Come play Nonogram Kingdom, a world where you can explore a whole range of different places by solving nonogram puzzles and unlock amazing prizes that allow you to customize your game. These puzzles are fun and a great way to keep your brain active and to challenge yourself daily. 
 
Nonograms also known as Griddlers, Picross, Picture Cross, Pictograms or Kakuro are grid-based puzzles that can be solved by filling in cells based on clues provided on each row and column. These clues are given in the form of numbers that represent how many filled in cells there are in each block for each line. By using logic to work out which cells can be filled and using crosses to keep track of which ones cannot be filled you can eventually fill out the grid and successfully complete the puzzle. 
 
In Nonogram Kingdom, there are different ways you can play and enjoy completing these puzzles. There is the main campaign where you can progress along different levels, filling out jigsaw puzzles by completing nonogram puzzles and revealing hidden prizes like coins or customizable features. There is also the Journey Mode where you can complete puzzles to travel through different eras of time, starting from Ancient times and progressing into futuristic ages. 
 
● 1000s of Nonogram Puzzles 
● Puzzle Sizes ranging from 5x5 to 15x15 
● Customization of board, tile colors, backgrounds and more 
● Multiple Modes to play on 
● Easy difficulty up to Very Hard difficulty 
● Daily rewards 
● Hints and boosts to help solve puzzles 
 
If you enjoy Sudoku, Crosswords, Number Quiz, Minesweeper or Math games then you will certainly enjoy playing this game to.

<h2 class="bb_tag">Sburb, But Real</h2>The Genesis Project is the Homestuck fandom's attempt at recreating SBURB, the legendary world-ending game from the webcomic Homestuck. Build your way up through each gate and defeat unique enemies, bosses, and stairs.<h2 class="bb_tag">Play In Co-op</h2>Play a no-canon solo session, or create lobbies and play with your friends to wreak havoc upon the universe!<h2 class="bb_tag">Create New Items</h2>Use the revolutionary tag-based Alchemy system to combine absolutely any two items together... as long as you have the grist!<h2 class="bb_tag">More to Come!</h2>Join The Genesis Project Discord server, see what we're working on next, and talk to the devs directly! Your suggestions and help are always invaluable.<h2 class="bb_tag">Totally Free, Completely Non-profit</h2>Homestuck, SBURB, and many other concepts in this game are the intellectual property of Andrew Hussie, writer of Homestuck. This game is merely a labor of love from the fans of his works; it will always be free and will never profit from his creations.

Annie and the Art Gallery is a short, free horror RPG that aims to capture the feel from classic RPGMaker horror games. You play as Annie, a girl who's finally got a ticket to the new art exhibit. When she gets there, however, she's dragged into a bizarre conflict that takes her through the museum's haunted basement. Help Annie solve puzzles, figure out who to trust, and find out the truth of what happened there years before.<h2 class="bb_tag">Some random and possibly cool features:</h2><ul class="bb_ul"><li>Unique hand-drawn art style. </li><li>Save at any time. </li><li>Ghost girl(s). </li><li>Animated cutscenes. </li><li>Traps, sudden deaths, and chase sequences. </li><li>Multiple difficulty options. </li><li>A non-silent protagonist in an RPGMaker horror game. </li><li>Maybe a plot twist.</li></ul> <h2 class="bb_tag">Note from the developer:</h2>Thank you for playing my game! I am a solo developer based in the New England region, and it really means a lot that you've read this far! Annie and the Art Gallery is a love letter to classic RPGMaker horror hits such as Witch’s House and Ib. Inspiration was also drawn from more contemporary RPGMaker hits such as Oneshot and Omori.

Comrade Quack is a fun, hybrid, third person tower defense game aimed at young adult audiences! You play as Comrade Quack defending the mother pond from a swarm of capitalist pigs. 3rd person shooting and strategic placement of turrets will keep the pond safe from being turned into a muddy sty. Strategy and comedy will collide in this wacky fast-paced game that's sure to keep you coming back for more. Your defenses are key to mollify the capitalist invasion. Use turrets to defend your turf. Your loyal quacklings to man your defenses. Your wings and your wits to be your Mother Pond's wingman. And above all else, dedicate your efforts...FOR THE MOTHER POND!

