{"id":174383,"date":"2024-05-08T18:30:27","date_gmt":"2024-05-08T10:30:27","guid":{"rendered":"https:\/\/docs.pingcode.com\/ask\/ask-ask\/174383.html"},"modified":"2024-05-08T18:30:36","modified_gmt":"2024-05-08T10:30:36","slug":"%e7%94%a8r%e6%88%96python%e5%a6%82%e4%bd%95%e7%bb%98%e5%88%b6piper%e4%b8%89%e7%ba%bf%e5%9b%be","status":"publish","type":"post","link":"https:\/\/docs.pingcode.com\/ask\/174383.html","title":{"rendered":"\u7528R\u6216python\u5982\u4f55\u7ed8\u5236piper\u4e09\u7ebf\u56fe"},"content":{"rendered":"

\"\u7528R\u6216python\u5982\u4f55\u7ed8\u5236piper\u4e09\u7ebf\u56fe\"<\/p>\n

\u7528R\u6216Python\u7ed8\u5236Piper\u4e09\u7ebf\u56fe\uff0c\u4e3b\u8981\u6d89\u53ca\u6570\u636e\u7684\u51c6\u5907\u3001\u76f8\u5173\u5e93\u7684\u5b89\u88c5\u4e0e\u52a0\u8f7d\u3001\u4ee5\u53ca\u7ed8\u56fe\u547d\u4ee4\u7684\u4f7f\u7528\u3002R\u8bed\u8a00\u901a\u8fc7\u4f7f\u7528\u5305\u5982hydrogeo<\/code>\u3001ggplot2<\/code>\u751f\u6210\u4e13\u4e1a\u4e14\u7f8e\u89c2\u7684Piper\u56fe<\/strong>\uff1b\u800cPython\u5229\u7528matplotlib<\/code>\u3001pandas<\/code>\u4ee5\u53ca\u4e13\u7528\u7684mpltern<\/code>\u5e93\u4f5c\u56fe<\/strong>\u3002\u8fd9\u91cc\u7279\u522b\u5c55\u5f00\u63cf\u8ff0R\u8bed\u8a00\u7684\u7ed8\u56fe\u6d41\u7a0b\u3002<\/p>\n<\/p>\n

\u4e00\u3001R\u8bed\u8a00\u7ed8\u56fe\u6b65\u9aa4<\/h3>\n<\/p>\n

R\u8bed\u8a00\u7ed8\u5236Piper\u56fe\uff0c\u9996\u8981\u6b65\u9aa4\u662f\u5b89\u88c5\u5e76\u52a0\u8f7d\u6240\u9700\u7684\u5305\u3002hydrogeo<\/code>\u662f\u4e13\u95e8\u7528\u4e8e\u6c34\u6587\u5730\u7403\u5316\u5b66\u4f5c\u56fe\u7684\u5305\uff0c\u800cggplot2<\/code>\u5219\u662f\u7528\u4e8e\u6570\u636e\u53ef\u89c6\u5316\u7684\u901a\u7528\u5305\uff0c\u80fd\u591f\u589e\u5f3aPiper\u56fe\u7684\u7f8e\u89c2\u6027\u548c\u53ef\u8bfb\u6027\u3002<\/p>\n<\/p>\n

\u5b89\u88c5\u548c\u52a0\u8f7d\u5fc5\u8981\u5305<\/h4>\n<\/p>\n

\u9996\u5148\uff0c\u9700\u8981\u5b89\u88c5hydrogeo<\/code>\u548cggplot2<\/code>\u5305\u3002\u5982\u679c\u5df2\u7ecf\u5b89\u88c5\uff0c\u5219\u76f4\u63a5\u52a0\u8f7d\u5b83\u4eec\u3002<\/p>\n<\/p>\n

install.packages("hydrogeo")<\/p>\n
install.packages("ggplot2")<\/p>\n
library(hydrogeo)<\/p>\n
library(ggplot2)<\/p>\n
<\/code><\/pre>\n<\/p>\n
\u51c6\u5907\u6570\u636e<\/h4>\n<\/p>\n
