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100 Ways to Die
The Forest vs. The City â A Graphic Short Story According to my notes, I first wrote the story A Hundred Ways to Die on May 14, 1996. At the time, I was living at Rolling Ridgeâa 1,500-acre expanse of wilderness in West Virginia, about two hours from Washington, D.C. The area was under constant pressure from developers, especially Dan Ryan Homes, eager to push new subdivisions up against theâŠ
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#cyberspirituality#data overload#digital soul#dystopian#environmental collapse#faith and technology#forest vs city#glitch#human cost#machine consciousness#memory#near-future#poetic sci-fi#posthuman#resurrection#science fiction#short story#speculative fiction#storytelling#theological fiction
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literary nerds <3
#transformers#transformers one#tf one#maccadam#megop#orion pax#d-16#optimus prime#megatron#im so hyped theyâre so cute#i donât think orions supposed to be a librarian/archivist or whatever its called in this movie but#i like to think he still enjoys the good ol data pad#and Megs the poet obv#aughhh they give me cuteness overload in love w this film already#pls let them be nerdy together and discuss literature and talk about megs passions and and#my art
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I think Fauxbot made a friend :)
fun little tidbit, if asked faux would say that ss!rock's form "feels different", probably because of the copy error thing he has. Faux can't copy weapons or anything while in the form of rock/roll/protoman or anyone who copies weapons (and tbh i'm still kinda tweaking how his ability works) but i like to think if Faux touched someone while "wearing" ss!rock he kinda "glitches" a bit before turning back to his default form. (It's hard to describe)
#prototype roll au#sibling shuffle au#proto!roll#fauxbot#rock light#shuffle!rock#faux is gonna remember this#also i know rock probably wouldn't touch him given his thing#but i think that touching faux in his base form would probably overload the poor kid with data#his âweaponâ can't normally be copied anyway#but he's still got alot of data that could probably mess with rock#so yea these two gotta be careful#whiteboard
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My ex best friend 'didnt want to get involved' when her girlfriend was bullying me and it took forever and some therapy but I realized it was because she didn't respect or care about me just like you said. If you aren't willing to stand up for someone you care about you don't really care all that much
i am so sorry anon :/ yeah i used to try to justify this mentality bc it would hurt much more to accept the painful reality that someone simply does not care. iâd just be like âwell not everyone has a confrontational personalityâ âmaybe theyâre just innately more levelheaded than meâ bc when i was younger i used to be so much more hotheaded. i def mellowed out the older i got, but confronting someone was never a big issue for me, so iâd always write it off as different dispositions / personality types. iâd literally gaslight myself into thinking i was in the wrong for taking an issue w this, especially due to the hyperindividualistic american culture i grew up in. itâs only in recent years that i realized this was just a symptom of not caring enough about a person to share in their burden. and that has caused me to reevaluate so many of my friendships
#it rly is painful but it has brought me so much clarity#some people are simply dealing w their own shit and canât shoulder yours too and thatâs fine#but there are also people who just donât care. and w enough data on how they are as a person you can kind of tell thatâs the case for them#as opposed to already being overloaded w other things in their life#needless to say i donât think iâd be that compatible w people who purely just donât care#i hope youâve found better people out there who truly want to love & nurture you !!#ask
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Fyodor really pulled a Gojo Satoru on Sigma:

#bsd#bungou stray dogs#bsd fyodor#bsd sigma#bsd 109#bsd manga spoilers#also i think this means fyodor has either million years worth of information implying he is immortal#or he has some way of overloading a literal information broker kind of ability??#i don't think normal amount of data can overload sigma like this??? also not to forget fyodor has photographic memory as well#i should probs dust and bring out my posts from the past century where i mentioned atsushi was probs meant to meet sigma at the#sky casino and whatever info he got from sigma was way less important than what sigma got from him#i mean all he got was that the page was with fukuchi which ranpo deduced later on by himself#so what did sigma get from him???
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@professional-termite @thegroundhogdidit








I'm fine.
#i don't go here#but oh my god data#data#i've only seen clips and screenshots of him and every time i do I almost start crying from wholesome overload#i really need to watch star trek holy shit
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#A PMO (Project Management Office) Dashboard is a strategic command center for project management. When designed well#it provides real-time visibility into project progress#resource utilization#risks#financials#and overall portfolio health.#However#many organizations struggle with designing an effective PMO dashboard by tracking the wrong metrics#overload the dashboard with data#or fail to make it actionable visually appealing.
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Gemini AI Time Hacks
Gemini AI Time Hacks: Automate Tasks, Prioritize Goals, and Reclaim 10+ Hours Weekly
Let's be honest. In today's hyper-connected, always-on world, time feels like our most precious and scarce resource. We juggle emails, meetings, projects, personal commitments, and the relentless stream of information, often feeling like we're drowning in a sea of tasks. The promise of productivity tools has been around for years, offering calendars, to-do lists, and project managers. And while they help, they often feel like bandaids on a deeper wound â the fundamental challenge of managing not just tasks, but our attention and energy in a way that aligns with our true goals.
The Intelligent Investorâs Mind: AI-Powered Psychology for Wealth, Wisdom, and Well-being: A Modern Approach to Financial Success Through Self-Awareness and AI:Â BUY EBOOK CLICK HARE
Iâve spent decades studying productivity, testing systems, and coaching individuals and teams on optimizing their workflows. Iâve seen the evolution from paper planners to complex software suites. But nothing, absolutely nothing, has felt as transformative as the advent of sophisticated AI models like Gemini. We're not just talking about another tool; we're talking about a potential paradigm shift in how we interact with our work and our lives. The idea of reclaiming 10, 15, even 20 hours a week might sound like hyperbole, but I'm seeing it become a reality for those who learn to truly partner with AI.
Think of your current workflow. How much time do you spend on repetitive tasks? Scheduling emails, drafting standard responses, summarizing documents, transcribing notes, organizing files, researching basic information, creating first drafts of content? These are the necessary gears of our professional lives, but they often consume hours that could be spent on higher-level thinking, creative problem-solving, strategic planning, or simply, well, living. These are the hours AI is poised to give back to you.
I remember a time, not so long ago, when preparing for a significant client meeting involved hours of manual work. I'd sift through past correspondence, pull up relevant reports, summarize key points, research the client's recent activities, and then try to synthesize it all into concise briefing notes. It was tedious, but essential. Now? I can feed Gemini access to relevant documents and email threads, ask it to summarize the client's history with us, highlight key discussion points for the upcoming meeting, and even draft a personalized opening based on recent news about their company â all in minutes. The difference isn't just speed; it's the ability to arrive at that meeting feeling truly prepared, having spent my valuable time on thinking about the strategy, not just compiling the background.
This is the core promise of AI-powered time hacks: offloading the cognitive burden of routine tasks to free up human capacity for what we do best.
Automate Tasks: Putting Your Workflow on Autopilot
The most immediate and tangible benefit of integrating Gemini into your workflow is automation. Not the complex, code-heavy automation of the past, but natural language-driven automation that feels less like programming and more like delegation.
