A list of practical projects that anyone can solve in any programming language (See solutions). These projects are divided into multiple categories, and each category has its own folder. To get started, simply fork this repo. CONTRIBUTING See ways of contributing to this repo. You can contribute solutions (will be published in this repo) to existing problems, add new projects, or remove existing ones. Make sure you follow all instructions properly. Solutions You can find implementations of these projects in many other languages by other users in this repo. Credits Problems are motivated by the ones shared at: Martyr2’s Mega Project List Rosetta Code Table of Contents Numbers Classic Algorithms Graph Data Structures Text Networking Classes Threading Web Files Databases Graphics and Multimedia Security Numbers Find PI to the Nth Digit - Enter a number and have the program generate PI up to that many decimal places. Keep a limit to how far the program will go. Find e to the Nth Digit - Just like the previous problem, but with e instead of PI. Enter a number and have the program generate e up to that many decimal places. Keep a limit to how far the program will go. Fibonacci Sequence - Enter a number and have the program generate the Fibonacci sequence to that number or to the Nth number. Prime Factorization - Have the user enter a number and find all Prime Factors (if there are any) and display them. Next Prime Number - Have the program find prime numbers until the user chooses to stop asking for the next one. Find Cost of Tile to Cover W x H Floor - Calculate the total cost of the tile it would take to cover a floor plan of width and height, using a cost entered by the user. Mortgage Calculator - Calculate the monthly payments of a fixed-term mortgage over given Nth terms at a given interest rate. Also, figure out how long it will take the user to pay back the loan. For added complexity, add an option for users to select the compounding interval (Monthly, Weekly, Daily, Continually). Change Return Program - The user enters a cost and then the amount of money given. The program will figure out the change and the number of quarters, dimes, nickels, pennies needed for the change. Binary to Decimal and Back Converter - Develop a converter to convert a decimal number to binary or a binary number to its decimal equivalent. Calculator - A simple calculator to do basic operators. Make it a scientific calculator for added complexity. Unit Converter (temp, currency, volume, mass, and more) - Converts various units between one another. The user enters the type of unit being entered, the type of unit they want to convert to, and then the value. The program will then make the conversion. Alarm Clock - A simple clock where it plays a sound after X number of minutes/seconds or at a particular time. Distance Between Two Cities - Calculates the distance between two cities and allows the user to specify a unit of distance. This program may require finding coordinates for the cities like latitude and longitude. Credit Card Validator - Takes in a credit card number from a common credit card vendor (Visa, MasterCard, American Express, Discoverer) and validates it to make sure that it is a valid number (look into how credit cards use a checksum). Tax Calculator - Asks the user to enter a cost and either a country or state tax. It then returns the tax plus the total cost with tax. Factorial Finder - The Factorial of a positive integer, n, is defined as the product of the sequence n, n-1, n-2, ...1, and the factorial of zero, 0, is defined as being 1. Solve this using both loops and recursion. Complex Number Algebra - Show addition, multiplication, negation, and inversion of complex numbers in separate functions. (Subtraction and division operations can be made with pairs of these operations.) Print the results for each operation tested. Happy Numbers - A happy number is defined by the following process. Starting with any positive integer, replace the number by the sum of the squares of its digits, and repeat the process until the number equals 1 (where it will stay), or it loops endlessly in a cycle which does not include 1. Those numbers for which this process ends in 1 are happy numbers, while those that do not end in 1 are unhappy numbers. Display an example of your output here. Find the first 8 happy numbers. Number Names - Show how to spell out a number in English. You can use a preexisting