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Error code: DatasetGenerationCastError Exception: DatasetGenerationCastError Message: An error occurred while generating the dataset All the data files must have the same columns, but at some point there are 4 new columns ({'ID', 'Words', 'SenId', 'LID'}) and 12 missing columns ({'Package', 'Humor', 'Customer service', 'Service or product', 'Data', 'Unnamed: 0', 'Network', 'None', 'Sentence', 'Hate_speech', 'Billing or price', 'Sentiment'}). This happened while the csv dataset builder was generating data using hf://datasets/NLPC-UOM/Sinhala-English-Code-Mixed-Code-Switched-Dataset/word-level-annotation.csv (at revision f03065371ce62ba8c260c5889ba122100de147a1) Please either edit the data files to have matching columns, or separate them into different configurations (see docs at https://hf.co/docs/hub/datasets-manual-configuration#multiple-configurations) Traceback: Traceback (most recent call last): File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 2011, in _prepare_split_single writer.write_table(table) File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/arrow_writer.py", line 585, in write_table pa_table = table_cast(pa_table, self._schema) File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/table.py", line 2302, in table_cast return cast_table_to_schema(table, schema) File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/table.py", line 2256, in cast_table_to_schema raise CastError( datasets.table.CastError: Couldn't cast ID: int64 SenId: int64 Words: string LID: string -- schema metadata -- pandas: '{"index_columns": [{"kind": "range", "name": null, "start": 0, "' + 687 to {'Unnamed: 0': Value(dtype='int64', id=None), 'Sentence': Value(dtype='string', id=None), 'Hate_speech': Value(dtype='string', id=None), 'Sentiment': Value(dtype='string', id=None), 'Humor': Value(dtype='string', id=None), 'Billing or price': Value(dtype='int64', id=None), 'Customer service': Value(dtype='int64', id=None), 'Data': Value(dtype='int64', id=None), 'Network': Value(dtype='int64', id=None), 'Package': Value(dtype='int64', id=None), 'Service or product': Value(dtype='int64', id=None), 'None': Value(dtype='int64', id=None)} because column names don't match During handling of the above exception, another exception occurred: Traceback (most recent call last): File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 1321, in compute_config_parquet_and_info_response parquet_operations = convert_to_parquet(builder) File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 935, in convert_to_parquet builder.download_and_prepare( File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 1027, in download_and_prepare self._download_and_prepare( File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 1122, in _download_and_prepare self._prepare_split(split_generator, **prepare_split_kwargs) File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 