{"cells":[{"cell_type":"markdown","id":"db5f4f9a-7776-42b3-8758-85624d4c15ea","metadata":{"id":"db5f4f9a-7776-42b3-8758-85624d4c15ea"},"source":["![JohnSnowLabs](https://nlp.johnsnowlabs.com/assets/images/logo.png)"]},{"cell_type":"markdown","id":"21e9eafb","metadata":{"id":"21e9eafb"},"source":["[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/JohnSnowLabs/spark-nlp-workshop/blob/master/finance-nlp/08.0.Answering_Questions_Financial_Texts.ipynb)"]},{"cell_type":"markdown","id":"9859b3bc-cec4-4189-88ed-37add5484623","metadata":{"id":"9859b3bc-cec4-4189-88ed-37add5484623"},"source":["#🔎 Answering Questions on Financial Texts\n","📜One of the latests biggest outcomes in NLP are **Language Models** and their ability to answer questions, expressed in natural language."]},{"cell_type":"markdown","id":"__BAKoJW8zVv","metadata":{"id":"__BAKoJW8zVv"},"source":["> *While our gross profit margin increased to 81.4% in 2020 from 63.1% in 2019, our revenues declined approximately 27% in 2020...\n","...\n","We reported an operating loss of approxiamtely \\$8,048,581 million in 2020 as compared to an operating loss of \\$7,738,193 in 2019\n","...*\n","\n","\n"]},{"cell_type":"markdown","id":"uyqNQOoX8wgw","metadata":{"id":"uyqNQOoX8wgw"},"source":["```\n","- What is the profit increase?\n","- What was the decline in revenue?\n","- What was the operation loss in 2020?\n","- What was the operation loss in 2019?\n","```"]},{"cell_type":"markdown","id":"elX0hFQlEbuY","metadata":{"id":"elX0hFQlEbuY"},"source":["![image.png](data:image/png;base64,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)"]},{"cell_type":"markdown","id":"uvJsv20T7EPW","metadata":{"id":"uvJsv20T7EPW"},"source":["📜\n","\n","**Question Answeering (QA)** uses specific Language Models trained to carry out **Natural Language Inference (NLI)**\n","\n","**NLI** works as follows:\n","- Given a text as a Premise (P);\n","- Given a hypotheses (H) as a question to be solved;\n"," - Then, we ask the Language Model is H is `entailed`, `contradicted` or `not related` in P. \n"]},{"cell_type":"markdown","id":"uenfXatl-dAR","metadata":{"id":"uenfXatl-dAR"},"source":["![image.png](data:image/png;base64,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)"]},{"cell_type":"markdown","id":"fyNazopzASEM","metadata":{"id":"fyNazopzASEM"},"source":["Although we are not getting into the maths of it, it's basically done by using a Language Model to encode P, H and then carry out sentence similarity operations."]},{"cell_type":"markdown","id":"zjRUEO9SAQc2","metadata":{"id":"zjRUEO9SAQc2"},"source":["![image.png](data:image/png;base64,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)"]},{"cell_type":"markdown","id":"HMYsdvT2Ao3D","metadata":{"id":"HMYsdvT2Ao3D"},"source":["##📌 Applications of NLI: The basics\n","The most straight-forward, retrieving answers to natural language questions.\n"," - Type 1: Open-book questions, where you give the text (P) to the model.\n"," - Type 2: Close-book questions, where you just use the pretrained Language Model capabilities, learn on texts during training time."]},{"cell_type":"markdown","id":"xmtzclv4BHEX","metadata":{"id":"xmtzclv4BHEX"},"source":["##📌 Applications of NLI: Zero-shot\n","At John Snow Labs, we have developed our own annotators based on NLI, to not only carry out Question Answering, but using QA to:\n","- Retrieve Entities, also know as Zero-shot NER;\n","- Retrieve Relations, also known as Zero-shot Relation Extraction;"]},{"cell_type":"markdown","id":"CJs7rSAWBeLh","metadata":{"id":"CJs7rSAWBeLh"},"source":["###✔️ How we achieve Zero-shot NER With QA?\n","Given a Question Q, for example, `What was the profit increase in 2017?