Friendsim 2 is the UNofficial sequel to Hiveswap: Friendsim and Pesterquest, 100% free! Set after the events of Pesterquest, join MSPA Reader as they once more return to Alternia to rescue their friends. But all isn't as it seems, and what's supposed to be a quick trip back to tie up loose ends turns into a struggle against the forces of the Alternian Empire, destiny, and the very narrative itself. Featuring an original story spanning 14 full volumes (and a prologue!), with over two hundred thousand words of dialogue and over 20 hours of gameplay! ▪ Fully voice-acted dialogue, with a talented cast that includes established fandom voice actors, up-and-coming talent, and professional voice actors! ▪ Original hand-drawn backgrounds rendered in tasty 1080p resolution (that's 50% higher than the original Friendsim)! ▪ All-new sprites for every character, including brand-new designs by some of the original artists for Hiveswap, Friendsim, and Pesterquest! ▪ An original soundtrack featuring over 40 tracks by composers who've worked on Homestuck, Hiveswap, Friendsim, Pesterquest, Vast Error, Snowbound Blood, Act 8, Befriendus, DistantQuest, and more! ▪ Unique and engaging gameplay mechanics that go beyond the basic Friendsim format in ways you probably won't expect. ▪ A constantly updating, fully interactive Chittr interface that adds to the game's narrative and provides a look into the characters' inner lives! ▪ A persistent narrative experience that tracks your progress and leads to a variety of unique endings based on your choices throughout the game. ▪ Accessibility options including the ability to disable text quirks, adjust action sequence difficulty, tweak volume mixing for live-reading the game, skip through dialogue, and view the full content warnings for each route right from the menu! ▪ A team that includes writers, artists, and musicians who've worked on both official and fan projects including Pesterquest, Hiveswap Acts 1 &amp; 2, Friendsim, Homestuck, Homestuck^2, Vast Error, Snowbound Blood, Befriendus, DistantQuest, Midnight City, Act 8, and more! New volumes will be released every month! Studio June works hard to maintain a positive, welcoming community for anyone who's interested in engaging, thoughtful content made to center the experiences and creative energy of marginalized folks.

Fight off powerful new enemies, and search for the ancient, lost city of Zin-Azshari on this Voyage to the Sunken City! With the new Naga minion type, Colossal and Dredge keywords, sunken treasures, and more, this new 135-card expansion has everything you need to blow your opponents out of the water!

Experience a storyline never before seen in the Ragnarok series. Choose your own path as you unlock the story and truth in Ragnarok: The Lost Memories. A free to play adventure strategy game with a card battle system and character collection system!

<h2 class="bb_tag">ABOUT THIS GAME</h2>Welcome to Perceptio VR, a tranquil island where time stands still and it's up to you to fix it. Can you find the three time crystals and reset the world's time.<h2 class="bb_tag">Features</h2><ul class="bb_ul"><li>VR Puzzle game </li><li>Beautiful stylistic island </li><li>Physically interactive puzzles </li><li>Relax, enjoy the Island and take as long as you need to solve the puzzles. </li><li>Atmospheric music will make you feel one with the enviroment</li></ul>

And this is the story of «the ducksuckers», A small time band that achieved a huge success in 1998 but failed to replicate their own success since. Eventually after not being able to release a second album, band officially broke up, and the death of a lead guitarist Cindy KawlFlower didn’t help matters. And that is how Milan Joy, Rusty KawlFlower and Ashley Miguel split up, But one day, Milan decides that there's still some spark left in him... 
 
The Ducksuckers is a Kinetic Comedy Visual Novel about music, battling inner demons and the inability to let go. Taking about 40-60 minutes to read it's a short and sweet read, with some dramatic elements.