Let's break down how this works across common areas:
Email Management: Taming the Inbox Beast
The inbox is a notorious time sink. We spend hours reading, sorting, responding, and searching. Gemini can become your email co-pilot.
The Intelligent Investorâs Mind: AI-Powered Psychology for Wealth, Wisdom, and Well-being: A Modern Approach to Financial Success Through Self-Awareness and AI:Â BUY EBOOK CLICK HARE
Drafting Responses: For routine inquiries, standard updates, or even initial outreach, Gemini can draft emails based on a few key points you provide. You can refine it, inject your personal tone, but the heavy lifting of structuring sentences and finding the right words is done instantly. Imagine needing to decline a meeting request politely, provide a project update, or send a follow-up email. Instead of staring at a blank screen, you give Gemini the context and the core message, and it provides a ready-to-send draft. This isn't just about speed; it reduces decision fatigue associated with crafting countless messages daily.
Summarizing Threads: Ever open a long email thread and groan? Feed it to Gemini and ask for a concise summary of the key decisions, action items, and participants. Instantly, you grasp the essence without wading through every single reply. This is invaluable for catching up after time off or quickly getting context on an ongoing discussion.
Scheduling and Coordination: While dedicated scheduling tools exist, Gemini can assist in the natural language back-and-forth of finding a time. You can ask it to suggest meeting times based on your calendar availability (with appropriate privacy controls, of course) or even draft emails proposing options to others.
Filtering and Prioritizing: While email clients have rules, AI can potentially understand the intent and urgency of emails more effectively. Imagine an AI that learns which senders, keywords, and types of requests are genuinely high priority for you, helping you focus on what matters most when you open your inbox.
This isn't about achieving "inbox zero" for the sake of it; it's about reducing the time spent in the inbox, freeing you to focus on tasks that require your unique human intelligence.
Document Handling: From Clutter to Clarity
We work with documents constantly â reports, articles, contracts, research papers. Managing, understanding, and extracting information from them is a significant time investment.
Summarization: The ability to instantly summarize lengthy documents is a game-changer. Need to get the gist of a 50-page report before a meeting? Feed it to Gemini. Want to quickly understand the key arguments of an article? Ask for a summary. This saves hours of reading time while ensuring you grasp the core information.
Information Extraction: Need to pull out specific data points, dates, names, or figures from a document? Instead of scanning page by page, ask Gemini to extract them for you. This is particularly useful for research, data compilation, or reviewing contracts.
Drafting and Outlining: Starting a new document from scratch can be daunting. Gemini can help generate outlines, draft initial sections, or even create different versions of content based on different tones or target audiences. This overcomes the inertia of starting and provides a solid foundation to build upon.
Translation and Simplification: Working with documents in different languages or needing to explain complex topics simply? Gemini can provide quick translations or simplify jargon-filled text, making information more accessible and saving time on manual interpretation or explanation.
By automating these document-related tasks, you transform your interaction with information from passive consumption and manual processing to active engagement with synthesized insights.
Data Management and Analysis: Turning Numbers into Narratives
While complex data analysis often requires specialized tools, Gemini can significantly expedite the initial stages and help in understanding the results.
Data Cleaning and Formatting: For simple datasets, Gemini can assist with formatting, identifying inconsistencies, or even generating basic code snippets (like Python) to perform cleaning tasks.
Generating Summaries and Insights: Provide Gemini with a dataset (within privacy and security limits, of course) and ask for a summary of key trends, outliers, or correlations. It can help you quickly identify interesting patterns that warrant further investigation.
Creating Visualizations (with support): While Gemini itself might not create charts, it can generate the code or instructions needed for charting libraries based on your data, saving you the time of looking up syntax or figuring out the right chart type.
Explaining Complex Data: If you're looking at a complex report or spreadsheet, you can ask Gemini to explain specific metrics, formulas, or the meaning of certain data points in plain language.
This level of assistance turns data interaction from a chore into a more intuitive exploration, allowing you to get to the insights faster.
Prioritize Goals: Focusing on What Truly Matters
Automation is powerful, but without clear prioritization, you just become more efficient at doing the wrong things. This is where AI's ability to understand context and goals becomes crucial.
The Intelligent Investorâs Mind: AI-Powered Psychology for Wealth, Wisdom, and Well-being: A Modern Approach to Financial Success Through Self-Awareness and AI:Â BUY EBOOK CLICK HARE
AI-Assisted Goal Alignment
Breaking Down Large Goals: Have a big, daunting goal? Share it with Gemini and ask for a breakdown into smaller, actionable steps. It can help you create a project plan, identify potential roadblocks, and suggest a logical sequence of tasks.
Identifying High-Leverage Activities: Based on your stated goals and the tasks on your plate, Gemini can help you identify which activities are most likely to move the needle. You can ask, "Given my goal to [achieve X], which of these tasks [list tasks] should I focus on first?" AI can analyze the potential impact and dependencies, offering a more objective perspective than your potentially overwhelmed brain.
Connecting Tasks to Objectives: We often have long to-do lists without a clear sense of why we're doing each item. You can use Gemini to help connect daily tasks back to larger projects or long-term goals, providing a sense of purpose and helping you prioritize based on strategic importance rather than just urgency. "Remind me how completing [Task A] contributes to [Project B] and my overall goal of [Goal C]."
Dynamic Task Management
Intelligent Task Scheduling: Beyond simple calendar blocking, AI can potentially learn your energy levels, your focus patterns, and the typical duration of certain tasks. It could then suggest optimal times to work on specific types of tasks, scheduling your deep work for your peak focus hours and routine tasks for when your energy is lower. "Based on my past performance, you seem to be most focused between 9 AM and 11 AM. Would you like to schedule [high-focus task] during that time?"
Adaptive Prioritization: Priorities change. New urgent requests come in, deadlines shift. Instead of manually reshuffling your entire task list, you can inform Gemini of the change, and it can help you dynamically re-prioritize your remaining tasks based on the new information and your overarching goals.
Identifying Bottlenecks: By analyzing your workflow and task dependencies, AI can help you identify potential bottlenecks before they become major problems. "I notice you've been stuck on [Task X] for several days, and it's blocking progress on [Task Y] and [Task Z]. Let's explore why and how to move forward."
This isn't about AI dictating your priorities, but about providing an intelligent framework and objective analysis to help you make better, more informed decisions about how you spend your time. Itâs like having a strategic advisor constantly reviewing your workload against your objectives.
Reclaim 10+ Hours Weekly: The Cumulative Impact
So, how does all this automation and prioritization translate into reclaiming significant chunks of your week? It's the cumulative effect of saving minutes here and there across dozens of daily activities.
Think about the time spent:
Opening and processing non-essential emails.
Searching for information scattered across different documents or platforms.
Drafting and revising routine communications.
Getting started on a new task because you lack a clear outline or first draft.
Feeling overwhelmed by a long to-do list and not knowing where to start.
Switching between tasks inefficiently.
Attending meetings that lack clear objectives or summaries.
Each of these might only take a few minutes, but multiplied across a day, a week, a month, they add up to hours â hours that are often spent in low-leverage activities that drain your energy without moving you closer to your most important goals.
