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The dataset generation failed
Error code:   DatasetGenerationError
Exception:    CastError
Message:      Couldn't cast
text: string
from: string
to: string
lang: string
note: string
kind: string
to
{'text': Value('string'), 'from': Value('string'), 'to': Value('string'), 'lang': Value('string'), 'kind': Value('string')}
because column names don't match
Traceback:    Traceback (most recent call last):
                File "/usr/local/lib/python3.14/site-packages/datasets/builder.py", line 1835, in _prepare_split_single
                  for key, table in generator:
                                    ^^^^^^^^^
                File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 621, in wrapped
                  for item in generator(*args, **kwargs):
                              ~~~~~~~~~^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.14/site-packages/datasets/packaged_modules/json/json.py", line 361, in _generate_tables
                  self._cast_table(pa_table, json_field_paths=json_field_paths),
                  ~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.14/site-packages/datasets/packaged_modules/json/json.py", line 132, in _cast_table
                  pa_table = table_cast(pa_table, self.info.features.arrow_schema)
                File "/usr/local/lib/python3.14/site-packages/datasets/table.py", line 2381, in table_cast
                  return cast_table_to_schema(table, schema)
                File "/usr/local/lib/python3.14/site-packages/datasets/table.py", line 2309, in cast_table_to_schema
                  raise CastError(
                  ...<3 lines>...
                  )
              datasets.table.CastError: Couldn't cast
              text: string
              from: string
              to: string
              lang: string
              note: string
              kind: string
              to
              {'text': Value('string'), 'from': Value('string'), 'to': Value('string'), 'lang': Value('string'), 'kind': Value('string')}
              because column names don't match
              
              The above exception was the direct cause of the following exception:
              
              Traceback (most recent call last):
                File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 1379, in compute_config_parquet_and_info_response
                  parquet_operations, partial, estimated_dataset_info = stream_convert_to_parquet(
                                                                        ~~~~~~~~~~~~~~~~~~~~~~~~~^
                      builder, max_dataset_size_bytes=max_dataset_size_bytes
                      ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                  )
                  ^
                File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 956, in stream_convert_to_parquet
                  builder._prepare_split(split_generator=splits_generators[split], file_format="parquet")
                  ~~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.14/site-packages/datasets/builder.py", line 1702, in _prepare_split
                  for job_id, done, content in self._prepare_split_single(
                                               ~~~~~~~~~~~~~~~~~~~~~~~~~~^
                      gen_kwargs=gen_kwargs, job_id=job_id, **_prepare_split_args
                      ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                  ):
                  ^
                File "/usr/local/lib/python3.14/site-packages/datasets/builder.py", line 1887, in _prepare_split_single
                  raise DatasetGenerationError("An error occurred while generating the dataset") from e
              datasets.exceptions.DatasetGenerationError: An error occurred while generating the dataset