implementation or roll your own, but you should support inputs up to at least one million (or the maximum value of your language's default bounded integer type if that's less). Optional: Support for inputs other than positive integers (like zero, negative integers, and floating-point numbers). Coin Flip Simulation - Write some code that simulates flipping a single coin however many times the user decides. The code should record the outcomes and count the number of tails and heads. Limit Calculator - Ask the user to enter f(x) and the limit value, then return the value of the limit statement Optional: Make the calculator capable of supporting infinite limits. Fast Exponentiation - Ask the user to enter 2 integers a and b and output a^b (i.e. pow(a,b)) in O(LG n) time complexity. Classic Algorithms Collatz Conjecture - Start with a number n > 1. Find the number of steps it takes to reach one using the following process: If n is even, divide it by 2. If n is odd, multiply it by 3 and add 1. Sorting - Implement two types of sorting algorithms: Merge sort and bubble sort. Closest pair problem - The closest pair of points problem or closest pair problem is a problem of computational geometry: given n points in metric space, find a pair of points with the smallest distance between them. Sieve of Eratosthenes - The sieve of Eratosthenes is one of the most efficient ways to find all of the smaller primes (below 10 million or so). Graph Graph from links - Create a program that will create a graph or network from a series of links. Eulerian Path - Create a program that will take as an input a graph and output either an Eulerian path or an Eulerian cycle, or state that it is not possible. An Eulerian path starts at one node and traverses every edge of a graph through every node and finishes at another node. An Eulerian cycle is an eulerian Path that starts and finishes at the same node. Connected Graph - Create a program that takes a graph as an input and outputs whether every node is connected or not. Dijkstra’s Algorithm - Create a program that finds the shortest path through a graph using its edges. Minimum Spanning Tree - Create a program that takes a connected, undirected graph with weights and outputs the minimum spanning tree of the graph i.e., a subgraph that is a tree, contains all the vertices, and the sum of its weights is the least possible. Data Structures Inverted index - An Inverted Index is a data structure used to create full-text search. Given a set of text files, implement a program to create an inverted index. Also, create a user interface to do a search using that inverted index which returns a list of files that contain the query term/terms. The search index can be in memory. Text Fizz Buzz - Write a program that prints the numbers from 1 to 100. But for multiples of three print “Fizz” instead of the number and for the multiples of five print “Buzz”. For numbers which are multiples of both three and five print “FizzBuzz”. Reverse a String - Enter a string and the program will reverse it and print it out. Pig Latin - Pig Latin is a game of alterations played in the English language game. To create the Pig Latin form of an English word the initial consonant sound is transposed to the end of the word and an ay is affixed (Ex.: "banana" would yield anana-bay). Read Wikipedia for more information on rules. Count Vowels - Enter a string and the program counts the number of vowels in the text. For added complexity have it report a sum of each vowel found. Check if Palindrome - Checks if the string entered by the user is a palindrome. That is that it reads the same forwards as backward like “racecar” Count Words in a String - Counts the number of individual words in a string. For added complexity read these strings in from a text file and generate a summary. Text Editor - Notepad-style application that can open, edit, and save text documents. Optional: Add syntax highlighting and other features. RSS Feed Creator - Given a link to RSS/Atom Feed, get all posts and display them. Quote Tracker (market symbols etc) - A program that can go out and check the current value of stocks for a list of symbols entered by the user. The user can set how often the stocks are checked. For CLI, show whether the stock has moved up or down. Optional: If GUI, the program can show green up and red down arrows to show which direction the stock value has moved. Guestbook / Journal - A simple