diff --git a/visualization/DataVisualization1.ipynb b/visualization/DataVisualization1.ipynb index bb9cfd86853b3ea6da1dc827d08a5fe4fb7faa3e..2128ffb585be6ec74c7518ca025ea5019c123200 100644 --- a/visualization/DataVisualization1.ipynb +++ b/visualization/DataVisualization1.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 1, + "execution_count": 2, "metadata": { "slideshow": { "slide_type": "skip" @@ -41,7 +41,7 @@ "<IPython.core.display.HTML object>" ] }, - "execution_count": 1, + "execution_count": 2, "metadata": {}, "output_type": "execute_result" } @@ -214,7 +214,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 3, "metadata": { "slideshow": { "slide_type": "skip" @@ -247,7 +247,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 4, "metadata": { "collapsed": true, "slideshow": { @@ -259,7 +259,7 @@ "import pandas as pd\n", "\n", "populations = pd.DataFrame.from_csv(\n", - " \"https://git.lumc.nl/courses/programming-course/raw/master/visualization/data/populations.csv\"\n", + " 'https://git.lumc.nl/courses/programming-course/raw/master/visualization/data/populations.csv'\n", ")" ] }, @@ -276,7 +276,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 30, "metadata": { "slideshow": { "slide_type": "fragment" @@ -365,7 +365,7 @@ "4 1954 8.81940 4.40570 10.61535 7.21360" ] }, - "execution_count": 4, + "execution_count": 30, "metadata": {}, "output_type": "execute_result" } @@ -388,7 +388,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 31, "metadata": { "slideshow": { "slide_type": "fragment" @@ -399,7 +399,7 @@ "data": { "image/png": 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OGr4FmOJ7PAX4sZ9ziYjIBarsLm9T59x+3+MDQNOyVjSzsWaWYmYp2dnZldyc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\nhIj/BWZFM9lGDtYjAAAAAElFTkSuQmCC\n", "text/plain": [ - "<matplotlib.figure.Figure at 0x7fed6942e210>" + "<matplotlib.figure.Figure at 0x7ff13d56da10>" ] }, "metadata": {}, @@ -407,7 +407,7 @@ } ], "source": [ - "plot(populations[\"Year\"], populations[\"Netherlands\"]);" + "plot(populations['Year'], populations['Netherlands']);" ] }, { @@ -423,7 +423,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 32, "metadata": { "slideshow": { "slide_type": "fragment" @@ -434,7 +434,7 @@ "data": { "image/png": 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1Qipl5pu9h/jx6BlMWrGNm05uxx1ndqZaFV0RJJJIsVw1VB8YCnwvnPQF8Ht3\n3xnPwKTiWbZlN4NHTmPjjgP8+dIeXHJCq0SHJCJALIdiw4HdBKOVXQbsAl6IZ1BS8Xy2aAsXPf0V\new/mMmZIPyUBkSQSSxtBB3e/JOL1A2Y2K14BScXz2tdrufutORzbvB7PXpNFiwY1Ex2SiESI5Yxg\nv5mdlP8ivMFsf/xCkopk1KRV3PnmHE46OoPXb+mvJCCShGI5I7gVGBm2FRiwnWBQGpGohk1YzkMf\nLOIHXZrx1JW9qF5Fw0eKJKNYrhqaBfQws3rh612xFGxmw4HzgC3u3jWc9iBwIZAHbAGuc/cNpYxd\nktiT45fy53FLOLd7c/56eU+qqq8gkaQVbajKq939JTP7VYHpALj7X4opewTwFDAqYtqj7n5fWM7P\ngN8Bt5Q8bElW7s5jnyzm6c+Wc3Gvljzyo+7qME4kyUU7I8i/z7+wXr+8uILdfUI4slnktMizidqx\nlCOpw93500eLeeaL5Qzq05o//rCbhpEUSQHRhqr8Z/j0U3efGDkvbDAuFTP7I3ANsBMo8mY1MxsC\nDAFo06ZNaTcn5cTdefjDRfxzwgqu7teG31/QVUlAJEXEcs7+ZIzTYuLu97p7a2A08NMoyw1z9yx3\nz8rIyCjt5qQcuDsPfbCQf05YwTX92/LghUoCIqkkWhtBf2AAkFGgnaAeUBaXf4wGPiC4a1lSlLvz\nh/cX8vyXK7luQCZDz+/ybTuSiKSGaGcE1YA6BMmibsRjF/Cj0mzMzI6OeHkhsKg05UhyyMtz7n9n\nPs9/uZLrT1QSEElV0doIvgC+MLMR7r66pAWb2RhgINDEzNYRHPmfY2adCC4fXY2uGEpZhw7ncfvr\ns3ln9gZuOrkd95xzrJKASIqK5YayfeF4BMcB344e7u5Ru6F290GFTH6+ZOFJMtp36DC3vDSDCUuy\nueusztxySnslAZEUFktj8WiCKpx2wAPAKuDrOMYkSWzHvkNc9dwUvlyazZ8u6catAzsoCYikuFgS\nQWN3fx7Icfcv3P0GNChNWlr3zT4ufWYS8zfs4u9XncDlvXVZr0hFEEvVUE74d6OZnQtsABrFLyRJ\nRlNWbOPW0TPIOZzHiOt7M6BDk0SHJCJlJJZE8Ieww7lfE9w/UA/4ZVyjkqTy4uTVPPDOfNo0qsWz\n12bRIaNOokMSkTIUS6dz74VPo94JLBXPocN53P/ufF6esoZTO2Xw1yt6Ub9m1USHJSJlLNoNZU8S\npS8gd//qw0v6AAAQ4UlEQVRZXCKSpPDN3kPc/OJ0pq7azq0DO3D7GZ2orLuFRSqkaGcE08otCkkq\na7bt47oXprJux36euKInF/ZsmeiQRCSOot1QNrI8A5HkMGvtDgaP+Jpcd0bf2JfembouQKSiK7aN\nwMw+o5AqouJuKJPUM27BZm4bM4Mmdaoz8oY+ahQWSROxXDV0e8TzGsAlwOH4hCOJMmbqGu4dO5eu\nLevz/LW9yahbPdEhiUg5ieWqoekFJk00s6lxikcS4KXJq/ntv+YxsFMGf7/qeGpVi+X4QEQqiliq\nhiIriSsBJwD14xaRlKv8JHBa56b84+rjNcC8SBqK5dBvOkEbgRFUCa0EBsczKCkfSgIiArFVDbUr\nj0CkfCkJiEi+WKqGagA/Bk4iODP4D/CMux+Ic2wSJ2OmrlESEJFvxVI1NArYzX/HKb4SeBG4NF5B\nSfy8NWMd94ydy8BOGUoCIgLElgi6unuXiNefmdmCeAUk8fPenA3c/vps+rdvzDNXn6AkICJAbOMR\nzDCzfvkvzKwv6n4i5XwyfxO/eGUWJ7RtyHPXZlGjqpKAiARiOSM4AfjKzNaEr9sAi81sLuDu3j1u\n0UmZ+GJJNj99eSbHtazP8Ot66z4BEfmOWH4Rzop7FBI3/1mazZBR0+jYtA6jru9D3RrqRlpEvqvY\nqiF3Xw00AM4PHw3cfXX+o6j1zGy4mW0xs3kR0x41s0VmNsfMxppZg7J4E1K4CUuyuXHkNNo1qc1L\nN/alfi0lARH5X8UmAjP7OcEA9k3Dx0tmdlsMZY/gf88mxhE0PncHlgC/KVG0ErMJS7K5adQ02mfU\n4eWb+tGodrVEhyQiSSqWqqHBQF933wtgZn8CJvHfy0kL5e4TzCyzwLRPIl5OBn5UkmAlNhOWZHPj\nqGl0yKjD6Bv7KgmISFSxXDVkQG7E69xw2pG6AfiwyI2aDTGzaWY2LTs7uww2lx4ik