From a581258d91ea37ccbb296fd19f6b6ab2b5db3b07 Mon Sep 17 00:00:00 2001 From: 2509165008 <2509165008@student.edu.cn> Date: Thu, 25 Jun 2026 16:01:33 +0800 Subject: [PATCH] =?UTF-8?q?=E5=AE=8C=E6=88=90?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- README.md | 156 ------------------------------ data/.gitkeep | 1 - data/images/.gitkeep | 1 - q2_1_crawler/.gitkeep | 1 - q2_1_crawler/move.html | 102 +++++++++++++++++++ q2_1_crawler/movie.json | 102 +++++++++++++++++++ q2_1_crawler/q2_1.py | 65 +++++++++++++ q2_1_crawler/q2_2.py | 43 ++++++++ q3/.gitkeep | 1 - q3/q3_1/.gitkeep | 1 - q3/q3_1/q3_1_image_label.zip | Bin 0 -> 893 bytes q3/q3_2/.gitkeep | 1 - q3/q3_2/q3_2_takeout_reviews.json | 1 + q3/q3_3_质量自评.md | 13 +++ q4/.gitkeep | 1 - q4/q4_1/.gitkeep | 1 - q4/q4_1/q4_1.py | 33 +++++++ q4/q4_1/q4_1_bar.png | Bin 0 -> 15637 bytes q4/q4_2/.gitkeep | 1 - q4/q4_2/q4_2.py | 24 +++++ q4/q4_2/q4_2_scatter.png | Bin 0 -> 30633 bytes q4/q4_3a/.gitkeep 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mode 100644 q4/q4_2/q4_2_scatter.png delete mode 100644 q4/q4_3a/.gitkeep create mode 100644 q4/q4_3a/q4_3a.py create mode 100644 q4/q4_3a/q4_3a_hist.png delete mode 100644 q4/q4_3b/.gitkeep create mode 100644 q4/q4_3b/q4_3b.py create mode 100644 q4/q4_3b/q4_3b_hist.png diff --git a/README.md b/README.md deleted file mode 100644 index 8b03608..0000000 --- a/README.md +++ /dev/null @@ -1,156 +0,0 @@ - - -# 模拟考试（实操题） - -**考试时间**：90 分钟（2 课时） -**考试形式**：开卷 -**总分**：70 分 - ---- - -## ⚠️ 重要说明 - -- 本题所有代码、标注结果、图片都要上传到 **本仓库** 下 -- **文件夹必须按下面要求** 的结构创建，否则不得分 -- 数据爬取代码 **必须** 在一次爬取中获取到所有需要数据（数据刷新会变） - ---- - -## 第Ⅱ部分 实操题 - -### 一、数据爬取（25 分） - -**本题中涉及的爬虫代码必须包含检测头，同时由于网页刷新后数据会变化，必须在一次爬取中获取到所有需要数据，否则不得分。** - -#### 第 1 题（10 分） - -用 python 代码访问网址 `https://exam.detr.top/exam-b/movies`，抓取网页的数据编号和其中全部 10 部电影的信息，并分别保存为两个文件： - -- `movies.json`（存放数据编号和电影信息，电影中包含的键为 `id, title, director, year, rating, duration, genre, actors_count`） -- `movies.html`（保存原始网页源码） - -#### 第 2 题（15 分） - -根据 `movies.json` 中的数据： - -1. ① 找出评分最高和最低的电影，打印电影名 + 评分。 -2. ② 统计各类型的电影数量，用字典格式输出。 -3. ③ 统计各导演的电影数量，用字典格式输出。 -4. ④ 统计 2020 年（含）以后上映的电影数量。 - ---- - -### 二、数据标注（20 分） - -**本章中所有标注结果都需要导出文件，并上传到本仓库的 `q3` 文件夹下。每个小题单独放一个子文件夹。未按要求上传文件不得分。** - -#### 第 1 小题（8 分）— 图像目标检测标注 - -在 Label Studio 中打开图片 `data/images/标注练习1.jpg`（图片中含 1 只猫、1 只狗、1 辆车，背景为街道），使用 Rectangle Labels 工具标出 3 个目标物。要求： - -1. （1）边界框必须紧贴目标物轮廓 -2. （2）标签必须为 `cat`、`dog`、`car`（**必须小写英文**，不能写成"猫/狗/车"或"Cat/Dog/Car"） -3. （3）导出为 YOLO 格式压缩包 -4. （4）将压缩包命名为 `q3_1_image_labels.zip` 并上传到 `q3/q3_1/` 文件夹 -5. （5）压缩包解压后必须包含 `classes.txt` 和 `labels/` 目录 - -#### 第 2 小题（7 分）— 文本情感分类标注 - -现有 5 条外卖评论文本 `data/reviews.json`，用 Label Studio 完成情感分类标注（标签：正面/负面），导出为 JSON 格式。要求： - -1. （1）标注必须包含每条评论的 `id` 和 `text` 字段 -2. （2）每个标注必须有一个 `sentiment` 字段，值为 `"正面"` 或 `"负面"` -3. （3）5 条评论必须全部标注 -4. （4）将导出文件命名为 `q3_2_takeout_reviews.json` 并上传到 `q3/q3_2/` 文件夹 - -#### 第 3 小题（5 分）— 标注质量自评 - -在 `q3` 文件夹下新建 `q3_3_质量自评.md` 文件，写一份 200 字左右的标注质量自评报告，内容包括： - -1. （1）标注前准备 —— 你制定了什么标注规范？看了几张示例图片？