Nlu

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3.3.0

50x faster saving of NLU Pipelines
Up to 50x faster saving Spark NLP/ NLU models and pipelines! We have improved the way we package TensorFlow SavedModel while saving Spark NLP models & pipelines. For instance, it used to take up to 10 minutes to save the xlm_roberta_base model before Spark NLP 3.3.0, and now it only takes up to 15 seconds!

New Annotator Classes Integrated
The following new transformer classes are available with various pretrained weights in 1 line of code :
- [RoBertaForTokenClassification](https://nlp.johnsnowlabs.com/docs/en/transformers#robertafortokenclassification)
- [XlmRoBertaForTokenClassification](https://nlp.johnsnowlabs.com/docs/en/transformers#xlmrobertafortokenclassification)
- [AlbertForTokenClassification](https://nlp.johnsnowlabs.com/docs/en/transformers#albertfortokenclassification)
- [LongformerForTokenClassification](https://nlp.johnsnowlabs.com/docs/en/transformers#longformerfortokenclassification)
- [XlnetForTokenClassification](https://nlp.johnsnowlabs.com/docs/en/transformers#xlnetfortokenclassification)
- [XlmRoBertaSentenceEmbeddings](https://nlp.johnsnowlabs.com/docs/en/transformers#xlmrobertasentenceembeddings)

New Transformer Models
The following models are available from the amazing Spark NLP
[3.3.0](https://github.com/JohnSnowLabs/spark-nlp/releases/tag/3.3.0) and
[3.3.1](https://github.com/JohnSnowLabs/spark-nlp/releases/tag/3.3.1) releases
which includes NLP models for
Yiddish, Ukrainian, Telugu, Tamil, Somali, Sindhi, Russian, Punjabi, Nepali, Marathi, Malayalam, Kannada, Indonesian, Gujrati, Bosnian, Igbo, Ganda, Dholuo, Naija, Wolof,Kinyarwanda

| Language | NLU Reference | Spark NLP Reference | Task |
|:-----------|:-----------------------------------------------------------------------------------------------------------------------------------------------------------------|:-----------------------------------------------------------------------------------------------------------------------------------------------|:-------------------------|
| ig | [ig.embed.xlm_roberta](https://nlp.johnsnowlabs.com/2021/09/29/xlm_roberta_base_finetuned_igbo_ig.html) | [xlm_roberta_base_finetuned_igbo](https://nlp.johnsnowlabs.com/2021/09/29/xlm_roberta_base_finetuned_igbo_ig.html) | Embeddings |
| ig | [ig.embed_sentence.xlm_roberta](https://nlp.johnsnowlabs.com/2021/10/15/sent_xlm_roberta_base_finetuned_igbo_ig.html) | [sent_xlm_roberta_base_finetuned_igbo](https://nlp.johnsnowlabs.com/2021/10/15/sent_xlm_roberta_base_finetuned_igbo_ig.html) | Embeddings |
| lg | [lg.embed.xlm_roberta](https://nlp.johnsnowlabs.com/2021/09/29/xlm_roberta_base_finetuned_luganda_lg.html) | [xlm_roberta_base_finetuned_luganda](https://nlp.johnsnowlabs.com/2021/09/29/xlm_roberta_base_finetuned_luganda_lg.html) | Embeddings |
| lg | [lg.embed_sentence.xlm_roberta](https://nlp.johnsnowlabs.com/2021/10/15/sent_xlm_roberta_base_finetuned_luganda_lg.html) | [sent_xlm_roberta_base_finetuned_luganda](https://nlp.johnsnowlabs.com/2021/10/15/sent_xlm_roberta_base_finetuned_luganda_lg.html) | Embeddings |
| wo | [wo.embed_sentence.xlm_roberta](https://nlp.johnsnowlabs.com/2021/10/15/sent_xlm_roberta_base_finetuned_wolof_wo.html) | [sent_xlm_roberta_base_finetuned_wolof](https://nlp.johnsnowlabs.com/2021/10/15/sent_xlm_roberta_base_finetuned_wolof_wo.html) | Embeddings |
| wo | [wo.embed.xlm_roberta](https://nlp.johnsnowlabs.com/2021/10/16/xlm_roberta_base_finetuned_wolof_wo.html) | [xlm_roberta_base_finetuned_wolof](https://nlp.johnsnowlabs.com/2021/10/16/xlm_roberta_base_finetuned_wolof_wo.html) | Embeddings |
| rw | [rw.embed_sentence.xlm_roberta](https://nlp.johnsnowlabs.com/2021/10/15/sent_xlm_roberta_base_finetuned_kinyarwanda_rw.html) | [sent_xlm_roberta_base_finetuned_kinyarwanda](https://nlp.johnsnowlabs.com/2021/10/15/sent_xlm_roberta_base_finetuned_kinyarwanda_rw.html) | Embeddings |
| rw | [rw.embed.xlm_roberta](https://nlp.johnsnowlabs.com/2021/09/29/xlm_roberta_base_finetuned_kinyarwanda_rw.html) | [xlm_roberta_base_finetuned_kinyarwanda](https://nlp.johnsnowlabs.com/2021/09/29/xlm_roberta_base_finetuned_kinyarwanda_rw.html) | Embeddings |
| sw | [sw.embed_sentence.xlm_roberta](https://nlp.johnsnowlabs.com/2021/10/15/sent_xlm_roberta_base_finetuned_swahili_sw.html) | [sent_xlm_roberta_base_finetuned_swahili](https://nlp.johnsnowlabs.com/2021/10/15/sent_xlm_roberta_base_finetuned_swahili_sw.html) | Embeddings |
| sw | [sw.embed.xlm_roberta](https://nlp.johnsnowlabs.com/2021/10/16/xlm_roberta_base_finetuned_swahili_sw.html) | [xlm_roberta_base_finetuned_swahili](https://nlp.johnsnowlabs.com/2021/10/16/xlm_roberta_base_finetuned_swahili_sw.html) | Embeddings |
| ha | [ha.embed.xlm_roberta](https://nlp.johnsnowlabs.com/2021/09/29/xlm_roberta_base_finetuned_hausa_ha.html) | [xlm_roberta_base_finetuned_hausa](https://nlp.johnsnowlabs.com/2021/09/29/xlm_roberta_base_finetuned_hausa_ha.html) | Embeddings |
| ha | [ha.embed_sentence.xlm_roberta](https://nlp.johnsnowlabs.com/2021/10/15/sent_xlm_roberta_base_finetuned_hausa_ha.html) | [sent_xlm_roberta_base_finetuned_hausa](https://nlp.johnsnowlabs.com/2021/10/15/sent_xlm_roberta_base_finetuned_hausa_ha.html) | Embeddings |
| am | [am.embed.xlm_roberta](https://nlp.johnsnowlabs.com/2021/09/29/xlm_roberta_base_finetuned_amharic_am.html) | [xlm_roberta_base_finetuned_amharic](https://nlp.johnsnowlabs.com/2021/09/29/xlm_roberta_base_finetuned_amharic_am.html) | Embeddings |
| am | [am.embed_sentence.xlm_roberta](https://nlp.johnsnowlabs.com/2021/10/15/sent_xlm_roberta_base_finetuned_amharic_am.html) | [sent_xlm_roberta_base_finetuned_amharic](https://nlp.johnsnowlabs.com/2021/10/15/sent_xlm_roberta_base_finetuned_amharic_am.html) | Embeddings |
| yo | [yo.embed_sentence.xlm_roberta](https://nlp.johnsnowlabs.com/2021/10/15/sent_xlm_roberta_base_finetuned_yoruba_yo.html) | [sent_xlm_roberta_base_finetuned_yoruba](https://nlp.johnsnowlabs.com/2021/10/15/sent_xlm_roberta_base_finetuned_yoruba_yo.html) | Embeddings |
| yo | [yo.embed.xlm_roberta](https://nlp.johnsnowlabs.com/2021/10/16/xlm_roberta_base_finetuned_yoruba_yo.html) | [xlm_roberta_base_finetuned_yoruba](https://nlp.johnsnowlabs.com/2021/10/16/xlm_roberta_base_finetuned_yoruba_yo.html) | Embeddings |
| fa | [fa.classify.token_roberta_token_classifier_zwnj_base_ner](https://nlp.johnsnowlabs.com/2021/09/28/roberta_token_classifier_zwnj_base_ner_fa.html) | [roberta_token_classifier_zwnj_base_ner](https://nlp.johnsnowlabs.com/2021/09/28/roberta_token_classifier_zwnj_base_ner_fa.html) | Named Entity Recognition |
| yi | [detect_sentence](https://nlp.johnsnowlabs.com/2021/08/30/sentence_detector_dl_yi.html) | [sentence_detector_dl](https://nlp.johnsnowlabs.com/2021/08/30/sentence_detector_dl_yi.html) | Sentence Detection |
| uk | [detect_sentence](https://nlp.johnsnowlabs.com/2021/08/30/sentence_detector_dl_uk.html) | [sentence_detector_dl](https://nlp.johnsnowlabs.com/2021/08/30/sentence_detector_dl_uk.html) | Sentence Detection |
| te | [detect_sentence](https://nlp.johnsnowlabs.com/2021/08/30/sentence_detector_dl_te.html) | [sentence_detector_dl](https://nlp.johnsnowlabs.com/2021/08/30/sentence_detector_dl_te.html) | Sentence Detection | |
| ta | [detect_sentence](https://nlp.johnsnowlabs.com/2021/08/30/sentence_detector_dl_ta.html) | [sentence_detector_dl](https://nlp.johnsnowlabs.com/2021/08/30/sentence_detector_dl_ta.html) | Sentence Detection |
| so | [detect_sentence](https://nlp.johnsnowlabs.com/2021/08/30/sentence_detector_dl_so.html) | [sentence_detector_dl](https://nlp.johnsnowlabs.com/2021/08/30/sentence_detector_dl_so.html) | Sentence Detection |
| sd | [detect_sentence](https://nlp.johnsnowlabs.com/2021/08/30/sentence_detector_dl_sd.html) | [sentence_detector_dl](https://nlp.johnsnowlabs.com/2021/08/30/sentence_detector_dl_sd.html) | Sentence Detection |
| ru | [detect_sentence](https://nlp.johnsnowlabs.com/2021/08/30/sentence_detector_dl_ru.html) | [sentence_detector_dl](https://nlp.johnsnowlabs.com/2021/08/30/sentence_detector_dl_ru.html) | Sentence Detection |
| pa | [detect_sentence](https://nlp.johnsnowlabs.com/2021/08/30/sentence_detector_dl_pa.html) | [sentence_detector_dl](https://nlp.johnsnowlabs.com/2021/08/30/sentence_detector_dl_pa.html) | Sentence Detection |
| ne | [detect_sentence](https://nlp.johnsnowlabs.com/2021/08/30/sentence_detector_dl_ne.html) | [sentence_detector_dl](https://nlp.johnsnowlabs.com/2021/08/30/sentence_detector_dl_ne.html) | Sentence Detection |
| mr | [detect_sentence](https://nlp.johnsnowlabs.com/2021/08/30/sentence_detector_dl_mr.html) | [sentence_detector_dl](https://nlp.johnsnowlabs.com/2021/08/30/sentence_detector_dl_mr.html) | Sentence Detection |
| ml | [detect_sentence](https://nlp.johnsnowlabs.com/2021/08/30/sentence_detector_dl_ml.html) | [sentence_detector_dl](https://nlp.johnsnowlabs.com/2021/08/30/sentence_detector_dl_ml.html) | Sentence Detection |
| kn | [detect_sentence](https://nlp.johnsnowlabs.com/2021/08/30/sentence_detector_dl_kn.html) | [sentence_detector_dl](https://nlp.johnsnowlabs.com/2021/08/30/sentence_detector_dl_kn.html) | Sentence Detection |
| id | [detect_sentence](https://nlp.johnsnowlabs.com/2021/08/30/sentence_detector_dl_id.html) | [sentence_detector_dl](https://nlp.johnsnowlabs.com/2021/08/30/sentence_detector_dl_id.html) | Sentence Detection |
| gu | [detect_sentence](https://nlp.johnsnowlabs.com/2021/08/30/sentence_detector_dl_gu.html) | [sentence_detector_dl](https://nlp.johnsnowlabs.com/2021/08/30/sentence_detector_dl_gu.html) | Sentence Detection |
| bs | [detect_sentence](https://nlp.johnsnowlabs.com/2021/08/30/sentence_detector_dl_bs.html) | [sentence_detector_dl](https://nlp.johnsnowlabs.com/2021/08/30/sentence_detector_dl_bs.html) | Sentence Detection |
| en | [en.classify.token_roberta_large_token_classifier_conll03](https://nlp.johnsnowlabs.com/2021/09/26/roberta_large_token_classifier_conll03_en.html) | [roberta_large_token_classifier_conll03](https://nlp.johnsnowlabs.com/2021/09/26/roberta_large_token_classifier_conll03_en.html) | Named Entity Recognition |
| en | [en.classify.token_roberta_base_token_classifier_ontonotes](https://nlp.johnsnowlabs.com/2021/09/26/roberta_base_token_classifier_ontonotes_en.html) | [roberta_base_token_classifier_ontonotes](https://nlp.johnsnowlabs.com/2021/09/26/roberta_base_token_classifier_ontonotes_en.html) | Named Entity Recognition |
| en | [en.classify.token_roberta_base_token_classifier_conll03](https://nlp.johnsnowlabs.com/2021/09/26/roberta_base_token_classifier_conll03_en.html) | [roberta_base_token_classifier_conll03](https://nlp.johnsnowlabs.com/2021/09/26/roberta_base_token_classifier_conll03_en.html) | Named Entity Recognition |
| en | [en.classify.token_distilroberta_base_token_classifier_ontonotes](https://nlp.johnsnowlabs.com/2021/09/26/distilroberta_base_token_classifier_ontonotes_en.html) | [distilroberta_base_token_classifier_ontonotes](https://nlp.johnsnowlabs.com/2021/09/26/distilroberta_base_token_classifier_ontonotes_en.html) | Named Entity Recognition |
| en | [en.classify.token_albert_large_token_classifier_conll03](https://nlp.johnsnowlabs.com/2021/09/26/albert_large_token_classifier_conll03_en.html) | [albert_large_token_classifier_conll03](https://nlp.johnsnowlabs.com/2021/09/26/albert_large_token_classifier_conll03_en.html) | Named Entity Recognition |
| en | [en.classify.token_albert_base_token_classifier_conll03](https://nlp.johnsnowlabs.com/2021/09/26/albert_base_token_classifier_conll03_en.html) | [albert_base_token_classifier_conll03](https://nlp.johnsnowlabs.com/2021/09/26/albert_base_token_classifier_conll03_en.html) | Named Entity Recognition |
| en | [en.classify.token_xlnet_base_token_classifier_conll03](https://nlp.johnsnowlabs.com/2021/09/28/xlnet_base_token_classifier_conll03_en.html) | [xlnet_base_token_classifier_conll03](https://nlp.johnsnowlabs.com/2021/09/28/xlnet_base_token_classifier_conll03_en.html) | Named Entity Recognition |
| en | [en.classify.token_roberta.large_token_classifier_ontonotes](https://nlp.johnsnowlabs.com/2021/09/26/roberta_large_token_classifier_ontonotes_en.html) | [roberta_large_token_classifier_ontonotes](https://nlp.johnsnowlabs.com/2021/09/26/roberta_large_token_classifier_ontonotes_en.html) | Named Entity Recognition |
| en | [en.classify.token_albert.xlarge_token_classifier_conll03](https://nlp.johnsnowlabs.com/2021/09/26/albert_xlarge_token_classifier_conll03_en.html) | [albert_xlarge_token_classifier_conll03](https://nlp.johnsnowlabs.com/2021/09/26/albert_xlarge_token_classifier_conll03_en.html) | Named Entity Recognition |
| en | [en.classify.token_xlnet.large_token_classifier_conll03](https://nlp.johnsnowlabs.com/2021/09/28/xlnet_large_token_classifier_conll03_en.html) | [xlnet_large_token_classifier_conll03](https://nlp.johnsnowlabs.com/2021/09/28/xlnet_large_token_classifier_conll03_en.html) | Named Entity Recognition |
| en | [en.classify.token_longformer.base_token_classifier_conll03](https://nlp.johnsnowlabs.com/2021/10/09/longformer_base_token_classifier_conll03_en.html) | [longformer_base_token_classifier_conll03](https://nlp.johnsnowlabs.com/2021/10/09/longformer_base_token_classifier_conll03_en.html) | Named Entity Recognition |
| xx | [xx.classify.token_xlm_roberta.token_classifier_ner_40_lang](https://nlp.johnsnowlabs.com/2021/09/28/xlm_roberta_token_classifier_ner_40_lang_xx.html) | [xlm_roberta_token_classifier_ner_40_lang](https://nlp.johnsnowlabs.com/2021/09/28/xlm_roberta_token_classifier_ner_40_lang_xx.html) | Named Entity Recognition |
| xx | [xx.embed.xlm_roberta_large](https://nlp.johnsnowlabs.com/2021/09/29/xlm_roberta_large_xx.html) | [xlm_roberta_large](https://nlp.johnsnowlabs.com/2021/09/29/xlm_roberta_large_xx.html) | Embeddings |

New Healthcare models
The following models are available from the amazing Spark NLP for Healthcare releases
[3.3.0](https://nlp.johnsnowlabs.com/docs/en/licensed_release_notes#330),
[3.2.3](https://nlp.johnsnowlabs.com/docs/en/licensed_release_notes#323),
[3.3.1](https://nlp.johnsnowlabs.com/docs/en/licensed_release_notes#331),
which includes 48 Multi-NER tuning pipelines, BERT-based DEidentification, German NER resolvers, Spell Checkers for Drugs,
5 ner NER models trained via BErtForTokenClassification, NER models for Radiology CID10CM, RxNORM NDC and HCPCSS models and UMLS sentence resolver models

| Language | NLU Reference | Spark NLP Reference | Task |
|:-----------|:---------------------------------------------------------------------------------------------------------------------------|:-------------------------------------------------------------------------------------------------------------------------------|:-------------------------|
| de | [de.resolve.snomed](https://nlp.johnsnowlabs.com/2021/09/16/sbertresolve_snomed_de.html) | [sbertresolve_snomed](https://nlp.johnsnowlabs.com/2021/09/16/sbertresolve_snomed_de.html) | Entity Resolution |
| de | [de.resolve.icd10gm](https://nlp.johnsnowlabs.com/2021/09/16/sbertresolve_icd10gm_de.html) | [sbertresolve_icd10gm](https://nlp.johnsnowlabs.com/2021/09/16/sbertresolve_icd10gm_de.html) | Entity Resolution |
| en | [en.med_ner.profiling_clinical](https://nlp.johnsnowlabs.com/2021/09/24/ner_profiling_clinical_en.html) | [ner_profiling_clinical](https://nlp.johnsnowlabs.com/2021/09/24/ner_profiling_clinical_en.html) | Pipeline Healthcare |
| en | [en.med_ner.profiling_biobert](https://nlp.johnsnowlabs.com/2021/09/23/ner_profiling_biobert_en.html) | [ner_profiling_biobert](https://nlp.johnsnowlabs.com/2021/09/23/ner_profiling_biobert_en.html) | Pipeline Healthcare |
| en | [en.med_ner.chexpert](https://nlp.johnsnowlabs.com/2021/09/30/ner_chexpert_en.html) | [ner_chexpert](https://nlp.johnsnowlabs.com/2021/09/30/ner_chexpert_en.html) | Named Entity Recognition |
| en | [en.classify.token_bert.ner_bacteria](https://nlp.johnsnowlabs.com/2021/09/30/bert_token_classifier_ner_bacteria_en.html) | [bert_token_classifier_ner_bacteria](https://nlp.johnsnowlabs.com/2021/09/30/bert_token_classifier_ner_bacteria_en.html) | Named Entity Recognition |
| en | [en.classify.token_bert.ner_anatomy](https://nlp.johnsnowlabs.com/2021/09/30/bert_token_classifier_ner_anatomy_en.html) | [bert_token_classifier_ner_anatomy](https://nlp.johnsnowlabs.com/2021/09/30/bert_token_classifier_ner_anatomy_en.html) | Named Entity Recognition |
| en | [en.classify.token_bert.ner_drugs](https://nlp.johnsnowlabs.com/2021/09/20/bert_token_classifier_ner_drugs_en.html) | [bert_token_classifier_ner_drugs](https://nlp.johnsnowlabs.com/2021/09/20/bert_token_classifier_ner_drugs_en.html) | Named Entity Recognition |
| en | [en.classify.token_bert.ner_jsl_slim](https://nlp.johnsnowlabs.com/2021/09/24/bert_token_classifier_ner_jsl_slim_en.html) | [bert_token_classifier_ner_jsl_slim](https://nlp.johnsnowlabs.com/2021/09/24/bert_token_classifier_ner_jsl_slim_en.html) | Named Entity Recognition |
| en | [en.classify.token_bert.ner_ade](https://nlp.johnsnowlabs.com/2021/09/30/bert_token_classifier_ner_ade_en.html) | [bert_token_classifier_ner_ade](https://nlp.johnsnowlabs.com/2021/09/30/bert_token_classifier_ner_ade_en.html) | Named Entity Recognition |
| en | [en.resolve.rxnorm_ndc](https://nlp.johnsnowlabs.com/2021/10/05/sbiobertresolve_rxnorm_ndc_en.html) | [sbiobertresolve_rxnorm_ndc](https://nlp.johnsnowlabs.com/2021/10/05/sbiobertresolve_rxnorm_ndc_en.html) | Entity Resolution |
| en | [en.resolve.icd10cm_generalised](https://nlp.johnsnowlabs.com/2021/09/29/sbiobertresolve_icd10cm_generalised_en.html) | [sbiobertresolve_icd10cm_generalised](https://nlp.johnsnowlabs.com/2021/09/29/sbiobertresolve_icd10cm_generalised_en.html) | Entity Resolution |
| en | [en.resolve.hcpcs](https://nlp.johnsnowlabs.com/2021/09/29/sbiobertresolve_hcpcs_en.html) | [sbiobertresolve_hcpcs](https://nlp.johnsnowlabs.com/2021/09/29/sbiobertresolve_hcpcs_en.html) | Entity Resolution |
| en | [en.spell.drug_norvig](https://nlp.johnsnowlabs.com/2021/09/15/spellcheck_drug_norvig_en.html) | [spellcheck_drug_norvig](https://nlp.johnsnowlabs.com/2021/09/15/spellcheck_drug_norvig_en.html) | Spell Check |
| en | [en.classify.token_bert.ner_deid](https://nlp.johnsnowlabs.com/2021/09/13/bert_token_classifier_ner_deid_en.html) | [bert_token_classifier_ner_deid](https://nlp.johnsnowlabs.com/2021/09/13/bert_token_classifier_ner_deid_en.html) | Named Entity Recognition |
| en | [en.classify.token_bert.ner_chemical](https://nlp.johnsnowlabs.com/2021/10/19/bert_token_classifier_ner_chemicals_en.html) | [bert_token_classifier_ner_chemicals](https://nlp.johnsnowlabs.com/2021/10/19/bert_token_classifier_ner_chemicals_en.html) | Named Entity Recognition |
| en | [en.resolve.umls_disease_syndrome](https://nlp.johnsnowlabs.com/2021/10/11/sbiobertresolve_umls_disease_syndrome_en.html) | [sbiobertresolve_umls_disease_syndrome](https://nlp.johnsnowlabs.com/2021/10/11/sbiobertresolve_umls_disease_syndrome_en.html) | Entity Resolution |
| en | [en.resolve.umls_clinical_drugs](https://nlp.johnsnowlabs.com/2021/10/11/sbiobertresolve_umls_clinical_drugs_en.html) | [sbiobertresolve_umls_clinical_drugs](https://nlp.johnsnowlabs.com/2021/10/11/sbiobertresolve_umls_clinical_drugs_en.html) | Entity Resolution |

Updated Model Names
The nlu model references have been updated to better reflect their use-cases.
- en.classify.token_bert.conll03
- en.classify.token_bert.large_conll03
- en.classify.token_bert.ontonote
- en.classify.token_bert.large_ontonote
- en.classify.token_bert.few_nerd
- en.classify.token_bert.classifier_ner_btc
- es.classify.token_bert.spanish_ner
- ja.classify.token_bert.classifier_ner_ud_gsd
- fa.classify.token_bert.parsbert_armanner
- fa.classify.token_bert.parsbert_ner
- fa.classify.token_bert.parsbert_peymaner
- sv.classify.token_bert.swedish_ner
- tr.classify.token_bert.turkish_ner
- en.classify.token_bert.ner_clinical
- en.classify.token_bert.ner_jsl

New Tutorial Videos
- [NLU & Streamlit Crashcourse](https://www.youtube.com/watch?v=2xjA4Gre1sg)
- [NLU for Healthcare Crashcourse of every of the 50 + healthcare Domains and 200+ healthcare models](https://www.youtube.com/watch?v=gGDsZXt1SF8)

Optional get_embeddings parameter for pipelines
NLU pipelines can now be forced to not return embeddings via `get_embeddings` parameter.

