diff --git a/data/libre_textbooks/meta.yaml b/data/libre_textbooks/meta.yaml new file mode 100644 index 000000000..e24b8d0e6 --- /dev/null +++ b/data/libre_textbooks/meta.yaml @@ -0,0 +1,30 @@ +--- +name: libre_textbooks +description: A dataset of scraped articles from libre textbooks +targets: + - id: html + description: A scraped page from libre textbooks + units: + type: text + names: + - natural language article + pubchem_aids: [] + uris: [] +identifiers: + - id: url + type: string + description: url of the page the content is scraped from + - id: text_length + type: int + description: text character count +license: CC BY 4.0 +links: + - name: Libre Textbooks + url: https://chem.libretexts.org/Bookshelves + description: '' + - name: Hugging Face dataset upload + url: https://huggingface.co/datasets/Hack90/libre_chem_textbooks + description: Hugging Face dataset uploaded to HF account +benchmarks: [] +num_points: 3740 +bibtex: [] diff --git a/data/libre_textbooks/transform.py b/data/libre_textbooks/transform.py new file mode 100644 index 000000000..4e940f987 --- /dev/null +++ b/data/libre_textbooks/transform.py @@ -0,0 +1,76 @@ +from datasets import load_dataset +import pandas as pd +import yaml + + +LINES_TO_REMOVE = "/workspaces/chemnlp/data/libre_textbooks/lines_to_remove.jsonl" +RAW_DATASET = "Hack90/libre_chem_textbooks" + + +META_YAML_PATH = "./data/libre_textbooks/meta.yaml" +META_TEMPLATE = { + "name": "libre_textbooks", # unique identifier, we will also use this for directory names + "description": "A dataset of scraped articles from libre textbooks", + "targets": [ + { + "id": "html", # name of the column in a tabular dataset + "description": "A scraped page from libre textbooks", + "units": None, # units of the values in this column (leave empty if unitless) + "type": "string", # can be "categorical", "ordinal", "continuous", "string" + "names": [ # names for the property (to sample from for building the prompts) + "natural language article", + ], + "pubchem_aids": [], + "uris": [], + }, + ], + "identifiers": [ + { + "id": "url", # column name + "type": "Other", # can be "SMILES", "SELFIES", "IUPAC", "OTHER" + "description": "url of the page the content is scraped from", + }, + ], + "license": "CC BY 4.0", # license under which the original dataset was published + "links": [ # list of relevant links (original dataset, other uses, etc.) + { + "name": "Libre Textbooks", + "url": "https://chem.libretexts.org/Bookshelves", + "description": "", + }, + { + "name": "Hugging Face dataset upload", + "url": "https://huggingface.co/datasets/Hack90/libre_chem_textbooks", + "description": "Hugging Face dataset uploaded to HF account", # Hopefully will move this + # to the openbioml space + }, + ], + "benchmarks": [], + "num_points": 3740, # number of datapoints in this dataset + "bibtex": [ + # noqa + ], +} + + +def get_raw_data(raw_dataset: str = RAW_DATASET) -> pd.DataFrame: + """Load the raw dataset into a pandas dataframe""" + dataset = load_dataset(raw_dataset) + df_raw = pd.DataFrame(dataset["train"].to_pandas()) + return df_raw + + +def create_meta_yaml(num_points: int): + """Create meta configuration file for the dataset""" + # create meta yaml + META_TEMPLATE["num_points"] = num_points + with open(META_YAML_PATH, "w+") as f: + yaml.dump(META_TEMPLATE, f, sort_keys=False) + print(f"Finished processing libre_textbooks {META_TEMPLATE['name']} dataset!") + + +if __name__ == "__main__": + num_samples = 0 + raw_df = get_raw_data() + num_samples += len(raw_df) + create_meta_yaml(num_samples) diff --git a/notebooks/libretext_crawler.ipynb b/notebooks/libretext_crawler.ipynb new file mode 100644 index 000000000..06cec7c7b --- /dev/null +++ b/notebooks/libretext_crawler.ipynb @@ -0,0 +1,7995 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "source": [ + "## Install the requisite libraries/packages" + ], + "metadata": { + "id": "xqWM837eZlti" + } + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "Z5SmfUGKdeaJ", + "colab": { + "base_uri": "https://localhost:8080/" + }, + "outputId": "74b6d819-7a52-4cd3-f8fd-339a1a4a426e" + }, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Successfully installed Automat-22.10.0 PyDispatcher-2.0.7 Twisted-22.10.0 constantly-15.1.0 cssselect-1.2.0 hyperlink-21.0.0 incremental-22.10.0 itemadapter-0.8.0 itemloaders-1.0.6 jmespath-1.0.1 parsel-1.7.0 protego-0.2.1 pyOpenSSL-23.1.1 queuelib-1.6.2 requests-file-1.5.1 scrapy-2.8.0 service-identity-21.1.0 tldextract-3.4.0 w3lib-2.1.1 zope.interface-6.0\n" + ] + } + ], + "source": [ + "!pip install scrapy" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "htuaJNItGftc" + }, + "outputs": [], + "source": [ + "!pip install beautifulsoup4" + ] + }, + { + "cell_type": "code", + "source": [ + "!pip install odfpy" + ], + "metadata": { + "id": "HjEbW1yO8MO4" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "!pip install Datasets" + ], + "metadata": { + "id": "hfzRrKEnEVZK" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "xOjAE2av8_vb" + }, + "outputs": [], + "source": [ + "import pandas as pd\n", + "import re\n", + "import matplotlib.pyplot as plt\n", + "from datasets import Dataset, load_dataset" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "TUTP6nuzZw8M", + "colab": { + "base_uri": "https://localhost:8080/" + }, + "outputId": "3099ef64-ae02-42dd-a747-cd82dfd35fa3" + }, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "New Scrapy project 'libretextbooks', using template directory '/usr/local/lib/python3.9/dist-packages/scrapy/templates/project', created in:\n", + " /content/libretextbooks\n", + "\n", + "You can start your first spider with:\n", + " cd libretextbooks\n", + " scrapy genspider example example.com\n" + ] + } + ], + "source": [ + "!scrapy startproject libretextbooks \n" + ] + }, + { + "cell_type": "markdown", + "source": [ + "## Scrape hyperlinks to textbooks" + ], + "metadata": { + "id": "2oXYuj7hZ12c" + } + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "DNz2Fxhs8I81" + }, + "outputs": [], + "source": [ + "#create link scraper\n", + "link_scraping_spider = \"\"\"\n", + "\n", + "import scrapy\n", + "import pandas as pd\n", + "import logging\n", + "from scrapy.linkextractors import LinkExtractor\n", + "\n", + "\n", + "def clean_and_filter(df: pd.DataFrame):\n", + " df = df.drop_duplicates()\n", + " df = df.dropna()\n", + " df = df[df.a.str.contains(\"https://chem.libretexts.org/Bookshelves/\")]\n", + " return df \n", + "\n", + "\n", + "class BookSpider(scrapy.Spider):\n", + " name = 'book_spider'\n", + " start_urls = ['https://chem.libretexts.org/Bookshelves']\n", + " custom_settings = {\n", + " \"DEPTH_LIMIT\": 9\n", + " }\n", + " logging.getLogger('scrapy').propagate = False\n", + "\n", + " empty_list = []\n", + "\n", + " def parse(self, response):\n", + " # Extract all links from a page\n", + " links = response.css('a::attr(href)').getall()\n", + " df_links = pd.DataFrame(links, columns=['a'])\n", + "\n", + " # Clean and merge the links\n", + " if len(self.empty_list) > 2:\n", + " df_links_old = pd.concat(self.empty_list)\n", + " df_links_old = clean_and_filter(df_links_old)\n", + " df_links = pd.concat([df_links_old, df_links])\n", + "\n", + " df_links = clean_and_filter(df_links)\n", + "\n", + " # Update