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i'm 28, male, 178cm, 108kg at 23% body fat. i've been working out consistently for the last year, and have been going to the gym regularly since february started, before that i had some serious injuries that took me out of sports for nearly a decade, so i've been trying to be careful and build myself back up properly.
i haven't practiced many of the lifts in strongman, from what i can test in a commercial gym, i'm starting at around 100kg squat (did 110 but it was ugly as hell) 60kg clean and press, and 170kg deadlift with straps, 120kg without straps. i can leg press 400kg for 4 reps, so i think with proper form i can get those numbers up quickly.
my questions are, are there any free training guides out there detailing good programs for starting out in strongman? how important is it to train in a real strongman gym? could i have a future in the sport, despite my height?

Welcome to Weed Wednesday!

We're going WorldWide!
Cewpins is gonna check out the subreddit on stream tonight (Wednesday!) around 10:30PM Eastern, so make sure you get your weed and dabs uploaded (using the Weed Wednesday Submission flair) in time!
Make sure to include the strain name and location along with your photo! The title format is [Strain Name] - [Location], so for example "White Walker - Washington, USA". In this event we're looking exclusively for pictures of product, so save your Milkings for Mondays! Other useful information to throw in there would be things like shelf level, potency, or form/consistency. Ex: "Wifi 43 - West Virginia (top shelf flower, 25%)".
Please remember to, of course, follow the rules, but also try not to make more than 1 Weed Wednesday submission this week. Quality, not quantity, is what counts.
This is also a suggestion/chat box. If you have anything you want to suggest or discuss about the subreddit, but feel it doesn't justify a full post, here is where to talk about it.
Show us your stash!

• The Mod Team

The world of web hosting can be overwhelming, with a multitude of providers vying for your attention. Among the top contenders are Hostinger and HostGator, both renowned for their reliable services and affordable plans. However, choosing the right host for your website is crucial for its success. In this comprehensive comparison, we'll delve into the intricacies of Hostinger and HostGator, analyzing their features, performance, pricing, and customer support to help you make an informed decision.
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Introduction
Hostinger and HostGator are two of the most popular web hosting providers in the market, each with its unique strengths and weaknesses. While both offer a variety of hosting plans to cater to different needs, they differ in terms of performance, pricing, features, and customer support. Understanding these differences is key to choosing the right host for your website.
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Performance
Performance is a critical factor to consider when choosing a web host, as it directly impacts your website's speed, reliability, and user experience. In this regard, Hostinger has a slight edge over HostGator.
Hostinger boasts impressive uptime and loading speeds, thanks to its LiteSpeed web server and optimized infrastructure. Multiple tests have shown that Hostinger's servers consistently deliver faster loading times compared to HostGator. Moreover, Hostinger offers a free Content Delivery Network (CDN) with all its plans, further enhancing website speed by distributing content across multiple servers worldwide.
While HostGator also provides reliable uptime, its loading speeds are not as impressive as Hostinger's. However, HostGator does offer a variety of performance-enhancing features, such as caching and compression, to optimize website speed.
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Features
Both Hostinger and HostGator offer a wide range of features to cater to different website needs. However, there are some notable differences in their offerings.
Hostinger provides a user-friendly control panel called hPanel, which is intuitive and easy to navigate. It also includes a free website builder with drag-and-drop functionality, making it easy for beginners to create a website without any coding knowledge. Additionally, Hostinger offers a variety of one-click install scripts for popular applications like WordPress, Joomla, and Drupal.
HostGator, on the other hand, uses the industry-standard cPanel control panel, which is familiar to most webmasters. It also includes a website builder, but it's not as intuitive as Hostinger's. However, HostGator does offer a wider range of one-click install scripts for various applications.
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Pricing
Pricing is another crucial factor to consider when choosing a web host. Hostinger is known for its affordable pricing, especially for its shared hosting plans. Its entry-level plan starts at a very low price, making it an attractive option for budget-conscious users.
HostGator's pricing is slightly higher than Hostinger's, but it does offer some discounts for longer-term commitments. Additionally, HostGator includes a free domain name with all its plans, whereas Hostinger only offers a free domain with its annual plans.
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Customer Support
Both Hostinger and HostGator provide 24/7 customer support via live chat and email. However, Hostinger's customer support is known to be more responsive and helpful. Multiple user reviews have praised Hostinger's support team for their promptness and knowledge.
HostGator's customer support is also decent, but it has received some criticism for its slow response times and lack of technical expertise. However, HostGator does offer a comprehensive knowledge base and community forums to help users troubleshoot issues.
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Additional Considerations
Apart from the factors mentioned above, there are a few additional considerations to keep in mind when choosing between Hostinger and HostGator.