8DLSgIiEoNY\nzgheAKaY2djw9Q+B549ko2Z2L0G/RaOLWsbdhwHDALKysoocMlP+6/PFWxjy4vRvk0BDJQERiUEs\nfQ39xcw+J+hiAuB6d59Z2g2a2XXAecD33V0/8GXks0VbuPnF6RzdrA4vDVYSEJHYRRu8vgZwC9AR\nmAv83d2PaEAaMzsLuBM4xd33HUlZ8l/jF27m1pdm0Omourw4uA8NaikJiEjsorURjASyCJLA2cBj\nJSnYzMYQNCp3MrN1ZjYYeAqoC4wzs1lm9kzpwpZ84xZs5paXptO5eV1eGtxXSUBESixa1VAXd+8G\nYGbPAyUalczdBxUy+YjaFuS7Pl2wmR+Pnk6X5vUYNbgv9WvqPgERKbloZwQ5+U+OtEpIyt7ni7fw\n49Ez6NK8Hi/eqCQgIqUX7Yygh5ntCp8bUDN8bQR9DNWLe3RSqK+WbeXmF6cH3Ubc0Jd66jZCRI5A\nkYnA3dU9ZRL6etV2Bo+cRtvGtdRthIiUiVhuKJMkMXPNN1z/wtc0b1CD0Teq2wgRKRtKBCli+upv\nuGb4VBrVrsbLN/Yjo271RIckIhWEEkEK+HLpVv7v+Sk0rl2Nl2/qy1H1ayQ6JBGpQDRCSZL7eP4m\nbnt5Ju2a1ObFG/vQtK6SgIiULSWCJPbWjHXc8cYcurWsz4jre+tmMRGJCyWCJDXyq1UMfWc+Azo0\nZtg1WdSpro9KROJDvy5JJjfP+X8fLOS5L1dy+rHNeOrKXhpoXkTiSokgiew7dJifvzKLcQs2c92A\nTO47rwuVK5XF0A8iIkVTIkgSW3YdYPDIaczfsJOh53fh+hPbJTokEUkTSgRJYOnm3Vz3wtd8s+8Q\nz16TxfePbZbokEQkjSgRJNiSzbsZNGwylSoZr93cn64t6yc6JBFJM0oECbR4026ufHYylSsZY4b0\no0NGnUSHJCJpSIkgQfKTQJXKxpib+tFeSUBEEkSJIAEWbdrFlc9OoVrlSowZ0o92TWonOiQRSWNK\nBOVs4cZdXPVckAReGdKPTCUBEUkwdTpXjhZs2MWVz06mehUlARFJHkoE5WT+hp1c+dxkalatrCQg\nIkklbonAzIab2RYzmxcx7VIzm29meWaWFa9tJ5t563dy5bNTqF2tCq8M6U/bxkoCIpI84nlGMAI4\nq8C0ecDFwIQ4bjepzF23k6uem0Kd6lV4ZUg/2jSuleiQRES+I26Nxe4+wcwyC0xbCGCWHv3nfLZo\nCz99eQYNalXjlSH9aN1ISUBEkk/SthGY2RAzm2Zm07KzsxMdTom4Oy9MXMngkV+T2aQ2b946QElA\nRJJW0l4+6u7DgGEAWVlZnuBwYpaTm8cD787npclrOKNLM/56RU9qVUva3SwikryJIBXtOpDDT0bP\n4D9Lt3LzKe2568zOVFI30iKS5JQIysja7fu4YcTXrNy6lz9d0o3Le7dJdEgiIjGJWyIwszHAQKCJ\nma0DhgLbgSeBDOB9M5vl7mfGK4byMnPNN9w0ahqHDucx6oY+DOjYJNEhiYjELJ5XDQ0qYtbYeG0z\nET6Yu5FfvjqLpvWq88qQ/nRsqs7jRCS1qGqolNydf05YwcMfLuL4Ng149posGtepnuiwRERKTImg\nFA4dzuPesXN5ffo6zuvenMcu7aEB5kUkZSkRlND2vYe45aXpTF25nZ+d1pFfnH6MrgwSkZSmRFAC\nSzfvZvDIaWzadYAnrujJhT1bJjokEZEjpkQQoy+WZPPT0TOoXrUSY27qxwltGyY6JBGRMqFEUIzc\nPOdv45fyt38vpVOzujx3bRatGqq7CBGpOJQIosjefZBfvDqTicu2cXGvlvzhoq7qLkJEKhz9qhVh\nyopt3DZmJjv35/CnS7pxWVbrtOk1VUTSixJBAYdz83j6s+U8MX4JbRvXZuQNfTi2eb1EhyUiEjdK\nBBGWbdnDr1+bxex1O/lhzxY8+MOu1K1RNdFhiYjElRIBkJfnjJy0ioc/XEStapV5+srjObd780SH\nJSJSLtI+EWzcuZ9fvzabr5Zv4/udm/L/LulG07o1Eh2WiEi5SetE8Mn8Tdz55hxyDufxyCXduTSr\nlRqERSTtpGUiOJCTy0MfLGTUpNV0a1mfvw3qRbsmtRMdlohIQqRdIli6eTe3jZnJok27uenkdtxx\nZmeqVUnaoZtFROIurRLBpOXbuHHk19SsVpkR1/dmYKemiQ5JRCTh0iYRjFuwmZ+8PIO2jWrx4uC+\nHFVfDcIiIpAmiWDszHXc/vocurasz4jretOwdrVEhyQikjQqfCIY+dUqhr4znwEdGjPsmizqVK/w\nb1lEpEQq9K/i058t49GPF3NGl2b8bVAvjSImIlKIuF0uY2bDzWyLmc2LmNbIzMaZ2dLwb1w79W/X\npDaXntCKv191vJKAiEgR4nnd5AjgrALT7gbGu/vRwPjwddyc0605j17agyqVdXmoiEhR4vYL6e4T\ngO0FJl8IjAyfjwR+GK/ti4hIbMr7ULmZu28Mn28CmhW1oJkNMbNpZjYtOzu7fKITEUlDCaszcXcH\nPMr8Ye6e5e5ZGRkZ5RiZiEh6Ke9EsNnMmgOEf7eU8/ZFRKSA8k4E7wDXhs+vBd4u5+2LiEgB8bx8\ndAwwCehkZuvMbDDwMPADM1sKnB6+FhGRBIrbDWXuPqiIWd+P1zZFRKTkdIG9iEias+DineRmZtnA\n6lKu3gTYWobhlCfFnhipGnuqxg2KPV7aunuxl12mRCI4EmY2zd2zEh1HaSj2xEjV2FM1blDsiaaq\nIRGRNKdEICKS5tIhEQxLdABHQLEnRqrGnqpxg2JPqArfRiAiItGlwxmBiIhEoUQgIpLmUjIRFDH6\nWQ8zm2Rmc83sXTOrF07PNLP9ZjYrfDwTsc4J4fLLzOxvZmbJEnc4r3s4b344v0Yi4i5p7GZ2VcT+\nnmVmeWbWM0Vir2pmI8PpC83sNxHrJHvs1czshXD6bDMbmKjYzay1mX1mZgvC7+/Pw+lFjlJoZr8J\n41tsZmemSuxm1jhcfo+ZPVWgrHL/zpSKu6fcA/gecDwwL2La18Ap4fMbgAfD55mRyxUoZyrQDzDg\nQ+DsJIq7CjAH6BG+bgxUTkTcJY29wHrdgOWJ2uel2O9XAq+Ez2sBq4DMFIn9J8AL4fOmwHSgUoK+\n682B48PndYElQBfgEeDucPrdwJ/C512A2UB1oB2wPFHf91LEXhs4CbgFeKpAWeX+nSnNIyXPCLzw\n0c+OASaEz8cBl0Qrw4JusOu5+2QPPrFRxHnEtBLGfQYwx91nh+tuc/fcRMRditgjDQJegcTscyhx\n7A7UNrMqQE3gELArRWLvAvw7XG8LsAPIStB3faO7zwif7wYWAi0pepTCCwkS8EF3XwksA/qkQuzu\nvtfdvwQORJaTqO9MaaRkIijCfIIPCuBSoHXEvHZhFcUXZnZyOK0lsC5imXXhtPJWVNzHAG5mH5vZ\nDDO7M5yeLHFD9H2e73JgTPg8FWJ/A9gLbATWAI+5+3ZSI/bZwAVmVsXM2gEnhPMSGruZZQK9gCkU\nPUphS2BtxGr5MaZC7EVJpu9MVBUpEdwA/NjMphOczh0Kp28E2rh7T+BXwMsWUQ+fBIqKuwrB6eZV\n4d+LzCzZem4tKnYAzKwvsM/d5xW2coIVFXsfIBdoQVBF8Wsza5+YEItUVOzDCX5spgF/Bb4ieC8J\nY2Z1gDeBX7j7rsh54VFy0l6/nsqxl1TcuqEub+6+iKA6BTM7Bjg3nH4QOBg+n25mywmOttcDrSKK\naBVOK1dFxU3wDz3B3beG8z4gqCt+iSSIG6LGnu8K/ns2AEmyzyFq7FcCH7l7DrDFzCYCWcB/SPLY\n3f0w8Mv85czsK4L67W9IQOxmVpXgh3S0u78VTt5sZs3dfaN9d5TC9Xz3jDI/xoR8Z0oYe1GS5vte\nnApzRmBmTcO/lYDfAs+ErzPMrHL4vD1wNLAiPMXbZWb9wpb8a0jAiGlFxQ18DHQzs1phffUpwIJk\niTuMuajY86ddRtg+AEHdK8kf+xrgtHBebYKGvkWpEHv4XakdPv8BcNjdE/KdCbfzPLDQ3f8SMauo\nUQrfAa4ws+phtdbRwNQUib1QyfSdKVaiW6tL8yA4ytwI5BAcOQ8Gfk5w9LOEYOSz/LumLyGoU50F\nzADOjygnC5hHcIXCU/nrJEPc4fJXh7HPAx5JVNyljH0gMLmQcpI6dqAO8Hq43xcAd6RQ7JnAYoLG\nzU8JuiBO1Hf9JIKqkznh/94s4ByCq9/GA0vDGBtFrHNvGN9iIq6uSZHYVxE06u8JP6cuifrOlOah\nLiZERNJchakaEhGR0lEiEBFJc0oEIiJpTolARCTNKRGIiKQ5JQKRAizwpZmdHTHtUjP7KJFxicSL\nLh8VKYSZdSW4n6AXwR34M4Gz3H35EZRZxYO7f0WSis4IRArhQf9I7wJ3Ab8DRrn7cjO71symhp0Y\n/j28uxczG2Zm08L+63+XX46ZrTOzh81sJnBRQt6MSDEqTF9DInHwAMHd6IcIunPuSvBjPsDdD5vZ\nMIL+lF4m6Kd+e9gdyGdm9oa7LwjL2eLuvRLxBkRioUQgUgR332tmrwJ73P2gmZ0O9AamhQNN1eS/\nXScPMrPBBP9TLQjGBshPBK+Wb+QiJaNEIBJdXviAYJSp4e5+X+QCZnY0Qf8/fdx9h5m9BNSIWGRv\nuUQqUkpqIxCJ3afAZWbWBL4dq7YNUA/YzX9HMjszShkiSUdnBCIxcve5ZvYA8GnYSJxDME7tNIJq\noEXAamBi4qIUKTldPioikuZUNSQikuaUCERE0pwSgYhImlMiEBFJc0oEIiJpTolARCTNKRGIiKS5\n/w9QwdbXpvToRgAAAABJRU5ErkJggg==\n", "text/plain": [ - "<matplotlib.figure.Figure at 0x7fed65825610>" + "<matplotlib.figure.Figure at 0x7ff140ea0350>" ] }, "metadata": {}, @@ -442,13 +442,13 @@ } ], "source": [ - "plot(populations[\"Year\"], populations[\"Netherlands\"])\n", + "plot(populations['Year'], populations['Netherlands'])\n", "\n", - "title(\"Historical Population of The Netherlands\")\n", + "title('Historical Population of The Netherlands')\n", "\n", - "xlabel(\"Year\")\n", + "xlabel('Year')\n", "\n", - "ylabel(\"Population (Millions)\");" + "ylabel('Population (Millions)');" ] }, { @@ -466,7 +466,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 33, "metadata": { "slideshow": { "slide_type": "fragment" @@ -477,7 +477,7 @@ "data": { "image/png": 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SyKK4O4ubAZ2AfYA9gQfNrK+7e82K7j4KGAVQUVGxRbmIFLCqSvjgdzDlGvDNyet0HAz7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\n9wAAAABJRU5ErkJggg==\n", "text/plain": [ - "<matplotlib.figure.Figure at 0x7fed656c7110>" + "<matplotlib.figure.Figure at 0x7ff13d5fdbd0>" ] }, "metadata": {}, @@ -485,14 +485,14 @@ } ], "source": [ - "plot(populations[\"Year\"], populations[\"Netherlands\"], \n", - " linewidth=5, color=\"orange\")\n", + "plot(populations['Year'], populations['Netherlands'], \n", + " linewidth=5, color='orange')\n", "\n", - "title(\"Historical Population of The Netherlands\")\n", + "title('Historical Population of The Netherlands')\n", "\n", - "xlabel(\"Year\")\n", + "xlabel('Year')\n", "\n", - "ylabel(\"Population (Millions)\");" + "ylabel('Population (Millions)');" ] }, { @@ -511,7 +511,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 34, "metadata": { "slideshow": { "slide_type": "fragment" @@ -522,7 +522,7 @@ "data": { "image/png": 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lommJSO2yHRG0j352TLMuwyWhKRu4j4tmNktdlno00T6XOFIA3GHKdTD95vTr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\n", "text/plain": [ - "<matplotlib.figure.Figure at 0x7fed65674190>" + "<matplotlib.figure.Figure at 0x7ff13d65f2d0>" ] }, "metadata": {}, @@ -530,12 +530,12 @@ } ], "source": [ - "plot(populations[\"Year\"], populations[\"Netherlands\"], \n", - " linewidth=5, color=\"orange\")\n", + "plot(populations['Year'], populations['Netherlands'], \n", + " linewidth=5, color='orange')\n", "\n", - "title(\"Historical Population of The Netherlands\")\n", - "xlabel(\"Year\")\n", - "ylabel(\"Population (Millions)\")\n", + "title('Historical Population of The Netherlands')\n", + "xlabel('Year')\n", + "ylabel('Population (Millions)')\n", "\n", "xticks(range(1950, 2016, 5), rotation=90);" ] @@ -553,7 +553,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 35, "metadata": { "slideshow": { "slide_type": "fragment" @@ -564,7 +564,7 @@ "data": { "image/png": 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VmonmRMRxAJKuAPo1ullEzOth8qD6GszMrBzV9gx2Vh4MtnnIzMyaW7U9gxMk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\nMzOcDMzMDCcDMzMD/j/Qm2DLhZw17AAAAABJRU5ErkJggg==\n", "text/plain": [ - "<matplotlib.figure.Figure at 0x7fed65559150>" + "<matplotlib.figure.Figure at 0x7ff13d4fde50>" ] }, "metadata": {}, @@ -572,12 +572,12 @@ } ], "source": [ - "plot(populations[\"Year\"], populations[\"Netherlands\"], \n", - " linewidth=5, color=\"orange\")\n", + "plot(populations['Year'], populations['Netherlands'], \n", + " linewidth=5, color='orange')\n", "\n", - "title(\"Historical Population of The Netherlands\")\n", - "xlabel(\"Year\")\n", - "ylabel(\"Population (Millions)\")\n", + "title('Historical Population of The Netherlands')\n", + "xlabel('Year')\n", + "ylabel('Population (Millions)')\n", "xticks(range(1950, 2016, 5), rotation=90)\n", "\n", "xlim(1970, 1990);" @@ -596,7 +596,7 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 36, "metadata": { "slideshow": { "slide_type": "fragment" @@ -605,9 +605,9 @@ "outputs": [ { "data": { - "image/png": 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qMV3L3V3NsSLZtOR1+OAsWPdZ4jINW4aaZN+z1ctVpA4l+zRpuDuRfLB5GUwc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\nTiN8B3QB+gOVyfKx7EYukv+ULEUKS0X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kkkZKWilpepx910gySXH/6iSdKGmWpDmSbojZ3kbSa5JmR99bpxKLc1W2aQG8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\n0HKv3MXlnHOV4MmkOq2bAe+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"text/plain": [ - "<matplotlib.figure.Figure at 0x7fed6558fb50>" + "<matplotlib.figure.Figure at 0x7ff13d6b68d0>" ] }, "metadata": {}, @@ -615,12 +615,12 @@ } ], "source": [ - "plot(populations[\"Year\"], populations[\"Netherlands\"], \n", - " linewidth=5, color=\"orange\")\n", + "plot(populations['Year'], populations['Netherlands'], \n", + " linewidth=5, color='orange')\n", "\n", - "title(\"Historical Population of The Netherlands\")\n", - "xlabel(\"Year\")\n", - "ylabel(\"Population (Millions)\")\n", + "title('Historical Population of The Netherlands')\n", + "xlabel('Year')\n", + "ylabel('Population (Millions)')\n", "xticks(range(1950, 2016, 5), rotation=90)\n", "xlim(1970, 1990)\n", "\n", @@ -642,7 +642,7 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 37, "metadata": { "slideshow": { "slide_type": "fragment" @@ -651,9 +651,9 @@ "outputs": [ { "data": { - "image/png": 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7QBc7JHlV22HBo6Elt/rtzOWtGQw8FoafDx2GJR+fiDQZcS27FkC7qEzqdbt1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\n9ZBnZvZT4CXgdTM7GXgGOAh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Gk919cMLjD9x9hJmVAB9V1QkiX6b6zB7VZXapPrOrtvWZd81EwHoz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\nQclARERQMhAREZQMREQEJQMREQH+HwRRgRMYt2xWAAAAAElFTkSuQmCC\n", "text/plain": [ - "<matplotlib.figure.Figure at 0x7fed65226d90>" + "<matplotlib.figure.Figure at 0x7ff13d3b9ed0>" ] }, "metadata": {}, @@ -661,12 +661,12 @@ } ], "source": [ - "plot(populations[\"Year\"], populations[\"Netherlands\"], \n", - " linewidth=5, color=\"orange\")\n", + "plot(populations['Year'], populations['Netherlands'], \n", + " linewidth=5, color='orange')\n", "\n", - "title(\"Historical Population of The Netherlands\")\n", - "xlabel(\"Year\")\n", - "ylabel(\"Population (Millions)\")\n", + "title('Historical Population of The Netherlands')\n", + "xlabel('Year')\n", + "ylabel('Population (Millions)')\n", "xticks(range(1950, 2016, 5), rotation=90)\n", "xlim(1970, 1990)\n", "ylim(13,15)\n", @@ -691,7 +691,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 38, "metadata": { "slideshow": { "slide_type": "fragment" @@ -702,7 +702,7 @@ "data": { "image/png": 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gsgGh6Wfnc6Fil1xnJyLSKzK51tDBwEXAhOj9Bri7F++hMGvnwTvXwDtXw8al\nMKgW9vgxTD4TBo7KdXYiIr0qkz2Ca4BzCZeibo03nRxqWQMLbgsdwA2PAQZjPxiO/hlzrNr/RaRo\nZVIIVrv7fbFnkgveFlb671wDC2+H1g0wdEq4D8Ckz8DgCbnOUEQkdpkUgkfM7OeEm9VvSox091mx\nZRW3DUvg3etC08/ad6BfRWj7n3QqVB2gzl8RKSmZFIL9o8e6pHEOHNn76cRs1Ysw55JwApi3hiN+\ndr8Ixn9Mx/6LSMnqshC4e7euQmpmM4ATgAZ3nxqNGwHcQrhMxTzCPQ5WdSf+Nln1Esy5ODT/9KuA\nnb8O238ehu0Y+6xFRPJdl3dCMbMKM7vCzGZGwy/MrCKD2NcCx6aMO59w3+MpwL+i1/Fpehme+ATc\ntwcsfQim/gBOmgd7/UxFQEQkksktsWYAzYS7lZ0MrAH+1NWH3P1xYGXK6JOA66Ln1wEfzjjT7njz\nd7DknzD1+6EATLsY+lfGOksRkUKTSR/B9u7+saTXF5vZ7G7Ob5S7L4meLwXiPSh/2o9gj0thwIhY\nZyMiUsgy2SPYYGaHJF5EJ5ht6OmM3d0Jnc4dMrOzEs1RjY2N3ZtJebWKgIhIFzLZIzgbuC7qFzBC\nc89p3ZzfMjMb4+5LzGwM0NDZG919OuHGONTV1XVaMEREpGcyOWpoNrCHmQ2LXq/pwfzuBk4FLose\ndWMbEZEcS3erys+4+41m9vWU8QC4+xXpApvZTcDhQJWZ1QMXEgrArWZ2JjCf0PksIiI5lG6PYHD0\nOLSDaV021bj7KZ1MOqqrz4qISPaku1XlH6KnD7n7v5OnRR3GIiJSBDI5aug3GY4TEZEClK6P4EDg\nIKA6pZ9gGKBrMouIFIl0fQT9gSHRe5L7CdYAH48zKRERyZ50fQSPAY+Z2bXuPj+LOYmISBZlckLZ\n+uh+BLsB5YmR7l54l6EWEZH3yKSz+M/A68Ak4GLC5aOfizEnERHJokwKwUh3vwZocffH3P0MCvGm\nNCIi0qFMmoZaosclZnY8sBjQldxERIpEJoXgkuiCc98gnD8wDDg31qxERCRrMrno3D3R09VAt25b\nKSIi+SvdCWW/Ic01hdz9q7FkJCIiWZVuj2Bm1rIQEZGcSXdC2XWdTRMRkeLRZR+BmT1CB01EOqFM\nRKQ4ZHLU0DeTnpcDHwO2xJOOiIhkWyZHDT2fMurfZvZsTPmIiEiWZdI0lHzyWBmwD1ARW0YiIpJV\nmTQNPU/6mZcgAAASQElEQVToIzBCk9Bc4Mw4kxIRkezJpGloUjYSERGR3Mikaagc+DJwCGHP4Ang\n9+6+MebcREQkCzJpGroeaKb9PsWfAm4APhFXUiIikj2ZFIKp7r5r0utHzOzVuBISEZHsyuR+BLPM\n7IDECzPbnx5efsLMzjWzV8xsjpndFDU/iYhIDmRSCPYB/mNm88xsHvAUsK+ZvWxmL23rDM1sO+Cr\nQJ27TwX6AJ/c1jgiItI7MmkaOjam+Q40sxZgEOFmNyIikgOZHD4638z2AA6NRj3h7i92d4buvsjM\nLgcWABuAB9z9gdT3mdlZwFkAtbW13Z2diIh0ocumITM7h3AD+5pouNHMvtLdGZrZcOAkYBIwFhhs\nZp9JfZ+7T3f3Onevq66u7u7sRESkC5k0DZ0J7O/u6wDM7KeEfoLfpP1U544G5rp7YxTvduAg4MZu\nxhMRkR7IpLPYgNak163RuO5aABxgZoPMzICjgNd6EE9ERHogkz2CPwHPmNkd0esPA9d0d4bu/oyZ\n3QbMIly76AVgenfjiYhIz2TSWXyFmT1KuMQEwOnu/kJPZuruFwIX9iSGiIj0jnQ3ry8HvgTsALwM\nXOnuuiGNiEiRSddHcB1QRygCxwGXZyUjERHJqnRNQ7u6++4AZnYNoLuSiYgUoXR7BC2JJ2oSEhEp\nXun2CPYwszXRcyNcEmJN9NzdfVjs2YmISOw6LQTu3iebiYiISG5kckKZiIgUMRUCEZESp0IgIlLi\nVAhEREqcCoGISIlTIRARKXEqBCIiJU6FQESkxKkQiIiUOBUCEZESp0IgIlLiVAhEREqcCoGISIlT\nIRARKXEqBCIiJU6FQESkxOWkEJhZpZndZmavm9lrZnZgLvIQEZH0t6qM06+A+93942bWHxiUozxE\nREpe1guBmVUA7wNOA3D3zcDmbOchIiJBLpqGJgGNwJ/M7AUzu9rMBucgDxERITeFoC+wN3CVu+8F\nrAPOT32