{"id":1133089,"date":"2025-01-08T21:03:15","date_gmt":"2025-01-08T13:03:15","guid":{"rendered":"https:\/\/docs.pingcode.com\/ask\/ask-ask\/1133089.html"},"modified":"2025-01-08T21:03:18","modified_gmt":"2025-01-08T13:03:18","slug":"%e5%a6%82%e4%bd%95%e4%bb%8e%e9%9b%b6%e5%9f%ba%e7%a1%80%e5%ad%a6python%e8%af%ad%e8%a8%80%e6%95%99%e7%a8%8b","status":"publish","type":"post","link":"https:\/\/docs.pingcode.com\/ask\/1133089.html","title":{"rendered":"\u5982\u4f55\u4ece\u96f6\u57fa\u7840\u5b66python\u8bed\u8a00\u6559\u7a0b"},"content":{"rendered":"

\"\u5982\u4f55\u4ece\u96f6\u57fa\u7840\u5b66python\u8bed\u8a00\u6559\u7a0b\"<\/p>\n

\u8981\u4ece\u96f6\u57fa\u7840\u5f00\u59cb\u5b66\u4e60Python\u8bed\u8a00\uff0c\u5173\u952e\u5728\u4e8e\u7406\u89e3\u5176\u7b80\u5355\u8bed\u6cd5\u3001\u638c\u63e1\u57fa\u7840\u7f16\u7a0b\u6982\u5ff5\u3001\u719f\u6089\u5e38\u7528\u5e93\u548c\u6a21\u5757\u3002<\/strong>Python\u4ee5\u5176\u7b80\u6d01\u7684\u8bed\u6cd5\u548c\u5f3a\u5927\u7684\u529f\u80fd\uff0c\u6210\u4e3a\u521d\u5b66\u8005\u548c\u4e13\u4e1a\u5f00\u53d1\u8005\u7684\u9996\u9009\u7f16\u7a0b\u8bed\u8a00\u3002\u9996\u5148\uff0c\u7406\u89e3Python\u7684\u57fa\u672c\u8bed\u6cd5\u548c\u6570\u636e\u7c7b\u578b<\/strong>\u662f\u5b66\u4e60Python\u7684\u8d77\u70b9\uff1b\u7136\u540e\uff0c\u638c\u63e1\u63a7\u5236\u6d41\u548c\u51fd\u6570<\/strong>\uff0c\u53ef\u4ee5\u8ba9\u4f60\u7f16\u5199\u66f4\u590d\u6742\u548c\u7075\u6d3b\u7684\u4ee3\u7801\uff1b\u6700\u540e\uff0c\u4e86\u89e3\u5e38\u7528\u5e93\u548c\u6a21\u5757<\/strong>\uff0c\u5982NumPy\u3001Pandas\u7b49\uff0c\u5c06\u4f7f\u4f60\u66f4\u9ad8\u6548\u5730\u5904\u7406\u6570\u636e\u548c\u5b8c\u6210\u9879\u76ee\u3002<\/p>\n<\/p>\n

\u4e00\u3001Python\u7684\u57fa\u672c\u8bed\u6cd5\u548c\u6570\u636e\u7c7b\u578b<\/p>\n<\/p>\n

Python\u7684\u57fa\u672c\u8bed\u6cd5\u975e\u5e38\u76f4\u89c2\u548c\u6613\u4e8e\u7406\u89e3\uff0c\u8fd9\u4f7f\u5f97\u5b83\u6210\u4e3a\u521d\u5b66\u8005\u7684\u7406\u60f3\u9009\u62e9\u3002\u4ee5\u4e0b\u662f\u4e00\u4e9b\u4f60\u9700\u8981\u638c\u63e1\u7684\u57fa\u672c\u6982\u5ff5\uff1a<\/p>\n<\/p>\n

1\u3001\u53d8\u91cf\u548c\u6570\u636e\u7c7b\u578b<\/h3>\n<\/p>\n

\u5728Python\u4e2d\uff0c\u53d8\u91cf\u4e0d\u9700\u8981\u58f0\u660e\u7c7b\u578b\uff0c\u76f4\u63a5\u8d4b\u503c\u5373\u53ef\u4f7f\u7528\u3002\u5e38\u89c1\u7684\u6570\u636e\u7c7b\u578b\u5305\u62ec\u6574\u6570(int)\u3001\u6d6e\u70b9\u6570(float)\u3001\u5b57\u7b26\u4e32(str)\u3001\u5217\u8868(list)\u3001\u5143\u7ec4(tuple)\u3001\u5b57\u5178(dict)\u7b49\u3002<\/p>\n<\/p>\n