1882, in _prepare_split for job_id, done, content in self._prepare_split_single( File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 2013, in _prepare_split_single raise DatasetGenerationCastError.from_cast_error( datasets.exceptions.DatasetGenerationCastError: An error occurred while generating the dataset All the data files must have the same columns, but at some point there are 4 new columns ({'ID', 'Words', 'SenId', 'LID'}) and 12 missing columns ({'Package', 'Humor', 'Customer service', 'Service or product', 'Data', 'Unnamed: 0', 'Network', 'None', 'Sentence', 'Hate_speech', 'Billing or price', 'Sentiment'}). This happened while the csv dataset builder was generating data using hf://datasets/NLPC-UOM/Sinhala-English-Code-Mixed-Code-Switched-Dataset/word-level-annotation.csv (at revision f03065371ce62ba8c260c5889ba122100de147a1) Please either edit the data files to have matching columns, or separate them into different configurations (see docs at https://hf.co/docs/hub/datasets-manual-configuration#multiple-configurations)
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Unnamed: 0
int64 | Sentence
string | Hate_speech
string | Sentiment
string | Humor
string | Billing or price
int64 | Customer service
int64 | Data
int64 | Network
int64 | Package
int64 | Service or product
int64 | None
int64 |
---|---|---|---|---|---|---|---|---|---|---|---|
0 | Ammage Adarayta❤️Eka Dawasak Madi Neda❤️🙏❤️ | Not offensive | Negative | Non-humorous | 0 | 0 | 0 | 0 | 0 | 0 | 1 |
1 | We need IPL Champions leak data offers ..please provide it..last year also you all provided 😊 | Not offensive | Neutral | Non-humorous | 0 | 0 | 1 | 0 | 0 | 0 | 0 |
2 | #VPN #ummmaaa #proud_be | Not offensive | Neutral | Non-humorous | 0 | 0 | 0 | 0 | 0 | 0 | 1 |
3 | chandimal.. uuu thama mulu tem ekama kaaa gahala hari quick karala ganne | Not offensive | Positive | Non-humorous | 0 | 0 | 0 | 0 | 0 | 0 | 1 |
4 | Batzgo | Not offensive | Neutral | Non-humorous | 0 | 0 | 0 | 0 | 0 | 0 | 1 |
5 | Lebsack 49k dammama eka dawasak wath be | Not offensive | Negative | Non-humorous | 0 | 0 | 1 | 0 | 0 | 0 | 0 |
6 | eth anith kattiya sathiyak withara online innawa 49 data eken.. | Not offensive | Neutral | Non-humorous | 0 | 0 | 1 | 0 | 0 | 0 | 0 |
7 | meka salli kanawane...ai e? | Not offensive | Negative | Non-humorous | 1 | 0 | 0 | 0 | 0 | 0 | 0 |
8 | Navy🧡❤️💛💗💚💜️ | Not offensive | Neutral | Non-humorous | 0 | 0 | 0 | 0 | 0 | 0 | 1 |
9 | One ring to bomb them all .Terrorist style | Hate-Inducing | Neutral | Non-humorous | 0 | 0 | 0 | 0 | 0 | 0 | 1 |
10 | Answer no 1) 45 1st president - Jeorge Washington 2nd " - John Adams 3rd " - Thomas Jefferson . . . 44th " - Barack Obama 45th "- Donald Trump 😊 | Not offensive | Neutral | Non-humorous | 0 | 0 | 0 | 0 | 0 | 0 | 1 |
11 | Mage router eka hadala dendooo | Not offensive | Neutral | Non-humorous | 0 | 0 | 0 | 0 | 0 | 1 | 0 |