TmZ1lZjPNbGZjY2O2cxQRKRm5KAT1QL27PxO9vo1QGLbi7tPdvc7d66qrq7OaoIhIKcl6\nIXD3pcBCM9spGnUU8Gq28xARkSBXRw19BfhzdMTQu8DpOcpDRKTk5aQQuPtsoC4X8xYRybnNm2H5\ncli0CBYvDsOiRbDnnvDxj2c9nVztEYiIFL7WVli5MqzUly+HFSvC48qVsGpVGBLPV64M01euhObm\n98bq0wfOPluFQEQk59yhqWnrrfXEsGQJNDRAY2P7Ct+94zj9+sHw4e3DmDEwdSqMGAEjR0JVFWy3\nHYwdG4aamlAMckCFQESKlzusWwerV4eVe+Jx1ar2rffE47JlYeW/aBFs2PDeWImVeU0NTJsWVuTV\n1eExeRg5MqzsBw8Gs+z/zd2gQiAi+aWlJaywV68OK+ympvahuTms2JOHtWvfOzQ3t7+3sy12CCvq\nESPCCrymBurq4MQTw5Z6Yhg7NhSAgQOz9x1kmQqBiPSeLVtgzZowrF7d/pjYGk/dMk88Jk/vaGs8\nVb9+YYt70CAYOhSGDAnDmDHhMTFu6NAwVFRAZWX7UFERVv6VlTlrjsknKgQikl5LS2g+WbwY6uth\n4cLwWF+/dSfpihVhxd+VAQO2XjFXVMD48e3PE0NlZWiOSTxWVISV+uDBoRBIr1EhEClm7mELu7l5\n6y31RJNL4nHNmvb3NDeHcYm2845W7v36tXdwVlXBTjuFxxEjwgp72LCtH5OH8vLsfw+SlgqBFK/E\nSjCxAmxuhvXr29uW16+HjRvDFm9LSzi2u6UlfNasfSgrC80HffuGx66GsrL2oa2tfXAPTSebN7cP\nifkmP29p2fozbW3hMMXEY+J5Swts2hQ+s2lTGDpqK29tTf89mYUV9tCh7Y/Dh8OUKe1Ht4wcGZpd\nxo8PQ01N+PukKKgQSH7avBkWLAjNEIkVdmJIHAWS3M6cvLJPfmxry/Vfsm369g1b2336tBehxJAo\nMonH/v3DMGBA+1BdDZMmtbeZDxnS3qSSWMknN7lUVob3aKVe0lQIJPvWrQvHYS9bFtqZE4fsLVoE\n8+fDvHnhebqjPSB0FCa3Kw8dGporkrduE0Oi0zDRwZh4LC8PK97+/cNjou3ZvX1I3hLfsqX9eUdD\nYks+8Tyx0k7esxgwYOt5Jlbo/foVzOGGUlxUCKR3rF/fvhKfNy+s5BMdiIkzKhsbw8k4HR0V0r9/\nOFSvthaOOgomTgxbtrW1YYu1vDwMAwaEFXhFhToMRXqJCoF0bvPmsOLuaFi2rP35okXhdarKyvaT\na6qqYJddQtNFTU14HDWq/VjtqiptDYvkiApBqWtqgnffhblz4Z13wvD22+Fx4cKO29gHDAgr8Zqa\n0IG4115h6z2xFT9xYpjWVz8vkUKg/9Rit3bt1k02c+e2P777bigEyaqqYPvt4eCDw+O4cWGlXlMT\nVv7V1aGtXVvvIkVDhaCQuYfjwOfPb1/ZJ54nhhUrtv5MeXnYYp84EQ44IGzBT57c/lhRkYM/RERy\nSYUgX7mHk3kSK/QFC8KQuCLikiXhcePGrT83aBBMmBBW9PvtF54nXk+aFLbqtTUvIklUCHKhrS1s\nqScfNpk4dX/hwrDCr69/79E1gwe3XwTrgANC+/zYse0r+gkTQuesVvQisg1UCHpDookmcSTNypXt\nQ+KwyWXLYOnS8LhsWfsZrAlmYaU+fnzofD3xxHDo5IQJ7Y/Dh2slLyK9ToWgK62toQlm/vz2Lfbk\ni24lVu6pK/aEfv1CB+vo0aFZZvfdw+PYsVtf6nb0aB0XLyI5UdqFwD1cimDRovY2+AULtu5sra9/\n77VaKirC0TTjxoU7Do0a1b6ir6lpP3Z+5MjQZq+teBHJY8VdCF54AV5+uf0M18SwbFl7h+u6dVt/\npqys/QzXgw9ub3tPNNGMGxcOnxQRKRLFXQiuvhquvDI8LysLbewjR4Yt9332ab9X6JgxYSVfWxuK\ngE6EEpESkrM1npn1AWYCi9z9hFhmcsEF8LWvhZV/ZaWusCgi0oFcbvqeA7wGDIttDuPGxRZaRKRY\n5GQT2czGAccDV+di/iIi0i5XbSW/BM4DCuyuISIixSfrhcDMTgAa3P35Lt53lpnNNLOZjY2NWcpO\nRKT05GKP4GDgRDObB9wMHGlmN6a+yd2nu3udu9dVV1dnO0cRkZKR9ULg7he4+zh3nwh8EnjY3T+T\n7TxERCTQ8ZQiIiUup2dOufujwKO5zEFEpNSZu+c6hy6ZWSMwv5sfrwKW92I62YxfqLHjjq/csx87\n7vjKPZ74E9y9y07WgigEPWFmM929rhDjF2rsuOMr9+zHjju+cs9dfFAfgYhIyVMhEBEpcaVQCKYX\ncPxCjR13fOWe/dhxx1fuuYtf/H0EIiKSXinsEYiISBoqBCIiJU6FQESkxKkQiIiUON2cV0Syzsw+\nAHwY2C4atQi4y93v72HcKndfnvT6M8B+wBzgj94LR8cUcu6dzrvYjhqKayFFsWNdUMq9w7j6x04/\nj4LL3cx+CewIXA/UR6PHAZ8D3nL3c3oQe5a77x09/x5wKPAX4ASg3t3P7W7sQs897byLqRDEuZCi\n+LEtKOWe/byVe25yN7M33X3HDsYb8Ka7T+lB7Bfcfa/o+SzgUHdfZ2b9gFnuvnt3Y0cxCzb3tNy9\naAbCguhovBH+MXoa/4Wk57OAwdHzfsDLyr33c48zb+Wes9/LS8C+HYzfrxdivw7sBeyTGguY3Qvf\necHmnm4otj6CjWa2r7s/lzJ+X2BjL8QfaGZ7ETrZ+7n7OgB3bzGz1h7GVu4dizNvUO6diTP304Cr\nzGwo7Xsy44HV0bSeWAJcET1fbmZj3H2JmY0EtvQwNhR27p0qtkJwGvEtJIh3QZ1G4eZ+OnBlTLkv\nRf/YnTmNAszd3WcB+5vZaJL6Ntx9aU/iRrGP6GRSE/C+XohfsLmnU1R9BAlxLKQu5tcHGODu63sh\nVrZzLwPKCy333vzOo3jKPbN59UruUZv6fmzdyf2s98IKKc7YXcx3Z3d/vdBiQ5EWggQzG0LoTHvX\n3ZvyOb6Z9QdaEj9WMzsC2Bt4xXvnqKHO4r/q7vf1MPY0d3+ppzlmO3bSPGqBNe7eZGYTgTrgNXd/\nJabYr7v7nJ7GTppHHWFPoJXQb9BrK4w4YpvZMcCVwFuElTSETu4dgC+7+wP5GDuDeS9w99pCiw1F\nVgjM7Ep3/3L0/BDCUQ7vEH4EX3T3e/M1vpm9CBzu7qvM7FvAR4B7gcOAme5+QQ9zTxf/eXc/vwex\nW4F3gZuBm9z91Z7kmq3YUfzzgS8Cm4DLgW8C/wYOAK5x9yvSfDxnsaP4hwG/IDQd7BPFHg60AJ91\n94V5Gvs14Dh3n5cyfhJwr7vvko+xozi/7mwScKq7D8vH2F2Ksyc62wPhEKvE80eAvaPnkwkr07yN\nD8xJej4TGBg97wu81Au5xxYfeAGYCvwYeBt4ETgfmNgLeccWO4r/CjAQGAk0A9XR+MHJ31m+xU76\nbhIxJwF3RM/fDzyQx7HfAvp2ML4/8Ha+xo7iNANnAad2MCzP19hdDcXWWZyswkPHDu7+btQWns/x\n15jZVA9NBsuBcmADYUXdG7nHGd+juN8Fvmtm+wGfBJ6MdmkPytPYAK3uvsHMNhO+jxXRTNeFpua8\njQ3Qx90bo+cLgAlR/AejcwzyNfYM4DkzuxlI7FmMJyzXa/I4NsBzhCL+n9QJZnZRHsdOq9iahtYT\nthoNmAjUemgKKSNs9U7N1/hmNg24gbDFC3Aw8DiwO3CFu/+lh7nHFj/5RJiU8Qa8z90fy8fYUZxr\nCVuLg4H1hCNi7geOBIa6+8n5GDuKPwNw4GHgREJH8dfNbBBh73XnfIwdxd81ipvcoXu390LTX8yx\nRwAbvZc6+rMVu8t5F1khmJAyaom7bzazKsJK4/Y8j98HOIbQAd2XcEjgP72XOrrjim9mn+ppocpF\n7Ch+X+AThJXebcD+wCmEreDfeXT8fL7FjuL3A74A7Eoo8DPcvdXMBgI17j4/H2NL/imqQiAi+c/M\nKoALCNdIqiEUygbgLuCynmyYxBm70HNPp6guQ21mQ8zsh2b2ipmtNrNGM3vazE7L9/jKPfuxu4h/\naj7HTok/J8bvvddjA7cCqwhHsY1w95HAEdG4W/M4dtzx4869U0W1R2BmdwF3AA8BJxPaZm8Gvkdo\n4/xOvsZX7tmPrdxzFvsNd99pW6flOnbc8ePOPa04D0nK9gC8mPL6ueixjHAST97GV+76XvIpfsyx\nHwDOA0YljRsFfBt4KF9jF3ru6YaiahoC1lk40QszOxFYCeDubYQjffI5vnLPfuy44yv3jv0P4dyK\nx8xslZmtBB4FRhD2PvI1dtzx4869c3FWmWwPwDTgWUKb2pPAjtH4auCr+Rxfuet7yaf4Wch9Z+Bo\nYEjK+GPzOXah597pfOMMnk8DcHqhxlfu+l7yKX5PYwNfBd4A7gTmASclTZuVr7ELPfe0844zeD4N\nwIJCja/c9b3kU/yexgZeTmzxEk7MnAmcE71+IV9jF3ru6YaiusSEmXV2lUojdLrkbXzlnv3YccdX\n7p0qc/e1AO4+z8wOB26zcMJmT/sf4owdd/y4c+9UURUCwg/0A4R2zWQGvOf6HXkWX7lnP3bc8ZV7\nx5aZ2Z7uPhvA3dea2QmE6wT19L68ccaOO37cuXeq2ArBPYRdq9mpE8zs0TyPr9yzHzvu+Mq9Y58j\n5S5n7r4F+JyZ/SGPY8cdP+7cO1VUJ5SJiMi2K7bzCEREZBupEIiIlDgVApEUFjxpZscljfuEmfX4\n3tEi+Uh9BCIdMLOpwF+BvQgHVbxAOLvznR7E7Bt1/onkFe0RiHTAw+0x/0644NcPgOvd/R0zO9XM\nnjWz2WZ2pUW3KDWz6WY2M7rk9A8Sccys3swuM7MXgI/k5I8R6UKxHT4q0psuBmYBm4G6aC/hI8BB\n7r7FzKYT7oX7F+B8d19p4a5kj5jZbd5+a8QG7+B2myL5QoVApBMebjJ/C7DW3TeZ2dHAvsBMCzef\nH0j7DdJPMbMzCf9TYwm3eEwUgluym7nItlEhEEmvLRognFU7w92/n/wGM5sCnAPs5+5NZnYjUJ70\nlh7dm1gkbuojEMncQ8DJZlYFYGYjzawWGAY0A2vMbAzh0gwiBUN7BCIZcveXzexi4KGok7gF+BLh\nKpGvAq8D84F/5y5LkW2nw0dFREqcmoZEREqcCoGISIlTIRARKXEqBCIiJU6FQESkxKkQiIiUOBUC\nEZESp0IgIlLi/j/jCis8GNZFPQAAAABJRU5ErkJggg==\n", "text/plain": [ - "<matplotlib.figure.Figure at 0x7fed652ce5d0>" + "<matplotlib.figure.Figure at 0x7ff13d28b110>" ] }, "metadata": {}, @@ -710,12 +710,12 @@ } ], "source": [ - "plot(populations[\"Year\"], populations[\"Netherlands\"], color=\"orange\")\n", - "plot(populations[\"Year\"], populations[\"Denmark\"], color=\"red\")\n", + "plot(populations['Year'], populations['Netherlands'], color='orange')\n", + "plot(populations['Year'], populations['Denmark'], color='red')\n", "\n", - "title(\"Historical Populations of The Netherlands and Denmark\")\n", - "xlabel(\"Year\")\n", - "ylabel(\"Population (Millions)\")\n", + "title('Historical Populations of The Netherlands and Denmark')\n", + "xlabel('Year')\n", + "ylabel('Population (Millions)')\n", "xticks(range(1950, 2016, 5), rotation=90);" ] }, @@ -735,7 +735,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 39, "metadata": { "slideshow": { "slide_type": "fragment" @@ -746,7 +746,7 @@ "data": { "image/png": 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3QAZwFPBHEVkCXK+qdj6ACZ9dm2DlTPj+Qdj2DaRnu/b+PhdAp2F2jL8xLSDY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\nMSbJWSEwxpgkZ4XAGGOSnBU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98rHDHd9yr99GERmsqosBVLVCRE7BXSeoufflDWfscMcP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\npT9zAAAAAElFTkSuQmCC\n", "text/plain": [ - "<matplotlib.figure.Figure at 0x7fed6527aa10>" + "<matplotlib.figure.Figure at 0x7ff13d241510>" ] }, "metadata": {}, @@ -754,17 +754,17 @@ } ], "source": [ - "plot(populations[\"Year\"], populations[\"Netherlands\"],\n", - " color=\"orange\", label=\"The Netherlands\")\n", + "plot(populations['Year'], populations['Netherlands'],\n", + " color='orange', label='The Netherlands')\n", "\n", - "plot(populations[\"Year\"], populations[\"Denmark\"],\n", - " color=\"red\", label=\"Denmark\")\n", + "plot(populations['Year'], populations['Denmark'],\n", + " color='red', label='Denmark')\n", "\n", - "legend(loc=\"upper left\")\n", + "legend(loc='upper left')\n", "\n", - "title(\"Historical Populations of The Netherlands and Denmark\")\n", - "xlabel(\"Year\")\n", - "ylabel(\"Population (Millions)\")\n", + "title('Historical Populations of The Netherlands and Denmark')\n", + "xlabel('Year')\n", + "ylabel('Population (Millions)')\n", "xticks(range(1950, 2016, 5), rotation=90);" ] }, @@ -783,7 +783,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 40, "metadata": { "slideshow": { "slide_type": "fragment" @@ -872,13 +872,13 @@ "4 5.0 3.6 1.4 0.2 setosa" ] }, - "execution_count": 14, + "execution_count": 40, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "flowers = pd.DataFrame.from_csv(\"https://git.lumc.nl/courses/programming-course/raw/master/visualization/data/iris.csv\")\n", + "flowers = pd.DataFrame.from_csv('https://git.lumc.nl/courses/programming-course/raw/master/visualization/data/iris.csv')\n", "\n", "flowers.head()" ] @@ -898,7 +898,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 41, "metadata": { "slideshow": { "slide_type": "fragment" @@ -909,7 +909,7 @@ "data": { "image/png": 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ujcBZzAU6VXUNMAP8RlWdVFVPdHM8WFUnA1cAHxqjPumnuCyjFamqHk3yZuBtwDuAfwT+\nFHg98KUkAAcA9w+87OrutTcnOSzJEcDLgE8mOR4o4KAxynkn8LrumACHJXlpt/2F7q+Lp5I8ALwK\neAvwuap6EngyyT+PmP+z3fM24FfHqE/6KYa7Vqyq+jFwE3BTktuBC4GvV9Vp+3rJPPt/AvxbVf1K\nkjXdfAv1IuDULqx/ogv7pwaafsx4/089M8e4r5d+issyWpGSnNCdbT/jJOBOYKr7sJVuCeTEgTG/\n3rW/FdhbVXuBw4E9Xf/5Y5bzReCigdpOGjH+K8AvJ3lxd4Z/zkDfD5n7a0JaUp4laKV6KXBZt7Ty\nNLAL2MjczwJcmuRw5v77/Rjw9e41Tya5jbmll9/s2v6CuWWZPwC+MGYt7wf+OsnO7pg3A5v2Nbiq\nvpbkemAn8H3gdmBv1/13wOYkTwD7+gtEWjR/fkBNSHIT8KGqmlnuWgCSvLT73OAQ5t4MNlbV9uWu\nSy8cnrlLS2NLktcBLwY+abDr+eaZu17QkmwAPjDU/JWqunA56pEmxXCXpAZ5tYwkNchwl6QGGe6S\n1CDDXZIaZLhLUoP+H7OlGZAWAlAbAAAAAElFTkSuQmCC\n", "text/plain": [ - "<matplotlib.figure.Figure at 0x7fed652056d0>" + "<matplotlib.figure.Figure at 0x7ff13d1cd710>" ] }, "metadata": {}, @@ -917,7 +917,7 @@ } ], "source": [ - "boxplot(flowers[\"sepal_length\"], labels=[\"Sepal_length\"]);" + "boxplot(flowers['sepal_length'], labels=['Sepal_length']);" ] }, { @@ -935,7 +935,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 21, "metadata": { "slideshow": { "slide_type": "fragment" @@ -948,7 +948,7 @@ "['sepal_length', 'sepal_width', 'petal_length', 'petal_width']" ] }, - "execution_count": 16, + "execution_count": 21, "metadata": {}, "output_type": "execute_result" } @@ -961,7 +961,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 28, "metadata": { "slideshow": { "slide_type": "fragment" @@ -972,7 +972,7 @@ "data": { "image/png": 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"text/plain": [ - "<matplotlib.figure.Figure at 0x7fed651258d0>" + "<matplotlib.figure.Figure at 0x7ff13d5f4a10>" ] }, "metadata": {}, @@ -1052,7 +1052,7 @@ }, { "cell_type": "code", - "execution_count": 74, + "execution_count": 42, "metadata": { "slideshow": { "slide_type": "fragment" @@ -1061,9 +1061,9 @@ "outputs": [ { "data": { - "image/png": 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NLQiSnNWeXXB137jTktyUZH17PX9Y7UuSBjPMPYKzgcMnGf/uqlrVXl8aYvuSpAEMLQiq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\nAAAASUVORK5CYII=\n", "text/plain": [ - "<matplotlib.figure.Figure at 0x7fed64dc86d0>" + "<matplotlib.figure.Figure at 0x7ff13d110f90>" ] }, "metadata": {}, @@ -1071,11 +1071,11 @@ } ], "source": [ - "hist(flowers[\"petal_length\"])\n", + "hist(flowers['petal_length'])\n", "\n", - "title(\"Petal Length Distribution\")\n", - "xlabel(\"petal length\")\n", - "ylabel(\"count\");" + "title('Petal Length Distribution')\n", + "xlabel('petal length')\n", + "ylabel('count');" ] }, { @@ -1093,7 +1093,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 43, "metadata": { "slideshow": { "slide_type": "fragment" @@ -1102,9 +1102,9 @@ "outputs": [ { "data": { - "image/png": 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"text/plain": [ - "<matplotlib.figure.Figure at 0x7fed653a7090>" + "<matplotlib.figure.Figure at 0x7ff13d66c9d0>" ] }, "metadata": {}, @@ -1112,11 +1112,11 @@ } ], "source": [ - "hist(flowers[\"petal_length\"], bins=20)\n", + "hist(flowers['petal_length'], bins=20)\n", "\n", - "title(\"Petal Length Distribution\")\n", - "xlabel(\"petal length\")\n", - "ylabel(\"count\");" + "title('Petal Length Distribution')\n", + "xlabel('petal length')\n", + "ylabel('count');" ] }, { @@ -1137,7 +1137,7 @@ }, { "cell_type": "code", - "execution_count": 76, + "execution_count": 44, "metadata": { "slideshow": { "slide_type": "fragment" @@ -1146,9 +1146,9 @@ "outputs": [ { "data": { - "image/png": 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EktRxBoEkdZxBIEkdZxBIUscZBJLUcQaBJHWcQSBJHeclJqQZmMm1ggDWrlvH0umuu3Yt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\nSR33/wAj+1LyecmfngAAAABJRU5ErkJggg==\n", "text/plain": [ - "<matplotlib.figure.Figure at 0x7fed64cff210>" + "<matplotlib.figure.Figure at 0x7ff13d56c950>" ] }, "metadata": {}, @@ -1156,11 +1156,11 @@ } ], "source": [ - "hist(flowers[\"petal_length\"], bins=20, facecolor=\"teal\", edgecolor=\"black\", alpha=0.7)\n", + "hist(flowers['petal_length'], bins=20, facecolor='teal', edgecolor='black', alpha=0.7)\n", "\n", - "title(\"Petal Length Distribution\")\n", - "xlabel(\"petal length\")\n", - "ylabel(\"count\");" + "title('Petal Length Distribution')\n", + "xlabel('petal length')\n", + "ylabel('count');" ] }, { @@ -1180,7 +1180,7 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 53, "metadata": { "slideshow": { "slide_type": "fragment" @@ -1189,9 +1189,9 @@ "outputs": [ { "data": { - "image/png": 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+ "image/png": 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"text/plain": [ - "<matplotlib.figure.Figure at 0x7fed6547aed0>" + "<matplotlib.figure.Figure at 0x7ff13d356590>" ] }, "metadata": {}, @@ -1202,7 +1202,7 @@ "for i in range(1, 5):\n", " subplot(2, 2, i)\n", " xticks([]), yticks([])\n", - " text(0.5, 0.5, 'subplot(2, 2, %d)' % i, ha='center', size=20, alpha=.5);" + " text(0.5, 0.5, 'subplot(2, 2, %d)' % i, ha='center', size=18, alpha=0.75);" ] }, { @@ -1233,7 +1233,7 @@ }, { "cell_type": "code", - "execution_count": 47, + "execution_count": 52, "metadata": { "slideshow": { "slide_type": "subslide" @@ -1242,9 +1242,9 @@ "outputs": [ { "data": { - "image/png": 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"text/plain": [ - "<matplotlib.figure.Figure at 0x7fed6584b950>" + "<matplotlib.figure.Figure