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text
string
from
string
to
string
lang
string
kind
string
كيف أصل من قصر ابيض إلى جامع الدوله؟
white_palace
state_grand_mosque
ar
from_to
hmc के लिए मेट्रो कैसे पकड़ें?
null
hamad_general_hospital
hi
to
ഞാൻ ഇപ്പോൾ അൽ ദോഹ അൽ ജദീദ ആണ് Doha Oasis പോകണം
al_doha_al_jadeda
doha_oasis
ml
from_to
اچھا میں کورنیش سٹیشن کے پاس ہوں قطر سینٹرل بینک کیسے جاؤں
corniche
qatar_central_bank
ur
from_to
عطني الطريق لين حديقه متحف الفن الاسلامي بسرعة
null
mia_park
ar
to
ابي اروح bin mahmood لا لا لوسيل
null
lusail
ar
correction
Paano pumunta mula national museum metro station papuntang musherib?
national_museum
msheireb
tl
from_to
আচ্ছা al doha al jadeda থেকে bin mahmood স্টেশন কিভাবে যাব?
al_doha_al_jadeda
bin_mahmoud
bn
from_to
excuse me po how to go to al-Matar Al Qadeem po
null
al_matar_al_qadeem
tl
to
ما هو الطريق إلى مترو وكرة
null
al_wakra
ar
to
Nasa villagio po ako ngayon, paano po sa Ras Bu Abboud?
villaggio_mall
ras_bu_abboud
tl
from_to
أنا في مسيله
al_messila
null
ar
from
كيف أصل إلى حديقة المتحف
null
mia_park
ar
to
From Al Rayyan Al Qadeem po papuntang wheete place
al_rayyan_al_qadeem
white_palace
tl
from_to
show me the way to Muscat
null
null
en
unknown
nasa umm ghuwailina ako, papunta ako sa al-sudan
umm_ghuwailina
al_sudan
tl
from_to
Paano po makarating sa Al Aziziyah?
null
al_aziziyah
tl
to
अभी मैं bin mahmoud पर हूँ, The White Palace कैसे पहुँचूँ? प्लीज़
bin_mahmoud
white_palace
hi
from_to
Gusto kong pumunta sa interior ministry
null
ministry_of_interior
tl
to
nasa hamad international airport terminal 1 metro station ako, papunta ako sa al riffa mall of qatar
hia_t1
al_riffa
tl
from_to
Andito po ako sa dee ee see see salamat
decc
null
tl
from
Quel métro prendre pour rasbufontas ?
null
ras_bu_fontas
fr
to
票多少钱? 谢谢
null
null
zh
none
Comment aller de la station Hamad Hospital à Doh aGolf Club ?
hamad_hospital
doha_golf_club
fr
from_to
mathaf: arab museum of modern art কিভাবে যাব?
null
mathaf
bn
to
麻烦 我迷路了,我在DECC
decc
null
zh
from
انا في الوكرة ابغى اروح لوسيل
al_wakra
lusail
ar
from_to
Anong pinakamalapit na station sa qtel tower
null
ooredoo_tower
tl
to
ഉമ്മ് ഗ്വൈലിനലേക്ക് എങ്ങനെ പോകാം? നന്ദി
null
umm_ghuwailina
ml
to
ودني من Al Wakra إلى عقبة
al_wakra
oqba_ibn_nafie
ar
from_to
اممم عطني الطريق لين مترو الخليج الغربي قطر للطاقة
null
west_bay
ar
to
abdulla bin zaid al mahmoud islamic cultural center (fanar) जाने के लिए कहाँ उतरना है
null
fanar_islamic_center
hi
to
मुझे sad जाना है नहीं नहीं नेशनल लाइब्रेरी भैया
null
qnl_building
hi
correction
പിന്നെ ഹമദ് ഇന്റർനാഷണൽ എയർപോർട്ട് ടെർമിനൽ 1 അടുത്തുള്ള സ്റ്റേഷൻ ഏതാണ്?
null
hia_t1
ml
to
Как доехать от Al Bidda до el wakrah?
al_bidda
al_wakra
ru
from_to
hello po Pa-ras bu abboud po
null
ras_bu_abboud
tl
to
enikku polo doha pokanam
null
philippine_labor_office
ml
to
দাদা আমি el rayyan al qadim এ আছি Corniche স্টেশন যেতে চাই
al_rayyan_al_qadeem
corniche
bn
from_to
ate galing ako sa rayan, pupunta ako sa qatar national library metro station
al_rayyan_al_qadeem
qatar_national_library
tl
from_to
دلني على طريق محطة مترو المتحف الوطني
null
national_museum
ar
to
मुझे कॉर्निश मेट्रो से el bidda station जाना है
corniche
al_bidda
hi
from_to
je suis actuellement à la station al doha al jadeda comment rejoindre la station souq wqif
al_doha_al_jadeda
souq_waqif
fr
from_to
ras bu fontas जाने के लिए कहाँ उतरना है धन्यवाद
null
ras_bu_fontas
hi
to
ഒന്ന് ഞാൻ ഇപ്പോൾ നാഷനൽ മ്യൂസിയം ആണ്, റാസ് ബു അബൂദ് മെട്രോ സ്റ്റേഷൻ പോകണം
national_museum
ras_bu_abboud
ml
from_to
اولڈ ریان کہاں ہے؟
null
al_rayyan_al_qadeem
ur
to
আমি um gwailina এ আছি, Al Waab যেতে চাই
umm_ghuwailina
al_waab
bn
from_to
क़तर राष्ट्रीय पुस्तकालय से न्यू दोहा तक कौन सी मेट्रो जाती है?
qatar_national_library
al_doha_al_jadeda
hi
from_to
हमें flga square जाना है
null
flag_plaza
hi
to
paano ako makakapunta sa jassim bin hamad stadium
null
jassim_bin_hamad_stadium