# \u6574\u6570<\/p>\n
a = 5<\/p>\n
\u6d6e\u70b9\u6570<\/strong><\/h2>\n
b = 3.14<\/p>\n
\u5b57\u7b26\u4e32<\/strong><\/h2>\n
c = "Hello, Python"<\/p>\n
\u5217\u8868<\/strong><\/h2>\n
d = [1, 2, 3, 4, 5]<\/p>\n
\u5143\u7ec4<\/strong><\/h2>\n
e = (1, 2, 3, 4, 5)<\/p>\n
\u5b57\u5178<\/strong><\/h2>\n
f = {"name": "John", "age": 30}<\/p>\n
<\/code><\/pre>\n<\/p>\n
2\u3001\u8fd0\u7b97\u7b26\u548c\u8868\u8fbe\u5f0f<\/h3>\n<\/p>\n
Python\u652f\u6301\u591a\u79cd\u8fd0\u7b97\u7b26\uff0c\u5305\u62ec\u7b97\u672f\u8fd0\u7b97\u7b26\u3001\u6bd4\u8f83\u8fd0\u7b97\u7b26\u3001\u903b\u8f91\u8fd0\u7b97\u7b26\u7b49\u3002\u638c\u63e1\u8fd9\u4e9b\u8fd0\u7b97\u7b26\u53ef\u4ee5\u5e2e\u52a9\u4f60\u8fdb\u884c\u5404\u79cd\u8ba1\u7b97\u548c\u5224\u65ad\u3002<\/p>\n<\/p>\n
# \u7b97\u672f\u8fd0\u7b97\u7b26<\/p>\n
x = 10<\/p>\n
y = 3<\/p>\n
print(x + y)  # \u8f93\u51fa\uff1a13<\/p>\n
print(x - y)  # \u8f93\u51fa\uff1a7<\/p>\n
print(x * y)  # \u8f93\u51fa\uff1a30<\/p>\n
print(x \/ y)  # \u8f93\u51fa\uff1a3.3333333333333335<\/p>\n
print(x \/\/ y) # \u8f93\u51fa\uff1a3<\/p>\n
print(x % y)  # \u8f93\u51fa\uff1a1<\/p>\n
print(x  y) # \u8f93\u51fa\uff1a1000<\/p>\n
\u6bd4\u8f83\u8fd0\u7b97\u7b26<\/strong><\/h2>\n
print(x > y)  # \u8f93\u51fa\uff1aTrue<\/p>\n
print(x < y)  # \u8f93\u51fa\uff1aFalse<\/p>\n
print(x == y) # \u8f93\u51fa\uff1aFalse<\/p>\n
print(x != y) # \u8f93\u51fa\uff1aTrue<\/p>\n
\u903b\u8f91\u8fd0\u7b97\u7b26<\/strong><\/h2>\n
print(x > 5 and y < 5) # \u8f93\u51fa\uff1aTrue<\/p>\n
print(x > 5 or y > 5)  # \u8f93\u51fa\uff1aTrue<\/p>\n
print(not(x > 5))      # \u8f93\u51fa\uff1aFalse<\/p>\n
<\/code><\/pre>\n<\/p>\n
3\u3001\u5b57\u7b26\u4e32\u64cd\u4f5c<\/h3>\n<\/p>\n
\u5b57\u7b26\u4e32\u662fPython\u4e2d\u975e\u5e38\u91cd\u8981\u7684\u6570\u636e\u7c7b\u578b\uff0c\u638c\u63e1\u5b57\u7b26\u4e32\u7684\u64cd\u4f5c\u53ef\u4ee5\u5e2e\u52a9\u4f60\u5904\u7406\u6587\u672c\u6570\u636e\u3002<\/p>\n<\/p>\n
# \u5b57\u7b26\u4e32\u8fde\u63a5<\/p>\n
str1 = "Hello"<\/p>\n
str2 = "World"<\/p>\n
print(str1 + " " + str2)  # \u8f93\u51fa\uff1aHello World<\/p>\n
\u5b57\u7b26\u4e32\u683c\u5f0f\u5316<\/strong><\/h2>\n
name = "John"<\/p>\n
age = 30<\/p>\n
print(f"My name is {name} and I am {age} years old.")  # \u8f93\u51fa\uff1aMy name is John and I am 30 years old.<\/p>\n
\u5b57\u7b26\u4e32\u5207\u7247<\/strong><\/h2>\n
s = "Hello, Python"<\/p>\n
print(s[0:5])   # \u8f93\u51fa\uff1aHello<\/p>\n
print(s[7:])    # \u8f93\u51fa\uff1aPython<\/p>\n
print(s[-6:])   # \u8f93\u51fa\uff1aPython<\/p>\n
