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literal 0
HcmV?d00001
From 26b4488a5f44f1c2af650066039db5d97ad36bbc Mon Sep 17 00:00:00 2001
From: hssn-20 <69965978+hssn-20@users.noreply.github.com>
Date: Thu, 13 Apr 2023 18:54:52 +0100
Subject: [PATCH 03/19] Update transform.py
---
data/libre_textbooks/transform.py | 65 +++++++------------------------
1 file changed, 13 insertions(+), 52 deletions(-)
diff --git a/data/libre_textbooks/transform.py b/data/libre_textbooks/transform.py
index 89b294b30..5f5d22a8c 100644
--- a/data/libre_textbooks/transform.py
+++ b/data/libre_textbooks/transform.py
@@ -1,4 +1,3 @@
-import re
from datasets import load_dataset
import pandas as pd
import yaml
@@ -15,8 +14,8 @@
"description": "A dataset of pairs of natural language descriptions and SMILEs.",
"targets": [
{
- "id": "text", # name of the column in a text dataset
- "description": "A line of string from the textbook",
+ "id": "html" #scraped content
+ "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)
@@ -28,9 +27,14 @@
],
"identifiers": [
{
- "id": "book", # column name
+ "id": "url ", # column name
"type": "string", # can be "SMILES", "SELFIES", "IUPAC", "OTHER"
- "description": "name of the textbook the string line is from",
+ "description": "url of the page the content is scraped from",
+ },
+ {
+ "id": "text_length", # text character count
+ "type": "int", # can be "SMILES", "SELFIES", "IUPAC", "OTHER"
+ "description": "text character count",
},
],
"license": "CC BY 4.0", # license under which the original dataset was published
@@ -40,68 +44,27 @@
"url": "https://chem.libretexts.org/Bookshelves",
"description": "",
},
- {
- "name": "Google Drive host",
- "url": "https://drive.google.com/drive/folders/1iZFXnIw_wnXoR04-hiRmW2ax2b0Nx4qm?usp=sharing",
- "description": "Website hosting textbook pdfs.", # I'm hoping to move this to github soon
- },
{
"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 the openbioml space
+ "description": "Hugging Face dataset uploaded to HF account", # Hopefully will move this to the openbioml space
},
],
"benchmarks": [],
- "num_points": None, # number of datapoints in this dataset
+ "num_points": 3740, # number of datapoints in this dataset
"bibtex": [
# noqa
],
}
-def remove_hyperlinks_licences_and_chapter_heads(text: str):
- """Remove hyperlinks, licences, and chapter heads from text."""
- if bool(re.search(r'\d+\.\d+:', text)):
- text = ''
- if bool(re.search(r'\d+\.\d+\.\d+', text)):
- text = ''
- if bool(re.search(r'\d+:', text)):
- text = ''
- if 'CC BY' in text:
- text = ''
- if 'yout' in text:
- text = ''
- if 'Libre' in text:
- text = ''
- if 'curated by' in text:
- text = ''
- if 'licens' in text.lower():
- text = ''
- if 'licens' in text.lower():
- text = ''
- text = re.sub(r'http\S+', '', text)
- return text
-
-
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())
- df_raw['text'] = df_raw['text'].apply(remove_hyperlinks_licences_and_chapter_heads)
return df_raw
-def clean_dataset(df_raw: pd.DataFrame, lines_to_remove: str = LINES_TO_REMOVE) -> pd.DataFrame:
- """Clean the raw dataset and return a clean pandas dataframe"""
- df_to_remove = pd.read_json(lines_to_remove, lines=True)
- df_to_remove = df_to_remove[df_to_remove['answer'] == 'reject']
- df_clean = pd.DataFrame()
- df_clean = df_raw
- df_clean['common_values'] = df_clean["text"].isin(df_to_remove["text"])
- df_clean = df_clean[df_clean['common_values'] == False]
- df_clean = df_clean[df_clean['text'].str.strip() != '']
- return df_clean
-
def create_meta_yaml(num_points: int):
"""Create meta configuration file for the dataset"""
@@ -114,9 +77,7 @@ def create_meta_yaml(num_points: int):
if __name__ == "__main__":
num_samples = 0
- for split in SPLITS:
- raw_df = get_raw_data()
- clean_df = clean_dataset(raw_df)
- num_samples += len(clean_df)
+ raw_df = get_raw_data()
+ num_samples += len(clean_df)
create_meta_yaml(num_samples)
From 5de34a789004c89c38be450a8ab436373cc61e58 Mon Sep 17 00:00:00 2001
From: hssn-20 <69965978+hssn-20@users.noreply.github.com>
Date: Thu, 13 Apr 2023 18:55:14 +0100
Subject: [PATCH 04/19] Update transform.py
---
data/libre_textbooks/transform.py | 1 -
1 file changed, 1 deletion(-)
diff --git a/data/libre_textbooks/transform.py b/data/libre_textbooks/transform.py
index 5f5d22a8c..f2348d861 100644
--- a/data/libre_textbooks/transform.py
+++ b/data/libre_textbooks/transform.py
@@ -5,7 +5,6 @@
LINES_TO_REMOVE = "/workspaces/chemnlp/data/libre_textbooks/lines_to_remove.jsonl"
RAW_DATASET = "Hack90/libre_chem_textbooks"
-SPLITS = ["train"]
META_YAML_PATH = "./data/libre_textbooks/meta.yaml"
From c87307a68a8936b5f42ba3ddecacf9054d64adc9 Mon Sep 17 00:00:00 2001
From: hssn-20 <69965978+hssn-20@users.noreply.github.com>
Date: Thu, 13 Apr 2023 18:58:46 +0100
Subject: [PATCH 05/19] Libre-textbook web crawler
---
notebooks/libretext_crawler.ipynb | 7995 +++++++++++++++++++++++++++++
1 file changed, 7995 insertions(+)
create mode 100644 notebooks/libretext_crawler.ipynb
diff --git a/notebooks/libretext_crawler.ipynb b/notebooks/libretext_crawler.ipynb
new file mode 100644
index 000000000..16d06de3a
--- /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'. Ignoring this rule.\n",
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+ "^C\n"
+ ]
+ }
+ ],
+ "source": [
+ "!cd libretextbooks && scrapy crawl book_spider -o book_spider.json"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "id": "sUqmMQn6ke5M",
+ "outputId": "06070b66-2cc9-48e6-80e4-028e631b1b94"
+ },
+ "outputs": [
+ {
+ "output_type": "stream",
+ "name": "stdout",
+ "text": [
+ "['https://chem.libretexts.org/Bookshelves/Introductory_Chemistry', 'https://chem.libretexts.org/Bookshelves/General_Chemistry', 'https://chem.libretexts.org/Bookshelves/Organic_Chemistry', 'https://chem.libretexts.org/Bookshelves/Inorganic_Chemistry', 'https://chem.libretexts.org/Bookshelves/Analytical_Chemistry', 'https://chem.libretexts.org/Bookshelves/Physical_and_Theoretical_Chemistry_Textbook_Maps', 'https://chem.libretexts.org/Bookshelves/Biological_Chemistry', 'https://chem.libretexts.org/Bookshelves/Environmental_Chemistry', 'https://chem.libretexts.org/Bookshelves/Analytical_Chemistry/Supplemental_Modules_(Analytical_Chemistry)', 'https://chem.libretexts.org/Bookshelves/Environmental_Chemistry/Supplemental_Modules_(Environmental_Chemistry)', 'https://chem.libretexts.org/Bookshelves/Environmental_Chemistry/Geochemistry_(Lower)', 'https://chem.libretexts.org/Bookshelves/Environmental_Chemistry/Environmental_Toxicology_(van_Gestel_et_al.)', 'https://chem.libretexts.org/Bookshelves/Environmental_Chemistry/Key_Elements_of_Green_Chemistry_(Lucia)', 'https://chem.libretexts.org/Bookshelves/Environmental_Chemistry/Green_Chemistry_and_the_Ten_Commandments_of_Sustainability_(Manahan)', 'https://chem.libretexts.org/Bookshelves/Environmental_Chemistry/Toxicology_MSDT', 'https://chem.libretexts.org/Bookshelves/Biological_Chemistry/Fermentation_in_Food_Chemistry/zz%3A_Back_Matter/30%3A_Detailed_Licensing', 'https://chem.libretexts.org/Bookshelves/Biological_Chemistry/Supplemental_Modules_(Biological_Chemistry)', 'https://chem.libretexts.org/Bookshelves/Biological_Chemistry/Concepts_in_Biophysical_Chemistry_(Tokmakoff)', 'https://chem.libretexts.org/Bookshelves/Biological_Chemistry/Book3A_Medicines_by_Design', 'https://chem.libretexts.org/Bookshelves/Biological_Chemistry/Chemistry_of_Cooking_(Rodriguez-Velazquez)', 'https://chem.libretexts.org/Bookshelves/Biological_Chemistry/Fermentation_in_Food_Chemistry', 