（2 分） -2. （2）标注过程 —— 遇到什么困难？如何解决？中途不确定的标注如何处理？（2 分） -3. （3）标注后检查 —— 做了哪些检查？是否导入了多份相同数据互相对比？（1 分） - ---- - -### 三、数据可视化（25 分） - -**本章所有图表都要用 matplotlib 绘制，PNG 文件必须用 `plt.savefig` 保存。所有 Python 代码和 PNG 文件都需要上传到本仓库的 `q4` 文件夹下，每个小题单独一个子文件夹。** - -#### 第 1 小题（8 分）— 柱状图 - -从 `movies.json`（本卷第 II 部分保存的 `movies.json`）读取数据，用 matplotlib 绘制**各类型的电影数量柱状图**。要求： - -1. （1）使用 `plt.bar` 函数绘制柱状图 -2. （2）X 轴为类型名称 -3. （3）Y 轴为电影数量 -4. （4）标题设置为"类型电影数量分布"（用 `plt.title`） -5. （5）保存为 `q4_1_bar.png`（用 `plt.savefig`，`dpi=150`） -6. （6）Python 代码保存为 `q4_1.py` - -#### 第 2 小题（7 分）— 散点图 - -从 `movies.json` 读取数据，用 matplotlib 绘制**评分 vs 时长散点图**。要求： - -1. （1）使用 `plt.scatter` 函数绘制散点图 -2. （2）X 轴为时长（分钟），Y 轴为评分 -3. （3）标题设置为"时长与评分关系散点图"（用 `plt.title`） -4. （4）使用 `plt.xlabel` 和 `plt.ylabel` 设置轴标签 -5. （5）点的颜色设为红色，`alpha=0.6`（半透明） -6. （6）保存为 `q4_2_scatter.png`（用 `plt.savefig`，`dpi=150`） -7. （7）Python 代码保存为 `q4_2.py` - -#### 第 3 小题（10 分）— 直方图 - -从 `movies.json` 读取数据，绘制**两张独立的直方图**： - -- **（A）评分直方图（5 分）**：使用 `plt.hist` 函数绘制 10 部电影评分字段的分布直方图，`bins=5`，颜色蓝色，标题"评分分布"（用 `plt.title`），X 轴标签"评分"（用 `plt.xlabel`），保存为 `q4_3a_hist.png`（`dpi=150`），代码保存为 `q4_3a.py` -- **（B）时长直方图（5 分）**：使用 `plt.hist` 函数绘制 10 部电影时长字段的分布直方图，`bins=5`，颜色绿色，标题"时长分布"，X 轴标签"时长（分钟）"，保存为 `q4_3b_hist.png`（`dpi=150`），代码保存为 `q4_3b.py` - ---- - -## 📁 仓库文件夹结构（必须按这个提交） - -``` -simulated-examination/ -├── data/ # 模拟考数据（已上传） -│ ├── images/ -│ │ └── 标注练习1.jpg -│ └── reviews.json -├── q2_1_crawler/ -│ ├── q2_1.py # 数据爬取第 1 题代码 -│ ├── q2_2.py # 数据爬取第 2 题代码 -│ ├── movies.json # 爬取结果（由 q2_1.py 生成） -│ └── movies.html # 原始网页（由 q2_1.py 生成） -├── q3/ -│ ├── q3_1/ -│ │ └── q3_1_image_labels.zip # 图像标注 YOLO 导出 -│ ├── q3_2/ -│ │ └── q3_2_takeout_reviews.json # 文本标注 JSON 导出 -│ └── q3_3_质量自评.md -├── q4/ -│ ├── q4_1/ -│ │ ├── q4_1.py # 柱状图代码 -│ │ └── q4_1_bar.png # 柱状图结果 -│ ├── q4_2/ -│ │ ├── q4_2.py # 散点图代码 -│ │ └── q4_2_scatter.png # 散点图结果 -│ ├── q4_3a/ -│ │ ├── q4_3a.py # 评分直方图代码 -│ │ └── q4_3a_hist.png # 评分直方图结果 -│ ├── q4_3b/ -│ │ ├── q4_3b.py # 时长直方图代码 -│ │ └── q4_3b_hist.png # 时长直方图结果 -``` - ---- - -## 提交方式 - -1. 在本仓库下**按上面的文件夹结构**创建目录 -2. 依次完成 3 大题的所有小题 -3. 每完成一题就 `git add` + `git commit` + `git push` 到本仓库 -4. 考试结束时**最后一次 commit 时间**视为交卷时间 diff --git a/data/.gitkeep b/data/.gitkeep deleted file mode 100644 index b22e7b9..0000000 --- a/data/.gitkeep +++ /dev/null @@ -1 +0,0 @@ -# 此目录用于存放学生提交的文件，请勿删除 \ No newline at end of file diff --git a/data/images/.gitkeep b/data/images/.gitkeep deleted file mode 100644 index b22e7b9..0000000 --- a/data/images/.gitkeep +++ /dev/null @@ -1 +0,0 @@ -# 此目录用于存放学生提交的文件，请勿删除 \ No newline at end of file diff --git a/q2_1_crawler/.gitkeep b/q2_1_crawler/.gitkeep deleted file mode 100644 index b22e7b9..0000000 --- a/q2_1_crawler/.gitkeep +++ /dev/null @@ -1 +0,0 @@ -# 此目录用于存放学生提交的文件，请勿删除 \ No newline at end of file diff --git a/q2_1_crawler/move.html b/q2_1_crawler/move.html new file mode 100644 index 0000000..667e109 --- /dev/null +++ b/q2_1_crawler/move.html @@ -0,0 +1,102 @@ +[ + { + "id": "1", + "title": "泰坦尼克号", + "director": "Frank