opt keywords_must

data/1.python初阶/1.预备知识/2.程序设计思想/config.json

@@ -8,7 +8,7 @@
   "children": [],
   "node_id": "python-3-1",
   "keywords_must": [
-    "python"
+    ["python", "程序设计思想"]
   ],
   "keywords_forbid": []
 }
\ No newline at end of file

data/1.python初阶/1.预备知识/4.运行方式/config.json

@@ -25,7 +25,7 @@
   ],
   "node_id": "python-3-3",
   "keywords_must": [
-    "python"
+    ["python", "运行", "方式"]
   ],
   "keywords_forbid": []
 }
\ No newline at end of file

data/1.python初阶/1.预备知识/5.常用开发工具/config.json

@@ -25,7 +25,13 @@
   ],
   "node_id": "python-3-4",
   "keywords_must": [
-    "python"
+    ["python", "Pycharm"],
+    ["python", "vscode"],
+    ["python", "开发工具"],
+    ["python", "Atom"],
+    ["python", "IDLE"],
+    ["python", "Sublime"],
+    ["python", "Spyder"]
   ],
   "keywords_forbid": []
 }
\ No newline at end of file

data/1.python初阶/1.预备知识/6.编码规范/config.json

@@ -6,8 +6,8 @@
   "children": [],
   "node_id": "python-3-5",
   "keywords_must": [
-    "python",
-    "PEP8"
+    ["python", "PEP8"],
+    ["python", "编码规范"]
   ],
   "keywords_forbid": []
 }
\ No newline at end of file

data/1.python初阶/1.预备知识/7.模块管理/config.json

@@ -17,6 +17,10 @@
     }
   ],
   "node_id": "python-3-6",
-  "keywords_must": [],
+  "keywords_must": [
+    ["python", "模块管理"],
+    ["python", "import"],
+    ["python", "pip"]
+  ],
   "keywords_forbid": []
 }
\ No newline at end of file

data/1.python初阶/2.基础语法/1.缩进规则/config.json

@@ -15,6 +15,8 @@
     }
   ],
   "node_id": "python-3-7",
-  "keywords_must": [],
+  "keywords_must": [
+    ["python", "缩进"]
+  ],
   "keywords_forbid": []
 }
\ No newline at end of file

data/1.python初阶/2.基础语法/3.函数/config.json

@@ -84,6 +84,8 @@
     }
   ],
   "node_id": "python-3-9",
-  "keywords_must": [],
+  "keywords_must": [
+    ["python", "函数"]
+  ],
   "keywords_forbid": []
 }
\ No newline at end of file

data/1.python初阶/2.基础语法/4.类/config.json

@@ -57,6 +57,8 @@
     }
   ],
   "node_id": "python-3-10",
-  "keywords_must": [],
+  "keywords_must": [
+    ["python", "类"]
+  ],
   "keywords_forbid": []
 }
\ No newline at end of file

data/1.python初阶/2.基础语法/6.条件和分支/config.json

@@ -25,6 +25,9 @@
     }
   ],
   "node_id": "python-3-12",
-  "keywords_must": [],
+  "keywords_must": [
+    ["python", "条件"],
+    ["python", "分支"]
+  ],
   "keywords_forbid": []
 }
\ No newline at end of file

data/1.python初阶/2.基础语法/7.循环/config.json

@@ -52,6 +52,8 @@
     }
   ],
   "node_id": "python-3-13",
-  "keywords_must": [],
+  "keywords_must": [
+    ["python", "循环"]
+  ],
   "keywords_forbid": []
 }
\ No newline at end of file

data/2.python中阶/1.基本技能/1.解析命令行参数/config.json

@@ -6,6 +6,9 @@
   "keywords": [],
   "children": [],
   "node_id": "python-insert-4",
-  "keywords_must": [],
+  "keywords_must": [
+    ["python", "parser"],
+    ["python", "命令行", "解析"]
+  ],
   "keywords_forbid": []
 }
\ No newline at end of file

data/2.python中阶/1.基本技能/2.时间日期处理/config.json

@@ -26,6 +26,11 @@
     }
   ],
   "node_id": "python-3-128",
-  "keywords_must": [],
+  "keywords_must": [
+    ["python", "time"],
+    ["python", "datetime"],
+    ["python", "时间"],
+    ["python", "日期"]
+  ],
   "keywords_forbid": []
 }
\ No newline at end of file

data/2.python中阶/1.基本技能/3.数据文件读写/config.json

@@ -27,6 +27,13 @@
     }
   ],
   "node_id": "python-3-129",
-  "keywords_must": [],
+  "keywords_must": [
+    ["python", "文件", "读"],
+    ["python", "文件", "写"],
+    ["python", "excel", "读"],
+    ["python", "excel", "写"],
+    ["python", "csv", "读"],
+    ["python", "csv", "写"]
+  ],
   "keywords_forbid": []
 }
\ No newline at end of file

