NLP 处理文本解决emoji、特殊文字和空白符问题

爬虫爬取的文本中包含一些不需要的，例如空字符和emoji等。

在写入csv文件时，终端报错如下：

UnicodeEncodeError: ‘gbk’ codec can’t encode character ‘\u200b’ in position 7: illegal multibyte sequence

空白符问题

如何移除文本中不可见的字符，例如 \u200b是一个无法在txt文本显示的字符。手动删除也删不掉。

def remove_upprintable_chars(s):
    """移除所有不可见字符"""
    return ''.join(x for x in s if x.isprintable())

emoji和特殊字符问题

可以使用unicode_escape解决这个问题。

print('\\n'.encode('utf8').decode('unicode_escape'))

以\n为例

# 1.无法枚举所有特殊字符，因为要转义的还有unicode字符
print('\\n'.replace('\\n','\n').replace('\\t','\t'))
# 2. 无法将字符串\替换为转义符\，因为转义符算是一种语法糖，没有对应的字符编码
print('\\n'.replace('\\',?))
# 3. 语法解析异常
print(eval('\\n'))

读取文件中的信息

emos = []
with open('assets/out.txt', 'r', encoding='utf-8') as emojis:
    _emos = emojis.readlines()
    for _emo in _emos:
        _emo = _emo[:-1]
        emos.append(_emo.encode('utf8').decode('unicode_escape'))
print(emos)

定义函数，移除所有emoji

def remove_emos(s):
    """移除所有emoji"""
    return ''.join(x for x in s if x not in emos)