Updated Compatibility Docs
Added documentation section regarding compatibility of NLU, Spark NLP and Spark NLP for healthcare

Bugfixes
- Fixed a bug with Pyspark versions 3.0 and below that caused failure of predicting with pipeline
- Fixed a bug that caused the results of TokenClassifier Models to not be properly extracted

Additional NLU ressources
* [140+ NLU Tutorials](https://github.com/JohnSnowLabs/nlu/tree/master/examples)
* [Streamlit visualizations docs](https://nlu.johnsnowlabs.com/docs/en/streamlit_viz_examples)
* The complete list of all 4000+ models & pipelines in 200+ languages is available on [Models Hub](https://nlp.johnsnowlabs.com/models).
* [Spark NLP publications](https://medium.com/spark-nlp)
* [NLU in Action](https://nlp.johnsnowlabs.com/demo)
* [NLU documentation](https://nlu.johnsnowlabs.com/docs/en/install)
* [Discussions](https://github.com/JohnSnowLabs/spark-nlp/discussions) Engage with other community members, share ideas, and show off how you use Spark NLP and NLU!

1 line Install NLU on Google Colab
!wget https://setup.johnsnowlabs.com/nlu/colab.sh -O - | bash
1 line Install NLU on Kaggle
!wget https://setup.johnsnowlabs.com/nlu/kaggle.sh -O - | bash
Install via PIP
! pip install nlu pyspark streamlit==0.80.0

3.2.1

We are very excited to announce NLU 3.2.1!
This release comes with models 27 new models for 7 languages which are transformer based.
New `NER-Classifiers`, `BertSentenceEmbeddings`, `BertEmbeddings` and `BertForTokenClassificationEmbeddings`
for Japanese, German, Dutch, Swedish, Spanish, French and English.
For healthcare there are new `Entity Resolvers` and `MedicalNerModels`
for `Snomed Conditions`, `Cpt Measurements`, `Icd0`, `Rxnorm Dispositions`, `Posology` and `Deidentification`.
Finally, a new tutorial notebook and a webinar are available, which showcase almost every feature of NLU
for [the over 50 Domains in Healthcare/Clinical/Biomedical/etc..](https://github.com/JohnSnowLabs/nlu/tree/master/examples/webinars_conferences_etc/healthcare_webinar)

New Transformer Models
Models in Japanese, German, Dutch, Swedish, Spanish, French and English from the great [Spark NLP 3.2.3 release](https://github.com/JohnSnowLabs/spark-nlp/releases/tag/3.2.3)

| nlu.load() Refrence | Spark NLP Refrence |Annotater class|Language|
| ------------------------------------------------------------ | ------------------------------------------------------------ |------------------- |--------------|
| [en.embed.bert.base_uncased_legal](https://nlp.johnsnowlabs.com//2021/09/07/bert_base_uncased_legal_en.html) | [bert_base_uncased_legal](https://nlp.johnsnowlabs.com//2021/09/07/bert_base_uncased_legal_en.html) |BertEmbeddings|en|
| [en.embed_sentence.bert.base_uncased_legal](https://nlp.johnsnowlabs.com//2021/09/06/sent_bert_base_uncased_legal_en.html) | [sent_bert_base_uncased_legal](https://nlp.johnsnowlabs.com//2021/09/06/sent_bert_base_uncased_legal_en.html) |BertSentenceEmbeddings|en|
| [en.embed.token_bert.classifier_ner_btc](https://nlp.johnsnowlabs.com//2021/09/09/bert_token_classifier_ner_btc_en.html) | [bert_token_classifier_ner_btc](https://nlp.johnsnowlabs.com//2021/09/09/bert_token_classifier_ner_btc_en.html) |BertForTokenClassification|en|
| [es.embed.bert.base_uncased](https://nlp.johnsnowlabs.com//2021/09/07/bert_base_uncased_es.html) | [bert_base_uncased](https://nlp.johnsnowlabs.com//2021/09/07/bert_base_uncased_es.html) |BertEmbeddings|es|
| [es.embed.bert.base_cased](https://nlp.johnsnowlabs.com//2021/09/07/bert_base_cased_es.html) | [bert_base_cased](https://nlp.johnsnowlabs.com//2021/09/07/bert_base_cased_es.html) |BertEmbeddings|es|
| [es.embed_sentence.bert.base_uncased](https://nlp.johnsnowlabs.com//2021/09/06/sent_bert_base_uncased_es.html) | [sent_bert_base_uncased](https://nlp.johnsnowlabs.com//2021/09/06/sent_bert_base_uncased_es.html) |BertSentenceEmbeddings|es|
| [es.embed_sentence.bert.base_cased](https://nlp.johnsnowlabs.com//2021/09/06/sent_bert_base_cased_es.html) | [sent_bert_base_cased](https://nlp.johnsnowlabs.com//2021/09/06/sent_bert_base_cased_es.html) |BertSentenceEmbeddings|es|
| [el.embed.bert.base_uncased](https://nlp.johnsnowlabs.com//2021/09/07/bert_base_uncased_el.html) | [bert_base_uncased](https://nlp.johnsnowlabs.com//2021/09/07/bert_base_uncased_el.html) |BertEmbeddings|el|
| [el.embed_sentence.bert.base_uncased](https://nlp.johnsnowlabs.com//2021/09/06/sent_bert_base_uncased_el.html) | [sent_bert_base_uncased](https://nlp.johnsnowlabs.com//2021/09/06/sent_bert_base_uncased_el.html) |BertSentenceEmbeddings|el|
| [sv.embed.bert.base_cased](https://nlp.johnsnowlabs.com//2021/09/07/bert_base_cased_sv.html) | [bert_base_cased](https://nlp.johnsnowlabs.com//2021/09/07/bert_base_cased_sv.html) |BertEmbeddings|sv|
| [sv.embed_sentence.bert.base_cased](https://nlp.johnsnowlabs.com//2021/09/06/sent_bert_base_cased_sv.html) | [sent_bert_base_cased](https://nlp.johnsnowlabs.com//2021/09/06/sent_bert_base_cased_sv.html) |BertSentenceEmbeddings|sv|
| [nl.embed_sentence.bert.base_cased](https://nlp.johnsnowlabs.com//2021/09/06/sent_bert_base_cased_nl.html) | [sent_bert_base_cased](https://nlp.johnsnowlabs.com//2021/09/06/sent_bert_base_cased_nl.html) |BertSentenceEmbeddings|nl|
| [nl.embed.bert.base_cased](https://nlp.johnsnowlabs.com//2021/09/07/bert_base_cased_nl.html) | [bert_base_cased](https://nlp.johnsnowlabs.com//2021/09/07/bert_base_cased_nl.html) |BertEmbeddings|nl|
| [fr.classify.sentiment.bert](https://nlp.johnsnowlabs.com//2021/09/08/classifierdl_bert_sentiment_fr.html) | [classifierdl_bert_sentiment](https://nlp.johnsnowlabs.com//2021/09/08/classifierdl_bert_sentiment_fr.html) |ClassifierDLModel|fr|
| [ja.embed.glove.cc_300d](https://nlp.johnsnowlabs.com//2021/09/09/japanese_cc_300d_ja.html) | [japanese_cc_300d](https://nlp.johnsnowlabs.com//2021/09/09/japanese_cc_300d_ja.html) |WordEmbeddingsModel|ja|
| [ja.ner.ud_gsd_cc_300d](https://nlp.johnsnowlabs.com//2021/09/09/ner_ud_gsd_cc_300d_ja.html) | [ner_ud_gsd_cc_300d](https://nlp.johnsnowlabs.com//2021/09/09/ner_ud_gsd_cc_300d_ja.html) |NerDLModel|ja|
| [ja.ner.ud_gsd_xlm_roberta_base](https://nlp.johnsnowlabs.com//2021/09/15/ner_ud_gsd_xlm_roberta_base_ja.html) | [ner_ud_gsd_xlm_roberta_base](https://nlp.johnsnowlabs.com//2021/09/15/ner_ud_gsd_xlm_roberta_base_ja.html) |NerDLModel|ja|
| [ja.embed.token_bert.classifier_ner_ud_gsd](https://nlp.johnsnowlabs.com//2021/09/10/bert_token_classifier_ner_ud_gsd_ja.html) | [bert_token_classifier_ner_ud_gsd](https://nlp.johnsnowlabs.com//2021/09/10/bert_token_classifier_ner_ud_gsd_ja.html) |BertForTokenClassification|ja|
| [de.embed_sentence.bert.base_cased](https://nlp.johnsnowlabs.com//2021/09/15/sent_bert_base_cased_de.html) | [sent_bert_base_cased](https://nlp.johnsnowlabs.com//2021/09/15/sent_bert_base_cased_de.html) |BertSentenceEmbeddings|de|
| [de.classify.sentiment.bert](https://nlp.johnsnowlabs.com//2021/09/09/classifierdl_bert_sentiment_de.html) | [classifierdl_bert_sentiment](https://nlp.johnsnowlabs.com//2021/09/09/classifierdl_bert_sentiment_de.html) |ClassifierDLModel|de|

New Healthcare Transformer Models
Models for Snomed Conditions, Cpt Measurements, Icd0, Rxnorm Dispositions, Posology and Deidentification from the amazing [Spark NLP 3.2.2 for Healthcare Release](https://nlp.johnsnowlabs.com/docs/en/licensed_release_notes)

| nlu.load() Refrences | Spark NLP Refrence |Annotater class|Language|
| ------------------------------------------------------------ | ------------------------------------------------------------ |------ |------|
| [en.resolve.snomed_conditions](https://nlp.johnsnowlabs.com//2021/08/28/sbertresolve_snomed_conditions_en.html) | [sbertresolve_snomed_conditions](https://nlp.johnsnowlabs.com//2021/08/28/sbertresolve_snomed_conditions_en.html) |SentenceEntityResolverModel|en|
| [en.resolve.cpt.procedures_measurements](https://nlp.johnsnowlabs.com//2021/07/02/sbiobertresolve_cpt_procedures_measurements_augmented_en.html) | [sbiobertresolve_cpt_procedures_measurements_augmented](https://nlp.johnsnowlabs.com//2021/07/02/sbiobertresolve_cpt_procedures_measurements_augmented_en.html) |SentenceEntityResolverModel|en|
| [en.resolve.icdo.base](https://nlp.johnsnowlabs.com//2021/07/02/sbiobertresolve_icdo_base_en.html) | [sbiobertresolve_icdo_base](https://nlp.johnsnowlabs.com//2021/07/02/sbiobertresolve_icdo_base_en.html) |SentenceEntityResolverModel|en|
| [en.resolve.rxnorm.disposition.sbert](https://nlp.johnsnowlabs.com//2021/08/28/sbertresolve_rxnorm_disposition_en.html) | [sbertresolve_rxnorm_disposition](https://nlp.johnsnowlabs.com//2021/08/28/sbertresolve_rxnorm_disposition_en.html) |SentenceEntityResolverModel|en|
| [en.resolve.rxnorm_disposition.sbert](https://nlp.johnsnowlabs.com//2021/08/28/sbertresolve_rxnorm_disposition_en.html) | [sbertresolve_rxnorm_disposition](https://nlp.johnsnowlabs.com//2021/08/28/sbertresolve_rxnorm_disposition_en.html) |SentenceEntityResolverModel|en|
| [en.med_ner.posology.experimental](https://nlp.johnsnowlabs.com//2021/09/01/ner_posology_experimental_en.html) | [ner_posology_experimental](https://nlp.johnsnowlabs.com//2021/09/01/ner_posology_experimental_en.html) |MedicalNerModel|en|
| [en.med_ner.deid.subentity_augmented](https://nlp.johnsnowlabs.com//2021/09/03/ner_deid_subentity_augmented_en.html) | [ner_deid_subentity_augmented](https://nlp.johnsnowlabs.com//2021/09/03/ner_deid_subentity_augmented_en.html) |MedicalNerModel|en|

New Notebooks
- [NLU Healthcare Overview and Crashcourse](https://github.com/JohnSnowLabs/nlu/tree/master/examples/webinars_conferences_etc/healthcare_webinar)

Enhancements
- Columns of the Pandas DataFrame returned by NLU will now be sorted alphabetically

Bugfixes
- Fixed a bug that caused output levels no beeing inferred properly
- Fixed a bug that caused SentenceResolver visualizations not to appear.

3.2.0

We are extremely excited to announce the release of NLU 3.2.0
which marks the 1-year anniversary of the birth of this magical library.
This release packs features and improvements in every division of NLU's aspects,
89 new NLP models with new Models including `Longformer`, `TokenBert`, `TokenDistilBert` and Multi-Lingual `NER for 40+ Languages`.
12 new Healthcare models with `trainable sentence resolvers` and models Adverse Drug Relations, Clinical Token Bert Models, NER Models for Radiology, Drugs, Posology, Administration Cycles, RXNorm, and new Medical Assertion models.
New Streamlit visualizations enable you to see `Entities` in 3-D, 2-D, and 1-D Manifolds which are applicable to Entities and their Embeddings, Detected by Named-Entity-Recognizer models.
Finally, a ~7% decrease in Memory consumption in NLU's core which benefits every computation, achieved by leveraging Pyarrow.
We are incredibly thankful to our community, which helped us come this far, and are looking forward to another magical year of NLU!

Streamlit Entity Manifold visualization
<kbd>function</kbd> `pipe.viz_streamlit_entity_embed_manifold`
Visualize recognized entities by NER models via their Entity Embeddings in `1-D`, `2-D`, or `3-D` by `Reducing Dimensionality` via 10+ Supported methods from [Manifold Algorithms](https://scikit-learn.org/stable/modules/classes.html#module-sklearn.manifold)
and [Matrix Decomposition Algorithms](https://scikit-learn.org/stable/modules/classes.html#module-sklearn.decomposition).
You can pick additional NER models and compare them via the GUI dropdown on the left.

- Reduces Dimensionality of high dimensional Entity Embeddings to `1-D`, `2-D`, or `3-D` and plot the resulting data in an interactive `Plotly` plot
- Applicable with [any of the 330+ Named Entity Recognizer models](https://nlp.johnsnowlabs.com/models?task=Named+Entity+Recognition)
- Gemerates `NUM-DIMENSIONS` * `NUM-NER-MODELS` * `NUM-DIMENSION-REDUCTION-ALGOS` plots

python
nlu.load('ner').viz_streamlit_sentence_embed_manifold(['Hello From John Snow Labs', 'Peter loves to visit New York'])

or just run
shell
streamlit run https://raw.githubusercontent.com/JohnSnowLabs/nlu/master/examples/streamlit/09_entity_embedding_manifolds.py

<img src="https://github.com/JohnSnowLabs/nlu/blob/master/docs/assets/streamlit_docs_assets/gif/entity_embedding_dimension_reduction/low_quality.gif?raw=true">

<kbd>function parameters</kbd> `pipe.viz_streamlit_sentence_embed_manifold`
| Argument | Type | Default |Description |
|----------------------------|------------|-----------------------------------------------------------|---------------------------------------------------------|
|`default_texts`| `List[str]` |"Donald Trump likes to visit New York", "Angela Merkel likes to visit Berlin!", 'Peter hates visiting Paris')| List of strings to apply classifiers, embeddings, and manifolds to. |
| `title` | `str` | `'NLU ❤️ Streamlit - Prototype your NLP startup in 0 lines of code🚀'` | Title of the Streamlit app
|`sub_title`| `Optional[str]` | "Apply any of the 10+ `Manifold` or `Matrix Decomposition` algorithms to reduce the dimensionality of `Entity Embeddings` to `1-D`, `2-D` and `3-D` " | Sub title of the Streamlit app |
|`default_algos_to_apply`| `List[str]` | `["TSNE", "PCA"]` | A list Manifold and Matrix Decomposition Algorithms to apply. Can be either `'TSNE'`,`'ISOMAP'`,`'LLE'`,`'Spectral Embedding'`, `'MDS'`,`'PCA'`,`'SVD aka LSA'`,`'DictionaryLearning'`,`'FactorAnalysis'`,`'FastICA'` or `'KernelPCA'`, |
|`target_dimensions`| `List[int]` | `(1,2,3)` | Defines the target dimension embeddings will be reduced to |
|`show_algo_select`| `bool` | `True` | Show selector for Manifold and Matrix Decomposition Algorithms |
| `set_wide_layout_CSS` | `bool` | `True` | Whether to inject custom CSS or not.|
|`num_cols` | `int` | `2` | How many columns should for the layout in streamlit when rendering the similarity matrixes.|
| `key` | `str` | `"NLU_streamlit"` | Key for the Streamlit elements drawn |
| `show_logo` | `bool` | `True` | Show logo |
| `display_infos` | `bool` | `False` | Display additonal information about ISO codes and the NLU namespace structure.|
| `n_jobs` | `Optional[int]` | `3`| `False` | How many cores to use for paralellzing when using Sklearn Dimension Reduction algorithms. |

Sentence Entity Resolver Training
[Sentence Entity Resolver Training Tutorial Notebook](https://github.com/JohnSnowLabs/nlu/blob/master/examples/colab/Training/sentence_entity_resolution/sentence_entity_resolution_training.ipynb)
Named Entities are sub pieces in textual data which are labeled with classes.
These classes and strings are still ambiguous though and it is not possible to group semantically identically entities without any definition of `terminology`.
With the `Sentence Resolver` you can train a state-of-the-art deep learning architecture to map entities to their unique terminological representation.

Train a Sentence resolver on a dataset with columns named `y` , `_y` and `text`. `y` is a label, `_y` is an extra identifier label, `text` is the raw text
python
import pandas as pd
import nlu
dataset = pd.DataFrame({
'text': ['The Tesla company is good to invest is', 'TSLA is good to invest','TESLA INC. we should buy','PUT ALL MONEY IN TSLA inc!!'],
'y': ['23','23','23','23'],
'_y': ['TESLA','TESLA','TESLA','TESLA'],

})

trainable_pipe = nlu.load('train.resolve_sentence')
fitted_pipe = trainable_pipe.fit(dataset)
res = fitted_pipe.predict(dataset)
fitted_pipe.predict(["Peter told me to buy Tesla ", 'I have money to loose, is TSLA a good option?'])

| | sentence_resolution_resolve_sentence_confidence | sentence_resolution_resolve_sentence_code | sentence_resolution_resolve_sentence | sentence |
|---:|:--------------------------------------------------|:--------------------------------------------|:---------------------------------------|:-------------------------------------------|
| 0 | '1.0000' | '23' | 'TESLA' | 'The Tesla company is good to invest is' |
| 1 | '1.0000' | '23' | 'TESLA' | 'TSLA is good to invest' |
| 2 | '1.0000' | '23' | 'TESLA' | 'TESLA INC. we should buy' |
| 3 | '1.0000' | '23' | 'TESLA' | 'PUT ALL MONEY IN TSLA inc!!' |

Alternatively you can also use non-default healthcare embeddings.
python
trainable_pipe = nlu.load('en.embed.glove.biovec train.resolve_sentence')

Transformer Models
New models from the spectacular [Spark NLP 3.2.0 +](https://nlp.johnsnowlabs.com/docs/en/release_notes) releases are integrated.
89 new models in total, with new `LongFormer`, `TokenBert`, `TokenDistilBert` and `Multi-Lingual NER` for 40+ languages.
The supported languages with their ISO 639-1 code are : `af`, `ar`, `bg`, `bn`, `de`, `el`, `en`, `es`, `et`, `eu`, `fa`, `fi`, `fr`, `he`, `hi`, `hu`, `id`, `it`, `ja`, `jv`, `ka`, `kk`, `ko`, `ml`, `mr`, `ms`, `my`, `nl`, `pt`, `ru`, `sw`, `ta`, `te`, `th`, `tl`, `tr`, `ur,` `vi`, `yo`, and `zh`

