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本文转载自:机器之心 参与:一鸣
项目作者:vinayak mehta
从 PDF 表格中获取数据是一项痛苦的工作。不久前,一位开发者提供了一个名为 Camelot 的工具,使用三行代码就能从 PDF 文件中提取表格数据。
PDF 文件是一种非常常用的文件格式,通常用于正式的电子版文件。它能够很好的将不同的排版格式固定下来,形成版面清晰且美观的展示效果。然而,对于想要从 PDF 中提取信息的人们来说,PDF 是个噩梦,尤其是表格。 大量的学术报告、论文、分析文章都使用 PDF 展示其中的表格数据,但是对于如果想要直接从表格中复制数据则会非常麻烦。不久前,有一位开发者提供了一个可从文字 PDF 中提取表格信息的工具——Camelot,能够直接将大部分表格转换为 Pandas 的 Dataframe。
据项目介绍称,Camelot 是一个 Python 工具,用于将 PDF 文件中的表格数据提取出来。
具体而言,用户可以像使用 Pandas 那样打开 PDF 文件,然后利用这个工具提取表格数据,最后再指定输出的形式(如 csv 文件)。
项目提供的 PDF 文件如图所示,假设用户需要提取这些文字之间的表格 2-1 中的信息。
>>> import camelot >>> tables = camelot.read_pdf('foo.pdf'
) #类似于Pandas打开CSV文件的形式 >>> tables[0 ].df # get a pandas DataFrame! >>> tables.export('foo.csv' , f='csv' , compress=True ) # json, excel, html, sqlite,可指定输出格式 >>> tables[0 ].to_csv('foo.csv' ) # to_json, to_excel, to_html, to_sqlite, 导出数据为文件 >>> tables1 > >>> tables[0 ]7, 7 )> # 获得输出的格式 >>> tables[0 ].parsing_report { 'accuracy' : 99.02 , 'whitespace' : 12.24 , 'order' : 1 , 'page' : 1 }
以下为输出的结果,对于合并的单元格,Camelot 在抽取后做了空行处理,这是一个稳妥的方法。
项目作者提供了三种安装方法。首先,你可以使用 Conda 进行安装,这是最简单的。
conda install -c conda-forge camelot-py
pip install camelot-py[cv]
git clone https://www.github.com/camelot-dev/camelotcd camelot pip install ".[cv]" 下载1:OpenCV-Contrib扩展模块中文版教程 在「小白学视觉 」公众号后台回复: 扩展模块中文教程 , 即可下载全网第一份OpenCV扩展模块教程中文版,涵盖扩展模块安装、SFM算法、立体视觉、目标跟踪、生物视觉、超分辨率处理 等二十多章内容。在「小白学视觉 」 公众号后台回复:Python视觉实战项目 , 即可下载包括图像分割、口罩检测、车道线检测、车辆计数、添加眼线、车牌识别、字符识别、情绪检测、文本内容提取、面部识别 等31个视觉实战项目,助力快速学校计算机视觉。 在「小白学视觉 」 公众号后台回复:OpenCV实战项目20讲 , 即可下载含有20 个基于OpenCV 实现20个实战项目 ,实现OpenCV学习进阶。 交流群
欢迎加入公众号读者群一起和同行交流,目前有SLAM、三维视觉 、传感器、自动驾驶、 计算摄影 、检测、分割、识别、医学影像、GAN、算法竞赛 等微信群(以后会逐渐细分), 请扫描下面微信号加群,备注:”昵称+学校/公司+研究方向“,例如:”张三 + 上海交大 + 视觉SLAM“。请按照格式备注,否则不予通过 。添加成功后会根据研究方向邀请进入相关微信群。请勿 在群内发送广告 ,否则会请出群,谢谢理解~
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var appmsg_fe_filter = "contenteditable";
var friend_read_source = "" || "";
var friend_read_version = "" || "";
var friend_read_class_id = "" || "";
var is_only_read = "1" * 1;
var read_num = "" * 1;
var like_num = "" * 1;
var liked = "" == 'true' ? true : false;
var is_temp_url = "" ? 1 : 0;
var send_time = "";
var icon_emotion_switch = "//res.wx.qq.com/mmbizwap/zh_CN/htmledition/images/icon/appmsg/emotion/icon_emotion_switch5cbc32.svg";
var icon_emotion_switch_active = "//res.wx.qq.com/mmbizwap/zh_CN/htmledition/images/icon/appmsg/emotion/icon_emotion_switch_active5cbc32.svg";
var icon_emotion_switch_primary = "//res.wx.qq.com/mmbizwap/zh_CN/htmledition/images/icon/appmsg/emotion/icon_emotion_switch_primary5cbc32.svg";
var icon_emotion_switch_active_primary = "//res.wx.qq.com/mmbizwap/zh_CN/htmledition/images/icon/appmsg/emotion/icon_emotion_switch_active_primary5cbc32.svg";
var icon_loading_white = "//res.wx.qq.com/mmbizwap/zh_CN/htmledition/images/icon/common/icon_loading_white5cbc32.gif";
var icon_audio_unread = "//res.wx.qq.com/mmbizwap/zh_CN/htmledition/images/icon/appmsg/audio/icon_audio_unread5cbc32.png";
var icon_qqmusic_default = "//res.wx.qq.com/mmbizwap/zh_CN/htmledition/images/icon/appmsg/qqmusic/icon_qqmusic_default.2x5cbc32.png";
var icon_qqmusic_source = "//res.wx.qq.com/mmbizwap/zh_CN/htmledition/images/icon/appmsg/qqmusic/icon_qqmusic_source5cbc32.svg";
var icon_kugou_source = "//res.wx.qq.com/mmbizwap/zh_CN/htmledition/images/icon/appmsg/kugou/icon_kugou_source5cbc32.png";
var topic_default_img = '//res.wx.qq.com/mmbizwap/zh_CN/htmledition/images/icon/appmsg/topic/pic_book_thumb.2x5cbc32.png';
