#Data Analysis with Python

[learn-python-programming-online]

Introduction to Data Analysis with Python

Embarking on Data Analysis with Python

In the dynamic landscape of data analysis, Python serves as a versatile and powerful tool, empowering analysts to derive meaningful insights from vast datasets. This introduction aims to illuminate the journey into data analysis with Python, providing a gateway for both novices and seasoned professionals to harness the language's capabilities for exploring, understanding, and interpreting data.

Unveiling Python's Significance in Data Analysis

Python's prominence in data analysis arises from its rich ecosystem of libraries and tools specifically tailored for this purpose. This article delves into the fundamental aspects of utilizing Python for data analysis, offering a roadmap for individuals seeking to leverage Python's capabilities in extracting valuable information from diverse datasets.

Libraries and Tools at Your Fingertips

Python boasts a myriad of libraries that significantly enhance the data analysis process. From Pandas for efficient data manipulation to Matplotlib and Seaborn for compelling visualizations, this introduction explores the essential tools at your disposal and how they contribute to a seamless data analysis workflow.

Hands-On Exploration with Python

A distinctive feature of Python in data analysis lies in its practicality. This article guides you through hands-on exploration, demonstrating how to load, clean, and analyze data using Python.

Unlocking the Potential of Python in Data Analysis

As you delve deeper into the realms of data analysis with Python, discover the language's potential to uncover patterns, trends, and correlations within datasets. Python's versatility enables analysts to approach complex data scenarios with confidence, fostering a deeper understanding of the information at hand.

Conclusion: Your Gateway to Data Exploration

In conclusion, this introduction serves as your gateway to the exciting world of data analysis with Python. Whether you're a beginner or an experienced professional, LearNowx Python Training Course accessibility and robust capabilities make it an invaluable tool for unraveling the stories hidden within datasets. Get ready to embark on a journey of discovery, where Python becomes your ally in transforming raw data into actionable insights.

[herpersonafire]

Hey everyone! enjoying my (two) week break of uni, so I've been lazy and playing games. Today, working on Python, I'm just doing repetition of learning the basics; Variables, Data types, Logic statements, etc. Hope everyone has a good week!

[thedatarogue]

All D&D 5E Spells, in one place

Hello, D&D players!

Are you tired of having to go through multiple books, pdf files or third-party websites just to find the one spell you're looking for? Don't want to pay hundreds of dollars to be able to access all the spells in DND Beyond?

Well, I've got just the thing for you.

In this Github repository, I've uploaded a dataset with information on all of the 5E spells (inside the datasets folder). The README file has all the information you need to use it, along with some other stuff.

If you have any problems using these assets, feel free to contact me either through here or Github. I'm thinking of adding pictures to the guide on Github, but it might be a while before I do that.

If the link isn't working, just remove the https://href.li/? part and you should be good.

Happy travels, adventurers.

[dailycupofcreativitea]

This is a shameless pitch for my field of work but if you like biology and you like coding...consider bioinformatics as a career  👀  Especially if you live in the US, as it's well-known for its bionformatics scene.

[cbirt]

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[d0nutzgg]

Analyzing An Ataxic Dysarthria Patient's Speech with Computer Vision and Audio Processing

Hey everyone, so as you know I have been doing research on patients like myself who have Ataxic Dysarthria and other neurological speech disorders related to diseases and conditions that affect the brain. I was analyzing this file

with a few programs that I have written.

The findings are very informative and I am excited that I am able to explain this to my Tumblr following as I feel it not only promotes awareness but provides an understanding of what we go through with Ataxic Dysarthria.