• Scalability: If you anticipate your website growing in traffic and resources, it's important to choose a host that can accommodate your needs. Both Hostinger and HostGator offer various hosting plans, including VPS and dedicated servers, to scale your website as it grows.
• Security: Website security is paramount to protect your data and prevent cyber attacks. Both Hostinger and HostGator offer robust security measures, such as SSL certificates, firewalls, and malware scanning. However, Hostinger goes a step further by providing a free Cloudflare integration, which adds an extra layer of security to your website.
• Money-back guarantee: Both Hostinger and HostGator offer a 30-day money-back guarantee, allowing you to try their services risk-free.

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In-Depth Analysis
Let's take a closer look at some specific aspects of Hostinger and HostGator to understand their strengths and weaknesses in more detail.
Hostinger

• Pros:
  • Excellent performance with fast loading speeds and reliable uptime
  • Affordable pricing, especially for shared hosting plans
  • User-friendly hPanel control panel
  • Free website builder with drag-and-drop functionality
  • Responsive and helpful customer support
  • Free Cloudflare integration for enhanced security
• Cons:
  • Limited one-click install scripts compared to HostGator
  • Free domain only with annual plans

HostGator

• Pros:
  • Reliable uptime
  • Familiar cPanel control panel
  • Wide range of one-click install scripts
  • Free domain name with all plans
  • Comprehensive knowledge base and community forums
• Cons:
  • Slower loading speeds compared to Hostinger
  • Slightly higher pricing than Hostinger
  • Some criticism for slow customer support response times

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Who Should Choose Hostinger?
Hostinger is an excellent choice for beginners and budget-conscious users who prioritize performance and ease of use. Its affordable pricing, fast loading speeds, and user-friendly interface make it a great option for individuals and small businesses looking to establish their online presence.
Who Should Choose HostGator?
HostGator is a good option for users who are familiar with cPanel and need a wide range of one-click install scripts for various applications. It's also a good choice for users who value a free domain name with all plans.
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Conclusion
Both Hostinger and HostGator are reputable web hosting providers with a lot to offer. However, Hostinger edges out HostGator in terms of performance, pricing, and customer support. If you're looking for an affordable, fast, and reliable web host with a user-friendly interface, Hostinger is a great option. However, if you need a wide range of one-click install scripts and a free domain name, HostGator is worth considering.
Ultimately, the best web host for you will depend on your specific needs and budget. Carefully evaluate the factors discussed in this comparison to make an informed decision that aligns with your website goals.
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Hello all,
I've been on azathioprine for the past four years. Over this time my skin has been mostly clear barring the odd flare up. I've had pretty severe eczema since I was a child, currently aged 30. My liver function has varied over time on the azathioprine and in the most recent tests has been above the ideal level. Due to this I've reduced my dose from 100-50mg per day with the intention of coming off completely. Naturally my skin has flared up and I can't believe how I lived with this level of pain and having to "cover up" for 26 years prior to the immunosuppressive medication.
Cut a long story short I have a demo appt at the end of the month, I'm based in the UK (NHS) so I'm hoping to be given Dupixent, I've heard wonderful things. Am I right to be hopeful?
Any help, information would be much appreciated.
Thank you.

