{"id":1921,"date":"2023-08-10T10:27:55","date_gmt":"2023-08-10T17:27:55","guid":{"rendered":"https:\/\/gantovnik.com\/bio-tips\/?p=1921"},"modified":"2023-08-10T15:08:47","modified_gmt":"2023-08-10T22:08:47","slug":"376-scatterplot-with-continuous-hues-and-sizes-using-seaborn-library","status":"publish","type":"post","link":"https:\/\/gantovnik.com\/bio-tips\/2023\/08\/376-scatterplot-with-continuous-hues-and-sizes-using-seaborn-library\/","title":{"rendered":"#376 Scatterplot with continuous hues and sizes using seaborn library"},"content":{"rendered":"<p><a href=\"https:\/\/gantovnik.com\/bio-tips\/2023\/08\/376-scatterplot-with-continuous-hues-and-sizes-using-seaborn-library\/ex376\/\" rel=\"attachment wp-att-1922\"><img data-recalc-dims=\"1\" decoding=\"async\" src=\"https:\/\/i0.wp.com\/gantovnik.com\/bio-tips\/wp-content\/uploads\/2023\/08\/ex376.png?resize=589%2C500&#038;ssl=1\" alt=\"\" width=\"589\" height=\"500\" class=\"alignnone size-full wp-image-1922\" srcset=\"https:\/\/gantovnik.com\/bio-tips\/wp-content\/uploads\/2023\/08\/ex376.png 589w, https:\/\/gantovnik.com\/bio-tips\/wp-content\/uploads\/2023\/08\/ex376-480x407.png 480w\" sizes=\"(min-width: 0px) and (max-width: 480px) 480px, (min-width: 481px) 589px, 100vw\" \/><\/a><\/p>\n<pre class=\"brush: python; title: ; notranslate\" title=\"\">\r\n#Scatterplot with continuous hues and sizes\r\nimport matplotlib.pyplot as plt\r\n#conda install -c anaconda seaborn\r\nimport seaborn as sns\r\nsns.set_theme(style=&quot;whitegrid&quot;)\r\n\r\n\r\ndef main():\r\n    # Load the example planets dataset\r\n    planets = sns.load_dataset(&quot;planets&quot;)\r\n    cmap = sns.cubehelix_palette(rot=-.2, as_cmap=True)\r\n    g = sns.relplot(\r\n        data=planets,\r\n        x=&quot;distance&quot;, y=&quot;orbital_period&quot;,\r\n        hue=&quot;year&quot;, size=&quot;mass&quot;,\r\n        palette=cmap, sizes=(10, 200),\r\n    )\r\n    g.set(xscale=&quot;log&quot;, yscale=&quot;log&quot;)\r\n    g.ax.xaxis.grid(True, &quot;minor&quot;, linewidth=.25)\r\n    g.ax.yaxis.grid(True, &quot;minor&quot;, linewidth=.25)\r\n    g.despine(left=True, bottom=True)\r\n    plt.savefig(&quot;ex376.png&quot;, dpi=100)\r\n    plt.show()\r\n\r\nif __name__ == '__main__':\r\n    main()\r\n<\/pre>\n","protected":false},"excerpt":{"rendered":"<p>#Scatterplot with continuous hues and sizes import matplotlib.pyplot as plt #conda install -c anaconda seaborn import seaborn as sns sns.set_theme(style=&quot;whitegrid&quot;) def main(): # Load the example planets dataset planets = sns.load_dataset(&quot;planets&quot;) cmap = sns.cubehelix_palette(rot=-.2, as_cmap=True) g = sns.relplot( data=planets, x=&quot;distance&quot;, y=&quot;orbital_period&quot;, hue=&quot;year&quot;, size=&quot;mass&quot;, palette=cmap, sizes=(10, 