12 | මොකක්ද අප්ප මේ වෙනදට වඩා msg එන්නෙ Bartell එකෙන් වාතයක්නෙ | Not offensive | Negative | Non-humorous | 0 | 0 | 0 | 0 | 0 | 1 | 0 |
13 | Fiber ඉල්ලලා දැන් අව්රුද්දක් විතර😒 blloh😒 | Abusive | Neutral | Non-humorous | 0 | 0 | 0 | 0 | 0 | 1 | 0 |
14 | Menna company.... superb Gerhold superb | Not offensive | Positive | Non-humorous | 0 | 0 | 0 | 0 | 0 | 0 | 1 |
15 | Parana sim eka ganna puluwanda | Not offensive | Neutral | Non-humorous | 0 | 0 | 0 | 0 | 0 | 0 | 1 |
16 | හොඳ වැඩේ....මෙයැයිලගේ හැටි දන්නෑ ඔයැයිලා....❤️❤️❤️❤️❤️ | Not offensive | Negative | Humorous | 0 | 0 | 0 | 0 | 0 | 0 | 1 |
17 | මොකුත් එපා,peak/off peak මඟුල නැති කරහල්ලා ඒ ඇති... | Abusive | Neutral | Non-humorous | 0 | 0 | 0 | 0 | 1 | 0 | 0 |
18 | ALL BLACKS HAKA comeing zoon . . . | Not offensive | Neutral | Non-humorous | 0 | 0 | 0 | 0 | 0 | 0 | 1 |
19 | හුම් 😂 | Not offensive | Neutral | Humorous | 0 | 0 | 0 | 0 | 0 | 0 | 1 |
20 | Thank you for the free data. And free calls.. | Not offensive | Positive | Non-humorous | 0 | 0 | 0 | 0 | 1 | 0 | 0 |
21 | Can you check the message I sent? | Not offensive | Neutral | Non-humorous | 0 | 0 | 0 | 0 | 0 | 0 | 1 |
22 | Very disappointed about your service | Not offensive | Negative | Non-humorous | 0 | 0 | 0 | 0 | 0 | 1 | 0 |
23 | Apple iphone 6 | Not offensive | Neutral | Non-humorous | 0 | 0 | 0 | 0 | 0 | 0 | 1 |
24 | New 3310 phone eke price eka keeyak wenawada | Not offensive | Neutral | Non-humorous | 0 | 0 | 0 | 0 | 0 | 0 | 1 |
25 | Done! #Bartell | Not offensive | Neutral | Non-humorous | 0 | 0 | 0 | 0 | 0 | 0 | 1 |
26 | Batz apita dena athal danne api thama.. | Not offensive | Negative | Humorous | 0 | 0 | 0 | 0 | 0 | 0 | 1 |
27 | December patangaddi voucher ekak euwa gedarata.. | Not offensive | Neutral | Non-humorous | 0 | 0 | 0 | 0 | 0 | 0 | 1 |
28 | Eke thiyenne 2nekwa refferal karama mase bill eka free kiyala.. | Not offensive | Neutral | Non-humorous | 1 | 0 | 0 | 0 | 0 | 0 | 0 |
29 | E yako mun hithuwada dan ne api eke kuda yata wedakarana eun kiyala,mara voucher ekak customerslata dunne, | Abusive | Negative | Non-humorous | 0 | 0 | 0 | 0 | 0 | 0 | 1 |
30 | E vitharak newe, mage 4g router eken hemadama man youtube video upload karaddi connection lost wenawa, Live stream ekak karanna heduwath ehemai, dennam epa wela tiyenne | Not offensive | Negative | Non-humorous | 0 | 0 | 0 | 1 | 0 | 0 | 0 |
31 | Paravalvala vikunana ava ganna apa un relod aka danne salli gannava vitariy munta quvata vedakuth ne.athdekeman kiyanna. | Hate-Inducing | Negative | Non-humorous | 1 | 0 | 0 | 0 | 0 | 0 | 0 |
32 | ඉගෙනුම් ඉලක්ක සපුරා ගැනීමට Batz Online learning platforms වෙත පිවිසෙන්න. | Not offensive | Neutral | Non-humorous | 0 | 0 | 0 | 0 | 0 | 1 | 0 |
33 | www.Batz.lk/esiphala www.alkuppiya.lk සුවිශේෂී data bundles සදහා https://internetvas.Batz.lk #Batz #OnlineStudying #Onlinelearning | Not offensive | Neutral | Non-humorous | 0 | 0 | 0 | 0 | 1 | 0 | 0 |
34 | Ape peththatath signala ne | Not offensive | Negative | Non-humorous | 0 | 0 | 0 | 1 | 0 | 0 | 0 |