Timestamp: https://imgur.com/a/pw6v8a2
I have a slightly used Level III retention Safariland 6360RDS for P320C with X300U weapon light. Wore this for a few months before I decided to swap to Glock. Purchased directly from Safariland.
Model is 6360RDS-7502-131 STX Tactical Black finish.
$125 shipped PayPal F&F

Navigating the vast ocean of academic writing services can be daunting for students. Today, I'm providing an overview of four popular services: SpeedyPaper.com, EssayMarket.net, WritePaperFor.Me, and PaperCoach.co. Let’s delve into their pros and cons to see which might suit your needs the best.
1. SpeedyPaper.com
Pros:

• Rapid Turnaround: True to its name, SpeedyPaper excels in fast delivery, often returning assignments well before the deadline. This is ideal for students who need urgent help.
• Quality of Work: Many users report high-quality writing, with papers often meeting the criteria of the assigned tasks effectively.
• Support: Their customer service is responsive and helpful, available 24/7 to assist with any questions or issues that might arise.
• Free Revisions: They offer free revisions, which is a huge plus if you need tweaks to your paper.

Cons:

• Pricing: While competitive, prices can be on the higher side, especially for last-minute orders.
• Variability in Writers: As with many large services, the experience can vary depending on the assigned writer.

2. EssayMarket.net
Pros:

• Customization: EssayMarket stands out with its personalized approach. Each order is tailored to the specific needs of the student, which enhances satisfaction.
• Writer Interaction: They provide direct communication with writers, which can increase the accuracy and quality of the final product.
• Plagiarism-Free: They guarantee that all work is original, which is critical for academic integrity.

Cons:

• Limited Reviews: Compared to other services, there are fewer reviews available, which might make it harder for new users to gauge reliability.
• Cost: Customization and direct writer communication can also lead to higher costs.

3. WritePaperFor.Me
Pros:

• Affordability: WritePaperFor.Me is known for its affordable pricing, making it a great option for students on a tight budget.
• Quality for Price: Despite the low cost, the quality of the work is generally good, offering great value for money.
• Customer Support: They provide effective customer support, ensuring that any queries or concerns are addressed promptly.

Cons:

• Inconsistencies: Some users have noted inconsistencies in writing quality, which may require taking advantage of their revision options.
• Simpler Assignments: They are better suited for simpler tasks; more complex or high-level academic work might need a more specialized service.

4. PaperCoach.co
Pros:

• Wide Range of Services: PaperCoach offers a broad array of services, from essays to doctoral dissertations, catering to all academic levels.
• Professional Writers: They claim to hire only professional writers, which is reflected in the quality of their work.
• Timely Delivery: Reports suggest that they consistently meet deadlines, a crucial factor for time-sensitive assignments.

Cons:

• Price Variation: The cost can vary significantly based on the type and urgency of the assignment.
• Marketing Tactics: Some users have reported aggressive marketing tactics post-purchase, which can be a turn-off.

In conclusion, each of these services has its strengths and weaknesses. SpeedyPaper is ideal for those in a rush, EssayMarket offers great customization, WritePaperFor.Me is budget-friendly, and PaperCoach can handle a wide range of assignments. Choosing the right service depends on your specific needs, budget, and the complexity of your assignment. Always ensure to read up-to-date reviews and possibly test with smaller assignments before committing to larger projects.

For the past 6 months, I have been working towards getting 1500+. I exhausted Khan Academy, Erica Meltzer's Reading, and even SAT question bank. I took every practice test on Bluebook and I got 1280 (630rw, 650 math) on the last one (1410 as superscore). What can I do to achieve my desired score?

In today's digitally-driven world, businesses in Florida are constantly seeking innovative solutions to stay ahead in the competitive landscape. From streamlining operations to enhancing customer experiences, the demand for customized software solutions is at an all-time high. This is where Abella Systems emerges as a beacon of expertise and reliability, offering tailored software development services to businesses across Florida and beyond.
At Abella Systems, we understand that off-the-shelf software may not always align perfectly with the unique requirements of every business. That's why we specialize in crafting bespoke software solutions that cater to the specific needs and goals of our clients. Whether you're a startup looking to build a scalable platform from scratch or an established enterprise seeking to modernize legacy systems, we have the expertise and experience to turn your vision into reality.

Our Approach

1. Collaborative Discovery

We begin by engaging in in-depth discussions with our clients to gain a comprehensive understanding of their business objectives, challenges, and requirements. This collaborative approach ensures that we are aligned with our clients every step of the way.