以下是我整理的我所遇到的所有出现报错的文字的信息（包含空白符和emoji）。

在这里插入图片描述

👩🔍🙀🈶👨👊😂💰🤷😟🌟💔😭🐶😅🤔👉💩🥳🉑🐔 🙉?👌👍??👋💢?👰🙊😱?😊🉐
😁🙋🐴🤣🤮🍵?🙃🇺?🙏?🌚🚾🦐🌸🤡👴😆🤗?🧧🍭🧎🈚😄🥺💍🤦?💗🥇🚬💥😓🙄🍠🍗😀
??💪🥲🎊🐦👀🙅🆘🎉👏🌹😢🧮🗡🥰?🤭🦅😰🎎🧠👦🦁💫?🎬?🥶👑?🍻?📝🧚🐾🥜🇨?💼
🪡👧😜??🎁🤢🔥′🐷🥗😮🤴??🍋?🍊🈯🌿💡🐸🤤🇷🍃🌼📰🍉💞💌?�📖💤🥀?🤓🐯?🐭
🎫🥑𝟏🙈🐮👮｡👿?🌻?🏊🐈🥟👻???🍈🐒𝟳🤪🛍?🌝🌈😒?🏠💒??🕐💸🦴?🍇😿🏆?
😡?😇💑👇📷👫🏯?😘😍🍑??🧐😐🍄?????🛰📱𝟚?😪??😔?🤟🔒🈺📢??🧱𝟐👂
🔮?😾🤞😤🐎😋😎T🧊?🆙😠😯?🪆👈💐😨?🤫😞🍞😌?👬🤬👭･🔁?🪶🏄😬👵💣??🧍D
🎣😣🌧🔗😃?🖤😴?😧🐞📬🚋?🚌??🤯?2💜?🚫🦋🚗?🏷🫓🔅?🚲🌌??😳😲🎐🐟🆚👤
🐏??🎧🌲🐱🐍🙁😑?t🩸🦆🎹📕🚜🤘🎸🍓?祝??🙌🥱?😶📎💄🎋💛?😉🎆🍎💧?🔪🥣🀄
?🍆🐙👐￥🤝🐂🎀🐖🥵📍🤕🎵??🤏🍒👆💅?🫖👸?🥝🌷📺🐉🍾👠😫🔻🧗?🔹😵
🌊💙?🤙
?📜🈷🙆?🍐?🍣🤲🐠🤰??🆔🇰??🎄👽😩🛀🔔💯💓🍫🤨🐰💕🦍?📣😙🧶🎂?📩🛵?3🥛
🎩💖🐑🍱??🔑🈳🦈?????🍅📆👶?𝕙🥚🖖?🚓😥🥂💋🚉?🍂???🤧🚕😷🥡🌾💚🐛🧅
??💦🐜🤐?🎼?🥬🌙💃🌺??👄🍬🍢🎺💳*🏡?🪞🧸?🐝🧹💲🤍🍺🛺💘🧇?🔱?📮?🈲🚘
🔝🏍??🍰🦀🪄👅à😖💊?🤌🦚😈🦌😝🛋🐀👖?🔺📈🔵👎🏴🙇💏🖐🤜🌞😸🪖🟢🔴🌤🍽?🚮?
🍤🐢🙂???🎭🥸??🌰🍧🌴??🥊?🏥🧿👪🤺🤵🏐🤳?🌐?🎨🚿🧡?秘🐕💎??🍲?🪂
🔬🧄???🦊🎤?🕯?🍼?🥤??🍘🍳🐬🍍??🤑?🚹🤩🍪?🛏?🍜🛹??🔸👗🎃ﾉ🥮😏🇮
?🐧💨🥭🎈🦢💝🔓🎿?🖕🥫🌎🍩🪀🌥🌵?🐺???|?🧢ﾟ🚤🌶🚶🤚🔊??????󾓭􀎮🎙
?🛸?👃?🕗ˉ🦶🌂📨🥄?🥴?📒🍀💁🔚?𝙈🕳🎶🛒👱?💆🇱🆒🌱?🔟🐣??🤖🌅🚙??
👷????🍚🕙?🕊🏦🎲?📉?🙎🪐?😹🧬?￡🈵🇳🍁🏘?🐼??🏀?🧒?????o??
??🏮??👒📀📚🧓📞??????🃏?🧜𝐀🐗???💷🚸?🍝?🇹??🇬𝙣🚊🏝𝙓🦄𝐒
🧨?🗾?🚎??🌳?𝐓𝕋🚄🩰𝑾𝟒🆕?🇯?🐫𝓰?🖍｢🚝🛗🔨?🖼🤱?🚽🐥💽a?🚅
🗯?💶?🦖?😚🍷🌔🐻📌🐽?🏃🕛😕?𠆤🔜€??📲🌛?🕘💵?🍥??-?🤒🐩
📡🏟??🏅👙💟🐊?🐓?､