empty_list\n", + " self.empty_list.append(df_links)\n", + "\n", + " if len(self.empty_list) > 2:\n", + " df_links = pd.concat(self.empty_list)\n", + " df_links = clean_and_filter(df_links)\n", + "\n", + " # Save links to a CSV file\n", + " df_links.to_csv('book_links.csv')\n", + "\n", + " print(len(df_links))\n", + "\n", + " # Follow the links\n", + " for link in df_links.a:\n", + " yield scrapy.Request(response.urljoin(link), callback=self.parse)\n", + "\"\"\"\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "4H1wNv-s8nsK" + }, + "outputs": [], + "source": [ + "# Create and write to a spider file\n", + "with open('/content/libretextbooks/libretextbooks/spiders/book_spider.py', 'w') as file:\n", + " file.write(link_scraping_spider)\n", + "\n", + "# Verify the content of the file by reading and printing it\n", + "# with open('/content/libretextbooks/libretextbooks/spiders/book_spider.py', 'r') as file:\n", + "# content = file.read()\n", + "# print(content)\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "5x-yi21FaAxK", + "colab": { + "base_uri": "https://localhost:8080/" + }, + "outputId": "15a1ff5f-7749-4f53-8745-757b933c7ddb" + }, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "2023-04-13 01:28:33 [asyncio] DEBUG: Using selector: EpollSelector\n", + "2023-04-13 01:28:34 [protego] DEBUG: Malformed rule at line 4 : cannot set request rate using '1/5'. 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'https://chem.libretexts.org/Bookshelves/Organic_Chemistry/Supplemental_Modules_(Organic_Chemistry)/Reactions/Named_Reactions/Jones_oxidation', 'https://chem.libretexts.org/Bookshelves/Organic_Chemistry/Supplemental_Modules_(Organic_Chemistry)/Reactions/Named_Reactions/Knoevenagel_condensation', 'https://chem.libretexts.org/Bookshelves/Organic_Chemistry/Supplemental_Modules_(Organic_Chemistry)/Reactions/Named_Reactions/Knorr_pyrazole_synthesis', 'https://chem.libretexts.org/Bookshelves/Organic_Chemistry/Supplemental_Modules_(Organic_Chemistry)/Reactions/Named_Reactions/Kolbe-Schmitt_reaction', 'https://chem.libretexts.org/Bookshelves/Organic_Chemistry/Supplemental_Modules_(Organic_Chemistry)/Reactions/Named_Reactions/Kumada_cross-coupling', 'https://chem.libretexts.org/Bookshelves/Organic_Chemistry/Supplemental_Modules_(Organic_Chemistry)/Reactions/Named_Reactions/Luche_reduction', 'https://chem.libretexts.org/Bookshelves/Organic_Chemistry/Supplemental_Modules_(Organic_Chemistry)/Reactions/Named_Reactions/Mannich_reaction', 'https://chem.libretexts.org/Bookshelves/Organic_Chemistry/Supplemental_Modules_(Organic_Chemistry)/Reactions/Named_Reactions/Michael_addition', 'https://chem.libretexts.org/Bookshelves/Organic_Chemistry/Supplemental_Modules_(Organic_Chemistry)/Reactions/Named_Reactions/Mitsunobu_Macrolactonization', 'https://chem.libretexts.org/Bookshelves/Organic_Chemistry/Supplemental_Modules_(Organic_Chemistry)/Reactions/Named_Reactions/Mitsunobu_reaction', 'https://chem.libretexts.org/Bookshelves/Organic_Chemistry/Supplemental_Modules_(Organic_Chemistry)/Reactions/Named_Reactions/Overman_Rearrangement', 'https://chem.libretexts.org/Bookshelves/Organic_Chemistry/Supplemental_Modules_(Organic_Chemistry)/Reactions/Named_Reactions/Pauson-Khand_reaction', 'https://chem.libretexts.org/Bookshelves/Organic_Chemistry/Supplemental_Modules_(Organic_Chemistry)/Reactions/Named_Reactions/Perkin_reaction', 'https://chem.libretexts.org/Bookshelves/Organic_Chemistry/Supplemental_Modules_(Organic_Chemistry)/Reactions/Named_Reactions/Pictet-Spengler_reaction', 'https://chem.libretexts.org/Bookshelves/Organic_Chemistry/Supplemental_Modules_(Organic_Chemistry)/Reactions/Named_Reactions/Prins_reaction', 'https://chem.libretexts.org/Bookshelves/Organic_Chemistry/Supplemental_Modules_(Organic_Chemistry)/Reactions/Named_Reactions/Pummerer_Rearrangement', 'https://chem.libretexts.org/Bookshelves/Organic_Chemistry/Supplemental_Modules_(Organic_Chemistry)/Reactions/Named_Reactions/Reformatsky_reaction', 'https://chem.libretexts.org/Bookshelves/Organic_Chemistry/Supplemental_Modules_(Organic_Chemistry)/Reactions/Named_Reactions/Reimer-Tiemann_reaction', 'https://chem.libretexts.org/Bookshelves/Organic_Chemistry/Supplemental_Modules_(Organic_Chemistry)/Reactions/Named_Reactions/Ritter_reaction', 'https://chem.libretexts.org/Bookshelves/Organic_Chemistry/Supplemental_Modules_(Organic_Chemistry)/Reactions/Named_Reactions/Robinson_annulation', 'https://chem.libretexts.org/Bookshelves/Organic_Chemistry/Supplemental_Modules_(Organic_Chemistry)/Reactions/Named_Reactions/Schmidt_reaction', 'https://chem.libretexts.org/Bookshelves/Organic_Chemistry/Supplemental_Modules_(Organic_Chemistry)/Reactions/Named_Reactions/Schotten-Baumann_reaction', 'https://chem.libretexts.org/Bookshelves/Organic_Chemistry/Supplemental_Modules_(Organic_Chemistry)/Reactions/Named_Reactions/Sharpless_epoxidation', 'https://chem.libretexts.org/Bookshelves/Organic_Chemistry/Supplemental_Modules_(Organic_Chemistry)/Reactions/Named_Reactions/Sonogashira_cross-coupling', 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], + "source": [ + "links = (pd.read_csv('/content/libretextbooks/book_links.csv'))['a'].values.tolist()\n", + "print(links)" + ] + }, + { + "cell_type": "code", + "source": [ + "def longest_link_with_shared_sublinks(links):\n", + " result = []\n", + " links = sorted(links, key=len, reverse=True) # Sort links by length (longest first)\n", + "\n", + " for s1 in links:\n", + " has_shared_sublink = False\n", + " for s2 in result:\n", + " if s1 in s2:\n", + " has_shared_sublink = True\n", + " break\n", + " if not has_shared_sublink:\n", + " result.append(s1)\n", + "\n", + " return result\n", + "\n", + "\n", + "# Find the longest hyperlinks with shared sublinks\n", + "longest_links = longest_link_with_shared_sublinks(links)\n", + "\n", + "# Print the result\n", + "print(longest_links)\n", + "len(longest_links)\n" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "7JCEBSq8MPKd", + "outputId": "d7056279-7c17-4e2c-b150-de85ccf223b5" + }, + 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'https://chem.libretexts.org/Bookshelves/Physical_and_Theoretical_Chemistry_Textbook_Maps/Physical_Chemistry_(Fleming)/12%3A_Chemical_Kinetics_II/12.03%3A_The_Connection_between_Reaction_Mechanisms_and_Reaction_Rate_Laws', 'https://chem.libretexts.org/Bookshelves/Physical_and_Theoretical_Chemistry_Textbook_Maps/Supplemental_Modules_(Physical_and_Theoretical_Chemistry)/Equilibria/Physical_Equilibria/Phases_and_Their_Transitions/Liquid_State', 'https://chem.libretexts.org/Bookshelves/Inorganic_Chemistry/Supplemental_Modules_and_Websites_(Inorganic_Chemistry)/Descriptive_Chemistry/Elements_Organized_by_Block/4_f-Block_Elements/The_Actinides/Chemistry_of_Fermium', 'https://chem.libretexts.org/Bookshelves/Organic_Chemistry/Supplemental_Modules_(Organic_Chemistry)/Alkyl_Halides/Properties_of_Alkyl_Halides/Introduction_to_Alkyl_Halides/Competition_between_substitution_and_elimination', 'https://chem.libretexts.org/Bookshelves/General_Chemistry/Book%3A_ChemPRIME_(Moore_et_al.)/21%3A_Spectra_and_Structure_of_Atoms_and_Molecules/21.06%3A_The_Visible_and_Ultraviolet_Spectra_of_Molecules-_Molecular_Orbitals', 'https://chem.libretexts.org/Bookshelves/General_Chemistry/Map%3A_Principles_of_Modern_Chemistry_(Oxtoby_et_al.)