\u521b\u5efa\u6216\u51c6\u5907\u4e00\u4e2a\u6570\u636e\u6846\uff0c\u5305\u542b\u81f3\u5c11\u5305\u62ec\u94a0\u3001\u94be\u3001\u9499\u3001\u9541\u3001\u6c2f\u3001\u786b\u9178\u6839\u548c\u78b3\u9178\u76d0(\u5305\u62ec\u78b3\u9178\u6c22\u76d0)\u7684\u6d53\u5ea6\u6570\u636e\u3002\u6570\u636e\u547d\u540d\u4e0e\u683c\u5f0f\u9700\u8981\u7b26\u5408hydrogeo<\/code>\u5305\u7684\u8981\u6c42\u3002<\/p>\n<\/p>\n
data <- data.frame(Na=..., K=..., Ca=..., Mg=..., Cl=..., SO4=..., HCO3=...)<\/p>\n
<\/code><\/pre>\n<\/p>\n
\u7ed8\u5236Piper\u56fe<\/h4>\n<\/p>\n
\u5229\u7528hydrogeo<\/code>\u4e2d\u7684piperPlot<\/code>\u51fd\u6570\uff0c\u8f93\u5165\u51c6\u5907\u597d\u7684\u6570\u636e\uff0c\u5373\u53ef\u7ed8\u5236Piper\u4e09\u7ebf\u56fe\u3002<\/p>\n<\/p>\n
piperPlot(data)<\/p>\n
<\/code><\/pre>\n<\/p>\n
\u53ef\u4ee5\u901a\u8fc7\u8c03\u6574piperPlot<\/code>\u51fd\u6570\u7684\u53c2\u6570\u6765\u81ea\u5b9a\u4e49\u56fe\u50cf\u7684\u5916\u89c2\uff0c\u6bd4\u5982\u989c\u8272\u3001\u6807\u7b7e\u7b49\u3002<\/p>\n<\/p>\n
\u4e8c\u3001Python\u7ed8\u56fe\u6b65\u9aa4<\/h3>\n<\/p>\n
\u5728Python\u4e2d\uff0c\u8981\u5229\u7528matplotlib<\/code>\u3001pandas<\/code>\u548cmpltern<\/code>\u8fd9\u51e0\u4e2a\u5e93\u6765\u7ed8\u5236Piper\u56fe\u3002\u8fd9\u91cc\u4e5f\u9700\u8981\u5148\u51c6\u5907\u597d\u6570\u636e\uff0c\u5e76\u786e\u4fdd\u8fd9\u4e9b\u5e93\u90fd\u5df2\u7ecf\u5b89\u88c5\u3002<\/p>\n<\/p>\n
\u5b89\u88c5\u548c\u51c6\u5907\u5de5\u4f5c<\/h4>\n<\/p>\n
\u5148\u5b89\u88c5\u5fc5\u9700\u7684\u5e93\uff0c\u7136\u540e\u5bfc\u5165\u5b83\u4eec\u3002<\/p>\n<\/p>\n
!pip install matplotlib pandas mpltern<\/p>\n
import matplotlib.pyplot as plt<\/p>\n
import pandas as pd<\/p>\n
import mpltern<\/p>\n
<\/code><\/pre>\n<\/p>\n
\u6570\u636e\u51c6\u5907<\/h4>\n<\/p>\n
\u4e0eR\u8bed\u8a00\u7c7b\u4f3c\uff0c\u9700\u521b\u5efa\u4e00\u4e2a\u5305\u542b\u5fc5\u8981\u5316\u5b66\u7ec4\u5206\u7684DataFrame\u3002<\/p>\n<\/p>\n
data = pd.DataFrame({'Na+K': [...], 'Ca': [...], 'Mg': [...], 'Cl': [...], 'SO4': [...], 'HCO3': [...]})<\/p>\n
<\/code><\/pre>\n<\/p>\n
\u7ed8\u5236Piper\u56fe<\/h4>\n<\/p>\n
\u9996\u5148\uff0c\u9700\u8981\u8ba1\u7b97\u6210\u5206\u6240\u5360\u7684\u6bd4\u4f8b\uff0c\u7136\u540e\u5229\u7528mpltern<\/code>\u5e93\u7684\u4e09\u89d2\u5750\u6807\u7cfb\u529f\u80fd\u8fdb\u884c\u4f5c\u56fe\u3002<\/p>\n<\/p>\n