1. Customized Solutions

Leveraging the latest technologies and industry best practices, our team of skilled developers designs and develops custom software solutions that are tailored to address the specific needs of each client. Whether it's web applications, mobile apps, enterprise software, or IoT solutions, we have the expertise to deliver high-quality results.

1. Agile Development

We follow an agile development methodology, which allows for flexibility and adaptability throughout the development process. By breaking down projects into manageable iterations, we ensure timely delivery and the ability to incorporate feedback along the way.

1. Quality Assurance

Quality is at the forefront of everything we do. Our dedicated QA team rigorously tests each software solution to ensure functionality, performance, security, and user experience meet the highest standards.

1. Ongoing Support

Our commitment to our clients extends beyond the initial development phase. We provide ongoing support and maintenance services to ensure that our solutions continue to perform optimally and evolve with the changing needs of our clients' businesses.

Why Choose Abella Systems?

1. Expertise

With years of experience in custom software development, our team brings a wealth of knowledge and expertise to every project.

1. Client-Centric Approach

We prioritize client satisfaction above all else, striving to exceed expectations and build long-lasting partnerships.

1. Innovation

We stay at the forefront of technological advancements and industry trends, allowing us to deliver cutting-edge solutions that drive business growth.

1. Transparent Communication

We believe in open and transparent communication, keeping our clients informed and involved throughout the development process.

1. Proven Track Record

Our portfolio speaks for itself. We have successfully delivered custom software solutions to clients across various industries, earning their trust and loyalty.

Conclusion

Whether you're a small business or a large corporation, Abella Systems is here to empower your business with custom software solutions that drive efficiency, productivity, and growth. Contact us today at [info@abellasys.com](mailto:info@abellasys.com) or visit our website to learn more about how we can help your business thrive in the digital age.
Abella Systems, Your Custom Software Development Partner in Florida
In today's digitally-driven world, businesses in Florida are constantly seeking innovative solutions to stay ahead in the competitive landscape. From streamlining operations to enhancing customer experiences, the demand for customized software solutions is at an all-time high. This is where Abella Systems emerges as a beacon of expertise and reliability, offering tailored software development services to businesses across Florida and beyond.
At Abella Systems, we understand that off-the-shelf software may not always align perfectly with the unique requirements of every business. That's why we specialize in crafting bespoke software solutions that cater to the specific needs and goals of our clients. Whether you're a startup looking to build a scalable platform from scratch or an established enterprise seeking to modernize legacy systems, we have the expertise and experience to turn your vision into reality.

Our Approach

1. Collaborative Discovery

We begin by engaging in in-depth discussions with our clients to gain a comprehensive understanding of their business objectives, challenges, and requirements. This collaborative approach ensures that we are aligned with our clients every step of the way.

1. Customized Solutions

Leveraging the latest technologies and industry best practices, our team of skilled developers designs and develops custom software solutions that are tailored to address the specific needs of each client. Whether it's web applications, mobile apps, enterprise software, or IoT solutions, we have the expertise to deliver high-quality results.

1. Agile Development

We follow an agile development methodology, which allows for flexibility and adaptability throughout the development process. By breaking down projects into manageable iterations, we ensure timely delivery and the ability to incorporate feedback along the way.

1. Quality Assurance

Quality is at the forefront of everything we do. Our dedicated QA team rigorously tests each software solution to ensure functionality, performance, security, and user experience meet the highest standards.

1. Ongoing Support

Our commitment to our clients extends beyond the initial development phase. We provide ongoing support and maintenance services to ensure that our solutions continue to perform optimally and evolve with the changing needs of our clients' businesses.

Why Choose Abella Systems?

1. Expertise

With years of experience in custom software development, our team brings a wealth of knowledge and expertise to every project.

1. Client-Centric Approach

We prioritize client satisfaction above all else, striving to exceed expectations and build long-lasting partnerships.

1. Innovation

We stay at the forefront of technological advancements and industry trends, allowing us to deliver cutting-edge solutions that drive business growth.