application that allows people to add comments or write journal entries. It can allow comments or not and timestamps for all entries. Could also be made into a shoutbox. Optional: Deploy it on Google App Engine or Heroku or any other PaaS (if possible, of course). Vigenere / Vernam / Ceasar Ciphers - Functions for encrypting and decrypting data messages. Then send them to a friend. Regex Query Tool - A tool that allows the user to enter a text string and then in a separate control enter a regex pattern. It will run the regular expression against the source text and return any matches or flag errors in the regular expression. Networking FTP Program - A file transfer program that can transfer files back and forth from a remote web sever. Bandwidth Monitor - A small utility program that tracks how much data you have uploaded and downloaded from the net during the course of your current online session. See if you can find out what periods of the day you use more and less and generate a report or graph that shows it. Port Scanner - Enter an IP address and a port range where the program will then attempt to find open ports on the given computer by connecting to each of them. On any successful connections mark the port as open. Mail Checker (POP3 / IMAP) - The user enters various account information include web server and IP, protocol type (POP3 or IMAP), and the application will check for email at a given interval. Country from IP Lookup - Enter an IP address and find the country that IP is registered in. Optional: Find the Ip automatically. Whois Search Tool - Enter an IP or host address and have it look it up through whois and return the results to you. Site Checker with Time Scheduling - An application that attempts to connect to a website or server every so many minute or a given time and check if it is up. If it is down, it will notify you by email or by posting a notice on the screen. Classes Product Inventory Project - Create an application that manages an inventory of products. Create a product class that has a price, id, and quantity on hand. Then create an inventory class that keeps track of various products and can sum up the inventory value. Airline / Hotel Reservation System - Create a reservation system that books airline seats or hotel rooms. It charges various rates for particular sections of the plane or hotel. For example, first class is going to cost more than a coach. Hotel rooms have penthouse suites which cost more. Keep track of when rooms will be available and can be scheduled. Company Manager - Create a hierarchy of classes - abstract class Employee and subclasses HourlyEmployee, SalariedEmployee, Manager, and Executive. Everyone's pay is calculated differently, research a bit about it. After you've established an employee hierarchy, create a Company class that allows you to manage the employees. You should be able to hire, fire, and raise employees. Bank Account Manager - Create a class called Account which will be an abstract class for three other classes called CheckingAccount, SavingsAccount, and BusinessAccount. Manage credits and debits from these accounts through an ATM-style program. Patient / Doctor Scheduler - Create a patient class and a doctor class. Have a doctor that can handle multiple patients and set up a scheduling program where a doctor can only handle 16 patients during an 8 hr workday. Recipe Creator and Manager - Create a recipe class with ingredients and put them in a recipe manager program that organizes them into categories like desserts, main courses, or by ingredients like chicken, beef, soups, pies, etc. Image Gallery - Create an image abstract class and then a class that inherits from it for each image type. Put them in a program that displays them in a gallery-style format for viewing. Shape Area and Perimeter Classes - Create an abstract class called Shape and then inherit from it other shapes like diamond, rectangle, circle, triangle, etc. Then have each class override the area and perimeter functionality to handle each shape type. Flower Shop Ordering To Go - Create a flower shop application that deals in flower objects and use those flower objects in a bouquet object which can then be sold. Keep track of the number of objects and when you may need to order more. Family Tree Creator - Create a class called Person which will have a name, when they were born, and when (and if) they died. Allow the user to create these Person