<\/code><\/pre>\n<\/p>\n
\u4e8c\u3001\u63a7\u5236\u6d41\u548c\u51fd\u6570<\/p>\n<\/p>\n
\u638c\u63e1\u63a7\u5236\u6d41\u548c\u51fd\u6570\u662f\u7f16\u5199\u590d\u6742\u7a0b\u5e8f\u7684\u5173\u952e\u3002Python\u63d0\u4f9b\u4e86\u591a\u79cd\u63a7\u5236\u6d41\u8bed\u53e5\u548c\u51fd\u6570\u5b9a\u4e49\u65b9\u5f0f\u3002<\/p>\n<\/p>\n
1\u3001\u6761\u4ef6\u8bed\u53e5<\/h3>\n<\/p>\n
\u6761\u4ef6\u8bed\u53e5\u7528\u4e8e\u6839\u636e\u4e0d\u540c\u7684\u6761\u4ef6\u6267\u884c\u4e0d\u540c\u7684\u4ee3\u7801\u5757\uff0c\u5e38\u89c1\u7684\u6761\u4ef6\u8bed\u53e5\u5305\u62ecif\u3001elif\u548celse\u3002<\/p>\n<\/p>\n
x = 10<\/p>\n
if x > 5:<\/p>\n
    print("x is greater than 5")<\/p>\n
elif x == 5:<\/p>\n
    print("x is equal to 5")<\/p>\n
else:<\/p>\n
    print("x is less than 5")<\/p>\n
<\/code><\/pre>\n<\/p>\n
2\u3001\u5faa\u73af\u8bed\u53e5<\/h3>\n<\/p>\n
\u5faa\u73af\u8bed\u53e5\u7528\u4e8e\u91cd\u590d\u6267\u884c\u4ee3\u7801\u5757\uff0c\u5e38\u89c1\u7684\u5faa\u73af\u8bed\u53e5\u5305\u62ecfor\u548cwhile\u3002<\/p>\n<\/p>\n
# for\u5faa\u73af<\/p>\n
for i in range(5):<\/p>\n
    print(i)  # \u8f93\u51fa\uff1a0 1 2 3 4<\/p>\n
while\u5faa\u73af<\/strong><\/h2>\n
x = 0<\/p>\n
while x < 5:<\/p>\n
    print(x)  # \u8f93\u51fa\uff1a0 1 2 3 4<\/p>\n
    x += 1<\/p>\n
<\/code><\/pre>\n<\/p>\n
3\u3001\u51fd\u6570<\/h3>\n<\/p>\n
\u51fd\u6570\u662f\u7ec4\u7ec7\u4ee3\u7801\u7684\u57fa\u672c\u5355\u4f4d\uff0c\u53ef\u4ee5\u5b9e\u73b0\u4ee3\u7801\u7684\u91cd\u7528\u548c\u6a21\u5757\u5316\u3002Python\u4e2d\u5b9a\u4e49\u51fd\u6570\u4f7f\u7528def\u5173\u952e\u5b57\u3002<\/p>\n<\/p>\n
def greet(name):<\/p>\n
    return f"Hello, {name}"<\/p>\n
print(greet("John"))  # \u8f93\u51fa\uff1aHello, John<\/p>\n
<\/code><\/pre>\n<\/p>\n
\u4e09\u3001\u5e38\u7528\u5e93\u548c\u6a21\u5757<\/p>\n<\/p>\n
Python\u62e5\u6709\u4e30\u5bcc\u7684\u7b2c\u4e09\u65b9\u5e93\u548c\u6a21\u5757\uff0c\u53ef\u4ee5\u5e2e\u52a9\u4f60\u5feb\u901f\u5b9e\u73b0\u5404\u79cd\u529f\u80fd\u3002\u4ee5\u4e0b\u662f\u4e00\u4e9b\u5e38\u7528\u7684\u5e93\u548c\u6a21\u5757\uff1a<\/p>\n<\/p>\n
1\u3001NumPy<\/h3>\n<\/p>\n
NumPy\u662fPython\u4e2d\u7528\u4e8e\u79d1\u5b66\u8ba1\u7b97\u7684\u57fa\u7840\u5e93\uff0c\u63d0\u4f9b\u4e86\u9ad8\u6548\u7684\u6570\u7ec4\u64cd\u4f5c\u548c\u6570\u5b66\u51fd\u6570\u3002<\/p>\n<\/p>\n
import numpy as np<\/p>\n
\u521b\u5efa\u6570\u7ec4<\/strong><\/h2>\n
arr = np.array([1, 2, 3, 4, 5])<\/p>\n
print(arr)  # \u8f93\u51fa\uff1a[1 2 3 4 5]<\/p>\n
\u6570\u7ec4\u8fd0\u7b97<\/strong><\/h2>\n
