💡 Key takeaways:

• Big websites can have low engagement; smaller ones can have highly sticky users.
• Bounce rate negatively impacts both session time and stickiness.
• .com domains dominate the internet, with 72% usage.
• User behavior patterns are surprisingly universal.

Check it out and explore the data yourself! 🔗 https://www.kaggle.com/code/mabubakrsiddiq/global-website-traffic-engagement-analysis

If you find it useful, please upvote, share, and comment your thoughts! 🚀

Link: https://www.kaggle.com/datasets/mabubakrsiddiq/clear-bg-ocr-dataset-eng-and-zh-22k-images

I’m excited to share a brand-new dataset I created that contains synthetic OCR images for both English and Chinese text 🖋️🇨🇳🇬🇧

Each sample includes:

✨ Clear backgrounds

✨ Random fonts & font sizes

✨ Optional blur for realism

✨ Full metadata (font, size, blur, dimensions, etc.)

✨ Separate English & Chinese folders

This dataset is great for:

🔹 OCR research

🔹 Deep learning text-recognition models

🔹 Font/style classification

🔹 Multi-lingual AI experiments

🔹 Language-learning tech

I built this using automated image generation with Python, making it fully scalable and customizable.

If you’re working with computer vision or OCR, feel free to explore, experiment, and use it in your projects! 🚀

Let me know your thoughts — feedback is always welcome!

Github Repo

Features

- Highly customizable: Colors, styles, templates, and more.
- Terminal & Notebook support: Works seamlessly in scripts, CLI, and Jupyter/IPython.
- Nested & parallel bars: Track multiple tasks at once.
- Spinners: Animated indicators for indeterminate tasks.
- Low dependencies: Lightweight and easy to install.
- Thread management: Run multiple bars/spinners concurrently.

Installation from Git

pip install git+https://github.com/Ansari-Codes/progressive_py.git

Quick Start

Terminal Progress Bar

from progressive_py.progress_bar import simple, time
for i in simple(range(100), txt_lf="Processing {iters} "):
 time.sleep(0.1)

Styled Progress Bar

from progressive_py.manager import AssetsManager
from progressive_py.progress_bar import simple, time
mgr = AssetsManager()
theme = mgr.load('progress_bar', 'theme', 'neon_wave')
style = mgr.load('progress_bar', 'style', 'its_cool')
for i in simple(range(100),
 dict( # pass theme seperatly as dict, its safer
 **theme,
 **style
 ),
 head = '>', # change parameters of passed dict before
 txt_lf='You\'re being hacked… {percent:.0f}% |',
 txt_rt='| ETA: {eta} | Elapsed: {elapsed}'
 ):
 time.sleep(0.05)

Terminal Spinner

from progressive_py import spinner
import time
from progressive_py.manager import AssetsManager
mgr = AssetsManager()
style = mgr.load('spinner', 'style', 'dots')
theme = mgr.load('spinner', 'theme', 'sunset')
spinner = spinner.Spinner(
            seq=style, spn_side='left', 
            text=' Loadings ', **theme
            )
spinner.start()
time.sleep(2)
spinner.stop()

Notebook Progress Bar

from progressive_py.ntbk_progbar import NotebookProgressBar
from progressive_py.utils import gradient_colors
from progressive_py.manager import AssetsManager
import time
style = AssetsManager().load('progress_bar', 'style', 'its_cool')
pb = NotebookProgressBar({
 **style,
 'txt_lf': "I'm Fast… [{percent:.0f}%] | ",
 'txt_rt': "| ETA {eta} | Elapsed {elapsed}",
 'colors': gradient_colors('#00ff00', '#0000ff', 15),
 'paint': 'bar-by-bar',
 'text_color': ['#efa', '#afe'],
 'length': 15,
})
total = 100
for i in range(total + 1):
 pb.update(i/ total, i, total)
 time.sleep(0.03)
print("Progress Complete!")