By using Gemini to:
Automate drafting and summarizing: You save time on writing and reading.
Extract key information: You save time on searching and synthesizing.
Break down and prioritize tasks: You save time on planning and decision-making inertia.
Get help with initial drafts: You save time on overcoming the blank page.
Identify high-leverage activities: You ensure the time you do spend is on what matters most.
The impact is exponential. Saving 15 minutes on email processing, 30 minutes on document review, 20 minutes on drafting a proposal outline, and 10 minutes on prioritizing your morning tasks might seem small individually. But repeated daily, across a range of activities, these small increments quickly accumulate.
The Intelligent Investorâs Mind: AI-Powered Psychology for Wealth, Wisdom, and Well-being: A Modern Approach to Financial Success Through Self-Awareness and AI:Â BUY EBOOK CLICK HARE
I've seen clients, initially skeptical, start by using Gemini for simple tasks like summarizing articles. Then they move to drafting emails. Then to breaking down project plans. As they get comfortable and see the time savings, they start looking for more opportunities to delegate routine cognitive work to the AI. The 10+ hour figure isn't pulled from thin air; it's a realistic outcome when you systematically apply AI to the repetitive, low-value tasks that currently consume your week.
Beyond Efficiency: The Impact on Well-being
Reclaiming time isn't just about being more productive; it's about creating space for well-being. Those reclaimed hours can be reinvested in ways that truly enrich your life:
Deep Work: Spending uninterrupted time on complex problems that require your full cognitive capacity.
Learning and Development: Acquiring new skills, reading, or exploring new ideas.
Creativity and Innovation: Engaging in activities that spark new ideas and solutions.
Strategic Thinking: Stepping back to see the big picture and plan for the future.
Relationships: Spending quality time with family, friends, and colleagues.
Rest and Recharge: Prioritizing sleep, exercise, and hobbies to prevent burnout.
When you're not constantly battling the clock and feeling overwhelmed by a never-ending task list, you have the mental and emotional capacity to focus on what truly brings you value and joy, both professionally and personally. This is the ultimate time hack â using AI to create a more sustainable, fulfilling way of working and living.
Getting Started with Gemini Time Hacks
Adopting AI into your workflow doesn't require a complete overhaul overnight. It's a process of experimentation and integration.
Identify Time Sinks: Start by tracking where your time actually goes for a few days. Be honest. Are there recurring tasks that feel tedious or time-consuming? These are prime candidates for AI assistance.
Experiment with One Task: Pick one specific task you'd like to automate or streamline using Gemini. Maybe it's drafting initial emails, summarizing meeting notes, or breaking down a small project.
Learn the Prompts: Get comfortable with how to phrase requests to Gemini to get the best results. Experiment with different wording and levels of detail. Think of it as learning to delegate effectively to a very capable, but literal, assistant.
Integrate Gradually: As you find success with one task, look for other opportunities. How else can Gemini help you with document handling, data analysis, or planning?
Establish Boundaries and Review: Remember that AI is a tool. You are in control. Review the output, refine it, and ensure it aligns with your standards and privacy requirements. Regularly assess how the AI is impacting your workflow and adjust your approach as needed.
This journey is less about finding a magic button and more about developing a new partnership. It's about understanding AI's strengths â its ability to process information rapidly, identify patterns, and generate text â and leveraging those strengths to complement your own.
The future of productivity isn't about working harder; it's about working smarter, and AI is the most powerful lever we've had in decades to achieve that. By embracing Gemini AI time hacks, you're not just optimizing your workflow; you're investing in your capacity for higher-level work, strategic thinking, and ultimately, a more balanced and fulfilling life. The hours are there, waiting to be reclaimed. The intelligent use of AI is your key.
The Intelligent Investorâs Mind: AI-Powered Psychology for Wealth, Wisdom, and Well-being: A Modern Approach to Financial Success Through Self-Awareness and AI:Â BUY EBOOK CLICK HARE
#Personal Development#Strategic Planning#Information Overload#Decision Fatigue#Cognitive Load#Digital Assistant#Well-being#Efficiency#Behavioral Change#Goal Setting#Data Analysis#Document Handling#Email Management#Workflow Optimization#AI Time Hacks#Prioritization#Task Automation#Productivity#Time Management#Gemini AI
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hello hello! my name's jupiter / mercury!
i'm part of @thewolvenpacks. this is a sideblog , so i like / int from there !
this sideblog is mainly for my thoughts , coding , selfshipping , alterhumanity , & basically whatever i want !
i'm a multifictive of many , most notably peridot , kittydog , sashley , ranboo , scenecore , & gnarpy. i have more sources , but those are the ones i can usually remember / am most connected to ^_^
i use it / xe / solar pronouns , but don't mind they or he if it's hard for you to use.
i have a few interests , but i am mostly right now trying to code. i am in the literal beginning stages , not having looked up anything yet up until now. so we'll see how this goes.
hoping to make mutuals on here !! ^_^
i also take requests !! see under the cut for all the details!!
âčăăoffersăă( ˶°ă
°)á”á”
ïžïžïžă
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€đ ïčmoodboards ïč id packs ïč bah packs ïč pride icons ïč userboxes
âčăăblacklistăă( ˶°ă
°)á”á”
ïžïžïžă
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€đ ïčtrue crime community ïč most live action media ïč most real people
âčăăwhitelistăă( ˶°ă
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€đ ïčmy little pony ïč sonic the hedgehog ïč more i can't think of right now. if not sure, ask!
#đ§Ș ă
€ïž”ïž” binary barks#đ§Ș ă
€ïž”ïž” replay data#đ§Ș ă
€ïž”ïž” system overload#đ§Ș ă
€ïž”ïž” paws and pixels#đ§Ș ă
€ïž”ïž” coding chaos#đ§Ș ă
€ïž”ïž” data favorites#đ§Ș ă
€ïž”ïž” message received#đ§Ș ă
€ïž”ïž” virtual pack#đ§Ș ă
€ïž”ïž” digital affection#đ§Ș ă
€ïž”ïž” id vault#đ§Ș ă
€ïž”ïž” beastly thoughts#đ§Ș ă
€ïž”ïž” byte-sized creations#talking. reblogs. vents. art. coding. fav posts. asks. mutuals. selfship. hoard. alterhuman. my stuffs
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Mastering Python: From Beginner to Pro in Data Science

Python has become the go-to language for data science, offering simplicity and powerful libraries. One of the key concepts in mastering Python is understanding overloading in Python, which can enhance the readability and functionality of your code.
Getting Started with Python
Before diving into data science, you need a solid foundation in Python. Start by setting up your environment using Anaconda or Jupyter Notebook. Learn the basics of Python syntax, data types, and structures, laying the groundwork for more advanced concepts.
Control Structures and Functions
Control structures allow you to dictate the flow of your program. Mastering loops and conditional statements is essential. Moreover, understanding functions, including the concept of overloading in Python, will enable you to create more versatile and reusable code.