'https://chem.libretexts.org/Bookshelves/Physical_and_Theoretical_Chemistry_Textbook_Maps/Symmetry_(Vallance)/zz%3A_Back_Matter/30%3A_Detailed_Licensing', 'https://chem.libretexts.org/Bookshelves/Analytical_Chemistry/Analytical_Chemistry_2.1_(Harvey)', 'https://chem.libretexts.org/Bookshelves/Analytical_Chemistry/Chemometrics_Using_R_(Harvey)', 'https://chem.libretexts.org/Bookshelves/Analytical_Chemistry/Instrumental_Analysis_(LibreTexts)', 'https://chem.libretexts.org/Bookshelves/Analytical_Chemistry/Physical_Methods_in_Chemistry_and_Nano_Science_(Barron)', \"https://chem.libretexts.org/Bookshelves/Analytical_Chemistry/Non-Isothermal_Kinetic_Methods_(Arhangel'skii_et_al.)\", 'https://chem.libretexts.org/Bookshelves/Analytical_Chemistry/Molecular_and_Atomic_Spectroscopy_(Wenzel)', 'https://chem.libretexts.org/Bookshelves/Analytical_Chemistry/Qualitative_Analysis_of_Common_Cations_in_Water_(Malik)', 'https://chem.libretexts.org/Bookshelves/Analytical_Chemistry/An_Introduction_to_Mass_Spectrometry_(Van_Bramer)', 'https://chem.libretexts.org/Bookshelves/Analytical_Chemistry/Crystallography_in_a_Nutshell_(Ripoll_and_Cano)', 'https://chem.libretexts.org/Bookshelves/Inorganic_Chemistry/Introduction_to_Solid_State_Chemistry/zz%3A_Back_Matter/30%3A_Detailed_Licensing', 'https://chem.libretexts.org/Bookshelves/Introductory_Chemistry/Beginning_Chemistry_(Ball)', 'https://chem.libretexts.org/Bookshelves/Introductory_Chemistry/Introductory_Chemistry', 'https://chem.libretexts.org/Bookshelves/Introductory_Chemistry/Introductory_Chemistry_(CK-12)', 'https://chem.libretexts.org/Bookshelves/Introductory_Chemistry/Book%3A_Introductory_Chemistry_Online_(Young)', 'https://chem.libretexts.org/Bookshelves/Introductory_Chemistry/Basics_of_General_Organic_and_Biological_Chemistry_(Ball_et_al.)', 'https://chem.libretexts.org/Bookshelves/Introductory_Chemistry/Introduction_to_General_Chemistry_(Malik)', 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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"
+ },
+ "execution_count": null,
+ "outputs": [
+ {
+ "output_type": "stream",
+ "name": "stdout",
+ "text": [
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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/Biological_Chemistry/Fermentation_in_Food_Chemistry/01%3A_Modules/1.14%3A_Cider', 'https://chem.libretexts.org/Bookshelves/Organic_Chemistry/Supplemental_Modules_(Organic_Chemistry)/Hydrocarbons/Alkanes', 'https://chem.libretexts.org/Bookshelves/Organic_Chemistry/Supplemental_Modules_(Organic_Chemistry)/Hydrocarbons/Alkenes', 'https://chem.libretexts.org/Bookshelves/General_Chemistry/General_Chemistry_Supplement_(Eames)/Chemistry_Basics/Alchemy', 'https://chem.libretexts.org/Bookshelves/Organic_Chemistry/Supplemental_Modules_(Organic_Chemistry)/Hydrocarbons/Alkynes', 'https://chem.libretexts.org/Bookshelves/General_Chemistry/Book%3A_ChemPRIME_(Moore_et_al.)/09%3A_Gases/9.03%3A_Pressure', 'https://chem.libretexts.org/Bookshelves/General_Chemistry/Book%3A_ChemPRIME_(Moore_et_al.)/09%3A_Gases/9.05%3A_Gas_Laws', 'https://chem.libretexts.org/Bookshelves/Environmental_Chemistry/Toxicology_MSDT/03%3A_Principles_of_Genetic_Toxicology', '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": [
+ ""
+ ],
+ "image/png": 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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, ?it/s]"
+ ],
+ "application/vnd.jupyter.widget-view+json": {
+ "version_major": 2,
+ "version_minor": 0,
+ "model_id": "771c92f66eca475791bf8bc833563127"
+ }
+ },
+ "metadata": {}
+ },
+ {
+ "output_type": "display_data",
+ "data": {
+ "text/plain": [
+ "Downloading metadata: 0%| | 0.00/481 [00:00, ?B/s]"
+ ],
+ "application/vnd.jupyter.widget-view+json": {