200), ) g.set(xscale=&quot;log&quot;, yscale=&quot;log&quot;) g.ax.xaxis.grid(True, &quot;minor&quot;, linewidth=.25) g.ax.yaxis.grid(True, &quot;minor&quot;, linewidth=.25) [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"nf_dc_page":"","_et_pb_use_builder":"","_et_pb_old_content":"","_et_gb_content_width":"","_lmt_disableupdate":"yes","_lmt_disable":"","jetpack_post_was_ever_published":false,"_jetpack_newsletter_access":"","_jetpack_dont_email_post_to_subs":false,"_jetpack_newsletter_tier_id":0,"_jetpack_memberships_contains_paywalled_content":false,"_jetpack_memberships_contains_paid_content":false,"footnotes":""},"categories":[91,2,92],"tags":[],"class_list":["post-1921","post","type-post","status-publish","format-standard","hentry","category-plot","category-python","category-seaborn"],"modified_by":"gantovnik","jetpack_featured_media_url":"","jetpack_sharing_enabled":true,"jetpack_shortlink":"https:\/\/wp.me\/p8bH0k-uZ","jetpack_likes_enabled":true,"jetpack-related-posts":[{"id":1915,"url":"https:\/\/gantovnik.com\/bio-tips\/2023\/08\/373-scatterplot-with-multiple-semantics-using-seaborn-library\/","url_meta":{"origin":1921,"position":0},"title":"#373 Scatterplot with multiple semantics using seaborn library","author":"gantovnik","date":"2023-08-09","format":false,"excerpt":"[code language=\"python\"] import numpy as np import matplotlib.pyplot as plt import os from scipy.special import fresnel #conda install -c anaconda seaborn import seaborn as sns sns.set_theme(style=\"whitegrid\") def main(): # Load the example diamonds dataset diamonds = sns.load_dataset(\"diamonds\") # Draw a scatter plot while assigning point colors and sizes to different\u2026","rel":"","context":"In &quot;plot&quot;","block_context":{"text":"plot","link":"https:\/\/gantovnik.com\/bio-tips\/category\/plot\/"},"img":{"alt_text":"","src":"https:\/\/i0.wp.com\/gantovnik.com\/bio-tips\/wp-content\/uploads\/2023\/08\/ex373.png?resize=350%2C200&ssl=1","width":350,"height":200,"srcset":"https:\/\/i0.wp.com\/gantovnik.com\/bio-tips\/wp-content\/uploads\/2023\/08\/ex373.png?resize=350%2C200&ssl=1 1x, https:\/\/i0.wp.com\/gantovnik.com\/bio-tips\/wp-content\/uploads\/2023\/08\/ex373.png?resize=525%2C300&ssl=1 1.5x, https:\/\/i0.wp.com\/gantovnik.com\/bio-tips\/wp-content\/uploads\/2023\/08\/ex373.png?resize=700%2C400&ssl=1 2x, https:\/\/i0.wp.com\/gantovnik.com\/bio-tips\/wp-content\/uploads\/2023\/08\/ex373.png?resize=1050%2C600&ssl=1 3x"},"classes":[]},{"id":1927,"url":"https:\/\/gantovnik.com\/bio-tips\/2023\/08\/378-horizontal-boxplot-with-observations-using-seaborn-library\/","url_meta":{"origin":1921,"position":1},"title":"#378 Horizontal boxplot with observations using seaborn library","author":"gantovnik","date":"2023-08-10","format":false,"excerpt":"[code language=\"python\"] #Horizontal boxplot with observations import matplotlib.pyplot as plt #conda install -c anaconda seaborn import seaborn as sns sns.set_theme(style=\"ticks\") def main(): # Initialize the figure with a logarithmic x axis f, ax = plt.subplots(figsize=(7, 6)) ax.set_xscale(\"log\") # Load the example planets dataset planets = sns.load_dataset(\"planets\") # Plot the orbital\u2026","rel":"","context":"In &quot;plot&quot;","block_context":{"text":"plot","link":"https:\/\/gantovnik.com\/bio-tips\/category\/plot\/"},"img":{"alt_text":"","src":"https:\/\/i0.wp.com\/gantovnik.com\/bio-tips\/wp-content\/uploads\/2023\/08\/ex378.png?resize=350%2C200&ssl=1","width":350,"height":200,"srcset":"https:\/\/i0.wp.com\/gantovnik.com\/bio-tips\/wp-content\/uploads\/2023\/08\/ex378.png?resize=350%2C200&ssl=1 1x, https:\/\/i0.wp.com\/gantovnik.com\/bio-tips\/wp-content\/uploads\/2023\/08\/ex378.png?resize=525%2C300&ssl=1 