`, and given the text P `In 2017, the Company reported a profit decline of $4 million dollars compared to 2016` we:\n","\n","- Generate Hypotheses H with the tokens of the text\n"," - The profit increase in 2017 was 2017: `contradiction`\n"," - The profit increase in 2017 was Company: `contradiction`\n"," - The profit increase in 2017 was ...: `contradiction`\n"," - The profit increase in 2017 was $4: `entailment`\n"," - The profit increase in 2017 was million: `entailment`\n","\n","- We check all the H towards P to see if they are `entailed`. If so, we return them as NER entity. If several tokens in a row return `entailed`, we check if they can be part of the same chunk."]},{"cell_type":"markdown","id":"R_DqE80WF70u","metadata":{"id":"R_DqE80WF70u"},"source":["![image.png](data:image/png;base64,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)"]},{"cell_type":"markdown","id":"rJ0D69AzCiPg","metadata":{"id":"rJ0D69AzCiPg"},"source":["Let's take a look at some examples of applications of QA to Financial Texts."]},{"cell_type":"markdown","id":"4iIO6G_B3pqq","metadata":{"collapsed":false,"id":"4iIO6G_B3pqq"},"source":["#🎬 Installation"]},{"cell_type":"code","execution_count":null,"id":"hPwo4Czy3pqq","metadata":{"id":"hPwo4Czy3pqq","pycharm":{"is_executing":true}},"outputs":[],"source":["! pip install -q johnsnowlabs"]},{"cell_type":"markdown","id":"YPsbAnNoPt0Z","metadata":{"id":"YPsbAnNoPt0Z"},"source":["##🔗 Automatic Installation\n","Using my.johnsnowlabs.com SSO"]},{"cell_type":"code","execution_count":2,"id":"_L-7mLYp3pqr","metadata":{"id":"_L-7mLYp3pqr","pycharm":{"is_executing":true},"executionInfo":{"status":"ok","timestamp":1686068159407,"user_tz":-180,"elapsed":1390,"user":{"displayName":"Bünyamin Polat","userId":"03982086590103784785"}}},"outputs":[],"source":["from johnsnowlabs import nlp, finance\n","\n","# nlp.install(force_browser=True)"]},{"cell_type":"markdown","id":"hsJvn_WWM2GL","metadata":{"id":"hsJvn_WWM2GL"},"source":["##🔗 Manual downloading\n","If you are not registered in my.johnsnowlabs.com, you received a license via e-email or you are using Safari, you may need to do a manual update of the license.\n","\n","- Go to my.johnsnowlabs.com\n","- Download your license\n","- Upload it using the following command"]},{"cell_type":"code","execution_count":null,"id":"i57QV3-_P2sQ","metadata":{"id":"i57QV3-_P2sQ"},"outputs":[],"source":["from google.colab import files\n","print('Please Upload your John Snow Labs License using the button below')\n","license_keys = files.upload()"]},{"cell_type":"markdown","id":"xGgNdFzZP_hQ","metadata":{"id":"xGgNdFzZP_hQ"},"source":["- Install it"]},{"cell_type":"code","execution_count":null,"id":"OfmmPqknP4rR","metadata":{"id":"OfmmPqknP4rR"},"outputs":[],"source":["nlp.install()"]},{"cell_type":"markdown","id":"DCl5ErZkNNLk","metadata":{"id":"DCl5ErZkNNLk"},"source":["#📌 Starting"]},{"cell_type":"code","execution_count":5,"id":"x3jVICoa3pqr","metadata":{"id":"x3jVICoa3pqr","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1686068279445,"user_tz":-180,"elapsed":8737,"user":{"displayName":"Bünyamin Polat","userId":"03982086590103784785"}},"outputId":"e977590b-877e-49ae-b0f1-6da179bb7086"},"outputs":[{"output_type":"stream","name":"stdout","text":["👌 Detected license file /content/spark_nlp_for_healthcare_spark_ocr_7162 (6).json\n","👌 Launched \u001b[92mcpu optimized\u001b[39m session with with: 🚀Spark-NLP==4.4.1, 💊Spark-Healthcare==4.4.2, running on ⚡ PySpark==3.1.2\n"]}],"source":["spark = nlp.start()"]},{"cell_type":"markdown","id":"dB2JSW4NDIqj","metadata":{"id":"dB2JSW4NDIqj"},"source":["#🔎 Open Book Questions"]},{"cell_type":"code","execution_count":null,"id":"Ynw9MOlEDec1","metadata":{"id":"Ynw9MOlEDec1"},"outputs":[],"source":["! wget https://raw.githubusercontent.com/JohnSnowLabs/spark-nlp-workshop/master/finance-nlp/data/cdns-20220101.html.txt"]},{"cell_type":"code","execution_count":null,"id":"aw0j68WtDhvg","metadata":{"id":"aw0j68WtDhvg"},"outputs":[],"source":["with open('cdns-20220101.html.txt', 'r') as f:\n"," cadence_sec10k = f.read()"]},{"cell_type":"markdown","id":"qYe1sY19I8w8","metadata":{"id":"qYe1sY19I8w8"},"source":["Let's take a random piece of text from our 10-K filing..."]