Spaces:
Sleeping
Sleeping
| # Importing Libraries | |
| # author:@aliicemill | |
| import nltk | |
| from PIL import Image | |
| import matplotlib.pyplot as plt | |
| import streamlit as st | |
| from nltk.corpus import stopwords | |
| from nltk.tokenize import word_tokenize | |
| import string | |
| import stylecloud | |
| # Downloading word clusters | |
| nltk.download('stopwords') | |
| nltk.download('punkt') | |
| def preprocess_and_create_stylecloud(file_path, output_name='stylecloud.png', | |
| icon_name='fas fa-laptop', lang='english'): | |
| # read file | |
| with open(file_path, 'r', encoding='utf-8') as f: | |
| text = f.read() | |
| # represent stopwords | |
| stop_words = set(stopwords.words(lang)) | |
| # Remove punctuation marks | |
| translator = str.maketrans('', '', string.punctuation) | |
| text = text.translate(translator) | |
| # Tokenize the text and convert to lowercase | |
| tokens = word_tokenize(text.lower(), language=lang) | |
| # Filter out stopwords | |
| filtered_tokens = [word for word in tokens if word not in stop_words] | |
| # Join filtered tokens | |
| processed_text = ' '.join(filtered_tokens) | |
| # Create StyleCloud | |
| stylecloud.gen_stylecloud(text=processed_text, | |
| icon_name=icon_name, | |
| output_name=output_name) | |
| # Show the generated StyleCloud | |
| im = Image.open(output_name) | |
| plt.figure(figsize=(10, 10)) | |
| plt.imshow(im) | |
| plt.axis('off') # Hide axes | |
| plt.show() | |
| def create_stylecloud(text, language, icon): | |
| output_file = "stylecloud.png" | |
| stylecloud.gen_stylecloud(text=text, | |
| icon_name=icon, | |
| output_name=output_file) | |
| return output_file | |
| st.title("WordCloud Creator") | |
| file = st.file_uploader("Import txt file", type=["txt"]) | |
| if file is not None: | |
| text = file.getvalue().decode("utf-8") | |
| language = st.radio("Language", ["tr", "en","fr","de"]) | |
| icon_options = ['fa-address-book', 'fa-address-card', 'fa-angry', 'fa-arrow-alt-circle-down', 'fa-arrow-alt-circle-left', | |
| 'fa-arrow-alt-circle-right', 'fa-arrow-alt-circle-up', 'fa-bell', 'fa-bell-slash', 'fa-bookmark', 'fa-building', | |
| 'fa-calendar', 'fa-calendar-alt', 'fa-calendar-check', 'fa-calendar-minus', 'fa-calendar-plus', 'fa-calendar-times', | |
| 'fa-caret-square-down', 'fa-caret-square-left', 'fa-caret-square-right', 'fa-caret-square-up', 'fa-chart-bar', | |
| 'fa-check-circle', 'fa-check-square', 'fa-circle', 'fa-clipboard', 'fa-clock', 'fa-clone', 'fa-closed-captioning', | |
| 'fa-comment', 'fa-comment-alt', 'fa-comment-dots', 'fa-comments', 'fa-compass', 'fa-copy', 'fa-copyright', 'fa-credit-card', | |
| 'fa-dizzy', 'fa-dot-circle', 'fa-edit', 'fa-envelope', 'fa-envelope-open', 'fa-eye', 'fa-eye-slash', 'fa-file', | |
| 'fa-file-alt', 'fa-file-archive', 'fa-file-audio', 'fa-file-code', 'fa-file-excel', 'fa-file-image', 'fa-file-pdf', | |
| 'fa-file-powerpoint', 'fa-file-video', 'fa-file-word', 'fa-flag', 'fa-flushed', 'fa-folder', 'fa-folder-open', 'fa-frown', | |
| 'fa-frown-open', 'fa-futbol', 'fa-gem', 'fa-grimace', 'fa-grin', 'fa-grin-alt', 'fa-grin-beam', 'fa-grin-beam-sweat', | |
| 'fa-grin-hearts', 'fa-grin-squint', 'fa-grin-squint-tears', 'fa-grin-stars', 'fa-grin-tears', 'fa-grin-tongue', | |
| 'fa-grin-tongue-squint', 'fa-grin-tongue-wink', 'fa-grin-wink', 'fa-hand-lizard', 'fa-hand-paper', 'fa-hand-peace', | |
| 'fa-hand-point-down', 'fa-hand-point-left', 'fa-hand-point-right', 'fa-hand-point-up', 'fa-hand-pointer', 'fa-hand-rock', | |
| 'fa-hand-scissors', 'fa-hand-spock', 'fa-handshake', 'fa-hdd', 'fa-heart', 'fa-hospital', 'fa-hourglass', 'fa-id-badge', | |
| 'fa-id-card', 'fa-image', 'fa-images', 'fa-keyboard', 'fa-kiss', 'fa-kiss-beam', 'fa-kiss-wink-heart', 'fa-laugh', | |
| 'fa-laugh-beam', 'fa-laugh-squint', 'fa-laugh-wink', 'fa-lemon', 'fa-life-ring', 'fa-lightbulb', 'fa-list-alt', | |
| 'fa-map', 'fa-meh', 'fa-meh-blank', 'fa-meh-rolling-eyes', 'fa-minus-square', 'fa-money-bill-alt', 'fa-moon', | |
| 'fa-newspaper', 'fa-object-group', 'fa-object-ungroup', 'fa-paper-plane', 'fa-pause-circle', 'fa-play-circle', | |
| 'fa-plus-square', 'fa-question-circle', 'fa-registered', 'fa-sad-cry', 'fa-sad-tear', 'fa-save', 'fa-share-square', | |
| 'fa-smile', 'fa-smile-beam', 'fa-smile-wink', 'fa-snowflake', 'fa-square', 'fa-star', 'fa-star-half', 'fa-sticky-note', | |
| 'fa-stop-circle', 'fa-sun', 'fa-surprise', 'fa-thumbs-down', 'fa-thumbs-up', 'fa-times-circle', 'fa-tired', 'fa-trash-alt', | |
| 'fa-user', 'fa-user-circle', 'fa-window-close', 'fa-window-maximize', 'fa-window-minimize', 'fa-window-restore'] | |
| icon_options = list(map(lambda x : "fas "+x,icon_options)) | |
| icon = st.selectbox("Icon Selection", icon_options, index=1) | |
| if st.button("Create"): | |
| output_file = create_stylecloud(text, language, icon) | |
| st.success(f"Here is your file: {output_file}") | |
| image = Image.open(output_file) | |
| st.image(image, caption='WordCloud', use_column_width=True) | |
| with open(output_file, "rb") as file: | |
| btn = st.download_button( | |
| label="Download WordCloud", | |
| data=file, | |
| file_name=output_file, | |
| mime="image/png" | |
| ) |