1. Transparent Communication

We believe in open and transparent communication, keeping our clients informed and involved throughout the development process.

1. Proven Track Record

Our portfolio speaks for itself. We have successfully delivered custom software solutions to clients across various industries, earning their trust and loyalty.

Conclusion

Whether you're a small business or a large corporation, Abella Systems is here to empower your business with custom software solutions that drive efficiency, productivity, and growth. Contact us today at [info@abellasys.com](mailto:info@abellasys.com) or visit our website to learn more about how we can help your business thrive in the digital age.

This happened a several days ago so this isn’t too recent. Just thought of posting this story on this subreddit right now lol.
Some background: My dad is an immigrant who is EXTREMELY right leaning. He also has a ton of kids with many wives (how many? No clue but I know that I’m the youngest). It’s practically an open secret but he still tries to hide it for some reason.
My parents and I went to this restaurant that we’ve been to many times before. This restaurant has a waitress who’s a trans woman. So we eat and my parents and the waitress have a conversation in their native language. Unfortunately, I don’t know a lick of our language so I’m not sure what was exactly said.
When we go back to the car, my dad randomly tells me, “OP whatever you do, never trust a [word that rhymes with maggot]. You need to vote Republican.” And I’m like HUHHH??? Because first off, that’s a crazy way to start a conversation (though him casually dropping the f-bomb isn’t new). Second, I’m wondering what she said to get my dad to go full transphobe.
My mom explains to me that the waitress said something along the lines of, “Oh, you’re back (@ my dad). Mother’s Day is coming soon, are you coming here again?” Insinuating that he brings his other families to this restaurant.
To which my mom jokingly says, “Maybe with another group.”
Basically, he got called out in public by a minority he despises. (WHICH IS HILARIOUS LMAO I always try to do witty comebacks to my dad whenever he gets like that but he literally doesn’t process anything I say. Shoutout to that waitress you’re my hero!)
The car ride goes smoothly up until we’re almost home and my dad switches gears from hating trans people to hating the Chinese. We were talking about what type of restaurant the three of us should eat at the next time we meet up and he brought up eating Chinese food… which turned into your stereotypical racist rant about Chinese people.
At this point I’m telling him to chill out with that because I’ve never heard him be so blatantly racist to his own race before. Also it’s ironic because I’m pretty sure one of his parents was Chinese. We were already home so my mom and I just dipped.
What I got out of this is that my dad is a white Republican trapped in an Asian immigrant body and that I probably shouldn’t come out to my parents any time soon. Closet’s too cozy for me to risk anything.

I'm a 21 year old first year mechanic, my only experience being 4 months of uncompleted trade school. My interest in the army reserves first began over a year ago when I was facing an extended unemployment period and I was shit poor. I still am since my pay is shit and I can pretty much only afford to eat after bills, including tool debt. I am closing in on the 1 year requirement to take the ASE G1 certification test and once I get the cert I plan on discussing a raise or finding better pay elsewhere. I'm now considering the reserves once again in order to gain more experience, knowledge and to use it as a second source of income. A while back I took an asvab practice test with a recruiter and I scored an 85 on the general technical so I know that job is in reach for me. Is there anything i should know before making a decision? Isthere any required experience/knowledge? Is it worth it since half my reason for joining is financial gain?

HI i am trying to stream audio from mediarecorder api to python backend for testing VAD it works with my audio device directly, but not the audio from mediarecoreder any help is appreciated? i tried many functions to decode them none of them worked i am attacking a sample here