},{"cell_type":"code","execution_count":null,"id":"aNTvwdWyD-ko","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"aNTvwdWyD-ko","outputId":"e7e0dc48-360f-4b94-acb4-9b7e9c6b4815","executionInfo":{"status":"ok","timestamp":1685791294398,"user_tz":-180,"elapsed":3,"user":{"displayName":"Bünyamin Polat","userId":"03982086590103784785"}}},"outputs":[{"output_type":"stream","name":"stdout","text":["necessary, on commercially reasonable terms or at all and, even if successful, those alternative actions may not allow us to meet our scheduled debt service obligations. The agreement governing our revolving credit facility restricts our ability to dispose of assets and use the proceeds from those dispositions and may also restrict our ability to raise debt or equity capital to be used to repay other indebtedness when it becomes due. We may not be able to consummate those dispositions or to obtain proceeds in an amount sufficient to meet any debt service obligations then due. \n","In addition, we conduct a substantial portion of our operations through our subsidiaries, none of which are currently guarantors of our indebtedness. Accordingly, repayment of our indebtedness is dependent on the generation of cash flow by our subsidiaries and their ability to make such cash available to us, by dividend, debt repayment or otherwise. Our subsidiaries do not have any obligation to pay amounts due on our indebtedness or to make funds available for that purpose. Our subsidiaries may not be able to, or may not be permitted to, make distributions to enable us to make payments in respect of our indebtedness. Each subsidiary is a distinct legal entity, and, under certain circumstances, legal and contractual restrictions may limit our ability to obtain cash from our subsidiaries. In the event that we do not receive distributions from our subsidiaries, we may be unable to make required principal and interest payments on our indebtedness.\n","24\n","Table of Contents\n","If we cannot make scheduled payments on our debt, we will be in default and holders of our debt could declare all outstanding principal and interest to be due and payable, the lenders under our revolving credit facility could terminate their commitments to loan money and we could be forced into bankruptcy or liquidation. In addition, a material default on our indebtedness could suspend our eligibility to register securities using certain registration statement forms under SEC guidelines that permit incorporation by reference of substantial information regarding us, potentially hindering our ability to raise capital through the issuance of our securities and increasing our costs of registration.\n","Despite our current level of indebtedness, we and our subsidiaries may incur substantially more debt. This could further exacerbate the risks to our financial condition described above.\n","We and our subsidiaries may incur significant additional indebtedness in the future. Although the agreement governing our revolving credit facility contains restrictions on the incurrence of additional indebtedness, these restrictions are subject to a number of qualifications and exceptions, and the additional indebtedness incurred in compliance with these restrictions could be substantial. If we incur any additional indebtedness that ranks equally with the 2024 Notes, then subject to any collateral arrangements we may enter into, the holders of that debt will be entitled to share ratably in any proceeds distributed in connection with any insolvency, liquidation, reorganization, dissolution or other winding up of our company. \n","Our variable rate indebtedness subjects us to interest rate risk, which could cause our debt service obligations to increase significantly.