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用 Python 处理科研数据,这 4个库就够了(库/工具包)

  • 2026-07-01 19:27:33
用 Python 处理科研数据,这 4个库就够了(库/工具包)

我又以不算很拖延地频率,更新这一篇啦,这是实战篇,以我的真实需求出发(读研数据处理以及生信处理后的大数据的图文展示),进行详细的演示(温馨提示,一定要安装好python环境哦详见上两篇

难点来了:我们并没有专业的编码能力?!那,借助工具啦,感谢科技的发展,我现在已经无痛使用科技助力,推荐deepseek,因其逻辑性强,编程能力相当出色,是当前大语言模型中编程能力较强的梯队之一,别的AI 编程我还没试过,有更好用的欢迎小伙伴推荐~

在当代AI时代,信息多到乱人眼,上次看到一句话比较喜欢,也推荐给大家

不论什么时候,使用什么工具,都要保持批判性思维,对获得的信息多一份审核,要有从证据和逻辑去辨别的能力

聊聊这句话,是因为我见到过有使用AI写编码失败的案例,就是频繁与AI对需求,浪费大量时间,忘记使用AI的初衷了。希望大家都可以驱使AI助力,而非做AI的奴隶。

一、科研/测序数据:工具安装


工欲善其事必先利其器,在测试之前先来了解一下什么是IDE以及4个常用库

IDE集成开发环境Integrated Development Environment,即写代码+运行+调试+管理的一站式工具,是一类软件的统称。

举例1PyCharm:出生IDE所有功能都已配好;VS Code:出生只是编辑器,按照所需安装插件,装完插件后变成"IDE"

2IDE类似“汽车”,pycharm类似“特斯拉”,VS code就类似普通车,但你能拆掉外壳、换上履带、加装机械臂、刷各种固件,变成想要的可接近“好车”的功能形态)。上述举例仅供理解

哪4个库?numpy、pandas、scipymatplotlib,这四个库的含义如下:

Pandas管数据提供表格与数据处理,读取CSV 文件(pd.read_csv)得到 DataFrame

Numpy算数据多维数组对象(ndarray和基础数学运算(加减乘除、矩阵乘法、排序)

Scipy高级算数据,高级科学计算模块,如数值积分、优化、信号处理、统计检验等,应用:物理模拟(求导弹轨迹)、生物信息学(基因序列分析)、金融模型校准

Matplotlib看数据把数据变成图表(折线图、柱状图、散点图、饼图等)

  • 以数据图的方式再理解一下

二、科研/测序数据:测试分析

步骤一:安装numpy、pandas、scipy、matplotlib第三方库,在VS code终端输入下列代码,Enter:

pip install numpy pandas scipy matplotlibpip install openpyxl

等待安装完成看到类似这样的提示就成功了,即每个库都有对应的版本:

Successfully installed numpy-1.26.0 pandas-2.1.0 scipy-1.11.0 matplotlib-3.10.9  (备注openpyxl是读写.xlsx文件) 

步骤二:装完后,可进 Python 环境测试一下,没有报错就是装好了
import numpy as npimport pandas as pdimport scipy as spimport matplotlib.pyplot as pltprint("全部导入成功!")

最后真实代码测试,需要测试代码的评论+私信哈。下篇会安排深度解析测试代码

关注我,一起学习呀~

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  1. CONNECT:[ UseTime:0.000969s ] mysql:host=127.0.0.1;port=3306;dbname=f_mffb;charset=utf8mb4
  2. SHOW FULL COLUMNS FROM `fenlei` [ RunTime:0.001454s ]
  3. SELECT * FROM `fenlei` WHERE `fid` = 0 [ RunTime:0.000736s ]
  4. SELECT * FROM `fenlei` WHERE `fid` = 63 [ RunTime:0.000704s ]
  5. SHOW FULL COLUMNS FROM `set` [ RunTime:0.001490s ]
  6. SELECT * FROM `set` [ RunTime:0.001285s ]
  7. SHOW FULL COLUMNS FROM `article` [ RunTime:0.001595s ]
  8. SELECT * FROM `article` WHERE `id` = 489518 LIMIT 1 [ RunTime:0.009274s ]
  9. UPDATE `article` SET `lasttime` = 1783072591 WHERE `id` = 489518 [ RunTime:0.022866s ]
  10. SELECT * FROM `fenlei` WHERE `id` = 66 LIMIT 1 [ RunTime:0.000901s ]
  11. SELECT * FROM `article` WHERE `id` < 489518 ORDER BY `id` DESC LIMIT 1 [ RunTime:0.001213s ]
  12. SELECT * FROM `article` WHERE `id` > 489518 ORDER BY `id` ASC LIMIT 1 [ RunTime:0.001354s ]
  13. SELECT * FROM `article` WHERE `id` < 489518 ORDER BY `id` DESC LIMIT 10 [ RunTime:0.001896s ]
  14. SELECT * FROM `article` WHERE `id` < 489518 ORDER BY `id` DESC LIMIT 10,10 [ RunTime:0.000963s ]
  15. SELECT * FROM `article` WHERE `id` < 489518 ORDER BY `id` DESC LIMIT 20,10 [ RunTime:0.002940s ]
0.134785s