{"id":4580,"date":"2022-02-15T21:07:46","date_gmt":"2022-02-15T14:07:46","guid":{"rendered":"http:\/\/mahisaajy.web.id\/blog\/?p=4580"},"modified":"2024-01-11T13:07:00","modified_gmt":"2024-01-11T06:07:00","slug":"matplotlib-basics-visualization-with-python","status":"publish","type":"post","link":"https:\/\/mahisaajy.web.id\/blog\/2022\/02\/matplotlib-basics-visualization-with-python\/","title":{"rendered":"Matplotlib Basics – Visualization with Python"},"content":{"rendered":"\n

Draw a line graph<\/h2>\n\n\n\n
from scipy.stats import norm\nimport matplotlib.pyplot as plt\nimport numpy as np\n\nx = np.arange(-3, 3, 0.001)\n\nplt.plot(x, norm.pdf(x))\nplt.show()<\/code><\/pre>\n\n\n\n
\"\"<\/figure>\n\n\n\n
Multiple Plots on One Graph<\/h2>\n\n\n\n
plt.plot(x, norm.pdf(x))\nplt.plot(x, norm.pdf(x, 1.0, 0.5))\nplt.show()<\/code><\/pre>\n\n\n\n
\"\"<\/figure>\n\n\n\n
Save it to a File<\/h2>\n\n\n\n
plt.plot(x, norm.pdf(x))\nplt.plot(x, norm.pdf(x, 1.0, 0.5))\nplt.savefig('MyPlot.png', format='png')<\/code><\/pre>\n\n\n\n
\"\"<\/figure>\n\n\n\n
Adjust the Axes<\/h2>\n\n\n\n
axes = plt.axes()\naxes.set_xlim([-5, 5])\naxes.set_ylim([0, 1.0])\naxes.set_xticks([-5, -4, -3, -2, -1, 0, 1, 2, 3, 4, 5])\naxes.set_yticks([0, 0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9, 1.0])\nplt.plot(x, norm.pdf(x))\nplt.plot(x, norm.pdf(x, 1.0, 0.5))\nplt.show()<\/code><\/pre>\n\n\n\n
\"\"<\/figure>\n\n\n\n
Add a Grid<\/h2>\n\n\n\n
axes = plt.axes()\naxes.set_xlim([-5, 5])\naxes.set_ylim([0, 1.0])\naxes.set_xticks([-5, -4, -3, -2, -1, 0, 1, 2, 3, 4, 5])\naxes.set_yticks([0, 0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9, 1.0])\naxes.grid()\n\nplt.plot(x, norm.pdf(x))\nplt.plot(x, norm.pdf(x, 1.0, 0.5))\nplt.show()<\/code><\/pre>\n\n\n\n
\"\"<\/figure>\n\n\n\n
Change Line Types and Colors<\/h2>\n\n\n\n
axes = plt.axes()\naxes.set_xlim([-5, 5])\naxes.set_ylim([0, 1.0])\naxes.set_xticks([-5, -4, -3, -2, -1, 0, 1, 2, 3, 4, 5])\naxes.set_yticks([0, 0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9, 1.0])\naxes.grid()\n\nplt.plot(x, norm.pdf(x), 'b-')\nplt.plot(x, norm.pdf(x, 1.0, 0.5), 'r:')\nplt.show()<\/code><\/pre>\n\n\n\n
\"\"<\/figure>\n\n\n\n
Labeling Axes and Adding a Legend<\/h2>\n\n\n\n
axes = plt.axes()\naxes.set_xlim([-5, 5])\naxes.set_ylim([0, 1.0])\naxes.set_xticks([-5, -4, -3, -2, -1, 0, 1, 2, 3, 4, 5])\naxes.set_yticks([0, 0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9, 1.0])\naxes.grid()\n\nplt.xlabel('Greebles')\nplt.ylabel('Probability')\nplt.plot(x, norm.pdf(x), 'b-')\nplt.plot(x, norm.pdf(x, 1.0, 0.5), 'r:')\nplt.legend(['Sneetches', 'Gacks'], loc=4)\nplt.show()<\/code><\/pre>\n\n\n\n
\"\"<\/figure>\n\n\n\n
XKCD Style \ud83d\ude42<\/h2>\n\n\n\n
plt.xkcd()\n\nfig = plt.figure()\nax = fig.add_subplot(1, 1, 1)\nax.spines['right'].set_color('none')\nax.spines['top'].set_color('none')\nplt.xticks([])\nplt.yticks([])\nax.set_ylim([-30, 10])\n\ndata = np.ones(100)\ndata[70:] -= np.arange(30)\n\nplt.annotate(\n    'THE DAY I REALIZED\\nI COULD COOK BACON\\nWHENEVER I WANTED',\n    xy=(70, 1), arrowprops=dict(arrowstyle='->'), xytext=(15, -10)\n)\n\nplt.plot(data)\n\nplt.xlabel('time')\nplt.ylabel('my overall health')<\/code><\/pre>\n\n\n\n
