{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "___\n", "\n", " \n", "___\n", "# Pandas Data Visualization Exercise\n", "\n", "This is just a quick exercise for you to review the various plots we showed earlier. Use **df3** to replicate the following plots. " ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": true }, "outputs": [], "source": [ "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "df3 = pd.read_csv('df3')\n", "%matplotlib inline" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "RangeIndex: 500 entries, 0 to 499\n", "Data columns (total 4 columns):\n", "a 500 non-null float64\n", "b 500 non-null float64\n", "c 500 non-null float64\n", "d 500 non-null float64\n", "dtypes: float64(4)\n", "memory usage: 15.7 KB\n" ] } ], "source": [ "df3.info()" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
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" ], "text/plain": [ " a b c d\n", "0 0.336272 0.325011 0.001020 0.401402\n", "1 0.980265 0.831835 0.772288 0.076485\n", "2 0.480387 0.686839 0.000575 0.746758\n", "3 0.502106 0.305142 0.768608 0.654685\n", "4 0.856602 0.171448 0.157971 0.321231" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df3.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "** Recreate this scatter plot of b vs a. Note the color and size of the points. Also note the figure size. See if you can figure out how to stretch it in a similar fashion. Remeber back to your matplotlib lecture...**" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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Uik7fN6QTnN8spL2FAqm5XKKOd3FFRPGyPTfKYRdWzqscVi2x20mDV//20/+t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\nOrZ2deGxev1ieaemcATA1q4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M8X2YI1S7xYftIb3xMm/YbBP+MsxinpZj8umYz4YvAGbG\nqSZooT+dNh8i17YTsqPe7Ketz3v1Fbu2UnM56slmbetgDcto15/uBmgXtKgrbhuRNe96V+hQf06E\n6ecyheW0jDdmJg0rfANoAnACmgNnBsBPAbzF4XvfA/BtFr7ThXmC2Q/NQ72YydDw8DDV6/XUe3EH\nETKdJsIHdUGn12OytS6sRlSPuwC6YsEC2rRhQ+gFPYzwLGPRkOngJMumMgqfgzRhbfPeQoFa9H5p\nbTcZJ1IynnHQ52Jouxdms66+F2ETcCXlL5AmYUu0LNa28mu3bu1Pb8tkqAjNCdPLptuu77fl83Tb\ntm2BlAdGn+zv76eeQsH3Jkj280vbZozRaGThey2Ap01/77XTfgO4E8AfAPgzFr7Th9sCleZJI6iQ\naVcnP8l+ot6QpEWjKVNwCSPoRXlcmzah3hoJaLOD4LA6m6WeXC70uJSZ5dJvBJvVesZb2zpAi0jS\nyOZcaYnUE2YOt62DfiJqN2bM/Wnbtm200cfcavz2Q319lGtuppULFlAvtJOPoHNFt+7oWbGpu9tc\nLXvdS7sSa77SyML3zQC+avr7NgBftnznMgBH9f//OQvfjUWaNDiyymU3EfoJFxjlhsQI/zgA7dh2\nRF+83Opl1fT0BtD0xEEQQS/K/pd2G0y3BfsGRBdhR2RDEvS5mH/nFSWoC/En4HIqc9ANWhoi9YQV\n/KxJxQx7ea8xY76v1ayxG6CF2eys301MTGhp3vW+YZghPSgw3kVSyov2IdnCcpqVWPOZuS58/wWA\na/X//zmAm12uR/fee+/06+jRo5KamAlDWjQ4ZoJOZrVajfr7+2lVc/O0YEsCgoB5so1SIBwaGiIV\nF+Pqmm1g7eplFSCTSFoUJVEtWmndVJpxq7sszbcV0Q1J0Odi/p3bhrdb7/dJ9+W0b9Cs2G0UZI0h\nv2PGyTxvn95/y+XyrOs72n7DO+eEWz1FMhdbr7Uln7e/lk0yJtltx0TD0aNHZ8iYjSx8rwXwHdPf\ns8xOoEWvOwkts2YdwD8D2OJwPXmtzEglTg2Om1e+8X7Xpk2+F2ZjIe3Vnde2mARbv2nuo9iQ1Go1\nVxvY/ZgZc33P7t2k5nL0pOm7TvWo6QteV0dHKswrRInquDZNmii/USiiikLkR0AI+lzMv3MzR1gI\n0LIFCxwd/uJ4RmkQmPxo3Z02ChMTE1Lq4XfMBBHWuzOZGXOWkVlzNbQNmdt49+qTq5qbhedqt1wQ\nLQCdPn1aqM3MpFGJNd9pZOF7gcnhMqs7XL7V5ft/zmYnjBtOC8jBgwdnvL86m3XMtOZ3IbgEoM6W\nFufEOw4LlOwNycjIiLM2U6/z8PDwjHYwJ6twEmgq0BJjbISmSezJ5WipJe2zE0nbRLst+BsBGh4e\nDnTdtNhgBolCYRftRMZi7ke4kqH5Nvqm2Ryhx9Sf9wPOm9EYhN+kN2h+tO5egq4hgIfpK0HGjJ8+\n6mSmckAXvAse4901XGexSDt27BCeq0dGRmhdPj+jbxqnkOsCaL4N0mCGxFykYYVvrezoAPACgOMA\n9urvfQzAR22+yw6XjCNOC8iTwCzB2C3TmsgRqPnVncnQjh07pCxQYfBa3IqZDC1x0nbiok2jOULE\nfmgZ5pziHccVaisotVrNUcO7CKAlqtoQGSXtCBqFwlxfuwgVQTdLfoQrGTbfxm/q0CJiFKE5WdZN\nz8G82Yx7TCa5QQtr4mHXn8MKfq5ZbHM5x1M10fuOjIxQb6Hg7qDpMt5lnlQYz95sKjOq/92I5nuM\nPQ0tfMt8sfA9v3Ga3Edgn4TBSF3ck8v50qo4LaRG+LOujg7q6uykcrkcq2bCS8vb0dHhvMBipk3j\n5kKBduzYQRs3bKANDvXeCMyyuzRIw5G7gdkO3qyBcrKDF+HUqVOk5nJ0KzDD9l9WbGEvs6mRkRHb\nxCRhNgBhN0t+NyRBNe/W322EtpGqOPQzN+EtypOZJDdofu8dx0bBbU5QAbonQJ+zu75IaEInZJ0G\nybb5ZtIJC99GZVj4ntc4LSBuzpD7Aerq7BTSqrgtZlZzjsS0vE4Cr6rSnt273RdYG8HFyza+u7Mz\nUHvJXHy8BKi7h4boHszWQAUVLIwFeks+P226cwm04+Swz1zUbOqmYpGKeuxqGQKTrFjqfq8RVJvq\nFEEjqBAfxZhNcgPqV5iOa7z63TgFuX7YcSHDtCMKm28mfbDwbVSGhe95jV/Nt5+FJQnntSAaOTfN\njdsC2wlQr40A0rlpk2Ms5W5oGxc73BZ/Y8PjN7FRqVSirk2bqHPTJiqVSlSr1YQEKJmChVs/aMvn\nQy2qXlkqn7K8P6ALL171EulLstooKacwvwJT1IKx0ea3bdtGbfk89RYKsbZH1M6NYTCeVVdHB63O\nZmeF8Asr8JdKpUgi+fghKptvJl2w8G1UhoXveY0fm+8gC4uTYDE0NJT48b9ZwCqVSlQul2fZ8dpF\nN8m6dIUAACAASURBVDELjncNDs4SXEqlkqPNtwpnsxOnxd9s6iNat0qlQosKhWmHz279Gm0tLdTW\n0uL5XGUKFlFqCL02R6OW92pwtsc36uXVl4x+c/2110rTojeCU1iUz9Ha5psLBVJzObp9+/bY2iNI\nn49r4xRFn7NeP2mTN7b5nh+w8G1UhoXveY/TAmI+tg+zsNgJFjLtJcMumlYBy/rZlnyeWqBpX0Ta\n4dSpU6Rms7QIMzU4i3Th14/zkl8n1+nruDhMFjE7+YWdACVLsIjSNtbz2jbv74IW0cOuXn4iWPQi\n/OlQIxHVc0yD4GcQpM8HOUHwc0JnLlOUfS7psHxpcMhmooeFbxa+GRNOC0hUGjmZE63M4+LFqkqL\ni0XbbJdOmm4zExMTpOZydMWCBZQH6K3QMiO+vbmZlgiEGrQugH7DOxrt4RY+8XcwWyNMsDdtkfH8\n06T5Nu5ZLpdt6+UaOk3Xxhr9RjSF91whqueYNqErylMIvyd01rkq6j6X5AlMmjZhTHSw8G1UhoVv\nJiBhoh5EEaJKVCPnttivbG72le3SjDVNcy9AbQD9LkBqLids22xeALs6OnxrG73a4wbM1ggHMW0R\nJcpF1a/Nt9c9RZKGWNttqS7oz/UkHlE9x7TEf4+aIO1nN1fN5T7nV/uedE4Exj9hhO9mMEwKqdfr\nGBsbw8njx7F85Ur09fWhtbU1kus+99xz2NrVhfYLF3DN1BTGi0XsGxzEofFxtLe3e16ztbUVh8bH\np69x9dQUni0U8MyFC+jZvBnf+MY3hMu/fOVKjBeLwNTUrM+eLRSwsFrFvuHh6bKfPH4c19h8tw6g\n+uqreALABtP7RwBsBfCxqSmcPHHCsY36brwRT9n8djuA5RcuYOeHP4ybbr7Zs16qqmLnzp0AgNHR\nUYxXKrZ1O1YsonvFilnvL1+5Ek/lcsC5c7N/A+BfAbxkqfeNAA4B2GD8ZmpKq3dXF05Wq1BV1bG8\nXtg962PFIiabmnBofDyya3/h/vuxa+9e13ta+/Zll1+O7zv0pR9lMnjr+fPTf9cBPA+gH8D3AHz7\nXe/CRz72MTza1xeqTmklqufoNH7rAA5ls7j0pz/F6OiotPksKcbGxtB+4cKM+QHQ5ov2CxcwNjY2\nPe4N7Oaqdmjpq28H8J21a/HhXbvmTJ9rb2/HyWpVG5MnTqB7xQrHuk1OToZag5gGJKjUnsYXWPM9\nJ5iYmKC2fJ669ZBRvYWCFG2I7TGpqno67YlqJAwt7+3bt5Oay9FmPQ29m8bDeu0XXniB2vJ5R+2n\n9ZpOzp4jAG1y0MAZ2S7dsgia0zSbXxuhmXoE0SgH0ZZ52Xy35fOk5nK0qrmZbgTobZmMb9MWUdyc\nWqOIBuHHbMrct+/Rn2+hudkxw2NbPk+bC4UZ2kfjhKRT/3wuaB+9kG2aYNfHrRli06zdFZ3rgmj4\n02aSkxbYRKVxQQjNd+ICs8wXC9+Nj2HuIDIR+Tmm80rw4OS05zd+t5+J1LoZWKc7Q747m9VS1usL\n2Wb9/Qftrqmqtlkrb4VzbHMj26V1UheOQhBigQjiCGWOdnIfLkY7UbNZWlQoUK/eft2ZDKkLFtAu\nn0KB33KnTYAy9zmrIP0uaJu27kxGS7+ey9FSVZ12tnwS88vWOw7MfcUtQ2za2tdPHw8iSLOQaQ9v\nShoXFr5Z+J4T1Go1UnM52uIgPPWaJiK/wpBreng4O+05aQ792DXaTaRezkdGiKoPAdTS3EydLS2O\n1xwYGJih/e3RnemcMqxtBGh4eHhGuYWjENi0ld8FIoi2sV6vU7lcpu7OTurq7KQHHnjAUSPutpkK\nspClXWgw+pyTA9tTAOUAagfobc3NtKRYnI6Eo+ZyqYlyMpdsXqdjWXd2Jh5zWgS/fTzomEg6Ckka\nmS9+AnMRFr6NyrDwnVpEE32sam4WSuPud+L3G8atBtDlCxZQx4IFvhZO0YnUKqSPwDklcncmQ70u\n1yxmMjO0v235PD3xxBPObaSqs04QhKMQ2Ai2SSwQbpucjdAS0MgSlNOumTL6nFsfMm+a/hqgRYUC\n1et12jMwkIqFP80nC2Ewzwc1/RkZkYf2p0iwCtLHgwrSjRAHPk7SPr8wzoQRvtnhkokcUWeSk8eP\n462vvopnHa5TAbCaKJCzj5sjYwXAb5vLC81pr+211+Dk6nK1g8Oi233MToVW56OTAK5xuNfa8+fx\nteZm4NVXbcv+0fPn8aDhPHf+PI6cP4/t/f342uOPY/stt3g6lFnbsxWaw+JWAO8EcD2A/7ZgASZf\new1PA7C6Czk5S9ohy5HWydEUANYBuD+TwT9ls1Ic6dzu5dQP4sToc2+ZmnLsQ1dD62OANk7eefYs\nHnnkEbzlqquE+isQrRP01q4uPFavXxzTEp1kk8R4NpNTU9gKzcHwGgDj0ByY79CURokTpI/7cSg0\nsPahD37wgw37bEXxGjd9fX3YNziII5jt4D7Z1IRH+/riLjITB0Gl9jS+tOowSeCk2fajpR4ZGaGe\nQsFR67oIoCWqGkhb51aORYUCLVHVWTaabprEnlzONrujaH39aL6tMZnN1/QysRDRMjlp6+vQQgy+\ne+1aKpfLtrblfjTKMrWbXtoip9jXIlj7cqlUSrVmyuhzA4Kab2OcdHd2CvdXO4fOYiZDQ0NDoc1D\n5rLmr1ar0WJVdU4uZTmFSgoZz8DrdDPu0400mDGJ1pnNcRoThNB8Jy4wy3yx8J0MbhOMn0ndEAQ+\nqAuV5oyK5vjU/f39gRYKtwnOzkbTzfxCBRwTzYhMpH4TTpizERrXXJjNSnEuFH1GYRaIU6dOOUZx\n8WMOYiyoe3bvpkI2S0/aXM8wqQiCXV9erKq0qFCQYvNtJxDIEBIqlQotVlVn5z7M3KR1Q0tCZK2z\n3XN1c+jcqAuQYYSEuW7zOjQ0FFkEHlmE9WtwWwNqtRqVSiXf/jNhSIMZk982ZXOcxoOFbxa+E8Nr\ngtmze7evhbVSqVAxk6F7oGnq9un/1k2/2TMwEHih8JrgrIKAWdgwIm0YGwG3+4lMpFahx4h2ssUh\n9bv1mn40sm4Cnp9FIsgCIcuxz7qgboQWyWMdxNPeu+HWDm0tLbRUPx0JqpmyEwjaWlpoUaEgRUio\n1+s0PDxMC7NZ6snl6D6ANuhtUrHURwVmnNy4PVcvh86wAlTaNN+yNaaNsrkIurkWOVVcnc1Sd0wb\nkLQ4SKetXzPyaWjhG0AHtPwOvwIwbPP5NgDP6a9JAL/jci1pjcqI4TXBBNFSl0olzwgBUR3T2dXH\niDyyCqAdmKlBDDuJWoWe06dPCwu3QUwGjLjpbfk83bZt27RwEVV7GmX0Cn3oJYC4CsYA3YWLm7Sg\nzyQqUxZD81fMZGgA2ikH6f8uAuhJzHTEe9JDSPASDo0+ddfgILVkMvQ6zDxF8rtBEXLoDDEO0iIs\nEUWjMW0kISzI5lrE+fnukOPfDyLtHYdJSqNsupjgNKzwDaAJwAkAbwKQAfBTAG+xfGctgEv0/3cA\n+JHL9eS1KiOE1wRz1+Cg74VVdDGO4pjO9d5IR6QPM35MBqz1uQRa0h6r6Y3M9jQWwrCCm+uCitn2\nzEGeSRSLpfF8plPd4+LJyQg0rb3ZjMP4fF0+7xlhQkQ4rFQq05rHG6DZajuZSzlhtH2UAlQabF6j\n2gSEvW4abJfdEIkkFcR/Jqry3L59eywmKTI3XWnvA/OVRha+1wJ42vT3Xjvtt+nzNgAvunwup0UZ\nYUQmmKCJVZJajK337snlSMXMo/s0aa5ETAbchNYoNYzGQhjWZMFPqMioNN9+r+m1kfsktA2Q08bo\nrsFB4estVlUqlUrT2TeN/4+MjFC1Wg21qRJy6JQwDpK2eY1SQx10PkuD7bIXIjkUgvrPyC5Pj37q\nF8cpi6zNnFNm5qGhIRbGE6aRhe+bAXzV9PdtAL7s8v27zN+3+VxOizLCRKmlTnIxNt9bRqSPpBAV\nWqPaRJgXQqv9vJ805qKab68TFTftkWzNp1eZr4NzMqNOgHbs2CF0vYouwBja9Y3637skCmueDp0p\nHwciRG0m4Hc+89Mfk9SMupWziIunhdbx3wMx/xm/9XPNZpzLUW+MJkBhlUhemZnvkTjGGf/MC+Eb\nwHsB/ALA61yuR/fee+/06+jRo3JamHElDUfGURNlHa0Ly6lTp6QtpKJCq51wIWNBty4e5sydai5H\np0+fDnQd6yK03+OZJBHyy0uYWwN3Mw6r5tvueiIJkWQJx3YOnXNprKfNNjtIFKKktON246Ytl6MW\nS9+sQ7MBLwJUhpj/TJD6OY3j27dti90OO4wSSYbSgZHH0aNHZ8iYjSx8rwXwHdPftmYnAN4G4DiA\nKz2uJ6mJGb8kfWQcB1HU0bqwbNEjnqzL56UspKI27NaFT+aCLkugtb2OqtLw8LDrMwkb8qtarQba\nhHgdx1++YIFjCLotNjbfdtcTzWopU3icq2M9TY6fRGKa+KTLbN6gl0olKpfL0/1iz+7dtAuzo0Vd\nAnsTPicFgMzIVmnbYHkRh7kdE5xGFr4XmBwus7rD5Vst37lCF7zXClxPWqMyTNSICsZhF1JDaO0t\nFOg+gLbg4nGv3fWjWNDtFsIgmnXZ0Ri8FqwwmxC3dlyYzdIXvvAFWurDnMnueoPQEiEZkVJqps/M\ni3PSjsGNQppO8UT6bZLCpNfYMMpmnHbtA6gfoM02Za1Bcwbu6uiYMRfE6oeRQs1xHI7mTHAaVvjW\nyo4OAC/oAvZe/b2PAfio/v8RAP8vgGMA/h7A37pcS2KzMky0+JlYZYU0vH37dlJzOdqsC+J2woXf\nxEhBtMJBhdog9wtqyytjofYS5vwKe+bv7wKoAFAHMCuSSpSa77lOWjT7Iv0vqXB2ImWz+44RXtP8\nXkV/b6PRj01jIMoIRGnYYHnhJ/oWj/H4aWjhW+aLhe/0M19DJtnV28+RosyF1G+iIacFL4gAHSbb\nXVCBPaj2TJbWzau9/Qp79XqdyuWycxsC9BTk23zLZL7OA37xEhST0nyHyYprTiy1H3B14vWTSMwP\ncW2wZGWvNbfhRtgnzkrbGJ8PsPDNwndi+Jlc0uAYJAO/E6pTvYeGhmLTfPspu2iSCr9aYaMdgmS7\nC6OFDvpbmVo32cKm2zPqACiHmdFOJiYmEhV2zfUfGhqazhbayPNAXJiTJvX399Oe3bunn6G5b9dw\nMVnTALTwk1EJY37Ghp2ga7zX1dnpmlCtXC43lJmIGZnrnbkNh4eHaUnIbLuMHFj4ZuE7EfxMLmmw\ntZOthRCZUF1jM+sRAaK2+Ta0zdddey1lFyygt2UyriGqRJ6VX42b+ZpBkrWE1fAFOWqWpVWMYtPp\nJfxs2rBhWtiZmJhIdNNrrv89cNd0BnVuneu49aFKpUJtLS2kQnNoNMJNLioUInvGssaGiBDfSGYi\nBrLXO+vaFTZ2PyMHFr5Z+I4dv5NL0l7mMgSgIBOqV+rllc3NdAm0uM73AdSTzU5HOxFdaNw2FZVK\nhRYVCtP2lN268NMG9/i6XgueOXmOOTV6zUGANrdDkGyXMrTQUcZZjvIadoiOp7AnBrJDTbo9+y35\nPKm5HGvELXg9w2q16stxV2aZnrSM/yd93lO0H6fFDl8UmevdXDkxnouw8G1UhoXv2PA7uSTlGEQk\nTwAKMqGK2HVbY1+fOHFCeKFxm5hrtZrjorwIoCX6vZ3K7pU5c10+L5wa3dwOQbJdJrV5C6t1i6rc\non066P1lLfjW+3udenwoRgHSjTTZpHs9w/7+/kTGxsGDB6kFmuLggP5vC0AHDx4UvkYaTkSjwGne\nrwF0I0DXr1kj1K/mavvMFcII381gmACcPH4c10xN2X529dQUTp44MeO95StXYrxYBGx+c6xYRPeK\nFZGUEwDGxsbQfuECNlje3wCg/cIFjI2NYefOnZ7X8VtnwKPeALoBqAB26q+tzc145plnhMpTr9ex\ntasLj9XrF+s2NYUjALZ2deE/fvazWHP+vG29bwDwTwDGXMquqqpjObq6uvCHH/kIntKvZ3AEwI0v\nv4y/6O6e8X1zO7QCOARgK4B2AFcD+HEuhx9nszg0Pg5VVWfdr6+vD/sGB3HE5n6TTU14tK/Ptpxm\n6vU6xsbGcPL4cSxfuRJ9fX1obW11/U17eztOVqva706cQPeKFXi0r8+2jHYE6TMitLa24tD4OLZ2\ndaH9wgVcPTWFY8UiJpuaZrRhkPt79auT1Wrg+i8HMO7w3R9Cy7pmxu8YlcHk5OR0u14zNYXxYhH7\nBgdxaHwc7e3tsZTBjNczfPqFF9AVQR9zo16v41N799qO/+1796K/v1+oj4j240bDbt6fhDbnvRNA\n149/jPGf/9yzX8lau5j00ZR0AZjGZPnKlXi2WLT97FixiOUWYbqvrw+TTU04YvmuITz1CQhPQZEl\nAPmtM+BRbwDWWvspj9fE/PThw1h77pztb68GsBDASZeyuzE+Po4N+bztvTfk8zh8+PCM963t0K7f\n+98BuD+TQccDD+Bkteq4CBmL9PbWVmwtFnEAwNZiEdv1970W6cnJSVy5bBnGd+9G8fOfx/ju3bhy\n2TJMTk561tXYhHzmc5/Dzp07fQkEQfqMKMbGoPuhh/DS3r3ofuihWW24fOVK/G0+b/v7n+TztvcX\nWfBFsda/D1q/txsPP8Ts8QBEJ0DaYd54HJqawh8BODQ1hcf098+cORPq2qOjo9g3PIzR0VHU63Wh\n33n1oRWrVkXWx5yQ2UdE+nGjYZ3v6tAE78egbT5F+1VUm3cmBQRVmafxBTY7iY0w0S5EjvBlHvv6\nsY91u2fQI0BrvXtyOVJhn+VN5JjYKOf1115LvZiZWMV8hO8aSQCg1dCiIgQ5vgxiRiTDcSqI7Wcc\nR7dOfcfp3k9CMzHaMzAwq6/J7PunTp2aleLbqHsLQKdPn571G9lRXqz1N8d1ng4/l8/Tunw+dtMJ\nK1GZCUWVrGna5jtm04QkzQhlEbVpkfmZ36ib5fjtV0n7SjHuIITZSeICs8wXC9/xEkSYEhGeZDuY\niAhfovcMKkCa610ul2lJQAcpazk7MTOxinliLpfLrjbfRYCWqGqgdg26KIgKz0lsvoLi1XesfWZd\nPk8t0BwM7SJXyOz7Vtv8++Bumx+kvbyeld2YWaKqNDw8PN0PnARIt01KFEQhVKYxWZNdGf2Mt0YX\nCu3G2WJVpaGhIanCuDHfXb9mTWKJvpjoYOGbhe/EkO2FHtVk47Y4+b2njDoHWSyDpKM3Rzu5Dxej\nnRSam2l4eDhwyKvBO++ktnw+kkVBtgAapZZOtO8YfWbPwIB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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "** Create a histogram of the 'a' column.**" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "** These plots are okay, but they don't look very polished. Use style sheets to set the style to 'ggplot' and redo the histogram from above. Also figure out how to add more bins to it.***" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": true }, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "** Create a boxplot comparing the a and b columns.**" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "** Create a kde plot of the 'd' column **" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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EIoLW1lZUVFQgPDwckydP7rNcf99ga2ur/8KHINm9A4iLR1uPAP82djabjePp\nQxxP3zl6LPWRSUDFJ+ji2HrNZrOhqKjIq/caVh45OTloaGhAU1MT4uLiUFpaioULF/ZZZuXKlb2P\nH3/8cZx22mnHFAf5huyohhrNg+UUvFTqaOiv/9XsGJZlWHlomoZ58+ZhyZIlEBHMnj0baWlpWLdu\nHZRSKCwsNCoKAcBOToZIQS4pFWjZC+k6DDUkwuw0lmPoMY+JEydixYoVff7s3HPP7XfZ6667zohI\nliW1NdCmzzI7BpHXVPgQ190vG+qA9Cyz41gOrzC3IOnqAvZ8DaRnmx2F6ISo1NGQOp5xZQaWhxXt\nrgUSUlznyhMFs1SermsWlocFuSZD5MFyCn4qZTSk7muzY1gSy8OKdlQB2XlmpyA6camjAe62MgXL\nw4JcV5azPCgEjEoEWg9AOtrNTmI5LA+LkfZvAGeTa2oHoiCntDAgOR3grivDsTysZmcNkJ4FFR5Q\nM9MQec11xlWt2TEsh+VhMdxlRSEnIxv4ervZKSyH5WExsqMKyOKV5RQ6VHoWhOVhOJaH1eyohsri\nlgeFkPRsoG4nbwxlMJaHhci+FqD7sGtKB6IQoYYOA2LieFtag7E8rKS2GsjMg1LK7CREvpWRzV1X\nBmN5WIjsqILi8Q4KQSo9G9jF8jASy8NCpJbHOyg0qYwxkF07zI5hKSwPixBdB2p5Dw8KUUdO1x3o\n1tXkeywPq6j/GrBFQ9lizE5C5HMqJg4IDweczYMvTD7B8rAIqdkCNeYks2MQ+U96FrBrm9kpLIPl\nYRXbvgJyWB4UulQ6z7gyEsvDImTbFiiWB4UwNToHspNbHkZheViAHNgHfNMGJKWZHYXIf7LygB1V\nPGhuEJaHFWzbAozJh9L4102hS9lHAmFhQHOj2VEsgT9NLMB1sDzf7BhE/peVB9m+1ewUlsDysACp\n4fEOsgaVNdZ1m2XyO5ZHiJPDna57PPMeHmQBKjvPddsB8juWR6irrQZSMqAiI81OQuR/o3OA3bWQ\nri6zk4Q8lkeIk62boPIKzI5BZAgVNRRISAZ2c54rf2N5hDjZuhFq7MlmxyAyjMrKg2znrit/Y3mE\nMOk67NptlcstD7KQ7LHA9q/MThHywo38YpWVlVi9ejVEBLNmzcKcOXP6vP7hhx/ilVdeAQBERUXh\n6quvRkZGhpERQ8v2ra7jHUOHmZ2EyDAqtwD6Ky9ARHjjMz8ybMtD13UUFxdj8eLFWL58OUpLS1FX\n1/e2kQnjEC1yAAALzUlEQVQJCbjvvvuwdOlSzJ07F0888YRR8UKSfMVdVmRBCcmACNDUYHaSkGZY\nedTU1CA5ORmjRo1CeHg4Zs6cibKysj7L5OXlYdgw1/+Sc3Nz4XQ6jYoXkmTrlywPshylFFReAaRq\nk9lRQpph5eF0OhEfH9/73G63H7cc3nnnHUycONGIaCFJOjuBr7dzJl2yprzxAMvDrwLygPmmTZuw\nfv16XHbZZWZHCV7bNgNpma5TF4ksRo0dD6lymB0jpBl2wNxut6O5+bu7fDmdTtjt9mOW27lzJ558\n8knceeedGDFiRL+f5XA44HB8t2IUFRXBZrP5PnQQO7R1I9Sp0xHlxbhERERwPH2I4+k77o6ljDgJ\nB7sOY3jHN9BGJRmQLHiVlJT0Pi4oKEBBgXtnZxpWHjk5OWhoaEBTUxPi4uJQWlqKhQsX9lmmubkZ\ny5cvx4IFC5CUNPBfeH/fYGtrq19yB6ue8k+gXXkTurwYF5vNxvH0IY6n73gylpIzDq0Vn0E7fZaf\nUwUvm82GoqIir95rWHlomoZ58+ZhyZIlEBHMnj0baWlpWLduHZRSKCwsxIsvvoi2tjYUFxdDRBAW\nFoYHHnjAqIghQ5obgW9agdFjzI5CZBo1djyw9UuA5eEXSkLkzin19fVmRwgY+vp/ANu+gjbvZq/e\nz/8p+xbH03c82vJoqIO+fDG0h57l9R4DSElJ8fq9AXnAnE6MbCoHxp9mdgwicyWmAOFDXLNKk8+x\nPEKMdHUBWzdCjZtkdhQiUymloMafBnGUmx0lJLE8Qk31JiA5HcoWbXYSItOp8ae6tsTJ51geIUbK\nP4aadLrZMYgCw9iTgR3VkI5DZicJOSyPECJ6D6TiE6jTWB5EwJH7e2TnAVu+MDtKyGF5hJKar4Do\nWKgE78+gIAo1atJ0SPnHZscIOSyPECIVH0OdOsPsGEQBRU2cDvmyDNLNW9P6EssjRIiuQ8o/gjqV\nu6yIjqbi4oHkNOCrjWZHCSksj1BR7QCGjYBKHW12EqKAoyadDin/yOwYIYXlESLko3ehTp9tdgyi\ngKROPR1S+Smku9vsKCGD5RECpLMDUvkJ1LSzzI5CFJDUqCQgMRXY9C+zo4QMlkcIkIpPgOx8qJg4\ns6MQBSw1Yzb00nfMjhEyWB4hQD5YC23mOWbHIApoavL3gK0bIa0HzI4SElgeQU527QCaGoGJ082O\nQhTQ1NBhUBOmQD5db3aUkMDyCHLy7utQZ/0AKtywW7MQBS11xvch7/0ToutmRwl6LI8gJm0HXdd2\nnPl9s6MQBYfcccDQYcDGz81OEvRYHkFM3nkNatLpUNGxZkchCgpKKajCH0Nf94rZUYIeyyNIyTdt\nkPX/gDrfu/sPE1mVmjwTaKyH7KwxO0pQY3kEKXnnVagJU13nrxOR21T4EKgf/Qf0l/9kdpSgxvII\nQnJgH+S9f0D9iFsdRN5QZ5wHNNRBtm4yO0rQYnkEIXnpOaiZhVAJyWZHIQpKKnwI1I8vhf6353jm\nlZdYHkFGarZAtnwBdQG3OohOhJp2JgBANrxlcpLgxPIIItLZAX31o9AumgcVNczsOERBTWlh0P5z\nAeTlP0H2t5gdJ+iwPIKI/PVpqOw81zQLRHTCVOpoqLN/BP3ZFRC9x+w4QYXlEST00rchX30Jdem1\nZkchCinqgouAnh7IKy+YHSWosDyCgDgqIH/7I7Qb7+HuKiIfU2Fh0K65DfLJe9A/4qy77mJ5BDjZ\nVA69+PfQrr0dKinN7DhEIUlFx0Jb9D+Qvz0P/bMPzI4TFFgeAUpEoJe+Df2Zh6FddwdUXoHZkYhC\nmkpOg7bo15D/ewb6P1+CiJgdKaAZOhVrZWUlVq9eDRHBrFmzMGfOnGOWeeaZZ1BZWYnIyEhcf/31\nyMzMNDJiQJC2g5C/PAX5eju0W34DlZphdiQiS1BpmdDuXA79sd9Atm2Bdtl8qLh4s2MFJMO2PHRd\nR3FxMRYvXozly5ejtLQUdXV1fZapqKhAY2MjHn30UVxzzTV46qmnjIoXEKSjHfq6V6Dfcz0wbAS0\nxb9ncRAZTMXFQ7v9QaiMbOj/sxD6a3+BtH9jdqyAY9iWR01NDZKTkzFq1CgAwMyZM1FWVobU1NTe\nZcrKynDWWa77cOfm5qK9vR379+9HbGzozhor3d1AtQNS/jGkbAOQfzK0W5ZApY42OxqRZakhrivQ\nZdrZkDdKoN9xFdSEaVDTzgJyx0FFRJod0XSGlYfT6UR8/Hebf3a7HTU1NYMu43Q6g748RNeBzg7g\ngBNwNkFamoA9u1yzen69HUhKg5o4Ddrdj0DFjzI7LhEdoRJToK5c5JpP7tP3ob+2BthdC4weA5We\n7fq3m5gCRMcBMbHAcBuUUmbHNkTI3H5O/9sfIbtrAREARw50iRx5KEf+HEf9+VHL4Khlvl3+6NfE\ni/cfPgx0HgI6DgGHO4GISCDGDthHQtlHAQnJ0M4vAkbnQg0f4cuhICIfUzFxUOfNAc6bA+loB7Zt\nhdTtBHbWQC/bABzc7/rVeQiIiHL9e4+IcP0+JAJQCtA0QGlHfu/nuVHfS3oWtJ/+/IQ/x7DysNvt\naG5u7n3udDpht9uPWaal5btpAlpaWo5ZBgAcDgccDkfv86KiIqQt+JUfUluXzWYzO0JI4Xj6TkCM\nZXaO2Ql8pqSkpPdxQUEBCgrcO7PTsAPmOTk5aGhoQFNTE7q7u1FaWorJkyf3WWby5Ml4//33AQBV\nVVUYPnx4v7usCgoKUFRU1Pvr6G+eThzH07c4nr7DsfStkpKSPj9L3S0OwMAtD03TMG/ePCxZsgQi\ngtmzZyMtLQ3r1q2DUgqFhYU49dRTUVFRgRtuuAFRUVGYP3++UfGIiMgDhh7zmDhxIlasWNHnz849\n99w+z+fNm2dkJCIi8kJIXGHuyaYWDY7j6VscT9/hWPrWiYynEl6DT0REHgqJLQ8iIjIWy4OIiDwW\nlBcJtrW14ZFHHkFTUxMSEhJw0003YdiwY+9zcf3112PYsGFQSiEsLAwPPPCACWkDFyeq9J3BxnLz\n5s146KGHkJiYCACYOnUq5s6da0bUgLdq1SqUl5cjJiYGy5Yt63cZrpfuG2w8vV43JQg9//zz8vLL\nL4uIyN///nf505/+1O9y119/vbS2thoZLWj09PTIggULZO/evdLV1SW33nqr7N69u88y5eXl8tvf\n/lZERKqqquTOO+80I2rAc2csHQ6H/O53vzMpYXDZsmWL7NixQ2