tl
to
Как доехать до станция national library?
null
qatar_national_library
ru
to
main लुसैल pe hoon लगूना मॉल jana hai
lusail
lagoona_mall
hi
from_to
我在乌姆古维利纳站 要去卡塔拉海滩
umm_ghuwailina
katara_beach
zh
from_to
حمد ایکواٹک سینٹر جانا ہے، کون سی میٹرو لوں؟
null
hamad_aquatic_centre
ur
to
أرغب في الذهاب إلى mansura الحين
null
al_mansoura
ar
to
मैं Corniche स्टेशन के पास हूँ दोहा क्लिनिक हॉस्पिटल जाना है
corniche
doha_clinic_hospital
hi
from_to
i'm near umm ghuwailina need to go to msheireb downtown doha
umm_ghuwailina
msheireb_downtown
en
from_to
وزارتِ تعلیم و اعلیٰ تعلیم کے قریب کون سا اسٹیشن ہے؟
null
ministry_of_education
ur
to
我现在在梅西拉 想去老市场站
al_messila
souq_waqif
zh
from_to
does this machine print
null
null
en
none
ممكن عطني الطريق لين دوحه الجديده
null
al_doha_al_jadeda
ar
to
السلام علیکم، decc سے ہائی اڈہ کا راستہ بتائیں
decc
hamad_international_airport
ur
from_to
嗯 去教育城体育场
null
education_city_stadium
zh
to
nous sommes à joaan on va à la station souk wakif
joaan
souq_waqif
fr
from_to
अभी मैं अल मेसिला पर हूँ ग्रैंड मस्जिद कैसे पहुँचूँ
al_messila
state_grand_mosque
hi
from_to
quelle est la station la plus proche de attestation office ?
null
ministry_of_foreign_affairs
fr
to
मैं अल अज़ीज़िया पर हूँ, मुझे west bay qatarenergy जाना है भैया
al_aziziyah
west_bay
hi
from_to
Papunta kami sa el sadd
null
al_sadd
tl
to
pardon, Je suis à la station airport, je veux aller à hamad medical corpoation
hia_t1
hamad_general_hospital
fr
from_to
route from the al bidda station to el rayan metro station
al_bidda
al_rayyan_al_qadeem
en
from_to
انا واقف عند لوسيل كيو ان بي ابي اروح وزاره التربيه والتعليم والتعليم العالي
lusail
ministry_of_education
ar
from_to
أنا واقف عند لوسيل أبي أروح محطه كتارا
lusail
katara
ar
from_to
Nandito ako sa edu city, paano pumunta sa Ras Bu Abboud station?
education_city
ras_bu_abboud
tl
from_to
kuya, paano pumunta ng ooredoo tower?
null
ooredoo_tower
tl
to
كيف اروح من ريان الى بحر كتارا؟
al_rayyan_al_qadeem
katara_beach
ar
from_to
انا موجود في محطة الريان القديم واريد الذهاب الى لقطيفية
al_rayyan_al_qadeem
legtaifiya
ar
from_to
ചേട്ടാ jo'aan സ്റ്റേഷൻ എങ്ങനെ പോകും
null
joaan
ml
to
Gusto kong pumunta sa Khalifa International Tennis and Squash Complex salamat
null
khalifa_tennis_complex
tl
to
um gwailina സ്റ്റേഷൻ എത്താൻ ഏത് ലൈൻ
null
umm_ghuwailina
ml
to
يعني ارغب في الذهاب الى برج اسباير (الشعلة)
null
aspire_tower
ar
to
excuse me going to abu dhabi i'm at al shaqab station right now
al_shaqab
null
en
unknown
الحين أبي أروح مطار حمد الدولي مبنى 1
null
hia_t1
ar
to
你好 我在奥克巴站 怎么去el masila
oqba_ibn_nafie
al_messila
zh
from_to
Trajet de Al Sudan jusqu'à Doha Exhibition and Convention Center
al_sudan
decc_venue
fr
from_to
De Umm Ghuwailina à Zone franche
umm_ghuwailina
free_zone
fr
from_to
gusto kong pumunta sa indian embassy
null
embassy_of_india
tl
to
Je veux aller au beach at katara
null
katara_beach
fr
to
Papunta kami sa legtafiya
null
legtaifiya
tl
to
pupunta ako sa fire station artist in residence
null
fire_station_doha
tl
to
from Mssheireb to Al Matar Al Qadeem
msheireb
al_matar_al_qadeem
en
from_to
去弗吉尼亚联邦大学卡塔尔艺术学院在哪站下车
null
vcu_qatar
zh
to
hello I'm in Aspire Dome going to qatar uneeversity
aspire_dome
qatar_university_campus
en
from_to
أبي أروح القاهرة
null
null
ar
unknown
ഒന്ന് മുശൈരിബ് ൽ നിന്ന് The Pearl-Qatar (Porto Arabia) ലേക്ക് ഏത് ലൈൻ?
msheireb
the_pearl_porto_arabia
ml
from_to
എനിക്ക് bidda station പോകണം, ഞാൻ അൽ-സൂദാൻ ൽ ആണ്
al_sudan
al_bidda
ml
from_to
how to go the ras bo abboud station
null
ras_bu_abboud
en
to
need to go to el doha al jadida now
null
al_doha_al_jadeda
en
to
भैया, हार्ट हॉस्पिटल कैसे जाना है?
null
heart_hospital
hi
to
وی سی یو آرٹس قطر کیسے جاؤں
null
vcu_qatar
ur
to
أنا في فريج بن محمود وأبي أروح محطة مترو katar national library
bin_mahmoud
qatar_national_library
ar
from_to
أريد الذهاب إلى فريج السودان
null
al_sudan
ar
to
End of preview.

