From e5640c6d4b76326be5a0acee75ad2a0dc987ce55 Mon Sep 17 00:00:00 2001 From: Jiarui Chen Date: Thu, 21 Dec 2023 02:23:21 -0500 Subject: [PATCH 1/3] Evaluation list: Add evaluation parsing script --- parsing/library/evals_parser.py | 218 ++++++++++++++++++++++++++++++++ 1 file changed, 218 insertions(+) create mode 100644 parsing/library/evals_parser.py diff --git a/parsing/library/evals_parser.py b/parsing/library/evals_parser.py new file mode 100644 index 0000000000..bcc75d771d --- /dev/null +++ b/parsing/library/evals_parser.py @@ -0,0 +1,218 @@ +from selenium import webdriver +from selenium.webdriver.support.ui import WebDriverWait +from webdriver_manager.chrome import ChromeDriverManager +from selenium.webdriver.chrome.service import Service +from selenium.webdriver.support import expected_conditions as EC +from selenium.webdriver.common.by import By +import requests +import getpass +import os +import json +import time +from tqdm import tqdm + +# Variable +year = 2023 +input_file = "" # Specify file name here, or use an empty string to download data from the Semesterly course API +output_file = "{}/parsing/schools/jhu/data/evals.json".format(os.getcwd()) + +# Get email and password from user input +jhu_email = input("Enter your JHU email: ") +jhu_password = getpass.getpass("Enter your JHU password: ") + +# Config +chrome_options = webdriver.ChromeOptions() +chrome_options.add_argument("--no-sandbox") # Allow running chrome as root in Docker +chrome_options.add_argument("--headless") # Do not require a display +chrome_options.add_argument("--disable-dev-shm-usage") # for docker +chrome_options.add_argument("--window-size=1920x1080") + +service = Service(ChromeDriverManager().install()) +driver = webdriver.Chrome(service=service, options=chrome_options) + +# Load courses +if input_file: + with open(input_file, "r") as file: + courses = json.load(file) +else: + response = requests.get("https://jhu.semester.ly/courses/json") + courses = response.json() + +# Open the URL +url = "https://asen-jhu.evaluationkit.com/" +driver.get(url) + +# Authentication starts here +# Wait for the email input field and enter the email +email_input = WebDriverWait(driver, 10).until( + EC.presence_of_element_located((By.ID, "i0116")) +) +email_input.send_keys(jhu_email) + +# Wait for the next button to be clickable and click it +next_button = WebDriverWait(driver, 10).until( + EC.element_to_be_clickable((By.ID, "idSIButton9")) +) +next_button.click() + +# Wait for the password input field and enter the password +password_input = WebDriverWait(driver, 10).until( + EC.presence_of_element_located((By.ID, "i0118")) +) +password_input.send_keys(jhu_password) + +time.sleep(1) + +# Wait for the sign-in button to be clickable and click it +sign_in_button = WebDriverWait(driver, 10).until( + EC.element_to_be_clickable((By.ID, "idSIButton9")) +) +sign_in_button.click() + +# Start to parse evaluations on courses +course_ratings = {} + +# Dictionary to convert semester codes to full names +semester_conversion = { + "FA": "Fall", + "SP": "Spring", + "SU": "Summer", + "IN": "Intersession", +} + +print(f"Total number of courses to parse: {len(courses)}") + +# Parse course evaluations +with tqdm(total=len(courses), desc="Parsing Courses", unit="course") as pbar: + for course in courses: + course_name = course["name"] + course_code = course["code"] + + # Construct the URL based on the course_name or course_code as needed + course_url = ( + f"https://asen-jhu.evaluationkit.com/Report/Public/Results?" + f"Course={course_name}&Instructor=&TermId=&Year={year}" + f"&AreaId=&QuestionKey=&Search=true" + ) + driver.get(course_url) + + try: + # Continuously click on "Show more results" link while it exists + while True: + try: + show_more_link = WebDriverWait(driver, 0.1).until( + EC.presence_of_element_located((By.ID, "publicMore")) + ) + show_more_link.click() + time.sleep(5) + except: + break + + # After expanding all results, locate all courses + class_elements = driver.find_elements( + By.CLASS_NAME, "sr-dataitem-info-code" + ) + + if class_elements: + # For each located course element, parse the required information + for element in class_elements: + class_info = element.text + + # Split and parse the course code and semester/year + ( + course_code_with_section_parsed, + semester_and_year_parsed, + ) = class_info.rsplit(".", 1) + + # Check if the parsed course code matches the one we're interested in + if course_code in course_code_with_section_parsed: + # Find the parent element which