From f7c7e032fb27437ba09f6929640b3a3824b4285f Mon Sep 17 00:00:00 2001 From: Amit Rathi Date: Mon, 31 Jan 2022 20:56:36 +0530 Subject: [PATCH] Changed plot --- nb2/05.02-V2-Introducing-Scikit-Learn.ipynb | 9 +++++---- 1 file changed, 5 insertions(+), 4 deletions(-) diff --git a/nb2/05.02-V2-Introducing-Scikit-Learn.ipynb b/nb2/05.02-V2-Introducing-Scikit-Learn.ipynb index 74e8365c3..f04ab904a 100644 --- a/nb2/05.02-V2-Introducing-Scikit-Learn.ipynb +++ b/nb2/05.02-V2-Introducing-Scikit-Learn.ipynb @@ -167,12 +167,12 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 13, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -185,11 +185,12 @@ "import seaborn as sns\n", "import matplotlib.pyplot as plt\n", "\n", + "# set a grey background\n", "sns.set(style='darkgrid')\n", "df = sns.load_dataset('iris')\n", "\n", - "fig = sns.kdeplot(df['sepal_width'], shade=True, color=\"r\")\n", - "fig = sns.kdeplot(df['sepal_length'], shade=True, color=\"b\")\n", + "fig = sns.kdeplot(df['petal_length'], shade=True, color=\"y\")\n", + "fig = sns.kdeplot(df['sepal_length'], shade=True, color=\"g\")\n", "\n", "plt.show()" ]