from fastapi import FastAPI, WebSocket, Request from fastapi.staticfiles import StaticFiles from fastapi.templating import Jinja2Templates from fastapi.responses import HTMLResponse import pyaudio import threading import webrtcvad from pydub import AudioSegment from pydub.playback import play from io import BytesIO from openai import OpenAI import requests import pygame import os import webrtcvad import collections FORMAT = pyaudio.paInt16 CHANNELS = 1 RATE = 16000 # Compatible sample rate for WebRTC VAD FRAME_DURATION_MS = 30 # Frame duration in ms (choose 10, 20, or 30 ms) CHUNK = int(RATE * FRAME_DURATION_MS / 1000) # Calculate frame size VAD_BUFFER_DURATION_MS = 2000 # Buffer duration for silence before stopping vad = webrtcvad.Vad(1) # Moderate aggressiveness speech_client = speech.SpeechClient() app = FastAPI() # Mount static files app.mount("/static", StaticFiles(directory="static"), name="static") # Initialize templates templates = Jinja2Templates(directory="templates") @app.get("/", response_class=HTMLResponse) async def root(request: Request): return templates.TemplateResponse("index.html", {"request": request}) class Frame(object): """Represents a "frame" of audio data.""" def __init__(self, bytes, timestamp, duration): self.bytes = bytes self.timestamp = timestamp self.duration = duration def frame_generator(frame_duration_ms, audio, sample_rate): """Generates audio frames from PCM audio data. Takes the desired frame duration in milliseconds, the PCM data, and the sample rate. Yields Frames of the requested duration. """ n = int(sample_rate * (frame_duration_ms / 1000.0) * 2) offset = 0 timestamp = 0.0 duration = (float(n) / sample_rate) / 2.0 while offset + n < len(audio): yield Frame(audio[offset:offset + n], timestamp, duration) timestamp += duration offset += n import wave import os from pathlib import Path AUDIO_CHANNELS_PER_FRAME = 1 # Mono AUDIO_BITS_PER_CHANNEL = 16 # 16 bits per sample AUDIO_SAMPLE_RATE = 16000 def get_and_create_playable_file_from_pcm_data(file_path): wav_file_name = file_path+ ".wav" docs_dir = "./" wav_file_path = docs_dir + wav_file_name print(f"PCM file path: {file_path}") num_channels = AUDIO_CHANNELS_PER_FRAME bits_per_sample = AUDIO_BITS_PER_CHANNEL sampling_rate = AUDIO_SAMPLE_RATE frame_duration = 10 num_samples = sampling_rate * frame_duration # with open(file_path, 'rb') as f: # num_samples = len(f.read()) byte_rate = num_channels * bits_per_sample * sampling_rate // 8 block_align = num_channels * bits_per_sample // 8 data_size = num_channels * num_samples * bits_per_sample // 8 chunk_size = 16 total_size = 46 + data_size audio_format = 1 with wave.open(str("filenames"), 'wb') as fout: fout.setnchannels(num_channels) fout.setsampwidth(bits_per_sample // 8) fout.setframerate(sampling_rate) fout.setnframes(num_samples) # Write the PCM data with open("filenames.wav", 'rb') as pcmfile: pcm_data = pcmfile.read() fout.writeframes(pcm_data) # return wav_file_path.as_uri() from pydub import AudioSegment def process_audio(file_path): # Load the audio file audio = AudioSegment.from_file(file_path) # Print original duration original_duration = len(audio) print(f"Original duration: {original_duration} milliseconds") # Set duration to 10 seconds ten_seconds = 10 * 1000 # PyDub works in milliseconds if original_duration > ten_seconds: audio = audio[:ten_seconds] # Truncate to 10 seconds elif original_duration < ten_seconds: silence_duration = ten_seconds - original_duration silence = AudioSegment.silent(duration=silence_duration) audio += silence # Append silence to