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
>>> tables
1>
>>> 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/camelot
cd camelot
pip install ".[cv]"
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o.eval.call(o,'define("'+s+'",[],'+e+")"+d),h.hit_num++,r&&-1!=r.indexOf(".css")?h.cacheData.css_hit_num++:r&&-1!=r.indexOf(".js")&&h.cacheData.js_hit_num++;
}catch(c){
h.unload.push(r.replace(p,""));
}
}
}),h.load(h.genUrl());
},
genUrl:function(){
var e=h.unload;
if(!e||e.length<=0)return[];
var o,n,t="",r=[],i={},a=-1!=location.search.indexOf("no_moon2=1"),s="//"+f;
-1!=location.href.indexOf("moon_debug2=1")&&(s="//mp.weixin.qq.com");
for(var c=0,d=e.length;d>c;++c){
/^\/(.*?)\//.test(e[c]);
var _=/^\/(.*?)\//.exec(e[c]);
_.length<2||!_[1]||(n=_[1],t=i[n],t?(o=t+","+e[c],o.length>1e3||a?(r.push(t+"?v="+h.version),
t=location.protocol+s+e[c],i[n]=t):(t=o,i[n]=t)):(t=location.protocol+s+e[c],i[n]=t));
}
for(var l in i)i.hasOwnProperty(l)&&r.push(i[l]);
return r;
},
load:function(e){
if(window.__wxgspeeds&&(window.__wxgspeeds.mod_num=h.mod_num,window.__wxgspeeds.hit_num=h.hit_num),
!e||e.length<=0)return seajs.combo_status=seajs.COMBO_LOADED,seajs.run(),console.debug&&console.debug("[moon] load js complete, all in cache, cost time : 0ms, total count : "+h.mod_num+", hit num: "+h.hit_num),
void window.__moonclientlog.push("[moon] load js complete, all in cache, cost time : 0ms, total count : "+h.mod_num+", hit num: "+h.hit_num);
seajs.combo_status=seajs.COMBO_LOADING;
var o=0,n=+new Date;
window.__wxgspeeds&&(window.__wxgspeeds.combo_times=[],window.__wxgspeeds.combo_times.push(n)),
i(e,function(t){
h.request(t,u,function(){
if(window.__wxgspeeds&&window.__wxgspeeds.combo_times.push(+new Date),o++,o==e.length){
var t=+new Date-n;
window.__wxgspeeds&&(window.__wxgspeeds.mod_downloadtime=t),seajs.combo_status=seajs.COMBO_LOADED,
seajs.run(),console.debug&&console.debug("[moon] load js complete, url num : "+e.length+", total mod count : "+h.mod_num+", hit num: "+h.hit_num+", use time : "+t+"ms"),
window.__moonclientlog.push("[moon] load js complete, url num : "+e.length+", total mod count : "+h.mod_num+", hit num: "+h.hit_num+", use time : "+t+"ms");
}
});
});
},
request:function(o,t,r){
if(o){
t=t||0,o.indexOf("mp.weixin.qq.com")>-1&&((new Image).src=location.protocol+"//mp.weixin.qq.com/mp/jsmonitor?idkey=27613_32_1&r="+Math.random(),
window.__moon_report([{
offset:_,
log:"load_script_from_mp: "+o
}],1));
var i=-1;
window.__DEBUGINFO&&(__DEBUGINFO.res_list||(__DEBUGINFO.res_list=[]),__DEBUGINFO.res_list.push({
type:"js",
status:"pendding",
start:+new Date,
end:0,
url:o
}),i=__DEBUGINFO.res_list.length-1),-1!=location.search.indexOf("no_lshttps=1")&&(o=o.replace("http://","https://"));
var a=document.createElement("script");
a.src=o,a.type="text/javascript",a.async=!0,a.down_time=+new Date,a.onerror=function(s){
n(i,"status","error"),n(i,"end",+new Date);
var _=new Error(s);
if(t>=0)if(w>t){
var m=o.replace("res.wx.qq.com","mp.weixin.qq.com");
h.request(m,t,r);
}else h.request(o,t,r);else window.__moon_report&&window.__moon_report([{
offset:c,
log:"load_script_error: "+o,
e:_
}],1);
if(t==w-1&&window.__moon_report([{
offset:d,
log:"load_script_error: "+o,
e:_
}],1),-1==t){
var u="ua: "+window.navigator.userAgent+", time="+(+new Date-a.down_time)+", load_script_error -1 : "+o;
window.__moon_report([{
offset:l,
log:u
}],1);
}
window.__moonclientlog.push("moon load js error : "+o+", error -> "+_.toString()),
e("moon_request_error url:"+o);
},"undefined"!=typeof moon_crossorigin&&moon_crossorigin&&a.setAttribute("crossorigin",!0),
a.onload=a.onreadystatechange=function(){
n(i,"status","loaded"),n(i,"end",+new Date),!a||a.readyState&&!/loaded|complete/.test(a.readyState)||(n(i,"status","200"),
a.onload=a.onreadystatechange=null,"function"==typeof r&&r());
},t--,s.appendChild(a),e("moon_request url:"+o+" retry:"+t);
