JohnSnowLabs · gadde5300 · Aug 3, 2023 · Aug 7, 2023 · Aug 30, 2023 · Aug 30, 2023
diff --git a/docs/_posts/gadde5300/2024-05-17-finner_deid_sec_fe_en.md b/docs/_posts/gadde5300/2024-05-17-finner_deid_sec_fe_en.md
@@ -10,6 +10,7 @@ language: en
 edition: Finance NLP 1.0.0
 spark_version: 3.0
 supported: true
+recommended: true
 annotator: FinanceNerModel
 article_header:
   type: cover

diff --git a/docs/_posts/gadde5300/2024-05-17-legner_sec_edgar_le_en.md b/docs/_posts/gadde5300/2024-05-17-legner_sec_edgar_le_en.md
@@ -10,6 +10,7 @@ language: en
 edition: Legal NLP 1.0.0
 spark_version: 3.0
 supported: true
+recommended: true
 annotator: LegalNerModel
 article_header:
   type: cover

diff --git a/docs/_posts/gadde5300/2024-05-21-finance_word_embeddings_en.md b/docs/_posts/gadde5300/2024-05-21-finance_word_embeddings_en.md
@@ -10,6 +10,7 @@ language: en
 edition: Finance NLP 1.0.0
 spark_version: 3.0
 supported: true
+recommended: true
 annotator: WordEmbeddingsModel
 article_header:
   type: cover

diff --git a/docs/_posts/gadde5300/2024-05-21-finner_aspect_based_sentiment_fe_en.md b/docs/_posts/gadde5300/2024-05-21-finner_aspect_based_sentiment_fe_en.md
@@ -10,6 +10,7 @@ language: en
 edition: Finance NLP 1.0.0
 spark_version: 3.0
 supported: true
+recommended: true
 annotator: FinanceNerModel
 article_header:
   type: cover

diff --git a/docs/_posts/gadde5300/2024-05-21-legal_word_embeddings_en.md b/docs/_posts/gadde5300/2024-05-21-legal_word_embeddings_en.md
@@ -10,6 +10,7 @@ language: en
 edition: Legal NLP 1.0.0
 spark_version: 3.0
 supported: true
+recommended: true
 annotator: WordEmbeddingsModel
 article_header:
   type: cover

diff --git a/docs/_posts/gadde5300/2024-05-21-legner_deid_le_en.md b/docs/_posts/gadde5300/2024-05-21-legner_deid_le_en.md
@@ -10,6 +10,7 @@ language: en
 edition: Legal NLP 1.0.0
 spark_version: 3.0
 supported: true
+recommended: true
 annotator: LegalNerModel
 article_header:
   type: cover

diff --git a/docs/_posts/gadde5300/2024-06-07-finner_financial_xlarge_fe_en.md b/docs/_posts/gadde5300/2024-06-07-finner_financial_xlarge_fe_en.md
@@ -10,6 +10,7 @@ language: en
 edition: Finance NLP 1.0.0
 spark_version: 3.0
 supported: true
+recommended: true
 annotator: LegalNerModel
 article_header:
   type: cover

diff --git a/docs/_posts/gadde5300/2024-06-07-legner_contract_doc_parties_le_en.md b/docs/_posts/gadde5300/2024-06-07-legner_contract_doc_parties_le_en.md
@@ -10,6 +10,7 @@ language: en
 edition: Legal NLP 1.0.0
 spark_version: 3.0
 supported: true
+recommended: true
 annotator: LegalNerModel
 article_header:
   type: cover

diff --git a/docs/_posts/gadde5300/2024-06-10-finance_bge_base_embeddings_en.md b/docs/_posts/gadde5300/2024-06-10-finance_bge_base_embeddings_en.md
@@ -10,6 +10,7 @@ language: en
 edition: Finance NLP 1.0.0
 spark_version: 3.0
 supported: true
+recommended: true
 engine: onnx
 annotator: BGEEmbeddings
 article_header:

diff --git a/docs/_posts/gadde5300/2024-06-10-finel_edgar_company_name_fe_en.md b/docs/_posts/gadde5300/2024-06-10-finel_edgar_company_name_fe_en.md
@@ -10,6 +10,7 @@ language: en
 edition: Finance NLP 1.0.0
 spark_version: 3.0
 supported: true
+recommended: true
 annotator: SentenceEntityResolverModel
 article_header:
   type: cover

diff --git a/docs/_posts/gadde5300/2024-06-10-finel_nasdaq_company_name_stock_screener_fe_en.md b/docs/_posts/gadde5300/2024-06-10-finel_nasdaq_company_name_stock_screener_fe_en.md
@@ -10,6 +10,7 @@ language: en
 edition: Finance NLP 1.0.0
 spark_version: 3.0
 supported: true
+recommended: true
 annotator: SentenceEntityResolverModel
 article_header:
   type: cover

diff --git a/docs/_posts/gadde5300/2024-06-10-legal_bge_base_embeddings_en.md b/docs/_posts/gadde5300/2024-06-10-legal_bge_base_embeddings_en.md
@@ -10,6 +10,7 @@ language: en
 edition: Legal NLP 1.0.0
 spark_version: 3.2
 supported: true
+recommended: true
 engine: onnx
 annotator: BGEEmbeddings
 article_header:

diff --git a/docs/_posts/gadde5300/2024-06-11-finel_names2tickers_fe_en.md b/docs/_posts/gadde5300/2024-06-11-finel_names2tickers_fe_en.md
@@ -10,6 +10,7 @@ language: en
 edition: Finance NLP 1.0.0
 spark_version: 3.0
 supported: true
+recommended: true
 annotator: SentenceEntityResolverModel
 article_header:
   type: cover

diff --git a/docs/_posts/gadde5300/2024-06-12-finel_tickers2names_fe_en.md b/docs/_posts/gadde5300/2024-06-12-finel_tickers2names_fe_en.md
@@ -10,6 +10,7 @@ language: en
 edition: Finance NLP 1.0.0
 spark_version: 3.0
 supported: true
+recommended: true
 annotator: SentenceEntityResolverModel
 article_header:
   type: cover

diff --git a/docs/_posts/gadde5300/2024-06-21-finassertion_aspect_based_sentiment_md_fe_en.md b/docs/_posts/gadde5300/2024-06-21-finassertion_aspect_based_sentiment_md_fe_en.md
@@ -10,6 +10,7 @@ language: en
 edition: Finance NLP 1.0.0
 spark_version: 3.0
 supported: true
+recommended: true
 annotator: AssertionDLModel
 article_header:
   type: cover

diff --git a/docs/_posts/gadde5300/2024-06-28-legner_subpoenas_sm_en.md b/docs/_posts/gadde5300/2024-06-28-legner_subpoenas_sm_en.md
@@ -10,6 +10,7 @@ language: en
 edition: Legal NLP 1.0.0
 spark_version: 3.0
 supported: true
+recommended: true
 annotator: LegalNerModel
 article_header:
   type: cover

diff --git a/docs/_posts/gadde5300/2024-07-04-legmulticlf_edgar_le_en.md b/docs/_posts/gadde5300/2024-07-04-legmulticlf_edgar_le_en.md
@@ -10,6 +10,7 @@ language: en
 edition: Legal NLP 1.0.0
 spark_version: 3.0
 supported: true
+recommended: true
 engine: tensorflow
 annotator: MultiClassifierDLModel
 article_header:

diff --git a/.../_posts/gadde5300/2024-07-04-legmulticlf_mnda_sections_paragraph_other_le_en.md b/.../_posts/gadde5300/2024-07-04-legmulticlf_mnda_sections_paragraph_other_le_en.md
@@ -10,6 +10,7 @@ language: en
 edition: Legal NLP 1.0.0
 spark_version: 3.0
 supported: true
+recommended: true
 engine: tensorflow
 annotator: MultiClassifierDLModel
 article_header:

diff --git a/docs/_posts/gadde5300/2024-08-27-finner_sec_10k_summary_fe_en.md b/docs/_posts/gadde5300/2024-08-27-finner_sec_10k_summary_fe_en.md
@@ -0,0 +1,173 @@
+---
+layout: model
+title: Financial 10K Filings NER
+author: John Snow Labs
+name: finner_sec_10k_summary_fe
+date: 2024-08-27
+tags: [en, finance, ner, 10k, annual, reports, licensed]
+task: Named Entity Recognition
+language: en
+edition: Finance NLP 1.0.0
+spark_version: 3.0
+supported: true
+recommended: true
+annotator: FinanceNerModel
+article_header:
+  type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+IMPORTANT: Don't run this model on the whole financial report. Instead:
+- Split by paragraphs;
+- Use the `finclf_form_10k_summary_item` Text Classifier to select only these paragraphs;
+
+This Financial NER Model is aimed to process the first summary page of 10K filings and extract the information about the Company submitting the filing, trading data, address / phones, CFN, IRS, etc.
+
+## Predicted Entities
+
+`ADDRESS`, `CFN`, `FISCAL_YEAR`, `IRS`, `PHONE`, `ORG`, `STOCK_EXCHANGE`, `STATE`, `TICKER`, `TITLE_CLASS`, `TITLE_CLASS_VALUE`
+
+{:.btn-box}
+<button class="button button-orange" disabled>Live Demo</button>
+<button class="button button-orange" disabled>Open in Colab</button>
+[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/finance/models/finner_sec_10k_summary_fe_en_1.0.0_3.0_1724771202176.zip){:.button.button-orange.button-orange-trans.arr.button-icon.hidden}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/finance/models/finner_sec_10k_summary_fe_en_1.0.0_3.0_1724771202176.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}
+
+## How to use
+
+
+
+<div class="tabs-box" markdown="1">
+{% include programmingLanguageSelectScalaPythonNLU.html %}
+```python
+document_assembler = nlp.DocumentAssembler()\
+    .setInputCol("text")\
+    .setOutputCol("document")
+
+sentence_detector = nlp.SentenceDetector() \
+    .setInputCols(["document"]) \
+    .setOutputCol("sentence") \
+    .setCustomBounds(["\n\n"])
+
+tokenizer = nlp.Tokenizer()\
+    .setInputCols(["sentence"])\
+    .setOutputCol("token")
+
+embeddings = nlp.WordEmbeddingsModel.pretrained("finance_word_embeddings","en","finance/models")\
+	.setInputCols(["sentence","token"])\
+	.setOutputCol("embeddings")
+
+ner_model = finance.NerModel.pretrained("finner_10k_summary_fe","en","finance/models")\
+    .setInputCols(["sentence", "token", "embeddings"])\
+    .setOutputCol("ner")\
+
+ner_converter = nlp.NerConverter()\
+    .setInputCols(["sentence", "token", "ner"])\
+    .setOutputCol("ner_chunk")
+
+pipeline = nlp.Pipeline(stages=[
+    document_assembler,
+    sentence_detector,
+    tokenizer,
+    embeddings,
+    ner_model,
+    ner_converter   
+    ])
+
+model = pipeline.fit(spark.createDataFrame([[""]]).toDF("text"))
+
+data = spark.createDataFrame([["""ANNUAL REPORT PURSUANT TO SECTION 13 OR 15(d) OF THE SECURITIES AND EXCHANGE ACT OF 1934
+For the annual period ended January 31, 2021
+or
+TRANSITION REPORT PURSUANT TO SECTION 13 OR 15(d) OF THE SECURITIES EXCHANGE ACT OF 1934
+For the transition period from________to_______