at 0x7ff13d8ee690>" ] }, "metadata": {}, @@ -1252,21 +1252,21 @@ } ], "source": [ - "subplot(1, 3, 1) # 1 row, 3 columns, cell 1\n", + "subplot(1, 3, 1) # 1 row, 3 columns, cell 1\n", "xticks([]), yticks([])\n", - "text(0.5, 0.5, '(1, 3, 1)', ha='center', size=20, alpha=.5)\n", + "text(0.5, 0.5, '(1, 3, 1)', ha='center', size=18, alpha=0.75)\n", "\n", - "subplot(2, 3, 3) # 2 rows, 3 columns, cell 3\n", + "subplot(2, 3, 3) # 2 rows, 3 columns, cell 3\n", "xticks([]), yticks([])\n", - "text(0.5, 0.5, '(2, 3, 3)', ha='center', size=20, alpha=.5)\n", + "text(0.5, 0.5, '(2, 3, 3)', ha='center', size=18, alpha=0.75)\n", "\n", - "subplot(3, 2, 6) # 3 rows, 2 columns, cell 6\n", + "subplot(3, 2, 6) # 3 rows, 2 columns, cell 6\n", "xticks([]), yticks([])\n", - "text(0.5, 0.5, '(3, 2, 6)', ha='center', size=20, alpha=.5)\n", + "text(0.5, 0.5, '(3, 2, 6)', ha='center', size=18, alpha=0.75)\n", "\n", - "subplot(3, 3, 5) # 3 rows, 3 columns, cell 5\n", + "subplot(3, 3, 5) # 3 rows, 3 columns, cell 5\n", "xticks([]), yticks([])\n", - "text(0.5, 0.5, '(3, 3, 5)', ha='center', size=20, alpha=.5);" + "text(0.5, 0.5, '(3, 3, 5)', ha='center', size=18, alpha=0.75);" ] }, { @@ -1284,7 +1284,7 @@ }, { "cell_type": "code", - "execution_count": 52, + "execution_count": 54, "metadata": { "slideshow": { "slide_type": "fragment" @@ -1292,24 +1292,21 @@ }, "outputs": [ { - "data": { - "text/plain": [ - "['setosa', 'versicolor', 'virginica']" - ] - }, - "execution_count": 52, - "metadata": {}, - "output_type": "execute_result" + "name": "stdout", + "output_type": "stream", + "text": [ + "['setosa', 'versicolor', 'virginica']\n" + ] } ], "source": [ "species = list(set(flowers.species))\n", - "species" + "print species" ] }, { "cell_type": "code", - "execution_count": 51, + "execution_count": 55, "metadata": { "collapsed": true, "slideshow": { @@ -1319,14 +1316,14 @@ "outputs": [], "source": [ "# make a dataset for each species\n", - "setosa = flowers[flowers.species == \"setosa\"]\n", - "versicolor = flowers[flowers.species == \"versicolor\"]\n", - "virginica = flowers[flowers.species == \"virginica\"]" + "setosa = flowers[flowers.species == 'setosa']\n", + "versicolor = flowers[flowers.species == 'versicolor']\n", + "virginica = flowers[flowers.species == 'virginica']" ] }, { "cell_type": "code", - "execution_count": 66, + "execution_count": 58, "metadata": { "slideshow": { "slide_type": "subslide" @@ -1337,7 +1334,7 @@ "data": { "image/png": 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rgdUAixcv7mF0aiP/Jmi6bCnrgaqa1iSp3ZLMp5OQvaeqPjROkZuBE0fNn9As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\nN/RwX5LUS981IZPUdj1Lyqr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mZT0w0UXLC5okSZqqoY9TJkmSJJMySZKkVjAp68LChQtJ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\n", "text/plain": [ - "<matplotlib.figure.Figure at 0x7fed64a646d0>" + "<matplotlib.figure.Figure at 0x7ff13d66d1d0>" ] }, "metadata": {}, @@ -1346,17 +1343,18 @@ ], "source": [ "figsize(10, 8)\n", - "cell = 1\n", - "for feature in features:\n", - " subplot(2, 2, cell)\n", - " boxplot([setosa[feature], versicolor[feature], virginica[feature]], labels=species)\n", - " ylabel(feature)\n", - " cell += 1" + "for cell, feature in enumerate(features):\n", + " subplot(2, 2, cell + 1)\n", + " boxplot(\n", + " [setosa[feature], versicolor[feature], virginica[feature]],\n", + " labels=species\n", + " )\n", + " ylabel(feature)" ] }, { "cell_type": "code", - "execution_count": 75, + "execution_count": 59, "metadata": { "collapsed": true, "slideshow": { @@ -1383,7 +1381,7 @@ }, { "cell_type": "code", - "execution_count": 72, + "execution_count": 61, "metadata": { "slideshow": { "slide_type": "fragment" @@ -1394,7 +1392,7 @@ "data": { "image/png": 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6XDCfeuopvPjii9i5cydisRgWLlyo/s7hcHQoXaX8XMgkbUVFBQCgqakJ5eXl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\nnToVW7duHZRGc8WKFdi8eTPq6uqg1Wrx4YcfwufzYc+ePRg1alShxcs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"text/plain": [ - "<matplotlib.figure.Figure at 0x7fed656d3490>" + "<matplotlib.figure.Figure at 0x7ff13d48add0>" ] }, "metadata": {}, @@ -1403,10 +1401,10 @@ ], "source": [ "with xkcd():\n", - " hist(flowers[\"petal_length\"], bins=20, facecolor=\"teal\", edgecolor=\"black\")\n", - " title(\"Petal Length Distribution\")\n", - " xlabel(\"petal length\")\n", - " ylabel(\"count\");" + " hist(flowers['petal_length'], bins=20, facecolor='teal', edgecolor='black')\n", + " title('Petal Length Distribution')\n", + " xlabel('petal length')\n", + " ylabel('count');" ] }, {