Episode 1: Cool Kid Cody's Day On! It’s God Recruitment Day and Cody’s late for class! He’d better jet if he’s gonna impress Crescent High’s almighty God! ~~~ In a world of Losers, Cool Kids and Gods, where Losers wish they were Cool Kids, Cool Kids wish they were Gods and Gods rule over all, Cool Kid Cody embarks on his quest for Godhood! All he's gotta do is achieve the impossible: transform the biggest Loser in school into a Cool Kid. Should he fail, he might just lose his cool. Cool Kid Cody is an interactive point &amp; click cartoon series!<h2 class="bb_tag">Key Features</h2><ul class="bb_ul"><li>Interact with the world using point &amp; click mechanics! </li><li>Collect items, make choices and explore in order to progress the story! </li><li>Find bonus photos scattered across each episode! </li><li>Keep your skateboard powered up by making the coolest choice for the coolest scenes!</li></ul> Episode 1 is free to play with the rest of Season 1's episodes being released as DLC. Episodes are released every Friday starting April 8th - June 10th. Stay tuned!

Gameboy advanced inspired art style with a modern finish. This engaging horror experience will take you into the world of everyone's favorite childhood game with a twist, something's not quite right. As you loop through the same day over and over things get more and more disturbing and there is much more than meets the eye. Play through old-school RPG combat, interact with NPCs, and unravel the mysteries of this world as you play through this familiar world. 
 
Inspired by the infamous false advertising campaign of Evertale this deep psychological horror will deliver on the promise that many of us wished for but didn't get to see. It has iconic visuals, amazing music and sound, and a deep story under the surface that you may have to think outside the box to uncover. There are many secrets to uncover, and a hidden ARG that ties them all together, can you find them all and learn what happened to curse this game?

Heroes of the Dark™ is a Strategy RPG game to experience the dark mysteries of the Victorian Era, combined with strategy gameplay and dynamic RPG battles. Explore a grim Victorian world in which an act of war destroyed the Moon.

An elite of Vampiric masters of arcane knowledge, tribes of Werewolves, and the last surviving Humans fight for powerful Moon Crystals, and control over the Heart of Tenebris, a moon artefact that controls the tides of fate.

Lonely Knight is an action-adventure game set in medieval and ancient times. You are playing as a hero whose name is Tristan. Tristan's former friend Garreth, seized his wife so he could return to the army. After capturing Nyneve, Tristan felt betrayed and decided to go on an unexpected journey through dangerous lands. <h2 class="bb_tag">World of betrayal</h2> Experience the action in a whole new light with Tristan's combat skills, and punish those who betrayed you. Be prepared to face deadly mythical monsters while avoiding perilous traps. Enter the chaos of war as a bold Knight and Interact with many unique and imaginative creatures and enemies. <h2 class="bb_tag">Forged in the flames of battles</h2> Battle across the dangerous lands against dragons, Skeletons, Demons, Ghosts, and a corrupted army in your quest for vengeance. Vanquish your foes using the game’s deep and intuitive combat system that is easy to learn. Fantastic graphics bring this mythical world to life. <h2 class="bb_tag">The defeat was merely delayed</h2> Arm yourself with brutal melee weapons, and jump into the Medieval world. Explore the world and defeat all of those who stand in your way. With the help of the God Zeus, show no mercy. Take to the field of battle and experience the brutality of medieval combat in a third-person perspective with hundreds of on-screen units, each with their own detailed AI. <h2 class="bb_tag">Key Features: </h2> <ul class="bb_ul"><li>Experience a lawless land</li></ul>Live an epic adventure through stunning landscapes. <ul class="bb_ul"><li>Dispense your own justice</li></ul>With a sword on your back, become a ruthless Knight. <ul class="bb_ul"><li>Epic Universe</li></ul>Unlike anything the player has seen before, take a look at a unique style. <ul class="bb_ul"><li>Freedom</li></ul>Explore the vast world and face various challenges – go solo and complete quests. <ul class="bb_ul"><li>Fantasy</li></ul>Explore lands inspired by medieval time including frosted mountaintops, deep forests, swamps, ruins, and caves, evacuated cities, deserts, and many more. Discover ancient secrets, seek forgotten treasures, and face mythical creatures inspired by medieval tales! Be part of an exciting story