\"\"<\/figure>\n\n\n\n
Pie Chart<\/h2>\n\n\n\n
# remove XKCD mode:\nplt.rcdefaults()\n\nvalues = [12, 55, 4, 32, 14]\ncolors = ['r', 'g', 'b', 'c', 'm']\nexplode = [0, 0, 0.2, 0, 0]\nlabels = ['India', 'United States', 'Russia', 'China', 'Europe']\nplt.pie(values, colors=colors, labels=labels, explode=explode)\nplt.title('Student Locations')\nplt.show()<\/code><\/pre>\n\n\n\n
\"\"<\/figure>\n\n\n\n
Bar Chart<\/h2>\n\n\n\n
values = [12, 55, 4, 32, 14]\ncolors = ['r', 'g', 'b', 'c', 'm']\nplt.bar(range(0,5), values, color=colors)\nplt.show()<\/code><\/pre>\n\n\n\n
\"\"<\/figure>\n\n\n\n
Scatter Plot<\/h2>\n\n\n\n
from numpy.random import randn\n\nX = randn(500)\nY = randn(500)\nplt.scatter(X, Y)\nplt.show()<\/code><\/pre>\n\n\n\n
\"\"<\/figure>\n\n\n\n
Histogram<\/h2>\n\n\n\n
incomes = np.random.normal(27000, 15000, 10000)\nplt.hist(incomes, 50)\nplt.show()<\/code><\/pre>\n\n\n\n
\"\"<\/figure>\n\n\n\n
Box & Whisker Plot<\/h2>\n\n\n\n
uniformSkewed = np.random.rand(100) * 100 - 40\nhigh_outliers = np.random.rand(10) * 50 + 100\nlow_outliers = np.random.rand(10) * -50 - 100\ndata = np.concatenate((uniformSkewed, high_outliers, low_outliers))\nplt.boxplot(data)\nplt.show()<\/code><\/pre>\n\n\n\n
\"\"<\/figure>\n","protected":false},"excerpt":{"rendered":"
Draw a line graph Multiple Plots on One Graph Save it to a File Adjust the Axes Add a Grid Change Line Types and Colors Labeling Axes and Adding a Legend XKCD Style \ud83d\ude42 Pie Chart Bar Chart Scatter Plot Histogram Box & Whisker Plot<\/p>\n","protected":false},"author":1,"featured_media":4598,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_monsterinsights_skip_tracking":false,"_monsterinsights_sitenote_active":false,"_monsterinsights_sitenote_note":"","_monsterinsights_sitenote_category":0,"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":"","jetpack_publicize_message":"","jetpack_publicize_feature_enabled":true,"jetpack_social_post_already_shared":true,"jetpack_social_options":{"image_generator_settings":{"template":"highway","default_image_id":0,"font":"","enabled":false},"version":2},"_links_to":"","_links_to_target":""},"categories":[397,3],"tags":[],"class_list":["post-4580","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-data-science","category-personal"],"blocksy_meta":{"styles_descriptor":{"styles":{"desktop":"","tablet":"","mobile":""},"google_fonts":[]}},"yoast_head":"\nMatplotlib Basics - Visualization with Python - Mahisa Ajy Kusuma<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/mahisaajy.web.id\/blog\/2022\/02\/matplotlib-basics-visualization-with-python\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Matplotlib Basics - Visualization with Python - Mahisa Ajy Kusuma\" \/>\n<meta property=\"og:description\" content=\"Draw