+ "version_major": 2,
+ "version_minor": 0,
+ "model_id": "8b93e04f555d458db9220adebc33cc7c"
+ }
+ },
+ "metadata": {}
+ },
+ {
+ "output_type": "stream",
+ "name": "stderr",
+ "text": [
+ "WARNING:datasets.arrow_dataset:Updating downloaded metadata with the new split.\n"
+ ]
+ },
+ {
+ "output_type": "display_data",
+ "data": {
+ "text/plain": [
+ "Downloading readme: 0%| | 0.00/474 [00:00, ?B/s]"
+ ],
+ "application/vnd.jupyter.widget-view+json": {
+ "version_major": 2,
+ "version_minor": 0,
+ "model_id": "3b129175b4c44382a4ab4edeb740ae52"
+ }
+ },
+ "metadata": {}
+ },
+ {
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From 0bd8b9779ab6c9d0e7f34082df95d130dbc2ff05 Mon Sep 17 00:00:00 2001
From: hssn-20 <69965978+hssn-20@users.noreply.github.com>
Date: Thu, 13 Apr 2023 18:27:41 +0000
Subject: [PATCH 06/19] version 1
---
data/libre_textbooks/meta.yaml | 20 ++++++++++----------
data/libre_textbooks/transform.py | 11 ++++++-----
2 files changed, 16 insertions(+), 15 deletions(-)
diff --git a/data/libre_textbooks/meta.yaml b/data/libre_textbooks/meta.yaml
index b1fd866dc..4db7e5548 100644
--- a/data/libre_textbooks/meta.yaml
+++ b/data/libre_textbooks/meta.yaml
@@ -1,29 +1,29 @@
name: libre_textbooks
-description: A dataset of pairs of natural language descriptions and SMILEs.
+description: A dataset of scraped articles from libre textbooks
targets:
-- id: text
- description: A line of string from the textbook
+- id: html
+ description: A scraped page from libre textbooks
units: null
type: string
names:
- - natural language description
+ - natural language article
pubchem_aids: []
uris: []
identifiers:
-- id: book
+- id: 'url '
type: string
- description: name of the textbook the string line is from
+ 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: Google Drive host
- url: https://drive.google.com/drive/folders/1iZFXnIw_wnXoR04-hiRmW2ax2b0Nx4qm?usp=sharing
- description: Website hosting textbook pdfs.
- 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: 1229098
+num_points: 3740
bibtex: []
diff --git a/data/libre_textbooks/transform.py b/data/libre_textbooks/transform.py
index f2348d861..fe57f62be 100644
--- a/data/libre_textbooks/transform.py
+++ b/data/libre_textbooks/transform.py
@@ -7,18 +7,20 @@
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 pairs of natural language descriptions and SMILEs.",
+ "description": "A dataset of scraped articles from libre textbooks",
"targets": [
{
- "id": "html" #scraped content
+ "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 description",
+ "natural language article",
],
"pubchem_aids": [],
"uris": [],
@@ -77,6 +79,5 @@ def create_meta_yaml(num_points: int):
if __name__ == "__main__":
num_samples = 0
raw_df = get_raw_data()
- num_samples += len(clean_df)
-
+ num_samples += len(raw_df)
create_meta_yaml(num_samples)
From 579cc79b452235ed9b3c8d755c96b6f299e7178b Mon Sep 17 00:00:00 2001
From: "pre-commit-ci[bot]"
<66853113+pre-commit-ci[bot]@users.noreply.github.com>
Date: Thu, 13 Apr 2023 18:35:58 +0000
Subject: [PATCH 07/19] [pre-commit.ci] auto fixes from pre-commit.com hooks
for more information, see https://pre-commit.ci
---
data/libre_textbooks/meta.yaml | 41 ++++++++++++++++---------------
data/libre_textbooks/transform.py | 20 ++++++---------
notebooks/libretext_crawler.ipynb | 2 +-
3 files changed, 30 insertions(+), 33 deletions(-)
diff --git a/data/libre_textbooks/meta.yaml b/data/libre_textbooks/meta.yaml
index 4db7e5548..24b0182f0 100644
--- a/data/libre_textbooks/meta.yaml
+++ b/data/libre_textbooks/meta.yaml
@@ -1,29 +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: null
- type: string
- names:
- - natural language article
- pubchem_aids: []
- uris: []
+ - id: html