| nlu.load() Refrence | Spark NLP Refrence |Annotator Class |language |
| ------------------------------------------------------------ | ------------------------------------------------------------ |------------------- |------------------- |
| [en.embed.longformer](https://nlp.johnsnowlabs.com//2021/08/04/longformer_base_4096_en.html) | [longformer_base_4096](https://nlp.johnsnowlabs.com//2021/08/04/longformer_base_4096_en.html) |LongformerEmbeddings|en|
| [en.embed.longformer.large](https://nlp.johnsnowlabs.com//2021/08/04/longformer_large_4096_en.html) | [longformer_large_4096](https://nlp.johnsnowlabs.com//2021/08/04/longformer_large_4096_en.html) |LongformerEmbeddings|en|
| [en.ner.ontonotes_roberta_base](https://nlp.johnsnowlabs.com//2021/08/04/ner_ontonotes_roberta_base_en.html) | [ner_ontonotes_roberta_base](https://nlp.johnsnowlabs.com//2021/08/04/ner_ontonotes_roberta_base_en.html) |NerDLModel|en|
| [en.ner.ontonotes_roberta_large](https://nlp.johnsnowlabs.com//2021/08/04/ner_ontonotes_roberta_large_en.html) | [ner_ontonotes_roberta_large](https://nlp.johnsnowlabs.com//2021/08/04/ner_ontonotes_roberta_large_en.html) |NerDLModel|en|
| [en.ner.ontonotes_distilbert_base_cased](https://nlp.johnsnowlabs.com//2021/08/04/ner_ontonotes_distilbert_base_cased_en.html) | [ner_ontonotes_distilbert_base_cased](https://nlp.johnsnowlabs.com//2021/08/04/ner_ontonotes_distilbert_base_cased_en.html) |NerDLModel|en|
| [en.ner.conll_bert_base_cased](https://nlp.johnsnowlabs.com//2021/08/04/ner_conll_bert_base_cased_en.html) | [ner_conll_bert_base_cased](https://nlp.johnsnowlabs.com//2021/08/04/ner_conll_bert_base_cased_en.html) |NerDLModel|en|
| [en.ner.conll_distilbert_base_cased](https://nlp.johnsnowlabs.com//2021/08/04/ner_conll_distilbert_base_cased_en.html) | [ner_conll_distilbert_base_cased](https://nlp.johnsnowlabs.com//2021/08/04/ner_conll_distilbert_base_cased_en.html) |NerDLModel|en|
| [en.ner.conll_roberta_base](https://nlp.johnsnowlabs.com//2021/08/04/ner_conll_roberta_base_en.html) | [ner_conll_roberta_base](https://nlp.johnsnowlabs.com//2021/08/04/ner_conll_roberta_base_en.html) |NerDLModel|en|
| [en.ner.conll_roberta_large](https://nlp.johnsnowlabs.com//2021/08/04/ner_conll_roberta_large_en.html) | [ner_conll_roberta_large](https://nlp.johnsnowlabs.com//2021/08/04/ner_conll_roberta_large_en.html) |NerDLModel|en|
| [en.ner.conll_xlm_roberta_base](https://nlp.johnsnowlabs.com//2021/08/04/ner_conll_xlm_roberta_base_en.html) | [ner_conll_xlm_roberta_base](https://nlp.johnsnowlabs.com//2021/08/04/ner_conll_xlm_roberta_base_en.html) |NerDLModel|en|
| [en.ner.conll_longformer_large_4096](https://nlp.johnsnowlabs.com//2021/08/04/ner_conll_longformer_large_4096_en.html) | [ner_conll_longformer_large_4096](https://nlp.johnsnowlabs.com//2021/08/04/ner_conll_longformer_large_4096_en.html) |NerDLModel|en|
| [en.embed.token_bert.conll03](https://nlp.johnsnowlabs.com//2021/08/05/bert_base_token_classifier_conll03_en.html) | [bert_base_token_classifier_conll03](https://nlp.johnsnowlabs.com//2021/08/05/bert_base_token_classifier_conll03_en.html) |NerDLModel|en|
| [en.embed.token_bert.large_conll03](https://nlp.johnsnowlabs.com//2021/08/05/bert_large_token_classifier_conll03_en.html) | [bert_large_token_classifier_conll03](https://nlp.johnsnowlabs.com//2021/08/05/bert_large_token_classifier_conll03_en.html) |NerDLModel|en|
| [en.embed.token_bert.ontonote](https://nlp.johnsnowlabs.com//2021/08/05/bert_base_token_classifier_ontonote_en.html) | [bert_base_token_classifier_ontonote](https://nlp.johnsnowlabs.com//2021/08/05/bert_base_token_classifier_ontonote_en.html) |NerDLModel|en|
| [en.embed.token_bert.large_ontonote](https://nlp.johnsnowlabs.com//2021/08/05/bert_large_token_classifier_ontonote_en.html) | [bert_large_token_classifier_ontonote](https://nlp.johnsnowlabs.com//2021/08/05/bert_large_token_classifier_ontonote_en.html) |NerDLModel|en|
| [en.embed.token_bert.few_nerd](https://nlp.johnsnowlabs.com//2021/08/08/bert_base_token_classifier_few_nerd_en.html) | [bert_base_token_classifier_few_nerd](https://nlp.johnsnowlabs.com//2021/08/08/bert_base_token_classifier_few_nerd_en.html) |NerDLModel|en|
| [fa.embed.token_bert.parsbert_armanner](https://nlp.johnsnowlabs.com//2021/08/05/bert_token_classifier_parsbert_armanner_fa.html) | [bert_token_classifier_parsbert_armanner](https://nlp.johnsnowlabs.com//2021/08/05/bert_token_classifier_parsbert_armanner_fa.html) |NerDLModel|fa|
| [fa.embed.token_bert.parsbert_ner](https://nlp.johnsnowlabs.com//2021/08/05/bert_token_classifier_parsbert_ner_fa.html) | [bert_token_classifier_parsbert_ner](https://nlp.johnsnowlabs.com//2021/08/05/bert_token_classifier_parsbert_ner_fa.html) |NerDLModel|fa|
| [fa.embed.token_bert.parsbert_peymaner](https://nlp.johnsnowlabs.com//2021/08/05/bert_token_classifier_parsbert_peymaner_fa.html) | [bert_token_classifier_parsbert_peymaner](https://nlp.johnsnowlabs.com//2021/08/05/bert_token_classifier_parsbert_peymaner_fa.html) |NerDLModel|fa|
| [tr.embed.token_bert.turkish_ner](https://nlp.johnsnowlabs.com//2021/08/05/bert_token_classifier_turkish_ner_tr.html) | [bert_token_classifier_turkish_ner](https://nlp.johnsnowlabs.com//2021/08/05/bert_token_classifier_turkish_ner_tr.html) |NerDLModel|tr|
| [es.embed.token_bert.spanish_ner](https://nlp.johnsnowlabs.com//2021/08/05/bert_token_classifier_spanish_ner_es.html) | [bert_token_classifier_spanish_ner](https://nlp.johnsnowlabs.com//2021/08/05/bert_token_classifier_spanish_ner_es.html) |NerDLModel|es|
| [sv.embed.token_bert.swedish_ner](https://nlp.johnsnowlabs.com//2021/08/05/bert_token_classifier_swedish_ner_sv.html) | [bert_token_classifier_swedish_ner](https://nlp.johnsnowlabs.com//2021/08/05/bert_token_classifier_swedish_ner_sv.html) |NerDLModel|sv|
| [en.ner.fewnerd](https://nlp.johnsnowlabs.com//2021/07/02/nerdl_fewnerd_100d_en.html) | [nerdl_fewnerd_100d](https://nlp.johnsnowlabs.com//2021/07/02/nerdl_fewnerd_100d_en.html) |NerDLModel|en|
| [en.ner.fewnerd_subentity](https://nlp.johnsnowlabs.com//2021/07/22/nerdl_fewnerd_subentity_100d_en.html) | [nerdl_fewnerd_subentity_100d](https://nlp.johnsnowlabs.com//2021/07/22/nerdl_fewnerd_subentity_100d_en.html) |NerDLModel|en|
| [en.ner.movie](https://nlp.johnsnowlabs.com//2021/07/20/ner_mit_movie_complex_bert_base_cased_en.html) | [ner_mit_movie_complex_bert_base_cased](https://nlp.johnsnowlabs.com//2021/07/20/ner_mit_movie_complex_bert_base_cased_en.html) |NerDLModel|en|
| [en.ner.movie_complex](https://nlp.johnsnowlabs.com//2021/07/20/ner_mit_movie_complex_bert_base_cased_en.html) | [ner_mit_movie_complex_bert_base_cased](https://nlp.johnsnowlabs.com//2021/07/20/ner_mit_movie_complex_bert_base_cased_en.html) |NerDLModel|en|
| [en.ner.movie_simple](https://nlp.johnsnowlabs.com//2021/07/20/ner_mit_movie_complex_bert_base_cased_en.html) | [ner_mit_movie_complex_bert_base_cased](https://nlp.johnsnowlabs.com//2021/07/20/ner_mit_movie_complex_bert_base_cased_en.html) |NerDLModel|en|
| [en.ner.mit_movie_complex_bert](https://nlp.johnsnowlabs.com//2021/07/20/ner_mit_movie_complex_bert_base_cased_en.html) | [ner_mit_movie_complex_bert_base_cased](https://nlp.johnsnowlabs.com//2021/07/20/ner_mit_movie_complex_bert_base_cased_en.html) |NerDLModel|en|
| [en.ner.mit_movie_complex_distilbert](https://nlp.johnsnowlabs.com//2021/07/20/ner_mit_movie_complex_distilbert_base_cased_en.html) | [ner_mit_movie_complex_distilbert_base_cased](https://nlp.johnsnowlabs.com//2021/07/20/ner_mit_movie_complex_distilbert_base_cased_en.html) |NerDLModel|en|
| [en.ner.mit_movie_simple](https://nlp.johnsnowlabs.com//2021/07/20/ner_mit_movie_simple_distilbert_base_cased_en.html) | [ner_mit_movie_simple_distilbert_base_cased](https://nlp.johnsnowlabs.com//2021/07/20/ner_mit_movie_simple_distilbert_base_cased_en.html) |NerDLModel|en|
| [en.embed_sentence.bert_use_cmlm_en_base](https://nlp.johnsnowlabs.com//2021/07/20/sent_bert_use_cmlm_en_base_en.html) | [sent_bert_use_cmlm_en_base](https://nlp.johnsnowlabs.com//2021/07/20/sent_bert_use_cmlm_en_base_en.html) |BertSentenceEmbeddings|en|
| [en.embed_sentence.bert_use_cmlm_en_large](https://nlp.johnsnowlabs.com//2021/07/20/sent_bert_use_cmlm_en_large_en.html) | [sent_bert_use_cmlm_en_large](https://nlp.johnsnowlabs.com//2021/07/20/sent_bert_use_cmlm_en_large_en.html) |BertSentenceEmbeddings|en|
| [xx.ner.xtreme_glove_840B_300](https://nlp.johnsnowlabs.com//2021/07/19/ner_xtreme_glove_840B_300_xx.html) | [ner_xtreme_glove_840B_300](https://nlp.johnsnowlabs.com//2021/07/19/ner_xtreme_glove_840B_300_xx.html) |NerDLModel|xx|
| [xx.ner.xtreme_xlm_roberta_xtreme_base](https://nlp.johnsnowlabs.com//2021/07/19/ner_xtreme_xlm_roberta_xtreme_base_xx.html) | [ner_xtreme_xlm_roberta_xtreme_base](https://nlp.johnsnowlabs.com//2021/07/19/ner_xtreme_xlm_roberta_xtreme_base_xx.html) |NerDLModel|xx|
| [xx.ner.wikiner_glove_840B_300](https://nlp.johnsnowlabs.com//2021/07/19/ner_wikiner_glove_840B_300_xx.html) | [ner_wikiner_glove_840B_300](https://nlp.johnsnowlabs.com//2021/07/19/ner_wikiner_glove_840B_300_xx.html) |NerDLModel|xx|
| [xx.ner.wikiner_xlm_roberta_base](https://nlp.johnsnowlabs.com//2021/07/19/ner_wikiner_xlm_roberta_base_xx.html) | [ner_wikiner_xlm_roberta_base](https://nlp.johnsnowlabs.com//2021/07/19/ner_wikiner_xlm_roberta_base_xx.html) |NerDLModel|xx|
| [xx.embed_sentence.bert_use_cmlm_multi_base_br](https://nlp.johnsnowlabs.com//2021/07/20/sent_bert_use_cmlm_multi_base_br_xx.html) | [sent_bert_use_cmlm_multi_base_br](https://nlp.johnsnowlabs.com//2021/07/20/sent_bert_use_cmlm_multi_base_br_xx.html) |BertSentenceEmbeddings|xx|
| [xx.embed_sentence.bert_use_cmlm_multi_base](https://nlp.johnsnowlabs.com//2021/07/20/sent_bert_use_cmlm_multi_base_xx.html) | [sent_bert_use_cmlm_multi_base](https://nlp.johnsnowlabs.com//2021/07/20/sent_bert_use_cmlm_multi_base_xx.html) |BertSentenceEmbeddings|xx|
| [xx.embed.xlm_roberta_xtreme_base](https://nlp.johnsnowlabs.com//2021/07/19/xlm_roberta_xtreme_base_xx.html) | [xlm_roberta_xtreme_base](https://nlp.johnsnowlabs.com//2021/07/19/xlm_roberta_xtreme_base_xx.html) |XlmRoBertaEmbeddings|xx|
| [xx.embed.bert_base_multilingual_cased](https://nlp.johnsnowlabs.com//2021/05/20/bert_base_multilingual_cased_xx.html) | [bert_base_multilingual_cased](https://nlp.johnsnowlabs.com//2021/05/20/bert_base_multilingual_cased_xx.html) |Embeddings|xx|
| [xx.embed.bert_base_multilingual_uncased](https://nlp.johnsnowlabs.com//2021/05/20/bert_base_multilingual_uncased_xx.html) | [bert_base_multilingual_uncased](https://nlp.johnsnowlabs.com//2021/05/20/bert_base_multilingual_uncased_xx.html) |Embeddings|xx|
| [xx.af.translate_to.ru](https://nlp.johnsnowlabs.com//2021/06/01/opus_tatoeba_af_ru_xx.html) | [opus_tatoeba_af_ru](https://nlp.johnsnowlabs.com//2021/06/01/opus_tatoeba_af_ru_xx.html) |Translation|xx|
| [xx.he.translate_to.fr](https://nlp.johnsnowlabs.com//2021/06/01/opus_tatoeba_he_fr_xx.html) | [opus_tatoeba_he_fr](https://nlp.johnsnowlabs.com//2021/06/01/opus_tatoeba_he_fr_xx.html) |Translation|xx|
| [xx.it.translate_to.he](https://nlp.johnsnowlabs.com//2021/06/01/opus_tatoeba_it_he_xx.html) | [opus_tatoeba_it_he](https://nlp.johnsnowlabs.com//2021/06/01/opus_tatoeba_it_he_xx.html) |Translation|xx|
| [xx.cs.translate_to.sv](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_cs_sv_xx.html) | [opus_mt_cs_sv](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_cs_sv_xx.html) |Translation|xx|
| [tr.classify.cyberbullying](https://nlp.johnsnowlabs.com//2021/07/21/classifierdl_berturk_cyberbullying_tr.html) | [classifierdl_berturk_cyberbullying](https://nlp.johnsnowlabs.com//2021/07/21/classifierdl_berturk_cyberbullying_tr.html) |Pipelines|tr|
| [zh.embed.xlnet](https://nlp.johnsnowlabs.com//2021/07/07/chinese_xlnet_base_zh.html) | [chinese_xlnet_base](https://nlp.johnsnowlabs.com//2021/07/07/chinese_xlnet_base_zh.html) |Embeddings|zh|
| [de.classify.news](https://nlp.johnsnowlabs.com//2021/07/12/classifierdl_bert_news_de.html) | [classifierdl_bert_news](https://nlp.johnsnowlabs.com//2021/07/12/classifierdl_bert_news_de.html) |Pipelines|de|
| [tr.classify.berturk_cyberbullying](https://nlp.johnsnowlabs.com//2021/08/13/classifierdl_berturk_cyberbullying_pipeline_tr.html) | [classifierdl_berturk_cyberbullying_pipeline](https://nlp.johnsnowlabs.com//2021/08/13/classifierdl_berturk_cyberbullying_pipeline_tr.html) |Pipelines|tr|
| [de.classify.bert_news](https://nlp.johnsnowlabs.com//2021/08/13/classifierdl_bert_news_pipeline_de.html) | [classifierdl_bert_news_pipeline](https://nlp.johnsnowlabs.com//2021/08/13/classifierdl_bert_news_pipeline_de.html) |Pipelines|de|
| [en.classify.electra_questionpair](https://nlp.johnsnowlabs.com//2021/08/25/classifierdl_electra_questionpair_pipeline_en.html) | [classifierdl_electra_questionpair_pipeline](https://nlp.johnsnowlabs.com//2021/08/25/classifierdl_electra_questionpair_pipeline_en.html) |Pipelines|en|
| [tr.classify.bert_news](https://nlp.johnsnowlabs.com//2021/08/27/classifierdl_bert_news_pipeline_tr.html) | [classifierdl_bert_news_pipeline](https://nlp.johnsnowlabs.com//2021/08/27/classifierdl_bert_news_pipeline_tr.html) |Pipelines|tr|
| [en.ner.conll_elmo](https://nlp.johnsnowlabs.com//2021/08/31/ner_conll_elmo_en.html) | [ner_conll_elmo](https://nlp.johnsnowlabs.com//2021/08/31/ner_conll_elmo_en.html) |NerDLModel|en|
| [en.ner.conll_albert_base_uncased](https://nlp.johnsnowlabs.com//2021/08/31/ner_conll_albert_base_uncased_en.html) | [ner_conll_albert_base_uncased](https://nlp.johnsnowlabs.com//2021/08/31/ner_conll_albert_base_uncased_en.html) |NerDLModel|en|
| [en.ner.conll_albert_large_uncased](https://nlp.johnsnowlabs.com//2021/08/31/ner_conll_albert_large_uncased_en.html) | [ner_conll_albert_large_uncased](https://nlp.johnsnowlabs.com//2021/08/31/ner_conll_albert_large_uncased_en.html) |NerDLModel|en|
| [en.ner.conll_xlnet_base_cased](https://nlp.johnsnowlabs.com//2021/08/31/ner_conll_xlnet_base_cased_en.html) | [ner_conll_xlnet_base_cased](https://nlp.johnsnowlabs.com//2021/08/31/ner_conll_xlnet_base_cased_en.html) |NerDLModel|en|
| [xx.embed.bert.muril](https://nlp.johnsnowlabs.com//2021/08/29/bert_muril_xx.html) | [bert_muril](https://nlp.johnsnowlabs.com//2021/08/29/bert_muril_xx.html) |BertEmbeddings|xx|
| [en.embed.bert.wiki_books_sst2](https://nlp.johnsnowlabs.com//2021/08/30/bert_wiki_books_sst2_en.html) | [bert_wiki_books_sst2](https://nlp.johnsnowlabs.com//2021/08/30/bert_wiki_books_sst2_en.html) |BertEmbeddings|en|
| [en.embed.bert.wiki_books_squad2](https://nlp.johnsnowlabs.com//2021/08/30/bert_wiki_books_squad2_en.html) | [bert_wiki_books_squad2](https://nlp.johnsnowlabs.com//2021/08/30/bert_wiki_books_squad2_en.html) |BertEmbeddings|en|
| [en.embed.bert.wiki_books_qqp](https://nlp.johnsnowlabs.com//2021/08/30/bert_wiki_books_qqp_en.html) | [bert_wiki_books_qqp](https://nlp.johnsnowlabs.com//2021/08/30/bert_wiki_books_qqp_en.html) |BertEmbeddings|en|
| [en.embed.bert.wiki_books_qnli](https://nlp.johnsnowlabs.com//2021/08/30/bert_wiki_books_qnli_en.html) | [bert_wiki_books_qnli](https://nlp.johnsnowlabs.com//2021/08/30/bert_wiki_books_qnli_en.html) |BertEmbeddings|en|
| [en.embed.bert.wiki_books_mnli](https://nlp.johnsnowlabs.com//2021/08/30/bert_wiki_books_mnli_en.html) | [bert_wiki_books_mnli](https://nlp.johnsnowlabs.com//2021/08/30/bert_wiki_books_mnli_en.html) |BertEmbeddings|en|
| [en.embed.bert.wiki_books](https://nlp.johnsnowlabs.com//2021/08/30/bert_wiki_books_en.html) | [bert_wiki_books](https://nlp.johnsnowlabs.com//2021/08/30/bert_wiki_books_en.html) |BertEmbeddings|en|
| [en.embed.bert.pubmed_squad2](https://nlp.johnsnowlabs.com//2021/08/30/bert_pubmed_squad2_en.html) | [bert_pubmed_squad2](https://nlp.johnsnowlabs.com//2021/08/30/bert_pubmed_squad2_en.html) |BertEmbeddings|en|
| [en.embed.bert.pubmed](https://nlp.johnsnowlabs.com//2021/08/30/bert_pubmed_en.html) | [bert_pubmed](https://nlp.johnsnowlabs.com//2021/08/30/bert_pubmed_en.html) |BertEmbeddings|en|
| [en.embed_sentence.bert.wiki_books_sst2](https://nlp.johnsnowlabs.com//2021/08/31/sent_bert_wiki_books_sst2_en.html) | [sent_bert_wiki_books_sst2](https://nlp.johnsnowlabs.com//2021/08/31/sent_bert_wiki_books_sst2_en.html) |BertSentenceEmbeddings|en|
| [en.embed_sentence.bert.wiki_books_squad2](https://nlp.johnsnowlabs.com//2021/08/31/sent_bert_wiki_books_squad2_en.html) | [sent_bert_wiki_books_squad2](https://nlp.johnsnowlabs.com//2021/08/31/sent_bert_wiki_books_squad2_en.html) |BertSentenceEmbeddings|en|
| [en.embed_sentence.bert.wiki_books_qqp](https://nlp.johnsnowlabs.com//2021/08/31/sent_bert_wiki_books_qqp_en.html) | [sent_bert_wiki_books_qqp](https://nlp.johnsnowlabs.com//2021/08/31/sent_bert_wiki_books_qqp_en.html) |BertSentenceEmbeddings|en|
| [en.embed_sentence.bert.wiki_books_qnli](https://nlp.johnsnowlabs.com//2021/08/31/sent_bert_wiki_books_qnli_en.html) | [sent_bert_wiki_books_qnli](https://nlp.johnsnowlabs.com//2021/08/31/sent_bert_wiki_books_qnli_en.html) |BertSentenceEmbeddings|en|
| [en.embed_sentence.bert.wiki_books_mnli](https://nlp.johnsnowlabs.com//2021/08/31/sent_bert_wiki_books_mnli_en.html) | [sent_bert_wiki_books_mnli](https://nlp.johnsnowlabs.com//2021/08/31/sent_bert_wiki_books_mnli_en.html) |BertSentenceEmbeddings|en|
| [en.embed_sentence.bert.wiki_books](https://nlp.johnsnowlabs.com//2021/08/31/sent_bert_wiki_books_en.html) | [sent_bert_wiki_books](https://nlp.johnsnowlabs.com//2021/08/31/sent_bert_wiki_books_en.html) |BertSentenceEmbeddings|en|
| [en.embed_sentence.bert.pubmed_squad2](https://nlp.johnsnowlabs.com//2021/08/31/sent_bert_pubmed_squad2_en.html) | [sent_bert_pubmed_squad2](https://nlp.johnsnowlabs.com//2021/08/31/sent_bert_pubmed_squad2_en.html) |BertSentenceEmbeddings|en|
| [en.embed_sentence.bert.pubmed](https://nlp.johnsnowlabs.com//2021/08/31/sent_bert_pubmed_en.html) | [sent_bert_pubmed](https://nlp.johnsnowlabs.com//2021/08/31/sent_bert_pubmed_en.html) |BertSentenceEmbeddings|en|
| [xx.embed_sentence.bert.muril](https://nlp.johnsnowlabs.com//2021/09/01/sent_bert_muril_xx.html) | [sent_bert_muril](https://nlp.johnsnowlabs.com//2021/09/01/sent_bert_muril_xx.html) |BertSentenceEmbeddings|xx|
| [yi.detect_sentence](https://nlp.johnsnowlabs.com//2021/08/30/sentence_detector_dl_yi.html) | [sentence_detector_dl](https://nlp.johnsnowlabs.com//2021/08/30/sentence_detector_dl_yi.html) |SentenceDetectorDLModel|yi|
| [uk.detect_sentence](https://nlp.johnsnowlabs.com//2021/08/30/sentence_detector_dl_uk.html) | [sentence_detector_dl](https://nlp.johnsnowlabs.com//2021/08/30/sentence_detector_dl_uk.html) | SentenceDetectorDLModel | uk |
| [te.detect_sentence](https://nlp.johnsnowlabs.com//2021/08/30/sentence_detector_dl_te.html) | [sentence_detector_dl](https://nlp.johnsnowlabs.com//2021/08/30/sentence_detector_dl_te.html) |SentenceDetectorDLModel|te|
| [ta.detect_sentence](https://nlp.johnsnowlabs.com//2021/08/30/sentence_detector_dl_ta.html) | [sentence_detector_dl](https://nlp.johnsnowlabs.com//2021/08/30/sentence_detector_dl_ta.html) |SentenceDetectorDLModel|ta|
| [so.detect_sentence](https://nlp.johnsnowlabs.com//2021/08/30/sentence_detector_dl_so.html) | [sentence_detector_dl](https://nlp.johnsnowlabs.com//2021/08/30/sentence_detector_dl_so.html) |SentenceDetectorDLModel|so|
| [sd.detect_sentence](https://nlp.johnsnowlabs.com//2021/08/30/sentence_detector_dl_sd.html) | [sentence_detector_dl](https://nlp.johnsnowlabs.com//2021/08/30/sentence_detector_dl_sd.html) |SentenceDetectorDLModel|sd|
| [ru.detect_sentence](https://nlp.johnsnowlabs.com//2021/08/30/sentence_detector_dl_ru.html) | [sentence_detector_dl](https://nlp.johnsnowlabs.com//2021/08/30/sentence_detector_dl_ru.html) |SentenceDetectorDLModel|ru|
| [pa.detect_sentence](https://nlp.johnsnowlabs.com//2021/08/30/sentence_detector_dl_pa.html) | [sentence_detector_dl](https://nlp.johnsnowlabs.com//2021/08/30/sentence_detector_dl_pa.html) |SentenceDetectorDLModel|pa|
| [ne.detect_sentence](https://nlp.johnsnowlabs.com//2021/08/30/sentence_detector_dl_ne.html) | [sentence_detector_dl](https://nlp.johnsnowlabs.com//2021/08/30/sentence_detector_dl_ne.html) |SentenceDetectorDLModel|ne|
| [mr.detect_sentence](https://nlp.johnsnowlabs.com//2021/08/30/sentence_detector_dl_mr.html) | [sentence_detector_dl](https://nlp.johnsnowlabs.com//2021/08/30/sentence_detector_dl_mr.html) |SentenceDetectorDLModel|mr|
| [ml.detect_sentence](https://nlp.johnsnowlabs.com//2021/08/30/sentence_detector_dl_ml.html) | [sentence_detector_dl](https://nlp.johnsnowlabs.com//2021/08/30/sentence_detector_dl_ml.html) |SentenceDetectorDLModel|ml|
| [kn.detect_sentence](https://nlp.johnsnowlabs.com//2021/08/30/sentence_detector_dl_kn.html) | [sentence_detector_dl](https://nlp.johnsnowlabs.com//2021/08/30/sentence_detector_dl_kn.html) |SentenceDetectorDLModel|kn|
| [bs.detect_sentence](https://nlp.johnsnowlabs.com//2021/08/30/sentence_detector_dl_bs.html) | [sentence_detector_dl](https://nlp.johnsnowlabs.com//2021/08/30/sentence_detector_dl_bs.html) |SentenceDetectorDLModel|bs|
| [id.detect_sentence](https://nlp.johnsnowlabs.com//2021/08/30/sentence_detector_dl_id.html) | [sentence_detector_dl](https://nlp.johnsnowlabs.com//2021/08/30/sentence_detector_dl_id.html) |SentenceDetectorDLModel|id|
| [gu.detect_sentence](https://nlp.johnsnowlabs.com//2021/08/30/sentence_detector_dl_gu.html) | [sentence_detector_dl](https://nlp.johnsnowlabs.com//2021/08/30/sentence_detector_dl_gu.html) |SentenceDetectorDLModel|gu|

New Healthcare Transformer Models
12 new models from the amazing [Spark NLP for Healthcare 3.2.0+](https://nlp.johnsnowlabs.com/docs/en/licensed_release_notes) releases, including models for `genetic variants`, `radiology`, `assertion`,
`rxnorm`, `adverse drugs` and new `clinical tokenbert` models that improves accuracy by 4% compared to the previous models.