\n","Borrowings under our revolving credit facility are at variable rates of interest and expose us to interest rate risk. If interest rates were to increase, our debt service obligations on our variable rate indebtedness would increase even though the amount borrowed remained the same, and our net income and cash flows, including cash available for servicing our indebtedness, would correspondingly decrease. In the future, we may enter into interest rate swaps that involve the exchange of floating for fixed rate interest payments in order to reduce interest rate volatility. However, we may not maintain interest rate swaps with respect to all of our variable rate indebtedness, and any swaps we enter into may not fully mitigate our interest rate risk.\n","Our revolving credit facility utilizes, at our option, either (1) LIBOR, plus a margin of between 0.750% and 1.250%, determined by reference to the credit rating of our unsecured debt, or (2) base rate plus a margin of 0.000% to 0.250%, determined by reference to the credit rating of our unsecured debt, to calculate the amount of accrued interest on any borrowings. Regulators in certain jurisdictions including the United Kingdom and the United States have begun to phase out the use of LIBOR, ceasing publication for certain tenors of the U.S. dollar (and other) LIBOR at the end of 2021, with plans to cease publication for the remaining tenors of U.S. dollar LIBOR beginning June 30, 2023. Our revolving credit facility contains provisions that contemplate the transition from LIBOR under specified events; however, the transition from LIBOR to a new replacement benchmark remains uncertain at this time and the consequences of such developments cannot be entirely predicted, but could result in an increase in the cost of our borrowings under our existing credit facility and any future borrowings.\n","In addition, our revolving credit facility uses a pricing grid based on our credit ratings. If our credit ratings are downgraded or other negative action is taken, the interest rate payable by us under our revolving credit facility would increase. Credit rating downgrades could also restrict our ability to obtain additional financing in the future and affect the terms of any such financing.\n","Various factors could increase our future borrowing costs or reduce our access to capital, including a lowering or withdrawal of the ratings assigned to us and our 2024 Notes by credit rating agencies.\n","We may in the future seek additional financing for a variety of reasons, and our future borrowing costs, terms and access to capital could be affected by factors including the condition of the debt and equity markets, the condition of the economy generally, prevailing interest rates, our level of indebtedness, our credit rating and our business and financial condition. In addition, the 2024 Notes currently have an investment grade credit rating, which could be lowered or withdrawn entirely by a credit rating agency based on adverse changes to circumstances relating to the basis of the credit rating. Consequently, real or anticipated changes in our credit ratings will generally affect the market value of the 2024 Notes. Any future lowering of the credit ratings of the 2024 Notes likely would make it more difficult or more expensive for us to obtain additional debt financing. \n","\n","Item 1B. Unresolved Staff Comments\n","None.\n","\n","Item 2. Properties\n","We own land and buildings at our headquarters located in San Jose, California. We also own buildings in India. As of January 1, 2022, the total square footage of our owned buildings was approximately 1,010,000.\n","We lease additional facilities in the United States and various other countries. We may sublease certain of these facilities where space is not fully utilized.\n","We believe that these facilities are adequate for our current needs and that suitable additional or substitute space will be available as needed to accommodate any expansion of our operations.