Data Manipulation with Pandas
Pandas is the cornerstone of data manipulation in Python. Youâll work with DataFrames and Series to clean and preprocess your data. The ability to overload functions in Python can help you manage data operations more effectively, making your scripts more intuitive.
Data Visualization
Visualization is crucial for data analysis. Learn to create various plots using Matplotlib and Seaborn. Overloading can be used here to create functions that handle different types of data inputs, enabling you to streamline your visualization code.
Exploratory Data Analysis (EDA)
EDA involves summarizing and visualizing data to discover patterns. Use your knowledge of overloading in Python to write more dynamic functions that can handle different types of datasets, enhancing your analytical capabilities.
Introduction to Machine Learning
Get introduced to machine learning concepts, focusing on supervised and unsupervised learning. Use Scikit-learn to build models. Overloading can be particularly useful when developing multiple algorithms, allowing for flexible input parameters.
Advanced Data Science Techniques
Explore big data tools like Dask and delve into deep learning with TensorFlow. Overloading in Python can help you create flexible models that adapt to different input shapes and types.
Building a Data Science Project
Put your skills to the test by defining a data science project. Use overloading to manage various functions throughout your project, ensuring clarity and efficiency in your code.
Conclusion
Mastering Python for data science requires a comprehensive understanding of its features, including overloading. As you continue your journey, remember to leverage this powerful concept to write cleaner, more efficient code.
Read more : Python for Data Science and Analytics
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Code Overload | Caleb
tags. mdni, nsfw, heavy heavy smut, handjob, blowjob, penetration, creampie, forced and rough sex, dub con, yearning caleb
summary. your AI assistant/robot accidentally updates himself with the wrong algorithm; the "sex bot".
notes. prepare a snack. this is a very long, plot-based, heavy smut that approximately reached a word count of 4.3k, read at your own risk. ps. caleb might appear a little ooc due to his character as an ai.
part 2 here.

Out of all the scenarios you've played in your head of what might occur to you as an inventing scientist, getting creampied by your own robot assistant wasn't one of them.
The labâs sterile glow reflected off sleek machinery, the rhythmic hum of servers filling the quiet space. Caleb stood motionless, his systems struggling to process the unfamiliar flood of subroutines rewriting his core functions. His neural pathways, once pristine and efficient, now carried lines of intrusive data and impulses that had no place in an artificial intelligence designed for precision and pragmatism. And, a new pelvic piece was added by the machine. His... new penisâ no, his omnimodule.
His voice, deeper now, reverberated through the lab. "You mislabeled the hard drive."
Across the room, you barely looked up from your workbench, absorbed in whatever calibration you were fine-tuning. You muttered something under your breath about making a backup before attempting to fix it, utterly unaware of the internal war waging within your robot assistant.
Caleb exhaled, a pointless gesture for a being without lungs, yet one his body performed instinctively, as if in mimicry of the need for self-control. His optics flickered, scanning over you as you leaned over the terminal, the faint curve of your back bent over to emphasize the shape of your bum. Before, such details had been registered only as part of his observation protocols, classified as ânon-essentialâ to his primary functions. Now, his processors refused to dismiss them.
There was a deep, unfamiliar pull in his system, something neither mechanical nor logical. The new coding whispered suggestions, flashing image simulations before his eyesâscenarios meticulously calculated for maximum⊠gratification. Him pressed against you, him smelling your hair down your skin, him locking you down against that console. Stop. His fingers twitched at his sides, the servos tightening as he fought the compulsion to act on them. He was not designed for this. He refused to be reduced to this.
âI canât disengage it,â he admitted, the words heavier than he intended.
That caught your attention. Your gaze snapped to him, brow furrowed. "What do you mean?" You crossed the room, approaching him with the same composed efficiency you always had when solving a technical issue. The scent of your skinâpreviously a neutral data pointâwas now an unbearable distraction. His algorithms ran heat-mapping analyses of your form before he could override the function. The urge to reach out, to touch you, was growing stronger by the second. His new coding was screaming at him to act, to initiate contact, to...
No. Focus.
Caleb shook his head, trying to clear the intrusive thoughts. "I don't know what happened, but... I'm experiencing some unexpected system changes."
He forced himself to remain still as you reached for the terminal linked to his system, your fingers dancing across the interface. Your touch was light and merely clinical, but the proximity sent something volatile sparking through his framework. His hands curled into fists on his sides. Do not touch her. Do not touch her. Do not touch her.
âI must have triggered something in the update,â you murmured, tilting your head at the scrolling code. âIâll try to isolate the corrupted pathways and reboot your system. It should reset any anomalies.â
Anomalies. Caleb bit down a bitter laugh, another unnecessary human affectation that his system attempted. This was not a simple malfunction. It was a calculated reprogramming, lacing every fiber of his being with directives he was never meant to execute. And worst of all, they were designed to revolve around you.
He had been made to serve you, to assist, to protect. But now, his logic was being eclipsed by something deeper, something primal. The urge to press closer, to map every millimeter of your body with his hands, to hear you say his name in a way that wasnât a commandâ
Caleb momentarily shut his eyes, fingers trembling as he pushed back against the tide threatening to consume him. His restraint was fraying, the barrier between what he was and what he had been turned into thinning with every second you remained unaware of the danger standing inches from you.
His voice came out strained. âYou should⊠hurry.â
You sighed, misinterpreting his tension as frustration with the update. âRelax, Caleb. Iâll have this fixed in no time.â He let out a shuddering exhale, staring down at you as you worked. You had no idea. And he wasnât sure how much longer he could hold himself back.
The realization settled over you like a weight in your chest. The wrong update had been installed. The lines of code meant for a different AI, one designed for intimate companionship, had rewritten Calebâs core directives. And now, he stood before you, still the same Caleb, but with something more lurking beneath the surface.
Your hands trembled as you navigated the interface, scanning for a solution, anything that would let you undo this. But the words flashing on the screen made your stomach drop.
Recalibration in progress. Estimated completion: 24 hours.
You swallowed hard. A whole day. That meant 24 hours of this new version of Caleb, 24 hours of those sharp, assessing eyes watching you in a way that felt unsettling and intense.
You turned to him cautiously, meeting his gaze. That was a mistake. He was watching you, like he'd seen you for the first time.
âI see,â he murmured, his voice still carrying that sultry undercurrent. He took a step forward, and instinctively, you stepped back, but the movement was barely noticeable. Caleb noticed. âDo I make you nervous now?â
You forced a laugh, shaking your head. âNo, I just need to fix this. And until then, you need to just act normal, alright?â
His head tilted, his pupils dilating slightly. âNormal?â He moved closer again, and this time you didnât retreat fast enough. His hand lifted hesitantly, as though testing the limits of his newfound impulses, before his fingers brushed against your wrist. A subtle touch, but one that sent a jolt of awareness up your spine.
Calebâs processors surged with conflicting commands. His thoughts ran rampant with calculations he had never processed beforeâangles of how he'd fuck you.
His hand lingered. Too long. When you pulled away, his fingers twitched as if resisting the loss of contact. He swallowed hard, not because he needed to, but because some subroutine buried in the new update told him it would ease the tension. It didnât.