| nlu.load() Refrence | Spark NLP Refrence |Annotator Class |
| ------------------------------------------------------------ | ------------------------------------------------------------ |------------------- |
| [en.med_ner.radiology.wip_greedy_biobert](https://nlp.johnsnowlabs.com/2021/07/26/jsl_rd_ner_wip_greedy_biobert_en.html) | [jsl_rd_ner_wip_greedy_biobert](https://nlp.johnsnowlabs.com/2021/07/26/jsl_rd_ner_wip_greedy_biobert_en.html) | MedicalNerModel
| [en.med_ner.genetic_variants](https://nlp.johnsnowlabs.com/2021/06/25/ner_genetic_variants_en.html) | [ner_genetic_variants](https://nlp.johnsnowlabs.com/2021/06/25/ner_genetic_variants_en.html) | MedicalNerModel
| [en.med_ner.jsl_slim](https://nlp.johnsnowlabs.com//2021/08/13/ner_jsl_slim_en.html) | [ner_jsl_slim](https://nlp.johnsnowlabs.com//2021/08/13/ner_jsl_slim_en.html) |MedicalNerModel|
| [en.med_ner.jsl_greedy_biobert](https://nlp.johnsnowlabs.com//2021/08/13/ner_jsl_greedy_biobert_en.html) | [ner_jsl_greedy_biobert](https://nlp.johnsnowlabs.com//2021/08/13/ner_jsl_greedy_biobert_en.html) |MedicalNerModel|
| [en.embed.token_bert.ner_clinical](https://nlp.johnsnowlabs.com//2021/08/28/bert_token_classifier_ner_clinical_en.html) | [bert_token_classifier_ner_clinical](https://nlp.johnsnowlabs.com//2021/08/28/bert_token_classifier_ner_clinical_en.html) |MedicalNerModel|
| [en.embed.token_bert.ner_jsl](https://nlp.johnsnowlabs.com//2021/08/28/bert_token_classifier_ner_jsl_en.html) | [bert_token_classifier_ner_jsl](https://nlp.johnsnowlabs.com//2021/08/28/bert_token_classifier_ner_jsl_en.html) |MedicalNerModel|
| [en.relation.ade](https://nlp.johnsnowlabs.com//2021/07/12/redl_ade_biobert_en.html) | [redl_ade_biobert](https://nlp.johnsnowlabs.com//2021/07/12/redl_ade_biobert_en.html) |RelationExtractionDLModel|
| [en.relation.ade_clinical](https://nlp.johnsnowlabs.com//2021/07/12/re_ade_clinical_en.html) | [re_ade_clinical](https://nlp.johnsnowlabs.com//2021/07/12/re_ade_clinical_en.html) |RelationExtractionDLModel|
| [en.relation.ade_biobert](https://nlp.johnsnowlabs.com//2021/07/16/re_ade_biobert_en.html) | [re_ade_biobert](https://nlp.johnsnowlabs.com//2021/07/16/re_ade_biobert_en.html) |RelationExtractionDLModel|
| [en.resolve.rxnorm_disposition](https://nlp.johnsnowlabs.com//2021/08/12/sbiobertresolve_rxnorm_disposition_en.html) | [sbiobertresolve_rxnorm_disposition](https://nlp.johnsnowlabs.com//2021/08/12/sbiobertresolve_rxnorm_disposition_en.html) |SentenceEntityResolverModel|
| [en.assert.jsl](https://nlp.johnsnowlabs.com//2021/07/24/assertion_jsl_en.html) | [assertion_jsl](https://nlp.johnsnowlabs.com//2021/07/24/assertion_jsl_en.html) |AssertionDLModel|
| [en.assert.jsl_large](https://nlp.johnsnowlabs.com//2021/07/24/assertion_jsl_large_en.html) | [assertion_jsl_large](https://nlp.johnsnowlabs.com//2021/07/24/assertion_jsl_large_en.html) |AssertionDLModel|

PyArrow Memory Optimizations
Optimized integration with Pyarrow to share memory between the Python Virtual Machine and Java Virtual Machine which yields around
7% less memory consumption on average in all computations. This improvement will take effect for everyone using the default pyspark installation, which comes with a compatible Pyarrow Version.
If you manually install or upgrade Pyarrow, please refer to the official [Spark docs ](https://spark.apache.org/docs/latest/api/python/user_guide/arrow_pandas.html#compatibility-setting-for-pyarrow-0-15-0-and-spark-2-3-x-2-4-x) and make sure
you have a Pyarrow version installed that works with your Pyspark version.
![Memory Benchmark](https://github.com/JohnSnowLabs/nlu/blob/master/docs/assets/images/releases/3_2_0/mem_benchmark.png)

New Notebooks
- [Sentence Resolution Training Notebook](https://github.com/JohnSnowLabs/nlu/blob/master/examples/colab/Training/sentence_entity_resolution/sentence_entity_resolution_training.ipynb)
- [Benchmark Notebook](https://colab.research.google.com/drive/1Ja9_QF9Sm1zhr-tyhFv6z2a3qnNjOaR6?usp=sharing)

Bugfixes
- Fixed a bug that caused the similarity matrix calculations to generate NaNs and crash

Additional NLU ressources
* [140+ NLU Tutorials](https://github.com/JohnSnowLabs/nlu/tree/master/examples)
* [Streamlit visualizations docs](https://nlu.johnsnowlabs.com/docs/en/streamlit_viz_examples)
* The complete list of all 4000+ models & pipelines in 200+ languages is available on [Models Hub](https://nlp.johnsnowlabs.com/models).
* [Spark NLP publications](https://medium.com/spark-nlp)
* [NLU in Action](https://nlp.johnsnowlabs.com/demo)
* [NLU documentation](https://nlu.johnsnowlabs.com/docs/en/install)
* [Discussions](https://github.com/JohnSnowLabs/spark-nlp/discussions) Engage with other community members, share ideas, and show off how you use Spark NLP and NLU!

1 line Install NLU on Google Colab
!wget https://setup.johnsnowlabs.com/nlu/colab.sh -O - | bash
1 line Install NLU on Kaggle
!wget https://setup.johnsnowlabs.com/nlu/kaggle.sh -O - | bash
Install via PIP
! pip install nlu pyspark streamlit==0.80.0

3.1.1

We are very excited to announce NLU 3.1.1 has been released!
It features a new Sentence Embedding visualization component for Streamlit which supports all 10+ previous dimension
reduction techniques. Additionally, all embedding visualizations now support [Latent Dirichlet Allocation](https://scikit-learn.org/stable/modules/generated/sklearn.decomposition.LatentDirichletAllocation.html) for dimension reduction.
Finally, 2 new trainable models for NER and chunk resolution are supported, a new drug normalizer algorithm has been added,
20+ new pre-trained models including Multi-Lingual, German,
various healthcare models and improved NER defaults when using licensed models that have NER dependencies.

Streamlit Sentence Embedding visualization via Manifold and Matrix Decomposition algorithms

<kbd>function</kbd> `pipe.viz_streamlit_sentence_embed_manifold`

Visualize Sentence Embeddings in `1-D`, `2-D`, or `3-D` by `Reducing Dimensionality` via 12 Supported methods from [Manifold Algorithms](https://scikit-learn.org/stable/modules/classes.html#module-sklearn.manifold)
and [Matrix Decomposition Algorithms](https://scikit-learn.org/stable/modules/classes.html#module-sklearn.decomposition).
Additionally, you can color the lower dimensional points with a label that has been previously assigned to the text by specifying a list of nlu references in the `additional_classifiers_for_coloring` parameter.
You can also select additional classifiers via the GUI.

- Reduces Dimensionality of high dimensional Sentence Embeddings to `1-D`, `2-D`, or `3-D` and plot the resulting data in an interactive `Plotly` plot
- Applicable with [any of the 100+ Sentence Embedding models](https://nlp.johnsnowlabs.com/models?task=Embeddings)
- Color points by classifying with any of the 100+ [Document Classifiers](https://nlp.johnsnowlabs.com/models?task=Text+Classification)
- Gemerates `NUM-DIMENSIONS` * `NUM-EMBEDDINGS` * `NUM-DIMENSION-REDUCTION-ALGOS` plots

python
text= """You can visualize any of the 100 + Sentence Embeddings
with 10+ dimension reduction algorithms
and view the results in 3D, 2D, and 1D
which can be colored by various classifier labels!
"""
nlu.load('embed_sentence.bert').viz_streamlit_sentence_embed_manifold(text)

<img src="https://github.com/JohnSnowLabs/nlu/blob/master/docs/assets/streamlit_docs_assets/gif/sentence_embedding_dimension_reduction/sentence_manifold_low_qual.gif?raw=true">

<kbd>function parameters</kbd> `pipe.viz_streamlit_sentence_embed_manifold`
| Argument | Type | Default |Description |
|----------------------------|------------|-----------------------------------------------------------|---------------------------------------------------------|
|`default_texts`| `List[str]` | ("Donald Trump likes to party!", "Angela Merkel likes to party!", 'Peter HATES TO PARTTY!!!! :(') | List of strings to apply classifiers, embeddings, and manifolds to. |
| `text` | `Optional[str]` | `'Billy likes to swim'` | Text to predict classes for. |
|`sub_title`| `Optional[str]` | "Apply any of the 11 `Manifold` or `Matrix Decomposition` algorithms to reduce the dimensionality of `Sentence Embeddings` to `1-D`, `2-D` and `3-D` " | Sub title of the Streamlit app |
|`default_algos_to_apply`| `List[str]` | `["TSNE", "PCA"]` | A list Manifold and Matrix Decomposition Algorithms to apply. Can be either `'TSNE'`,`'ISOMAP'`,`'LLE'`,`'Spectral Embedding'`, `'MDS'`,`'PCA'`,`'SVD aka LSA'`,`'DictionaryLearning'`,`'FactorAnalysis'`,`'FastICA'` or `'KernelPCA'`, |
|`target_dimensions`| `List[int]` | `(1,2,3)` | Defines the target dimension embeddings will be reduced to |
|`show_algo_select`| `bool` | `True` | Show selector for Manifold and Matrix Decomposition Algorithms |
|`show_embed_select`| `bool` | `True` | Show selector for Embedding Selection |
|`show_color_select`| `bool` | `True` | Show selector for coloring plots |
|`display_embed_information` | `bool` | `True` | Show additional embedding information like `dimension`, `nlu_reference`, `spark_nlp_reference`, `sotrage_reference`, `modelhub link` and more.|
| `set_wide_layout_CSS` | `bool` | `True` | Whether to inject custom CSS or not.|
|`num_cols` | `int` | `2` | How many columns should for the layout in streamlit when rendering the similarity matrixes.|
| `key` | `str` | `"NLU_streamlit"` | Key for the Streamlit elements drawn |
|`additional_classifiers_for_coloring` | `List[str]`|`['sentiment.imdb']` | List of additional NLU references to load for generting hue colors |
| `show_model_select` | `bool` | `True` | Show a model selection dropdowns that makes any of the 1000+ models avaiable in 1 click |
| `model_select_position` | `str` | `'side'` | [Whether to output the positions of predictions or not, see `pipe.predict(positions=true`) for more info](https://nlu.johnsnowlabs.com/docs/en/predict_api#output-positions-parameter) |
| `show_logo` | `bool` | `True` | Show logo |
| `display_infos` | `bool` | `False` | Display additonal information about ISO codes and the NLU namespace structure.|
| `n_jobs` | `Optional[int]` | `3`| `False` | How many cores to use for paralellzing when using Sklearn Dimension Reduction algorithms. |

General Streamlit enhancements

Support for [Latent Dirichlet Allocation](https://scikit-learn.org/stable/modules/generated/sklearn.decomposition.LatentDirichletAllocation.html)
The [Latent Dirichlet Allocation](https://scikit-learn.org/stable/modules/generated/sklearn.decomposition.LatentDirichletAllocation.html) algorithm is now supported
for the Word Embedding Visualizations and the Sentence Embedding Visualizations
Normalization of Vectors before calculating sentence similarity.
WordEmbedding vectors will now be normalized before calculating similarity scores, which bounds each similarity between 0 and 1

Control order of plots
You can now control the order in Which visualizations appear in the main GUI

Sentence Embedding Visualization

Chunk Entity Resolver Training
[Chunk Entity Resolver Training Tutorial Notebook]()
Named Entities are sub pieces in textual data which are labeled with classes.
These classes and strings are still ambigous though and it is not possible to group semantically identically entities without any definition of `terminology`.
With the `Chunk Resolver` you can train a state-of-the-art deep learning architecture to map entities to their unique terminological representation.

Train a chunk resolver on a dataset with columns named `y` , `_y` and `text`. `y` is a label, `_y` is an extra identifier label, `text` is the raw text

python
import pandas as pd
dataset = pd.DataFrame({
'text': ['The Tesla company is good to invest is', 'TSLA is good to invest','TESLA INC. we should buy','PUT ALL MONEY IN TSLA inc!!'],
'y': ['23','23','23','23']
'_y': ['TESLA','TESLA','TESLA','TESLA'],

})

trainable_pipe = nlu.load('train.resolve_chunks')
fitted_pipe = trainable_pipe.fit(dataset)
res = fitted_pipe.predict(dataset)
fitted_pipe.predict(["Peter told me to buy Tesla ", 'I have money to loose, is TSLA a good option?'])

| entity_resolution_confidence | entity_resolution_code | entity_resolution | document |
|:-------------------------------|:-------------------------|:--------------------|:----------------------------------------------|

3.1.0

We are extremely excited to announce the release of NLU 3.1 !
This is our biggest release so far and it comes with over `2600+ new models in 200+` languages, including `DistilBERT`, `RoBERTa`, and `XLM-RoBERTa` and Huggingface based Embeddings from the [incredible Spark-NLP 3.1.0 release](https://github.com/JohnSnowLabs/spark-nlp/releases/tag/3.1.0),
new `Streamlit Visualizations` for visualizing Word Embeddings in `3-D`, `2-D`, and `1-D`,
New Healthcare pipelines for `healthcare code mappings`
and finally `confidence extraction` for open source NER models.
Additionally, the NLU Namespace has been renamed to the NLU Spellbook, to reflect the magicalness of each 1-liners represented by them!

Streamlit Word Embedding visualization via Manifold and Matrix Decomposition algorithms

<kbd>function</kbd> `pipe.viz_streamlit_word_embed_manifold`

Visualize Word Embeddings in `1-D`, `2-D`, or `3-D` by `Reducing Dimensionality` via 11 Supported methods from [Manifold Algorithms](https://scikit-learn.org/stable/modules/classes.html#module-sklearn.manifold)
and [Matrix Decomposition Algorithms](https://scikit-learn.org/stable/modules/classes.html#module-sklearn.decomposition).
Additionally, you can color the lower dimensional points with a label that has been previously assigned to the text by specifying a list of nlu references in the `additional_classifiers_for_coloring` parameter.

- Reduces Dimensionality of high dimensional Word Embeddings to `1-D`, `2-D`, or `3-D` and plot the resulting data in an interactive `Plotly` plot
- Applicable with [any of the 100+ Word Embedding models](https://nlp.johnsnowlabs.com/models?task=Embeddings)
- Color points by classifying with any of the 100+ [Parts of Speech Classifiers](https://nlp.johnsnowlabs.com/models?task=Part+of+Speech+Tagging) or [Document Classifiers](https://nlp.johnsnowlabs.com/models?task=Text+Classification)
- Gemerates `NUM-DIMENSIONS` * `NUM-EMBEDDINGS` * `NUM-DIMENSION-REDUCTION-ALGOS` plots

python
nlu.load('bert',verbose=True).viz_streamlit_word_embed_manifold(default_texts=THE_MATRIX_ARCHITECT_SCRIPT.split('\n'),default_algos_to_apply=['TSNE'],MAX_DISPLAY_NUM=5)

<img src="https://github.com/JohnSnowLabs/nlu/blob/master/docs/assets/streamlit_docs_assets/gif/word_embed_dimension_reduction/manifold_intro.gif?raw=true">

<kbd>function parameters</kbd> `pipe.viz_streamlit_word_embed_manifold`
| Argument | Type | Default |Description |
|--------------------------- | ---------- |-----------------------------------------------------------| ------------------------------------------------------- |
`default_texts`| `List[str]` | ("Donald Trump likes to party!", "Angela Merkel likes to party!", 'Peter HATES TO PARTTY!!!! :(') | List of strings to apply classifiers, embeddings, and manifolds to.
| `text` | `Optional[str]` | `'Billy likes to swim'` | Text to predict classes for. |
`sub_title`| ` Optional[str]` | "Apply any of the 11 `Manifold` or `Matrix Decomposition` algorithms to reduce the dimensionality of `Word Embeddings` to `1-D`, `2-D` and `3-D` " | Sub title of the Streamlit app
`default_algos_to_apply`| `List[str]` | `["TSNE", "PCA"]` | A list Manifold and Matrix Decomposition Algorithms to apply. Can be either `'TSNE'`,`'ISOMAP'`,`'LLE'`,`'Spectral Embedding'`, `'MDS'`,`'PCA'`,`'SVD aka LSA'`,`'DictionaryLearning'`,`'FactorAnalysis'`,`'FastICA'` or `'KernelPCA'`,
`target_dimensions`| `List[int]` | `(1,2,3)` | Defines the target dimension embeddings will be reduced to
`show_algo_select`| `bool` | `True` | Show selector for Manifold and Matrix Decomposition Algorithms
`show_embed_select`| `bool` | `True` | Show selector for Embedding Selection
`show_color_select`| `bool` | `True` | Show selector for coloring plots
`MAX_DISPLAY_NUM`| `int`|`100` | Cap maximum number of Tokens displayed
|`display_embed_information` | `bool` | `True` | Show additional embedding information like `dimension`, `nlu_reference`, `spark_nlp_reference`, `sotrage_reference`, `modelhub link` and more.
| `set_wide_layout_CSS` | `bool` | `True` | Whether to inject custom CSS or not.
|`num_cols` | `int` | `2` | How many columns should for the layout in streamlit when rendering the similarity matrixes.
| `key` | `str` | `"NLU_streamlit"` | Key for the Streamlit elements drawn
`additional_classifiers_for_coloring`| `List[str]`|`['pos', 'sentiment.imdb']` | List of additional NLU references to load for generting hue colors
| `show_model_select` | `bool` | `True` | Show a model selection dropdowns that makes any of the 1000+ models avaiable in 1 click
| `model_select_position` | `str` | `'side'` | [Whether to output the positions of predictions or not, see `pipe.predict(positions=true`) for more info](https://nlu.johnsnowlabs.com/docs/en/predict_api#output-positions-parameter) |
| `show_logo` | `bool` | `True` | Show logo
| `display_infos` | `bool` | `False` | Display additonal information about ISO codes and the NLU namespace structure.
| `n_jobs`| `Optional[int]` | `3`| `False` | How many cores to use for paralellzing when using Sklearn Dimension Reduction algorithms.

Larger Example showcasing more dimension reduction techniques on a larger corpus :

<img src="https://github.com/JohnSnowLabs/nlu/blob/master/docs/assets/streamlit_docs_assets/gif/word_embed_dimension_reduction/big_example_word_embedding_dimension_reduction.gif?raw=true">

[Supported Manifold Algorithms ](https://scikit-learn.org/stable/modules/classes.html#module-sklearn.manifold)
- [TSNE](https://scikit-learn.org/stable/modules/generated/sklearn.manifold.TSNE.html#sklearn.manifold.TSNE)
- [ISOMAP](https://scikit-learn.org/stable/modules/generated/sklearn.manifold.Isomap.html#sklearn.manifold.Isomap)
- [LLE](https://scikit-learn.org/stable/modules/generated/sklearn.manifold.LocallyLinearEmbedding.html#sklearn.manifold.LocallyLinearEmbedding)
- [Spectral Embedding](https://scikit-learn.org/stable/modules/generated/sklearn.manifold.SpectralEmbedding.html#sklearn.manifold.SpectralEmbedding)
- [MDS](https://scikit-learn.org/stable/modules/generated/sklearn.manifold.MDS.html#sklearn.manifold.MDS)

[Supported Matrix Decomposition Algorithms ](https://scikit-learn.org/stable/modules/classes.html#module-sklearn.decomposition)
- [PCA](https://scikit-learn.org/stable/modules/generated/sklearn.decomposition.PCA.html#sklearn.decomposition.PCA)
- [Truncated SVD aka LSA](https://scikit-learn.org/stable/modules/generated/sklearn.decomposition.TruncatedSVD.html#sklearn.decomposition.TruncatedSVD)
- [DictionaryLearning](https://scikit-learn.org/stable/modules/generated/sklearn.decomposition.DictionaryLearning.html#sklearn.decomposition.DictionaryLearning)
- [FactorAnalysis](https://scikit-learn.org/stable/modules/generated/sklearn.decomposition.FactorAnalysis.html#sklearn.decomposition.FactorAnalysis)
- [FastICA](https://scikit-learn.org/stable/modules/generated/fastica-function.html#sklearn.decomposition.fastica)
- [KernelPCA](https://scikit-learn.org/stable/modules/generated/sklearn.decomposition.KernelPCA.html#sklearn.decomposition.KernelPCA)

New Healthcare Pipelines Pipelines
Five new healthcare code mapping pipelines:
- `nlu.load(en.resolve.icd10cm.umls)`: This pretrained pipeline maps ICD10CM codes to UMLS codes without using any text data. You’ll just feed white space-delimited ICD10CM codes and it will return the corresponding UMLS codes as a list. If there is no mapping, the original code is returned with no mapping.

`{'icd10cm': ['M89.50', 'R82.2', 'R09.01'],'umls': ['C4721411', 'C0159076', 'C0004044']}`

- `nlu.load(en.resolve.mesh.umls)`: This pretrained pipeline maps MeSH codes to UMLS codes without using any text data. You’ll just feed white space-delimited MeSH codes and it will return the corresponding UMLS codes as a list. If there is no mapping, the original code is returned with no mapping.

`{'mesh': ['C028491', 'D019326', 'C579867'],'umls': ['C0970275', 'C0886627', 'C3696376']}`

- `nlu.load(en.resolve.rxnorm.umls)`: This pretrained pipeline maps RxNorm codes to UMLS codes without using any text data. You’ll just feed white space-delimited RxNorm codes and it will return the corresponding UMLS codes as a list. If there is no mapping, the original code is returned with no mapping.

`{'rxnorm': ['1161611', '315677', '343663'],'umls': ['C3215948', 'C0984912', 'C1146501']}`

- `nlu.load(en.resolve.rxnorm.mesh)`: This pretrained pipeline maps RxNorm codes to MeSH codes without using any text data. You’ll just feed white space-delimited RxNorm codes and it will return the corresponding MeSH codes as a list. If there is no mapping, the original code is returned with no mapping.