\n","\n","25\n","Table of Contents\n","Item 3. Legal Proceedings\n","From time to time, we are involved in various disputes and legal proceedings that arise in the ordinary course of business. These include disputes and legal proceedings related to intellectual property, indemnification obligations, mergers and acquisitions, licensing, contracts, customers, products, distribution and other commercial arrangements and employee relations matters. At least quarterly, we review the status of each significant matter and assess its potential financial exposure. If the potential loss from any claim or legal proceeding is considered probable and the amount or the range of loss can be estimated, we accrue a liability for the estimated loss. Legal proceedings are subject to uncertainties, and the outcomes are difficult to predict. Because of such uncertainties, accruals are based on our judgments using the best information available at the time. As additional information becomes available, we reassess the potential liability related to pending claims and legal proceedings and may revise estimates.\n"," \n","Item 4. Mine Safety Disclosures\n","Not applicable.\n","\n","\n","26\n","Table of Contents\n","PART II. \n","\n","Item 5. Market for Registrant’s Common Equity, Related Stockholder Matters and Issuer Purchases of Equity Securities\n","Our common stock is traded on the Nasdaq Global Select Market under the symbol CDNS. As of February 5, 2022, we had 384 registered stockholders and approximately 340,000 beneficial owners of our common stock.\n","\n","Stockholder Return Performance Graph\n","The following graph compares the cumulative 5-year total stockholder return on our common stock relative to the cumulative total return of the Nasdaq Composite Index,\n"]}],"source":["random_piece = cadence_sec10k[135000:144000]\n","print(random_piece)"]},{"cell_type":"markdown","id":"uuw6cjWPJWHe","metadata":{"id":"uuw6cjWPJWHe"},"source":["Items 2,3, and 5 seem good to ask questions about them!"]},{"cell_type":"code","execution_count":null,"id":"cRS6OPrtJPQs","metadata":{"id":"cRS6OPrtJPQs"},"outputs":[],"source":["item2 = \"\"\"We own land and buildings at our headquarters located in San Jose, California. We also own buildings in India. As of January 1, 2022, the total square footage of our owned buildings was approximately 1,010,000.\n","We lease additional facilities in the United States and various other countries. We may sublease certain of these facilities where space is not fully utilized.\"\"\"\n","\n","item3 = \"\"\"From time to time, we are involved in various disputes and legal proceedings that arise in the ordinary course of business. These include disputes and legal proceedings related to intellectual property, indemnification obligations, mergers and acquisitions, licensing, contracts, customers, products, distribution and other commercial arrangements and employee relations matters. At least quarterly, we review the status of each significant matter and assess its potential financial exposure. If the potential loss from any claim or legal proceeding is considered probable and the amount or the range of loss can be estimated, we accrue a liability for the estimated loss. Legal proceedings are subject to uncertainties, and the outcomes are difficult to predict. Because of such uncertainties, accruals are based on our judgments using the best information available at the time. As additional information becomes available, we reassess the potential liability related to pending claims and legal proceedings and may revise estimates.\"\"\"\n","\n","item5 = \"\"\"Our common stock is traded on the Nasdaq Global Select Market under the symbol CDNS. As of February 5, 2022, we had 384 registered stockholders and approximately 340,000 beneficial owners of our common stock.