classes and put them into a family tree structure. Print out the tree to the screen. Threading Create A Progress Bar for Downloads - Create a progress bar for applications that can keep track of a download in progress. The progress bar will be on a separate thread and will communicate with the main thread using delegates. Bulk Thumbnail Creator - Picture processing can take a bit of time for some transformations. Especially if the image is large. Create an image program that can take hundreds of images and converts them to a specified size in the background thread while you do other things. For added complexity, have one thread handling re-sizing, have another bulk renaming of thumbnails, etc. Web Page Scraper - Create an application that connects to a site and pulls out all links, or images, and saves them to a list. Optional: Organize the indexed content and don’t allow duplicates. Have it put the results into an easily searchable index file. Online White Board - Create an application that allows you to draw pictures, write notes and use various colors to flesh out ideas for projects. Optional: Add a feature to invite friends to collaborate on a whiteboard online. Get Atomic Time from Internet Clock - This program will get the true atomic time from an atomic time clock on the Internet. Use any one of the atomic clocks returned by a simple Google search. Fetch Current Weather - Get the current weather for a given zip/postal code. Optional: Try locating the user automatically. Scheduled Auto Login and Action - Make an application that logs into a given site on a schedule and invokes a certain action and then logs out. This can be useful for checking webmail, posting regular content, or getting info for other applications and saving it to your computer. E-Card Generator - Make a site that allows people to generate their own little e-cards and send them to other people. Do not use Flash. Use a picture library and perhaps insightful mottos or quotes. Content Management System - Create a content management system (CMS) like Joomla, Drupal, PHP Nuke, etc. Start small. Optional: Allow for the addition of modules/addons. Web Board (Forum) - Create a forum for you and your buddies to post, administer and share thoughts and ideas. CAPTCHA Maker - Ever see those images with letters numbers when you signup for a service and then ask you to enter what you see? It keeps web bots from automatically signing up and spamming. Try creating one yourself for online forms. Files Quiz Maker - Make an application that takes various questions from a file, picked randomly, and puts together a quiz for students. Each quiz can be different and then reads a key to grade the quizzes. Sort Excel/CSV File Utility - Reads a file of records, sorts them, and then writes them back to the file. Allow the user to choose various sort style and sorting based on a particular field. Create Zip File Maker - The user enters various files from different directories and the program zips them up into a zip file. Optional: Apply actual compression to the files. Start with Huffman Algorithm. PDF Generator - An application that can read in a text file, HTML file, or some other file and generates a PDF file out of it. Great for a web-based service where the user uploads the file and the program returns a PDF of the file. Optional: Deploy on GAE or Heroku if possible. Mp3 Tagger - Modify and add ID3v1 tags to MP3 files. See if you can also add in the album art into the MP3 file’s header as well as other ID3v2 tags. Code Snippet Manager - Another utility program that allows coders to put in functions, classes, or other tidbits to save for use later. Organized by the type of snippet or language the coder can quickly lookup code. Optional: For extra practice try adding syntax highlighting based on the language. Databases SQL Query Analyzer - A utility application in which a user can enter a query and have it run against a local database and look for ways to make it more efficient. Remote SQL Tool - A utility that can execute queries on remote servers from your local computer across the Internet. It should take in a remote host, user name, and password, run the query and return the results. Report Generator - Create a utility that generates a report based on some tables in a database. Generates sales reports based on the order/order details tables or sums up the day's current database activity. Event Scheduler and Calendar - Make