<h2 class="bb_tag">Sing Together : Earth’s Biggest Karaoke</h2>Sing Together is a VR karaoke that aims to be the Earth's Biggest Karaoke. Sing your favorite songs, from the latest hits to old favorites, with people from all over the world in a variety of spaces Sing Together is open 24 hours a day!<h2 class="bb_tag">Different Spaces For Singing</h2> K-Karaoke rooms, concert halls, solo booths, and more! We'll be adding more spaces for unique experiences in the future.<h2 class="bb_tag">Microphone Effects</h2> Echo and more microphone effects! We want to make your singing experience enjoyable with continuous microphone upgrades.<h2 class="bb_tag">Sing With People Around the World</h2> Sing along with us through multiplayer! Sing, listen, and share your favorite songs with people from all over the world.

Space Beastz is a cooperative multiplayer music and rhythm game. On a music-playing spaceship, players must time their actions just right to keep multiple instruments running and make the most amazing music the galaxy has ever heard! 
About This Game: 
In Space Beastz, a player joins the crew of David, an intergalactic music composer on a mission to bring the gift of life-changing music to the galaxy. The spaceship has a collection of out-of-this-world instruments built-in, but they are prone to breaking down at just the wrong moment. They need human players to keep the beats flowing. 
A player can attempt the challenge alone or enlist the help of up to three friends in local or online multiplayer modes. The more players get in on the action, the more instruments will malfunction, and frantic action will ensue as players race from one station to the next, trying not to miss a beat! 
Each world the players play for has unique problems and preferred music style, and the difficulty ratchets up as the team plays gigs for increasingly powerful planetary rulers. If they succeed in pleasing the hardest of all audiences, they may be able to bring peace to a troubled galaxy. 
A fun-filled way to experience the Bible, Space Beastz shares the story of David and how the music he played had a positive impact on the world around him. 
Main features: 
Frenetic multiplayer fun, great for parties. 
Epic music with a retro 80s digital vibe. Each song is a brand-new creation from several unique and talented composers. 
Difficulty levels are set individually by each player, from casual to Beast Mode, so players of all skill levels can have fun playing together. 
High replayability: Every song can be replayed in the quest for a new top score. 
Family-friendly story, so even small children can join the fun. 
Completely free, with no ads or other monetization to spoil your peaceful intergalactic vibes.