data/2.python中阶/1.基本技能/5.操作系统和环境/config.json

@@ -16,6 +16,9 @@
     }
   ],
   "node_id": "python-3-131",
-  "keywords_must": [],
+  "keywords_must": [
+    ["python", "os"],
+    ["python", "sys"]
+  ],
   "keywords_forbid": []
 }
\ No newline at end of file

data/2.python中阶/1.基本技能/6.源码打包/config.json

@@ -15,6 +15,8 @@
     }
   ],
   "node_id": "python-3-133",
-  "keywords_must": [],
+  "keywords_must": [
+    ["python", "源码", "打包"]
+  ],
   "keywords_forbid": []
 }
\ No newline at end of file

data/2.python中阶/1.基本技能/8.发送邮件/config.json

@@ -15,6 +15,9 @@
     }
   ],
   "node_id": "python-3-135",
-  "keywords_must": [],
+  "keywords_must": [
+    ["python", "smtplib"],
+    ["python", "邮件", "发送"]
+  ],
   "keywords_forbid": []
 }
\ No newline at end of file

data/2.python中阶/3.网络爬虫/10.动态渲染页面爬取/config.json

@@ -15,6 +15,8 @@
     }
   ],
   "node_id": "python-3-166",
-  "keywords_must": [],
+  "keywords_must": [
+    ["python", "动态", "页面"]
+  ],
   "keywords_forbid": []
 }
\ No newline at end of file

data/2.python中阶/3.网络爬虫/11.模拟登录/config.json

@@ -25,6 +25,8 @@
     }
   ],
   "node_id": "python-3-169",
-  "keywords_must": [],
+  "keywords_must": [
+    ["python", "模拟", "登陆"]
+  ],
   "keywords_forbid": []
 }
\ No newline at end of file

data/2.python中阶/3.网络爬虫/12.autoscraper/config.json

@@ -8,6 +8,8 @@
   "keywords_must": [
     "autoscraper"
   ],
-  "keywords_forbid": [],
+  "keywords_forbid": [
+    "autoscraper"
+  ],
   "node_id": "python-7330398a1359430c9b02244f689203c7"
 }
\ No newline at end of file

data/2.python中阶/3.网络爬虫/2.正则表达式/config.json

@@ -36,6 +36,9 @@
     }
   ],
   "node_id": "python-3-148",
-  "keywords_must": [],
+  "keywords_must": [
+    ["python", "正则表达式"],
+    ["python", "re"]
+  ],
   "keywords_forbid": []
 }
\ No newline at end of file

data/2.python中阶/3.网络爬虫/3.Beautiful Soup/config.json

@@ -44,6 +44,9 @@
     }
   ],
   "node_id": "python-3-149",
-  "keywords_must": [],
+  "keywords_must": [
+    "Beautiful Soup",
+    "BeautifulSoup"
+  ],
   "keywords_forbid": []
 }
\ No newline at end of file

data/2.python中阶/3.网络爬虫/6.Selenium/config.json

@@ -52,6 +52,8 @@
     }
   ],
   "node_id": "python-3-152",
-  "keywords_must": [],
+  "keywords_must": [
+    "Selenium"
+  ],
   "keywords_forbid": []
 }
\ No newline at end of file

data/2.python中阶/3.网络爬虫/8.pyspider框架的使用/config.json

@@ -34,6 +34,8 @@
     }
   ],
   "node_id": "python-3-171",
-  "keywords_must": [],
+  "keywords_must": [
+    "pyspider"
+  ],
   "keywords_forbid": []
 }
\ No newline at end of file

data/2.python中阶/3.网络爬虫/9.验证码处理/config.json

@@ -16,6 +16,9 @@
     }
   ],
   "node_id": "python-3-158",
-  "keywords_must": [],
+  "keywords_must": [
+    ["python", "验证码"],
+    ["python", "verification code"]
+  ],
   "keywords_forbid": []
 }
\ No newline at end of file

data/3.python高阶/1.科学计算基础软件包NumPy/1.NumPy概述/config.json

@@ -52,8 +52,9 @@
   ],
   "node_id": "python-3-195",
   "keywords_must": [
-    "numpy",
-    "np"
+    "概述",
+    "介绍",
+    "简介"
   ],
   "keywords_forbid": []
 }
\ No newline at end of file

data/3.python高阶/1.科学计算基础软件包NumPy/2.安装配置/config.json

@@ -6,8 +6,8 @@
   "children": [],
   "node_id": "python-3-196",
   "keywords_must": [
-    "numpy",
-    "np"
+    "安装",
+    "配置"
   ],
   "keywords_forbid": []
 }
\ No newline at end of file