make it 10 seconds # Save the modified audio modified_file_path = "filenamesprocess.wav" audio.export(modified_file_path, format="wav") # Print the duration of the modified audio modified_audio = AudioSegment.from_file(modified_file_path) print(f"Modified duration: {len(modified_audio)} milliseconds") return modified_file_path def check_audio_properties(audio_path): # Load the audio file audio = AudioSegment.from_file(audio_path) # Check number of channels (1 for mono) is_mono = audio.channels == 1 # Check sample width (2 bytes for 16-bit) is_16_bit = audio.sample_width == 2 # Check sample rate valid_sample_rates = [8000, 16000, 32000, 48000] is_valid_sample_rate = audio.frame_rate in valid_sample_rates # Calculate frame duration and check if it's 10, 20, or 30 ms frame_durations_ms = [10, 20, 30] frame_duration_samples = [int(audio.frame_rate * duration_ms / 1000) for duration_ms in frame_durations_ms] is_valid_frame_duration = audio.frame_count() in frame_duration_samples # Results return { "is_mono": is_mono, "is_16_bit": is_16_bit, "is_valid_sample_rate": is_valid_sample_rate, "is_valid_frame_duration": is_valid_frame_duration, "frame_duration_samples":frame_duration_samples, "bit":audio.sample_width, "channels":audio.channels } import math from pydub import AudioSegment import math def split_audio_into_frames(audio_path, frame_duration_ms=30): # Load the audio file audio = AudioSegment.from_file(audio_path) # Calculate the number of frames needed number_of_frames = math.ceil(len(audio) / frame_duration_ms) # Split the audio into frames of 30 ms frames = [] for i in range(number_of_frames): start_ms = i * frame_duration_ms end_ms = start_ms + frame_duration_ms frame = audio[start_ms:end_ms] frames.append(frame) frame.export(f"frame_{i}.wav", format="wav") # Export each frame as WAV file return frames from pydub import AudioSegment import io def preprocess_audio(webm_audio): # Convert WebM to WAV audio = AudioSegment.from_file(io.BytesIO(webm_audio),) audio = audio.set_frame_rate(16000).set_channels(1).set_sample_width(2) # Convert to 16-bit mono 16000 Hz return audio.raw_data import subprocess @app.websocket("/ws") async def websocket_endpoint(websocket: WebSocket): await websocket.accept() buffered_data = bytearray() # try: while True: with open("filenames", "wb") as out: # get_and_create_playable_file_from_pcm_data("filenames") # process_audio("filenames.wav") data = await websocket.receive_bytes() with open("temp.webm", "wb") as f: f.write(buffered_data) webm_audio = AudioSegment.from_file("temp.webm", format="webm") output_file_path = 'recording.mp3' webm_audio.export(output_file_path, format="mp3") if len(buffered_data) > 24000: # You define a sensible threshold with open("temp.webm", "wb") as f: f.write(buffered_data) subprocess.run(["ffmpeg", "-i", "temp.webm", "-acodec", "pcm_s16le", "-ar", "16000", "temp.wav"], check=True) buffered_data.clear() print("incomming") audio = AudioSegment.from_file("temp.wav") check_audio_properties("temp.wav") # aud = preprocess_audio(data) try: if vad.is_speech(audio.raw_data, RATE): is_speech = True silence_frames = 0 # recorded_segments.append(data) # Append data to list else: if is_speech: # Change from speech to silence is_speech = False silence_frames += 1 # Check if we've hit the silence threshold to end capture if silence_frames * FRAME_DURATION_MS / 1000.0 >= VAD_BUFFER_DURATION_MS / 1000.0: print("Silence detected, stop recording.") break except Exception as e: print("VAD processing error:", e) continue # Skip this frame or handle error differently 