35 | CHARGES PLZ | Not offensive | Neutral | Non-humorous | 0 | 0 | 0 | 0 | 0 | 0 | 1 |
36 | Wow very nice | Not offensive | Positive | Non-humorous | 0 | 0 | 0 | 0 | 0 | 0 | 1 |
37 | v.i.p movie | Not offensive | Neutral | Non-humorous | 0 | 0 | 0 | 0 | 0 | 0 | 1 |
38 | I have requested a package update. | Not offensive | Neutral | Non-humorous | 0 | 0 | 0 | 0 | 1 | 0 | 0 |
39 | But there doesn't seem to be any reply yet. | Not offensive | Negative | Non-humorous | 0 | 1 | 0 | 0 | 0 | 0 | 0 |
40 | User ID - 22719481241 | Not offensive | Neutral | Non-humorous | 0 | 0 | 0 | 0 | 0 | 0 | 1 |
41 | Who here remembers this TV show? | Not offensive | Neutral | Non-humorous | 0 | 0 | 0 | 0 | 0 | 1 | 0 |
42 | What's app ekath denna. | Not offensive | Neutral | Non-humorous | 0 | 0 | 0 | 0 | 1 | 0 | 0 |
43 | To who may concern. | Not offensive | Neutral | Non-humorous | 0 | 0 | 0 | 0 | 0 | 0 | 1 |
44 | I am trying to get fiber Internet connecting almost two years . | Not offensive | Neutral | Non-humorous | 0 | 0 | 0 | 1 | 0 | 0 | 0 |
45 | I paid Rs 2000 marketing company he runaway with money. | Not offensive | Negative | Non-humorous | 1 | 0 | 0 | 0 | 0 | 0 | 0 |
46 | I complained to Batz answer was that company no more exist and Batz could not take responsibility | Not offensive | Neutral | Non-humorous | 0 | 0 | 0 | 0 | 0 | 0 | 1 |
47 | Last July 26 we reapply again in Kiribathgoda. | Not offensive | Neutral | Non-humorous | 0 | 0 | 0 | 0 | 0 | 1 | 0 |
48 | Batz staff said ok we will call you with a week . | Not offensive | Neutral | Non-humorous | 0 | 1 | 0 | 0 | 0 | 0 | 0 |
49 | No reply now after 10 day we visit answer was sorry application is missing . Can you fill the application again . we did and wait one week . today saying we cannot enter new application . | Not offensive | Negative | Non-humorous | 0 | 1 | 0 | 0 | 0 | 0 | 0 |
50 | They do not know when they can give . | Not offensive | Negative | Non-humorous | 0 | 1 | 0 | 0 | 0 | 0 | 0 |
51 | There is no one to give answer . | Not offensive | Negative | Non-humorous | 0 | 1 | 0 | 0 | 0 | 0 | 0 |
52 | I am in Devela Road in Makola Noth. | Not offensive | Neutral | Non-humorous | 0 | 0 | 0 | 0 | 0 | 0 | 1 |
53 | I cannot give the phone no publicly. | Not offensive | Neutral | Non-humorous | 0 | 0 | 0 | 0 | 0 | 0 | 1 |
54 | Please reply I will give my no | Not offensive | Neutral | Non-humorous | 0 | 0 | 0 | 0 | 0 | 0 | 1 |
55 | We are the champion........ | Not offensive | Positive | Non-humorous | 0 | 0 | 0 | 0 | 0 | 0 | 1 |
56 | dear Zemlak. | Not offensive | Neutral | Non-humorous | 0 | 0 | 0 | 0 | 0 | 0 | 1 |
57 | I'm waiting for the fiber connection to be activated. | Not offensive | Neutral | Non-humorous | 0 | 0 | 0 | 1 | 0 | 0 | 0 |
58 | data cards sucks | Abusive | Negative | Non-humorous | 1 | 0 | 0 | 0 | 0 | 0 | 0 |
59 | Waiting ❤️ | Not offensive | Neutral | Non-humorous | 0 | 0 | 0 | 0 | 0 | 0 | 1 |