1.5x, https:\/\/i0.wp.com\/gantovnik.com\/bio-tips\/wp-content\/uploads\/2023\/08\/ex378.png?resize=700%2C400&ssl=1 2x"},"classes":[]},{"id":1929,"url":"https:\/\/gantovnik.com\/bio-tips\/2023\/08\/379-joint-and-marginal-histograms-using-seaborn-library\/","url_meta":{"origin":1921,"position":2},"title":"#379 Joint and marginal histograms using seaborn library","author":"gantovnik","date":"2023-08-10","format":false,"excerpt":"[code language=\"python\"] #Joint and marginal histograms using seaborn library import matplotlib.pyplot as plt #conda install -c anaconda seaborn import seaborn as sns sns.set_theme(style=\"ticks\") def main(): # Load the planets dataset and initialize the figure planets = sns.load_dataset(\"planets\") g = sns.JointGrid(data=planets, x=\"year\", y=\"distance\", marginal_ticks=True) # Set a log scaling on the\u2026","rel":"","context":"In &quot;plot&quot;","block_context":{"text":"plot","link":"https:\/\/gantovnik.com\/bio-tips\/category\/plot\/"},"img":{"alt_text":"","src":"https:\/\/i0.wp.com\/gantovnik.com\/bio-tips\/wp-content\/uploads\/2023\/08\/ex379.png?resize=350%2C200&ssl=1","width":350,"height":200,"srcset":"https:\/\/i0.wp.com\/gantovnik.com\/bio-tips\/wp-content\/uploads\/2023\/08\/ex379.png?resize=350%2C200&ssl=1 1x, https:\/\/i0.wp.com\/gantovnik.com\/bio-tips\/wp-content\/uploads\/2023\/08\/ex379.png?resize=525%2C300&ssl=1 1.5x"},"classes":[]},{"id":1943,"url":"https:\/\/gantovnik.com\/bio-tips\/2023\/08\/385-scatterplot-matrix-using-seaborn-library\/","url_meta":{"origin":1921,"position":3},"title":"#385 Scatterplot matrix using seaborn library","author":"gantovnik","date":"2023-08-13","format":false,"excerpt":"[code language=\"python\"] #Scatterplot matrix using seaborn library import matplotlib.pyplot as plt #conda install -c anaconda seaborn import seaborn as sns sns.set_theme(style=\"ticks\") def main(): df = sns.load_dataset(\"penguins\") sns.pairplot(df, hue=\"species\") plt.savefig(\"ex385.png\", dpi=100) plt.show() if __name__ == '__main__': main() [\/code]","rel":"","context":"In &quot;plot&quot;","block_context":{"text":"plot","link":"https:\/\/gantovnik.com\/bio-tips\/category\/plot\/"},"img":{"alt_text":"","src":"https:\/\/i0.wp.com\/gantovnik.com\/bio-tips\/wp-content\/uploads\/2023\/08\/ex385.png?resize=350%2C200&ssl=1","width":350,"height":200,"srcset":"https:\/\/i0.wp.com\/gantovnik.com\/bio-tips\/wp-content\/uploads\/2023\/08\/ex385.png?resize=350%2C200&ssl=1 1x, https:\/\/i0.wp.com\/gantovnik.com\/bio-tips\/wp-content\/uploads\/2023\/08\/ex385.png?resize=525%2C300&ssl=1 1.5x, https:\/\/i0.wp.com\/gantovnik.com\/bio-tips\/wp-content\/uploads\/2023\/08\/ex385.png?resize=700%2C400&ssl=1 2x, https:\/\/i0.wp.com\/gantovnik.com\/bio-tips\/wp-content\/uploads\/2023\/08\/ex385.png?resize=1050%2C600&ssl=1 3x"},"classes":[]},{"id":1923,"url":"https:\/\/gantovnik.com\/bio-tips\/2023\/08\/377-stacked-histogram-on-a-log-scale-using-seaborn\/","url_meta":{"origin":1921,"position":4},"title":"#377 Stacked histogram on a log scale using seaborn library","author":"gantovnik","date":"2023-08-10","format":false,"excerpt":"[code language=\"python\"] #Stacked histogram on a log scale import matplotlib.pyplot as plt import matplotlib as mpl #conda install -c anaconda seaborn import seaborn as sns sns.set_theme(style=\"ticks\") def