an application that allows the user to enter a date and time of an event, event notes, and then schedule those events on a calendar. The user can then browse the calendar or search the calendar for specific events. Optional: Allow the application to create re-occurrence events that reoccur every day, week, month, year, etc. Budget Tracker - Write an application that keeps track of a household’s budget. The user can add expenses, income, and recurring costs to find out how much they are saving or losing over a period of time. Optional: Allow the user to specify a date range and see the net flow of money in and out of the house budget for that time period. TV Show Tracker - Got a favorite show you don’t want to miss? Don’t have a PVR or want to be able to find the show to then PVR it later? Make an application that can search various online TV Guide sites, locate the shows/times/channels and add them to a database application. The database/website then can send you email reminders that a show is about to start and which channel it will be on. Travel Planner System - Make a system that allows users to put together their own little travel itinerary and keep track of the airline/hotel arrangements, points of interest, budget, and schedule. Graphics and Multimedia Slide Show - Make an application that shows various pictures in a slide show format. Optional: Try adding various effects like fade in/out, star wipe, and window blinds transitions. Stream Video from Online - Try to create your own online streaming video player. Mp3 Player - A simple program for playing your favorite music files. Add features you think are missing from your favorite music player. Watermarking Application - Have some pictures you want copyright protected? Add your own logo or text lightly across the background so that no one can simply steal your graphics off your site. Make a program that will add this watermark to the picture. Optional: Use threading to process multiple images simultaneously. Turtle Graphics - This is a common project where you create a floor of 20 x 20 squares. Using various commands you tell a turtle to draw a line on the floor. You have moved forward, left or right, lift or drop the pen, etc. Do a search online for "Turtle Graphics" for more information. Optional: Allow the program to read in the list of commands from a file. GIF Creator A program that puts together multiple images (PNGs, JPGs, TIFFs) to make a smooth GIF that can be exported. Optional: Make the program convert small video files to GIFs as well. Security Caesar cipher - Implement a Caesar cipher, both encoding, and decoding. The key is an integer from 1 to 25. This cipher rotates the letters of the alphabet (A to Z). The encoding replaces each letter with the 1st to 25th next letter in the alphabet (wrapping Z to A). So key 2 encrypts "HI" to "JK", but key 20 encrypts "HI" to "BC". This simple "monoalphabetic substitution cipher" provides almost no security, because an attacker who has the encoded message can either use frequency analysis to guess the key, or just try all 25 keys.

## Install Follow The Steps Below! ```bash > termux-setup-storage (after that tap on permission) > pkg update -y > pkg upgrade -y > pkg install python -y > pkg install git -y > git clone https://github.com/Fxc7/termux-bot-wa > cd termux-bot-wa > bash install.sh > npm start / node Fxc7.js ``` ## Features | NEW USER | YES | :---------------------------------------------: | :-----------: | | Daftar|✅| | CREATOR | YES | | :---------------------------------------------: | :-----------: | | Sticker Maker|✅| | Sticker Gif Maker|✅| | Convert Sticker To Image|✅| | Convert Video To MP3|✅| | Black Pink Logo Maker|✅| | 3D Text Maker|✅| | Glitch|✅| | Quote Maker|✅| | Water Maker|✅| | Fire Text Maker | Marvel Logo Maker|✅| | Snow Write Maker|✅| | Ninja Logo Maker|✅| | Logo Wolf Maker|✅| | And much more |✅| | MEDIA | YES | | :-----------------: | :-------: | | Trend Twit|✅| | YT Search|✅| | Wattpad Search|✅| | EDUCATION | YES | | :-----------------: | :-------: | | The Meaning Of The Name|✅| | Text To Sticker|✅| | Nulis Name/class/text|✅| | Quotes|✅| | DOWNLOADER | YES | | :-----------------: | :-------: | | Pinterest Downloader|✅| | MEME | YES | | :-----------------: | :-------: | | Meme|✅| | Meme Indo|✅| | GROUP | YES | | :-----------------: | :-------: | | Anti link|✅| | Open Group|✅| | Link Group|✅| | info Group|✅| | Close Group|✅| | Promote