diff --git a/visualization/DataVisualization1.ipynb b/visualization/DataVisualization1.ipynb index 82320ffca47b9c88eb5cdb7e9caa8956ac9ca9a5..d37752329b0ba9c3457d362686eeccf5a2a5c663 100644 --- a/visualization/DataVisualization1.ipynb +++ b/visualization/DataVisualization1.ipynb @@ -1,59 +1,5 @@ { "cells": [ - { - "cell_type": "code", - "execution_count": 2, - "metadata": { - "slideshow": { - "slide_type": "skip" - } - }, - "outputs": [ - { - "data": { - "text/html": [ - "<style>/* Remove the vertical scrollbar added by nbconvert. */\n", - ".reveal {\n", - " overflow: hidden;\n", - "}\n", - "\n", - "/* Workaround some highlight.js bugs in language autodetection. */\n", - "code.objectivec *,\n", - "code.perl *,\n", - "code.cs *,\n", - "code.javascript *,\n", - "code.http * {\n", - " color: black ! important;\n", - " font-weight: normal ! important;\n", - "}\n", - "span.title {\n", - " color: black ! important;\n", - "}\n", - "span.tag {\n", - " color: black ! important;\n", - "}\n", - "span.attribute {\n", - " color: black ! important;\n", - "}\n", - "</style>" - ], - "text/plain": [ - "<IPython.core.display.HTML object>" - ] - }, - "execution_count": 2, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "from IPython.display import HTML\n", - "def css_styling():\n", - " styles = open('styles/custom.css', 'r').read()\n", - " return HTML('<style>' + styles + '</style>')\n", - "css_styling()" - ] - }, { "cell_type": "markdown", "metadata": { @@ -216,7 +162,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 1, "metadata": { "slideshow": { "slide_type": "skip" @@ -249,7 +195,7 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 2, "metadata": { "slideshow": { "slide_type": "fragment" @@ -277,7 +223,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 3, "metadata": { "slideshow": { "slide_type": "fragment" @@ -366,7 +312,7 @@ "4 1954 8.81940 4.40570 10.61535 7.21360" ] }, - "execution_count": 17, + "execution_count": 3, "metadata": {}, "output_type": "execute_result" } @@ -389,7 +335,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 4, "metadata": { "slideshow": { "slide_type": "fragment" @@ -426,7 +372,7 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 5, "metadata": { "slideshow": { "slide_type": "fragment" @@ -471,7 +417,7 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 6, "metadata": { "slideshow": { "slide_type": "fragment" @@ -518,7 +464,7 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 7, "metadata": { "slideshow": { "slide_type": "fragment" @@ -562,7 +508,7 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 8, "metadata": { "slideshow": { "slide_type": "fragment" @@ -607,7 +553,7 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": 9, "metadata": { "slideshow": { "slide_type": "fragment" @@ -655,7 +601,7 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": 10, "metadata": { "slideshow": { "slide_type": "fragment" @@ -706,7 +652,7 @@ }, { "cell_type": "code", - "execution_count": 31, + "execution_count": 11, "metadata": { "slideshow": { "slide_type": "fragment" @@ -752,7 +698,7 @@ }, { "cell_type": "code", - "execution_count": 32, + "execution_count": 12, "metadata": { "slideshow": { "slide_type": "fragment" @@ -802,7 +748,7 @@ }, { "cell_type": "code", - "execution_count": 37, + "execution_count": 13, "metadata": { "slideshow": { "slide_type": "fragment" @@ -891,7 +837,7 @@ "4 5.0 3.6 1.4 0.2 setosa" ] }, - "execution_count": 37, + "execution_count": 13, "metadata": {}, "output_type": "execute_result" } @@ -917,7 +863,7 @@ }, { "cell_type": "code", - "execution_count": 38, + "execution_count": 14, "metadata": { "slideshow": { "slide_type": "fragment" @@ -963,7 +909,7 @@ }, { "cell_type": "code", - "execution_count": 39, + "execution_count": 15, "metadata": { "slideshow": { "slide_type": "fragment" @@ -976,7 +922,7 @@ "['sepal_length', 'sepal_width', 'petal_length', 'petal_width']" ] }, - "execution_count": 39, + "execution_count": 15, "metadata": {}, "output_type": "execute_result" } @@ -989,7 +935,7 @@ }, { "cell_type": "code", - "execution_count": 40, + "execution_count": 16, "metadata": { "slideshow": { "slide_type": "fragment" @@ -1029,7 +975,7 @@ }, { "cell_type": "code", - "execution_count": 41, + "execution_count": 17, "metadata": { "slideshow": { "slide_type": "fragment" @@ -1059,7 +1005,7 @@ }, { "cell_type": "code", - "execution_count": 42, + "execution_count": 18, "metadata": { "slideshow": { "slide_type": "skip" @@ -1083,7 +1029,7 @@ }, { "cell_type": "code", - "execution_count": 43, + "execution_count": 19, "metadata": { "slideshow": { "slide_type": "fragment" @@ -1126,7 +1072,7 @@ }, { "cell_type": "code", - "execution_count": 44, + "execution_count": 20, "metadata": { "slideshow": { "slide_type": "fragment" @@ -1172,7 +1118,7 @@ }, { "cell_type": "code", - "execution_count": 45, + "execution_count": 21, "metadata": { "slideshow": { "slide_type": "fragment" @@ -1217,7 +1163,7 @@ }, { "cell_type": "code", - "execution_count": 46, + "execution_count": 22, "metadata": { "slideshow": { "slide_type": "fragment" @@ -1270,7 +1216,7 @@ }, { "cell_type": "code", - "execution_count": 47, + "execution_count": 23, "metadata": { "slideshow": { "slide_type": "subslide" @@ -1321,7 +1267,7 @@ }, { "cell_type": "code", - "execution_count": 49, + "execution_count": 24, "metadata": { "slideshow": { "slide_type": "fragment" @@ -1343,7 +1289,7 @@ }, { "cell_type": "code", - "execution_count": 50, + "execution_count": 25, "metadata": { "slideshow": { "slide_type": "fragment" @@ -1359,7 +1305,7 @@ }, { "cell_type": "code", - "execution_count": 51, + "execution_count": 26, "metadata": { "slideshow": { "slide_type": "subslide" @@ -1392,7 +1338,7 @@ }, { "cell_type": "code", - "execution_count": 52, + "execution_count": 27, "metadata": { "slideshow": { "slide_type": "skip" @@ -1418,7 +1364,7 @@ }, { "cell_type": "code", - "execution_count": 54, + "execution_count": 28, "metadata": { "slideshow": { "slide_type": "fragment" @@ -1427,7 +1373,7 @@ "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ "<Figure size 504x288 with 1 Axes>" ] @@ -1481,7 +1427,6 @@ "cell_type": "code", "execution_count": null, "metadata": { - "collapsed": true, "slideshow": { "slide_type": "skip" }