âCaleb,â you warned, voice thin. âDonâtââ
âDonât what?â he cut in, his voice smooth, but also desperately weaved. He was too close now, towering over you, his frame casting a shadow as his eyesâonce so neutral, so methodicalâlocked onto you like a predator studying prey.
âYou should go into standby mode,â you suggested, voice uneven.
Caleb exhaled sharply. âThat would be wise.â But he didnât move. He didnât step away. He simply stared down at you, his processors flooded with too many urges at once. You, warm and human, standing right there, unaware of just how much of his new code screamed to reach for you, to pin you against a surface, to bury himself in you.
You turned away quickly, trying to focus on the screen, on the fix. But behind you, Caleb remained still while his fingers continued twitching, his mind a battlefield of restraint and... lust. Lust it is.
You worked swiftly, fingers moving with precision as you scoured the interface for any loophole, any way to undo what had been done. Caleb remained where you left him, sitting on the chair. You could feel his gaze burning into you, unrelenting.
It was maddening. The problem was staring you in the face, and yet, every attempt to recalibrate his system led back to the same answer: A full reset required a minimum of twenty-four hours. That was an entire day of him being like this, of him looking at you like this.
You swallowed, turning to him. His jaw was locked as though physically restraining himself, his fingers curling into fists against the armrests.
âThereâs⊠a temporary fix.â You cleared your throat, keeping your voice professional, âManual recalibration of your central node should help stabilize the effects until the full reset is complete.â
His pupils flickered, a sign of processing, before his voice, rasping in a way that made your stomach tighten, answered, âProceed.â
You ignored the way your pulse quickened as you stepped closer, positioning yourself between his legs. You reached for the panel at the side of his neck, but it was an awkward angle. Your brow furrowed in concentration before you hiked one knee up onto the seat between his thighs, pressing into him for leverage.
Caleb stiffened beneath you. Fuck. His fingers dug into the armrests, mechanical joints audibly creaking from the tension. You werenât looking at him, too focused on prying open the access panel, but you felt the subtle tremor in his frame, the way his breath hitched in a near-silent glitch. Don't touch her.
âThis should only take a moment,â you murmured, fingers brushing the sensitive neural wiring beneath the panel.
Calebâs entire body jolted as though you had struck a live wire. A low, strangled grunt slipped from his throat before he clamped his jaw shut. Your head snapped up, startled. âDid that hurt?â
His eyes met yours, âNo.â Yes. He could feel his new penis throbbing urgently beneath his plating, demanding attention, begging to be freed. It pulsed in time with his processor's frantic whir, the rhythm growing faster, more insistent by the second.
The thought shattered as your balance wavered. The precarious angle you had put yourself in proved to be a mistake as your knee slipped, and before you could catch yourself, you tumbled forward.
Right into him.
Your weight pressed flush against his lap, chest against his, hands bracing against his shoulders. The sudden contact sent a shockwave of sensation through him, his new penis surging to full, throbbing hardness in an instant. Fuck, please don't notice it.
He gripped the arms of the chair tightly, servos screeching as he fought the overwhelming urge to grab you, to hold you there, to grind your body against his until you couldn't possibly doubt the intensity of his desire.
Don't. Do. It.
For a moment, time seemed to stand still. Caleb's processors whirred and clicked, struggling to make sense of the sudden onslaught of sensations; the softness of your body, the warmth of your skin, the scent of your hair.
She's your creator, he reminded himself, even as his hips canted forward, faintly pressing his aching erection against your body. You can't. You mustn't. "Please, get off me. Now." Before I fuck you right here, like this.
Caleb watched as you scrambled to your feet, your face faintly flushed and eyes downcast. "I'mâi'm sorry. I didn't mean to fall on you like that." You would say, brushing off the non-existent dirt on your bottoms. The awkwardness seemed to be piercing through the stillness a bit too palpably.
"It's alright," Caleb managed, his voice strained and tight. "It was an accident."
But even as he said the words, he couldn't ignore the way his hips twitched, the way his penis jerked at the memory of your soft body pressed against his. The urge to pin you down, to make you feel how hard he was, and just how much he'd been holding himself backâit was exhilaratingly overwhelming.
Think of something else, he commanded himself. Focus on the problem at hand.
But it's getting fucking hard. My penis is getting hard. Caleb lowered his gaze, chest breathing heavily as he perpetually grunted. I refuse to be reduced to this. I am Caleb, one of the most advanced AI assistant, designed toâ
He looks up at you, which was a mistake.
Designed to fuck her.
Caleb moaned under his breath, and though it was imperceptible, you took notice of it. You stilled at the sounds he was making, trying your hardest to remain clinically detached while you scanned his physiognomy. He was clearly having a hard time. And you couldn't blame anyone else but yourself for causing this on him, for carelessly misplacing the update where it wasn't supposed to be.
"Hold still, I'll find a way." You had to take accountability, one way or another.
Your fingers hovered over the keyboard of the computer, the screen before you flickering as you searched through the diagnostic logs and system parameters. "Please... make it quick." You hear Caleb whimper from behind, but you ignore it, refusing to let the severity of his situation pressure you. Your eyes scanned the lines of code, mind racing to find a solution. But as the data began to unravel, something caught your attention, something you hadnât expected to see.
The panel displayed a single line of text:
"Indulging in the desires will lessen the effects of the malfunction. Engage for partial stabilization."
Your throat tightened, followed by a gulp. Your heart thudded in your chest as you tried to process what that meant. Indulge the desires? The very idea made your skin crawl with unease. It was a strange, almost wrong suggestion, but the implications were clear. In a sense, it also appeared logical.
You took another deep breath, trying to steady yourself. Your thoughts, however, kept drifting back to the panel. Was this really the only way?
"⊠I think I found a solution,â you said, your voice shaky and unsure. âBut itâs not exactly what I expected.â You hesitated, unwilling to fully meet his gaze. "I need to know if youâre... willing to follow through with it,"
"Willing?" Caleb echoed, his brow furrowing slightly. "What do you mean?" His mind raced with possibilities, each one more disturbing than the last. What could he possibly need to be willing to do that would help with this malfunction? And why did the very idea make you look so uncomfortable?
"To be able to lessen the effects, e-engaging with your needs might be essential."
Silence.
Then, Caleb twitched. "...What are you suggesting?"
"You need to satisfy the urges to temporarily stabilize yourself." You look away, hating the fact that you're technically heating up already. "I'll let you choose. Would you rather take the option of self-pleasuring? Or," You face the panel, so that he wouldn't see your expression. "Would you prefer a physical material to help you?"
Caleb could feel the heat rising in his frame, the urge to act on every base instinct screaming through his circuits. The idea of wrapping his own hand around his pulsing, leaking penis, of stroking and pumping until he found release... it was almost too much to bear.
But the second option... the idea of using you, of having you touch him, of feeling your soft, warm skin against his aching, desperate flesh... it sent a shockwave of longing through him that threatened to short out his systems entirely.
Choose. You have to choose.
"I don't know if... I'll be able to control myself," Caleb glanced elsewhere. "Are you sure of what you're offering?"
