Wagtail as Django admin on steroids
A good analysis for Django developers: Wagtail can be used not only as a CMS, but also as a more convenient admin interface for regular Django models.
The idea is simple: Django admin quickly provides a UI around models, but customization often becomes a hassle. Wagtail offers a more modern interface, proper handling of fields, grouping via panels, roles, permissions, rich text, media library, versioning, and editorial workflows.
At the same time, there's no need to rewrite the project to fit CMS logic. Wagtail is installed as a regular Django package, added to
The most practical use case: take an existing
For internal tools, CRMs, backoffices, and content sections, this can be much more pleasant than endlessly tweaking the standard Django admin.
https://timonweb.com/wagtail/wagtail-as-django-admin-on-steroids/
A good analysis for Django developers: Wagtail can be used not only as a CMS, but also as a more convenient admin interface for regular Django models.
The idea is simple: Django admin quickly provides a UI around models, but customization often becomes a hassle. Wagtail offers a more modern interface, proper handling of fields, grouping via panels, roles, permissions, rich text, media library, versioning, and editorial workflows.
At the same time, there's no need to rewrite the project to fit CMS logic. Wagtail is installed as a regular Django package, added to
INSTALLED_APPS, and integrated into urls.py. The business logic, views, forms, and templates remain regular Django components.The most practical use case: take an existing
admin.py, move the models to Wagtail snippets, and gradually replace the old admin interface where you need an interface that's not embarrassing to show to clients.For internal tools, CRMs, backoffices, and content sections, this can be much more pleasant than endlessly tweaking the standard Django admin.
https://timonweb.com/wagtail/wagtail-as-django-admin-on-steroids/
β€4
**Today we will examine
It allows a class instance to work as a function, preserving the state and filtering rules. βοΈ
Let's create a filter for numbers that only passes even ones and strictly greater than a specified threshold:
Let's use the filter in practice:
Now each instance can have its own rules:
π₯ So,
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__call__ β a data filter object!** π§ It allows a class instance to work as a function, preserving the state and filtering rules. βοΈ
Let's create a filter for numbers that only passes even ones and strictly greater than a specified threshold:
class EvenFilter:
def __init__(self, threshold):
self.threshold = threshold
def __call__(self, numbers):
return [n for n in numbers if n % 2 == 0 and n > self.threshold]
Let's use the filter in practice:
f = EvenFilter(5)
nums = [1, 4, 6, 7, 10]
print(f(nums)) # [6, 10]
Now each instance can have its own rules:
f2 = EvenFilter(8)
print(f2(nums)) # [10]
π₯ So,
__call__ turns an object into a "smart function" with memory and customizable logic. π‘#Python #DataScience #Programming #Coding #Tech #HelloEncyclo
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collections.Counter β counting elements in a single line. π
Counting elements without loops with Counter π
Do you need to count how many times each word appears in a text or how many duplicates there are in a list? Don't reinvent the wheel with for loops and dictionaries. The built-in collections module will do everything for you. π
π Code:
Ideal for basic data analysis and solving tasks on LeetCode. π»
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Counting elements without loops with Counter π
Do you need to count how many times each word appears in a text or how many duplicates there are in a list? Don't reinvent the wheel with for loops and dictionaries. The built-in collections module will do everything for you. π
π Code:
from collections import Counter
words = ["apple", "banana", "apple", "cherry", "banana", "apple"]
word_counts = Counter(words)
print(word_counts)
# Output: Counter({'apple': 3, 'banana': 2, 'cherry': 1})
# Bonus: the top 2 most frequent elements
print(word_counts.most_common(2))
# Output: [('apple', 3), ('banana', 2)]
Ideal for basic data analysis and solving tasks on LeetCode. π»
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β 13 courses live + 40+ coming soon
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π https://helloencyclo.com/?ref=HUSSEINSHEIKHO
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Search for a substring in Python π
In this example, two simple ways of finding a substring in a string are shown, which allow to solve the task without unnecessary code π»
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In this example, two simple ways of finding a substring in a string are shown, which allow to solve the task without unnecessary code π»
# Example implementation
def find_substring(text, sub):
return text.find(sub)
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π How to make code cleaner with any() and all() π
Do you often have to check lists for compliance with conditions? Forget about cumbersome loops! π«π
any() β returns True if at least one element is true. β
all() β returns True only if all elements are true. π
# Example: checking if there are negative numbers
numbers = [1, 5, -3, 7]
# Bad: through a loop
# Beautiful:
Do you often have to check lists for compliance with conditions? Forget about cumbersome loops! π«π
any() β returns True if at least one element is true. β
all() β returns True only if all elements are true. π
# Example: checking if there are negative numbers
numbers = [1, 5, -3, 7]
# Bad: through a loop
has_negative = False
for num in numbers:
if num < 0:
has_negative = True
# Beautiful:
has_negative = any(num < 0 for num in numbers) # True β¨
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What's the difference between is and == in Python?