Member|✅| | Demote Member|✅| | Hide Tag|✅| | Tag All Members|✅| | Add Member|✅| | Kick Member|✅| | Show List Admins|✅| | Leave Group|✅| | Show Owner Group|✅| | welcome New Members|✅| | Nsfw|✅| | SOUND | YES | | :-----------------: | :-------: | | Text To Speach|✅| | MUSIC | YES | | :-----------------: | :-------: | | Music Lyrics|✅| | Chord Guitar|✅| | ISLAM | YES | | :-----------------: | :-------: | | Qur'an|✅| | Qur'an Surah 1,2,3 dll |✅| | STALK | YES | | :-----------------: | :-------: | | Instagram Stalk|✅| | Tiktok Stalk|✅| | WIBU | YES | | :-----------------: | :-------: | | Neonime|✅| | Pokemon|✅| | Nekonime|✅| | Shota|✅| | Kaneki|✅| | Touka chan|✅| | Naruto|✅| | Loli|✅| | Random Shota|✅| | Random Waifu|✅| | Random Anime|✅| | And much more|✅| | FUN | YES | | :-----------------: | :-------: | | Kucing|✅| | Anjing|✅| | Alay|✅| | hilih|✅| | Cek Ganteng|✅| | Cantik cek|✅| | Watak|✅| | Quotes bucin|✅| | Kata Cinta|✅| | Random Hobby|✅| | Search Image [optional]|✅| | Pinterest [Optional] |✅| | Truth Or Dare |✅| | Dark Jokes|✅| | Apakah|✅| | Kapankah|✅| | Bisakah|✅| | Rate|✅| | INFORMATION | YES | | :-----------------: | :-------: | | List Bahasa|✅| | Information Weather|✅| | KBBI|✅| | Fakta|✅| | Covid|✅| | Gempa Terkini|✅| | 18+ | YES | | :-----------------: | :-------: | | Random Hentai|✅| | NSFW Neko|✅| | NSFW Blowjob |✅| | NSFW Loli|✅| | NSFW Anime|✅| | Asupan|✅| | OWNER | YES | | :-----------------: | :-------: | | Add bucin|✅| | Set pp bot|✅| | Set Limit Harian|✅| | Set Limit Member Group|✅| | Set Reply Chat|✅| | add premium |✅| | Banned Member|✅| | Unbanned Member|✅| | Block Member|✅| | Unblock Member|✅| | remove premium |✅| | Set Prefix|✅| | Block Member|✅| | Broadcast|✅| | Group Broadcast|✅| | Clear All Chat|✅| | Bott aktif/nonaktif|✅| | PREMIUM MENU | YES | | :-----------------: | :-------: | | Youtube mp3 Download|✅| | Tiktok Downloader|✅| | Youtube mp4 Download|✅| | Joox|✅| | Facebook Video Download|✅| | Snack Video Download|✅| | Play Mp3|✅| TENTANG BOT | YES | | :-----------------: | :-------: | | info|✅| | Premium List|✅| | User list|✅| | Banned list|✅| | Block list|✅| ## Note * Dont Forget Stars * |En| And You can add your own quotes * |Ind| Dan Kalian Bisa tambahkan Quotes Kalian ## Special Thanks

WHICH ARE THE BEST SMARTPHONES UNDER 15000 . Best Smartphones under Rs.15000 models 2021 Step by step instructions to track down the best cell phones under Rs.15,000?Take a look Cell phones have turned into a central piece of our life. We can't ponder our existence without cell phones. Assuming you are hoping to purchase a Smartphones under ₹15,000, look at our rundown. There are various cell phones accessible in the various sections yet Smartphones under Rs.15,000 are the most jammed cell phone fragment in the Indian market. We get cell phones that offer fantastic worth and progressed components and execution. The accompanying elements that ought to be thought of while purchasing a Smartphone under Rs.15,000 are battery execution, quick charging, great showcase, nice execution and gaming experience, RAM, Processor, camera, working framework, and all that things are remembered for the underneath cell phones list. Cell phones makers center around making quality innovation that is available for everybody. On the off chance that you are searching for a cell phone in your spending plan, look at the beneath rundown of Best Smartphones under Rs.15,000. Here is the current rundown of Best Smartphones under Rs 15,000: Redmi Note 10 Realme 8 Realme Narzo 30 Samsung Galaxy M32 Motorola Moto G30 Redmi Note 10: WHICH ARE THE BEST SMARTPHONES UNDER 15000 Best Smartphones under Rs.15000 models 2021 Redmi Note 10 is one of the Most outstanding Smartphone under Rs.15000.Redmi has as of late refreshed its Note Series. This gadget accompanies a splendid 6.43 inch full HD show and offers great execution. As far as battery life, this cell phone is the best 5,000mAh battery which can undoubtedly most recent daily, charges from 0 to half inside 30 minutes. It has a super AMOLED show that permits you to encounter a smooth and vivid survey insight. Redmi Note 10 controlled by the Qualcomm Snapdragon 678 SoC processor that is amazing enough for relaxed gaming just as ordinary undertakings. Photography is streamlined with a 48 MP Quad Rear camera with a 8MP Ultra-wide focal point, 2MP Macro, and Portrait focal point on the front 13 MP selfie camera. It can record 4K@30fps, support magnificence