let socket = new WebSocket("ws://localhost:8080/ws"); let mediaRecorder; async function startRecording() { const stream = await navigator.mediaDevices.getUserMedia({ audio: true }); const options = { mimeType: 'audio/webm;codecs=opus' }; console.log(MediaRecorder.isTypeSupported('audio/webm;codecs=opus')); // returns true or false mediaRecorder = new MediaRecorder(stream,options); mediaRecorder.start(5000); // Continuously sends data every 250ms mediaRecorder.ondataavailable = async (event) => { console.log(event); if (event.data.size > 0 && socket.readyState === WebSocket.OPEN) { socket.send(event.data); } }; } function stopRecording() { if (mediaRecorder && mediaRecorder.state !== 'inactive') { mediaRecorder.stop(); console.log("Recording stopped."); } } socket.onmessage = function(event) { console.log('Received:', event.data); if (event.data === "stop") { stopRecording(); } }; // Make sure to handle WebSocket closures gracefully socket.onclose = function(event) { console.log('WebSocket closed:', event); stopRecording(); }; socket.onerror = function(error) { console.log('WebSocket error:', error); stopRecording(); }; 

*Project Idea: Movie Recommendation System*
*Overview:*
Create a movie recommendation system that suggests movies to users based on their preferences and historical data. This project will involve implementing complex algorithms for data processing, similarity scoring, and recommendation generation, making it a great opportunity to practice DSA concepts. You'll use GoLang for backend development and possibly front-end technologies like HTML/CSS/JavaScript for the user interface.
*Key Features:*
1.⁠ ⁠*User Authentication:* Implement user authentication to allow users to create accounts and log in securely.
2.⁠ ⁠*Data Collection:* Gather movie data from public APIs or datasets. This could include movie titles, genres, ratings, and user preferences.
3.⁠ ⁠*Data Preprocessing:* Clean and preprocess the data to remove duplicates, handle missing values, and normalize data for consistency.
4.⁠ ⁠*Similarity Scoring:* Implement algorithms such as cosine similarity or collaborative filtering to calculate similarity scores between users or movies.
5.⁠ ⁠*Recommendation Engine:* Develop the core recommendation engine that generates personalized movie recommendations for users based on their preferences and similarities with other users.
6.⁠ ⁠*User Interface:* Create a simple web interface where users can log in, input their movie preferences, and view personalized recommendations.
7.⁠ ⁠*Testing and Optimization:* Test the system with various datasets and fine-tune algorithms for optimal performance and accuracy.
*DSA Concepts Covered:*
•⁠ ⁠*Graph Algorithms:* You can model user-movie relationships as a graph and utilize graph algorithms like breadth-first search (BFS) or depth-first search (DFS) for recommendation generation.
•⁠ ⁠*Sorting and Searching:* Implement sorting algorithms to rank movies based on similarity scores or user ratings. Use binary search for efficient data retrieval.
•⁠ ⁠*Hashing:* Utilize hash functions for efficient data storage and retrieval, particularly for user profiles and movie metadata.
•⁠ ⁠*Dynamic Programming:* Optimize algorithms for recommendation generation using dynamic programming techniques to improve efficiency and scalability.
*Learning Goals:*
•⁠ ⁠Gain proficiency in GoLang by implementing backend logic for data processing, recommendation algorithms, and user authentication.
•⁠ ⁠Understand and implement complex DSA concepts such as graph algorithms, sorting, searching, hashing, and dynamic programming in a real-world project setting.
•⁠ ⁠Learn about web development concepts by building a simple user interface for the recommendation system using HTML, CSS, and JavaScript.

I just started studying for the ucat 4 days ago and u started by doing a mock exam to test my beginner abilities and my test score was kinda horrible: VR:480 DM:450 QR:520 AR630
So I started by studying one section each day and doing a full timed practice for the section that I studied however the score did not really change on the specific section. I don’t know if my way of studying is correct or not and I don’t know if it’s normal to not progress in the first days of studying and I really need to get at least 2600. So I would really appreciate if someone would help or give an advice.

I have just recently moved from Europe, and i am very surprised at the amount of unclear practices and flat out scammy practices businesses have here.
From renting an appartment to setting up a business, promises of 'we'll help you set up' turn to me doing everything, with extra charges in every step that were never communicated to me, and where i had to hound people to give me clear answers.
Keeping your word doesn't seem to exist here, and it feels very much predatory. You're either above or below someone.
I have to be on guard for every single business transaction and ask every single detail of the fine print, whereas back home there was a baseline level of respect to keep your word.
Have i been unlucky, or is this common in all levels of business?

Hi! I felt a partial numbness on the palm of my big toe last weekend. I visited the doctor yesterday and I got tested for uric acid. Today, unfortunately, my uric acid level went above than normal.
I am 18 years old, female 🥲 And it makes me feel sad that I have complications like this. There’s no one from my family who had experience this, even my grandmother. I don’t know what to feel about this. Though my big toe does not swell, I am still worried what will happen the next days. I am prescribed to take a low purine diet, no medications.
My questions are: 1. Will my uric acid go back to a normal state? My older relative told me that my uric acid is too hugh for an 18 y.o (which she said that 125-140 umol/L is the normal range for teenagers like me)

1. How long should I take low purine diet? What other lifestyle changes you could suggest for a teen like me
   
2. Any advice or something that you consider helpful in my case
   

Thank you

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