&quot;The Sinking Structure, Clione, and Lost Child -Log5&quot; (Play time : 30 minutes) This is a continuation of &quot;The Sinking Structure, Clione, and Lost Child -Log4&quot;. Start with Log1. <h2 class="bb_tag">Deployment of Log5: &quot;Proof of Sad Truth&quot;</h2>Clionidae and Coco escaped from the captivity of a crazy old man. Coco that came from the sea. The secret of that surprise! The outer shell of something I was riding when Coco was washed ashore. The mystery can be solved?! &quot;Clione&quot; whose taser was crushed by an old man. And now, Ankh attacks &quot;Clione&quot;!！ What is the truth that can be glimpsed from the series of actions of the old man? !! And Clione sings... Sadly... Why...?! Log1 is here! <a href="https://store.steampowered.com/app/1867670/_Log1/" target="_blank" rel="" id="dynamiclink_3" >https://store.steampowered.com/app/1867670/_Log1/</a> Log4 is here! <a href="https://store.steampowered.com/app/1923060/_Log4/" target="_blank" rel="" id="dynamiclink_4" >https://store.steampowered.com/app/1923060/_Log4/</a> Log6 is here! <a href="https://store.steampowered.com/app/1952180/The_Sinking_Structure_Clione_and_Lost_Child_Log6/" target="_blank" rel="" id="dynamiclink_5" >https://store.steampowered.com/app/1952180/The_Sinking_Structure_Clione_and_Lost_Child_Log6/</a> Two silent wanderers 6 full chapters A game of exploration and adventure A lost child, drifting in an odd husk, lands at a mysterious structure. Clione, a manufactured doll you encounter. You are Clione. Your purpose? Protect this lost child. What awaits you at the top of the slowly sinking structure? What is a &quot;Sinking Structure&quot;? What is the true identity of &quot;Clione&quot;? Where did the &quot;Lost Child&quot; come from? Major features You can play with the keyboard or controller. Actions include &quot;running&quot;, &quot;walking&quot;, &quot;jumping&quot;, &quot;climbing&quot;, etc., and you only have to press a button depending on the situation. When walking with the controller, tilt the stick a little. Operate some machine, investigate, and get information from the people you meet. Lost child are at risk during their actions. At this time, if you want to move the lost child, you can approach the lost child and &quot;hold hands&quot;, and you can move together. When a lost child comes into contact with water, a mysterious creature called ankh may appear and be attacked. Clione's weapon is Taser only. You will be able to fire after charging. Aim with the Shift key or the left trigger. Fire with the Space key or the A button. When locked on, the aim will turn red and the taser bullet will be able to track. Public schedule Log1 / Released / no charge Log2 / Released / no charge Log3 / Released / no charge Log4 / Released / no charge Log5 / Released / no charge Log6 / Released / no charge ------------------------------- Start with Log1. It continues from Log1 to Log6. ------------------------------- Recall Coco's mother's apron. Is this also a clue? Current time? Let's go back in time. Why do you sing? Who wore this shirt? Who and who are in the picture?

Survive in this remade game with new stuff! Featuring many of the same elements as magicite, Fanite randomly generates each biome for you to delve into. Collect resources, and hunt beasts in order to help you survive the difficult and challenging environment. With a lot of character traits, hats, companions, players will have a fun and rewarding experience each play through! Be prepared to die a few times. Fanite's main influence was Magicite. Features: Randomly Generated Biomes - Experience a new biome each time you play. A couple trees to chop, ores to mine, plants to harvest, and bugs to catch! Permanent Death - When you die you stay dead. Crafting System - Combine any two items(That can be crafted) to create a new one! For example nothing + something = nothing. Combat System - If you plan on just running in and swinging your fists, you're gonna get wrecked if you dont ware armor. Take time to craft useful items and learn enemy move sets before attacking. Unlockable Races, Hats, &amp; Companions - The more you play, the more you will unlock new stuff.

Embrace the monster within to free yourself from a curse in this dark fantasy visual novel, an introduction to the characters and setting of Sigh of the Abyss.

Hare Apparent is a dialogue-based roleplaying game in a high-stakes social elimination scenario. As one of five pretenders competing to rule the disparate kingdoms of Under-Sky, you’ll need all your social chops and strategic skills to be the last candidate standing and win the crown. During the day, talk with your fellow pretenders: build rapport, discuss issues, hatch plans and make false promises. Every night, votes are cast—and a pretender is eliminated. Last one standing wins the Ironwood Crown. Will it be you? •	Randomized dialogue and relationships—no two playthroughs are the same. •	5 colorful and clever contenders to bond with or betray. •	6+ endings based on your cunning and conduct in the crucible of the Conclave. •	Multiple difficulties to find that perfect balance between strategy and story.