+Commission File Number: 001-38856
+PAGERDUTY, INC.
+(Exact name of registrant as specified in its charter)
+Delaware
+27-2793871
+(State or other jurisdiction of
+incorporation or organization)
+(I.R.S. Employer
+Identification Number)
+600 Townsend St., Suite 200, San Francisco, CA 94103
+(844) 800-3889
+(Address, including zip code, and telephone number, including area code, of registrant’s principal executive offices)
+Securities registered pursuant to Section 12(b) of the Act:
+Title of each class
+Trading symbol(s)
+Name of each exchange on which registered
+Common Stock, $0.000005 par value,
+PD
+New York Stock Exchange"""]]).toDF("text")
+
+result = model.transform(data)
+```
+
+</div>
+
+## Results
+
+```bash
++----------------------------------------------+-----------------+
+|ticker                                        |label            |
++----------------------------------------------+-----------------+
+|January 31, 2021                              |FISCAL_YEAR      |
+|001-38856                                     |CFN              |
+|PAGERDUTY, INC                                |ORG              |
+|Delaware                                      |STATE            |
+|27-2793871                                    |IRS              |
+|600 Townsend St., Suite 200, San Francisco, CA|ADDRESS          |
+|(844) 800-3889                                |PHONE            |
+|Common Stock                                  |TITLE_CLASS      |
+|$0.000005                                     |TITLE_CLASS_VALUE|
+|PD                                            |TICKER           |
+|New York Stock Exchange                       |STOCK_EXCHANGE   |
++----------------------------------------------+-----------------+
+```
+
+{:.model-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|finner_sec_10k_summary_fe|
+|Compatibility:|Finance NLP 1.0.0+|
+|License:|Licensed|
+|Edition:|Official|
+|Input Labels:|[sentence, token, embeddings]|
+|Output Labels:|[ner]|
+|Language:|en|
+|Size:|14.8 MB|
+
+## References
+
+Manual annotations on 10-K Filings
+
+## Benchmarking
+
+```bash
+label	 tp	 fp	 fn	 prec	 rec	 f1
+B-TITLE_CLASS	 16	 0	 1	 1.0	 0.9411765	 0.969697
+I-ORG	 62	 16	 17	 0.7948718	 0.7848101	 0.789809
+B-STOCK_EXCHANGE	 13	 0	 1	 1.0	 0.9285714	 0.9629629
+B-PHONE	 15	 0	 1	 1.0	 0.9375	 0.9677419
+B-STATE	 10	 0	 1	 1.0	 0.90909094	 0.95238096
+B-IRS	 11	 1	 0	 0.9166667	 1.0	 0.95652175
+I-PHONE	 46	 1	 0	 0.9787234	 1.0	 0.9892473
+I-TITLE_CLASS	 22	 0	 1	 1.0	 0.95652175	 0.9777778
+B-CFN	 15	 0	 1	 1.0	 0.9375	 0.9677419
+B-ADDRESS	 12	 0	 2	 1.0	 0.85714287	 0.9230769
+I-ADDRESS	 118	 5	 1	 0.9593496	 0.99159664	 0.9752066
+I-STOCK_EXCHANGE	 45	 0	 3	 1.0	 0.9375	 0.9677419
+B-TICKER	 13	 0	 1	 1.0	 0.9285714	 0.9629629
+I-FISCAL_YEAR	 131	 3	 45	 0.97761196	 0.7443182	 0.84516126
+B-TITLE_CLASS_VALUE	 16	 0	 0	 1.0	 1.0	 1.0
+B-ORG	 55	 20	 9	 0.73333335	 0.859375	 0.79136693
+B-FISCAL_YEAR	 51	 1	 17	 0.9807692	 0.75	 0.85
+
+Macro-average	 prec: 0.9612545, rec: 0.90962785, f1: 0.9347289
+Micro-average	 prec: 0.93266475, rec: 0.8656915, f1: 0.897931
+```