data/3.python高阶/1.科学计算基础软件包NumPy/3.创建数组/config.json

@@ -8,8 +8,7 @@
   "children": [],
   "node_id": "python-3-197",
   "keywords_must": [
-    "numpy",
-    "np"
+    ["创建", "数组"]
   ],
   "keywords_forbid": []
 }
\ No newline at end of file

data/3.python高阶/1.科学计算基础软件包NumPy/4.操作数组/config.json

@@ -51,9 +51,6 @@
     }
   ],
   "node_id": "python-3-198",
-  "keywords_must": [
-    "numpy",
-    "np"
-  ],
+  "keywords_must": [],
   "keywords_forbid": []
 }
\ No newline at end of file

data/3.python高阶/1.科学计算基础软件包NumPy/5.常用函数/config.json

@@ -52,8 +52,7 @@
   ],
   "node_id": "python-3-199",
   "keywords_must": [
-    "numpy",
-    "np"
+    "函数"
   ],
   "keywords_forbid": []
 }
\ No newline at end of file

data/3.python高阶/1.科学计算基础软件包NumPy/6.掩码数组/config.json

@@ -27,8 +27,7 @@
   ],
   "node_id": "python-3-200",
   "keywords_must": [
-    "numpy",
-    "np"
+    ["掩码", "数组"]
   ],
   "keywords_forbid": []
 }
\ No newline at end of file

data/3.python高阶/1.科学计算基础软件包NumPy/7.矩阵对象/config.json

@@ -34,8 +34,7 @@
   ],
   "node_id": "python-3-201",
   "keywords_must": [
-    "numpy",
-    "np"
+    "矩阵"
   ],
   "keywords_forbid": []
 }
\ No newline at end of file

data/3.python高阶/1.科学计算基础软件包NumPy/8.随机抽样子模块/config.json

@@ -42,9 +42,6 @@
     }
   ],
   "node_id": "python-3-202",
-  "keywords_must": [
-    "numpy",
-    "np"
-  ],
+  "keywords_must": [],
   "keywords_forbid": []
 }
\ No newline at end of file

data/3.python高阶/1.科学计算基础软件包NumPy/config.json

 {
   "node_id": "python-2-10",
   "keywords": [],
-  "keywords_must": [],
+  "keywords_must": [
+    "numpy",
+    "np"
+  ],
   "keywords_forbid": [],
   "group": 2
 }
\ No newline at end of file

data/3.python高阶/2.结构化数据分析工具Pandas/1.Pandas概览/config.json

@@ -17,8 +17,9 @@
   ],
   "node_id": "python-3-203",
   "keywords_must": [
-    "pandas",
-    "pd"
+    "概览",
+    "简介",
+    "介绍"
   ],
   "keywords_forbid": []
 }
\ No newline at end of file

data/3.python高阶/2.结构化数据分析工具Pandas/2.数据结构/config.json

@@ -34,9 +34,6 @@
     }
   ],
   "node_id": "python-3-204",
-  "keywords_must": [
-    "pandas",
-    "pd"
-  ],
+  "keywords_must": [],
   "keywords_forbid": []
 }
\ No newline at end of file

data/3.python高阶/2.结构化数据分析工具Pandas/3.基本操作/config.json

@@ -52,9 +52,6 @@
     }
   ],
   "node_id": "python-3-205",
-  "keywords_must": [
-    "pandas",
-    "pd"
-  ],
+  "keywords_must": [],
   "keywords_forbid": []
 }
\ No newline at end of file

data/3.python高阶/2.结构化数据分析工具Pandas/4.高级应用/config.json

@@ -51,9 +51,6 @@
     }
   ],
   "node_id": "python-3-206",
-  "keywords_must": [
-    "pandas",
-    "pd"
-  ],
+  "keywords_must": [],
   "keywords_forbid": []
 }
\ No newline at end of file

data/3.python高阶/2.结构化数据分析工具Pandas/config.json

 {
   "node_id": "python-2-11",
   "keywords": [],
-  "keywords_must": [],
+  "keywords_must": [
+    "pandas",
+    "pd"
+  ],
   "keywords_forbid": [],
   "group": 2
 }
\ No newline at end of file

data/3.python高阶/3.绘图库Matplotlib/1.安装配置/config.json

@@ -6,8 +6,8 @@
   "children": [],
   "node_id": "python-3-207",
   "keywords_must": [
-    "matplotlib",
-    "matplot"
+    "安装",
+    "配置"
   ],
   "keywords_forbid": []
 }
\ No newline at end of file

data/3.python高阶/3.绘图库Matplotlib/2.Matplotlib快速入门/config.json

@@ -51,9 +51,6 @@
     }
   ],
   "node_id": "python-3-208",
-  "keywords_must": [
-    "matplotlib",
-    "matplot"
-  ],
+  "keywords_must": [],
   "keywords_forbid": []
 }
\ No newline at end of file