}
},
setItem:function(e,o){
!!a&&a.setItem(e,o);
},
clear:function(){
a&&(i(a,function(e,o){
~o.indexOf(h.prefix)&&a.removeItem(o);
}),console.debug&&console.debug("[moon] clear"));
},
idkeyReport:function(e,o,n){
n=n||1;
var t=e+"_"+o+"_"+n;
(new Image).src="/mp/jsmonitor?idkey="+t+"&r="+Math.random();
}
};
seajs&&seajs.use&&"string"==typeof window.__moon_mainjs&&seajs.use(window.__moon_mainjs),
window.moon=h;
}(window),function(){
try{
Math.random()<1;
}catch(e){}
}(),window.moon.init();
};
e(),!!window.__moon_initcallback&&window.__moon_initcallback(),window.__wxgspeeds&&(window.__wxgspeeds.moonendtime=+new Date);
}
}
var WX_BJ_REPORT=window.WX_BJ_REPORT||{};
!function(e){
function o(e,o,n,t,r,i){
return{
name:e||"",
message:o||"",
file:n||"",
line:t||"",
col:r||"",
stack:i&&i.stack||""
};
}
function n(e){
var o=t(e);
return{
name:e.name,
key:e.message,
msg:e.message,
stack:o.info,
file:o.file,
line:o.line,
col:o.col,
client_version:"",
_info:e._info
};
}
function t(o){
o._info=o._info||"";
var n=o.stack||"",t={
info:n,
file:o.file||"",
line:o.line||"",
col:o.col||""
};
if(""==t.file){
var r=n.split(/\bat\b/);
if(r&&r[1]){
var i=/(https?:\/\/[^\n]+)\:(\d+)\:(\d+)/.exec(r[1]);
i&&(i[1]&&i[1]!=t.file&&(t.file&&(o._info+=" [file: "+t.file+" ]"),t.file=i[1]),
i[2]&&i[2]!=t.line&&(t.line&&(o._info+=" [line: "+t.line+" ]"),t.line=i[2]),i[3]&&i[3]!=t.col&&(t.col&&(o._info+=" [col: "+t.col+" ]"),
t.col=i[3]));
}
}
return t&&t.file&&t.file.length
0&&(t.info=t.info.replace(new RegExp(t.file.split("?")[0],"gi"),"__FILE__")),
e.BadJs.ignorePath&&(t.info=t.info.replace(/http(s)?\:[^:\n]*\//gi,"").replace(/\n/gi,"")),
t;
}
if(!e.BadJs){
var r="BadjsWindowError",i=function(e,o){
for(var n in o)e[n]=o[n];
return e;
};
return e.BadJs={
uin:0,
mid:"",
view:"wap",
_cache:{},
_info:{},
_hookCallback:null,
ignorePath:!0,
"throw":function(e,o){
throw this.onError(e,o),e;
},
onError:function(o,t){
try{
if(1==o.BADJS_EXCUTED)return;
o.BADJS_EXCUTED=!0;
var r=n(o);
if(r.uin=this.uin,r.mid=this.mid,r.view=this.view,r.cmdb_module="mmbizwap",t&&(r=i(r,t)),
r.cid&&(r.key="["+r.cid+"]:"+r.key),o._info&&(r.msg+=" || e.info:"+o._info),"{}"!=JSON.stringify(this._info)&&(r.msg+=" || info:"+JSON.stringify(this._info)),
"function"==typeof this._hookCallback&&this._hookCallback(r)===!1)return;
return this._send(r),e.BadJs;
}catch(o){
console.error(o);
}
},
winErr:function(n){
n.error&&n.error.BADJS_EXCUTED||e.BadJs.onError(o(r,n.message,n.filename,n.lineno,n.colno,n.error));
},
init:function(o,n,t){
return this.uin=o||this.uin,this.mid=n||this.mid,this.view=t||this.view,e.BadJs;
},
hook:function(o){
return this._hookCallback=o,e.BadJs;
},
_send:function(o){
if(!o.mid){
if("undefined"==typeof window.PAGE_MID||!window.PAGE_MID)return;
o.mid=window.PAGE_MID;
}
o.uin||(o.uin=window.user_uin||0);
var n=[o.mid,o.name,o.key].join("|");
if(!this._cache||!this._cache[n])return this._cache&&(this._cache[n]=!0),this._xhr(o),
e.BadJs;
},
_xhr:function(e){
var o;
if(window.ActiveXObject)try{
o=new ActiveXObject("Msxml2.XMLHTTP");
}catch(n){
try{
o=new ActiveXObject("Microsoft.XMLHTTP");
}catch(t){
o=!1;
}
}else window.XMLHttpRequest&&(o=new XMLHttpRequest);
var r="";
for(var i in e)i&&e[i]&&(r+=[i,"=",encodeURIComponent(e[i]),"&"].join(""));
if(o&&o.open)o.open("POST","https://badjs.weixinbridge.com/report",!0),o.setRequestHeader("Content-Type","application/x-www-form-urlencoded; charset=UTF-8"),
o.onreadystatechange=function(){},o.send(r.slice(0,-1));else{
var a=new Image;
a.src="https://badjs.weixinbridge.com/report?"+r;
}
},
report:function(e,n,t){
return this.onError(o(e,n),t),this;
},
mark:function(e){
this._info=i(this._info,e);
},
nocache:function(){
return this._cache=!1,e.BadJs;
}
},window.addEventListener&&window.addEventListener("error",e.BadJs.winErr),e.BadJs;
}
}(WX_BJ_REPORT),__moonf__(); }, 25);
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