对应编码的对照表

1	2	3	4	5
\U0001f469	\U0001f50d	\u200b	\ue627	\U0001f640
\U0001f236	\U0001f468	\U0001f44a	\U0001f602	\U0001f4b0
\U0001f937	\U0001f61f	\U0001f31f	\U0001f494	\U0001f62d
\U0001f436	\U0001f605	\U0001f914	\U0001f449	\U0001f4a9
\U0001f973	\U0001f251	\U0001f414	\xa0	\U0001f649
\u0160	\U0001f44c	\U0001f44d	\u2795	\u2b06
\ufffc	\U0001f44b	\U0001f4a2	\u270c	\U0001f470
\U0001f64a	\U0001f631	\u270a	\U0001f60a	\U0001f250
\U0001f601	\U0001f64b	\U0001f434	\U0001f923	\U0001f92e
\U0001f375	\u263a	\U0001f643	\U0001f1fa	\u30fb
\U0001f64f	\u2b55	\U0001f31a	\U0001f6be	\U0001f990
\U0001f338	\U0001f921	\U0001f474	\U0001f606	\U0001f917
\u26a0	\U0001f9e7	\U0001f36d	\U0001f9ce	\U0001f21a
\U0001f604	\U0001f97a	\U0001f48d	\U0001f926	\u2764
\U0001f497		\U0001f947	\U0001f6ac	\U0001f4a5
\U0001f613	\U0001f644	\U0001f360	\U0001f357	\U0001f600
\u0669	\u27a1	\U0001f4aa	\U0001f972	\U0001f38a
\U0001f426	\U0001f440	\U0001f645	\U0001f198	\U0001f389
\U0001f44f	\U0001f339	\U0001f622	\U0001f9ee	\U0001f5e1
\U0001f970	\u261d	\U0001f92d	\U0001f985	\U0001f630
\U0001f38e	\U0001f9e0	\U0001f466	\U0001f981	\U0001f4ab
\u2716	\U0001f3ac	\ufe0f	\U0001f976	\U0001f451
\u20e3	\U0001f37b	\u2601	\U0001f4dd	\U0001f9da
\U0001f43e	\U0001f95c	\U0001f1e8	\u0b67	\U0001f4bc
\U0001faa1	\U0001f467	\U0001f61c	\u22ef	\u2708
\U0001f381	\U0001f922	\U0001f525	\xb4	\U0001f437
\U0001f957	\U0001f62e	\U0001f934	\u2753	\u2062
\U0001f34b	\u2b50	\U0001f34a	\U0001f22f	\U0001f33f
\U0001f4a1	\U0001f438	\U0001f924	\U0001f1f7	\U0001f343
\U0001f33c	\U0001f4f0	\U0001f349	\U0001f49e	\U0001f48c
\u40fc	\ufffd	\U0001f4d6	\U0001f4a4	\U0001f940
\u26ab	\U0001f913	\U0001f42f	\u41b3	\U0001f42d
\U0001f3ab	\U0001f951	\U0001d7cf	\U0001f648	\U0001f42e
\U0001f46e	\uff61	\U0001f47f	\u2763	\U0001f33b
\u2728	\U0001f3ca	\U0001f408	\U0001f95f	\U0001f47b
\u02f6	\u2005	\u274c	\U0001f348	\U0001f412
\U0001d7f3	\U0001f92a	\U0001f6cd	\u2022	\U0001f31d
\U0001f308	\U0001f612	\u2661	\U0001f3e0	\U0001f492
\u2776	\ua4a6	\U0001f550	\U0001f4b8	\U0001f9b4
\u2714	\U0001f347	\U0001f63f	\U0001f3c6	\u26f8
\U0001f621	\u203c	\U0001f607	\U0001f491	\U0001f447
\U0001f4f7	\U0001f46b	\U0001f3ef	\u27a4	\U0001f618
\U0001f60d	\U0001f351	\u2003	\u275d	\U0001f9d0
\U0001f610	\U0001f344	\u270d	\u27ad	\ua0c5
\u2665	\u200d	\U0001f6f0	\U0001f4f1	\U0001d7da
\u2705	\U0001f62a	\u2696	\u261e	\U0001f614
\u23e9	\U0001f91f	\U0001f512	\U0001f23a	\U0001f4e2
\u2006	\u26f0	\U0001f9f1	\U0001d7d0	\U0001f442
\U0001f52e	\u2797	\U0001f63e	\U0001f91e	\U0001f624
\U0001f40e	\U0001f60b	\U0001f60e	\xde	\U0001f9ca
\u2713	\U0001f199	\U0001f620	\U0001f62f	\u279d
\U0001fa86	\U0001f448	\U0001f490	\U0001f628	\u2757
\U0001f92b	\U0001f61e	\U0001f35e	\U0001f60c	\u246f
\U0001f46c	\U0001f92c	\U0001f46d	\uff65	\U0001f501