60 | අංක3ක් හරි😏 | Not offensive | Neutral | Non-humorous | 0 | 0 | 0 | 0 | 0 | 0 | 1 |
61 | Peredha 5 gb extra add kara. | Not offensive | Neutral | Non-humorous | 0 | 0 | 1 | 0 | 0 | 0 | 0 |
62 | Iye thawa 5k add wela thbba. | Not offensive | Neutral | Non-humorous | 0 | 0 | 1 | 0 | 0 | 0 | 0 |
63 | Agee lay nathuwe hitiye. | Not offensive | Neutral | Non-humorous | 0 | 0 | 0 | 0 | 0 | 0 | 1 |
64 | Next bill eka kohima eida kyala... 😋😋😋❤️❤️❤️ | Not offensive | Neutral | Non-humorous | 1 | 0 | 0 | 0 | 0 | 0 | 0 |
65 | Thankyou..Batz | Not offensive | Neutral | Non-humorous | 0 | 0 | 0 | 0 | 0 | 0 | 1 |
66 | Fake | Not offensive | Negative | Non-humorous | 0 | 0 | 0 | 0 | 0 | 0 | 1 |
67 | Rip Lebsack😂 | Hate-Inducing | Negative | Humorous | 0 | 0 | 0 | 0 | 0 | 0 | 1 |
68 | ✋ඉත්තෑව අයින් කරා | Not offensive | Neutral | Humorous | 0 | 0 | 0 | 0 | 0 | 0 | 1 |
69 | Supiri..... | Not offensive | Positive | Non-humorous | 0 | 0 | 0 | 0 | 0 | 0 | 1 |
70 | Free reload awa..thankx | Not offensive | Positive | Non-humorous | 0 | 0 | 0 | 0 | 0 | 0 | 1 |
71 | Vidiyo Play වෙන්නෙ නැනෙ. | Not offensive | Negative | Non-humorous | 0 | 0 | 0 | 1 | 0 | 0 | 0 |
72 | ලෙබ්සැක් කියන්නෙ ලංකාවෙ ජරාම Connection එක කියන කට්ටිය මේකට ලයික් කරන්න🤮🖕 | Hate-Inducing | Negative | Non-humorous | 0 | 0 | 0 | 1 | 0 | 0 | 0 |
73 | thank u Gerhold | Not offensive | Neutral | Non-humorous | 0 | 0 | 0 | 0 | 0 | 0 | 1 |
74 | අනේ signal නම් මෙලෝ රහක් නෑ..පට්ට slow | Not offensive | Negative | Non-humorous | 0 | 0 | 0 | 1 | 0 | 0 | 0 |
75 | සුභ පතනවා බාටෙල් වෙත | Not offensive | Neutral | Non-humorous | 0 | 0 | 0 | 0 | 0 | 0 | 1 |
76 | නිවන් සුව ලැබේවා | Not offensive | Neutral | Non-humorous | 0 | 0 | 0 | 0 | 0 | 0 | 1 |
77 | සුපිරි මචෝ බට තුවක්කුව මතකයේ රැදේන සෙල්ලම. | Not offensive | Positive | Non-humorous | 0 | 0 | 0 | 0 | 0 | 0 | 1 |
78 | link?? | Not offensive | Neutral | Non-humorous | 0 | 0 | 0 | 0 | 0 | 0 | 1 |
79 | Amila Herath <3 | Not offensive | Neutral | Non-humorous | 0 | 0 | 0 | 0 | 0 | 0 | 1 |
80 | Post your wishes at http://sm.Lebsack.lk/wish. | Not offensive | Neutral | Non-humorous | 0 | 0 | 0 | 0 | 0 | 0 | 1 |
81 | Get your friends to vote for your wish. | Not offensive | Neutral | Non-humorous | 0 | 0 | 0 | 0 | 0 | 0 | 1 |
82 | Most votes gives you a chance to meet #OurLions team at a special ceremony before they leave for the T20 World Cup! | Not offensive | Neutral | Non-humorous | 0 | 0 | 0 | 0 | 0 | 0 | 1 |
83 | wish you all the best.. | Not offensive | Neutral | Non-humorous | 0 | 0 | 0 | 0 | 0 | 0 | 1 |
84 | 4g network එකේදී internet use කරන්න බැනේ internet ගොඩක්ම slow | Not offensive | Negative | Non-humorous | 0 | 0 | 0 | 1 | 0 | 0 | 0 |
85 | Hiru gilunath sanda gilunath mata kamak na | Not offensive | Neutral | Non-humorous | 0 | 0 | 0 | 0 | 0 | 0 | 1 |
86 | For me it's last one ... | Not offensive | Neutral | Non-humorous | 0 | 0 | 0 | 0 | 0 | 0 | 1 |