# \u8ba1\u7b97\u9633\u79bb\u5b50\u548c\u9634\u79bb\u5b50\u7684\u6469\u5c14\u767e\u5206\u6bd4<\/p>\n
\u4f7f\u7528mpltern\u8fdb\u884c\u7ed8\u5236<\/strong><\/h2>\n
<\/code><\/pre>\n<\/p>\n
\u5728Python\u4e2d\uff0c\u7ed8\u5236Piper\u56fe\u9700\u8981\u4e00\u5b9a\u7684\u6570\u636e\u9884\u5904\u7406\uff0c\u6bd4\u5982\u8f6c\u6362\u6210\u9002\u5408\u4e09\u7ebf\u56fe\u8868\u793a\u7684\u5f62\u5f0f\u3002\u800cmpltern<\/code>\u63d0\u4f9b\u7684\u4e09\u89d2\u5750\u6807\u7cfb\u652f\u6301\u8ba9\u8fd9\u4e2a\u8fc7\u7a0b\u53d8\u5f97\u76f8\u5bf9\u7b80\u5355\u3002<\/p>\n<\/p>\n
\u4e09\u3001\u56fe\u5f62\u81ea\u5b9a\u4e49\u4e0e\u4f18\u5316<\/h3>\n<\/p>\n
\u65e0\u8bba\u662f\u5728R\u8fd8\u662fPython\u4e2d\u5b8c\u6210\u7ed8\u56fe\u540e\uff0c\u540e\u7eed\u7684\u5de5\u4f5c\u5305\u62ec\u5bf9\u56fe\u5f62\u7684\u8fdb\u4e00\u6b65\u7f8e\u89c2\u8c03\u6574\uff0c\u5982\u4fee\u6539\u56fe\u4f8b\u3001\u8c03\u6574\u989c\u8272\u3001\u589e\u52a0\u6807\u9898\u7b49\u3002\u8fd9\u4e0d\u4ec5\u80fd\u591f\u63d0\u5347\u56fe\u5f62\u7684\u4e13\u4e1a\u5ea6\uff0c\u66f4\u80fd\u4f7f\u5176\u4f20\u8fbe\u7684\u4fe1\u606f\u4e00\u76ee\u4e86\u7136\u3002<\/p>\n<\/p>\n
R\u8bed\u8a00\u4e2d\u7684\u81ea\u5b9a\u4e49<\/h4>\n<\/p>\n
\u5728R\u8bed\u8a00\u4e2d\uff0c\u5229\u7528ggplot2<\/code>\u8fdb\u884c\u7684\u7f8e\u5316\u5de5\u4f5c\u53ef\u4ee5\u6781\u5927\u5730\u63d0\u5347Piper\u56fe\u7684\u89c6\u89c9\u6548\u679c\u3002\u901a\u8fc7\u8c03\u6574\u56fe\u5f62\u7684\u4e3b\u9898\u3001\u989c\u8272\u65b9\u6848\uff0c\u6dfb\u52a0\u6807\u9898\u548c\u56fe\u4f8b\u7b49\u6b65\u9aa4\uff0c\u53ef\u4ee5\u4f7f\u56fe\u5f62\u66f4\u5177\u6709\u8868\u73b0\u529b\u3002<\/p>\n<\/p>\n
Python\u4e2d\u7684\u81ea\u5b9a\u4e49<\/h4>\n<\/p>\n
Python\u7684matplotlib<\/code>\u5e93\u540c\u6837\u63d0\u4f9b\u4e86\u4e30\u5bcc\u7684\u5b9a\u5236\u529f\u80fd\u3002\u9664\u4e86\u57fa\u672c\u7684\u989c\u8272\u3001\u6807\u7b7e\u8c03\u6574\u5916\uff0c\u8fd8\u53ef\u4ee5\u63a7\u5236\u56fe\u5f62\u7684\u7ec6\u8282\uff0c\u5982\u5750\u6807\u8f74\u7684\u663e\u793a\u65b9\u5f0f\u3001\u6807\u8bb0\u7684\u6837\u5f0f\u7b49\u3002<\/p>\n<\/p>\n
\u56db\u3001\u603b\u7ed3<\/h3>\n<\/p>\n