a line graph Multiple Plots on One Graph Save it to a File Adjust the Axes Add a Grid Change Line Types and Colors Labeling Axes and Adding a Legend XKCD Style \ud83d\ude42 Pie Chart Bar Chart Scatter Plot Histogram Box & Whisker Plot\" \/>\n<meta property=\"og:url\" content=\"https:\/\/mahisaajy.web.id\/blog\/2022\/02\/matplotlib-basics-visualization-with-python\/\" \/>\n<meta property=\"og:site_name\" content=\"Mahisa Ajy Kusuma\" \/>\n<meta property=\"article:publisher\" content=\"mahisaajy\" \/>\n<meta property=\"article:author\" content=\"mahisaajy\" \/>\n<meta property=\"article:published_time\" content=\"2022-02-15T14:07:46+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2024-01-11T06:07:00+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/mahisaajy.web.id\/blog\/wp-content\/uploads\/2022\/02\/download-9.png\" \/>\n\t<meta property=\"og:image:width\" content=\"368\" \/>\n\t<meta property=\"og:image:height\" content=\"250\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/png\" \/>\n<meta name=\"author\" content=\"mahisaajy\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:creator\" content=\"@mahisaajy\" \/>\n<meta name=\"twitter:site\" content=\"@mahisaajy\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"mahisaajy\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"5 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\/\/mahisaajy.web.id\/blog\/2022\/02\/matplotlib-basics-visualization-with-python\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/mahisaajy.web.id\/blog\/2022\/02\/matplotlib-basics-visualization-with-python\/\"},\"author\":{\"name\":\"mahisaajy\",\"@id\":\"https:\/\/mahisaajy.web.id\/blog\/#\/schema\/person\/d9bfa055f34d78537afcc2d6079ff40c\"},\"headline\":\"Matplotlib Basics – Visualization with Python\",\"datePublished\":\"2022-02-15T14:07:46+00:00\",\"dateModified\":\"2024-01-11T06:07:00+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/mahisaajy.web.id\/blog\/2022\/02\/matplotlib-basics-visualization-with-python\/\"},\"wordCount\":50,\"commentCount\":0,\"publisher\":{\"@id\":\"https:\/\/mahisaajy.web.id\/blog\/#\/schema\/person\/d9bfa055f34d78537afcc2d6079ff40c\"},\"image\":{\"@id\":\"https:\/\/mahisaajy.web.id\/blog\/2022\/02\/matplotlib-basics-visualization-with-python\/#primaryimage\"},\"thumbnailUrl\":\"https:\/\/mahisaajy.web.id\/blog\/wp-content\/uploads\/2022\/02\/download-9.png\",\"articleSection\":[\"Data Science\",\"Personal\"],\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"CommentAction\",\"name\":\"Comment\",\"target\":[\"https:\/\/mahisaajy.web.id\/blog\/2022\/02\/matplotlib-basics-visualization-with-python\/#respond\"]}]},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/mahisaajy.web.id\/blog\/2022\/02\/matplotlib-basics-visualization-with-python\/\",\"url\":\"https:\/\/mahisaajy.web.id\/blog\/2022\/02\/matplotlib-basics-visualization-with-python\/\",\"name\":\"Matplotlib Basics - 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