mode, slow movement, and different elements. Redmi Note 10 has double sound system speakers with Hi-Res ensured sound for a vivid sound encounter. The side-mounted unique finger impression sensor accompanies a flush plan to give you an exceptional vibe. Presently you can open your gadget effectively with a smidgen. Shields your gadget from unforeseen falls and undesirable scratches with Corning Gorilla glasses. Redmi Note 10 comes in 3 distinctive slick shadings Aqua Green, Shadow Black, Frost white.3.5mm sound jack, simply attachment and play for constant amusement. Specialized Specification: Measurements (mm):160.46 x 74.50 x 8.30 Weight (g):178.80 Battery limit (mAh):5000 Quick charging: Proprietary Tones: Aqua Green, Frost White, Shadow Black Show: Screen size (inches):6.43 Touchscreen:Yes Resolution:1080×2400 pixels Assurance type:Gorilla Glass Processor octa-center Processor make Qualcomm Snapdragon 678 RAM:4GB Interior storage:64GB Expandable storage:Yes Expandable capacity type:microSD Expandable capacity up to (GB):512 Committed microSD space: Yes Back camera:48-megapixel + 8-megapixel + 2-megapixel)+ 2-megapixel No. of Rear Cameras:4 Back autofocus:Yes Back Flash: Yes Front camera:13-megapixel No. of Front Cameras:1 Working framework: Android 11 Skin: MIUI 12 Finger impression sensor: Yes Compass/Magnetometer:Yes Nearness sensor: Yes Accelerometer: Yes Surrounding light sensor: Yes Spinner : Yes Experts Eye-getting plan. Great camera yield from the essential camera. Great presentation and incredible battery life. Cons Baffling gaming execution. Realme 8 : The Realme 8 is a decent gadget for media utilization with an alluring striking plan. experience splendid, distinctive shadings with a 6.4″ super AMOLED full showcase. A touch inspecting pace of 180Hz.The fast in-show unique mark scanner gives a simpler open encounter. It accompanies a 5000mAh battery viable with 30W Fast Charging innovation. Hey Res affirmed sound for a vivid sound experience.The super-flimsy 7.99mm and 177g design.6GB RAM with 128GB in-assembled capacity. The Neon Portrait highlights assist with featuring your magnificence. The Dynamic Bokeh highlights assist you with taking more jazzy and dynamic pictures. The front and back cameras assist you with exploiting your inventiveness. Quickly charge the gadget to 100% in only 65 minutes. By utilizing slant shift mode you can add smaller than normal impacts to your photographs to make them look adorable and excellent. Assuming you are searching for Smartphones under Rs.15,000, you can go for Realme 8. We should take a gander at some specialized components: Measurements (mm):160.60 x 73.90 x 7.99 Weight (g):177.00 Battery limit (mAh):5000 Quick charging: Proprietary Shadings: Cyber Black, Cyber Silver Screen size (inches):6.40 Touchscreen: Yes Resolution:1080×2400 pixels Processor octa-center Processor make: MediaTek Helio G95 RAM:8GB Inner storage:128GB Expandable capacity: Yes Expandable capacity type:microSD Back camera:64-megapixel + 8-megapixel + 2-megapixel + 2-megapixel No. of Rear Cameras:4 Back self-adjust: Yes Back Flash: Yes Front camera:16-megapixel No. of Front Cameras:1 Working framework: Android 11 Skin: Realme UI 2.0 Face open: Yes In-Display Fingerprint Sensor: Yes Compass/Magnetometer:Yes Closeness sensor: Yes Accelerometer: Yes Encompassing light sensor: Yes Gyrator : Yes Stars Cons Dependable execution Disillusioning camera experience 90Hz revive rate show Bloatware-perplexed UI Great battery life. Slow charging Realme Narzo 30: On the off chance that you are searching for Best Smartphones under Rs.15,000, look at this Realme Narzo 30. The Realme Narzo 30 is a recently dispatched cell phone with brilliant components. Realme is one of the quickest developing brand in the Indian market. Going to its particulars, the new gadget has a splendid 6.5″ presentation which can assist you with opening up a totally different skyline. The cell phone has a huge 5000mAh battery. The gadget accompanies a MediaTek Helio G-85 octa-center processor. Realme Narzo 30 displays 64GB that is further expandable up to 256GB utilizing a microSD card. It accompanies a 48 MP AI Triple Camera with a 16MP front camera. It offers availability alternatives like Mobile Hotspot, Bluetooth v5.0, A-GPS Glonass, WiFi 802.11, USB Type-C, USB Charging alongside help for 4G VoLTE organization. This presentation of this Realme Narzo 30 offers a smooth looking over