\u7ed8\u5236Piper\u4e09\u7ebf\u56fe\u662f\u7406\u89e3\u6c34\u8d28\u5316\u5b66\u6570\u636e\u4e00\u4e2a\u91cd\u8981\u624b\u6bb5\u3002\u4e0d\u8bba\u662f\u5229\u7528R\u8bed\u8a00\u7684hydrogeo<\/code>\u4e0eggplot2<\/code>\u5305\uff0c\u8fd8\u662fPython\u7684matplotlib<\/code>\u3001pandas<\/code>\u548cmpltern<\/code>\u5e93\uff0c\u90fd\u80fd\u591f\u5b9e\u73b0\u4e13\u4e1a\u7ea7\u7684Piper\u56fe\u7ed8\u5236\u3002\u5173\u952e\u662f\u638c\u63e1\u6570\u636e\u7684\u51c6\u5907\u4e0e\u8f6c\u5316\u3001\u4e86\u89e3\u5404\u4e2a\u5e93\u7684\u7ed8\u56fe\u51fd\u6570\u53ca\u5176\u53c2\u6570\u3002\u901a\u8fc7\u540e\u671f\u7684\u56fe\u5f62\u81ea\u5b9a\u4e49\u4e0e\u4f18\u5316\uff0c\u53ef\u4ee5\u66f4\u597d\u5730\u5c55\u793a\u548c\u5206\u6790\u6c34\u8d28\u5316\u5b66\u6570\u636e\u3002<\/p>\n<\/p>\n
\u76f8\u5173\u95ee\u7b54FAQs\uff1a<\/strong><\/h2>\n
Q: \u6211\u8be5\u5982\u4f55\u4f7f\u7528Python\u6216R\u6765\u7ed8\u5236Piper\u4e09\u7ebf\u56fe\uff1f<\/strong><\/p>\n
A: \u7ed8\u5236Piper\u4e09\u7ebf\u56fe\u53ef\u4ee5\u901a\u8fc7Python\u6216R\u7b49\u7f16\u7a0b\u8bed\u8a00\u6765\u5b9e\u73b0\u3002\u5bf9\u4e8ePython\uff0c\u4f60\u53ef\u4ee5\u4f7f\u7528matplotlib\u548cnumpy\u5e93\u6765\u5b8c\u6210\u7ed8\u56fe\u4efb\u52a1\u3002\u5148\u4f7f\u7528numpy\u6765\u5904\u7406\u6570\u636e\uff0c\u7136\u540e\u4f7f\u7528matplotlib\u6765\u7ed8\u5236\u56fe\u5f62\u3002\u5bf9\u4e8eR\uff0c\u4f60\u53ef\u4ee5\u4f7f\u7528ggplot2\u548ctidyverse\u7b49\u5305\u6765\u8fdb\u884c\u7ed8\u56fe\u3002\u8fd9\u4e9b\u5305\u63d0\u4f9b\u4e86\u4e30\u5bcc\u7684\u51fd\u6570\u548c\u65b9\u6cd5\u6765\u751f\u6210Piper\u4e09\u7ebf\u56fe\u3002<\/p>\n
Q: \u6211\u9700\u8981\u54ea\u4e9b\u6570\u636e\u6765\u7ed8\u5236Piper\u4e09\u7ebf\u56fe\uff1f<\/strong><\/p>\n
A: \u8981\u7ed8\u5236Piper\u4e09\u7ebf\u56fe\uff0c\u4f60\u9700\u8981\u5177\u6709\u5b8c\u6574\u6027\u7684\u6c34\u6837\u6570\u636e\u3002\u8fd9\u4e9b\u6570\u636e\u5e94\u5305\u62ec\u6c34\u6837\u7684\u79bb\u5b50\u6d53\u5ea6\u4fe1\u606f\uff0c\u5982Na+\u3001K+\u3001Ca2+\u3001Mg2+\u3001HCO3-\u3001CO3^2-\u3001Cl-\u7b49\u3002\u6b64\u5916\uff0c\u4f60\u8fd8\u9700\u8981\u4e86\u89e3\u6c34\u6837\u7684\u603b\u786c\u5ea6\u548c\u603b\u6eb6\u89e3\u56fa\u4f53\u542b\u91cf\u7b49\u5176\u4ed6\u53c2\u6570\u3002\u8fd9\u4e9b\u6570\u636e\u5c06\u7528\u4e8e\u8ba1\u7b97\u548c\u7ed8\u5236Piper\u4e09\u7ebf\u56fe\u3002<\/p>\n