Darabont", + "year": "2015", + "rating": "6.8", + "duration": "91", + "genre": "科幻", + "actors_count": "3" + }, + { + "id": "2", + "title": "星际穿越", + "director": "陈凯歌", + "year": "2021", + "rating": "6.2", + "duration": "113", + "genre": "科幻", + "actors_count": "2" + }, + { + "id": "3", + "title": "三傻大闹宝莱坞", + "director": "Robert Zemeckis", + "year": "2004", + "rating": "7.4", + "duration": "95", + "genre": "悬疑", + "actors_count": "4" + }, + { + "id": "4", + "title": "阿甘正传", + "director": "James Cameron", + "year": "2013", + "rating": "6.9", + "duration": "93", + "genre": "爱情", + "actors_count": "4" + }, + { + "id": "5", + "title": "放牛班的春天", + "director": "宫崎骏", + "year": "2005", + "rating": "7.1", + "duration": "127", + "genre": "悬疑", + "actors_count": "3" + }, + { + "id": "6", + "title": "千与千寻", + "director": "Christopher Nolan", + "year": "2024", + "rating": "6.4", + "duration": "147", + "genre": "动画", + "actors_count": "3" + }, + { + "id": "7", + "title": "忠犬八公的故事", + "director": "Lasse Hallström", + "year": "2002", + "rating": "6.2", + "duration": "166", + "genre": "剧情", + "actors_count": "4" + }, + { + "id": "8", + "title": "霸王别姬", + "director": "Rajkumar Hirani", + "year": "2005", + "rating": "7.9", + "duration": "149", + "genre": "冒险", + "actors_count": "2" + }, + { + "id": "9", + "title": "肖申克的救赎", + "director": "Christophe Barratier", + "year": "2008", + "rating": "9.3", + "duration": "91", + "genre": "冒险", + "actors_count": "2" + }, + { + "id": "10", + "title": "盗梦空间", + "director": "Christopher Nolan", + "year": "2019", + "rating": "7.1", + "duration": "132", + "genre": "剧情", + "actors_count": "5" + } +] \ No newline at end of file diff --git a/q2_1_crawler/movie.json b/q2_1_crawler/movie.json new file mode 100644 index 0000000..667e109 --- /dev/null +++ b/q2_1_crawler/movie.json @@ -0,0 +1,102 @@ +[ + { + "id": "1", + "title": "泰坦尼克号", + "director": "Frank Darabont", + "year": "2015", + "rating": "6.8", + "duration": "91", + "genre": "科幻", + "actors_count": "3" + }, + { + "id": "2", + "title": "星际穿越", + "director": "陈凯歌", + "year": "2021", + "rating": "6.2", + "duration": "113", + "genre": "科幻", + "actors_count": "2" + }, + { + "id": "3", + "title": "三傻大闹宝莱坞", + "director": "Robert Zemeckis", + "year": "2004", + "rating": "7.4", + "duration": "95", + "genre": "悬疑", + "actors_count": "4" + }, + { + "id": "4", + "title": "阿甘正传", + "director": "James Cameron", + "year": "2013", + "rating": "6.9", + "duration": "93", + "genre": "爱情", + "actors_count": "4" + }, + { + "id": "5", + "title": "放牛班的春天", + "director": "宫崎骏", + "year": "2005", + "rating": "7.1", + "duration": "127", + "genre": "悬疑", + "actors_count": "3" + }, + { + "id": "6", + "title": "千与千寻", + "director": "Christopher Nolan", + "year": "2024", + "rating": "6.4", + "duration": "147", + "genre": "动画", + "actors_count": "3" + }, + { + "id": "7", + "title": "忠犬八公的故事", + "director": "Lasse