+ description: A scraped page from libre textbooks
+ units:
+ type: string
+ 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
+ - 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
+ - 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
index fe57f62be..38a06bdfd 100644
--- a/data/libre_textbooks/transform.py
+++ b/data/libre_textbooks/transform.py
@@ -1,14 +1,11 @@
-from datasets import load_dataset
import pandas as pd
-import yaml
-
+import yaml
+from datasets import load_dataset
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
@@ -32,9 +29,9 @@
"type": "string", # can be "SMILES", "SELFIES", "IUPAC", "OTHER"
"description": "url of the page the content is scraped from",
},
- {
- "id": "text_length", # text character count
- "type": "int", # can be "SMILES", "SELFIES", "IUPAC", "OTHER"
+ {
+ "id": "text_length", # text character count
+ "type": "int", # can be "SMILES", "SELFIES", "IUPAC", "OTHER"
"description": "text character count",
},
],
@@ -48,13 +45,13 @@
{
"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
+ "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
+ # noqa
],
}
@@ -62,11 +59,10 @@
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())
+ 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
diff --git a/notebooks/libretext_crawler.ipynb b/notebooks/libretext_crawler.ipynb
index 16d06de3a..06cec7c7b 100644
--- a/notebooks/libretext_crawler.ipynb
+++ b/notebooks/libretext_crawler.ipynb
@@ -7992,4 +7992,4 @@
},
"nbformat": 4,
"nbformat_minor": 0
-}
\ No newline at end of file
+}
From 41fd8168f86adc02875bde5df9e67150495f7c73 Mon Sep 17 00:00:00 2001
From: hssn-20 <69965978+hssn-20@users.noreply.github.com>
Date: Thu, 13 Apr 2023 19:40:13 +0100
Subject: [PATCH 08/19] fixing linting issues
---
data/libre_textbooks/transform.py | 3 ++-
1 file changed, 2 insertions(+), 1 deletion(-)
diff --git a/data/libre_textbooks/transform.py b/data/libre_textbooks/transform.py
index 38a06bdfd..78c1c1f6d 100644
--- a/data/libre_textbooks/transform.py
+++ b/data/libre_textbooks/transform.py
@@ -45,7 +45,8 @@
{
"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
+ "description": "Hugging Face dataset uploaded to HF account", # Hopefully will move
+ #this to the openbioml space soon
},
],
"benchmarks": [],
From 41b5dfc5b2a48d1ea55e66341079d35e64484d57 Mon Sep 17 00:00:00 2001
From: hssn-20 <69965978+hssn-20@users.noreply.github.com>
Date: Thu, 13 Apr 2023 19:47:03 +0100
Subject: [PATCH 09/19] Update transform.py
---
data/libre_textbooks/transform.py | 7 ++++---
1 file changed, 4 insertions(+), 3 deletions(-)
diff --git a/data/libre_textbooks/transform.py b/data/libre_textbooks/transform.py
index 78c1c1f6d..b0d152e39 100644
--- a/data/libre_textbooks/transform.py
+++ b/data/libre_textbooks/transform.py
@@ -1,6 +1,7 @@
+from datasets import load_dataset
import pandas as pd
import yaml
-from datasets import load_dataset
+
LINES_TO_REMOVE = "/workspaces/chemnlp/data/libre_textbooks/lines_to_remove.jsonl"
RAW_DATASET = "Hack90/libre_chem_textbooks"
@@ -45,8 +46,8 @@
{
"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 soon
+ "description": "Hugging Face dataset uploaded to HF account", # Hopefully will move this
+ # to the openbioml space
},
],
"benchmarks": [],
From bfcdb4c1f1eddee9ab1cb707d73328fa40b3cc9f Mon Sep 17 00:00:00 2001
From: hssn-20 <69965978+hssn-20@users.noreply.github.com>
Date: Sat, 15 Apr 2023 01:09:16 +0100
Subject: [PATCH 10/19] Add files via upload
---
notebooks/top_sentances.ods | Bin 0 -> 37093 bytes
1 file changed, 0 insertions(+), 0 deletions(-)
create mode 100644 notebooks/top_sentances.ods
diff --git a/notebooks/top_sentances.ods b/notebooks/top_sentances.ods
new file mode 100644
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