print(arr + 1)  # \u8f93\u51fa\uff1a[2 3 4 5 6]<\/p>\n
print(arr * 2)  # \u8f93\u51fa\uff1a[2 4 6 8 10]<\/p>\n
print(np.sum(arr))  # \u8f93\u51fa\uff1a15<\/p>\n
<\/code><\/pre>\n<\/p>\n
2\u3001Pandas<\/h3>\n<\/p>\n
Pandas\u662fPython\u4e2d\u7528\u4e8e\u6570\u636e\u5206\u6790\u7684\u5e93\uff0c\u63d0\u4f9b\u4e86\u9ad8\u6548\u7684\u6570\u636e\u64cd\u4f5c\u548c\u5206\u6790\u5de5\u5177\u3002<\/p>\n<\/p>\n
import pandas as pd<\/p>\n
\u521b\u5efaDataFrame<\/strong><\/h2>\n
data = {'name': ['John', 'Jane', 'Tom'],<\/p>\n
        'age': [30, 25, 35]}<\/p>\n
df = pd.DataFrame(data)<\/p>\n
print(df)<\/p>\n
\u8f93\u51fa\uff1a<\/strong><\/h2>\n
   name  age<\/strong><\/h2>\n
0  John   30<\/strong><\/h2>\n
1  Jane   25<\/strong><\/h2>\n
2   Tom   35<\/strong><\/h2>\n
\u6570\u636e\u7b5b\u9009<\/strong><\/h2>\n
print(df[df['age'] > 30])<\/p>\n
\u8f93\u51fa\uff1a<\/strong><\/h2>\n
  name  age<\/strong><\/h2>\n
2  Tom   35<\/strong><\/h2>\n
<\/code><\/pre>\n<\/p>\n
3\u3001Matplotlib<\/h3>\n<\/p>\n
Matplotlib\u662fPython\u4e2d\u7528\u4e8e\u6570\u636e\u53ef\u89c6\u5316\u7684\u5e93\uff0c\u63d0\u4f9b\u4e86\u4e30\u5bcc\u7684\u7ed8\u56fe\u529f\u80fd\u3002<\/p>\n<\/p>\n
import matplotlib.pyplot as plt<\/p>\n
\u521b\u5efa\u6570\u636e<\/strong><\/h2>\n
x = [1, 2, 3, 4, 5]<\/p>\n
y = [1, 4, 9, 16, 25]<\/p>\n
\u7ed8\u5236\u6298\u7ebf\u56fe<\/strong><\/h2>\n
plt.plot(x, y)<\/p>\n
plt.xlabel('x')<\/p>\n
plt.ylabel('y')<\/p>\n
plt.title('Line Plot')<\/p>\n
plt.show()<\/p>\n
<\/code><\/pre>\n<\/p>\n
\u56db\u3001\u9879\u76ee\u5b9e\u6218<\/p>\n<\/p>\n
\u5b66\u4e60\u7f16\u7a0b\u6700\u597d\u7684\u65b9\u6cd5\u662f\u901a\u8fc7\u9879\u76ee\u5b9e\u6218\u3002\u4ee5\u4e0b\u662f\u4e00\u4e9b\u521d\u5b66\u8005\u53ef\u4ee5\u5c1d\u8bd5\u7684\u9879\u76ee\uff1a<\/p>\n<\/p>\n
1\u3001\u7b80\u5355\u8ba1\u7b97\u5668<\/h3>\n<\/p>\n
\u5b9e\u73b0\u4e00\u4e2a\u7b80\u5355\u7684\u8ba1\u7b97\u5668\uff0c\u53ef\u4ee5\u8fdb\u884c\u52a0\u51cf\u4e58\u9664\u8fd0\u7b97\u3002<\/p>\n<\/p>\n
def calculator():<\/p>\n
    operation = input("Choose operation (add, subtract, multiply, divide): ")<\/p>\n
    x = float(input("Enter first number: "))<\/p>\n
    y = float(input("Enter second number: "))<\/p>\n
    if operation == "add":<\/p>\n
        print(f"Result: {x + y}")<\/p>\n
    elif operation == "subtract":<\/p>\n
        print(f"Result: {x - y}")<\/p>\n
    elif operation == "multiply":<\/p>\n
        print(f"Result: {x * y}")<\/p>\n
    elif operation == "divide":<\/p>\n
        if y != 0:<\/p>\n