`{'rxnorm': ['1191', '6809', '47613'],'mesh': ['D001241', 'D008687', 'D019355']}`

- `nlu.load(en.resolve.snomed.umls)`: This pretrained pipeline maps SNOMED codes to UMLS codes without using any text data. You’ll just feed white space-delimited SNOMED codes and it will return the corresponding UMLS codes as a list. If there is no mapping, the original code is returned with no mapping.
`{'snomed': ['733187009', '449433008', '51264003'],'umls': ['C4546029', 'C3164619', 'C0271267']}`

New Healthcare Pipelines

|NLU Reference| Spark NLP Reference |
|---------------|---------------------|
|[en.resolve.icd10cm.umls]((https://nlp.johnsnowlabs.com/2021/05/04/icd10cm_umls_mapping_en.html)) | [icd10cm_umls_mapping](https://nlp.johnsnowlabs.com/2021/05/04/icd10cm_umls_mapping_en.html) |
|[en.resolve.mesh.umls ]((https://nlp.johnsnowlabs.com/2021/05/04/mesh_umls_mapping_en.html)) | [mesh_umls_mapping](https://nlp.johnsnowlabs.com/2021/05/04/mesh_umls_mapping_en.html) |
|[en.resolve.rxnorm.umls ]((https://nlp.johnsnowlabs.com/2021/05/04/rxnorm_umls_mapping_en.html)) | [rxnorm_umls_mapping](https://nlp.johnsnowlabs.com/2021/05/04/rxnorm_umls_mapping_en.html) |
|[en.resolve.rxnorm.mesh ]((https://nlp.johnsnowlabs.com/2021/05/04/rxnorm_mesh_mapping_en.html)) | [rxnorm_mesh_mapping](https://nlp.johnsnowlabs.com/2021/05/04/rxnorm_mesh_mapping_en.html) |
|[en.resolve.snomed.umls ]((https://nlp.johnsnowlabs.com/2021/05/04/snomed_umls_mapping_en.html)) | [snomed_umls_mapping](https://nlp.johnsnowlabs.com/2021/05/04/snomed_umls_mapping_en.html) |
|[en.explain_doc.carp ]((https://nlp.johnsnowlabs.com/2021/04/01/explain_clinical_doc_carp_en.html)) | [explain_clinical_doc_carp](https://nlp.johnsnowlabs.com/2021/04/01/explain_clinical_doc_carp_en.html) |
|[en.explain_doc.era ]((https://nlp.johnsnowlabs.com/2021/04/01/explain_clinical_doc_era_en.html)) | [explain_clinical_doc_era](https://nlp.johnsnowlabs.com/2021/04/01/explain_clinical_doc_era_en.html) |