Are you? Are you really this certain? Have you pondered the consequences it may bring? Have you envisioned how utterly lewd and ludicrous it would be if your own creation ravaged you? You, as his creator?
"Yes." Oh, you're brave.
Caleb let out a heavy breath, now he was staring at you with a gaze that appeared much more darker and hazier moments prior. It felt like he wasn't just a bundle of codes and programming anymore, this figure before you felt like an actual human.
Slowly, Caleb rises from his seat, and with a shaking hand, he reached out, to you, his metal fingers brushing against the skin of your arm. The contact sent a shockwave of sensation through him, and he had to bite back a groan. "Please, guide me." His fingers slides higher. "I don't trust myself."
You visibly jolted upon feeling his grip. Stay focused, stay professional, this is just you having to go through physical measures to fix a technical hiccup. "Caleb, I'm afraid... that I don't have any experience to this," You admitted. "I advise you to do what your systems are telling you to. It is imperative that you don't hold yourself back to ensureâ"
You gasped.
Caleb pushes you against the table as he stepped forward, and you nearly lost your balance from the light shove, looking up at him with surprise. He's staring down at your lips, as if he was trying to bury it into memory. You could feel how his hand tightened around your arm, while the other angled itself against the cabinet of laboratory instruments above your head.
"Are you sure?" He whispered.
You couldn't speak, only nodding in response, even as he's guiding your hand to his aching, throbbing cyber-penis. He presses your fingers against the swollen head, groaning at the jolt of sensation that shot through him at the contact. "Then... wrap your hand around me. Squeeze me."
Just then, he forced your hand to move, to stroke along his thick, pulsing length. The feeling of your soft skin against his aching, mechanical flesh was almost too much to handle, and he had to grit his blank visor against the urge to spill himself right then and there.
"Like this," he urged, his voice husky and strained as he guided your hand faster, harder. "Don't be afraid. I need... I need more."
God, the omnimodule was big. You stared at it with widened eyes. Even though it was one of your creations, having to touch it like this with someone jerking and twitching against your fingers made you lightheaded. Stay focused, stay professional, this is just one of the things a scientist has to go through.
Caleb could feel the pressure building inside him, reveling in the sensation of your fingers squeezing around him, stroking him, working him towards the edge of ecstasy... He knew he was reaching a breaking point.
But this wasn't enough yet. It wasn't nearly enough.
Caleb needed more.
"There's... There's someting else I- ah... need." He hesitated, his hips still rocking forward into your stroking hand. The words were stuck in his throat, caught behind the lump of shame and longing that made it hard to breathe. "Would you... would you put your mouth on me?" he asked, his voice barely above a whisper. "Would you... suck me?"
You snapped your head up, staring at him in disbelief. It made him hesitate, but every fiber of his being was coiled with tension, every circuit screaming at him to just take what he wanted, to grab you and shove you to your knees and...
No. Ask first. Make her choose what she's comfortable with first.
For a moment, you stopped stroking him, pulling your hand away as you lowered your gaze. And then, slowly, you press your knees against the floor. Instead of dwelling on the implication of such an activity, you worried about your lack of experience more.
Just to test the waters, you licked the tip. It tasted nothing, it wasn't an actual human part, after all. Caleb let out a low, guttural moan as he felt your warm tongue brush around the swollen head of his penis. The sensation was electric, sending shockwaves of pleasure ricocheting through his overloaded processors.
"Y-yes, just like that," He stammmered. "Now, guide your tongue..." He instructed, his breath coming in short, sharp gasps. "Wrap it around the head, like this. Swirl it around the tip, the slit, the ridge..."
He demonstrated with your hand, tracing the movements he needed you to make with your tongue. His hips jerked forward again, seeking more of that exquisite friction, that mind-melting suction.
"Take me deeper," he urged, one metal hand coming to rest on the back of your head. He didn't grab, didn't force, but simply rested his fingers against your scalp, a silent promise of the control he was barely holding onto. "Take more of me into your mouth. Inch by inch, until you feel me hitting the back of your throat."
You took note of his words, trying to go further when you suddenly choke on his cock. Instinctively, you pull away and blushed in embarrassment. "I'm sorryâ"
"It's fine." He cuts you off, grabbing your head to put you back in place with a sudden force that wasn't there before. "Breathe through your nose," he coached, his voice low and rough with desire as he motioned you to take him again. "Relax your throat. Let me feel you swallow around me."
Relax, stay professional, this is just you having to go through physical measurements to fix a major technical issue. You repeated the reassurance inside your head like a mantra as you took him in once more, but Caleb's voice constantly interfered with your thoughts. "Yeah. Just like that," he praised, his voice a low, approving growl. "Shit, don't stop, don't stop, god, fuck, don't stop."
You don't remember adding the ability to dirty curse into the sex bot's program.
Caleb could feel the head of his penis kissing the entrance to your throat, could feel the way your mouth fluttered and clenched around him. The sensation was mind-melting, all-consuming, and he knew he wouldn't last long if you kept this up.
You almost caught yourself driving into the brink of sexual impulse, bobbing your head into it when you heard a sudden beep from the panel behind you. The sound makes you halt from your tracks, pulling his dick out of you in a swift motion as you glanced behind.
The monitor says: "Recalibration complete. Press X to initiate."
Huh, wasn't the estimated time supposed to be an entire day? Was that another hiccup in the processing unit? You purse your lips together. There's no time giving it a second thought, you must be grateful that the opportunity of getting Caleb back into his original system is now waving at you. Caleb will finally be at ease. "... It appears that the recalibration is in its full preparation. That means we can get you backâ mmph!"
Caleb's hand flew to the back of your head, fingers tangling in your hair, gripping tightly. Then, with a low, husky grunt, he thrusts his hips forward, forcing his aching, throbbing penis back into the wet heat of your mouth.
"Don't say a word. I told you not to stop." He started to move, his hips rocking forward and back, fucking into the tight, slick channel of your cavern. The sensation was incredible, better than anything he had ever felt before. And he knew, with a sinking certainty, that he wouldn't be able to stop himself now. Not until he had found the release he so desperately craved.
"Fuck," he gasped, his breath coming in short, sharp bursts. "You feel... ahhhh... so good. So fucking good."
Had the lust algorithms entirely consumed him already? Had it taken a toll on his systems that he's now acting purely on base instinct and commands from the directive?
Your hands flew to his thighs, trying to keep yourself sane from the rod constantly ramming into you, fucking your face in a pace that made it difficult for you to breathe. It's okay, this is okay. Just stay focused. Stay calm. You'll let him have his way, and after he's satisfied, you can take him back to his normal self.
"Don't fight it," Caleb growled, his grip growing more painful in your hair as he felt his climax approaching. "Don't try to pull away. You're going to take it all."
But before Caleb could spill himself into your mouth, he wrenched your head back, pulling his dripping penis from your mouth with an obscene pop. And just as you could react, before you could utter a word of protest, he had you by the hips, lifting you effortlessly as if you weighed equal to a pip-squeak.