/Unit_3%3A_The_States_of_Matter/11%3A_Solutions/11.5%3A_Phase_Equilibrium_in_Solutions_-_Nonvolatile_Solutes', 'https://chem.libretexts.org/Bookshelves/Physical_and_Theoretical_Chemistry_Textbook_Maps/Supplemental_Modules_(Physical_and_Theoretical_Chemistry)/Spectroscopy/Vibrational_Spectroscopy/Raman_Spectroscopy/Raman%3A_Theory', 'https://chem.libretexts.org/Bookshelves/General_Chemistry/Book%3A_ChemPRIME_(Moore_et_al.)/01%3A_Introduction_-_The_Ambit_of_Chemistry/1.07%3A_Errors_in_Measurement/1.7.01%3A_Errors_in_Measurement_Lecture_Demonstrations', 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'https://chem.libretexts.org/Bookshelves/Organic_Chemistry/Supplemental_Modules_(Organic_Chemistry)/Thiols_and_Sulfides', 'https://chem.libretexts.org/Bookshelves/Organic_Chemistry/Organic_Chemistry_(Morsch_et_al.)/17%3A_Alcohols_and_Phenols', 'https://chem.libretexts.org/Bookshelves/Organic_Chemistry/Organic_Chemistry_Lab_Techniques_(Nichols)/zz%3A_Back_Matter', 'https://chem.libretexts.org/Bookshelves/Organic_Chemistry/Map%3A_Organic_Chemistry_(Bruice)/30%3A_Pericyclic_Reactions', 'https://chem.libretexts.org/Bookshelves/Organic_Chemistry/Map%3A_Organic_Chemistry_(Smith)/01%3A_Structure_and_Bonding', 'https://chem.libretexts.org/Bookshelves/Biological_Chemistry/Book3A_Medicines_by_Design/05%3A_Medicines_for_the_Future', 'https://chem.libretexts.org/Bookshelves/Biological_Chemistry/Fermentation_in_Food_Chemistry/01%3A_Modules/1.13%3A_Beer', 'https://chem.libretexts.org/Bookshelves/Biological_Chemistry/Fermentation_in_Food_Chemistry/01%3A_Modules/1.15%3A_Wine', \"https://chem.libretexts.org/Bookshelves/General_Chemistry/Chem1_(Lower)/06%3A_Properties_of_Gases/6.03%3A_Dalton's_Law\", 'https://chem.libretexts.org/Bookshelves/General_Chemistry/Chemistry_1e_(OpenSTAX)/09%3A_Gases/9.E%3A_Gases_(Exercises)', 'https://chem.libretexts.org/Bookshelves/General_Chemistry/Chemistry_1e_(OpenSTAX)/16%3A_Thermodynamics/16.2%3A_Entropy', 'https://chem.libretexts.org/Bookshelves/Organic_Chemistry/Supplemental_Modules_(Organic_Chemistry)/Polymers/Copolymers', 'https://chem.libretexts.org/Bookshelves/Organic_Chemistry/Organic_Chemistry_Lab_Techniques_(Nichols)/04%3A_Extraction', 'https://chem.libretexts.org/Bookshelves/Environmental_Chemistry/Geochemistry_(Lower)/zz%3A_Back_Matter/20%3A_Glossary', 'https://chem.libretexts.org/Bookshelves/Analytical_Chemistry/Physical_Methods_in_Chemistry_and_Nano_Science_(Barron)', 'https://chem.libretexts.org/Bookshelves/Analytical_Chemistry/Qualitative_Analysis_of_Common_Cations_in_Water_(Malik)', 'https://chem.libretexts.org/Bookshelves/Introductory_Chemistry/Exercises%3A_General_Organic_and_Biological_Chemistry', 'https://chem.libretexts.org/Bookshelves/Physical_and_Theoretical_Chemistry_Textbook_Maps/Quantum_Chemistry_(Blinder)', 'https://chem.libretexts.org/Bookshelves/Organic_Chemistry/Map%3A_Organic_Chemistry_(Bruice)/29%3A_Synthetic_Polymers', 'https://chem.libretexts.org/Bookshelves/Organic_Chemistry/Organic_Chemistry_I_(Cortes)/17%3A_Alkene_Reactions_Part_2', 'https://chem.libretexts.org/Bookshelves/Biological_Chemistry/Book3A_Medicines_by_Design/zz3A_Back_Matter/01%3A_Index', 'https://chem.libretexts.org/Bookshelves/Biological_Chemistry/Supplemental_Modules_(Biological_Chemistry)/Enzymes/HIV', 'https://chem.libretexts.org/Bookshelves/Organic_Chemistry/Map%3A_Organic_Chemistry_(Smith)/24%3A_Synthetic_Polymers', 'https://chem.libretexts.org/Bookshelves/Biological_Chemistry/Chemistry_of_Cooking_(Rodriguez-Velazquez)/02%3A_Flour', 'https://chem.libretexts.org/Bookshelves/Biological_Chemistry/Chemistry_of_Cooking_(Rodriguez-Velazquez)/04%3A_Sugar', 'https://chem.libretexts.org/Bookshelves/General_Chemistry/Exercises%3A_General_Chemistry/Exercises%3A_Oxtoby_et_al.', \"https://chem.libretexts.org/Bookshelves/Analytical_Chemistry/Non-Isothermal_Kinetic_Methods_(Arhangel'skii_et_al.)\", 'https://chem.libretexts.org/Bookshelves/Inorganic_Chemistry/Book%3A_Introduction_to_Inorganic_Chemistry_(Wikibook)', 'https://chem.libretexts.org/Bookshelves/Physical_and_Theoretical_Chemistry_Textbook_Maps/Quantum_Tutorials_(Rioux)', 'https://chem.libretexts.org/Bookshelves/Organic_Chemistry/Map%3A_Organic_Chemistry_(Bruice)/14%3A_NMR_Spectroscopy', 'https://chem.libretexts.org/Bookshelves/Organic_Chemistry/Map%3A_Organic_Chemistry_(Smith)/13%3A_Radical_Reactions', 'https://chem.libretexts.org/Bookshelves/Organic_Chemistry/Complex_Molecular_Synthesis_(Salomon)/00%3A_Front_Matter', 'https://chem.libretexts.org/Bookshelves/Organic_Chemistry/Polymer_Chemistry_(Schaller)/01%3A_Monomers_and_Polymers', 'https://chem.libretexts.org/Bookshelves/Biological_Chemistry/Book3A_Medicines_by_Design/01%3A_ABCs_of_Pharmacology', 'https://chem.libretexts.org/Bookshelves/Biological_Chemistry/Chemistry_of_Cooking_(Rodriguez-Velazquez)/07%3A_Eggs', 'https://chem.libretexts.org/Bookshelves/Environmental_Chemistry/Geochemistry_(Lower)/zz%3A_Back_Matter/10%3A_Index', 'https://chem.libretexts.org/Bookshelves/General_Chemistry/Chemistry_1e_(OpenSTAX)/Appendices/Essential_Mathematics', 'https://chem.libretexts.org/Bookshelves/General_Chemistry/Chemistry_1e_(OpenSTAX)/zz%3A_Back_Matter/20%3A_Glossary', 'https://chem.libretexts.org/Bookshelves/General_Chemistry/Chem1_(Lower)/14%3A_Thermochemistry/14.05%3A_Calorimetry', 'https://chem.libretexts.org/Bookshelves/General_Chemistry/Chem1_(Lower)/zz%3A_Back_Matter/30%3A_Detailed_Licensing', 'https://chem.libretexts.org/Bookshelves/General_Chemistry/Chemistry_1e_(OpenSTAX)/12%3A_Kinetics/12.3%3A_Rate_Laws', 'https://chem.libretexts.org/Bookshelves/General_Chemistry/Chemistry_1e_(OpenSTAX)/12%3A_Kinetics/12.7%3A_Catalysis', 'https://chem.libretexts.org/Bookshelves/Inorganic_Chemistry/Book%3A_Principles_of_Inorganic_Chemistry_II_(Nocera)', 'https://chem.libretexts.org/Bookshelves/Organic_Chemistry/Complex_Molecular_Synthesis_(Salomon)/05%3A_Polyketides', 'https://chem.libretexts.org/Bookshelves/Organic_Chemistry/Complex_Molecular_Synthesis_(Salomon)/zz%3A_Back_Matter', 'https://chem.libretexts.org/Bookshelves/Biological_Chemistry/Chemistry_of_Cooking_(Rodriguez-Velazquez)/03%3A_Fat', 'https://chem.libretexts.org/Bookshelves/General_Chemistry/Chemistry_1e_(OpenSTAX)/09%3A_Gases/9.1%3A_Gas_Pressure', 'https://chem.libretexts.org/Bookshelves/General_Chemistry/Map%3A_A_Molecular_Approach_(Tro)/06%3A_Thermochemistry', 'https://chem.libretexts.org/Bookshelves/Environmental_Chemistry/Toxicology_MSDT/04%3A_Applied_Systems_Toxicology', 'https://chem.libretexts.org/Bookshelves/Organic_Chemistry/Supplemental_Modules_(Organic_Chemistry)/Carbohydrates', 'https://chem.libretexts.org/Bookshelves/Organic_Chemistry/Map%3A_Organic_Chemistry_(Smith)/02%3A_Acids_and_Bases', 'https://chem.libretexts.org/Bookshelves/General_Chemistry/Chemistry_1e_(OpenSTAX)/Appendices/Solubility_Products', 'https://chem.libretexts.org/Bookshelves/General_Chemistry/Chem1_(Lower)/08%3A_Solutions/8.06%3A__Reverse_Osmosis', 'https://chem.libretexts.org/Bookshelves/Analytical_Chemistry/Analytical_Chemistry_2.1_(Harvey)/zz%3A_Back_Matter', 'https://chem.libretexts.org/Bookshelves/Organic_Chemistry/Supplemental_Modules_(Organic_Chemistry)/Acid_Halides', 'https://chem.libretexts.org/Bookshelves/Organic_Chemistry/Supplemental_Modules_(Organic_Chemistry)/Aryl_Halides', 'https://chem.libretexts.org/Bookshelves/Organic_Chemistry/Organic_Chemistry_(Morsch_et_al.)