var comment_edit_icon = '//res.wx.qq.com/mmbizwap/zh_CN/htmledition/images/icon/appmsg_new/icon_edit5cbc32.png';
var comment_loading_img = '//res.wx.qq.com/mmbizwap/zh_CN/htmledition/images/icon/common/icon_loading_white5cbc32.gif';
var comment_c2c_not_support_img = '//res.wx.qq.com/mmbizwap/zh_CN/htmledition/images/pic/appmsg/pic_discuss_more5cbc32.png';
var voice_in_appmsg = {
"1": "1"
};
var voiceList = {};
voiceList={"voice_in_appmsg":[]}
var reprint_style = '' * 1;
var wxa_img_alert = "" != 'false';
// 小程序相关数据
var weapp_sn_arr_json = "" || "";
// 视频号相关数据
var video_snap_json = "" || "";
// profile相关数据
var mp_profile = [
];
// 能力封禁字段
var ban_scene = "0" * 1;
var svr_time = "1648518727" * 1;
// 加迁移文章字段, 默认为false
var is_transfer_msg = "" * 1 || 0;
var malicious_title_reason_id = "0" * 1; // 标题党wording id @radeonwu
var malicious_content_type = "0" * 1; // 标题党类型 @radeonwu
// 修改错别字逻辑
var modify_time = "";
// 限制跳转到公众号profile @radeonwu
var isprofileblock = "0";
var jumpInfo = [
];
var hasRelatedArticleInfo = '0' * 1 || 0; // 有相关阅读的数据 @radeonwu
var relatedArticleFlag = '' * 1 || 0; // 0不用拓展,为1时拓展3条 @yinshen
window.wxtoken = "777";
window.is_login = '' * 1; // 把上面的那段代码改一下,方便配置回退
window.__moon_initcallback = function () {
if (!!window.__initCatch) {
window.__initCatch({
idkey: 27611 + 2,
startKey: 0,
limit: 128,
badjsId: 43,
reportOpt: {
uin: uin,
biz: biz,
mid: mid,
idx: idx,
sn: sn
},
extInfo: {
network_rate: 0.01, //网络错误采样率
badjs_rate: 0.1 // badjs上报叠加采样率
}
});
}
}
// msg_title != title
var title = "小白学视觉";
var is_new_msg = true;
// var appmsg_like_type = "2" * 1 ? "2" * 1 : 1; //区分点赞和看一看
// var appmsg_like_type = 2;
var is_wash = '' * 1;
var topbarEnable = false;
var enterid = "" * 1 || "" * 1 || parseInt(Date.now() / 1000);
// var appid_list = ""; // 改图文所在的小程序的appid列表,只在小程序中使用
var miniprogram_appid = ""; // 该图文所在的小程序的appid
var defaultAvatarUrl = '//res.wx.qq.com/mmbizwap/zh_CN/htmledition/images/pic/common/avatar_default5cbc32.svg';
document.addEventListener('DOMContentLoaded', function () {
window.domCompleteTime = Date.now();
});
// 记录是否有转载推荐语
var hasRecommendMsg = 0;
;
// 付费阅读
var isPaySubscribe = '0' * 1; // 是否付费文章
var isPaid = '0' * 1; // 是否已付费
var payShowIAPPrice = 1; // 是否启用IAP价格显示,用于外币显示
var payProductId = '' || ''; // 付费金额对应商品ID,用于iOS多币种金额IAP查询
var previewPercent = '0' || ''; // 试读比例
var payGiftsCount = '0' * 1 || 0; // 付费赠送数量
var payFreeGift = '' * 1 || 0; // 是否是领取付费赠送的用户
var is_finished_preview = 0; // 是否试读完
var jump2pay = '' * 1; // 是否跳转到支付按钮的位置
var isFans; // getext里获取数据再塞到这里
var is_need_reward = (isPaySubscribe && !isPaid) ? 0 : "0" * 1; // 非付费不可赞赏
var is_teenager = '' * 1 || 0; //是否处于青少年模式
var is_care_mode = '' * 1 || 0; //是否处于关怀模式
// 段落投诉
var anchor_tree_msg = '';
// Dark Mode
var colorScheme = ''; // ''|'dark'|'light', 空表示跟随系统
var iapPriceInfo = {
};
var productPayPackage = {
iap_price_info: iapPriceInfo
};
// 漫画原创
var isCartoonCopyright = '0' * 1; // 是否漫画原创
// 图文朗读
var show_msg_voice = '' * 1;
var qnaCardData = '';
var exptype = '' || '';
var expsessionid = '' || '';
// 留言相关
var goContentId = '';
var goReplyId = '';
var show_related_article = '' * 1; // 是否强制出相关阅读
var wwdistype = ''; // 企微场景,industrynews表示行业资讯
// 腾讯视频相关
window.cgiData = {
appImg: '//res.wx.qq.com/mmbizwap/zh_CN/htmledition/images/pic/pages/video/pic_v.2x5cbc32.png',
}
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