The == operator checks whether the values of two objects are equal. In contrast, is determines whether variables refer to same object in memory. That is, == compares the content, while is checks the identity of the objects ππ
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The == operator checks whether the values of two objects are equal. In contrast, is determines whether variables refer to same object in memory. That is, == compares the content, while is checks the identity of the objects ππ
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Towards Data Science
How Far Can Classical NLP Go? From Bag-of-Words to Stacking on Spooky Author Identification | Towards Data Science
An end-to-end classical NLP experiment on Kaggleβs Spooky Author Identification task: from Vowpal Wabbit and TF-IDF/NB-SVM baselines to a tuned stacked ensemble, with a compact representation survey of Bag-of-Words, BM25, Word2Vec, and FastText for context.
π Looking for a portfolio-ready NLP project?
I recently published an end-to-end walkthrough on Towards Data Science using Kaggleβs Spooky Author Identification dataset.
Youβll see how far classical NLP can go with:
π Bag-of-Words and TF-IDF
π€ Character n-grams
π Model comparison
π§© Ensemble stacking
Itβs a practical project for anyone preparing for an ML/DS role, with no deep learning required. I walk through the entire workflow step by step:
π https://towardsdatascience.com/how-far-can-classical-nlp-go-from-bag-of-words-to-stacking-on-spooky-author-identification/
I recently published an end-to-end walkthrough on Towards Data Science using Kaggleβs Spooky Author Identification dataset.
Youβll see how far classical NLP can go with:
π Bag-of-Words and TF-IDF
π€ Character n-grams
π Model comparison
π§© Ensemble stacking
Itβs a practical project for anyone preparing for an ML/DS role, with no deep learning required. I walk through the entire workflow step by step:
π https://towardsdatascience.com/how-far-can-classical-nlp-go-from-bag-of-words-to-stacking-on-spooky-author-identification/
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π‘ Replacing if-else with Match-Case
Starting with Python 3.10, we have a powerful tool: Structural Pattern Matching (match-case). This is not just an analog of switch-case from other languages; it's much more flexible. π
Imagine you're writing a command handler for a bot. π€
β How NOT to do it:
β‘ How to do it properly:
The code looks like a clear table, and your eye doesn't get caught up in a bunch of
You can pass data structures in the
It's easy to combine cases. π§©
#Python #Programming #MatchCase #CodingTips #Python310 #Developer
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Starting with Python 3.10, we have a powerful tool: Structural Pattern Matching (match-case). This is not just an analog of switch-case from other languages; it's much more flexible. π
Imagine you're writing a command handler for a bot. π€
β How NOT to do it:
def handle_command(command):
if command == "start":
return "Hello! I'm a bot."
elif command == "help":
return "Here's a list of available commands..."
elif command == "stop":
return "Goodbye!"
else:
return "Unknown command."
β‘ How to do it properly:
def handle_command(command):
match command:
case "start":
return "Hello! I'm a bot."
case "help":
return "Here's a list of available commands..."
case "stop":
return "Goodbye!"
case _: # The underscore symbol catches everything else (default)
return "Unknown command."
The code looks like a clear table, and your eye doesn't get caught up in a bunch of
elif statements. π§You can pass data structures in the
case statements and check their structure and content on the fly. πIt's easy to combine cases. π§©
#Python #Programming #MatchCase #CodingTips #Python310 #Developer
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Python has a built-in topological dependency sorter!π
If you're working with tasks that have dependencies β for example, in build systems, CI/CD pipelines, or workflow orchestration β the order of execution often has to be determined manually.
Usually through graphs, DFS,, or custom execution order logic.
But Python's standard library already has graphlib.TopologicalSorter.
After preparation, the sorter returns the correct execution order.
Result:
Especially useful for workflow management systems, dependency resolution, orchestration systems, and any tasks with a dependency graph.
π₯ TopologicalSorter allows you to solve dependency problems using Python's built-in tools without having to implement graph algorithms manually.
#Python #DependencyResolution #WorkflowOrchestration #CICD #BuildSystems #TopologicalSort
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If you're working with tasks that have dependencies β for example, in build systems, CI/CD pipelines, or workflow orchestration β the order of execution often has to be determined manually.
Usually through graphs, DFS,, or custom execution order logic.
But Python's standard library already has graphlib.TopologicalSorter.
ts = TopologicalSorter()
ts.add("deploy", "test")
ts.add("test", "build")
After preparation, the sorter returns the correct execution order.
tuple(ts.static_order())
Result:
("build", "test", "deploy")Especially useful for workflow management systems, dependency resolution, orchestration systems, and any tasks with a dependency graph.
#Python #DependencyResolution #WorkflowOrchestration #CICD #BuildSystems #TopologicalSort
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