Introducing Penelope's Odyssey! Play as Penelope, an abandoned pet rat, who uses her unique sense of smell to navigate the pitfalls of a post apocalyptic city. Sniff, jump, climb, and sprint your way to freedom, while collecting the memories of your owner. Follow your nose to escape the city and continue the search for your owner. Don't forget to look for food along your way, as the more you move, the more your hunger grows! So come and join an optimistic Penelope as her unique perspective transforms the human apocalypse into a rat’s greatest adventure. Features: Rat Abilities: Use Penelope’s enhanced smell, jumping, climbing, and tight-roping to explore a multi-level environment. Unique Exploration: See the world through her eyes and learn how to use her perspective to solve problems. Treasure Hunting: One man's trash is another rat’s treasure. Collect the memories your owner has left behind to find your way to freedom. The Basics: Genre: 3D single-player adventure-platformer Audience: Fun for people of all ages, who are fans of adventure and story-telling Platform: Built for PC Penelope’s Odyssey: A reminder that even when it feels like the world is ending, there is hope to be found, if only we look for it.

Play as Harriet Tubman!, You will get to know the life of this incredible woman. From the years she was a slave to her famous rescue missions and her escape from slavery, you will travel throughout the most relevant moments of her life. You will progress through the highlights of her life, from escaping slavery to helping rescue other black slaves. <ul class="bb_ul"><li> Turn-based system where the player makes a move and enemies move after the player's turn ends </li><li> Delve into 3 stages of his life and more than 25 different scenarios. </li><li> Re-discover the life of Harriet Tubman through a board game experience. </li><li> Stealth, action, and logic mechanics that will surprise you </li><li> A beautiful soundtrack that accompanies each scenario</li></ul>

Do you love fish and have your own aquarium but it is not enough for you? Or maybe you can't have an aquarium and would you like to? This is the perfect hit on your part! Virtual Aquarium: Overlay Desktop Game is the game for you! This game works as an overlay above all windows - so you don't have to distract yourself from the current activity to watch your fish look, grow and get wonderful colors.<h2 class="bb_tag">Main features of the game:</h2><h2 class="bb_tag">The game is displayed as an overlay above the windows.</h2>Everything happens no matter what you are doing. Your beautiful and colorful fish will swim on your screen and make your time spent in front of the computer at work, school or at home more pleasant.<h2 class="bb_tag">Interaction with fish</h2>By clicking on a fish you can check its name and species.<h2 class="bb_tag">Many species of fish</h2>There are over 20 species and over 100 subspecies of freshwater and saltwater fish in the game.<h2 class="bb_tag">Beautiful colors and fish patterns</h2>The fish in our game have wonderful vivid colors, as the fish grows its colors become more vivid and more expressive, thanks to which your virtual aquarium allows you to beautify your screen even better.<h2 class="bb_tag">Graphic effects</h2>The game has various graphic effects that will introduce you to the world of your own aquarium even better.<h2 class="bb_tag">Additional functions</h2>AUTO START - Your aquarium will automatically greet you when you turn on the computer. GAME MODE - the game will go into hibernation when you start another game in full screen, which will ensure full computer power. With the help of keyboard shortcuts, you can easily operate the basic elements of the game.

It's the magic of a carnival through the eyes of a child! 
 
Come on down to the show and play a range of fun carnival games! From a fishing pool to a bouncy castle to a ghost train, each minigame is unique from the last, and holds its own little tricks and secrets. 
 
The showgrounds can be explored openly, in whatever order (or disorder) you choose, provided you can cough up the tickets! The sideshow staff is a mob of quirky characters with an endless supply of bizarre and entertaining dialogue, and it's their job to guide you through this hand-made world of childlike wonder and freedom. 
 
But what's the final goal for this protagonist - a six-year-old girl named Baldwin? It's simple; Baldwin is entranced by the beauty of a pink stuffed bear, and the only way to obtain this prize is by accumulating enough tickets. She must adventure through the show and collect tickets through the minigames or secret treasures to reach her goal. 
 
In versus mode Baldwin isn't the only little girl chasing after the bear! With split-screen multiplayer, a second player can control Baily, as both scramble to grab tickets and find secrets first, while also sabotaging each other in minigames, like a classic party game.