Doha Metro: multilingual network, landmarks and intent data

Used by MetroVoice (QAI × Hugging Face hackathon): speak in any language and get Doha Metro directions printed.

Contents

network/: the verified metro graph

  • stations.json: 37 stations, with the official English + Arabic sign names, coordinates, lines, entrances, and reading-aid names in hi/ur/ml/tl/fr/zh.
  • lines.json: Red (18 stations, two southern branches), Gold (11), Green (11), as ordered branches.
  • landmarks.json: 94 places (souqs, malls, museums, hospitals, universities, stadiums…), each with its nearest station(s) and an approximate walk distance.
  • aliases.json: about 3.2k spoken variants, transliterations and misspellings across 8 languages.
  • overrides.json, build_report.json: every manual correction and the verification report.

Verification: station list, names and entrances were checked against Qatar Rail's public GIS service. Stop order comes from the OpenStreetMap route relations and matches the published line tables. Interchanges: Msheireb (Red/Gold/Green) and Al Bidda (Red/Green).

intent/: training data for m7jji/metrovoice-intent-0.5b

  • Template-generated multilingual requests (Arabic MSA + Gulf, English, Hindi, Urdu, Malayalam, Tagalog, French, Chinese + a few others). They include ASR-style noise and code-switching, each labelled {"from", "to", "lang"}.
  • test_handwritten.jsonl: hand-written, realistic held-out queries.

Limitations

  • Translations/transliterations for hi/ur/ml/tl/fr/zh were drafted by hand and reviewed. Native-speaker review is welcome.
  • Travel times are not in the data. MetroVoice estimates them.

Map data © OpenStreetMap contributors, available under the Open Database License (ODbL).

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