New Open Source Models and Pipelines

| nlu.load() Refrence | Spark NLP Refrence |
| ------------------------------------------------------------ | ------------------------------------------------------------ |
| [en.embed.distilbert](https://nlp.johnsnowlabs.com//2021/05/20/distilbert_base_cased_en.html) | [distilbert_base_cased](https://nlp.johnsnowlabs.com//2021/05/20/distilbert_base_cased_en.html) |
| [en.embed.distilbert.base](https://nlp.johnsnowlabs.com//2021/05/20/distilbert_base_cased_en.html) | [distilbert_base_cased](https://nlp.johnsnowlabs.com//2021/05/20/distilbert_base_cased_en.html) |
| [en.embed.distilbert.base.uncased](https://nlp.johnsnowlabs.com//2021/05/20/distilbert_base_uncased_en.html) | [distilbert_base_uncased](https://nlp.johnsnowlabs.com//2021/05/20/distilbert_base_uncased_en.html) |
| [en.embed.distilroberta](https://nlp.johnsnowlabs.com//2021/05/20/distilroberta_base_en.html) | [distilroberta_base](https://nlp.johnsnowlabs.com//2021/05/20/distilroberta_base_en.html) |
| [en.embed.roberta](https://nlp.johnsnowlabs.com//2021/05/20/roberta_base_en.html) | [roberta_base](https://nlp.johnsnowlabs.com//2021/05/20/roberta_base_en.html) |
| [en.embed.roberta.base](https://nlp.johnsnowlabs.com//2021/05/20/roberta_base_en.html) | [roberta_base](https://nlp.johnsnowlabs.com//2021/05/20/roberta_base_en.html) |
| [en.embed.roberta.large](https://nlp.johnsnowlabs.com//2021/05/20/roberta_large_en.html) | [roberta_large](https://nlp.johnsnowlabs.com//2021/05/20/roberta_large_en.html) |
| [xx.marian](https://nlp.johnsnowlabs.com//2020/12/28/opus_mt_en_fr_xx.html) | [opus_mt_en_fr](https://nlp.johnsnowlabs.com//2020/12/28/opus_mt_en_fr_xx.html) |
| [xx.embed.distilbert.](https://nlp.johnsnowlabs.com//2021/05/20/distilbert_base_multilingual_cased_xx.html) | [distilbert_base_multilingual_cased](https://nlp.johnsnowlabs.com//2021/05/20/distilbert_base_multilingual_cased_xx.html) |
| [xx.embed.xlm](https://nlp.johnsnowlabs.com//2021/05/25/xlm_roberta_base_xx.html) | [xlm_roberta_base](https://nlp.johnsnowlabs.com//2021/05/25/xlm_roberta_base_xx.html) |
| [xx.embed.xlm.base](https://nlp.johnsnowlabs.com//2021/05/25/xlm_roberta_base_xx.html) | [xlm_roberta_base](https://nlp.johnsnowlabs.com//2021/05/25/xlm_roberta_base_xx.html) |
| [xx.embed.xlm.twitter](https://nlp.johnsnowlabs.com//2021/05/25/twitter_xlm_roberta_base_xx.html) | [twitter_xlm_roberta_base](https://nlp.johnsnowlabs.com//2021/05/25/twitter_xlm_roberta_base_xx.html) |
| [zh.embed.bert](https://nlp.johnsnowlabs.com//2021/05/20/bert_base_chinese_zh.html) | [bert_base_chinese](https://nlp.johnsnowlabs.com//2021/05/20/bert_base_chinese_zh.html) |
| [zh.embed.bert.wwm](https://nlp.johnsnowlabs.com//2021/05/20/chinese_bert_wwm_zh.html) | [chinese_bert_wwm](https://nlp.johnsnowlabs.com//2021/05/20/chinese_bert_wwm_zh.html) |
| [de.embed.bert](https://nlp.johnsnowlabs.com//2021/05/20/bert_base_german_cased_de.html) | [bert_base_german_cased](https://nlp.johnsnowlabs.com//2021/05/20/bert_base_german_cased_de.html) |
| [de.embed.bert.uncased](https://nlp.johnsnowlabs.com/2021/05/20/bert_base_german_uncased_de.html) | [bert_base_german_uncased](https://nlp.johnsnowlabs.com/2021/05/20/bert_base_german_uncased_de.html) |
| [nl.embed.bert](https://nlp.johnsnowlabs.com//2021/05/20/bert_base_dutch_cased_nl.html) | [bert_base_dutch_cased](https://nlp.johnsnowlabs.com//2021/05/20/bert_base_dutch_cased_nl.html) |
| [it.embed.bert](https://nlp.johnsnowlabs.com//2021/05/20/bert_base_italian_cased_it.html) | [bert_base_italian_cased](https://nlp.johnsnowlabs.com//2021/05/20/bert_base_italian_cased_it.html) |
| [tr.embed.bert](https://nlp.johnsnowlabs.com//2021/05/20/bert_base_turkish_cased_tr.html) | [bert_base_turkish_cased](https://nlp.johnsnowlabs.com//2021/05/20/bert_base_turkish_cased_tr.html) |
| [tr.embed.bert.uncased](https://nlp.johnsnowlabs.com/2021/05/20/bert_base_turkish_uncased_tr.html) | [bert_base_turkish_uncased](https://nlp.johnsnowlabs.com/2021/05/20/bert_base_turkish_uncased_tr.html) |
| [xx.fr.marian.translate_to.bcl](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_bcl_fr_xx.html) | [opus_mt_bcl_fr](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_bcl_fr_xx.html) |
| [xx.tr.marian.translate_to.ar](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_ar_tr_xx.html) | [opus_mt_ar_tr](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_ar_tr_xx.html) |
| [xx.sv.marian.translate_to.af](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_af_sv_xx.html) | [opus_mt_af_sv](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_af_sv_xx.html) |
| [xx.de.marian.translate_to.ar](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_ar_de_xx.html) | [opus_mt_ar_de](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_ar_de_xx.html) |
| [xx.fr.marian.translate_to.bi](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_bi_fr_xx.html) | [opus_mt_bi_fr](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_bi_fr_xx.html) |
| [xx.es.marian.translate_to.bi](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_bi_es_xx.html) | [opus_mt_bi_es](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_bi_es_xx.html) |
| [xx.fi.marian.translate_to.af](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_af_fi_xx.html) | [opus_mt_af_fi](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_af_fi_xx.html) |
| [xx.fi.marian.translate_to.crs](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_crs_fi_xx.html) | [opus_mt_crs_fi](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_crs_fi_xx.html) |
| [xx.fi.marian.translate_to.bem](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_bem_fi_xx.html) | [opus_mt_bem_fi](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_bem_fi_xx.html) |
| [xx.sv.marian.translate_to.bem](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_bem_sv_xx.html) | [opus_mt_bem_sv](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_bem_sv_xx.html) |
| [xx.it.marian.translate_to.ca](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_ca_it_xx.html) | [opus_mt_ca_it](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_ca_it_xx.html) |
| [xx.fr.marian.translate_to.ca](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_ca_fr_xx.html) | [opus_mt_ca_fr](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_ca_fr_xx.html) |
| [xx.es.marian.translate_to.bcl](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_bcl_es_xx.html) | [opus_mt_bcl_es](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_bcl_es_xx.html) |
| [xx.uk.marian.translate_to.ca](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_ca_uk_xx.html) | [opus_mt_ca_uk](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_ca_uk_xx.html) |
| [xx.fr.marian.translate_to.bem](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_bem_fr_xx.html) | [opus_mt_bem_fr](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_bem_fr_xx.html) |
| [xx.de.marian.translate_to.af](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_af_de_xx.html) | [opus_mt_af_de](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_af_de_xx.html) |
| [xx.nl.marian.translate_to.af](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_af_nl_xx.html) | [opus_mt_af_nl](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_af_nl_xx.html) |
| [xx.fr.marian.translate_to.ase](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_ase_fr_xx.html) | [opus_mt_ase_fr](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_ase_fr_xx.html) |
| [xx.es.marian.translate_to.az](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_az_es_xx.html) | [opus_mt_az_es](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_az_es_xx.html) |
| [xx.es.marian.translate_to.chk](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_chk_es_xx.html) | [opus_mt_chk_es](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_chk_es_xx.html) |
| [xx.sv.marian.translate_to.ceb](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_ceb_sv_xx.html) | [opus_mt_ceb_sv](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_ceb_sv_xx.html) |
| [xx.es.marian.translate_to.ceb](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_ceb_es_xx.html) | [opus_mt_ceb_es](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_ceb_es_xx.html) |
| [xx.es.marian.translate_to.aed](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_aed_es_xx.html) | [opus_mt_aed_es](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_aed_es_xx.html) |
| [xx.pl.marian.translate_to.ar](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_ar_pl_xx.html) | [opus_mt_ar_pl](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_ar_pl_xx.html) |
| [xx.es.marian.translate_to.bem](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_bem_es_xx.html) | [opus_mt_bem_es](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_bem_es_xx.html) |
| [xx.eo.marian.translate_to.af](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_af_eo_xx.html) | [opus_mt_af_eo](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_af_eo_xx.html) |
| [xx.fr.marian.translate_to.cs](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_cs_fr_xx.html) | [opus_mt_cs_fr](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_cs_fr_xx.html) |
| [xx.fi.marian.translate_to.bcl](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_bcl_fi_xx.html) | [opus_mt_bcl_fi](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_bcl_fi_xx.html) |
| [xx.es.marian.translate_to.crs](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_crs_es_xx.html) | [opus_mt_crs_es](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_crs_es_xx.html) |
| [xx.sv.marian.translate_to.bi](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_bi_sv_xx.html) | [opus_mt_bi_sv](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_bi_sv_xx.html) |
| [xx.de.marian.translate_to.bg](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_bg_de_xx.html) | [opus_mt_bg_de](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_bg_de_xx.html) |
| [xx.ru.marian.translate_to.ar](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_ar_ru_xx.html) | [opus_mt_ar_ru](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_ar_ru_xx.html) |
| [xx.es.marian.translate_to.bg](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_bg_es_xx.html) | [opus_mt_bg_es](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_bg_es_xx.html) |
| [xx.uk.marian.translate_to.cs](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_cs_uk_xx.html) | [opus_mt_cs_uk](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_cs_uk_xx.html) |
| [xx.sv.marian.translate_to.bzs](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_bzs_sv_xx.html) | [opus_mt_bzs_sv](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_bzs_sv_xx.html) |
| [xx.es.marian.translate_to.be](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_be_es_xx.html) | [opus_mt_be_es](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_be_es_xx.html) |
| [xx.es.marian.translate_to.bzs](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_bzs_es_xx.html) | [opus_mt_bzs_es](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_bzs_es_xx.html) |
| [xx.fr.marian.translate_to.af](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_af_fr_xx.html) | [opus_mt_af_fr](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_af_fr_xx.html) |
| [xx.pt.marian.translate_to.ca](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_ca_pt_xx.html) | [opus_mt_ca_pt](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_ca_pt_xx.html) |
| [xx.fr.marian.translate_to.chk](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_chk_fr_xx.html) | [opus_mt_chk_fr](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_chk_fr_xx.html) |
| [xx.de.marian.translate_to.ase](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_ase_de_xx.html) | [opus_mt_ase_de](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_ase_de_xx.html) |
| [xx.it.marian.translate_to.ar](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_ar_it_xx.html) | [opus_mt_ar_it](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_ar_it_xx.html) |
| [xx.fi.marian.translate_to.ceb](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_ceb_fi_xx.html) | [opus_mt_ceb_fi](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_ceb_fi_xx.html) |
| [xx.cpp.marian.translate_to.cpp](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_cpp_cpp_xx.html) | [opus_mt_cpp_cpp](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_cpp_cpp_xx.html) |
| [xx.fr.marian.translate_to.ber](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_ber_fr_xx.html) | [opus_mt_ber_fr](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_ber_fr_xx.html) |
| [xx.ru.marian.translate_to.bg](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_bg_ru_xx.html) | [opus_mt_bg_ru](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_bg_ru_xx.html) |
| [xx.es.marian.translate_to.ase](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_ase_es_xx.html) | [opus_mt_ase_es](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_ase_es_xx.html) |
| [xx.es.marian.translate_to.af](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_af_es_xx.html) | [opus_mt_af_es](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_af_es_xx.html) |
| [xx.it.marian.translate_to.bg](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_bg_it_xx.html) | [opus_mt_bg_it](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_bg_it_xx.html) |
| [xx.sv.marian.translate_to.am](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_am_sv_xx.html) | [opus_mt_am_sv](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_am_sv_xx.html) |
| [xx.eo.marian.translate_to.ar](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_ar_eo_xx.html) | [opus_mt_ar_eo](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_ar_eo_xx.html) |
| [xx.fr.marian.translate_to.ceb](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_ceb_fr_xx.html) | [opus_mt_ceb_fr](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_ceb_fr_xx.html) |
| [xx.es.marian.translate_to.ca](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_ca_es_xx.html) | [opus_mt_ca_es](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_ca_es_xx.html) |
| [xx.fi.marian.translate_to.bzs](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_bzs_fi_xx.html) | [opus_mt_bzs_fi](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_bzs_fi_xx.html) |
| [xx.de.marian.translate_to.crs](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_crs_de_xx.html) | [opus_mt_crs_de](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_crs_de_xx.html) |
| [xx.fi.marian.translate_to.cs](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_cs_fi_xx.html) | [opus_mt_cs_fi](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_cs_fi_xx.html) |
| [xx.afa.marian.translate_to.afa](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_afa_afa_xx.html) | [opus_mt_afa_afa](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_afa_afa_xx.html) |
| [xx.sv.marian.translate_to.bg](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_bg_sv_xx.html) | [opus_mt_bg_sv](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_bg_sv_xx.html) |
| [xx.tr.marian.translate_to.bg](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_bg_tr_xx.html) | [opus_mt_bg_tr](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_bg_tr_xx.html) |
| [xx.fr.marian.translate_to.crs](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_crs_fr_xx.html) | [opus_mt_crs_fr](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_crs_fr_xx.html) |
| [xx.sv.marian.translate_to.ase](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_ase_sv_xx.html) | [opus_mt_ase_sv](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_ase_sv_xx.html) |
| [xx.de.marian.translate_to.cs](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_cs_de_xx.html) | [opus_mt_cs_de](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_cs_de_xx.html) |
| [xx.eo.marian.translate_to.cs](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_cs_eo_xx.html) | [opus_mt_cs_eo](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_cs_eo_xx.html) |
| [xx.sv.marian.translate_to.chk](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_chk_sv_xx.html) | [opus_mt_chk_sv](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_chk_sv_xx.html) |
| [xx.sv.marian.translate_to.bcl](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_bcl_sv_xx.html) | [opus_mt_bcl_sv](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_bcl_sv_xx.html) |
| [xx.fr.marian.translate_to.ar](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_ar_fr_xx.html) | [opus_mt_ar_fr](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_ar_fr_xx.html) |
| [xx.ru.marian.translate_to.af](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_af_ru_xx.html) | [opus_mt_af_ru](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_af_ru_xx.html) |
| [xx.he.marian.translate_to.ar](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_ar_he_xx.html) | [opus_mt_ar_he](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_ar_he_xx.html) |
| [xx.fi.marian.translate_to.bg](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_bg_fi_xx.html) | [opus_mt_bg_fi](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_bg_fi_xx.html) |
| [xx.es.marian.translate_to.ber](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_ber_es_xx.html) | [opus_mt_ber_es](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_ber_es_xx.html) |
| [xx.es.marian.translate_to.ar](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_ar_es_xx.html) | [opus_mt_ar_es](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_ar_es_xx.html) |
| [xx.uk.marian.translate_to.bg](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_bg_uk_xx.html) | [opus_mt_bg_uk](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_bg_uk_xx.html) |
| [xx.fr.marian.translate_to.bzs](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_bzs_fr_xx.html) | [opus_mt_bzs_fr](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_bzs_fr_xx.html) |
| [xx.el.marian.translate_to.ar](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_ar_el_xx.html) | [opus_mt_ar_el](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_ar_el_xx.html) |
| [xx.nl.marian.translate_to.ca](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_ca_nl_xx.html) | [opus_mt_ca_nl](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_ca_nl_xx.html) |
| [xx.de.marian.translate_to.bcl](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_bcl_de_xx.html) | [opus_mt_bcl_de](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_bcl_de_xx.html) |
| [xx.eo.marian.translate_to.bg](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_bg_eo_xx.html) | [opus_mt_bg_eo](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_bg_eo_xx.html) |
| [xx.de.marian.translate_to.efi](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_efi_de_xx.html) | [opus_mt_efi_de](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_efi_de_xx.html) |
| [xx.bzs.marian.translate_to.de](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_de_bzs_xx.html) | [opus_mt_de_bzs](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_de_bzs_xx.html) |
| [xx.fj.marian.translate_to.de](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_de_fj_xx.html) | [opus_mt_de_fj](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_de_fj_xx.html) |
| [xx.fi.marian.translate_to.da](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_da_fi_xx.html) | [opus_mt_da_fi](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_da_fi_xx.html) |
| [xx.no.marian.translate_to.da](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_da_no_xx.html) | [opus_mt_da_no](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_da_no_xx.html) |
| [xx.cs.marian.translate_to.de](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_de_cs_xx.html) | [opus_mt_de_cs](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_de_cs_xx.html) |
| [xx.efi.marian.translate_to.de](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_de_efi_xx.html) | [opus_mt_de_efi](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_de_efi_xx.html) |
| [xx.gil.marian.translate_to.de](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_de_gil_xx.html) | [opus_mt_de_gil](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_de_gil_xx.html) |
| [xx.bcl.marian.translate_to.de](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_de_bcl_xx.html) | [opus_mt_de_bcl](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_de_bcl_xx.html) |
| [xx.pag.marian.translate_to.de](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_de_pag_xx.html) | [opus_mt_de_pag](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_de_pag_xx.html) |
| [xx.kg.marian.translate_to.de](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_de_kg_xx.html) | [opus_mt_de_kg](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_de_kg_xx.html) |
| [xx.fi.marian.translate_to.efi](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_efi_fi_xx.html) | [opus_mt_efi_fi](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_efi_fi_xx.html) |
| [xx.is.marian.translate_to.de](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_de_is_xx.html) | [opus_mt_de_is](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_de_is_xx.html) |
| [xx.fr.marian.translate_to.da](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_da_fr_xx.html) | [opus_mt_da_fr](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_da_fr_xx.html) |
| [xx.pl.marian.translate_to.de](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_de_pl_xx.html) | [opus_mt_de_pl](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_de_pl_xx.html) |
| [xx.ln.marian.translate_to.de](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_de_ln_xx.html) | [opus_mt_de_ln](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_de_ln_xx.html) |
| [xx.pap.marian.translate_to.de](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_de_pap_xx.html) | [opus_mt_de_pap](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_de_pap_xx.html) |
| [xx.vi.marian.translate_to.de](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_de_vi_xx.html) | [opus_mt_de_vi](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_de_vi_xx.html) |
| [xx.no.marian.translate_to.de](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_de_no_xx.html) | [opus_mt_de_no](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_de_no_xx.html) |
| [xx.eo.marian.translate_to.el](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_el_eo_xx.html) | [opus_mt_el_eo](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_el_eo_xx.html) |
| [xx.af.marian.translate_to.de](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_de_af_xx.html) | [opus_mt_de_af](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_de_af_xx.html) |
| [xx.es.marian.translate_to.ee](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_ee_es_xx.html) | [opus_mt_ee_es](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_ee_es_xx.html) |
| [xx.eo.marian.translate_to.de](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_de_eo_xx.html) | [opus_mt_de_eo](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_de_eo_xx.html) |
| [xx.bi.marian.translate_to.de](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_de_bi_xx.html) | [opus_mt_de_bi](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_de_bi_xx.html) |
| [xx.mt.marian.translate_to.de](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_de_mt_xx.html) | [opus_mt_de_mt](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_de_mt_xx.html) |
| [xx.lt.marian.translate_to.de](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_de_lt_xx.html) | [opus_mt_de_lt](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_de_lt_xx.html) |
| [xx.bg.marian.translate_to.de](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_de_bg_xx.html) | [opus_mt_de_bg](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_de_bg_xx.html) |
| [xx.hil.marian.translate_to.de](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_de_hil_xx.html) | [opus_mt_de_hil](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_de_hil_xx.html) |
| [xx.eu.marian.translate_to.de](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_de_eu_xx.html) | [opus_mt_de_eu](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_de_eu_xx.html) |
| [xx.da.marian.translate_to.de](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_de_da_xx.html) | [opus_mt_de_da](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_de_da_xx.html) |
| [xx.ms.marian.translate_to.de](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_de_ms_xx.html) | [opus_mt_de_ms](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_de_ms_xx.html) |
| [xx.he.marian.translate_to.de](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_de_he_xx.html) | [opus_mt_de_he](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_de_he_xx.html) |
| [xx.et.marian.translate_to.de](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_de_et_xx.html) | [opus_mt_de_et](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_de_et_xx.html) |
| [xx.es.marian.translate_to.de](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_de_es_xx.html) | [opus_mt_de_es](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_de_es_xx.html) |
| [xx.fr.marian.translate_to.el](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_el_fr_xx.html) | [opus_mt_el_fr](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_el_fr_xx.html) |
| [xx.fr.marian.translate_to.ee](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_ee_fr_xx.html) | [opus_mt_ee_fr](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_ee_fr_xx.html) |
| [xx.el.marian.translate_to.de](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_de_el_xx.html) | [opus_mt_de_el](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_de_el_xx.html) |
| [xx.sv.marian.translate_to.el](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_el_sv_xx.html) | [opus_mt_el_sv](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_el_sv_xx.html) |
| [xx.es.marian.translate_to.csn](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_csn_es_xx.html) | [opus_mt_csn_es](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_csn_es_xx.html) |
| [xx.tl.marian.translate_to.de](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_de_tl_xx.html) | [opus_mt_de_tl](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_de_tl_xx.html) |
| [xx.pon.marian.translate_to.de](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_de_pon_xx.html) | [opus_mt_de_pon](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_de_pon_xx.html) |
| [xx.fr.marian.translate_to.efi](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_efi_fr_xx.html) | [opus_mt_efi_fr](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_efi_fr_xx.html) |
| [xx.uk.marian.translate_to.de](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_de_uk_xx.html) | [opus_mt_de_uk](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_de_uk_xx.html) |
| [xx.ar.marian.translate_to.el](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_el_ar_xx.html) | [opus_mt_el_ar](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_el_ar_xx.html) |
| [xx.fi.marian.translate_to.el](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_el_fi_xx.html) | [opus_mt_el_fi](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_el_fi_xx.html) |
| [xx.ig.marian.translate_to.de](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_de_ig_xx.html) | [opus_mt_de_ig](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_de_ig_xx.html) |
| [xx.guw.marian.translate_to.de](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_de_guw_xx.html) | [opus_mt_de_guw](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_de_guw_xx.html) |
| [xx.iso.marian.translate_to.de](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_de_iso_xx.html) | [opus_mt_de_iso](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_de_iso_xx.html) |
| [xx.sv.marian.translate_to.efi](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_efi_sv_xx.html) | [opus_mt_efi_sv](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_efi_sv_xx.html) |
| [xx.ha.marian.translate_to.de](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_de_ha_xx.html) | [opus_mt_de_ha](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_de_ha_xx.html) |
| [xx.fr.marian.translate_to.de](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_de_fr_xx.html) | [opus_mt_de_fr](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_de_fr_xx.html) |
| [xx.gaa.marian.translate_to.de](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_de_gaa_xx.html) | [opus_mt_de_gaa](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_de_gaa_xx.html) |
| [xx.nso.marian.translate_to.de](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_de_nso_xx.html) | [opus_mt_de_nso](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_de_nso_xx.html) |
| [xx.ht.marian.translate_to.de](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_de_ht_xx.html) | [opus_mt_de_ht](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_de_ht_xx.html) |
| [xx.nl.marian.translate_to.de](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_de_nl_xx.html) | [opus_mt_de_nl](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_de_nl_xx.html) |
| [xx.sv.marian.translate_to.ee](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_ee_sv_xx.html) | [opus_mt_ee_sv](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_ee_sv_xx.html) |
| [xx.fi.marian.translate_to.ee](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_ee_fi_xx.html) | [opus_mt_ee_fi](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_ee_fi_xx.html) |
| [xx.de.marian.translate_to.ee](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_ee_de_xx.html) | [opus_mt_ee_de](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_ee_de_xx.html) |
| [xx.eo.marian.translate_to.da](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_da_eo_xx.html) | [opus_mt_da_eo](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_da_eo_xx.html) |
| [xx.es.marian.translate_to.csg](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_csg_es_xx.html) | [opus_mt_csg_es](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_csg_es_xx.html) |
| [xx.de.marian.translate_to.da](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_da_de_xx.html) | [opus_mt_da_de](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_da_de_xx.html) |
| [xx.ar.marian.translate_to.de](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_de_ar_xx.html) | [opus_mt_de_ar](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_de_ar_xx.html) |
| [xx.hu.marian.translate_to.de](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_de_hu_xx.html) | [opus_mt_de_hu](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_de_hu_xx.html) |
| [xx.ca.marian.translate_to.de](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_de_ca_xx.html) | [opus_mt_de_ca](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_de_ca_xx.html) |
| [xx.pis.marian.translate_to.de](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_de_pis_xx.html) | [opus_mt_de_pis](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_de_pis_xx.html) |
| [xx.ho.marian.translate_to.de](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_de_ho_xx.html) | [opus_mt_de_ho](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_de_ho_xx.html) |
| [xx.de.marian.translate_to.de](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_de_de_xx.html) | [opus_mt_de_de](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_de_de_xx.html) |
| [xx.lua.marian.translate_to.de](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_de_lua_xx.html) | [opus_mt_de_lua](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_de_lua_xx.html) |
| [xx.loz.marian.translate_to.de](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_de_loz_xx.html) | [opus_mt_de_loz](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_de_loz_xx.html) |
| [xx.crs.marian.translate_to.de](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_de_crs_xx.html) | [opus_mt_de_crs](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_de_crs_xx.html) |
| [xx.es.marian.translate_to.da](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_da_es_xx.html) | [opus_mt_da_es](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_da_es_xx.html) |
| [xx.ee.marian.translate_to.de](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_de_ee_xx.html) | [opus_mt_de_ee](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_de_ee_xx.html) |
| [xx.it.marian.translate_to.de](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_de_it_xx.html) | [opus_mt_de_it](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_de_it_xx.html) |
| [xx.ilo.marian.translate_to.de](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_de_ilo_xx.html) | [opus_mt_de_ilo](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_de_ilo_xx.html) |
| [xx.ny.marian.translate_to.de](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_de_ny_xx.html) | [opus_mt_de_ny](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_de_ny_xx.html) |
| [xx.fi.marian.translate_to.de](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_de_fi_xx.html) | [opus_mt_de_fi](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_de_fi_xx.html) |
| [xx.ase.marian.translate_to.de](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_de_ase_xx.html) | [opus_mt_de_ase](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_de_ase_xx.html) |
| [xx.hr.marian.translate_to.de](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_de_hr_xx.html) | [opus_mt_de_hr](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_de_hr_xx.html) |
| [xx.sl.marian.translate_to.fi](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fi_sl_xx.html) | [opus_mt_fi_sl](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fi_sl_xx.html) |
| [xx.sk.marian.translate_to.fi](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fi_sk_xx.html) | [opus_mt_fi_sk](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fi_sk_xx.html) |
| [xx.ru.marian.translate_to.es](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_es_ru_xx.html) | [opus_mt_es_ru](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_es_ru_xx.html) |
| [xx.sn.marian.translate_to.fi](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fi_sn_xx.html) | [opus_mt_fi_sn](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fi_sn_xx.html) |
| [xx.pl.marian.translate_to.eo](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_eo_pl_xx.html) | [opus_mt_eo_pl](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_eo_pl_xx.html) |
| [xx.cs.marian.translate_to.es](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_es_cs_xx.html) | [opus_mt_es_cs](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_es_cs_xx.html) |
| [xx.wls.marian.translate_to.fi](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fi_wls_xx.html) | [opus_mt_fi_wls](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fi_wls_xx.html) |
| [xx.gaa.marian.translate_to.fi](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fi_gaa_xx.html) | [opus_mt_fi_gaa](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fi_gaa_xx.html) |
| [xx.is.marian.translate_to.fi](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fi_is_xx.html) | [opus_mt_fi_is](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fi_is_xx.html) |
| [xx.ha.marian.translate_to.es](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_es_ha_xx.html) | [opus_mt_es_ha](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_es_ha_xx.html) |
| [xx.nl.marian.translate_to.es](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_es_nl_xx.html) | [opus_mt_es_nl](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_es_nl_xx.html) |
| [xx.ha.marian.translate_to.fi](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fi_ha_xx.html) | [opus_mt_fi_ha](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fi_ha_xx.html) |
| [xx.fj.marian.translate_to.fi](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fi_fj_xx.html) | [opus_mt_fi_fj](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fi_fj_xx.html) |
| [xx.ber.marian.translate_to.es](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_es_ber_xx.html) | [opus_mt_es_ber](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_es_ber_xx.html) |
| [xx.ho.marian.translate_to.fi](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fi_ho_xx.html) | [opus_mt_fi_ho](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fi_ho_xx.html) |
| [xx.ny.marian.translate_to.fi](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fi_ny_xx.html) | [opus_mt_fi_ny](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fi_ny_xx.html) |
| [xx.sl.marian.translate_to.es](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_es_sl_xx.html) | [opus_mt_es_sl](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_es_sl_xx.html) |
| [xx.ts.marian.translate_to.fi](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fi_ts_xx.html) | [opus_mt_fi_ts](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fi_ts_xx.html) |
| [xx.el.marian.translate_to.eo](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_eo_el_xx.html) | [opus_mt_eo_el](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_eo_el_xx.html) |
| [xx.war.marian.translate_to.fi](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fi_war_xx.html) | [opus_mt_fi_war](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fi_war_xx.html) |
| [xx.cs.marian.translate_to.fi](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fi_cs_xx.html) | [opus_mt_fi_cs](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fi_cs_xx.html) |
| [xx.loz.marian.translate_to.es](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_es_loz_xx.html) | [opus_mt_es_loz](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_es_loz_xx.html) |
| [xx.mk.marian.translate_to.fi](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fi_mk_xx.html) | [opus_mt_fi_mk](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fi_mk_xx.html) |
| [xx.bg.marian.translate_to.es](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_es_bg_xx.html) | [opus_mt_es_bg](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_es_bg_xx.html) |
| [xx.srn.marian.translate_to.fi](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fi_srn_xx.html) | [opus_mt_fi_srn](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fi_srn_xx.html) |
| [xx.is.marian.translate_to.es](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_es_is_xx.html) | [opus_mt_es_is](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_es_is_xx.html) |
| [xx.hu.marian.translate_to.eo](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_eo_hu_xx.html) | [opus_mt_eo_hu](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_eo_hu_xx.html) |
| [xx.tw.marian.translate_to.fi](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fi_tw_xx.html) | [opus_mt_fi_tw](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fi_tw_xx.html) |
| [xx.mt.marian.translate_to.fi](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fi_mt_xx.html) | [opus_mt_fi_mt](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fi_mt_xx.html) |
| [xx.fr.marian.translate_to.es](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_es_fr_xx.html) | [opus_mt_es_fr](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_es_fr_xx.html) |
| [xx.yo.marian.translate_to.es](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_es_yo_xx.html) | [opus_mt_es_yo](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_es_yo_xx.html) |
| [xx.xh.marian.translate_to.fi](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fi_xh_xx.html) | [opus_mt_fi_xh](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fi_xh_xx.html) |
| [xx.lv.marian.translate_to.fi](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fi_lv_xx.html) | [opus_mt_fi_lv](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fi_lv_xx.html) |
| [xx.de.marian.translate_to.fi](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fi_de_xx.html) | [opus_mt_fi_de](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fi_de_xx.html) |
| [xx.ve.marian.translate_to.es](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_es_ve_xx.html) | [opus_mt_es_ve](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_es_ve_xx.html) |
| [xx.es.marian.translate_to.fi](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fi_es_xx.html) | [opus_mt_fi_es](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fi_es_xx.html) |
| [xx.eo.marian.translate_to.es](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_es_eo_xx.html) | [opus_mt_es_eo](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_es_eo_xx.html) |
| [xx.cs.marian.translate_to.eo](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_eo_cs_xx.html) | [opus_mt_eo_cs](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_eo_cs_xx.html) |
| [xx.mt.marian.translate_to.es](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_es_mt_xx.html) | [opus_mt_es_mt](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_es_mt_xx.html) |
| [xx.el.marian.translate_to.es](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_es_el_xx.html) | [opus_mt_es_el](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_es_el_xx.html) |
| [xx.ee.marian.translate_to.es](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_es_ee_xx.html) | [opus_mt_es_ee](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_es_ee_xx.html) |
| [xx.de.marian.translate_to.eu](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_eu_de_xx.html) | [opus_mt_eu_de](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_eu_de_xx.html) |
| [xx.et.marian.translate_to.es](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_es_et_xx.html) | [opus_mt_es_et](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_es_et_xx.html) |
| [xx.fi.marian.translate_to.et](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_et_fi_xx.html) | [opus_mt_et_fi](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_et_fi_xx.html) |
| [xx.wls.marian.translate_to.es](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_es_wls_xx.html) | [opus_mt_es_wls](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_es_wls_xx.html) |
| [xx.mg.marian.translate_to.fi](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fi_mg_xx.html) | [opus_mt_fi_mg](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fi_mg_xx.html) |
| [xx.eu.marian.translate_to.es](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_es_eu_xx.html) | [opus_mt_es_eu](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_es_eu_xx.html) |
| [xx.lua.marian.translate_to.es](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_es_lua_xx.html) | [opus_mt_es_lua](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_es_lua_xx.html) |
| [xx.pon.marian.translate_to.es](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_es_pon_xx.html) | [opus_mt_es_pon](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_es_pon_xx.html) |
| [xx.mfe.marian.translate_to.fi](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fi_mfe_xx.html) | [opus_mt_fi_mfe](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fi_mfe_xx.html) |
| [xx.he.marian.translate_to.eo](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_eo_he_xx.html) | [opus_mt_eo_he](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_eo_he_xx.html) |
| [xx.id.marian.translate_to.es](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_es_id_xx.html) | [opus_mt_es_id](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_es_id_xx.html) |
| [xx.xh.marian.translate_to.es](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_es_xh_xx.html) | [opus_mt_es_xh](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_es_xh_xx.html) |
| [xx.ar.marian.translate_to.es](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_es_ar_xx.html) | [opus_mt_es_ar](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_es_ar_xx.html) |
| [xx.crs.marian.translate_to.es](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_es_crs_xx.html) | [opus_mt_es_crs](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_es_crs_xx.html) |
| [xx.es.marian.translate_to.eu](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_eu_es_xx.html) | [opus_mt_eu_es](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_eu_es_xx.html) |
| [xx.tpi.marian.translate_to.fi](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fi_tpi_xx.html) | [opus_mt_fi_tpi](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fi_tpi_xx.html) |
| [xx.pis.marian.translate_to.fi](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fi_pis_xx.html) | [opus_mt_fi_pis](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fi_pis_xx.html) |
| [xx.vi.marian.translate_to.es](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_es_vi_xx.html) | [opus_mt_es_vi](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_es_vi_xx.html) |
| [xx.es.marian.translate_to.et](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_et_es_xx.html) | [opus_mt_et_es](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_et_es_xx.html) |
| [xx.rw.marian.translate_to.fi](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fi_rw_xx.html) | [opus_mt_fi_rw](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fi_rw_xx.html) |
| [xx.gl.marian.translate_to.es](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_es_gl_xx.html) | [opus_mt_es_gl](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_es_gl_xx.html) |
| [xx.pt.marian.translate_to.eo](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_eo_pt_xx.html) | [opus_mt_eo_pt](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_eo_pt_xx.html) |
| [xx.he.marian.translate_to.fi](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fi_he_xx.html) | [opus_mt_fi_he](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fi_he_xx.html) |
| [xx.af.marian.translate_to.fi](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fi_af_xx.html) | [opus_mt_fi_af](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fi_af_xx.html) |
| [xx.ru.marian.translate_to.fi](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fi_ru_xx.html) | [opus_mt_fi_ru](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fi_ru_xx.html) |
| [xx.ve.marian.translate_to.fi](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fi_ve_xx.html) | [opus_mt_fi_ve](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fi_ve_xx.html) |
| [xx.ca.marian.translate_to.es](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_es_ca_xx.html) | [opus_mt_es_ca](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_es_ca_xx.html) |
| [xx.tr.marian.translate_to.fi](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fi_tr_xx.html) | [opus_mt_fi_tr](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fi_tr_xx.html) |
| [xx.ht.marian.translate_to.fi](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fi_ht_xx.html) | [opus_mt_fi_ht](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fi_ht_xx.html) |
| [xx.nl.marian.translate_to.fi](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fi_nl_xx.html) | [opus_mt_fi_nl](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fi_nl_xx.html) |
| [xx.iso.marian.translate_to.fi](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fi_iso_xx.html) | [opus_mt_fi_iso](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fi_iso_xx.html) |
| [xx.fi.marian.translate_to.es](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_es_fi_xx.html) | [opus_mt_es_fi](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_es_fi_xx.html) |
| [xx.da.marian.translate_to.eo](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_eo_da_xx.html) | [opus_mt_eo_da](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_eo_da_xx.html) |
| [xx.ln.marian.translate_to.es](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_es_ln_xx.html) | [opus_mt_es_ln](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_es_ln_xx.html) |
| [xx.csn.marian.translate_to.es](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_es_csn_xx.html) | [opus_mt_es_csn](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_es_csn_xx.html) |
| [xx.pon.marian.translate_to.fi](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fi_pon_xx.html) | [opus_mt_fi_pon](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fi_pon_xx.html) |
| [xx.af.marian.translate_to.eo](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_eo_af_xx.html) | [opus_mt_eo_af](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_eo_af_xx.html) |
| [xx.bzs.marian.translate_to.fi](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fi_bzs_xx.html) | [opus_mt_fi_bzs](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fi_bzs_xx.html) |
| [xx.no.marian.translate_to.es](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_es_no_xx.html) | [opus_mt_es_no](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_es_no_xx.html) |
| [xx.es.marian.translate_to.es](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_es_es_xx.html) | [opus_mt_es_es](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_es_es_xx.html) |
| [xx.lua.marian.translate_to.fi](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fi_lua_xx.html) | [opus_mt_fi_lua](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fi_lua_xx.html) |
| [xx.yua.marian.translate_to.es](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_es_yua_xx.html) | [opus_mt_es_yua](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_es_yua_xx.html) |
| [xx.ru.marian.translate_to.eu](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_eu_ru_xx.html) | [opus_mt_eu_ru](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_eu_ru_xx.html) |
| [xx.tpi.marian.translate_to.es](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_es_tpi_xx.html) | [opus_mt_es_tpi](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_es_tpi_xx.html) |
| [xx.lue.marian.translate_to.fi](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fi_lue_xx.html) | [opus_mt_fi_lue](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fi_lue_xx.html) |
| [xx.sv.marian.translate_to.eo](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_eo_sv_xx.html) | [opus_mt_eo_sv](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_eo_sv_xx.html) |
| [xx.niu.marian.translate_to.es](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_es_niu_xx.html) | [opus_mt_es_niu](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_es_niu_xx.html) |
| [xx.tiv.marian.translate_to.fi](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fi_tiv_xx.html) | [opus_mt_fi_tiv](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fi_tiv_xx.html) |
| [xx.pag.marian.translate_to.es](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_es_pag_xx.html) | [opus_mt_es_pag](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_es_pag_xx.html) |
| [xx.run.marian.translate_to.fi](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fi_run_xx.html) | [opus_mt_fi_run](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fi_run_xx.html) |
| [xx.ty.marian.translate_to.es](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_es_ty_xx.html) | [opus_mt_es_ty](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_es_ty_xx.html) |
| [xx.gil.marian.translate_to.es](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_es_gil_xx.html) | [opus_mt_es_gil](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_es_gil_xx.html) |
| [xx.ln.marian.translate_to.fi](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fi_ln_xx.html) | [opus_mt_fi_ln](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fi_ln_xx.html) |
| [xx.ty.marian.translate_to.fi](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fi_ty_xx.html) | [opus_mt_fi_ty](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fi_ty_xx.html) |
| [xx.prl.marian.translate_to.es](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_es_prl_xx.html) | [opus_mt_es_prl](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_es_prl_xx.html) |
| [xx.kg.marian.translate_to.es](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_es_kg_xx.html) | [opus_mt_es_kg](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_es_kg_xx.html) |
| [xx.rw.marian.translate_to.es](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_es_rw_xx.html) | [opus_mt_es_rw](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_es_rw_xx.html) |
| [xx.kqn.marian.translate_to.fi](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fi_kqn_xx.html) | [opus_mt_fi_kqn](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fi_kqn_xx.html) |
| [xx.sq.marian.translate_to.fi](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fi_sq_xx.html) | [opus_mt_fi_sq](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fi_sq_xx.html) |
| [xx.sw.marian.translate_to.fi](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fi_sw_xx.html) | [opus_mt_fi_sw](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fi_sw_xx.html) |
| [xx.csg.marian.translate_to.es](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_es_csg_xx.html) | [opus_mt_es_csg](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_es_csg_xx.html) |
| [xx.ro.marian.translate_to.es](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_es_ro_xx.html) | [opus_mt_es_ro](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_es_ro_xx.html) |
| [xx.ee.marian.translate_to.fi](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fi_ee_xx.html) | [opus_mt_fi_ee](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fi_ee_xx.html) |
| [xx.ilo.marian.translate_to.fi](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fi_ilo_xx.html) | [opus_mt_fi_ilo](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fi_ilo_xx.html) |
| [xx.eo.marian.translate_to.fi](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fi_eo_xx.html) | [opus_mt_fi_eo](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fi_eo_xx.html) |
| [xx.iso.marian.translate_to.es](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_es_iso_xx.html) | [opus_mt_es_iso](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_es_iso_xx.html) |
| [xx.bem.marian.translate_to.fi](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fi_bem_xx.html) | [opus_mt_fi_bem](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fi_bem_xx.html) |
| [xx.tn.marian.translate_to.fi](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fi_tn_xx.html) | [opus_mt_fi_tn](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fi_tn_xx.html) |
| [xx.da.marian.translate_to.es](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_es_da_xx.html) | [opus_mt_es_da](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_es_da_xx.html) |
| [xx.es.marian.translate_to.eo](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_eo_es_xx.html) | [opus_mt_eo_es](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_eo_es_xx.html) |
| [xx.ru.marian.translate_to.eo](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_eo_ru_xx.html) | [opus_mt_eo_ru](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_eo_ru_xx.html) |
| [xx.rn.marian.translate_to.es](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_es_rn_xx.html) | [opus_mt_es_rn](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_es_rn_xx.html) |
| [xx.lt.marian.translate_to.es](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_es_lt_xx.html) | [opus_mt_es_lt](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_es_lt_xx.html) |
| [xx.guw.marian.translate_to.es](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_es_guw_xx.html) | [opus_mt_es_guw](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_es_guw_xx.html) |
| [xx.tvl.marian.translate_to.es](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_es_tvl_xx.html) | [opus_mt_es_tvl](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_es_tvl_xx.html) |
| [xx.fr.marian.translate_to.et](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_et_fr_xx.html) | [opus_mt_et_fr](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_et_fr_xx.html) |
| [xx.ht.marian.translate_to.es](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_es_ht_xx.html) | [opus_mt_es_ht](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_es_ht_xx.html) |
| [xx.mos.marian.translate_to.fi](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fi_mos_xx.html) | [opus_mt_fi_mos](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fi_mos_xx.html) |
| [xx.ase.marian.translate_to.es](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_es_ase_xx.html) | [opus_mt_es_ase](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_es_ase_xx.html) |
| [xx.crs.marian.translate_to.fi](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fi_crs_xx.html) | [opus_mt_fi_crs](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fi_crs_xx.html) |
| [xx.bcl.marian.translate_to.fi](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fi_bcl_xx.html) | [opus_mt_fi_bcl](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fi_bcl_xx.html) |
| [xx.tvl.marian.translate_to.fi](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fi_tvl_xx.html) | [opus_mt_fi_tvl](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fi_tvl_xx.html) |
| [xx.lus.marian.translate_to.fi](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fi_lus_xx.html) | [opus_mt_fi_lus](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fi_lus_xx.html) |
| [xx.he.marian.translate_to.es](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_es_he_xx.html) | [opus_mt_es_he](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_es_he_xx.html) |
| [xx.pis.marian.translate_to.es](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_es_pis_xx.html) | [opus_mt_es_pis](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_es_pis_xx.html) |
| [xx.it.marian.translate_to.es](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_es_it_xx.html) | [opus_mt_es_it](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_es_it_xx.html) |
| [xx.fi.marian.translate_to.eo](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_eo_fi_xx.html) | [opus_mt_eo_fi](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_eo_fi_xx.html) |
| [xx.tw.marian.translate_to.es](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_es_tw_xx.html) | [opus_mt_es_tw](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_es_tw_xx.html) |
| [xx.aed.marian.translate_to.es](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_es_aed_xx.html) | [opus_mt_es_aed](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_es_aed_xx.html) |
| [xx.bzs.marian.translate_to.es](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_es_bzs_xx.html) | [opus_mt_es_bzs](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_es_bzs_xx.html) |