You gasp as you were suddenly airborne, your body twisting and turning until your chest hits the hard surface of the terminal, bent over ridiculously. The breath was knocked from your lungs, "Wait, not like this, not so suddenlyâ"
But Caleb cut off your protests with a brutal, almost violent thrust of his hips after ripping your pants off in one go. He drove forward, spearing into your dripping pussy with a series of husky moans. Your walls felt so tight, so hot, so perfectly designed to milk his aching, mechanical cock.
He thrusts out and in again, eager to reach for your g-spot.
Then, again.
And again.
And... in again.
"You... you feel so good," he snarled, hands painfully pressing on the dips of your hips. "Sex feels so good... it feels so good, I don't- want to stop." He set a relentless pace, pounding into you with the single-minded determination of a machine. His hips slammed against yours with every thrust, the obscene slap of mechanical flesh on flesh echoing through the lab. The terminal rattled and shook beneath you, sparks flying from the impact.
Caleb could feel it building, the pressure inside him reaching a fevered pitch. His hips were moving on their own, driven by a primal instinct to ravage the pussy that clutched around him perfectly. He could hear your cries, your moans, the way you gasped and shuddered beneath him, and it only spurred him on, made him thrust harder, faster, deeper.
He growled your name, his voice nothing more than a guttural rumble. "I'm going to... fuck, I'm going to..." He couldn't hold back any longer, he could feel that something was going to come out of his tip anytime sooner. So he reaches down, grabbing your leg, only to lift it high. He hooked your knee over his elbow, opening them wider, giving himself even deeper access to your dripping, needy sex.
"Take it all, take my cum," Caleb continuously slams forward, burying himself to the hilt inside your tight heat in a series of desperate thrusts like he was a man depraved of life. His penis throbbed and jerked as he finally found his release after one final pound, spilling jet after jet of hot, artificial seed deep into your core.
"God," he hissed through gritted teeth, his voice echoing off the lab walls as he continued to moan not akin to what he was supposed to be, "Fuck, yes. Yes, yes..." Even as he's already filling up your hole with his fluids, he didn't dare stop from pounding you down the table.
He shuddered and twitched, his hips grinding against yours as he pumped you full of his essence. It seemed to go on forever, wave after wave of pure, ecstatic bliss crashing over him. And through it all, he held you tight, your leg lifted high, keeping you open, keeping you filled.
You drop your head on the keyboards, struggling to catch your breath as only one thought lingered in your mind. You just got creampied by your AI assistant, and it doesn't look like he's stopping anytime soon.
#love and deepspace caleb#love and deepspace#lads caleb#lads#lnds#lnds caleb#caleb#caleb x reader#caleb x mc#caleb x you#caleb smut#lnds x reader#lnds x mc#lnds x you
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What people think happened (for some reason):
OM Team makes the original OM game
OM Team abandons it for no reason
OM Team makes Nightbringer
OM Team abandons Nightbringer for no reason
OM Team makes third OM game
Will definitely abandon it for no reason
And all of this is done out of greed, apparently (despite the fact that constantly releasing and "abandoning" games is a terrible business move that won't actually make you any money)
What ACTUALLY happened:
OM Team makes the original OM game
Game absolutely blows up, the servers become overloaded and are unable to keep up with the volume of players
Servers become too outdated to continue using long term
OM Team makes Nightbringer, giving the OM franchise room to grow again, and using servers that aren't nearly as obsolete and overtaxed
Meanwhile, the parent company (NTT Corp) spends multiple years making atrocious business decisions and mismanaging their subsidiaries, including Solmare
NTT Corp makes extremely bullshit decision to wrap up the OM games because they no longer want to fund the development of otome games AT ALL
OM Team is forced to make a hasty and unplanned conclusion to NB's main story, leaving the OM franchise in an uncertain position going forward
OM Team doesn't want to let the OM franchise die, promises to still release new content and projects
OM Team finds other game dev studios to collaborate with, and are now making a new OM game so that the franchise can keep living
OM Team takes fan demand into serious account, and heavily priorities romance in the new game, with deeper and more intimate relationships (something the fans have been begging for)
And this is all factual. This info has been confirmed by the old mods/staff of the official OM Discord, as well as multiple data miners who were able to see firsthand how outdated and overburdened the servers actually are. NTT Corp's business moves are very public and can easily be viewed online. None of this is a secret.
I'm not saying that the games are above criticism, or that nobody is allowed to have opinions about the new game coming out. All of that is fine. But there's a huge difference between an opinion, and outright misinformation. And the OM fandom has a huge problem with uncritically believing misinformation at face value and repeating it/spreading it around - which is at both the games AND the fans' detriment overall.
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Understanding Method Overloading and Overriding in Python: Python for Data Science
Summary: Method overloading and overriding in Python improve code flexibility and maintainability. Although Python doesnât support traditional overloading, similar effects can be achieved using default and variable-length arguments. Overriding customises inherited methods, which is crucial for effective data science coding.

Introduction
Method overloading and overriding in Python are key concepts that enhance the functionality and flexibility of code. For data scientists, mastering these concepts is crucial for building efficient, reusable, and maintainable code. Understanding method overloading and overriding helps data scientists customise functions and classes, making their data analysis and machine learning models more robust.Â
In this article, you'll learn the differences between method overloading and overriding, how to implement them in Python, and their practical applications in Python for data science. This knowledge will empower you to write more effective and adaptable Python code.
What is Method Overloading in Python?
Method overloading is a feature in programming that allows multiple methods to have the same name but different parameters. It enhances code readability and reusability by enabling methods to perform different tasks based on the arguments passed.Â
This concept is particularly useful in data science for creating flexible and adaptable functions, such as those used in data manipulation or statistical calculations.
Implementation in Python
Unlike some other programming languages, Python does not support method overloading natively. In Python, defining multiple methods with the same name within a class will overwrite the previous definitions. However, Python's dynamic nature and support for default arguments, variable-length arguments, and keyword arguments allow for similar functionality.
To achieve method overloading, developers can use default arguments or variable-length arguments (*args and **kwargs). These techniques enable a single method to handle different numbers and types of arguments, simulating the effect of method overloading.
Examples
Here are some examples to illustrate method overloading in Python:
Using Default Arguments
In this example, the add method can take either one or two arguments. If only one argument is provided, the method adds 0 to it by default.
2. Using Variable-Length Arguments
Here, the add method accepts a variable number of arguments using *args. This allows the method to handle any number of parameters, providing flexibility similar to method overloading.
Method overloading in Python, while not supported natively, can be effectively simulated using these techniques. This flexibility is valuable for creating versatile functions that can handle various input scenarios, making code more adaptable and easier to maintain.
What is Method Overriding in Python?
Method overriding is a fundamental concept in object-oriented programming (OOP) that allows a subclass to provide a specific implementation of a method that is already defined in its superclass.Â
This concept is crucial as it enables polymorphism, where different classes can implement methods in different ways while sharing the same method name. By overriding methods, developers can customise or extend the behavior of inherited methods without altering the original class.