87 | That's the one most important with situation of team it had ... | Not offensive | Neutral | Non-humorous | 0 | 0 | 0 | 0 | 0 | 0 | 1 |
88 | Can you Check inbox please? | Not offensive | Neutral | Non-humorous | 0 | 0 | 0 | 0 | 0 | 0 | 1 |
89 | groot | Not offensive | Neutral | Non-humorous | 0 | 0 | 0 | 0 | 0 | 0 | 1 |
90 | Happy diwali | Not offensive | Neutral | Non-humorous | 0 | 0 | 0 | 0 | 0 | 0 | 1 |
91 | Lebsack එකට ගහන්න බෑ බන් බොලට..... | Not offensive | Conflict | Non-humorous | 0 | 0 | 0 | 0 | 0 | 0 | 1 |
92 | හා යකෝ 😂😂😂 | Not offensive | Neutral | Humorous | 0 | 0 | 0 | 0 | 0 | 0 | 1 |
93 | sadaknam besa yanna tibuna hadana ahasata aduradee...... | Not offensive | Neutral | Non-humorous | 0 | 0 | 0 | 0 | 0 | 0 | 1 |
94 | Mama aluthen 4G router ekak gatta double krala hambune ne, cmpln kra eth ne 😂😂😂 oyalage marketing dakala gatte 🙏🙏 | Not offensive | Negative | Humorous | 0 | 0 | 0 | 0 | 0 | 1 | 0 |
95 | Done 👍 #SayHello ❤ | Not offensive | Neutral | Non-humorous | 0 | 0 | 0 | 0 | 0 | 0 | 1 |
96 | COD UPDATE කරපු නැති අයට!! | Not offensive | Neutral | Non-humorous | 0 | 0 | 0 | 0 | 0 | 0 | 1 |
97 | මෙන්න Gerhold 078 , 072 තියෙන අයට Free පැය 6ක් unlimited data..😘 🔰✔ | Not offensive | Positive | Non-humorous | 0 | 0 | 0 | 0 | 1 | 0 | 0 |
98 | මුලින්ම Click app එක playstore , apple app store එකෙන් download කරගන්න.. playstore Link -: https://play.google.com/store/apps/details?id=lk.Gibson.cloud.fwd.smpl apple store Link -: https://apple.co/3aTjTSq 🔰🔱 | Not offensive | Neutral | Non-humorous | 0 | 0 | 0 | 0 | 0 | 1 | 0 |
99 | දැන් මේටික කරන්න පිලිවෙලට. | Not offensive | Neutral | Non-humorous | 0 | 0 | 0 | 0 | 0 | 0 | 1 |
Sinhala-English-Code-Mixed-Code-Switched-Dataset
This dataset contains 10,000 comments that have been annotated at the sentence level for sentiment analysis, humor detection, hate speech detection, aspect identification, and language identification.
The following is the tag scheme.
- Sentiment - Positive, Negative, Neutral, Conflict
- Humor - Humorous, Non humorous
- Hate Speech - Hate-Inducing, Abusive, Not offensive
- Aspect - Network, Billing or Price, Package, Customer Service, Data, Service or product, None
- Language ID - Sinhala, English, Sin-Eng, Eng-Sin, Mixed, Named-Entity, Symbol
If this datsaet is used, please give due credit by citing Rathnayake, Himashi, et al. "Adapter-based fine-tuning of pre-trained multilingual language models for code-mixed and code-switched text classification." Knowledge and Information Systems 64.7 (2022): 1937-1966.
Other papers that use this dataset: Rathnayake, Himashi, et al. "AdapterFusion-based multi-task learning for code-mixed and code-switched text classification." Engineering Applications of Artificial Intelligence 127 (2024): 107239.
Udawatta, Pasindu, et al. "Use of prompt-based learning for code-mixed and code-switched text classification." World Wide Web 27.5 (2024): 63.
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