/10%3A_Organohalides', 'https://chem.libretexts.org/Bookshelves/Organic_Chemistry/Organic_Chemistry_I_(Liu)/08%3A_Elimination_Reactions', 'https://chem.libretexts.org/Bookshelves/Biological_Chemistry/Book3A_Medicines_by_Design/02%3A_Body_Heal_Thyself', 'https://chem.libretexts.org/Bookshelves/General_Chemistry/Chemistry_1e_(OpenSTAX)/Appendices/The_Periodic_Table', 'https://chem.libretexts.org/Bookshelves/General_Chemistry/Chemistry_1e_(OpenSTAX)/zz%3A_Back_Matter/10%3A_Index', 'https://chem.libretexts.org/Bookshelves/Analytical_Chemistry/An_Introduction_to_Mass_Spectrometry_(Van_Bramer)', 'https://chem.libretexts.org/Bookshelves/Organic_Chemistry/Organic_Chemistry_(Morsch_et_al.)/00%3A_Front_Matter', 'https://chem.libretexts.org/Bookshelves/Organic_Chemistry/Map%3A_Organic_Chemistry_(Bruice)/00%3A_Front_Matter', 'https://chem.libretexts.org/Bookshelves/Organic_Chemistry/Complex_Molecular_Synthesis_(Salomon)/04%3A_Terpenes', 'https://chem.libretexts.org/Bookshelves/Organic_Chemistry/Organic_Chemistry_I_(Cortes)/21%3A_Hydride_Reactions', 'https://chem.libretexts.org/Bookshelves/Environmental_Chemistry/Toxicology_MSDT/6%3A_Principles_of_Toxicology', 'https://chem.libretexts.org/Bookshelves/Organic_Chemistry/Supplemental_Modules_(Organic_Chemistry)/Anhydrides', 'https://chem.libretexts.org/Bookshelves/Organic_Chemistry/Organic_Chemistry_(Morsch_et_al.)/zz%3A_Back_Matter', 'https://chem.libretexts.org/Bookshelves/Organic_Chemistry/Organic_Chemistry_I_(Liu)/10%3A_Alkenes_and_Alkynes', 'https://chem.libretexts.org/Bookshelves/Organic_Chemistry/Map%3A_Organic_Chemistry_(Bruice)/zz%3A_Back_Matter', 'https://chem.libretexts.org/Bookshelves/Organic_Chemistry/Map%3A_Organic_Chemistry_(Smith)/00%3A_Front_Matter', 'https://chem.libretexts.org/Bookshelves/Organic_Chemistry/Logic_of_Organic_Synthesis_(Rao)/00%3A_Front_Matter', 'https://chem.libretexts.org/Bookshelves/Organic_Chemistry/Organic_Chemistry_I_(Cortes)/02%3A_Atomic_Structure', 'https://chem.libretexts.org/Bookshelves/General_Chemistry/General_Chemistry_Supplement_(Eames)/Gases/Gas_Laws', 'https://chem.libretexts.org/Bookshelves/General_Chemistry/Chemistry_1e_(OpenSTAX)/Appendices/Water_Properties', 'https://chem.libretexts.org/Bookshelves/Introductory_Chemistry/Book%3A_Introductory_Chemistry_Online_(Young)', 'https://chem.libretexts.org/Bookshelves/General_Chemistry/CLUE%3A_Chemistry_Life_the_Universe_and_Everything', 'https://chem.libretexts.org/Bookshelves/Organic_Chemistry/Map%3A_Organic_Chemistry_(Smith)/zz%3A_Back_Matter', 'https://chem.libretexts.org/Bookshelves/Organic_Chemistry/Logic_of_Organic_Synthesis_(Rao)/zz%3A_Back_Matter', 'https://chem.libretexts.org/Bookshelves/General_Chemistry/Chem1_(Lower)/08%3A_Solutions/8.09%3A_Distillation', 'https://chem.libretexts.org/Bookshelves/General_Chemistry/Book%3A_ChemPRIME_(Moore_et_al.)/zz%3A_Back_Matter', 'https://chem.libretexts.org/Bookshelves/Environmental_Chemistry/Toxicology_MSDT/05%3A_Regulatory_Toxicology', 'https://chem.libretexts.org/Bookshelves/Organic_Chemistry/Supplemental_Modules_(Organic_Chemistry)/Nitriles', 'https://chem.libretexts.org/Bookshelves/Organic_Chemistry/Map%3A_Organic_Chemistry_(Bruice)/24%3A_Catalysis', 'https://chem.libretexts.org/Bookshelves/Introductory_Chemistry/Book%3A_Chemistry_for_Allied_Health_(Soult)', 'https://chem.libretexts.org/Bookshelves/General_Chemistry/The_Video_Textbook_of_General_Chemistry_(Farmer)', 'https://chem.libretexts.org/Bookshelves/Organic_Chemistry/Supplemental_Modules_(Organic_Chemistry)/Phenols', 'https://chem.libretexts.org/Bookshelves/Inorganic_Chemistry/Chemistry_of_the_Main_Group_Elements_(Barron)', 'https://chem.libretexts.org/Bookshelves/Organic_Chemistry/Supplemental_Modules_(Organic_Chemistry)/Amines', 'https://chem.libretexts.org/Bookshelves/Organic_Chemistry/Supplemental_Modules_(Organic_Chemistry)/Azides', 'https://chem.libretexts.org/Bookshelves/Organic_Chemistry/Organic_Chemistry_I_(Liu)/05%3A_Stereochemistry', 'https://chem.libretexts.org/Bookshelves/Organic_Chemistry/Polymer_Chemistry_(Schaller)/00%3A_Front_Matter', 'https://chem.libretexts.org/Bookshelves/Biological_Chemistry/Book3A_Medicines_by_Design/003A_Front_Matter', 'https://chem.libretexts.org/Bookshelves/Introductory_Chemistry/Introduction_to_General_Chemistry_(Malik)', 'https://chem.libretexts.org/Bookshelves/Inorganic_Chemistry/Inorganic_Coordination_Chemistry_(Landskron)', 'https://chem.libretexts.org/Bookshelves/Organic_Chemistry/Map%3A_Organic_Chemistry_(Smith)/04%3A_Alkanes', 'https://chem.libretexts.org/Bookshelves/Organic_Chemistry/Map%3A_Organic_Chemistry_(Smith)/10%3A_Alkenes', 'https://chem.libretexts.org/Bookshelves/Organic_Chemistry/Map%3A_Organic_Chemistry_(Smith)/11%3A_Alkynes', 'https://chem.libretexts.org/Bookshelves/Organic_Chemistry/Organic_Chemistry_I_(Cortes)/22%3A_Study_Guide', 'https://chem.libretexts.org/Bookshelves/Organic_Chemistry/Polymer_Chemistry_(Schaller)/zz%3A_Back_Matter', 'https://chem.libretexts.org/Bookshelves/General_Chemistry/Chem1_(Lower)/zz%3A_Back_Matter/20%3A_Glossary', 'https://chem.libretexts.org/Bookshelves/General_Chemistry/Chemistry_1e_(OpenSTAX)/17%3A_Electrochemistry', 'https://chem.libretexts.org/Bookshelves/General_Chemistry/Interactive_Chemistry_(Moore_Zhou_and_Garand)', 'https://chem.libretexts.org/Bookshelves/Organic_Chemistry/Map%3A_Organic_Chemistry_(Smith)/23%3A_Amines', 'https://chem.libretexts.org/Bookshelves/Environmental_Chemistry/Geochemistry_(Lower)/00%3A_Front_Matter', 'https://chem.libretexts.org/Bookshelves/Introductory_Chemistry/Chemistry_and_Global_Awareness_(Gordon)', 'https://chem.libretexts.org/Bookshelves/Introductory_Chemistry/Map%3A__Introductory_Chemistry_(Corwin)', 'https://chem.libretexts.org/Bookshelves/Organic_Chemistry/Organic_Chemistry_I_(Liu)/00%3A_Front_Matter', 'https://chem.libretexts.org/Bookshelves/Environmental_Chemistry/Toxicology_MSDT/01%3A_Pathophysiology', 'https://chem.libretexts.org/Bookshelves/Organic_Chemistry/Organic_Chemistry_I_(Liu)/zz%3A_Back_Matter', 'https://chem.libretexts.org/Bookshelves/General_Chemistry/Chem1_(Lower)/zz%3A_Back_Matter/10%3A_Index', 'https://chem.libretexts.org/Bookshelves/General_Chemistry/Chem1_(Lower)/12%3A_Solubility_Equilibria', 'https://chem.libretexts.org/Bookshelves/Environmental_Chemistry/Toxicology_MSDT/00%3A_Front_Matter', 'https://chem.libretexts.org/Bookshelves/General_Chemistry/Book%3A_Chemical_Principles_(Dickerson)', 'https://chem.libretexts.org/Bookshelves/Environmental_Chemistry/Toxicology_MSDT/zz%3A_Back_Matter', 'https://chem.libretexts.org/Bookshelves/Analytical_Chemistry/Instrumental_Analysis_(LibreTexts)', 'https://chem.libretexts.org/Bookshelves/Inorganic_Chemistry/Book%3A_Inorganic_Chemistry_(Saito)', 'https://chem.libretexts.org/Bookshelves/General_Chemistry/Chemistry_-_Atoms_First_1e_(OpenSTAX)', 'https://chem.libretexts.org/Bookshelves/Organic_Chemistry/Organic_Chemistry_I_(Cortes)/Problems', 'https://chem.libretexts.org/Bookshelves/Inorganic_Chemistry/Inorganic_Chemistry_(LibreTexts)', 