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"text": [ "" ] } ], "prompt_number": 28 }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Density Plot" ] }, { "cell_type": "code", "collapsed": false, "input": [ "sns.kdeplot(df.y)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 20, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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d0uJdgsfN/CkFtLT3UH6kyelwJAqpmIs4QLPY5Xya1S5XQsVcZIh1dPWyu7KR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\n/Td7eXNbDeVHz3DfrVMZrR0fVcwjUfX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8TtqcHdR3NVN3tIGG7iZ2NKRGIqza+CImrYG5ZTNZUD6L86csQK/WnZH8Ty13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\n3mTv3gzUajULF17PlVdejVLZP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G2ts01C4fNF2Y3wE8B2Ct3QvsmNC2Fmi11oattXHgTeCuzDbPTrLNLqDZGPMi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\n", "text": [ "" ] } ], "prompt_number": 16 }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Histogram" ] }, { "cell_type": "code", "collapsed": false, "input": [ "plt.hist(df.x, alpha=.3)\n", "sns.rugplot(df.x);" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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"text": [ "" ] } ], "prompt_number": 27 }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Boxplot " ] }, { "cell_type": "code", "collapsed": false, "input": [ "sns.boxplot([df.y, df.x])" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 10, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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"text": [ "" ] } ], "prompt_number": 10 }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Violin Plot" ] }, { "cell_type": "code", "collapsed": false, "input": [ "sns.violinplot([df.y, df.x])" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 30, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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2KCecejI2m7Vt5LRooQOMGbMfEyYcQLhxOXqg0epyRIJFWlajd2zktFNn0rNn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\nMSIxq8tKK5H6AG0f1pLtyWH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"text": [ "" ] } ], "prompt_number": 30 }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Heatmap" ] }, { "cell_type": "code", "collapsed": false, "input": [ "sns.heatmap([df.y, df.x], annot=True, fmt=\"d\")" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 34, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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CCNuRg0pXSa5CCJshJ7SEEMIKclBuleQqhLAdcoeWEEJYgVSuQghhBdLnKoQQ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\nDWzalqiY5/ReNJ28brlZuHM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"text": [ "" ] } ], "prompt_number": 34 }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Clustermap" ] }, { "cell_type": "code", "collapsed": false, "input": [ "sns.clustermap(df)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 35, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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