\"\"\""]},{"cell_type":"markdown","id":"gIsVya5JERsH","metadata":{"id":"gIsVya5JERsH"},"source":["##🚀 Let's create a pipeline\n","We will use a `RoBerta` based QA model named `finqa_roberta`\n"]},{"cell_type":"markdown","id":"3H4Mk01YL0Qt","metadata":{"id":"3H4Mk01YL0Qt"},"source":["📜To do that, we use in our pipelines:\n","- a `MultiDocumentAssembler`, which puts together questions (Q to create H) and context (P).\n","- a BertForQuestionAnswering pretrained model. \n","\n","🚀**IMPORTANT: We highly recommend to use `setCaseSensitive(False)` to prevent uppercase to be managed as proper nouns and possibly trigger OOV.**"]},{"cell_type":"code","execution_count":null,"id":"PrEa2a9lEorE","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"PrEa2a9lEorE","outputId":"c356e156-1978-4431-9b24-aa43653dfb5c","executionInfo":{"status":"ok","timestamp":1685791450671,"user_tz":-180,"elapsed":61895,"user":{"displayName":"Bünyamin Polat","userId":"03982086590103784785"}}},"outputs":[{"output_type":"stream","name":"stdout","text":["finqa_bert download started this may take some time.\n","Approximate size to download 389 MB\n","[OK!]\n"]}],"source":["documentAssembler = nlp.MultiDocumentAssembler()\\\n"," .setInputCols([\"question\", \"context\"])\\\n"," .setOutputCols([\"document_question\", \"document_context\"])\n","\n","spanClassifier = nlp.BertForQuestionAnswering.pretrained(\"finqa_bert\",\"en\", \"finance/models\") \\\n"," .setInputCols([\"document_question\", \"document_context\"]) \\\n"," .setOutputCol(\"answer\") \\\n"," .setCaseSensitive(False)\n","\n","qa_pipeline = nlp.Pipeline().setStages([\n"," documentAssembler,\n"," spanClassifier\n","])"]},{"cell_type":"code","execution_count":null,"id":"6rIUTqmoEwgu","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"6rIUTqmoEwgu","outputId":"c0d74078-c141-43b9-e515-128e51057b20","executionInfo":{"status":"ok","timestamp":1685791456816,"user_tz":-180,"elapsed":6151,"user":{"displayName":"Bünyamin Polat","userId":"03982086590103784785"}}},"outputs":[{"output_type":"stream","name":"stdout","text":["+--------------------+--------------------+\n","| question| context|\n","+--------------------+--------------------+\n","|Where are the hea...|We own land and b...|\n","|What is the total...|We own land and b...|\n","|In which countrie...|We own land and b...|\n","+--------------------+--------------------+\n","\n"]}],"source":["P = item2\n","\n","Q = [\n"," \"Where are the headquarters?\",\n"," \"What is the total square footage?\",\n"," \"In which countries do they lease facilities?\"\n","]\n","\n","Q_P = [ [q, P] for q in Q]\n","\n","example = spark.createDataFrame(Q_P).toDF(\"question\", \"context\")\n","\n","example.show()"]},{"cell_type":"code","execution_count":null,"id":"KQoGvQOlIGTV","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"KQoGvQOlIGTV","outputId":"1a9c7c9d-e29b-4689-fdfe-d3b66ab393dd","executionInfo":{"status":"ok","timestamp":1685791474121,"user_tz":-180,"elapsed":10279,"user":{"displayName":"Bünyamin Polat","userId":"03982086590103784785"}}},"outputs":[{"output_type":"stream","name":"stdout","text":["+--------------------------------------------+-----------------------+-----------------------------------------------------------------------------------------------------------------------------------------------------------------------+\n","|question |result |answer |\n","+--------------------------------------------+-----------------------+-----------------------------------------------------------------------------------------------------------------------------------------------------------------------+\n","|Where are the headquarters? |[San Jose , California]|[{chunk, 0, 20, San Jose , California, {chunk -> 0, start_score -> 0.8019189, score -> 0.83842176, end -> 20, start -> 17, end_score -> 0.8749246, sentence -> 0}, []}]|\n","|What is the total square footage? |[1 , 010 , 000] |[{chunk, 0, 12, 1 , 010 , 000, {chunk -> 0, start_score -> 0.66597635, score -> 0.7811918, end -> 55, start -> 50, end_score -> 0.89640725, sentence -> 0}, []}] |\n","|In which countries do they lease facilities?