'https://chem.libretexts.org/Bookshelves/Inorganic_Chemistry/Organometallic_Chemistry_(Evans)', 'https://chem.libretexts.org/Bookshelves/Analytical_Chemistry/Chemometrics_Using_R_(Harvey)', 'https://chem.libretexts.org/Bookshelves/Introductory_Chemistry/Beginning_Chemistry_(Ball)', 'https://chem.libretexts.org/Bookshelves/General_Chemistry/Chemistry_2e_(OpenSTAX)']\n" + ] + }, + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "5026" + ] + }, + "metadata": {}, + "execution_count": 52 + } + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "ReYk6vedLkh3" + }, + "outputs": [], + "source": [ + "filtered_links = pd.DataFrame(longest_links, columns=['url'])\n", + "filtered_links.to_csv('filtered_links.csv')" + ] + }, + { + "cell_type": "code", + "source": [ + "len(filtered_links)" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "qyBK6OgepaQg", + "outputId": "15c6f5fa-545a-4986-e122-bf242488771b" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "5026" + ] + }, + "metadata": {}, + "execution_count": 64 + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "## Scrape textbooks" + ], + "metadata": { + "id": "FsGMETdLaBDv" + } + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "Q-7fdysL-wGY" + }, + "outputs": [], + "source": [ + "chapter_scraper_spider = \"\"\"\n", + "import scrapy\n", + "import pandas as pd\n", + "from scrapy.linkextractors import LinkExtractor\n", + "import logging\n", + "empty_list = []\n", + "\n", + "class BookSpider(scrapy.Spider):\n", + " name = 'book_spider'\n", + " custom_settings = {\n", + " \"DEPTH_LIMIT\": 1\n", + " }\n", + " start_urls = (pd.read_csv('/content/filtered_links.csv'))['url'].values.tolist()\n", + " logging.getLogger('scrapy').propagate = False\n", + " def parse(self, response):\n", + "\n", + " # Extract text from the page\n", + " text = response.css('p::text').getall()\n", + " \n", + " # Save the HTML content of the page just once\n", + "\n", + " yield {'url': response.url, 'html': text}\n", + "\"\"\"" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "-OWFus52_hu7" + }, + "outputs": [], + "source": [ + "# Create and write to a spider file\n", + "with open('/content/libretextbooks/libretextbooks/spiders/book_spider.py', 'w') as file:\n", + " file.write(chapter_scraper_spider)\n", + "\n", + "# Verify the content of the file by reading and printing it\n", + "# with open('/content/libretextbooks/libretextbooks/spiders/book_spider.py', 'r') as file:\n", + "# content = file.read()\n", + "# print(content)\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "_QrWqQs6mj8H", + "outputId": "26643121-1e75-47f5-f7d8-d2b2a5b985db" + }, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "2023-04-13 13:40:16 [asyncio] DEBUG: Using selector: EpollSelector\n", + "2023-04-13 13:40:17 [urllib3.connectionpool] DEBUG: Starting new HTTPS connection (1): publicsuffix.org:443\n", + "2023-04-13 13:40:17 [urllib3.connectionpool] DEBUG: https://publicsuffix.org:443 \"GET /list/public_suffix_list.dat HTTP/1.1\" 200 78775\n", + "2023-04-13 13:40:17 [protego] DEBUG: Malformed rule at line 4 : cannot set request rate using '1/5'. Ignoring this rule.\n" + ] + } + ], + "source": [ + "!cd libretextbooks && scrapy crawl book_spider -o book_spider.json" + ] + }, + { + "cell_type": "markdown", + "source": [ + "## Clean data" + ], + "metadata": { + "id": "9ab8bMczaV-k" + } + }, + { + "cell_type": "code", + "source": [ + "# load scraped content\n", + "with open('/content/libretextbooks/book_spider.json', 'r') as file:\n", + " content = file.read()\n" + ], + "metadata": { + "id": "_4NcfdKJpzOX" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "#bug fix to let pandas read the file\n", + "content = content.replace('][', ',')" + ], + "metadata": { + "id": "nKiTTwz7t78I" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "scraped_content = pd.read_json(content)" + ], + "metadata": { + "id": "yNy9AnivuGWv" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "# find the top 1000 sentances\n", + "# First split the cell contents by \".\"\n", + "df_split = pd.DataFrame()\n", + "df_split['split'] = scraped_content['html'].apply(lambda x: x.split('. ') if isinstance(x, str) else x)\n", + "\n", + "# Stack the DataFrame and reset the index\n", + "df_stacked = df_split.stack().reset_index(drop=True)\n", + "\n", + "# Explode the lists into a single column with unique rows\n", + "df_exploded = df_stacked.explode()\n", + "\n", + "# Remove empty strings from the DataFrame\n", + "df_exploded = df_exploded[df_exploded != '']\n", + "\n", + "# Reset the index and rename the column\n", + "df_exploded = df_exploded.reset_index(drop=True)\n", + "df_exploded = df_exploded.to_frame('Sentences')\n", + "\n", + "# Display the new DataFrame\n", + "print(df_exploded.value_counts().reset_index().head(1000).to_csv('top_sentances.csv'))\n" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "KLGCDtZA2TY3", + "outputId": "2883bf2d-8a2d-4230-f728-992fec6c66d7" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "None\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "sentances_to_remove = pd.read_excel(\"/content/sentances_to_remove.ods\")\n", + "sentances_to_remove = sentances_to_remove[sentances_to_remove['Delete']== 'x']['Sentences'].tolist()" + ], + "metadata": { + "id": "rY6qmBQ07_kD" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "df_text_to_remove = pd.read_json('/content/lines_to_remove.jsonl', lines= True)" + ], + "metadata": { + "id": "HvMjSxqxoOou" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "text_to_remove = df_text_to_remove[df_text_to_remove['answer']=='reject']['text'].tolist()" + ], + "metadata": { + "id": "I4bvK37HoPVV" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "text_to_remove.append('selected template will load here This action is not available.')" + ], + "metadata": { + "id": "Xf2K4wS7oTh4" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "text_to_remove = [*text_to_remove + sentances_to_remove ]" + ], + "metadata": { + "id": "iw9-Yl8eAEda" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "# Replacement value\n", + "replacement_value = ' '\n", + "\n", + "# Function to replace substrings in a cell value\n", + "def replace_substrings(cell):\n", + " cell = ' '.join(cell)\n", + " cell = cell.split('is shared under a')\n", + " cell = cell[0]\n", + "\n", + " for s in text_to_remove:\n", + " s = s.strip()\n", + " cell = cell.replace(s, replacement_value)\n", + " return cell\n", + "\n", + "\n", + "# Replace all instances of the substrings in the DataFrame\n", + "scraped_content['html'] = scraped_content['html'].apply(replace_substrings)\n", + "\n", + "# Print the updated DataFrame\n", + "print(\"\\nUpdated DataFrame:\")\n", + "print(scraped_content)" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "L3Ha_IgFoXLm", + "outputId": "47feb539-0669-46ad-cfd4-3c082897aeed" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\n", + "Updated DataFrame:\n", + " url \\\n", + "0 https://chem.libretexts.org/Bookshelves/Physic... \n", + "1 https://chem.libretexts.org/Bookshelves/Inorga... \n", + "2 https://chem.libretexts.org/Bookshelves/Inorga... \n", + "3 https://chem.libretexts.org/Bookshelves/Inorga... \n", + "4 https://chem.libretexts.org/Bookshelves/Inorga... \n", + "... ... \n", + "5021 