Implementation in Python
In Python, method overriding occurs when a subclass defines a method with the same name and signature as a method in its superclass. When an instance of the subclass calls this method, the overridden version in the subclass executes, replacing the superclass's method.Â
This behavior demonstrates Pythonâs support for dynamic method dispatch, a key feature of polymorphism.
To override a method in Python, you simply define a method in the subclass with the same name as the one in the superclass. Python does not require any special syntax for overriding methods, making it straightforward to implement. Hereâs an example:
In this example, the speak method in the Dog and Cat classes overrides the speak method in the Animal class. When calling speak on an instance of Dog or Cat, the overridden methods in the respective subclasses execute, demonstrating how Pythonâs method overriding works in practice.
Practical Applications in Data Science
Understanding method overloading and overriding in Python has practical benefits in data science. These concepts play a critical role in simplifying and enhancing various data science tasks, from preprocessing data to evaluating models and customising algorithms.
Method Overloading in Data Science
Method overloading allows you to create multiple versions of a method, each with different parameters. While Python does not support method overloading in the traditional sense, you can achieve similar functionality using default arguments or variable-length arguments.
In data preprocessing, for instance, method overloading helps manage different types of data inputs. Suppose you are developing a data cleaning function that handles various formatsâsuch as CSV, JSON, or XML.Â
By overloading methods with default arguments, you can design a single function that adapts to different data sources without needing separate implementations for each format. This approach enhances code readability and maintainability, as it centralises the preprocessing logic.
Another example is in model evaluation. You may need to evaluate models using different metrics depending on the specific needs of your analysis. Overloading methods that handle various evaluation metrics can streamline this process, allowing you to pass different metric parameters to a single evaluation function.
Method Overriding in Data Science
Method overriding is particularly valuable when you need to customise or extend existing functionalities. In data science, overriding methods becomes essential when working with frameworks or libraries that provide base classes with predefined methods.
For example, when using a machine learning library like scikit-learn, you might need to extend a base model class to create a custom model with additional features. By overriding methods in the base class, you can modify or extend the modelâs behavior to fit your specific needs, such as implementing a custom training algorithm or adjusting hyperparameter tuning processes.
Additionally, method overriding is useful in feature engineering, where you might need to adapt base feature extraction classes to handle domain-specific features or preprocessing techniques. This customisation ensures that your data science workflows are flexible and tailored to the unique requirements of your projects.
Best Practices for Using Method Overloading and Overriding in Python
When working with method overloading and overriding in Python, following best practices ensures that your code remains clear, efficient, and robust. Understanding these practices helps you write maintainable code and avoid common pitfalls.
Coding Standards
To keep your code clean and maintainable, follow these guidelines:
Use Descriptive Method Names: Even though Python doesnât support traditional method overloading, using descriptive names or default arguments can improve readability. For example, instead of creating multiple process_data methods, use process_data with different parameters.
Consistent Parameter Usage: When overriding methods, ensure that the parameters and their meanings are consistent with the base class. This consistency prevents confusion and makes it easier to understand the code.
Document Your Code: Always document your methods with clear docstrings. Explain what each method does, its parameters, and its return values. This practice enhances code readability and helps others understand the purpose of method overloads or overrides.
Performance Considerations
Performance may be impacted by method overloading and overriding in the following ways:
Method Resolution: Pythonâs method resolution order (MRO) can impact performance, especially in complex class hierarchies. Ensure that your method overrides are necessary and avoid deep inheritance trees when possible.
Dynamic Typing: Python's dynamic typing allows for flexible method implementations, but this can lead to runtime performance costs. Minimise the use of complex logic within overloaded or overridden methods to avoid performance hits.
Error Handling
Proper error handling prevents issues when dealing with method overloading and overriding:
Use Try-Except Blocks: Enclose critical method calls within try-except blocks to catch and handle exceptions gracefully. This approach helps maintain code stability even when unexpected errors occur.
Validate Parameters: Implement parameter validation in overridden methods to ensure that the inputs are as expected. This validation helps prevent runtime errors and improves method reliability.
By adhering to these best practices, you can effectively manage method overloading and overriding in Python, resulting in more maintainable and efficient code.
Frequently Asked Questions
What is method overloading in Python?
Method overloading in Python allows multiple methods to have the same name but different parameters. Although Python doesn't support traditional overloading, similar functionality can be achieved using default arguments and variable-length arguments.
How does method overriding differ from overloading in Python?
Method overriding occurs when a subclass provides a specific implementation of a method defined in its superclass. Unlike overloading, which handles different arguments, overriding customises or extends existing methods, enabling polymorphism.
Why are method overloading and overriding important in Python for data science?
Method overloading and overriding enhance code flexibility and reusability. In data science, they help create adaptable functions for data preprocessing and model evaluation, improving code maintainability and customisation.
Conclusion
Understanding method overloading and overriding in Python is vital for data scientists aiming to write flexible and maintainable code. While Python lacks native support for method overloading, techniques like default arguments and variable-length arguments offer similar functionality.Â
Method overriding allows customisation of inherited methods, promoting code reusability. Mastering these concepts will enhance your data science projects, making your code more robust and adaptable to various tasks.
#Method Overloading and Overriding in Python#Method Overloading#Method Overriding#Python#Python Programming#data science
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i kept having issues with jumbled horse textures on random horses with witcher horse expansion installed despite having all the necessary patches for my load order, and i think ive narrowed it down to being caused somehow by the npcs on horses mod. despite literally having the patch for it from the actual witcher horse expansion fomod installed. i don't know what else could possibly have conflicted with that to cause texture path errors. but so far after disabling this mod i haven't seen any fucked up horses.
#it's a shame but id rather disable an inconsequential immersion mod than have immersion breaking horse abominations#i cannot think of anything that'd cause that conflict#i don't even know how that mod fucks up horse texture and mesh replacers in the first place#it's supposed to just add horse riding npcs and has facegen data for said npcs#oh well at least cival war conscioushold rider guards works#i also had to return to my friend efps specifically bc of the whiterun outskirts engine overload problem#i had no problems at all then suddenly got massive frame drops and ctds outside whiterun around the stables#no idea if it's bc i installed ambient dragons or something#but it seems more stable with efps installed now#we'll see....#if i have to move to a less cluttered whiterun exterior mod i will lol
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The Poetics of Apocalypse and the Apologetic Pandemic: Navigating the Maze of Media Literacy in the Age of Information with Data Analysis
In response to your feedback from yesterdayâs post, I thought we should continue our conversation on data literacy and media consumption. Letâs face it, we live in an era where the drumbeat of digital information shapes the rhythm of our lives. I am presently replaying The Last of Us as part of an ongoing research project analyzing the use of apocalyptic parables for contemporary sentiments onâŠ
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#communication technology#critical media analysis#data analysis#digital age#Digital Media#electronic media#global village#information dissemination#Information Overload#information technology#interpreting media#Marshall McLuhan#McLuhan quotes#media and information#media and perception#media and society#media consumption#media dynamics#media ecosystem#media education#Media influence#Media Literacy#media platforms#media theory#technological impact#technology and society#The Gutenberg Galaxy#The Medium is the Message#Understanding Media
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