The Focused Experience The Flow Experience is a game of focus and determination. Move, dash, and guard through enemy attacks to survive. You don't shoot. You don't attack. Just go with your instincts and stay alive. The Growth Experience Making mistakes is being human. Don't worry if you're getting beaten. Just trust your feelings, listen to the music. Follow the symbols of ancient civilizations and learn to improve. You will grow with every try.

xVATrainer is the companion app to xVASynth, the AI text-to-speech app using video game voices. xVATrainer is used for creating the voice models for xVASynth, and for curating and pre-processing the datasets used for training these models. Check the nexusmods page description for more details, instructions, and updates. Join the Discord for support, and community advice. IMPORTANT: The &quot;priors&quot; files NEED to be installed for v3 voice training to be possible. Don't forget to download and install these. This is synthetic data (+ some real data from the NVIDIA HIFI TTS and VCTK datasets) to maintain multi-lingual and voice range capabilities when fine-tuning individual voices, similar to Dreambooth training. Due to steam filesize uploads, these can be freely downloaded from the nexusmods xVATrainer page.<h2 class="bb_tag">Dataset annotation</h2> The main screen of xVATrainer contains a dataset explorer, which gives you an easy way to view, analyze, and adjust the data samples in your dataset. It further provides recording capabilities, if you need to record a dataset of your own voice, straight through the app, into the correct format.<h2 class="bb_tag">Trainer</h2> xVATrainer contains AI model training, for the FastPitch1.1 (with modified training set-up), and HiFi-GAN models (the xVASynth &quot;v2&quot; models). The training follows a multi-stage approach especially optimized for maximum transfer learning (fine-tuning) quality. The generated models are exported into the correct format required by xVASynth, ready to use for generating audio with. Batch training is also supported, allowing you to queue up any number of datasets to train, with cross-session persistence. The training panel shows a cmd-like textual log of the training progress, a tensorboard-like visual graph for the most relevant metrics, and a task manager-like set of system resources graphs.<h2 class="bb_tag">Tools</h2> There are several data pre-processing tools included in xVATrainer, to help you with almost any data preparation work you may need to do, to prepare your datasets for training. There is no step-by-step order that they need to be operated in, so long as your datasets end up as 22050Hz mono wav files of clean speech audio, up to about 10 seconds in length, with an associated transcript file with each audio file's transcript. Depending on what sources your data is from, you can pick which tools you need to use, to prepare your dataset to match that format. The included tools are: <ul class="bb_ul"><li> Audio formatting - a tool to convert from most audio formats into the required 22050Hz mono .wav format </li><li> AI speaker diarization - an AI model that automatically extracts short slices of speech audio from otherwise longer audio samples (including feature length movie sized audio clips). The audio slices are additionally separated automatically into different individual speakers </li><li> AI source separation - an AI model that can remove background noise, music, and echo from an audio clip of speech </li><li> Audio Normalization - a tool which normalizes (EBU R128) audio to standard loudness </li><li> WEM to OGG - a tool to convert from a common audio format found in game files, to a playable .ogg format. Use the &quot;Audio formatting&quot; tool to convert this to the required .wav format </li><li> Cluster speakers - a tool which uses an AI model to encode audio files, and then clusters them into a known or unknown