEjbbJY2r+DeXOzXWVlSXI6nQQdAAC6iG4VdCTJYon0KugAQGew2+1e38vjdaCtbhd0ACAYuVwOSRYlJSV53QaP14G2CDoAEARcLqekZmVkHJXVGtvu+3m8DlwcQQcAgkhYGI/XAX9iHR0AAGAsgg4AADAWQQcAABiLoAMAAIxF0AEAAMYi6AAAAGMRdAAAgLEIOgAAwFgEHQAAYCyCDgAAMBZBBwAAGIugAwAAjEXQAQAAxiLoAAAAYxF0AACAsQg6AADAWAQdAABgLIIOAAAwFkEHAAAYi6ADAACMZQl0AQCA4OFwOOR0Or2+32q1qmfPnn6sCPANQQcAIOlcyElKStaZM1VetxEXFy+b7ShhB0EjKIPOO++8ox07dshmsykiIkIZGRmaNWuWoqOj3dfYbDbl5+ervLxcMTExmjFjhiZMmNDhtdntdp/u57cdAMHK6XTqzJkqjRxpk8US2e77m5vtKitLktPp5OccgkZQBp2vvvpKU6ZM0ZAhQ9TQ0KCXXnpJzzzzjPLz8yVJzc3NWrhwoVJSUlRUVKTy8nLl5+erX79+Sk9P75CaXC6HJIuSkpJ8aoffdgAEO4sl0qugAwSjoAw6S5Ys8fj86KOP6tFHH1V9fb169+6tPXv2qLq6WqtWrVJERISSk5N14MABFRcXd2DQcUpqVkbGUVmtsV61wW87AAB0rqAMOj909uxZWa1WhYeHS5IOHjyo1NRURUREuK9JS0vTa6+91uG1hIXxmw4AAF1F0L9e7nQ69fbbbyszM1NhYWGSpNraWo/5OpIUHR2turq6zi8QAAAEraAOOi0tLcrNzZUkzZkzJ8DVAACAriZoH125XC7l5eXp+PHjKigocD+2kqSYmBgdP37c4/q6uro2ozwX85e/5Cg01KrY2EzFxmb6u2wAAOCDkpISlZSUSJJPazqdF5RBp7W1VUuXLlV5ebleeuklRUZ6zolJTU3V+vXr1djY6A5A+/bt09ChQ/9u2z/+cS5zbAAYy5clMHxdPgPwh8zMTGVmnhuIsNvtWrFihU/tBWXQyc/P1+7du7V48WJJUk1NjSQpKipKYWFhysjIUFxcnPLy8vTggw+qoqJC27Zta/O2FgB0F/5aAuNcWy2+FwQEiaAMOh999JEk6Ve/+pXH8XXr1ik+Pl49evTQ4sWLlZ+fr1mzZik2Nlbz5s3rsFfLASDY+WMJDIfjhD7/fJhaW1v9WxwQQEEZdLZv3/53rxkwYIAKCgo6vhgA6EJ8WQLDYuHRFcwT1G9dAQAA+CIoR3Rwab7uLCyde6MtNNS7jMtkRQAdjR3U4U8EnS7EHzsLS1JIiFWtrb6GJSYrAvA/dlCHvxF0uhBfdxaW/jbZ0NsJi0xWBNCR2EEd/kbQCQBvH/+cv8+XnYXPTzb0dsIikxUBdAZ2UIe/EHQ6kb/WueCxEQAAV4ag04l8XeeCx0YAALQPQScAeGwEAEDnIOgAAIzj61IYvKJuDoIOAMAY/poLySvq5iDoAACM4Y89v3hF3SwEHQCAcXzZ8wtmYa8rAABgLIIOAAAwFkEHAAAYi6ADAACMxWRkAIBf+bKGja/r3wA/RNABAPiFv9awOdcWe/rBPwg6AAC/8McaNuzpB38j6AAA/MqXNWzY0w/+xmRkAABgLIIOAAAwFkEHAAAYi6ADAACMRdABAADGIugAAABjEXQAAICxCDoAAMBYBB0AAGAsgg4AADAWW0AAABCEHA6HnE6n1/dbrVb17NnTjxV1TQQdAACCjMPhUFJSss6cqfK6jbi4eNlsR7t92CHoAABwEXa79xuM+jqa4nQ6deZMlUaOtHm1QWpzs11lZUlyOp0EnUAXAABAMHG5HJIsSkpK8roNf42mWCze7wSPcwg6AABcwOVySmpWRsZRWa2x7b6f0ZTgQtABAOAiwsIYTTEBr5cDAABjdekRnbVr1+qDDz5QfX290tPTtWDBAsXGtn+YEQAAmKnLjuhs3rxZa9as0dy5c1VYWKiGhgYtWrQo0GUBAIAg0mWDTnFxsSZPnqzbbrtNKSkpys7O1hdffKHKyspAlxZUampKAl1CQNBvdAfd9ftNv9EeXfLRldPp1JEjRzRr1iz3scTERMXHx6u8vFwpKSkBrC641NSUKDY2M9BldDr6je6gu36/u0q/fVmH52L3etNvX2qQJJfLpdBQ78dEfL3f1/qlLhp07Ha7XC6XYmJiPI5HR0errq4uMEUBACD/rMPzt7ZaAlpDSIhVra3eb0Ph6/3+0CWDTmtrq9fXOxwnZLG0PyE2NZ2UJDmdJ9Ta+n/tvt8fbXhzf3Pzd3I4vgloDf5u40ru/2G/A1FDR7dxsfv/Xr87o4bObqM713Dh97s7/Xe43J/z4Pnv0KwRI3bJYon2qobvv6/SgQOj1dT0jVyuBknt+/vtzxq8bcPX+y9so73/379QyPbt272/O0CcTqfGjx+v559/Xunp6e7jU6dO1dSpU3XnnXd6XH/69Gnde++9nV0mAADwg/Xr16tv375e3dslR3SsVqsGDRqk/fv3u4POyZMnVVVVpWHDhrW5vk+fPlq/fr3Cw8MVEhLS2eUCAAAvtLa2qrGxUX369PG6jS4ZdCRp0qRJKiws1ODBg5WQkKCVK1dq+PDhF52IHBoa6nUSBAAAgdO7d2+f7u+yQWfChAmqra1VQUGBe8HArKysQJcFAACCSJecowMAAHAluuyIzpUyfZuIHTt2aOPGjTp06JAaGhq0detWhYWFuc/bbDbl5+ervLxcMTExmjFjhiZMmBDAiv3jnXfe0Y4dO2Sz2RQREaGMjAzNmjVL0dHR7mtM7PvatWu1ZcsWVVdX66qrrtJ1112n2bNnu18hNbHPF/Pkk09q586dWrZsmXuenol9f+utt7R69WqPYz/96U/13HPPSTKzzxc6dOiQioqKVF5erh49eig9PV1PP/20JDP7fv/99+vUqVNtjj/11FMaNWqUkX0+r76+XitXrlRZWZkaGxs1aNAgPfLII7rhhhsk+fb9NjronN8mYuHChUpMTFRhYaEWLVqkF198MdCl+U1TU5PS0tKUnp6u119/3eNcc3OzFi5cqJSUFPcPi/z8fPXr18/jbbWu6KuvvtKUKVM0ZMgQNTQ06KWXXtIzzzyj/Px8Seb2PTExUb/5zW+UmJiohoYGrV69WgsXLtQ777xjbJ9/aPPmzWpqavI4ZnLfU1NT9R//8R/uz1arVZLZfZakY8eOaf78+Zo8ebIee+wxhYaG6tixY5LM7XtRUZFcLpf78/bt2/Xaa68pIyPD2D6ft2LFCh06dEjPPfecoqKiVFxcrJycHL377rsKDw/3qe9GB50Lt4mQpOzsbE2bNk2VlZXGrJ48duxYSdL+/fvbnNuzZ4+qq6u1atUqRUREKDk5WQcOHFBxcXGX/4uxZMkSj8+PPvqoHn30UdXX16t3797G9v1nP/uZx+eHHnpIv/zlL1VTU6OKigoj+3yhqqoqvfXWWyosLPRYMsLU77ckWSyWi45Cm9xnSXrjjTd066236qGHHnIfGzhwoCRz+37hiLQk7d69W7fccot69eqlnTt3Gtnn8yoqKjRx4kT3m9MPP/ywNmzYIJvNptraWp/63mX3uvp7zm8TceONN7qPXbhNRHdw8OBBpaamKiIiwn0sLS1NFRUVAayqY5w9e1ZWq1Xh4eGSukffm5qatGXLFiUlJSk6Otr4PrtcLi1ZskQzZ85s8xalyX0/cuSI7r77bk2fPl0FBQX67rvvJJnd55aWFn322WeKj4/XvHnzdPfddysrK0tHjhyRZHbfz6uurta+ffs0btw4Seb3+dprr9XOnTt19uxZtbS0aNOmTYqLi1NycrLPfTc26LBNhFRbW9vmNwQT++90OvX2228rMzPTPT/J5L7v3r1b48eP1/jx41VWVqa8vDyFhoYa3WdJev/99xUeHq7x48e3OWdq34cNG6aFCxdq2bJlmjNnjg4cOKAnn3xSra2txvZZOveLi8Ph0HvvvafRo0dryZIl6tu3rxYsWKD6+nqj+35eaWmp+vTpo7S0NEnm/hk/b+7cuYqKitKkSZP0i1/8QmvXrtXixYsVHh7uc9+NfXTly3LR6DpaWlqUm5srSZozZ06Aq+kcI0aM0Ouvv66amhqtX79ezz77rF566aVAl9Whjh07pvXr16uoqCjQpXSqjIwM97//+Mc/1sCBA/XAAw/o0KFDAayq452fp3L77be7V7pfsGCBpkyZol27dgWytE5TWlqqsWPH+rQhZleyYcMGffPNN1q2bJkiIyNVWlqqJ554QqtWrfK5bWODTlRUlPu33AvV1dW1SYamiomJ0fHjxz2OmdR/l8ulvLw8HT9+XAUFBe7HVpLZfQ8PD1f//v3Vv39/paam6s4779SePXuM7nNFRYVqamp03333eRzPzs7WqFGjlJCQYGzfL9S/f3/17t1bJ0+eNPr7ff7n94UbUlosFiUkJKi6utrovkvnXraw2Wzux1aS2T/Tmpqa9Oabb2rZsmXut6yuueYalZWV6ZNPPvG578ZGxQu3iTjvcttEmCg1NVVff/21Ghsb3cf27dunoUOHBrAq/2htbdXSpUtVXl7u/g3gQib3/YdaW1sVFhZmdJ9vueUWvfHGG3r99dfd/0jS/PnzNWvWLKP7fqFTp06pvr5e8fHxRve5R48euuaaa3TixAn3sZaWFlVVValfv35G912SSkpKdO2113oEPZP73NzcrObm5jajVyEhIXK5XD733digI53bJmLDhg3605/+pMrKSi1duvSS20R0VXa7XZWVle4fCJWVlaqsrFRjY6MyMjIUFxenvLw8HT16VJs2bdK2bdt01113Bbhq3+Xn52v37t164oknJEk1NTWqqalRS0uLJBnb91dffVX/8z//o6qqKlVUVOjZZ59VVFSUrrvuOmP7LJ1bAj45OdnjH0mKj49X3759je17UVGRvvzyS1VVVWnfvn166qmndO2112rw4MHG9vm8e+65R1u3btXHH38sm82mwsJCSdJPfvITo/vudDr16aef6he/+IXHcZP73KtXL1133XVauXKlysvLdeLECb3xxhuqqqrSzTff7HPfjV8Z+Q9/+IPHgoFZWVlGLRi4ZcsW5eXltTm+fPlyjRgxQsePH3cvshQbG6vp06frjjvuCECl/jVq1KiLHl+3bp3i4+Mlyci+P/vss/riiy909uxZRUVFafjw4XrooYd09dVXSzKzz5cyatQojwUDTez7okWL9MUXX8hut6tPnz66+eab9ctf/tI9ZG9iny/0/vvv6z//8z/13XffaciQIZo7d6475Jra923btikvL08bNmxos8eTqX2WpNOnT6uoqEj79u1TY2OjBg4cqJkzZ2rkyJGSfOu78UEHAAB0X0Y/ugIAAN0bQQcAABiLoAMAAIxF0AEAAMYi6AAAAGMRdAAAgLEIOgAAwFgEHQAAYCyCDgAAMBZBB0DQ2rJli37+859r9erVgS4FQBdF0AEQtEpLSzV58mSVlpYGuhQAXRRBB0BQOnXqlL7++ms9/PDDkqQvv/zSfc7pdCovL0/jx4/Xvffeq9LSUk2ZMkVbtmxxX/PXv/5VOTk5Gj9+vO655x69+OKLcjgcnd4PAIFF0AEQlEpLS/VP//RP6tmzp372s5+ppKTEfW7NmjX6/PPP9dxzzyk3N1dbtmyR3W53n//++++VnZ2t/v3769VXX9Vzzz2ngwcP6pVXXglEVwAEEEEHQFAqLS3V6NGjJUmjR4/Wp59+qqamJknSH//4R82cOVPp6elKSUnRb3/7WzmdTve927ZtU69evfTrX/9aAwYMUGpqqn79619r8+bNamlpCUh/AASGJdAFAMAPffXVV6qrq9PNN98sSRo0aJDi4uK0c+dOZWRk6OzZsxo8eLD7+qSkJEVERLg/Hz16VEeOHNH48eM92v3+++915swZ9evXr3M6AiDgCDoAgk5paanq6+s1btw497HW1laVlJS4w09ISMgl729sbNTw4cO1YMGCNuf69Onj/4IBBC2CDoCg4nQ6tX37dj3++OMaMmSI+3htba1+97vfyel0KioqSl9//bVSUlIkSd98843+7//+z33toEGDtGvXLvXt21dWq7XT+wAgeBB0AASVnTt3SpLGjBkji+VvP6KSk5M1cOBAffzxx/rnf/5nrV69WgkJCYqKitIrr7ziEWjGjBmjdevWadGiRZo+fbp+9KMf6dixYzpw4IDmzJnT6X0CEDgEHQBBpaSkRCNHjvQIOef99Kc/VUlJiV599VWdPn1aTzzxhHr37q1/+7d/0+HDh91hJyIiQsuXL1dRUZGysrLU0tKixMREZWZmdnZ3AARYyPbt21sDXQQA+KK6ulr33XefXnnlFaWmpga6HABBhBEdAF3OiRMn9OWXX+r666+X3W7Xq6++qgEDBnjM6QEAiaADoAsKCQnRhx9+qBdffFFWq1XXX3+9cnJyLvsmFoDuiUdXAADAWKyMDAAAjEXQAQAAxiLoAAAAYxF0AACAsQg6AADAWAQdAABgLIIOAAAw1v8DGPz6TzgcSrwAAAAASUVORK5CYII=\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "# your code here\n" + "# your code here\n", + "sns.histplot(data=df_num, x='Age')" ] }, { @@ -176,20 +602,55 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 30, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "# your code here- 1st way\n" + "# your code here- 1st \n", + "plt.hist(df_cat['Gender'])\n", + "plt.show()" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 31, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 31, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "# your code here- 2nd way\n" + "# your code here- 2nd way\n", + "sns.histplot(data=df_cat,x='Gender')" ] }, { @@ -201,11 +662,33 @@ }, { "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\n" + "# your code here\n", + "sns.histplot(data=df_num,x='Pclass')" ] }, { @@ -217,11 +700,56 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 65, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 65, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# your code here\n", + "sns.violinplot(x=df_num['Age'])\n" + ] + }, + { + "cell_type": "code", + "execution_count": 69, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "# your code here\n" + "sns.boxplot(x=df_num['Age'])\n", + "plt.show()" ] }, { @@ -233,11 +761,20 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 70, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "There is a normal distribution where the quartile 1 is above of 20 and quartile below of 40, and there are outliers above limit up\n" + ] + } + ], "source": [ - "# your comment here\n" + "# your comment here\n", + "print('There is a normal distribution where the quartile 1 is above of 20 and quartile below of 40, and there are outliers above limit up')" ] }, { @@ -249,11 +786,33 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 72, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 72, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "#your code here\n" + "#your code here\n", + "sns.displot(data=df_num['Age'],kde=True)" ] }, { @@ -265,11 +824,20 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 73, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "there is an approximately normal distribution\n" + ] + } + ], "source": [ - "#your comment here\n" + "#your comment here\n", + "print('there is an approximately normal distribution')" ] }, { @@ -283,20 +851,58 @@ }, { "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-1st way\n" + "#your code-1st w\n", + "plt.scatter(df_num['Fare'],df_num['Age'])\n", + "plt.xlabel('Fare')\n", + "plt.ylabel('Age')\n", + "plt.title('Fare vs Age')\n", + "plt.show()\n" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 41, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 41, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "# your code-2nd way\n" + "# your code-2nd way\n", + "sns.scatterplot(data=df_num,x='Fare',y='Age')" ] }, { @@ -310,11 +916,33 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 46, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 46, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "#your code here\n" + "#your code here\n", + "sns.heatmap(df_num.corr(),cmap='Greens',annot=True)" ] }, { @@ -326,11 +954,20 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 47, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "There is a strong positive correlation between SibSp and Parch, and a hight negative correlation between age and pclass \n" + ] + } + ], "source": [ - "#your comment here\n" + "#your comment here\n", + "print('There is a strong positive correlation between SibSp and Parch, and a hight negative correlation between age and pclass ')\n" ] }, { @@ -344,11 +981,25 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 52, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "#your code here\n" + "#your code here\n", + "sns.boxplot(x=df_num['Age'])\n", + "plt.title('Age distribution')\n", + "plt.show()" ] }, { @@ -362,11 +1013,25 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 64, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "#your code here\n" + "#your code here\n", + "sns.barplot(x=df_cat['Gender'],y=df_num['Age'])\n", + "plt.title('Title')\n", + "plt.show()" ] } ], @@ -386,7 +1051,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.0" + "version": "3.9.5" } }, "nbformat": 4, diff --git a/your-code/lineas y barras.png b/your-code/lineas y barras.png new file mode 100644 index 0000000000000000000000000000000000000000..5e688a5611e6626a2ee880fabb64024e690da660 GIT binary patch literal 1257 zcmeAS@N?(olHy`uVBq!ia0y~yVB7%23LI=ek*gYNnLx_2#5JNMI6tkVJh3R1!8fs_ zASb^hCo@T*EVZaOGe6H*&qU8iM2U0=KTQ3TKs&H|6fVg?3o zVGw3ym^DX&fq^B=)5S5QV$R#Ej=T&C0tXBZ?0