| [xx.nso.marian.translate_to.fi](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fi_nso_xx.html) | [opus_mt_fi_nso](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fi_nso_xx.html) |
| [xx.gaa.marian.translate_to.es](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_es_gaa_xx.html) | [opus_mt_es_gaa](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_es_gaa_xx.html) |
| [xx.zai.marian.translate_to.es](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_es_zai_xx.html) | [opus_mt_es_zai](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_es_zai_xx.html) |
| [xx.no.marian.translate_to.fi](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fi_no_xx.html) | [opus_mt_fi_no](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fi_no_xx.html) |
| [xx.uk.marian.translate_to.fi](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fi_uk_xx.html) | [opus_mt_fi_uk](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fi_uk_xx.html) |
| [xx.sg.marian.translate_to.es](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_es_sg_xx.html) | [opus_mt_es_sg](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_es_sg_xx.html) |
| [xx.ilo.marian.translate_to.es](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_es_ilo_xx.html) | [opus_mt_es_ilo](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_es_ilo_xx.html) |
| [xx.bg.marian.translate_to.eo](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_eo_bg_xx.html) | [opus_mt_eo_bg](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_eo_bg_xx.html) |
| [xx.pap.marian.translate_to.fi](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fi_pap_xx.html) | [opus_mt_fi_pap](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fi_pap_xx.html) |
| [xx.ho.marian.translate_to.es](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_es_ho_xx.html) | [opus_mt_es_ho](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_es_ho_xx.html) |
| [xx.toi.marian.translate_to.fi](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fi_toi_xx.html) | [opus_mt_fi_toi](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fi_toi_xx.html) |
| [xx.st.marian.translate_to.es](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_es_st_xx.html) | [opus_mt_es_st](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_es_st_xx.html) |
| [xx.to.marian.translate_to.fi](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fi_to_xx.html) | [opus_mt_fi_to](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fi_to_xx.html) |
| [xx.kg.marian.translate_to.fi](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fi_kg_xx.html) | [opus_mt_fi_kg](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fi_kg_xx.html) |
| [xx.sv.marian.translate_to.fi](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fi_sv_xx.html) | [opus_mt_fi_sv](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fi_sv_xx.html) |
| [xx.tll.marian.translate_to.fi](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fi_tll_xx.html) | [opus_mt_fi_tll](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fi_tll_xx.html) |
| [xx.ceb.marian.translate_to.es](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_es_ceb_xx.html) | [opus_mt_es_ceb](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_es_ceb_xx.html) |
| [xx.ig.marian.translate_to.es](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_es_ig_xx.html) | [opus_mt_es_ig](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_es_ig_xx.html) |
| [xx.sv.marian.translate_to.et](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_et_sv_xx.html) | [opus_mt_et_sv](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_et_sv_xx.html) |
| [xx.af.marian.translate_to.es](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_es_af_xx.html) | [opus_mt_es_af](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_es_af_xx.html) |
| [xx.pl.marian.translate_to.es](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_es_pl_xx.html) | [opus_mt_es_pl](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_es_pl_xx.html) |
| [xx.ro.marian.translate_to.eo](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_eo_ro_xx.html) | [opus_mt_eo_ro](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_eo_ro_xx.html) |
| [xx.tn.marian.translate_to.es](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_es_tn_xx.html) | [opus_mt_es_tn](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_es_tn_xx.html) |
| [xx.sm.marian.translate_to.fi](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fi_sm_xx.html) | [opus_mt_fi_sm](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fi_sm_xx.html) |
| [xx.mk.marian.translate_to.es](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_es_mk_xx.html) | [opus_mt_es_mk](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_es_mk_xx.html) |
| [xx.id.marian.translate_to.fi](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fi_id_xx.html) | [opus_mt_fi_id](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fi_id_xx.html) |
| [xx.hr.marian.translate_to.fi](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fi_hr_xx.html) | [opus_mt_fi_hr](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fi_hr_xx.html) |
| [xx.sg.marian.translate_to.fi](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fi_sg_xx.html) | [opus_mt_fi_sg](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fi_sg_xx.html) |
| [xx.hil.marian.translate_to.fi](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fi_hil_xx.html) | [opus_mt_fi_hil](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fi_hil_xx.html) |
| [xx.nl.marian.translate_to.eo](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_eo_nl_xx.html) | [opus_mt_eo_nl](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_eo_nl_xx.html) |
| [xx.pap.marian.translate_to.es](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_es_pap_xx.html) | [opus_mt_es_pap](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_es_pap_xx.html) |
| [xx.fr.marian.translate_to.fi](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fi_fr_xx.html) | [opus_mt_fi_fr](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fi_fr_xx.html) |
| [xx.bi.marian.translate_to.es](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_es_bi_xx.html) | [opus_mt_es_bi](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_es_bi_xx.html) |
| [xx.fi.marian.translate_to.fi](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fi_fi_xx.html) | [opus_mt_fi_fi](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fi_fi_xx.html) |
| [xx.nso.marian.translate_to.es](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_es_nso_xx.html) | [opus_mt_es_nso](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_es_nso_xx.html) |
| [xx.et.marian.translate_to.fi](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fi_et_xx.html) | [opus_mt_fi_et](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fi_et_xx.html) |
| [xx.uk.marian.translate_to.es](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_es_uk_xx.html) | [opus_mt_es_uk](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_es_uk_xx.html) |
| [xx.sh.marian.translate_to.eo](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_eo_sh_xx.html) | [opus_mt_eo_sh](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_eo_sh_xx.html) |
| [xx.lu.marian.translate_to.fi](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fi_lu_xx.html) | [opus_mt_fi_lu](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fi_lu_xx.html) |
| [xx.gil.marian.translate_to.fi](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fi_gil_xx.html) | [opus_mt_fi_gil](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fi_gil_xx.html) |
| [xx.ro.marian.translate_to.fi](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fi_ro_xx.html) | [opus_mt_fi_ro](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fi_ro_xx.html) |
| [xx.it.marian.translate_to.eo](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_eo_it_xx.html) | [opus_mt_eo_it](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_eo_it_xx.html) |
| [xx.hu.marian.translate_to.fi](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fi_hu_xx.html) | [opus_mt_fi_hu](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fi_hu_xx.html) |
| [xx.bcl.marian.translate_to.es](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_es_bcl_xx.html) | [opus_mt_es_bcl](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_es_bcl_xx.html) |
| [xx.fse.marian.translate_to.fi](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fi_fse_xx.html) | [opus_mt_fi_fse](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fi_fse_xx.html) |
| [xx.hil.marian.translate_to.es](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_es_hil_xx.html) | [opus_mt_es_hil](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_es_hil_xx.html) |
| [xx.ig.marian.translate_to.fi](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fi_ig_xx.html) | [opus_mt_fi_ig](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fi_ig_xx.html) |
| [xx.tl.marian.translate_to.es](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_es_tl_xx.html) | [opus_mt_es_tl](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_es_tl_xx.html) |
| [xx.pag.marian.translate_to.fi](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fi_pag_xx.html) | [opus_mt_fi_pag](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fi_pag_xx.html) |
| [xx.guw.marian.translate_to.fi](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fi_guw_xx.html) | [opus_mt_fi_guw](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fi_guw_xx.html) |
| [xx.swc.marian.translate_to.es](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_es_swc_xx.html) | [opus_mt_es_swc](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_es_swc_xx.html) |
| [xx.swc.marian.translate_to.fi](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fi_swc_xx.html) | [opus_mt_fi_swc](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fi_swc_xx.html) |
| [xx.lg.marian.translate_to.fi](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fi_lg_xx.html) | [opus_mt_fi_lg](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fi_lg_xx.html) |
| [xx.srn.marian.translate_to.es](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_es_srn_xx.html) | [opus_mt_es_srn](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_es_srn_xx.html) |
| [xx.hr.marian.translate_to.es](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_es_hr_xx.html) | [opus_mt_es_hr](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_es_hr_xx.html) |
| [xx.sm.marian.translate_to.es](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_es_sm_xx.html) | [opus_mt_es_sm](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_es_sm_xx.html) |
| [xx.de.marian.translate_to.es](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_es_de_xx.html) | [opus_mt_es_de](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_es_de_xx.html) |
| [xx.st.marian.translate_to.fi](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fi_st_xx.html) | [opus_mt_fi_st](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fi_st_xx.html) |
| [xx.fr.marian.translate_to.eo](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_eo_fr_xx.html) | [opus_mt_eo_fr](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_eo_fr_xx.html) |
| [xx.de.marian.translate_to.et](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_et_de_xx.html) | [opus_mt_et_de](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_et_de_xx.html) |
| [xx.niu.marian.translate_to.fi](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fi_niu_xx.html) | [opus_mt_fi_niu](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fi_niu_xx.html) |
| [xx.el.marian.translate_to.fi](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fi_el_xx.html) | [opus_mt_fi_el](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fi_el_xx.html) |
| [xx.efi.marian.translate_to.fi](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fi_efi_xx.html) | [opus_mt_fi_efi](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fi_efi_xx.html) |
| [xx.war.marian.translate_to.es](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_es_war_xx.html) | [opus_mt_es_war](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_es_war_xx.html) |
| [xx.mfs.marian.translate_to.es](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_es_mfs_xx.html) | [opus_mt_es_mfs](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_es_mfs_xx.html) |
| [xx.bg.marian.translate_to.fi](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fi_bg_xx.html) | [opus_mt_fi_bg](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fi_bg_xx.html) |
| [xx.lus.marian.translate_to.es](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_es_lus_xx.html) | [opus_mt_es_lus](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_es_lus_xx.html) |
| [xx.de.marian.translate_to.eo](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_eo_de_xx.html) | [opus_mt_eo_de](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_eo_de_xx.html) |
| [xx.it.marian.translate_to.fi](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fi_it_xx.html) | [opus_mt_fi_it](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fi_it_xx.html) |
| [xx.efi.marian.translate_to.es](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_es_efi_xx.html) | [opus_mt_es_efi](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_es_efi_xx.html) |
| [xx.ny.marian.translate_to.es](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_es_ny_xx.html) | [opus_mt_es_ny](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_es_ny_xx.html) |
| [xx.fj.marian.translate_to.es](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_es_fj_xx.html) | [opus_mt_es_fj](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_es_fj_xx.html) |
| [xx.ru.marian.translate_to.et](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_et_ru_xx.html) | [opus_mt_et_ru](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_et_ru_xx.html) |
| [xx.mh.marian.translate_to.fi](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fi_mh_xx.html) | [opus_mt_fi_mh](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fi_mh_xx.html) |
| [xx.es.marian.translate_to.ig](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_ig_es_xx.html) | [opus_mt_ig_es](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_ig_es_xx.html) |
| [xx.sv.marian.translate_to.hu](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_hu_sv_xx.html) | [opus_mt_hu_sv](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_hu_sv_xx.html) |
| [xx.lue.marian.translate_to.fr](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fr_lue_xx.html) | [opus_mt_fr_lue](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fr_lue_xx.html) |
| [xx.fi.marian.translate_to.ha](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_ha_fi_xx.html) | [opus_mt_ha_fi](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_ha_fi_xx.html) |
| [xx.ca.marian.translate_to.it](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_it_ca_xx.html) | [opus_mt_it_ca](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_it_ca_xx.html) |
| [xx.de.marian.translate_to.ilo](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_ilo_de_xx.html) | [opus_mt_ilo_de](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_ilo_de_xx.html) |
| [xx.it.marian.translate_to.he](https://nlp.johnsnowlabs.com//2021/06/01/opus_tatoeba_it_he_xx.html) | [opus_tatoeba_it_he](https://nlp.johnsnowlabs.com//2021/06/01/opus_tatoeba_it_he_xx.html) |
| [xx.loz.marian.translate_to.fr](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fr_loz_xx.html) | [opus_mt_fr_loz](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fr_loz_xx.html) |
| [xx.ms.marian.translate_to.fr](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fr_ms_xx.html) | [opus_mt_fr_ms](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fr_ms_xx.html) |
| [xx.uk.marian.translate_to.it](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_it_uk_xx.html) | [opus_mt_it_uk](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_it_uk_xx.html) |
| [xx.gaa.marian.translate_to.fr](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fr_gaa_xx.html) | [opus_mt_fr_gaa](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fr_gaa_xx.html) |
| [xx.pap.marian.translate_to.fr](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fr_pap_xx.html) | [opus_mt_fr_pap](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fr_pap_xx.html) |
| [xx.fi.marian.translate_to.ilo](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_ilo_fi_xx.html) | [opus_mt_ilo_fi](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_ilo_fi_xx.html) |
| [xx.lg.marian.translate_to.fr](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fr_lg_xx.html) | [opus_mt_fr_lg](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fr_lg_xx.html) |
| [xx.it.marian.translate_to.is](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_is_it_xx.html) | [opus_mt_is_it](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_is_it_xx.html) |
| [xx.ms.marian.translate_to.it](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_it_ms_xx.html) | [opus_mt_it_ms](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_it_ms_xx.html) |
| [xx.es.marian.translate_to.fr](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fr_es_xx.html) | [opus_mt_fr_es](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fr_es_xx.html) |
| [xx.ar.marian.translate_to.he](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_he_ar_xx.html) | [opus_mt_he_ar](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_he_ar_xx.html) |
| [xx.ro.marian.translate_to.fr](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fr_ro_xx.html) | [opus_mt_fr_ro](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fr_ro_xx.html) |
| [xx.ru.marian.translate_to.fr](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fr_ru_xx.html) | [opus_mt_fr_ru](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fr_ru_xx.html) |
| [xx.fi.marian.translate_to.ht](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_ht_fi_xx.html) | [opus_mt_ht_fi](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_ht_fi_xx.html) |
| [xx.bg.marian.translate_to.it](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_it_bg_xx.html) | [opus_mt_it_bg](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_it_bg_xx.html) |
| [xx.mh.marian.translate_to.fr](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fr_mh_xx.html) | [opus_mt_fr_mh](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fr_mh_xx.html) |
| [xx.to.marian.translate_to.fr](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fr_to_xx.html) | [opus_mt_fr_to](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fr_to_xx.html) |
| [xx.sl.marian.translate_to.fr](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fr_sl_xx.html) | [opus_mt_fr_sl](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fr_sl_xx.html) |
| [xx.fr.marian.translate_to.gil](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_gil_fr_xx.html) | [opus_mt_gil_fr](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_gil_fr_xx.html) |
| [xx.es.marian.translate_to.hr](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_hr_es_xx.html) | [opus_mt_hr_es](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_hr_es_xx.html) |
| [xx.ilo.marian.translate_to.fr](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fr_ilo_xx.html) | [opus_mt_fr_ilo](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fr_ilo_xx.html) |
| [xx.ee.marian.translate_to.fr](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fr_ee_xx.html) | [opus_mt_fr_ee](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fr_ee_xx.html) |
| [xx.sv.marian.translate_to.he](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_he_sv_xx.html) | [opus_mt_he_sv](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_he_sv_xx.html) |
| [xx.fr.marian.translate_to.ha](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_ha_fr_xx.html) | [opus_mt_ha_fr](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_ha_fr_xx.html) |
| [xx.gil.marian.translate_to.fr](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fr_gil_xx.html) | [opus_mt_fr_gil](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fr_gil_xx.html) |
| [xx.fi.marian.translate_to.id](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_id_fi_xx.html) | [opus_mt_id_fi](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_id_fi_xx.html) |
| [xx.iir.marian.translate_to.iir](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_iir_iir_xx.html) | [opus_mt_iir_iir](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_iir_iir_xx.html) |
| [xx.pl.marian.translate_to.fr](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fr_pl_xx.html) | [opus_mt_fr_pl](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fr_pl_xx.html) |
| [xx.tw.marian.translate_to.fr](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fr_tw_xx.html) | [opus_mt_fr_tw](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fr_tw_xx.html) |
| [xx.sv.marian.translate_to.gaa](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_gaa_sv_xx.html) | [opus_mt_gaa_sv](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_gaa_sv_xx.html) |
| [xx.ar.marian.translate_to.it](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_it_ar_xx.html) | [opus_mt_it_ar](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_it_ar_xx.html) |
| [xx.es.marian.translate_to.gil](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_gil_es_xx.html) | [opus_mt_gil_es](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_gil_es_xx.html) |
| [xx.ase.marian.translate_to.fr](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fr_ase_xx.html) | [opus_mt_fr_ase](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fr_ase_xx.html) |
| [xx.fr.marian.translate_to.gaa](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_gaa_fr_xx.html) | [opus_mt_gaa_fr](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_gaa_fr_xx.html) |
| [xx.lus.marian.translate_to.fr](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fr_lus_xx.html) | [opus_mt_fr_lus](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fr_lus_xx.html) |
| [xx.fr.marian.translate_to.iso](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_iso_fr_xx.html) | [opus_mt_iso_fr](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_iso_fr_xx.html) |
| [xx.sm.marian.translate_to.fr](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fr_sm_xx.html) | [opus_mt_fr_sm](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fr_sm_xx.html) |
| [xx.mfe.marian.translate_to.fr](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fr_mfe_xx.html) | [opus_mt_fr_mfe](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fr_mfe_xx.html) |
| [xx.af.marian.translate_to.fr](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fr_af_xx.html) | [opus_mt_fr_af](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fr_af_xx.html) |
| [xx.de.marian.translate_to.ig](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_ig_de_xx.html) | [opus_mt_ig_de](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_ig_de_xx.html) |
| [xx.es.marian.translate_to.id](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_id_es_xx.html) | [opus_mt_id_es](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_id_es_xx.html) |
| [xx.kqn.marian.translate_to.fr](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fr_kqn_xx.html) | [opus_mt_fr_kqn](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fr_kqn_xx.html) |
| [xx.zne.marian.translate_to.fi](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fi_zne_xx.html) | [opus_mt_fi_zne](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fi_zne_xx.html) |
| [xx.rw.marian.translate_to.fr](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fr_rw_xx.html) | [opus_mt_fr_rw](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fr_rw_xx.html) |
| [xx.ny.marian.translate_to.fr](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fr_ny_xx.html) | [opus_mt_fr_ny](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fr_ny_xx.html) |
| [xx.ig.marian.translate_to.fr](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fr_ig_xx.html) | [opus_mt_fr_ig](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fr_ig_xx.html) |
| [xx.ur.marian.translate_to.hi](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_hi_ur_xx.html) | [opus_mt_hi_ur](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_hi_ur_xx.html) |
| [xx.lt.marian.translate_to.it](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_it_lt_xx.html) | [opus_mt_it_lt](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_it_lt_xx.html) |
| [xx.srn.marian.translate_to.fr](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fr_srn_xx.html) | [opus_mt_fr_srn](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fr_srn_xx.html) |
| [xx.tiv.marian.translate_to.fr](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fr_tiv_xx.html) | [opus_mt_fr_tiv](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fr_tiv_xx.html) |
| [xx.war.marian.translate_to.fr](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fr_war_xx.html) | [opus_mt_fr_war](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fr_war_xx.html) |
| [xx.fr.marian.translate_to.is](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_is_fr_xx.html) | [opus_mt_is_fr](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_is_fr_xx.html) |
| [xx.de.marian.translate_to.gaa](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_gaa_de_xx.html) | [opus_mt_gaa_de](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_gaa_de_xx.html) |
| [xx.kwy.marian.translate_to.fr](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fr_kwy_xx.html) | [opus_mt_fr_kwy](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fr_kwy_xx.html) |
| [xx.sv.marian.translate_to.gil](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_gil_sv_xx.html) | [opus_mt_gil_sv](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_gil_sv_xx.html) |
| [xx.hr.marian.translate_to.fr](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fr_hr_xx.html) | [opus_mt_fr_hr](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fr_hr_xx.html) |
| [xx.fr.marian.translate_to.ig](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_ig_fr_xx.html) | [opus_mt_ig_fr](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_ig_fr_xx.html) |
| [xx.sv.marian.translate_to.ht](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_ht_sv_xx.html) | [opus_mt_ht_sv](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_ht_sv_xx.html) |
| [xx.de.marian.translate_to.fr](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fr_de_xx.html) | [opus_mt_fr_de](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fr_de_xx.html) |
| [xx.fiu.marian.translate_to.fiu](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fiu_fiu_xx.html) | [opus_mt_fiu_fiu](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fiu_fiu_xx.html) |
| [xx.wls.marian.translate_to.fr](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fr_wls_xx.html) | [opus_mt_fr_wls](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fr_wls_xx.html) |
| [xx.eo.marian.translate_to.hu](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_hu_eo_xx.html) | [opus_mt_hu_eo](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_hu_eo_xx.html) |
| [xx.guw.marian.translate_to.fr](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fr_guw_xx.html) | [opus_mt_fr_guw](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fr_guw_xx.html) |
| [xx.de.marian.translate_to.is](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_is_de_xx.html) | [opus_mt_is_de](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_is_de_xx.html) |
| [xx.tvl.marian.translate_to.fr](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fr_tvl_xx.html) | [opus_mt_fr_tvl](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fr_tvl_xx.html) |
| [xx.zne.marian.translate_to.fr](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fr_zne_xx.html) | [opus_mt_fr_zne](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fr_zne_xx.html) |
| [xx.ha.marian.translate_to.fr](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fr_ha_xx.html) | [opus_mt_fr_ha](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fr_ha_xx.html) |
| [xx.fi.marian.translate_to.guw](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_guw_fi_xx.html) | [opus_mt_guw_fi](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_guw_fi_xx.html) |
| [xx.es.marian.translate_to.is](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_is_es_xx.html) | [opus_mt_is_es](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_is_es_xx.html) |
| [xx.sv.marian.translate_to.it](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_it_sv_xx.html) | [opus_mt_it_sv](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_it_sv_xx.html) |
| [xx.uk.marian.translate_to.fr](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fr_uk_xx.html) | [opus_mt_fr_uk](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fr_uk_xx.html) |
| [xx.uk.marian.translate_to.hu](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_hu_uk_xx.html) | [opus_mt_hu_uk](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_hu_uk_xx.html) |
| [xx.mt.marian.translate_to.fr](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fr_mt_xx.html) | [opus_mt_fr_mt](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fr_mt_xx.html) |
| [xx.gem.marian.translate_to.gem](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_gem_gem_xx.html) | [opus_mt_gem_gem](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_gem_gem_xx.html) |
| [xx.fr.marian.translate_to.fj](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fj_fr_xx.html) | [opus_mt_fj_fr](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fj_fr_xx.html) |
| [xx.fi.marian.translate_to.gil](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_gil_fi_xx.html) | [opus_mt_gil_fi](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_gil_fi_xx.html) |
| [xx.fr.marian.translate_to.hu](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_hu_fr_xx.html) | [opus_mt_hu_fr](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_hu_fr_xx.html) |
| [xx.bcl.marian.translate_to.fr](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fr_bcl_xx.html) | [opus_mt_fr_bcl](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fr_bcl_xx.html) |
| [xx.gmq.marian.translate_to.gmq](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_gmq_gmq_xx.html) | [opus_mt_gmq_gmq](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_gmq_gmq_xx.html) |
| [xx.kg.marian.translate_to.fr](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fr_kg_xx.html) | [opus_mt_fr_kg](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fr_kg_xx.html) |
| [xx.sn.marian.translate_to.fr](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fr_sn_xx.html) | [opus_mt_fr_sn](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fr_sn_xx.html) |
| [xx.bg.marian.translate_to.fr](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fr_bg_xx.html) | [opus_mt_fr_bg](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fr_bg_xx.html) |
| [xx.fr.marian.translate_to.guw](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_guw_fr_xx.html) | [opus_mt_guw_fr](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_guw_fr_xx.html) |
| [xx.ts.marian.translate_to.fr](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fr_ts_xx.html) | [opus_mt_fr_ts](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fr_ts_xx.html) |
| [xx.pis.marian.translate_to.fr](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fr_pis_xx.html) | [opus_mt_fr_pis](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fr_pis_xx.html) |
| [xx.bi.marian.translate_to.fr](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fr_bi_xx.html) | [opus_mt_fr_bi](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fr_bi_xx.html) |
| [xx.ln.marian.translate_to.fr](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fr_ln_xx.html) | [opus_mt_fr_ln](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fr_ln_xx.html) |
| [xx.de.marian.translate_to.hil](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_hil_de_xx.html) | [opus_mt_hil_de](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_hil_de_xx.html) |
| [xx.nso.marian.translate_to.fr](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fr_nso_xx.html) | [opus_mt_fr_nso](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fr_nso_xx.html) |
| [xx.es.marian.translate_to.iso](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_iso_es_xx.html) | [opus_mt_iso_es](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_iso_es_xx.html) |
| [xx.crs.marian.translate_to.fr](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fr_crs_xx.html) | [opus_mt_fr_crs](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fr_crs_xx.html) |
| [xx.niu.marian.translate_to.fr](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fr_niu_xx.html) | [opus_mt_fr_niu](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fr_niu_xx.html) |
| [xx.fr.marian.translate_to.ht](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_ht_fr_xx.html) | [opus_mt_ht_fr](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_ht_fr_xx.html) |
| [xx.fi.marian.translate_to.he](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_he_fi_xx.html) | [opus_mt_he_fi](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_he_fi_xx.html) |
| [xx.gmw.marian.translate_to.gmw](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_gmw_gmw_xx.html) | [opus_mt_gmw_gmw](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_gmw_gmw_xx.html) |
| [xx.fr.marian.translate_to.hr](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_hr_fr_xx.html) | [opus_mt_hr_fr](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_hr_fr_xx.html) |
| [xx.sg.marian.translate_to.fr](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fr_sg_xx.html) | [opus_mt_fr_sg](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fr_sg_xx.html) |
| [xx.pon.marian.translate_to.fr](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fr_pon_xx.html) | [opus_mt_fr_pon](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fr_pon_xx.html) |
| [xx.fi.marian.translate_to.gaa](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_gaa_fi_xx.html) | [opus_mt_gaa_fi](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_gaa_fi_xx.html) |
| [xx.pag.marian.translate_to.fr](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fr_pag_xx.html) | [opus_mt_fr_pag](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fr_pag_xx.html) |
| [xx.fi.marian.translate_to.is](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_is_fi_xx.html) | [opus_mt_is_fi](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_is_fi_xx.html) |
| [xx.sk.marian.translate_to.fr](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fr_sk_xx.html) | [opus_mt_fr_sk](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fr_sk_xx.html) |
| [xx.yap.marian.translate_to.fr](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fr_yap_xx.html) | [opus_mt_fr_yap](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fr_yap_xx.html) |
| [xx.es.marian.translate_to.ha](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_ha_es_xx.html) | [opus_mt_ha_es](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_ha_es_xx.html) |
| [xx.no.marian.translate_to.fr](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fr_no_xx.html) | [opus_mt_fr_no](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fr_no_xx.html) |
| [xx.ine.marian.translate_to.ine](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_ine_ine_xx.html) | [opus_mt_ine_ine](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_ine_ine_xx.html) |
| [xx.fr.marian.translate_to.id](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_id_fr_xx.html) | [opus_mt_id_fr](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_id_fr_xx.html) |
| [xx.bzs.marian.translate_to.fr](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fr_bzs_xx.html) | [opus_mt_fr_bzs](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fr_bzs_xx.html) |
| [xx.he.marian.translate_to.fr](https://nlp.johnsnowlabs.com//2021/06/01/opus_tatoeba_he_fr_xx.html) | [opus_tatoeba_he_fr](https://nlp.johnsnowlabs.com//2021/06/01/opus_tatoeba_he_fr_xx.html) |
| [xx.sv.marian.translate_to.fr](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fr_sv_xx.html) | [opus_mt_fr_sv](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fr_sv_xx.html) |
| [xx.uk.marian.translate_to.he](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_he_uk_xx.html) | [opus_mt_he_uk](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_he_uk_xx.html) |
| [xx.fr.marian.translate_to.it](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_it_fr_xx.html) | [opus_mt_it_fr](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_it_fr_xx.html) |
| [xx.fi.marian.translate_to.ig](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_ig_fi_xx.html) | [opus_mt_ig_fi](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_ig_fi_xx.html) |
| [xx.vi.marian.translate_to.fr](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fr_vi_xx.html) | [opus_mt_fr_vi](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fr_vi_xx.html) |
| [xx.fi.marian.translate_to.fse](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fse_fi_xx.html) | [opus_mt_fse_fi](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fse_fi_xx.html) |
| [xx.es.marian.translate_to.guw](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_guw_es_xx.html) | [opus_mt_guw_es](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_guw_es_xx.html) |
| [xx.tll.marian.translate_to.fr](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fr_tll_xx.html) | [opus_mt_fr_tll](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fr_tll_xx.html) |
| [xx.lua.marian.translate_to.fr](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fr_lua_xx.html) | [opus_mt_fr_lua](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fr_lua_xx.html) |
| [xx.yap.marian.translate_to.fi](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fi_yap_xx.html) | [opus_mt_fi_yap](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fi_yap_xx.html) |
| [xx.es.marian.translate_to.gaa](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_gaa_es_xx.html) | [opus_mt_gaa_es](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_gaa_es_xx.html) |
| [xx.sv.marian.translate_to.ig](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_ig_sv_xx.html) | [opus_mt_ig_sv](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_ig_sv_xx.html) |
| [xx.ht.marian.translate_to.fr](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fr_ht_xx.html) | [opus_mt_fr_ht](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fr_ht_xx.html) |
| [xx.el.marian.translate_to.fr](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fr_el_xx.html) | [opus_mt_fr_el](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fr_el_xx.html) |
| [xx.inc.marian.translate_to.inc](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_inc_inc_xx.html) | [opus_mt_inc_inc](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_inc_inc_xx.html) |
| [xx.swc.marian.translate_to.fr](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fr_swc_xx.html) | [opus_mt_fr_swc](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fr_swc_xx.html) |
| [xx.ar.marian.translate_to.fr](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fr_ar_xx.html) | [opus_mt_fr_ar](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fr_ar_xx.html) |
| [xx.es.marian.translate_to.ilo](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_ilo_es_xx.html) | [opus_mt_ilo_es](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_ilo_es_xx.html) |
| [xx.fi.marian.translate_to.hr](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_hr_fi_xx.html) | [opus_mt_hr_fi](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_hr_fi_xx.html) |
| [xx.tpi.marian.translate_to.fr](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fr_tpi_xx.html) | [opus_mt_fr_tpi](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fr_tpi_xx.html) |
| [xx.ve.marian.translate_to.fr](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fr_ve_xx.html) | [opus_mt_fr_ve](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fr_ve_xx.html) |
| [xx.sv.marian.translate_to.guw](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_guw_sv_xx.html) | [opus_mt_guw_sv](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_guw_sv_xx.html) |
| [xx.sv.marian.translate_to.iso](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_iso_sv_xx.html) | [opus_mt_iso_sv](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_iso_sv_xx.html) |
| [xx.sv.marian.translate_to.is](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_is_sv_xx.html) | [opus_mt_is_sv](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_is_sv_xx.html) |
| [xx.tum.marian.translate_to.fr](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fr_tum_xx.html) | [opus_mt_fr_tum](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fr_tum_xx.html) |
| [xx.es.marian.translate_to.ht](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_ht_es_xx.html) | [opus_mt_ht_es](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_ht_es_xx.html) |
| [xx.ho.marian.translate_to.fr](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fr_ho_xx.html) | [opus_mt_fr_ho](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fr_ho_xx.html) |
| [xx.efi.marian.translate_to.fr](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fr_efi_xx.html) | [opus_mt_fr_efi](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fr_efi_xx.html) |
| [xx.es.marian.translate_to.gl](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_gl_es_xx.html) | [opus_mt_gl_es](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_gl_es_xx.html) |
| [xx.ru.marian.translate_to.he](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_he_ru_xx.html) | [opus_mt_he_ru](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_he_ru_xx.html) |
| [xx.fi.marian.translate_to.hil](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_hil_fi_xx.html) | [opus_mt_hil_fi](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_hil_fi_xx.html) |
| [xx.eo.marian.translate_to.he](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_he_eo_xx.html) | [opus_mt_he_eo](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_he_eo_xx.html) |
| [xx.lu.marian.translate_to.fr](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fr_lu_xx.html) | [opus_mt_fr_lu](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fr_lu_xx.html) |
| [xx.sv.marian.translate_to.ha](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_ha_sv_xx.html) | [opus_mt_ha_sv](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_ha_sv_xx.html) |
| [xx.rnd.marian.translate_to.fr](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fr_rnd_xx.html) | [opus_mt_fr_rnd](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fr_rnd_xx.html) |
| [xx.st.marian.translate_to.fr](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fr_st_xx.html) | [opus_mt_fr_st](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fr_st_xx.html) |
| [xx.tl.marian.translate_to.fr](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fr_tl_xx.html) | [opus_mt_fr_tl](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fr_tl_xx.html) |
| [xx.bem.marian.translate_to.fr](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fr_bem_xx.html) | [opus_mt_fr_bem](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fr_bem_xx.html) |
| [xx.eo.marian.translate_to.is](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_is_eo_xx.html) | [opus_mt_is_eo](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_is_eo_xx.html) |
| [xx.is.marian.translate_to.it](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_it_is_xx.html) | [opus_mt_it_is](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_it_is_xx.html) |
| [xx.hu.marian.translate_to.fr](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fr_hu_xx.html) | [opus_mt_fr_hu](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fr_hu_xx.html) |
| [xx.yo.marian.translate_to.fi](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fi_yo_xx.html) | [opus_mt_fi_yo](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fi_yo_xx.html) |
| [xx.iso.marian.translate_to.fr](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fr_iso_xx.html) | [opus_mt_fr_iso](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fr_iso_xx.html) |
| [xx.de.marian.translate_to.it](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_it_de_xx.html) | [opus_mt_it_de](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_it_de_xx.html) |
| [xx.ty.marian.translate_to.fr](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fr_ty_xx.html) | [opus_mt_fr_ty](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fr_ty_xx.html) |
| [xx.hil.marian.translate_to.fr](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fr_hil_xx.html) | [opus_mt_fr_hil](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fr_hil_xx.html) |
| [xx.eo.marian.translate_to.it](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_it_eo_xx.html) | [opus_mt_it_eo](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_it_eo_xx.html) |
| [xx.sv.marian.translate_to.hr](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_hr_sv_xx.html) | [opus_mt_hr_sv](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_hr_sv_xx.html) |
| [xx.ber.marian.translate_to.fr](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fr_ber_xx.html) | [opus_mt_fr_ber](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fr_ber_xx.html) |
| [xx.de.marian.translate_to.guw](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_guw_de_xx.html) | [opus_mt_guw_de](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_guw_de_xx.html) |
| [xx.fi.marian.translate_to.hu](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_hu_fi_xx.html) | [opus_mt_hu_fi](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_hu_fi_xx.html) |
| [xx.es.marian.translate_to.it](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_it_es_xx.html) | [opus_mt_it_es](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_it_es_xx.html) |
| [xx.de.marian.translate_to.hu](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_hu_de_xx.html) | [opus_mt_hu_de](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_hu_de_xx.html) |
| [xx.fj.marian.translate_to.fr](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fr_fj_xx.html) | [opus_mt_fr_fj](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fr_fj_xx.html) |
| [xx.sv.marian.translate_to.id](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_id_sv_xx.html) | [opus_mt_id_sv](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_id_sv_xx.html) |
| [xx.xh.marian.translate_to.fr](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fr_xh_xx.html) | [opus_mt_fr_xh](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fr_xh_xx.html) |
| [xx.yo.marian.translate_to.fr](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fr_yo_xx.html) | [opus_mt_fr_yo](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fr_yo_xx.html) |
| [xx.ca.marian.translate_to.fr](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fr_ca_xx.html) | [opus_mt_fr_ca](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fr_ca_xx.html) |
| [xx.es.marian.translate_to.he](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_he_es_xx.html) | [opus_mt_he_es](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_he_es_xx.html) |
| [xx.de.marian.translate_to.he](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_he_de_xx.html) | [opus_mt_he_de](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_he_de_xx.html) |
| [xx.pt.marian.translate_to.gl](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_gl_pt_xx.html) | [opus_mt_gl_pt](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_gl_pt_xx.html) |
| [xx.ru.marian.translate_to.hy](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_hy_ru_xx.html) | [opus_mt_hy_ru](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_hy_ru_xx.html) |
| [xx.mos.marian.translate_to.fr](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fr_mos_xx.html) | [opus_mt_fr_mos](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fr_mos_xx.html) |
| [xx.ceb.marian.translate_to.fr](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fr_ceb_xx.html) | [opus_mt_fr_ceb](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_fr_ceb_xx.html) |
| [xx.sh.marian.translate_to.ja](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_ja_sh_xx.html) | [opus_mt_ja_sh](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_ja_sh_xx.html) |
| [xx.bg.marian.translate_to.ja](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_ja_bg_xx.html) | [opus_mt_ja_bg](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_ja_bg_xx.html) |
| [xx.sv.marian.translate_to.ja](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_ja_sv_xx.html) | [opus_mt_ja_sv](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_ja_sv_xx.html) |
| [xx.ru.marian.translate_to.lv](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_lv_ru_xx.html) | [opus_mt_lv_ru](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_lv_ru_xx.html) |
| [xx.fr.marian.translate_to.ms](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_ms_fr_xx.html) | [opus_mt_ms_fr](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_ms_fr_xx.html) |
| [xx.sv.marian.translate_to.mt](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_mt_sv_xx.html) | [opus_mt_mt_sv](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_mt_sv_xx.html) |
| [xx.da.marian.translate_to.ja](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_ja_da_xx.html) | [opus_mt_ja_da](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_ja_da_xx.html) |
| [xx.de.marian.translate_to.niu](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_niu_de_xx.html) | [opus_mt_niu_de](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_niu_de_xx.html) |
| [xx.es.marian.translate_to.niu](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_niu_es_xx.html) | [opus_mt_niu_es](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_niu_es_xx.html) |
| [xx.sv.marian.translate_to.lus](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_lus_sv_xx.html) | [opus_mt_lus_sv](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_lus_sv_xx.html) |
| [xx.sv.marian.translate_to.lg](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_lg_sv_xx.html) | [opus_mt_lg_sv](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_lg_sv_xx.html) |
| [xx.sv.marian.translate_to.pon](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_pon_sv_xx.html) | [opus_mt_pon_sv](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_pon_sv_xx.html) |
| [xx.ru.marian.translate_to.lt](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_lt_ru_xx.html) | [opus_mt_lt_ru](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_lt_ru_xx.html) |
| [xx.fi.marian.translate_to.lg](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_lg_fi_xx.html) | [opus_mt_lg_fi](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_lg_fi_xx.html) |
| [xx.sv.marian.translate_to.kg](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_kg_sv_xx.html) | [opus_mt_kg_sv](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_kg_sv_xx.html) |
| [xx.fr.marian.translate_to.nl](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_nl_fr_xx.html) | [opus_mt_nl_fr](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_nl_fr_xx.html) |
| [xx.ms.marian.translate_to.ms](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_ms_ms_xx.html) | [opus_mt_ms_ms](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_ms_ms_xx.html) |
| [xx.es.marian.translate_to.lg](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_lg_es_xx.html) | [opus_mt_lg_es](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_lg_es_xx.html) |
| [xx.fr.marian.translate_to.lu](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_lu_fr_xx.html) | [opus_mt_lu_fr](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_lu_fr_xx.html) |
| [xx.fr.marian.translate_to.loz](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_loz_fr_xx.html) | [opus_mt_loz_fr](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_loz_fr_xx.html) |
| [xx.ca.marian.translate_to.nl](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_nl_ca_xx.html) | [opus_mt_nl_ca](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_nl_ca_xx.html) |
| [xx.sv.marian.translate_to.lue](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_lue_sv_xx.html) | [opus_mt_lue_sv](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_lue_sv_xx.html) |
| [xx.vi.marian.translate_to.ja](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_ja_vi_xx.html) | [opus_mt_ja_vi](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_ja_vi_xx.html) |
| [xx.fr.marian.translate_to.ja](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_ja_fr_xx.html) | [opus_mt_ja_fr](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_ja_fr_xx.html) |
| [xx.fi.marian.translate_to.pap](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_pap_fi_xx.html) | [opus_mt_pap_fi](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_pap_fi_xx.html) |
| [xx.pl.marian.translate_to.lt](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_lt_pl_xx.html) | [opus_mt_lt_pl](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_lt_pl_xx.html) |
| [xx.de.marian.translate_to.ny](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_ny_de_xx.html) | [opus_mt_ny_de](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_ny_de_xx.html) |
| [xx.fr.marian.translate_to.lue](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_lue_fr_xx.html) | [opus_mt_lue_fr](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_lue_fr_xx.html) |
| [xx.gl.marian.translate_to.pt](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_pt_gl_xx.html) | [opus_mt_pt_gl](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_pt_gl_xx.html) |
| [xx.fr.marian.translate_to.pap](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_pap_fr_xx.html) | [opus_mt_pap_fr](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_pap_fr_xx.html) |
| [xx.uk.marian.translate_to.pl](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_pl_uk_xx.html) | [opus_mt_pl_uk](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_pl_uk_xx.html) |
| [xx.fi.marian.translate_to.niu](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_niu_fi_xx.html) | [opus_mt_niu_fi](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_niu_fi_xx.html) |
| [xx.ar.marian.translate_to.ja](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_ja_ar_xx.html) | [opus_mt_ja_ar](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_ja_ar_xx.html) |
| [xx.es.marian.translate_to.mh](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_mh_es_xx.html) | [opus_mt_mh_es](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_mh_es_xx.html) |
| [xx.ar.marian.translate_to.pl](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_pl_ar_xx.html) | [opus_mt_pl_ar](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_pl_ar_xx.html) |
| [xx.de.marian.translate_to.pag](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_pag_de_xx.html) | [opus_mt_pag_de](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_pag_de_xx.html) |
| [xx.es.marian.translate_to.no](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_no_es_xx.html) | [opus_mt_no_es](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_no_es_xx.html) |
| [xx.es.marian.translate_to.mfs](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_mfs_es_xx.html) | [opus_mt_mfs_es](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_mfs_es_xx.html) |
| [xx.fr.marian.translate_to.pis](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_pis_fr_xx.html) | [opus_mt_pis_fr](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_pis_fr_xx.html) |
| [xx.eo.marian.translate_to.pt](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_pt_eo_xx.html) | [opus_mt_pt_eo](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_pt_eo_xx.html) |
| [xx.de.marian.translate_to.lt](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_lt_de_xx.html) | [opus_mt_lt_de](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_lt_de_xx.html) |
| [xx.fr.marian.translate_to.ln](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_ln_fr_xx.html) | [opus_mt_ln_fr](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_ln_fr_xx.html) |
| [xx.es.marian.translate_to.pag](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_pag_es_xx.html) | [opus_mt_pag_es](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_pag_es_xx.html) |
| [xx.fi.marian.translate_to.nl](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_nl_fi_xx.html) | [opus_mt_nl_fi](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_nl_fi_xx.html) |
| [xx.vi.marian.translate_to.it](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_it_vi_xx.html) | [opus_mt_it_vi](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_it_vi_xx.html) |
| [xx.fi.marian.translate_to.ko](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_ko_fi_xx.html) | [opus_mt_ko_fi](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_ko_fi_xx.html) |
| [xx.de.marian.translate_to.nso](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_nso_de_xx.html) | [opus_mt_nso_de](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_nso_de_xx.html) |
| [xx.fr.marian.translate_to.niu](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_niu_fr_xx.html) | [opus_mt_niu_fr](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_niu_fr_xx.html) |
| [xx.ca.marian.translate_to.pt](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_pt_ca_xx.html) | [opus_mt_pt_ca](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_pt_ca_xx.html) |
| [xx.fr.marian.translate_to.kwy](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_kwy_fr_xx.html) | [opus_mt_kwy_fr](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_kwy_fr_xx.html) |
| [xx.ru.marian.translate_to.no](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_no_ru_xx.html) | [opus_mt_no_ru](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_no_ru_xx.html) |
| [xx.fi.marian.translate_to.pon](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_pon_fi_xx.html) | [opus_mt_pon_fi](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_pon_fi_xx.html) |
| [xx.fi.marian.translate_to.lu](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_lu_fi_xx.html) | [opus_mt_lu_fi](https://nlp.johnsnowlabs.com//2021/06/01/opus_mt_lu_fi_xx.html) |
| [xx.es.marian.translate_to.ko](https://nlp.johnsnowlabs.com//2...