https://chem.libretexts.org/Bookshelves/Analyt... \n", + "5022 https://chem.libretexts.org/Bookshelves/Organi... \n", + "5023 https://chem.libretexts.org/Bookshelves/Introd... \n", + "5024 https://chem.libretexts.org/Bookshelves/Inorga... \n", + "5025 https://chem.libretexts.org/Bookshelves/Genera... \n", + "\n", + " html \n", + "0 \\n\\n\\n\\n \\n\\n\\n\\n\\n\\n \\n The pre-exponential... \n", + "1 \\n\\n \\n This page discusses the solubility o... \n", + "2 \\n\\n \\n Group 2 elements (beryllium, magnesi... \n", + "3 \\n\\n \\n This page examines at the effect of ... \n", + "4 \\n\\n \\n This page discusses the reactions of... \n", + "... ... \n", + "5021 \\n\\n \\n Instrumental analysis is a field of ... \n", + "5022 \\n\\n \\n \\n\\n\\n\\n \n", + "5023 \\n\\n\\n\\n \\n\\n\\n\\n\\n\\n \\n An introductory che... \n", + "5024 \\n\\n\\n\\n \\n\\n\\n\\n\\n\\n \\n Inorganic chemistry... \n", + "5025 \\n\\n \\n This text is designed for the two-se... \n", + "\n", + "[5026 rows x 2 columns]\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "scraped_content['text_length'] = scraped_content.html.str.len()" + ], + "metadata": { + "id": "PZadKcgLvWpw" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "scraped_content['text_length'].describe()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "WXG30-1JwT7Q", + "outputId": "679df361-41c9-4bf2-8b8c-e1aa3df89b4c" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "count 5026.000000\n", + "mean 5740.119379\n", + "std 8094.809836\n", + "min 11.000000\n", + "25% 566.000000\n", + "50% 3002.000000\n", + "75% 7715.750000\n", + "max 98786.000000\n", + "Name: text_length, dtype: float64" + ] + }, + "metadata": {}, + "execution_count": 39 + } + ] + }, + { + "cell_type": "code", + "source": [ + "# Histogram of text lengths\n", + "plt.figure(figsize=(8, 6))\n", + "plt.hist(scraped_content['text_length'], bins='auto', color='blue', edgecolor='black')\n", + "plt.xlabel('Text Length')\n", + "plt.ylabel('Frequency')\n", + "plt.title('Histogram of Text Lengths')\n", + "plt.show()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 564 + }, + "id": "ZhSAaX-Wx9Xb", + "outputId": "ad2840fd-8f88-44ca-c313-da1fc0b5a28a" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "## only keep pages with content above 500 characters\n", + "scraped_content = scraped_content[scraped_content['text_length'] > 600]" + ], + "metadata": { + "id": "8Eo1wqWfBLAH" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "scraped_content" + ], + "metadata": { + "id": "3H9cxyLDBvXd" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "markdown", + "source": [ + "## Upload to HF" + ], + "metadata": { + "id": "LZpOJxSlCOXd" + } + }, + { + "cell_type": "code", + "source": [ + "dataset = Dataset.from_pandas(scraped_content)" + ], + "metadata": { + "id": "al47wOMtCRUm" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "#!huggingface-cli login\n", + "\n", + "dataset.push_to_hub(\"Hack90/libre_chem_textbooks\") # works fine, no errors\n", + "\n", + "reloaded_dataset = load_dataset(\"Hack90/libre_chem_textbooks\")" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 313, + "referenced_widgets": [ + "771c92f66eca475791bf8bc833563127", + "0316b84cb8c8477f801401cbcdbdbb1b", + "a3260dfe93cb4aaeb0445fef0e13e769", + "a538550ef113406198a50b1e984f3f59", + "9b1ff643075e4f4ab5adc2b809ea8c1b", + "dee0d494a1c741a19d7c0caa6583f72a", + "887fa503abce4872a64660ee83df89e5", + "30bda02c93044112baece93ab8d2f032", + "e0ef063e24b7414ca9429b32c67a5639", + "efff0380eee64bd5ac912f6ef146444b", + "98d911b2a232476a8787f0418bf40177", + "8b93e04f555d458db9220adebc33cc7c", + "c2e25369d8b7403e9e2d3383ac308b26", + "f71772b4a33144d79b72437091e2c944", + "fa34210152a646b282e957599b73a28a", + "27078e7ac8c64b20ac526aa17e047403", + "a550a100010c4c2487a2c26a1e2c878f", + "d083eda07e54477d9de1923cd63f8fd5", + "cd7ca6489a724864bace0670d81705a3", + "8420a28326fa4a7292cbfccd7a0cdac9", + "d150814742ba43ee9a2d00bc3b9519ae", + "82d470690e404121988c445153dd36c1", + "3b129175b4c44382a4ab4edeb740ae52", + "20a11f98b053420aabd0cb864a3ce108", + "ef5e5f40061c4962b5c5181313649c38", + "f0ab2d9ada914f73be56fed87f0d5f50", + "8422516e88af47f3a3d54dd9d7883c12", + "1febcf5e78094b67bb3d97e09c84aa4d", + "66bfbc145e3b42ea858c5d3754075885", + "b1824ab67c774bcab8c3874abf30a055", + "356b739e44494cbb86b2680e45b9bd07", + "7f4444c7518c47f6a9a56d9d3127d97f", + "0dee29a4388b4d31b2a177500470cbd7", + "881c306ce990499784ecc0972ad4f479", + "12ce28b46a3c47fab3e847c05832e498", + "38aa047bf7084b0eaed99d6c6046b411", + "64804b6caa3c44cfb7ceef46f1c56ee7", + "1b701e5390bb4768b545340d033646ff", + "026993e960e146cbb7ea358c504b08bf", + "9245e3155c104143b57cc1630e081348", + "676deec368434502800bfeb3c3e89518", + "a27186bff3ee4a13a952685f7c751c17", + "ee0b1644c281431598b0a3a67e4d6fff", + "279a0ebca1d040818de664316a909e14", + "070503f5ba7540218074856aabb14097", + "69250eda1037495b8cc6b474ec0097b2", + "44c6e016ed6b4435949ebe3c48bcae1c", + "96748ed95b904558b06d5e934fd39cd2", + "da3721bfb9b44952999cd29c01af6d58", + "2d744ab3d68f453a8fabb526b2becc1d", + "2ef5a35d256e42978385c5388d33a170", + "1b090110645f49bc9bc99101d4638fd5", + "9fc215ffe3314dbab61c91634491c17d", + "cbdae5fc8329441ea7e8dd74392d3889", + "36fb8c6578e64085824ae430f291ac1a", + "58fdd17ab9d843e88a28285e37cc14c9", + "5cda5d4658a74e4e9ae428c9ce598410", + "510e9484f2234808b2dab158cc29b899", + "83d44247aff14931ab04bb546f740d74", + "be693420a95b4b5ea1378d6ec324db5e", + "d85512a8aceb4d1583fd0e6ca725f947", + "ab3dbd826618410aa91088a664a9754f", + "8dce16d8e1084ff2af9a64b1b4bc8e2d", + "3899c1f294fc459183fd83bac27cea32", + "ced955de39e84e27b6d021231e317a4f", + "89b901d9dbfe4876abb46270b8a911d4", + "12381a7bb8194f2ba12403aa31446017", + "207db251d64e4c3285fe391f2228bf86", + "11aac93c5c6a4c41bb638d0aeafda5c4", + "3b3a23f63d694ef4a2b94722395b00d1", + "4bbf158cefb74af6b2aecc15248a19f2", + "a8983012c2f241d1bb65828806713946", + "f92ddecb1d01483995eff9bee8e85b9e", + "5eb9d3852805489caee6bda3af1987ba", + "b3ce6e8ef2f74f9a817ea012d77d625c", + "23ab75598d8b46d2904dc423e625f06e", + "a8cea8b36b724660bf97089567b26cc3", + "53c09ef686804f6fa68175b6d1361e66", + "a39c32d8a73547a3aeb247a73c5617fd", + "f933be6d1a964091b678911d7a297ca9", + "966fa634ece3479aab5d64e6c45e4a0a", + "c442523661bb49cab9fad20368e305e1", + "f8df202404784ec389a7cc400e7147f8", + "9519be181cdf4e479579f38b863772e9", + "443fa0d32d2f439f8bddaa89fae4ef40", + "1f4e236fbd784573b6273c7becda679e", + "e74d8cbae6ec41a4848b0770d2439543", + "bdd2cc978ba94ea68d4b29427e43f192" + ] + }, + "id": "zENeoePwEs7B", + "outputId": "21698319-1200-4e26-9dfb-8f9b6fdfc10a" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "Pushing dataset shards to the dataset hub: 0%| | 0/1 [00:00","count":28,"_input_hash":1819104597,"_task_hash":-95539862,"options":[{"id":"keep","text":"keep"},{"id":"lose","text":"lose"}],"_view_id":"choice","config":{"choice_style":"multiple"},"accept":[],"answer":"reject","_timestamp":1680285165,"common_values":null,"label":null,"score":null,"priority":null,"spans":null,"meta":null} +{"text":"Glossary - Undeclared","count":27,"_input_hash":-1423066659,"_task_hash":-431675264,"options":[{"id":"keep","text":"keep"},{"id":"lose","text":"lose"}],"_view_id":"choice","config":{"choice_style":"multiple"},"accept":[],"answer":"reject","_timestamp":1680285168,"common_values":null,"label":null,"score":null,"priority":null,"spans":null,"meta":null} +{"text":"Petrucci: General Chemistry 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What is its mole fraction?","count":12,"_input_hash":-1850252900,"_task_hash":1712910671,"options":null,"_view_id":"classification","config":null,"accept":null,"answer":"accept","_timestamp":1680379896,"common_values":0.0,"label":"keep","score":0.2659933269,"priority":0.2659933269,"spans":[],"meta":{"score":0.2659933269}} +{"text":"E = (6.625 x 10 J s mol","count":12,"_input_hash":-1539219431,"_task_hash":-948287290,"options":null,"_view_id":"classification","config":null,"accept":null,"answer":"accept","_timestamp":1680379896,"common_values":0.0,"label":"keep","score":0.8691605926,"priority":0.8691605926,"spans":[],"meta":{"score":0.8691605926}} +{"text":"a. classify these elements as metals, semimetals, or 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solutions?","count":12,"_input_hash":-1850755445,"_task_hash":-2038036762,"options":null,"_view_id":"classification","config":null,"accept":null,"answer":"accept","_timestamp":1680379898,"common_values":0.0,"label":"keep","score":0.535697937,"priority":0.535697937,"spans":[],"meta":{"score":0.535697937}} +{"text":"Second Type of Ideal Gas Law Problems","count":12,"_input_hash":-483097220,"_task_hash":1694638045,"options":null,"_view_id":"classification","config":null,"accept":null,"answer":"accept","_timestamp":1680379898,"common_values":0.0,"label":"keep","score":0.9071750045,"priority":0.9071750045,"spans":[],"meta":{"score":0.9071750045}} +{"text":"Which compounds would be classified as carbohydrates?","count":12,"_input_hash":2124327464,"_task_hash":573136210,"options":null,"_view_id":"classification","config":null,"accept":null,"answer":"accept","_timestamp":1680379899,"common_values":0.0,"label":"keep","score":0.844456017,"priority":0.844456017,"spans":[],"meta":{"score":0.844456017}} +{"text":") = moles of solute = (","count":12,"_input_hash":860471950,"_task_hash":-1720358468,"options":null,"_view_id":"classification","config":null,"accept":null,"answer":"accept","_timestamp":1680379900,"common_values":0.0,"label":"keep","score":0.2211583257,"priority":0.2211583257,"spans":[],"meta":{"score":0.2211583257}} +{"text":"g of solute\/10 g of solution","count":12,"_input_hash":-564158884,"_task_hash":912934460,"options":null,"_view_id":"classification","config":null,"accept":null,"answer":"accept","_timestamp":1680379903,"common_values":0.0,"label":"keep","score":0.5655280948,"priority":0.5655280948,"spans":[],"meta":{"score":0.5655280948}} +{"text":"Write balanced chemical equations for the following reactions:","count":12,"_input_hash":-704042335,"_task_hash":-86845957,"options":null,"_view_id":"classification","config":null,"accept":null,"answer":"accept","_timestamp":1680379904,"common_values":0.0,"label":"keep","score":0.8299148083,"priority":0.8299148083,"spans":[],"meta":{"score":0.8299148083}} +{"text":"The kinetic molecular theory of gases provides a molecular explanation for the observations that led to the development of the","count":12,"_input_hash":354384478,"_task_hash":1497821362,"options":null,"_view_id":"classification","config":null,"accept":null,"answer":"accept","_timestamp":1680379904,"common_values":0.0,"label":"keep","score":0.9183732867,"priority":0.9183732867,"spans":[],"meta":{"score":0.9183732867}} +{"text":"Write two complete, balanced equations for each of the following reactions, one using condensed formulas and one using 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Exercise","count":12,"_input_hash":-495085543,"_task_hash":1026620813,"options":null,"_view_id":"classification","config":null,"accept":null,"answer":"reject","_timestamp":1680379922,"common_values":0.0,"label":"keep","score":0.6595853567,"priority":0.6595853567,"spans":[],"meta":{"score":0.6595853567}} +{"text":" at this temperature.","count":12,"_input_hash":-692680852,"_task_hash":1042828703,"options":null,"_view_id":"classification","config":null,"accept":null,"answer":"accept","_timestamp":1680379923,"common_values":0.0,"label":"lose","score":0.9827488065,"priority":0.9827488065,"spans":[],"meta":{"score":0.9827488065}} +{"text":"The electronegativity of ","count":12,"_input_hash":1516334753,"_task_hash":1300040927,"options":null,"_view_id":"classification","config":null,"accept":null,"answer":"accept","_timestamp":1680379924,"common_values":0.0,"label":"keep","score":0.7786337733,"priority":0.7786337733,"spans":[],"meta":{"score":0.7786337733}} +{"text":"curated by Melanie M. 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C(s) + excess O (g) ","count":12,"_input_hash":-754946650,"_task_hash":-608145735,"options":null,"_view_id":"classification","config":null,"accept":null,"answer":"accept","_timestamp":1680379942,"common_values":0.0,"label":"keep","score":0.9309797287,"priority":0.9309797287,"spans":[],"meta":{"score":0.9309797287}} +{"text":"answer to two significant figures.","count":12,"_input_hash":406364946,"_task_hash":952522961,"options":null,"_view_id":"classification","config":null,"accept":null,"answer":"accept","_timestamp":1680379942,"common_values":0.0,"label":"keep","score":0.9862452745,"priority":0.9862452745,"spans":[],"meta":{"score":0.9862452745}} +{"text":"Percentage of Reactant Remaining","count":12,"_input_hash":1335249345,"_task_hash":423228839,"options":null,"_view_id":"classification","config":null,"accept":null,"answer":"accept","_timestamp":1680379943,"common_values":0.0,"label":"lose","score":0.9528350234,"priority":0.9528350234,"spans":[],"meta":{"score":0.9528350234}} 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+{"text":"Describe the four levels of protein structure.","count":11,"_input_hash":-464597888,"_task_hash":-469200635,"options":null,"_view_id":"classification","config":null,"accept":null,"answer":"accept","_timestamp":1680379947,"common_values":0.0,"label":"lose","score":0.9933238626,"priority":0.9933238626,"spans":[],"meta":{"score":0.9933238626}} +{"text":"Permission Attribution-Noncommercial-Share Alike 3.0 Unported","count":11,"_input_hash":-1765525339,"_task_hash":-515607097,"options":null,"_view_id":"classification","config":null,"accept":null,"answer":"accept","_timestamp":1680379949,"common_values":0.0,"label":"keep","score":0.9611945152,"priority":0.9611945152,"spans":[],"meta":{"score":0.9611945152}} +{"text":"Powered by MediaWiki 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mol","count":11,"_input_hash":993773653,"_task_hash":2029839159,"options":null,"_view_id":"classification","config":null,"accept":null,"answer":"accept","_timestamp":1680379959,"common_values":0.0,"label":"keep","score":0.9815764427,"priority":0.9815764427,"spans":[],"meta":{"score":0.9815764427}} +{"text":"effective nuclear charge","count":11,"_input_hash":-1644557948,"_task_hash":-953774564,"options":null,"_view_id":"classification","config":null,"accept":null,"answer":"accept","_timestamp":1680379960,"common_values":0.0,"label":"keep","score":0.9763792157,"priority":0.9763792157,"spans":[],"meta":{"score":0.9763792157}} +{"text":"Discovering Sub-atomic Particles ","count":11,"_input_hash":245161390,"_task_hash":-2026351388,"options":null,"_view_id":"classification","config":null,"accept":null,"answer":"accept","_timestamp":1680379962,"common_values":0.0,"label":"lose","score":0.9800120592,"priority":0.9800120592,"spans":[],"meta":{"score":0.9800120592}} +{"text":"Kinetic molecular 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This is the normal boiling point of He. Solid He does not exist at 1 atm","count":11,"_input_hash":-719175702,"_task_hash":411648103,"options":null,"_view_id":"classification","config":null,"accept":null,"answer":"accept","_timestamp":1680379966,"common_values":0.0,"label":"keep","score":0.9918273687,"priority":0.9918273687,"spans":[],"meta":{"score":0.9918273687}} +{"text":"That's for one molecule. On a per mole basis, ","count":11,"_input_hash":358891387,"_task_hash":-739981124,"options":null,"_view_id":"classification","config":null,"accept":null,"answer":"accept","_timestamp":1680379966,"common_values":0.0,"label":"keep","score":0.9591359496,"priority":0.9591359496,"spans":[],"meta":{"score":0.9591359496}} +{"text":"Given: reactants and products","count":11,"_input_hash":-1841268007,"_task_hash":-1949306173,"options":null,"_view_id":"classification","config":null,"accept":null,"answer":"accept","_timestamp":1680379967,"common_values":0.0,"label":"lose","score":0.9909245372,"priority":0.9909245372,"spans":[],"meta":{"score":0.9909245372}} +{"text":"boiling point elevation","count":11,"_input_hash":390024029,"_task_hash":-674968075,"options":null,"_view_id":"classification","config":null,"accept":null,"answer":"accept","_timestamp":1680379967,"common_values":0.0,"label":"lose","score":0.4016589224,"priority":0.4016589224,"spans":[],"meta":{"score":0.4016589224}} +{"text":"Donated by ligands: 6 x 2 = 12","count":11,"_input_hash":-1318330008,"_task_hash":-800002807,"options":null,"_view_id":"classification","config":null,"accept":null,"answer":"accept","_timestamp":1680379968,"common_values":0.0,"label":"lose","score":0.7088440657,"priority":0.7088440657,"spans":[],"meta":{"score":0.7088440657}} +{"text":"precipitation reaction.","count":11,"_input_hash":-727021728,"_task_hash":-2100107721,"options":null,"_view_id":"classification","config":null,"accept":null,"answer":"accept","_timestamp":1680379968,"common_values":0.0,"label":"lose","score":0.9789710641,"priority":0.9789710641,"spans":[],"meta":{"score":0.9789710641}} +{"text":"freezing point depression","count":11,"_input_hash":1503015970,"_task_hash":541029565,"options":null,"_view_id":"classification","config":null,"accept":null,"answer":"accept","_timestamp":1680379969,"common_values":0.0,"label":"lose","score":0.9779671431,"priority":0.9779671431,"spans":[],"meta":{"score":0.9779671431}} +{"text":"heterogeneous equilibrium | An equilibrium in","count":11,"_input_hash":-1237432064,"_task_hash":-681467626,"options":null,"_view_id":"classification","config":null,"accept":null,"answer":"accept","_timestamp":1680379969,"common_values":0.0,"label":"keep","score":0.7972172499,"priority":0.7972172499,"spans":[],"meta":{"score":0.7972172499}} +{"text":"Pauli exclusion principle","count":11,"_input_hash":-1789408306,"_task_hash":-1898632815,"options":null,"_view_id":"classification","config":null,"accept":null,"answer":"accept","_timestamp":1680379970,"common_values":0.0,"label":"keep","score":0.5801391602,"priority":0.5801391602,"spans":[],"meta":{"score":0.5801391602}} +{"text":"electrophilic addition to alkenes","count":11,"_input_hash":-1138633992,"_task_hash":606353344,"options":null,"_view_id":"classification","config":null,"accept":null,"answer":"accept","_timestamp":1680379978,"common_values":0.0,"label":"keep","score":0.9642172456,"priority":0.9642172456,"spans":[],"meta":{"score":0.9642172456}} +{"text":"No higher resolution available. ","count":11,"_input_hash":1657850943,"_task_hash":1645093706,"options":null,"_view_id":"classification","config":null,"accept":null,"answer":"reject","_timestamp":1680379979,"common_values":0.0,"label":"lose","score":0.8661547303,"priority":0.8661547303,"spans":[],"meta":{"score":0.8661547303}} +{"text":"Jump to: navigation, search","count":11,"_input_hash":1912226047,"_task_hash":445652004,"options":null,"_view_id":"classification","config":null,"accept":null,"answer":"reject","_timestamp":1680379981,"common_values":0.0,"label":"lose","score":0.9285315871,"priority":0.9285315871,"spans":[],"meta":{"score":0.9285315871}} +{"text":"in new window) \u2014 CK-12 License (opens in new","count":11,"_input_hash":1371153376,"_task_hash":2115192043,"options":null,"_view_id":"classification","config":null,"accept":null,"answer":"reject","_timestamp":1680379982,"common_values":0.0,"label":"keep","score":0.111218214,"priority":0.111218214,"spans":[],"meta":{"score":0.111218214}} +{"text":"Given: balanced equilibrium equation, ","count":11,"_input_hash":648775625,"_task_hash":-881153365,"options":null,"_view_id":"classification","config":null,"accept":null,"answer":"accept","_timestamp":1680379984,"common_values":0.0,"label":"lose","score":0.9951133132,"priority":0.9951133132,"spans":[],"meta":{"score":0.9951133132}} +{"text":"By solving the equation for ","count":11,"_input_hash":1596087449,"_task_hash":1162600749,"options":null,"_view_id":"classification","config":null,"accept":null,"answer":"accept","_timestamp":1680379986,"common_values":0.0,"label":"lose","score":0.9761803746,"priority":0.9761803746,"spans":[],"meta":{"score":0.9761803746}} +{"text":"amount of X consumed or produced","count":11,"_input_hash":1435237784,"_task_hash":807229640,"options":null,"_view_id":"classification","config":null,"accept":null,"answer":"accept","_timestamp":1680379987,"common_values":0.0,"label":"keep","score":0.9955196381,"priority":0.9955196381,"spans":[],"meta":{"score":0.9955196381}} +{"text":"layer. Bromine and iodine are less abundant than chlorine, and astatine is so radioactive that it exists in only negligible amounts in","count":11,"_input_hash":-1433163378,"_task_hash":-1120929611,"options":null,"_view_id":"classification","config":null,"accept":null,"answer":"accept","_timestamp":1680379989,"common_values":0.0,"label":"keep","score":0.9848602414,"priority":0.9848602414,"spans":[],"meta":{"score":0.9848602414}} +{"text":"found in Teflon coatings on kitchen utensils. Although chlorofluorocarbon propellants and refrigerants are believed to lead to the","count":11,"_input_hash":813888962,"_task_hash":901762202,"options":null,"_view_id":"classification","config":null,"accept":null,"answer":"accept","_timestamp":1680379991,"common_values":0.0,"label":"keep","score":0.9559054971,"priority":0.9559054971,"spans":[],"meta":{"score":0.9559054971}} +{"text":"elements on Earth, respectively; they are found in huge deposits of limestone and other minerals.","count":11,"_input_hash":23854146,"_task_hash":1276731473,"options":null,"_view_id":"classification","config":null,"accept":null,"answer":"accept","_timestamp":1680379992,"common_values":0.0,"label":"lose","score":0.987293601,"priority":0.987293601,"spans":[],"meta":{"score":0.987293601}} +{"text":"The alkaline earth metals are beryllium, magnesium, calcium, strontium, barium, and radium. 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