data/3.python高阶/3.绘图库Matplotlib/3.图形绘制/config.json

@@ -53,8 +53,7 @@
   ],
   "node_id": "python-3-209",
   "keywords_must": [
-    "matplotlib",
-    "matplot"
+    "图"
   ],
   "keywords_forbid": []
 }
\ No newline at end of file

data/3.python高阶/3.绘图库Matplotlib/4.风格和样式/config.json

@@ -42,9 +42,6 @@
     }
   ],
   "node_id": "python-3-210",
-  "keywords_must": [
-    "matplotlib",
-    "matplot"
-  ],
+  "keywords_must": [],
   "keywords_forbid": []
 }
\ No newline at end of file

data/3.python高阶/3.绘图库Matplotlib/config.json

 {
   "node_id": "python-2-12",
   "keywords": [],
-  "keywords_must": [],
+  "keywords_must": [
+    "matplotlib",
+    "matplot"
+  ],
   "keywords_forbid": [],
   "group": 2
 }
\ No newline at end of file

data/3.python高阶/4.科学计算工具包SciPy/1.SciPy概览/config.json

@@ -6,7 +6,9 @@
   "children": [],
   "node_id": "python-3-212",
   "keywords_must": [
-    "scipy"
+    "概览",
+    "简介",
+    "介绍"
   ],
   "keywords_forbid": []
 }
\ No newline at end of file

data/3.python高阶/4.科学计算工具包SciPy/2.安装配置/config.json

@@ -6,7 +6,8 @@
   "children": [],
   "node_id": "python-3-213",
   "keywords_must": [
-    "scipy"
+    "安装",
+    "配置"
   ],
   "keywords_forbid": []
 }
\ No newline at end of file

data/3.python高阶/4.科学计算工具包SciPy/3.数据插值/config.json

@@ -35,7 +35,7 @@
   ],
   "node_id": "python-3-214",
   "keywords_must": [
-    "scipy"
+    "插值"
   ],
   "keywords_forbid": []
 }
\ No newline at end of file

data/3.python高阶/4.科学计算工具包SciPy/4.曲线拟合/config.json

@@ -35,7 +35,7 @@
   ],
   "node_id": "python-3-215",
   "keywords_must": [
-    "scipy"
+    "拟合"
   ],
   "keywords_forbid": []
 }
\ No newline at end of file

data/3.python高阶/4.科学计算工具包SciPy/5.傅里叶变换/config.json

@@ -35,7 +35,7 @@
   ],
   "node_id": "python-3-216",
   "keywords_must": [
-    "scipy"
+    ["傅里叶", "变换"]
   ],
   "keywords_forbid": []
 }
\ No newline at end of file

data/3.python高阶/4.科学计算工具包SciPy/6.图像处理/config.json

@@ -42,8 +42,6 @@
     }
   ],
   "node_id": "python-3-217",
-  "keywords_must": [
-    "scipy"
-  ],
+  "keywords_must": [],
   "keywords_forbid": []
 }
\ No newline at end of file

data/3.python高阶/4.科学计算工具包SciPy/7.积分/config.json

@@ -31,6 +31,8 @@
     }
   ],
   "node_id": "python-3-218",
-  "keywords_must": [],
+  "keywords_must": [
+    "积分"
+  ],
   "keywords_forbid": []
 }
\ No newline at end of file

data/3.python高阶/4.科学计算工具包SciPy/8.非线性方程求解/config.json

@@ -22,6 +22,8 @@
     }
   ],
   "node_id": "python-3-219",
-  "keywords_must": [],
+  "keywords_must": [
+    "非线性方程"
+  ],
   "keywords_forbid": []
 }
\ No newline at end of file

data/3.python高阶/4.科学计算工具包SciPy/config.json

 {
   "node_id": "python-2-13",
   "keywords": [],
-  "keywords_must": [],
+  "keywords_must": [
+    "scipy"
+  ],
   "keywords_forbid": [],
   "group": 2
 }
\ No newline at end of file

data/3.python高阶/6.人工智能/3.计算机视觉/config.json

@@ -125,10 +125,6 @@
     }
   ],
   "node_id": "python-3-247",
-  "keywords_must": [
-    "计算机视觉",
-    "CV",
-    "computer vision"
-  ],
+  "keywords_must": [],
   "keywords_forbid": []
 }
\ No newline at end of file

data/3.python高阶/6.人工智能/4.自然语言处理/config.json

@@ -309,10 +309,6 @@
     }
   ],
   "node_id": "python-3-248",
-  "keywords_must": [
-    "自然语言处理",
-    "NLP",
-    "natural language processing"
-  ],
+  "keywords_must": [],
   "keywords_forbid": []
 }
\ No newline at end of file