number of clusters, either separating multiple speakers, or single-speaker audio styles </li><li> Speaker similarity search - a tool which encoders some query files, a larger corpus of audio files, and then re-orders the larger corpus according to each file's similarity to all the query files </li><li> Speaker cluster similarity search - the same as the &quot;Speaker similarity search&quot; tool, but using clusters calculated via the &quot;Cluster speakers&quot; tool as data points in the corpus to sort </li><li> Transcribe - an AI model which automatically generates a text transcript for audio files </li><li> WER transcript evaluation - a tool which examines your dataset's transcript against one auto-generated via the &quot;Transcribe&quot; tool to check for quality. Useful when supplying your own transcript, and checking if there are any transcription errors. </li><li> Remove background noise - a more traditional noise removal tool, which uses a clip of just noise as reference to remove from a larger corpus of audio which consistently has matching background noise </li><li> Silence Split - A simple tool which splits long audio clips based on configurable silence detection</li></ul><h2 class="bb_tag">Special thanks:</h2> D0lphin, flyingvelociraptor, Caden Black, Max Loef, LadyVaudry, Thuggysmurf, radbeetle, TomahawkJackson, Solstice_, Bungles, midori95, eldayualien, John Detwiler, Cecell, Wandering Youth, ellia, Retlaw83, Trixie, CHASE MCKELVY, Leif, ionite, Joshua Jones, Jaktt1337, David Keith vun Kannon, Netherworks (Jo-Jo), neci, Rachel Wiles, Imogen, Deer, Linthar, sadfer, Danielle, Hector Medima, Sh1tMagnet, ReaperStoleMyStyle, AshbeeGaming, TCG, Lady Steel, Mikkel Jensen, CookieGalaxy, GrumpyBen, Adrilz, ReyVenom, dog, bourbonicRecluse, ShiningEdge, Dozen9292, manlethamlet, smokeandash, Elias V, EnculerDeTaMere, SKiLLsSoLoN, J, finalfrog, Hound740, Buck, Yael van Dok, ChrisTheStranger, Isabel, Fuzzy Lonesome, Drake, Beto, AceAvenger, bobbigmac, Alexandra Whitton, yic17, Joebobslim, ThatGuyWithaFace, Sergey Trifonov, Zensho, AgitoRivers, beccatoria, valo999, Ne0nFLaSH, Caro Tuts, Jack in the Hinter, Hammerhead96 ., Bewitched, Para, Wht??? Why??, Shadowtigers, PConD, Lulzar, Ryan W, Wyntilda, Gorim, Krazon, Tako-kun, Walt, Katsuki, Ember2528, RetconReality, Hazel Louise Steele, Laura Almeida, Althecow, PatronGuy, squirecrow, cramonty, crash blue, Syrr, David, Hawkbar, John S., Autumn, pimphat, FeralByrd, Comical, Dogmeat114, Dezmar-Sama, Michael Gill, Jacob Garbe, NerfViking, Dinonugget, RedneckJP007, stormalize, Golem, Luckystroker, Hapax, Vahzah Vulom, Tempuc, CAW CAW, stljeffbb, bart, MrJoy, Zoenna, Calvin, Aosana Bluewing, Dan Brookes, CDante, HunterAP, Kadisra, candied_skull, hairahcaz, nairaiwu, Mar, Paraffine, Nawen_Syaka, Amy Parker, Loseron, katiefraggle, Freon, deepbluefrog, myles.app, hanbonzan, Scientist Salari-Ren, Roman Tinkov, zackc1play, An abstract kind of horror, L, Mihu123, Trisket, Aelarr, Flipdark95, Timo Steiner, humocs, Optimist Vamscenes, Patrick VanDusen, praxis22, Rui Orey, Craig Fedynich, FrenchToast, Dorpz, cesm23, BoB, Cutup, Botty Butler, tjn2222, Matthew Warren, Tom Green, Passionate Lobster, Precipitation, Veks, Baki Balcioglu, Fenris, Patrik K., Oddbrother, E.M.A, DrogerKerchva, Camurai, hthek, iggyzee, Moppy, Stee_Muttlet, asbestos my beloved, TrueBlue, something106, woah00z, Sam Darling, JoshuaJSlone, vvvpppmmm, OvrTheTopMan, munchyfly, DarkNemphis, Justin McGough, Billyro, DIY_Rene, kevmasters, Stu, Sasquatch Bill, Inconsistent, Gothic 3 The Age of War, www48, Slothman, mavrodya petrov, ronaldomoon, Kostin Oleksandr Anatoliiovych, Ryan Lippen, Edward Hyde, Echoes, Vape Gwagwa, Kelg Celcs, Kneelers, Meryl Coker, Alan Gonzalez, PTC001, Hector Medima, CinnaMewRoll, Grant Spielbusch, Sean Lyons, Charles Hufnagel, Kirill Akimov, Mister Lyosea, Anthony Crane, Sh1tMagnet

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