\u2796	\U0001fab6	\U0001f3c4	\U0001f62c	\U0001f475
\U0001f4a3	\ub208	\xbf	\U0001f9cd	\xd0
\U0001f3a3	\U0001f623	\U0001f327	\U0001f517	\U0001f603
\u2718	\U0001f5a4	\U0001f634	\u2002	\U0001f627
\U0001f41e	\U0001f4ec	\U0001f68b	\u2b07	\U0001f68c
\u2603	\u262a	\U0001f92f	\u265b	\xb2
\U0001f49c	\u11ba	\U0001f6ab	\U0001f98b	\U0001f697
\u2207	\U0001f3f7	\U0001fad3	\U0001f505	\u2614
\U0001f6b2	\U0001f30c	\u25aa	\u10e6	\U0001f633
\U0001f632	\U0001f390	\U0001f41f	\U0001f19a	\U0001f464
\U0001f40f	\u26fd	\u26b0	\U0001f3a7	\U0001f332
\U0001f431	\U0001f40d	\U0001f641	\U0001f611	\u231b
\xfe	\U0001fa78	\U0001f986	\U0001f3b9	\U0001f4d5
\U0001f69c	\U0001f918	\U0001f3b8	\U0001f353	\u25ab
\u3297	\u4d8a	\u2122	\U0001f64c	\U0001f971
\uc7ac	\U0001f636	\U0001f4ce	\U0001f484	\U0001f38b
\U0001f49b	\u0e51	\U0001f609	\U0001f386	\U0001f34e
\U0001f4a7	\u010e	\U0001f52a	\U0001f963	\U0001f004
\u2639	\U0001f346	\U0001f419	\U0001f450	\xa5
\U0001f91d	\U0001f402	\U0001f380	\U0001f416	\U0001f975
\U0001f4cd	\U0001f915	\U0001f3b5	\u202c	\u25c8
\U0001f90f	\U0001f352	\U0001f446	\U0001f485	\u26a1
\U0001fad6	\U0001f478	\u2200	\U0001f95d	\U0001f337
\U0001f4fa	\U0001f409	\U0001f37e	\U0001f460	\U0001f62b
\U0001f53b	\U0001f9d7	\u2b05	\U0001f539	\U0001f635
\u2028	\U0001f30a	\U0001f499	\u4d97	\U0001f919
\u270f	\U0001f4dc	\U0001f237	\U0001f646	\u0ca5
\U0001f350	\u2618	\U0001f363	\U0001f932	\U0001f420
\U0001f930	\u2579	\u2600	\U0001f194	\U0001f1f0
\u04f0	\u314b	\U0001f384	\U0001f47d	\U0001f629
\U0001f6c0	\U0001f514	\U0001f4af	\U0001f493	\U0001f36b
\U0001f928	\U0001f430	\U0001f495	\U0001f98d	\u202d
\U0001f4e3	\U0001f619	\U0001f9f6	\U0001f382	\u25b6
\U0001f4e9	\U0001f6f5	\u0150	\xb3	\U0001f95b
\U0001f3a9	\U0001f496	\U0001f411	\U0001f371	\u0f40
\u06ec	\U0001f511	\U0001f233	\U0001f988	\u27bf
\u0b87	\u25b8	\u2765	\u3405	\U0001f345
\U0001f4c6	\U0001f476	\u36ac	\U0001d559	\U0001f95a
\U0001f596	\u035f	\U0001f693	\U0001f625	\U0001f942
\U0001f48b	\U0001f689	\u2740	\U0001f342	\u0dc6
\u0e40	\u0ca1	\U0001f927	\U0001f695	\U0001f637
\U0001f961	\U0001f33e	\U0001f49a	\U0001f41b	\U0001f9c5
\u2660	\u202a	\U0001f4a6	\U0001f41c	\U0001f910
\u0e2d	\U0001f3bc	\u207d	\U0001f96c	\U0001f319
\U0001f483	\U0001f33a	\u2af8	\u202e	\U0001f444
\U0001f36c	\U0001f362	\U0001f3ba	\U0001f4b3	\ue031
\U0001f3e1	\u3164	\U0001fa9e	\U0001f9f8	\u2744
\U0001f41d	\U0001f9f9	\U0001f4b2	\U0001f90d	\U0001f37a
\U0001f6fa	\U0001f498	\U0001f9c7	\u260e	\U0001f531
\u2194	\U0001f4ee	\u1566	\U0001f232	\U0001f698
\U0001f51d	\U0001f3cd	\u2049	\u1111	\U0001f370
\U0001f980	\U0001fa84	\U0001f445	\xc0	\U0001f616
\U0001f48a	\u02d8	\U0001f90c	\U0001f99a	\U0001f608
\U0001f98c	\U0001f61d	\U0001f6cb	\U0001f400	\U0001f456
\u2328	\U0001f53a	\U0001f4c8	\U0001f535	\U0001f44e