|[United States] |[{chunk, 0, 12, United States, {chunk -> 0, start_score -> 0.5888994, score -> 0.52136713, end -> 64, start -> 63, end_score -> 0.4538349, sentence -> 0}, []}] |\n","+--------------------------------------------+-----------------------+-----------------------------------------------------------------------------------------------------------------------------------------------------------------------+\n","\n"]}],"source":["result = qa_pipeline.fit(example).transform(example)\n","\n","result.select('question', 'answer.result', 'answer').show(truncate=False)"]},{"cell_type":"code","execution_count":null,"id":"SY-DNoG8Lrgh","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"SY-DNoG8Lrgh","outputId":"4f1c0f3b-c9ef-49ca-fb38-b17c4bb9c023","executionInfo":{"status":"ok","timestamp":1685791475651,"user_tz":-180,"elapsed":1533,"user":{"displayName":"Bünyamin Polat","userId":"03982086590103784785"}}},"outputs":[{"output_type":"stream","name":"stdout","text":["+-----------------------------------+-----------------------------+------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+\n","|question |result |answer |\n","+-----------------------------------+-----------------------------+------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+\n","|Where is their common stock traded?|[Nasdaq Global Select Market]|[{chunk, 0, 26, Nasdaq Global Select Market, {chunk -> 0, start_score -> 0.30269945, score -> 0.41721502, end -> 21, start -> 16, end_score -> 0.5317306, sentence -> 0}, []}]|\n","|Which is the trading symbol? |[CDNS] |[{chunk, 0, 3, CDNS, {chunk -> 0, start_score -> 0.8779542, score -> 0.8447887, end -> 25, start -> 24, end_score -> 0.8116232, sentence -> 0}, []}] |\n","+-----------------------------------+-----------------------------+------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+\n","\n"]}],"source":["P = item5\n","\n","Q = [\n"," \"Where is their common stock traded?\",\n"," \"Which is the trading symbol?\"\n","]\n","\n","Q_P = [ [q, P] for q in Q]\n","\n","example = spark.createDataFrame(Q_P).toDF(\"question\", \"context\")\n","\n","result = qa_pipeline.fit(example).transform(example)\n","\n","result.select('question', 'answer.result', 'answer').show(truncate=False)"]},{"cell_type":"code","execution_count":null,"id":"GqWhSXuAMOJy","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"GqWhSXuAMOJy","outputId":"a2a666ea-8c93-447c-9979-b7edb0f180cc","executionInfo":{"status":"ok","timestamp":1685791486889,"user_tz":-180,"elapsed":1992,"user":{"displayName":"Bünyamin Polat","userId":"03982086590103784785"}}},"outputs":[{"output_type":"stream","name":"stdout","text":["+------------------------------------------------------+---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+\n","|question |result |answer |\n","+------------------------------------------------------+---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+\n","|What kind of disputes or legal proceedings related to?|[intellectual property , indemnification obligations , mergers and acquisitions , licensing , contracts , customers , products , distribution and other commercial arrangements and employee relations matters]|[{chunk, 0, 204, intellectual property , indemnification obligations , mergers and acquisitions , licensing , contracts , customers , products , distribution and other commercial arrangements and employee relations matters, {chunk -> 0, start_score -> 0.63349277, score -> 0.56178546, end -> 71, start -> 43, end_score -> 0.4900781, sentence -> 0}, []}]|\n","+------------------------------------------------------+---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+\n","\n"]}],"source":["P = item3\n","\n","Q = [\n"," \"What kind of disputes or legal proceedings related to?