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z_w88^CiU%64>I}xCoWN&pLbu5eK@1Veb>7MI2@I~4#FmfOFS9G(E11kVQYBNAQ>OF zJ8>;9Hkyb>bh31R+;ka7P!bYIsREhnq4EzpXak|5x*`H7XU53SkOBsU=?;Gn)j9Oa zkw8r{y)61P0v;Iai}o_$c=OQn#c82%(xH>iL(~8QwKImxKLI{Kpt9LWjsOCAPDauM z2o>rejo=C(Ko{qGh%P5Kdc~S(h%-frW7hbxmV2=Y=wFn>g+Ltsmgu&M$PN)k@c57_ zhPYJZJ`mFzg*U#6$K4zddfMSyoqc|}T z+R!7%`$!lbOhoVPJpS^qXb|jhr-)w#1QPf$Tept*1+9z}U#yT9Zft}y8Nl!1i$JH* zAQ=VvX6PbA_t8b*55X8@1{ubrK8!*^BUcYbB9S3Qg8>YxYr!nj$FrxQd7uwtkRcz6 zA*x>S2A8cq5zDwSmT+^AGK$xsGV zDuX!+kH(;lhB0Y|GNsbVCJWj9!)3%JQ~SR&NO=p!;n81i%i4*(m*gU zPxacPQOQWV8^BOD2Ll+5f+ny&9^5>N7aEN@iWfQ!X>k2}=?qAxVF(+|A038^Aq_eO zW|G0ZbQ&sxsox&mfyy-O8v{gdNEc@1XgrGj$mbg^3<2FDG&VwxJ>r_paXftb6MY4O zXacUc;PnTV2BaawH6i-IUgt=qk+`9xa0ePSoJ$LXN9@21BQr@M)Q}J=Jv@ZxO!yyA eP(lo(f1;v8gwZ= 3: + composition_data.append({ + "ChemicalName": parts[0], + "CASNumber": parts[1], + "Concentration": parts[2] + }) + + return composition_data + + +def format_first_aid_measures(section_text): + first_aid_data = {} + lines = section_text.splitlines() + + for line in lines: + if "Eye Contact" in line: + first_aid_data["EyeContact"] = line.split("Eye Contact")[1].strip() + elif "Skin Contact" in line: + first_aid_data["SkinContact"] = line.split("Skin Contact")[1].strip() + elif "Inhalation" in line: + first_aid_data["Inhalation"] = line.split("Inhalation")[1].strip() + elif "Ingestion" in line: + first_aid_data["Ingestion"] = line.split("Ingestion")[1].strip() + + return first_aid_data + + +def format_fire_fighting_measures(section_text): + fire_fighting_data = {} + lines = section_text.splitlines() + + for line in lines: + if "Suitable Extinguishing Media" in line: + fire_fighting_data["ExtinguishingMedia"] = line.split("Media")[1].strip() + elif "Flash Point" in line: + fire_fighting_data["FlashPoint"] = line.split("Flash Point")[1].strip() + elif "Autoignition Temperature" in line: + fire_fighting_data["AutoignitionTemperature"] = line.split("Autoignition Temperature")[1].strip() + + return fire_fighting_data + + +json_data = {} + + +identification_text = extract_section(extracted_text, patterns["Identification"]) +json_data["Identification"] = format_identification(identification_text) + +hazard_identification_text = extract_section(extracted_text, patterns["HazardIdentification"]) +json_data["HazardIdentification"] = format_hazard_identification(hazard_identification_text) + +composition_text = extract_section(extracted_text, patterns["Composition"]) +json_data["Composition"] = format_composition(composition_text) + +first_aid_measures_text = extract_section(extracted_text, patterns["FirstAidMeasures"]) +json_data["FirstAidMeasures"] = format_first_aid_measures(first_aid_measures_text) + +fire_fighting_measures_text = extract_section(extracted_text, patterns["FireFightingMeasures"]) +json_data["FireFightingMeasures"] = format_fire_fighting_measures(fire_fighting_measures_text) + +print(json_data) \ No newline at end of file From 8a39bd495be830856627c90442c35e0fb326fcbc Mon Sep 17 00:00:00 2001 From: Adithya <77010225+adithya1770@users.noreply.github.com> Date: Fri, 4 Oct 2024 16:42:59 +0530 Subject: [PATCH 2/2] Update README.md --- README.md | 61 +++++++++++++++++++++++++++++++------------------------ 1 file changed, 34 insertions(+), 27 deletions(-) diff --git a/README.md b/README.md index b44751fb..0541b5fb 100644 --- a/README.md +++ b/README.md @@ -1,27 +1,34 @@ -# Data Pre-processor -De-constructing regular pdf's,docx format based information into structured JSON format. - ---- - -## How to Contribute - -To contribute to our documentation: - -1. **Fork the Repository:** Click the "Fork" button at the top right of this repository to create a copy in your GitHub account. 🍴 - -2. **Clone Your Fork:** Clone the forked repository to your local machine using Git. 🖥️ - - ```bash - git clone https://github.com//data_preprocessor.git - ``` - -3. **Create a Branch:** Create a new branch for your contribution. 🌿 - - ```bash - git checkout -b - ``` -4. **Virtual Evnvironment:** Create necessary virtual environtment or docker container; prefer if you look into docker and stuff. -5. Use Git CLI to add your files and track it. -6. Once pushed to your branch give a pull request. - ---- +# Project Report: Data Pre-processing + +## 1. Initial Approach: Using Regex and Spacy for Data Extraction +The first approach involved using a combination of **regular expressions (regex)** and **Spacy** for data extraction. The plan was to: +- Use **regex patterns** to identify and extract the headings from the data. +- Use **Spacy**, a powerful natural language processing library, to extract the subheadings based on named entity recognition and other language features. + +This method was partially effective but had limitations in identifying all necessary data due to inconsistencies in the formatting of headings and subheadings. + +## 2. Extracting Data Based on Font Styles +The next idea involved attempting to extract information based on the **font styles** in the document. For example: +- **Blue-colored text** was identified as main headings. +- **Black-colored text** was identified as subheadings. + +This approach relied on font color and style metadata, but it proved challenging to implement consistently across different documents, as not all documents had well-defined font styling for hierarchical structures. + +## 3. Final Approach: Regex and Section-based Functions +The final approach used **regex** for pattern matching and involved creating **separate functions** for each section. For instance: +- A function was designed to extract information specifically from the **Identification** section of a document, such as: + +```python +def format_identification(section_text): + lines = section_text.splitlines() + identification_data = {} + for line in lines: + if "Product Name" in line and ":" in line: + identification_data["ProductName"] = line.split(":")[1].strip() + elif "Product Name" in line and ":" not in line: + identification_data["ProductName"] = line.replace("Product Name", "").strip() + elif "Cat No." in line and ":" in line: + identification_data["CatNumbers"] = [item.strip() for item in line.split(":")[1].strip().split(";")] + elif "Cat No." in line and ":" not in line: + identification_data["CatNumbers"] = [item.strip() for item in line.replace("Cat No.", "").strip().split(";")] + return identification_data