            print(f"Result: {x \/ y}")<\/p>\n
        else:<\/p>\n
            print("Cannot divide by zero")<\/p>\n
    else:<\/p>\n
        print("Invalid operation")<\/p>\n
calculator()<\/p>\n
<\/code><\/pre>\n<\/p>\n
2\u3001\u6570\u636e\u5206\u6790\u9879\u76ee<\/h3>\n<\/p>\n
\u4f7f\u7528Pandas\u548cMatplotlib\u8fdb\u884c\u6570\u636e\u5206\u6790\u548c\u53ef\u89c6\u5316\u3002\u4ee5\u4e0b\u662f\u4e00\u4e2a\u7b80\u5355\u7684\u6570\u636e\u5206\u6790\u793a\u4f8b\uff1a<\/p>\n<\/p>\n
import pandas as pd<\/p>\n
import matplotlib.pyplot as plt<\/p>\n
\u52a0\u8f7d\u6570\u636e<\/strong><\/h2>\n
data = pd.read_csv('data.csv')<\/p>\n
\u6570\u636e\u63cf\u8ff0<\/strong><\/h2>\n
print(data.describe())<\/p>\n
\u6570\u636e\u53ef\u89c6\u5316<\/strong><\/h2>\n
data['column_name'].hist()<\/p>\n
plt.xlabel('Value')<\/p>\n
plt.ylabel('Frequency')<\/p>\n
plt.title('Histogram')<\/p>\n
plt.show()<\/p>\n
<\/code><\/pre>\n<\/p>\n
3\u3001Web\u722c\u866b<\/h3>\n<\/p>\n
\u4f7f\u7528BeautifulSoup\u548crequests\u5e93\u5b9e\u73b0\u7b80\u5355\u7684Web\u722c\u866b\uff0c\u6293\u53d6\u7f51\u9875\u6570\u636e\u3002<\/p>\n<\/p>\n
import requests<\/p>\n
from bs4 import BeautifulSoup<\/p>\n
\u8bf7\u6c42\u7f51\u9875<\/strong><\/h2>\n
url = "http:\/\/example.com"<\/p>\n
response = requests.get(url)<\/p>\n
html = response.text<\/p>\n
\u89e3\u6790\u7f51\u9875<\/strong><\/h2>\n
soup = BeautifulSoup(html, 'html.parser')<\/p>\n
titles = soup.find_all('h1')<\/p>\n
\u8f93\u51fa\u6807\u9898<\/strong><\/h2>\n
for title in titles:<\/p>\n
    print(title.get_text())<\/p>\n
<\/code><\/pre>\n<\/p>\n
\u603b\u7ed3<\/p>\n<\/p>\n
\u4ece\u96f6\u57fa\u7840\u5b66\u4e60Python\u9700\u8981\u638c\u63e1\u57fa\u672c\u8bed\u6cd5\u548c\u6570\u636e\u7c7b\u578b\u3001\u63a7\u5236\u6d41\u548c\u51fd\u6570\u3001\u5e38\u7528\u5e93\u548c\u6a21\u5757\u3002\u901a\u8fc7\u4e0d\u65ad\u7ec3\u4e60\u548c\u9879\u76ee\u5b9e\u6218\uff0c\u53ef\u4ee5\u9010\u6b65\u63d0\u5347\u7f16\u7a0b\u6280\u80fd\u548c\u89e3\u51b3\u5b9e\u9645\u95ee\u9898\u7684\u80fd\u529b\u3002Python\u7684\u7b80\u5355\u6613\u5b66\u548c\u5f3a\u5927\u529f\u80fd\u4f7f\u5176\u6210\u4e3a\u521d\u5b66\u8005\u548c\u4e13\u4e1a\u5f00\u53d1\u8005\u7684\u7406\u60f3\u9009\u62e9\u3002\u5e0c\u671b\u8fd9\u7bc7\u6587\u7ae0\u80fd\u5bf9\u4f60\u5b66\u4e60Python\u6709\u6240\u5e2e\u52a9\u3002<\/p>\n<\/p>\n
\u76f8\u5173\u95ee\u7b54FAQs\uff1a<\/strong><\/h2>\n
 \u5b66\u4e60Python\u9700\u8981\u5177\u5907\u54ea\u4e9b\u57fa\u7840\u77e5\u8bc6\uff1f<\/strong>
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