\U0001f3f4	\U0001f647	\U0001f48f	\U0001f590	\U0001f91c
\U0001f31e	\U0001f638	\U0001fa96	\U0001f7e2	\U0001f534
\U0001f324	\U0001f37d	\u266a	\U0001f6ae	\u270b
\U0001f364	\U0001f422	\U0001f642	\u2779	\xf1
\xa1	\U0001f3ad	\U0001f978	\u0e3f	\u231a
\U0001f330	\U0001f367	\U0001f334	\u2615	\u23f0
\U0001f94a	\u0295	\U0001f3e5	\U0001f9ff	\U0001f46a
\U0001f93a	\U0001f935	\U0001f3d0	\U0001f933	\ue768
\u208d	\U0001f310	\u269c	\U0001f3a8	\U0001f6bf
\U0001f9e1	\u23eb	\u3299	\U0001f415	\U0001f48e
\u2f25	\u9fba	\U0001f372	\u379e	\U0001fa82
\U0001f52c	\U0001f9c4	\u2702	\ua9c1	\u25c2
\U0001f98a	\U0001f3a4	\u2755	\U0001f56f	\ua426
\U0001f37c	\u2726	\U0001f964	\u25b7	\u21e8
\U0001f358	\U0001f373	\U0001f42c	\U0001f34d	\u2662
\u2651	\U0001f911	\u2604	\U0001f6b9	\U0001f929
\U0001f36a	\u196c	\U0001f6cf	\u301c	\U0001f35c
\U0001f6f9	\u203a	\u26ea	\U0001f538	\U0001f457
\U0001f383	\uff89	\U0001f96e	\U0001f60f	\U0001f1ee
\u200e	\U0001f427	\U0001f4a8	\U0001f96d	\U0001f388
\U0001f9a2	\U0001f49d	\U0001f513	\U0001f3bf	\xc4
\U0001f595	\U0001f96b	\U0001f30e	\U0001f369	\U0001fa80
\U0001f325	\U0001f335	\ub85c	\U0001f43a	\u2470
\uccab	\u272a	\xa6	\u3030	\U0001f9e2
\uff9f	\U0001f6a4	\U0001f336	\U0001f6b6	\U0001f91a
\U0001f50a	\xbd	\u20ab	\u2611	\u032e
\u3873	\u0b90	\U000fe4ed	\U001003ae	\U0001f399
\u267e	\U0001f6f8	\u45a1	\U0001f443	\uae30
\U0001f557	\xaf	\U0001f9b6	\U0001f302	\U0001f4e8
\U0001f944	\u0f0a	\U0001f974	\u0e05	\U0001f4d2
\U0001f340	\U0001f481	\U0001f51a	\u200c	\U0001d648
\U0001f573	\U0001f3b6	\U0001f6d2	\U0001f471	\u23f1
\U0001f486	\U0001f1f1	\U0001f192	\U0001f331	\ue4e1
\xfb	\U0001f51f	\U0001f423	\u261c	\u0ae2
\U0001f916	\U0001f305	\U0001f699	\u2590	\u25d8
\U0001f477	\u06f0	\xae	\u2592	\u278a
\U0001f35a	\U0001f559	\u053e	\U0001f54a	\U0001f3e6
\U0001f3b2	\u25fe	\U0001f4c9	\u2710	\U0001f64e
\U0001fa90	\u2754	\U0001f639	\U0001f9ec	\u325b
\xa3	\U0001f235	\U0001f1f3	\U0001f341	\U0001f3d8
\u27a8	\U0001f43c	\u22b1	\u24de	\U0001f3c0
\u263c	\U0001f9d2	\u25d5	\u25e6	\u25a5
\u25bf	\xac	\xba	\u1d40	\u25d9
\u1d2c	\u2027	\U0001f3ee	\u25ac	\u2449
\U0001f452	\U0001f4c0	\U0001f4da	\U0001f9d3	\U0001f4de
\u25a3	\u269b	\u0f80	\ue804	\u260f
\uc131	\u25c4	\U0001f0cf	\u36c7	\U0001f9dc
\U0001d400	\U0001f417	\u260c	\xa9	\u0e01
\U0001f4b7	\U0001f6b8	\u2732	\U0001f35d	\u2602
\U0001f1f9	\u2778	\u1d35	\U0001f1ec	\U0001d663
\U0001f68a	\U0001f3dd	\U0001d653	\U0001f984	\U0001d412
\U0001f9e8	\ua9bf	\U0001f5fe	\u2f12	\U0001f68e
\u2620	\ue14c	\u25d1	\U0001f333	\u2663
\U0001d413	\U0001d54b	\U0001f684	\U0001fa70	\U0001d47e
\U0001d7d2	\U0001f195	\u2777	\U0001f1ef	\u1d39
\U0001f42b	\ue004	\U0001d4f0	\u25cd	\U0001f58d
\uff62	\U0001f69d	\U0001f6d7	\U0001f528	\ub098
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