655ZZ+X+d66ZnBxtPbdTMod1t9\n/vnnvRMonn322SgrK+t3ORHhnPwDOHqiyvDw8N6JKo820ESV1Jc7YwmA66Kb8vPzMXz48AFf53rp\nmcHGE/Bu3QzK3VYHDhzovfI8NjYWBw4c6Hc5pRSWLFkCTdNwzjnnoLCw0MiYAc3KE1X6mjtjCQDV\n1dW47bbbYLfb8fOf/xxpabwzpDe4XvqeN+tmwJbH/fff36cURARKKVx88cXHLDvQLJb3338/4uLi\ncPDgQdx///1IS0tDfn6+3zITDSQ7OxuPP/44IiMjUVFRgaVLlx5zwSyRGbxdNwO2PO6+++4BX4uN\nje29z8f+/fsRExPT73JxcXEAgOjoaEydOhU1NTUsjyN8OVGl1bkzllFRUb2PJ02ahKeffhptbW0Y\nMYIzKnuK66VvebtuBuUxj9NOOw3r168HAKxfv/6YCRYBoLOzEx0dHQCAjo4OfPnll0hPTzcyZkDz\n5USVVufOWB69T/7bXVosjoEd73gl10vPHW88vV03g/IK87a2Njz88MNobm7GqFGjcNNNN2H48OHY\nt28fnnjiCfzqV7/C3r17sXTpUiil0NPTgzPOOKPfU1GtrLKyEs8++2zvRJVz5szpM1ElABQXF6Oy\nsrJ3osrs7GyTUwemwcZy7dq1WLduHcLCwhAREYErrrgCubm5ZscOSCtWrMDmzZvR2tqKmJgYFBUV\nobu7m+ullwYbT2/XzaAsDyIiMldQ7rYiIiJzsTyIiMhjLA8iIvIYy4OIiDzG8iAiIo+xPIiIyGMs\nDyIi8hjLg4iIPPb/AevL8rahXsraAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "** Figure out how to increase the linewidth and make the linestyle dashed. (Note: You would usually not dash a kde plot line)**" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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ZFJkQkU8ld8f4+X9gLr4f9u87eWDUBNSkaR71temU6fEEsdvKNE2K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\nQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "** Create an area plot of all the columns for just the rows up to 30. (hint: use .ix).**" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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489zQNhk9jyrqOA/Xem5F9ywkGTehKg3Oef/BNC/jrrModGCMQr0ed2AvLQcI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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Bonus Challenge!\n", "Note, you may find this really hard, reference the solutions if you can't figure it out!\n", "** Notice how the legend in our previous figure overlapped some of actual diagram. Can you figure out how to display the legend outside of the plot as shown below?**\n", "\n", "** Try searching Google for a good stackoverflow link on this topic. If you can't find it on your own - [use this one for a hint.](http://stackoverflow.com/questions/23556153/how-to-put-legend-outside-the-plot-with-pandas)**" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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xQykBwAovgAORs0WWoqEQItX6R/gct65nz12blXERMttBxZMZ7jhrD5WUcqxj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\neOKJG/78z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