Q: \u7ed8\u5236Piper\u4e09\u7ebf\u56fe\u6709\u54ea\u4e9b\u5e94\u7528\u9886\u57df\uff1f<\/strong><\/p>\n
A: Piper\u4e09\u7ebf\u56fe\u662f\u4e00\u79cd\u5e38\u7528\u7684\u6c34\u6587\u5730\u7403\u5316\u5b66\u56fe\u8868\uff0c\u5e7f\u6cdb\u5e94\u7528\u4e8e\u6c34\u6587\u5730\u8d28\u3001\u73af\u5883\u5730\u8d28\u7b49\u9886\u57df\u3002\u5b83\u53ef\u4ee5\u7528\u4e8e\u5206\u6790\u6c34\u4f53\u4e2d\u7684\u79bb\u5b50\u7ec4\u6210\u3001\u6c34\u8d28\u53d8\u5316\u3001\u6c34\u6e90\u7c7b\u578b\u548c\u5730\u4e0b\u6c34\u4e0e\u8868\u5c42\u6c34\u7684\u5173\u7cfb\u7b49\u3002\u901a\u8fc7\u7ed8\u5236Piper\u4e09\u7ebf\u56fe\uff0c\u53ef\u4ee5\u76f4\u89c2\u5730\u5c55\u793a\u6c34\u6837\u4e2d\u5404\u79bb\u5b50\u7684\u76f8\u5bf9\u542b\u91cf\u548c\u4ea7\u751f\u8be5\u6c34\u6837\u7684\u5730\u8d28\u8fc7\u7a0b\uff0c\u5bf9\u6c34\u8d28\u8bc4\u4ef7\u548c\u5730\u4e0b\u6c34\u8d44\u6e90\u7ba1\u7406<\/a>\u5177\u6709\u91cd\u8981\u610f\u4e49\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"\u7528R\u6216Python\u7ed8\u5236Piper\u4e09\u7ebf\u56fe\uff0c\u4e3b\u8981\u6d89\u53ca\u6570\u636e\u7684\u51c6\u5907\u3001\u76f8\u5173\u5e93\u7684\u5b89\u88c5\u4e0e\u52a0\u8f7d\u3001\u4ee5\u53ca\u7ed8\u56fe\u547d\u4ee4\u7684\u4f7f\u7528\u3002R\u8bed\u8a00\u901a\u8fc7 […]","protected":false},"author":3,"featured_media":174395,"comment_status":"closed","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[37],"tags":[],"acf":[],"_links":{"self":[{"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/posts\/174383"}],"collection":[{"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/users\/3"}],"replies":[{"embeddable":true,"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/comments?post=174383"}],"version-history":[{"count":0,"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/posts\/174383\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/media\/174395"}],"wp:attachment":[{"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/media?parent=174383"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/categories?post=174383"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/tags?post=174383"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}