includes both instructor name and rating + parent_div = element.find_element(By.XPATH, "./..") + + try: + # Attempt to extract the instructor name from the parent div + professor_name_element = parent_div.find_element( + By.CLASS_NAME, "sr-dataitem-info-instr" + ) + professor_name = professor_name_element.text + except Exception: + # If the element is not found, set professor name as empty + professor_name = "" + + rating_element = element.find_element( + By.XPATH, "../following-sibling::div//strong" + ) + rating = float(rating_element.text) + + # Organize the data in a dictionary + if course_code not in course_ratings: + course_ratings[course_code] = {} + if semester_and_year_parsed not in course_ratings[course_code]: + course_ratings[course_code][semester_and_year_parsed] = {} + if ( + professor_name + not in course_ratings[course_code][semester_and_year_parsed] + ): + course_ratings[course_code][semester_and_year_parsed][ + professor_name + ] = [] + + # Append the rating to the list for the specific course, semester/year, and professor + course_ratings[course_code][semester_and_year_parsed][ + professor_name + ].append(rating) + + # print(f"Successfully parsed evaluations for course {course_code}") + + else: + # print(f"No evaluations found for course {course_code}.") + pass + + except Exception as e: + print(f"Exception raised with error: {e}.") + + pbar.update(1) + +# Format the collected data and write it to a JSON file +formatted_courses = [] +with tqdm( + total=len(course_ratings.items()), desc="Formatting Parsed Courses", unit="course" +) as pbar: + for course_code, semesters in course_ratings.items(): + for semester_and_year, professors in semesters.items(): + for professor_name, ratings in professors.items(): + average_rating = sum(ratings) / len(ratings) + + # Format the semester and year + term, year = semester_and_year[:2], semester_and_year[2:] + term_full = semester_conversion.get(term, "Unknown Term") + year_full = f"20{year}" + + # Format the professor's name + formatted_professor_name = " ".join( + word.strip().capitalize() + for word in reversed(professor_name.split(",")) + ) + + formatted_course = { + "course": {"code": course_code}, + "instructors": [{"name": formatted_professor_name}], + "kind": "eval", + "score": round(average_rating, 2), + "summary": "", # Empty + "term": term_full, + "year": term_full + ":" + year_full, + } + formatted_courses.append(formatted_course) + pbar.update(1) + +# Save the formatted data to a JSON file +with open(output_file, "w") as outfile: + json.dump( + {"$data": formatted_courses, "$meta": {"$schools": {"jhu": {}}}}, + outfile, + indent=2, + ) + +print(f"Course data formatted and saved to '{output_file}'.") +driver.quit() From e6485748792e6504af682f34bad17d33250267bc Mon Sep 17 00:00:00 2001 From: Jiarui Chen Date: Thu, 21 Dec 2023 02:23:33 -0500 Subject: [PATCH 2/3] Evaluation list: Modify .gitignore to track the evaluation JSON file --- .gitignore | 2 +- parsing/schools/jhu/data/evals.json | 22029 ++++++++++++++++++++++++++ 2 files changed, 22030 insertions(+), 1 deletion(-) create mode 100644 parsing/schools/jhu/data/evals.json diff --git a/.gitignore b/.gitignore index 0dcedecd99..ddc3df0207 100644 --- a/.gitignore +++ b/.gitignore @@ -20,7 +20,7 @@ node_modules npm-debug.log.* openssl.cnf parse_errors.log -parsing/**/data/*.json +parsing/**/data/courses.json parsing/**/logs/*.json parsing/**/logs/*.log *.pid diff 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"term": "Spring", + "year": "Spring:2023" + }, + { + "course": { + "code": "EN.500.115" + }, + "instructors": [ + { + "name": "Siamak Ardekani" + } + ], + "kind": "eval", + "score": 3.84, + "summary": "", + "term": "Spring", + "year": "Spring:2023" + } + ], + "$meta": { + "$schools": { + "jhu": {} + } + } +} \ No newline at end of file From c98472857bb2a50c857b0e22f48c703b22531e07 Mon Sep 17 00:00:00 2001 From: Jiarui Chen Date: Thu, 21 Dec 2023 02:23:54 -0500 Subject: [PATCH 3/3] Evaluation list: Modify run_parser to digest evaluations automatically --- build/run_parser.sh | 1 + 1 file changed, 1 insertion(+) diff --git a/build/run_parser.sh b/build/run_parser.sh index cfb6447d3c..a5637ad325 100644 --- a/build/run_parser.sh +++ b/build/run_parser.sh @@ -5,6 +5,7 @@ cd /code # TODO: No params does not honor active-only semesters, this is hardcoded for now python3 manage.py ingest jhu --term Spring --years 2024; python3 manage.py digest jhu; +python3 manage.py digest jhu --types evals; # Run all #/usr/bin/python manage.py ingest jhu