3.0.2

Five new resolver models:
- `en.resolve.umls`: This model returns CUI (concept unique identifier) codes for Clinical Findings, Medical Devices, Anatomical Structures and Injuries & Poisoning terms.
- `en.resolve.umls.findings`: This model returns CUI (concept unique identifier) codes for 200K concepts from clinical findings.
- `en.resolve.loinc`: Map clinical NER entities to LOINC codes using sbiobert.
- `en.resolve.loinc.bluebert`: Map clinical NER entities to LOINC codes using sbluebert.
- `en.resolve.HPO`: This model returns Human Phenotype Ontology (HPO) codes for phenotypic abnormalities encountered in human diseases. It also returns associated codes from the following vocabularies for each HPO code:

[Related NLU Notebook](https://colab.research.google.com/github/JohnSnowLabs/nlu/blob/master/examples/release_notebooks/NLU_3_0_2_release_notebook.ipynb)

|Model| NLU Reference | Spark NLP Reference |
|--------|-----------------------------------|-----------------------------------------|
|Resolver|[`en.resolve.umls` ](https://nlp.johnsnowlabs.com/2021/05/16/sbiobertresolve_umls_major_concepts_en.html)| [`sbiobertresolve_umls_major_concepts`](https://nlp.johnsnowlabs.com/2021/05/16/sbiobertresolve_umls_major_concepts_en.html) |
|Resolver|[`en.resolve.umls.findings` ](https://nlp.johnsnowlabs.com/2021/05/16/sbiobertresolve_umls_findings_en.html)| [`sbiobertresolve_umls_findings`](https://nlp.johnsnowlabs.com/2021/05/16/sbiobertresolve_umls_findings_en.html) |
|Resolver|[`en.resolve.loinc` ](https://nlp.johnsnowlabs.com/2021/04/29/sbiobertresolve_loinc_en.html)| [`sbiobertresolve_loinc`](https://nlp.johnsnowlabs.com/2021/04/29/sbiobertresolve_loinc_en.html) |
|Resolver|[`en.resolve.loinc.biobert` ](https://nlp.johnsnowlabs.com/2021/04/29/sbiobertresolve_loinc_en.html)| [`sbiobertresolve_loinc`](https://nlp.johnsnowlabs.com/2021/04/29/sbiobertresolve_loinc_en.html) |
|Resolver|[`en.resolve.loinc.bluebert` ](https://nlp.johnsnowlabs.com/2021/04/29/sbluebertresolve_loinc_en.html)| [`sbluebertresolve_loinc`](https://nlp.johnsnowlabs.com/2021/04/29/sbluebertresolve_loinc_en.html) |
|Resolver|[`en.resolve.HPO` ](https://nlp.johnsnowlabs.com/2021/05/16/sbiobertresolve_HPO_en.html)| [`sbiobertresolve_HPO`](https://nlp.johnsnowlabs.com/2021/05/16/sbiobertresolve_HPO_en.html) |

[en.resolve.HPO](https://nlp.johnsnowlabs.com/2021/05/16/sbiobertresolve_HPO_en.html)

python
nlu.load('med_ner.jsl.wip.clinical en.resolve.HPO').viz("""These disorders include cancer, bipolar disorder, schizophrenia, autism, Cri-du-chat syndrome,
myopia, cortical cataract-linked Alzheimer's disease, and infectious diseases""")

![text_class1](https://raw.githubusercontent.com/JohnSnowLabs/nlu/master/docs/assets/images/releases/3_0_2/HPO.png)

[en.resolve.loinc.bluebert](https://nlp.johnsnowlabs.com/2021/04/29/sbluebertresolve_loinc_en.html)
python
nlu.load('med_ner.jsl.wip.clinical en.resolve.loinc.bluebert').viz("""A 28-year-old female with a history of gestational diabetes mellitus diagnosed eight years prior to presentation and
subsequent type two diabetes mellitus (TSS2DM), one prior episode of HTG-induced pancreatitis three years prior to presentation, associated with an acute
hepatitis, and obesity with a body mass index (BMI) of 33.5 kg/m2, presented with a one-week history of polyuria, polydipsia, poor appetite, and vomiting.""")

![text_class1](https://raw.githubusercontent.com/JohnSnowLabs/nlu/master/docs/assets/images/releases/3_0_2/LIONC_blue.png)

[en.resolve.umls.findings](https://nlp.johnsnowlabs.com/2021/05/16/sbiobertresolve_umls_findings_en.html)
python
nlu.load('med_ner.jsl.wip.clinical en.resolve.umls.findings').viz("""A 28-year-old female with a history of gestational diabetes mellitus diagnosed eight years prior to presentation and
subsequent type two diabetes mellitus (TSS2DM), one prior episode of HTG-induced pancreatitis three years prior to presentation, associated with an acute
hepatitis, and obesity with a body mass index (BMI) of 33.5 kg/m2, presented with a one-week history of polyuria, polydipsia, poor appetite, and vomiting."""
)

![text_class1](https://raw.githubusercontent.com/JohnSnowLabs/nlu/master/docs/assets/images/releases/3_0_2/umls_finding.png)

[en.resolve.umls](https://nlp.johnsnowlabs.com/2021/05/16/sbiobertresolve_umls_major_concepts_en.html)
python
nlu.load('med_ner.jsl.wip.clinical en.resolve.umls').viz("""A 28-year-old female with a history of gestational diabetes mellitus diagnosed eight years prior to presentation and
subsequent type two diabetes mellitus (TSS2DM), one prior episode of HTG-induced pancreatitis three years prior to presentation, associated with an acute
hepatitis, and obesity with a body mass index (BMI) of 33.5 kg/m2, presented with a one-week history of polyuria, polydipsia, poor appetite, and vomiting.""")

![text_class1](https://raw.githubusercontent.com/JohnSnowLabs/nlu/master/docs/assets/images/releases/3_0_2/umls.png)

[en.resolve.loinc](https://nlp.johnsnowlabs.com/2021/04/29/sbiobertresolve_loinc_en.html)
python
nlu.load('med_ner.jsl.wip.clinical en.resolve.loinc').predict("""A 28-year-old female with a history of gestational diabetes mellitus diagnosed eight years prior to presentation and
subsequent type two diabetes mellitus (TSS2DM), one prior episode of HTG-induced pancreatitis three years prior to presentation, associated with an acute
hepatitis, and obesity with a body mass index (BMI) of 33.5 kg/m2, presented with a one-week history of polyuria, polydipsia, poor appetite, and vomiting.""")

![text_class1](https://raw.githubusercontent.com/JohnSnowLabs/nlu/master/docs/assets/images/releases/3_0_2/LIONC.png)

[en.resolve.loinc.biobert](https://nlp.johnsnowlabs.com/2021/04/29/sbiobertresolve_loinc_en.html)
python
nlu.load('med_ner.jsl.wip.clinical en.resolve.loinc.biobert').predict("""A 28-year-old female with a history of gestational diabetes mellitus diagnosed eight years prior to presentation and
subsequent type two diabetes mellitus (TSS2DM), one prior episode of HTG-induced pancreatitis three years prior to presentation, associated with an acute
hepatitis, and obesity with a body mass index (BMI) of 33.5 kg/m2, presented with a one-week history of polyuria, polydipsia, poor appetite, and vomiting.""")

![text_class1](https://raw.githubusercontent.com/JohnSnowLabs/nlu/master/docs/assets/images/releases/3_0_2/LIONC_BIOBERT.png)

* [140+ tutorials](https://github.com/JohnSnowLabs/nlu/tree/master/examples)
* [New Streamlit visualizations docs](https://nlu.johnsnowlabs.com/docs/en/streamlit_viz_examples)
* The complete list of all 1100+ models & pipelines in 192+ languages is available on [Models Hub](https://nlp.johnsnowlabs.com/models).
* [Spark NLP publications](https://medium.com/spark-nlp)
* [NLU in Action](https://nlp.johnsnowlabs.com/demo)
* [NLU documentation](https://nlu.johnsnowlabs.com/docs/en/install)
* [Discussions](https://github.com/JohnSnowLabs/spark-nlp/discussions) Engage with other community members, share ideas, and show off how you use Spark NLP and NLU!

1 line Install NLU on Google Colab
!wget https://setup.johnsnowlabs.com/nlu/colab.sh -O - | bash
1 line Install NLU on Kaggle
!wget https://setup.johnsnowlabs.com/nlu/kaggle.sh -O - | bash
Install via PIP
! pip install nlu pyspark==3.0.1

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