\"\n","]\n","\n","Q_P = [ [q, P] for q in Q]\n","\n","example = spark.createDataFrame(Q_P).toDF(\"question\", \"context\")\n","\n","result = qa_pipeline.fit(example).transform(example)\n","\n","result.select('question', 'answer.result', 'answer').show(truncate=False)"]},{"cell_type":"markdown","id":"lgTmRajbMSGc","metadata":{"id":"lgTmRajbMSGc"},"source":["#🔎 Automatic Question Generation\n","Now the question is ... is there a way to generate the questions automatically?\n","\n","The answer is simple: **YES**, there is!\n","\n","We have several ways to generate a series of questions, given for examplee:\n","- A `SUBJECT` of a sentence;\n","- An `ACTION` (verb);\n","\n","More specifically, there are three ways:\n","1. Using the grammatical information (Part of Speech and Dependency Tree);\n","2. Using NER / Contextual Parser or other method to retrieve SUBJECT and VERB\n","\n","Check the notebook \"Automatic Question Generation\" for examples of how to do it."]},{"cell_type":"markdown","id":"S9pfvS3mzVuD","metadata":{"id":"S9pfvS3mzVuD"},"source":["#🔎 Table Question Answering\n","For table question answering we have a specific notebok you will find in this workshop. Feel free to check it out too!\n","\n","But it the meantime, a small spoiler..."]},{"cell_type":"markdown","id":"C6uINimy6OUv","metadata":{"id":"C6uINimy6OUv"},"source":["#🔎 1. From csv files"]},{"cell_type":"markdown","id":"5fbldq8G6Qpp","metadata":{"id":"5fbldq8G6Qpp"},"source":["Let's create a `csv` file with information about clients and agreements."]},{"cell_type":"code","execution_count":null,"id":"SH_kpoAm7KDw","metadata":{"id":"SH_kpoAm7KDw"},"outputs":[],"source":["import pandas as pd\n","\n","df_data = { \n"," \"header\" : ['client name', 'last operation year', 'last operation amount', 'document'],\n"," \"rows\" : [ \n"," ['John Smith', '2007', '$200000', 'NDA'],\n"," ['Jack Gordon', '2017', '$10000', 'Credit Agreement'],\n"," ['Mary Lean', '2001', '$120000', 'License Agreement'],\n"," ['Jessica James', '2022', '$1200000', 'Purchase Agreement'],\n","]\n","}\n","\n","\n","df = pd.DataFrame(df_data['rows'], columns=df_data['header'])\n","\n","df.to_csv('table.csv', index=False)\n"]},{"cell_type":"code","execution_count":null,"id":"mgWwgvvoBcur","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"mgWwgvvoBcur","outputId":"e9f39ba5-05bc-4e08-d390-6ea1c712075b","executionInfo":{"status":"ok","timestamp":1685791503145,"user_tz":-180,"elapsed":287,"user":{"displayName":"Bünyamin Polat","userId":"03982086590103784785"}}},"outputs":[{"output_type":"execute_result","data":{"text/plain":["{'header': ['client name',\n"," 'last operation year',\n"," 'last operation amount',\n"," 'document'],\n"," 'rows': [['John Smith', '2007', '$200000', 'NDA'],\n"," ['Jack Gordon', '2017', '$10000', 'Credit Agreement'],\n"," ['Mary Lean', '2001', '$120000', 'License Agreement'],\n"," ['Jessica James', '2022', '$1200000', 'Purchase Agreement']]}"]},"metadata":{},"execution_count":16}],"source":["df_data"]},{"cell_type":"code","execution_count":null,"id":"adF0OloH7gSG","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":175},"id":"adF0OloH7gSG","outputId":"1ef3df34-d9fe-454a-de38-d03e28b93676","executionInfo":{"status":"ok","timestamp":1685791504424,"user_tz":-180,"elapsed":7,"user":{"displayName":"Bünyamin Polat","userId":"03982086590103784785"}}},"outputs":[{"output_type":"execute_result","data":{"text/plain":[" client name last operation year last operation amount document\n","0 John Smith 2007 $200000 NDA\n","1 Jack Gordon 2017 $10000 Credit Agreement\n","2 Mary Lean 2001 $120000 License Agreement\n","3 Jessica James 2022 $1200000 Purchase Agreement"],"text/html":["\n","
\n"," | client name | \n","last operation year | \n","last operation amount | \n","document | \n","
---|---|---|---|---|
0 | \n","John Smith | \n","2007 | \n","$200000 | \n","NDA | \n","
1 | \n","Jack Gordon | \n","2017 | \n","$10000 | \n","Credit Agreement | \n","
2 | \n","Mary Lean | \n","2001 | \n","$120000 | \n","License Agreement | \n","
3 | \n","Jessica James | \n","2022 | \n","$1200000 | \n","Purchase Agreement | \n","