Notebook Spinner

from progressive_py.ntbk_spinner import NotebookDivSpinner
import time
spn = NotebookDivSpinner({"text": "Loading"})
spn.start()
time.sleep(2)
spn.stop()

Style Spinner

from progressive_py.ntbk_spinner import NotebookDivSpinner
import time
spinner = NotebookDivSpinner(
 text="Loading…",
 final_text="Done!",
 speed=1.2,
 refresh=0.1,
 fg_text=["#2afadf", "#00c9ff", "#ff0080", "#7928ca"],
 bg_text=["#111111", "#222222", "#333333"],
 clr_interval=[0.4],
 container_css={
 "box-shadow": "0 4px 12px rgba(0, 0, 0, 0.25)",
 "background": "#1a1a1a",
 "border-radius": "10px",
 "padding": "6px 14px",
 "gap": "10px",
 "display": "inline-flex",
 "align-items": "center",
 "margin": "0px", # No top margin
 "max-width": "fit-content"
 },
 spinner={
 "spinner_css": {
 "width": "20px",
 "height": "20px",
 "border": "4px solid #333", # Full border
 "border-top": "4px solid #0ff", # Spinner highlight
 "border-radius": "50%",
 "animation": "spin 1s linear infinite"
 },
 "text_css": {
 "font-size": "15px",
 "font-weight": "bold"
 }
 },
 animation={ # Keyframes!
 "spin 1s linear infinite":
 "0% { transform: rotate(0deg); } 100% { transform: rotate(360deg); }"
 }
)
spinner.start()
for i in range(21):
 spinner.set_text(f"<b>Loading…</b> {i*5}%")
 time.sleep(0.5)
spinner.stop()

Advanced Usage

Nested Progress Bars

from progressive_py.progress_bar import nested_bar, ProgressBar
import time
def task1(bar):
 for i in range(100):
 time.sleep(0.01)
 bar.update(i/99, i+1, 100)
def task2(bar):
 for i in range(50):
 time.sleep(0.01)
 bar.update(i/49, i+1, 50)
main = ProgressBar({'line':2})
childs = {
 "Task1": [task1, {"txt_lf": "Task1 {percent:.0f}%"}],
 "Task2": [task2, {"txt_lf": "Task2 {percent:.0f}%"}]
}
nested_bar(main, childs)

Threaded Bars

from progressive_py.progress_bar import ProgressBar
from progressive_py.utils import BarThreadManager
import time
def example_task(bar, pause_event, stop_check, cool_down=0.05):
 total = 100
 for i in range(total):
 if stop_check():
 break
 pause_event.wait()
 time.sleep(cool_down)
 bar.update(i / (total - 1), i + 1, total)
bar1 = ProgressBar({'txt_lf': 'Task 1 {percent:.0f}% {eta} {elapsed}', 'line': 1})
bar2 = ProgressBar({'txt_lf': 'Task 2 {percent:.0f}% {eta} {elapsed}', 'line': 0})
tasks = {
 "task1": [bar1, example_task],
 "task2": [bar2, example_task],
}
manager = BarThreadManager(tasks)
manager.start_all(cool_down=0.02)
manager.wait_all()
print("\nAll tasks completed.")

See github docs/* documentation for more info

Customization

- Text templates: Use `{percent}`, `{iters}`, `{eta}`, `{elapsed}`, `{speed}` in labels.
- Colors: Pass color names or hex codes (`’#ffaa00'`) for bars, spinners, and text.
- CSS/HTML: In notebooks, customize with inline CSS and SVG for advanced visuals.
- Thread control: Pause, resume, stop, and restart bars/spinners with `BarThreadManager`.

Modules Overview

• progress_bar.py: Terminal progress bars (single, nested, parallel).
  - spinner.py: Terminal spinners with color and threading.
  - ntbk_progbar.py: Notebook progress bars with HTML/CSS styling.
  - ntbk_spinner.py: Notebook spinners with advanced animation.
  - utils.py: Color handling, terminal control, thread management, error classes.
  - manager.py: Assets manager for progressive_py

“Please share this document to others, and leave a comment to tell me whether my effort was right or wrong! This is my first contribution in Python libraries! Also, suggest me more features to add or directly contribute! no licensing!”

Created with ❤ by Muhammad Abubakar Siddique Ansari (Python programmer for 2.5 Years…)