From 815c55afa4ef4385d2a823b73c06ba38845f5996 Mon Sep 17 00:00:00 2001 From: Oscar Araque Date: Tue, 5 Apr 2016 16:42:37 +0200 Subject: [PATCH] Improved hist visualization --- ml2/3_4_Visualisation_Pandas.ipynb | 39 +++++++++--------------------- 1 file changed, 11 insertions(+), 28 deletions(-) diff --git a/ml2/3_4_Visualisation_Pandas.ipynb b/ml2/3_4_Visualisation_Pandas.ipynb index 4cb1211..6b913a2 100644 --- a/ml2/3_4_Visualisation_Pandas.ipynb +++ b/ml2/3_4_Visualisation_Pandas.ipynb @@ -109,7 +109,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 8, "metadata": { "collapsed": false }, @@ -133,7 +133,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 11, "metadata": { "collapsed": false }, @@ -263,7 +263,7 @@ "4 0 373450 8.0500 NaN S " ] }, - "execution_count": 3, + "execution_count": 11, "metadata": {}, "output_type": "execute_result" } @@ -278,7 +278,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 12, "metadata": { "collapsed": false }, @@ -396,7 +396,7 @@ "4 8.0500 0 " ] }, - "execution_count": 4, + "execution_count": 12, "metadata": {}, "output_type": "execute_result" } @@ -669,34 +669,16 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 14, "metadata": { "collapsed": false }, "outputs": [ { "data": { + "image/png": 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PF184YtyhmZmNHTXHVJnZVp4B7oyIAeBRSauBDZImZ8uL7E5az20ZqbeqZMS4wzymTdsh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\n5/Fho4mPEqeT2IyOruUtV9/MvOEDOj7WFrapFU2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2wj0Me3EO1FXWMpdgo6l/YSMYwRbUJrBq0eM9mKD/ISbQJ2J67U5MmH4G08kB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\nAAAASUVORK5CYII=\n", - "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -705,7 +687,8 @@ ], "source": [ "# Analise distributon\n", - "df.hist()" + "df.hist(figsize=(10,10))\n", + "plt.show()" ] }, { @@ -4780,7 +4763,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.5.1" + "version": "3.4.3+" } }, "nbformat": 4,