main(): diamonds = sns.load_dataset(\"diamonds\") f, ax = plt.subplots(figsize=(7, 5)) sns.despine(f) sns.histplot( diamonds, x=\"price\", hue=\"cut\", multiple=\"stack\", palette=\"light:m_r\", edgecolor=\".3\", linewidth=.5, log_scale=True, ) ax.xaxis.set_major_formatter(mpl.ticker.ScalarFormatter()) ax.set_xticks([500, 1000,\u2026","rel":"","context":"In &quot;plot&quot;","block_context":{"text":"plot","link":"https:\/\/gantovnik.com\/bio-tips\/category\/plot\/"},"img":{"alt_text":"","src":"https:\/\/i0.wp.com\/gantovnik.com\/bio-tips\/wp-content\/uploads\/2023\/08\/ex377.png?resize=350%2C200&ssl=1","width":350,"height":200,"srcset":"https:\/\/i0.wp.com\/gantovnik.com\/bio-tips\/wp-content\/uploads\/2023\/08\/ex377.png?resize=350%2C200&ssl=1 1x, https:\/\/i0.wp.com\/gantovnik.com\/bio-tips\/wp-content\/uploads\/2023\/08\/ex377.png?resize=525%2C300&ssl=1 1.5x, https:\/\/i0.wp.com\/gantovnik.com\/bio-tips\/wp-content\/uploads\/2023\/08\/ex377.png?resize=700%2C400&ssl=1 2x"},"classes":[]},{"id":1933,"url":"https:\/\/gantovnik.com\/bio-tips\/2023\/08\/381-overlapping-densities-ridge-plot-using-seaborn-library\/","url_meta":{"origin":1921,"position":5},"title":"#381 Overlapping densities ridge plot using seaborn library","author":"gantovnik","date":"2023-08-10","format":false,"excerpt":"[code language=\"python\"] #Overlapping densities ridge plot using seaborn library import matplotlib.pyplot as plt import pandas as pd import numpy as np #conda install -c anaconda seaborn import seaborn as sns sns.set_theme(style=\"white\", rc={\"axes.facecolor\": (0, 0, 0, 0)}) def main(): # Create the data rs = np.random.RandomState(1979) x = rs.randn(500) g =\u2026","rel":"","context":"In &quot;plot&quot;","block_context":{"text":"plot","link":"https:\/\/gantovnik.com\/bio-tips\/category\/plot\/"},"img":{"alt_text":"","src":"https:\/\/i0.wp.com\/gantovnik.com\/bio-tips\/wp-content\/uploads\/2023\/08\/ex381.png?resize=350%2C200&ssl=1","width":350,"height":200,"srcset":"https:\/\/i0.wp.com\/gantovnik.com\/bio-tips\/wp-content\/uploads\/2023\/08\/ex381.png?resize=350%2C200&ssl=1 1x, https:\/\/i0.wp.com\/gantovnik.com\/bio-tips\/wp-content\/uploads\/2023\/08\/ex381.png?resize=525%2C300&ssl=1 1.5x, https:\/\/i0.wp.com\/gantovnik.com\/bio-tips\/wp-content\/uploads\/2023\/08\/ex381.png?resize=700%2C400&ssl=1 2x"},"classes":[]}],"_links":{"self":[{"href":"https:\/\/gantovnik.com\/bio-tips\/wp-json\/wp\/v2\/posts\/1921","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/gantovnik.com\/bio-tips\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/gantovnik.com\/bio-tips\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/gantovnik.com\/bio-tips\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/gantovnik.com\/bio-tips\/wp-json\/wp\/v2\/comments?post=1921"}],"version-history":[{"count":0,"href":"https:\/\/gantovnik.com\/bio-tips\/wp-json\/wp\/v2\/posts\/1921\/revisions"}],"wp:attachment":[{"href":"https:\/\/gantovnik.com\/bio-tips\/wp-json\/wp\/v2\/media?parent=1921"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/gantovnik.com\/bio-tips\/wp-json\/wp\/v2\/categories?post=1921"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/gantovnik.com\/bio-tips\/wp-json\/wp\/v2\/tags?post=1921"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}