Hallström", + "year": "2002", + "rating": "6.2", + "duration": "166", + "genre": "剧情", + "actors_count": "4" + }, + { + "id": "8", + "title": "霸王别姬", + "director": "Rajkumar Hirani", + "year": "2005", + "rating": "7.9", + "duration": "149", + "genre": "冒险", + "actors_count": "2" + }, + { + "id": "9", + "title": "肖申克的救赎", + "director": "Christophe Barratier", + "year": "2008", + "rating": "9.3", + "duration": "91", + "genre": "冒险", + "actors_count": "2" + }, + { + "id": "10", + "title": "盗梦空间", + "director": "Christopher Nolan", + "year": "2019", + "rating": "7.1", + "duration": "132", + "genre": "剧情", + "actors_count": "5" + } +] \ No newline at end of file diff --git a/q2_1_crawler/q2_1.py b/q2_1_crawler/q2_1.py new file mode 100644 index 0000000..2d782cf --- /dev/null +++ b/q2_1_crawler/q2_1.py @@ -0,0 +1,65 @@ +import requests +from bs4 import BeautifulSoup as bs +import json + +url = 'https://exam.detr.top/exam-b/movies' +headers = {'User-Agent': 'Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/149.0.0.0 Safari/537.36 Edg/149.0.0.0', + 'Referer':'https://exam.detr.top/exam-b/movies'} +req = requests.get(url, headers=headers) +req.encoding="utf-8" + +data=[] + +soup=bs(req.text,"html.parser") +# print(soup) +#id, title, director, year, rating, duration, genre, actors_count + +item=soup.select("table tbody tr" ) +movie_list=[] + +for tr in item: + tds=tr.find_all("td") + tds=list(tds) + # print(tds) + if len(tds)<8: + continue + movie={ + "id":tds[0].get_text(strip=True), + "title":tds[1].get_text(strip=True), + "director":tds[2].get_text(strip=True), + "year":tds[3].get_text(strip=True), + "rating":tds[4].get_text(strip=True), + "duration":tds[5].get_text(strip=True), + "genre":tds[6].get_text(strip=True), + "actors_count":tds[7].get_text(strip=True) + } + movie_list.append(movie) +print(movie_list) + + +with open('movie.json', 'w', encoding='utf-8') as f: + json.dump(movie_list, f, ensure_ascii=False, indent=2) + +with open("move.html","w",encoding='utf-8') as f: + json.dump(movie_list, f, ensure_ascii=False, indent=2) + + + + + +# for i in range(len(items)): +# rank=i+1 +# title=items[i].find("span",class_="title").get_text() +# actors=items[i].find("div",class_="bd").get_text().strip() +# try: +# actors=actors.split("主演：")[1].split("\n")[0] +# except: +# actors="无" +# quote=items[i].find("p",class_="quote").get_text().strip() + +# data.append({ +# "rank":rank, +# "title":title, +# "actors":actors, +# "quote":quote +# }) \ No newline at end of file diff --git a/q2_1_crawler/q2_2.py b/q2_1_crawler/q2_2.py new file mode 100644 index 0000000..f30c2f7 --- /dev/null +++ b/q2_1_crawler/q2_2.py @@ -0,0 +1,43 @@ +# ① 找出评分最高和最低的电影，打印电影名 + 评分。 +# ② 统计各类型的电影数量，用字典格式输出。 +# ③ 统计各导演的电影数量，用字典格式输出。 +# ④ 统计 2020 年（含）以后上映的电影数量。 + +import json + + + +with open('movie.json', 'r', encoding='utf-8') as f: + data=json.load(f) + # print(data) + + +sort_movie=sorted(data,key=lambda x:x["rating"]) +min=sort_movie[0] +max=sort_movie[-1] +print("评分最低的电影",min["title"],min["rating"]) +print("评分最高的电影",max["title"],max["rating"]) + +genre_shu={} +for g in data: + ge=g["genre"] + if ge in genre_shu: + genre_shu[ge]+=1 + else: + genre_shu[ge]=1 +print("各类型的电影数量",genre_shu) + +director_shu={} +for d in data: + di=d["director"] + if di in director_shu: + director_shu[di]+=1 + else: + director_shu[di]=1 +print("各导演的电影数量",director_shu) + +a=0 +for y in data: + if int(y["year"]) >= 2020: + a+=1 +print("2020 年（含）以后上映的电影数量",a) \ No newline at end of file diff --git a/q3/.gitkeep b/q3/.gitkeep deleted file mode 100644 index b22e7b9..0000000 --- a/q3/.gitkeep +++ /dev/null @@ -1 +0,0 @@ -# 此目录用于存放学生提交的文件，请勿删除 \ No newline at end of file diff --git a/q3/q3_1/.gitkeep b/q3/q3_1/.gitkeep deleted file mode 100644 index b22e7b9..0000000 --- a/q3/q3_1/.gitkeep +++ /dev/null @@ -1 +0,0 @@ -# 此目录用于存放学生提交的文件，请勿删除 \ No newline at end of file diff --git a/q3/q3_1/q3_1_image_label.zip b/q3/q3_1/q3_1_image_label.zip new file mode 100644 index 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+import json + +rating=[] +duration=[] + +with open('movie.json', 'r', encoding='utf-8') as f: + data=json.load(f) + # print(data) + for i in data: + rating.append(i["rating"]) + duration.append(i["duration"]) +plt.figure(figsize=(12, 8)) +plt.scatter(duration, rating, + c='red', + s=80, # 点的大小 + alpha=0.6, # 透明度 + edgecolors='white') # 点的边框 +plt.title('时长与评分关系散点图', fontsize=14) +plt.xlabel('时长', fontsize=12) +plt.ylabel('评分', fontsize=12) +plt.grid(True, linestyle='--', alpha=0.5) +plt.show() + diff --git a/q4/q4_2/q4_2_scatter.png b/q4/q4_2/q4_2_scatter.png new file mode 100644 index 0000000000000000000000000000000000000000..5dbac63124fc1e43b9d136be6a7b17c77281e12d GIT binary patch literal 30633 zcmeFacUV*B|2K}M6(`hEi-S>XD^eLMDl!7rJ&A%Wfq){SAVg+>ki?DDfffW62r5Ek zhN0{b6%_>;3LzjPAhHr5tRxUf^1M$_TNOS}zt``1{`g(br`J^}7EbPS&VBCt{eG%VQXNJ)J*E1pwJa&x!8NZGRQ!QMaj zyDeFAbHg_?SO0qR#?Nzf^XNl_Cv(ECE}0g5v$E5e%G7VWVW?M33#jz&Y_24bI~%II zeGI;X5z3rq$8;}7{zE48xy)?%aL} 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mode 100644 index b22e7b9..0000000 --- a/q4/q4_3a/.gitkeep +++ /dev/null @@ -1 +0,0 @@ -# 此目录用于存放学生提交的文件，请勿删除 \ No newline at end of file diff --git a/q4/q4_3a/q4_3a.py b/q4/q4_3a/q4_3a.py new file mode 100644 index 0000000..bc84d8b --- /dev/null +++ b/q4/q4_3a/q4_3a.py @@ -0,0 +1,19 @@ +import matplotlib.pyplot as plt +import json +rating=[] + +with open('movie.json', 'r', encoding='utf-8') as f: + data=json.load(f) + # print(data) + for i in data: + rating.append(i["rating"]) + +plt.figure(figsize=(12,8)) +plt.hist(rating, # 数据 + bins=3, # 分成几个柱子 + color='#3498DB', # 颜色 + edgecolor='white') # 柱子边框颜色 +plt.title('评分分布', fontsize=14) +plt.xlabel('评分', fontsize=13) +plt.grid(True, linestyle='--', alpha=0.5, axis='y') +plt.show() \ No newline at end of file diff --git a/q4/q4_3a/q4_3a_hist.png b/q4/q4_3a/q4_3a_hist.png new file mode 100644 index 0000000000000000000000000000000000000000..6c6873628235fa889a82cbfa6b34174c1ac8c097 GIT binary patch literal 19044 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