Analysis of the audio file with an Intonation Visualizer I built

As you can tell this uses a heatmap to visualize loudness and softness of a speaker's voice. I used it to analyze the file and I found some really interesting and telling signs of Ataxic Dysarthria

At 0-1 seconds it is mostly pretty quiet (which is normal because it is harder for patients with AD to start their speaking off. You can notice that around 1-3 seconds it gets louder, and then when she speaks its clearer and louder than the patients voice. However the AD makes the patients speech constantly rise and fall in loudness from around -3 to 0 decibels most of the audio when the patient is speaking. The variation though between 0 and -3 varies quickly though which is a common characteristic in AD

The combination of the constant rising and falling in loudness and intonation as well as problems getting sentences started is one of the things that makes it so hard for people to understand those with Ataxic Dysarthria.

The second method I used is using a line graph (plotted) that gives an example of the rate of speech and elongated syllables of the patient.

As you can see I primarily used the Google Speech Recognition library to transcribe and count the syllables using Pyphen via "hyphenated" (elongated) words in the speech of the patient. This isn't the most effective method but it worked well for this example and here is the results plotted out using Matplotlib:

As you can see when they started talking at first there was a rise from the softer speech, as the voice of the patient got louder, they were speaking faster (common for those with AD / and HD) my hypothesis (and personal experience) is that this is how we try to get our words out where we can be understood by "forcing" out words resulting in a rise and fall of syllables / rate of speech that we see at the first part. The other spikes typically happen when she speaks but there is another spike at the end which you can see as well when the patient tries to force more words out.

This research already indicates a pretty clear pattern what is going on in the patients speech. As they try to force out words, their speech gets faster and thus gets louder as they try to communicate.

I hope this has been informative for those who don't know much about speech pathology or neurological diseases. I know it's already showing a lot of exciting progress and I am continuing to develop scripts to further research on this subject so maybe we can all understand neurological speech disorders better.

As I said, I will be posting my research and findings as I go. Thank you for following me and keeping up with my posts!

[drax0001]

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[cyberhippieblog]

First time that I'm seeing in practice why Python is so widely used in Data Analysis. I have an Excel sheet with 8 million rows, that's impossible to open. I can't analyze anything without the program crashing.

I have even more respect for Python now.

[melonia-1995]

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[screechingtacoblizzard]

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[datascienceunicorn]

HT @dataelixir #datascience

[rise-deepseamonster]

Girl wake up, new project idea just dropped.

Source: etymologynerd on Instagram

[herpersonafire]

Hey! and welcome back!

As Uni is about to begin in a few days....I upgraded to a third monitor! Also!! I job a Data entry job! Big things moving forward :)

Let me introduce myself;

I'm Mick, (she/her) and I currently study Data Analytics. I'll be 26 in July and I love to read and play video games in my free time. I also like to watch football (LIVERPOOL xx)

Im currently taking the time to learn Excel and Python. However, I know for school I'll be learning Python, SQL and maybe some other things.

FOLLOW me along on this journey and if you have any questions please ask!

[onlinelearningclass]

Learn Python To Secure Your Future In Data Science

Python is one of the most important coding or programming languages that is used by more than 8 million programmers as their main programming language.Now let's talk about how to learn Python. Python language is the basic and the easiest language compared to any other language.

To more info Visit us :- https://www.sssi.in/blog/engineering/learn-python-to-secure-your-future

[theaifusion]

Hyperparameter tuning in machine learning

The performance of a machine learning model in the dynamic world of artificial intelligence is crucial, we have various algorithms for finding a solution to a business problem. Some algorithms like linear regression , logistic regression have parameters whose values are fixed so we have to use those models without any modifications for training a model but there are some algorithms out there where the values of parameters are not fixed.

Here's a complete guide to Hyperparameter tuning in machine learning in Python!

#datascience #dataanalytics #dataanalysis #statistics #machinelearning #python #deeplearning #supervisedlearning #unsupervisedlearning

[mobio-solutions]

Python 3.12.0 is on the horizon, promising groundbreaking features! Expect robust error handling, precise typing, and major performance boosts. This release isn’t just an update; it’s a leap for developer productivity and innovation. What features excite you the most? Join the conversation!