experience. This Realme Narzo 30 components a race track-roused V-speed configuration to offer an exciting, restless look. The realme Narzo 30 has Android 11 OS, and it is smooth and easy to use. The Realme Narzo 30 is one of the Most amazing Smartphone under Rs.15,000. We should take a gander at some specialized provisions: Screen Size (In Inches):6.5 Show Technology :IPS LCD Screen Resolution (In Pixels):1080 x 2400 Pixel Density (Ppi):270 Invigorate Rate:90 Hz Camera Features:Triple Back Camera Megapixel:48 + 2 + 2 Front Camera Megapixel:16 Face Detection:Yes Hdr:Yes Battery Capacity (Mah):5000 Quick Charging Wattage:30 W Charging Type Port :Type-C Cpu:Mediatek Helio G95 Central processor Speed:2×2.05 GHz, 6×2.0 GHz Processor Cores:Octa Ram:4 GB Gpu:Mali-G76 MC4 Measurements (Lxbxh-In Mm):162.3 x 75.4 x 9.4 Weight (In Grams):192 Storage:64 GB Stars Extraordinary presentation to watch recordings. Respectable essential camera in daytime. Cons Helpless low-light camera execution. Samsung Galaxy F22: Samsung presents the Samsung universe F22 cell phone which is the Best Smartphone under Rs.15,000.if you are a moderate client like online media, observe a few recordings, and mess around for the sake of entertainment, then, at that point this telephone is intended for you. Keeping in see the mid-range level of passage Samsung has made its quality felt inside the majority. Eminent telephone with a heavenly look and very magnificent execution Samsung Galaxy F22 accompanies a 16.23cm(6.4″)sAMOLED vastness U showcase. Super AMOLED with HD very much designed which is satisfying to the eye for long viewing.Glam up your feed with a genuine 42MP Quad camera. Consistent performing various tasks, monstrous capacity, and force loaded with the MTK G80 processor.Scanner.Available in two cool shadings Denim dark, Denim blue. Samsung Galaxy F22 accompanies a 6000mAh battery so you can go a whole day without having to continually re-energize. Each photograph that you catch on this Samsung cosmic system F22 will be clear and reasonable. make your installment speedy and quick by utilizing Samsung pay smaller than usual. We should take a gander at some specialized components: Measurements (mm):159.90 x 74.00 x 9.30 Weight (g):203.00 Battery limit (mAh):6000 Screen size (inches):6.40 Touchscreen:Yes Resolution:720×1600 pixels Assurance type:Gorilla Glass Processor:octa-center Processor make:MediaTek Helio G80 RAM:4GB Inward storage:64GB Working system:Android 11 Back camera:48-megapixel 8-megapixel + 2-megapixel + 2-megapixel No. of Rear Cameras:4 Back autofocus:Yes front camera:13-megapixel No. of Front Cameras:1 Aces: 90 Hz Refresh Rate. Samsung Pay Mini. Up-to-date Design.Motorola Moto G30: Motorola Moto G30: Motorola has dispatched Moto G30 is one of the Most outstanding Smartphones under Rs.15,000 in India. The cell phone has Android 11 OS with a close stock interface. Moto G30 accompanies a quad-camera which incorporates a 64MP essential sensor and 13 MP camera at the front. Moto G30 has two distinct shadings Dark Pearl and Pastel Sky tones. Moto G30 accompanies a 6.5-inch HD show with a 20:9 angle ratio,90Hz revive rate, and 720*1600 pixels show goal. The Moto G30 runs on Android 11. The telephone is stacked with highlights like Night Vision, shot advancement, Auto grin catch, HDR, and RAW photograph output.it is controlled by a Qualcomm Snapdragon 662 octa-center processor alongside 4 GB of RAM.it accompanies 64 GB of installed stockpiling that is expandable up to 512GB by means of a microSD card. Moto G30 has a 5,000mAh battery that can go more than 2 days on a solitary charge. Far reaching equipment and programming security ensure your own information is better ensured. By utilizing NFC innovation assists you with making smooth, quick, and secure installments when you hold it close to a NFC terminal.Connectivity choice incorporate Wi-Fi 802.11 a/b/g/n/ac, GPS, Bluetooth v5.00, NFC, and USB Type-C.It has measurements 169.60 x 75.90 x 9.80mm and weighs 225.00 g. We should take a gander at some specialized components: Manufacturer:Moto Model:G30 Dispatch Date (Global):09-03-2021 Working System:Android Operating system Version:11 Display:6.50-inch, 720×1600 pixels Processor:Qualcomm Snapdragon 662 RAM:4GB Battery Capacity:5000mAh Back Camera: 64MP + 8MP +2MP Front Camera:13MP Computer chip Speed:4×2.0 GHz, 4×1.8 GHz Processor Cores:Octa-center Gpu:Adreno 610 Measurements (Lxbxh-In Mm) :165.2 x 75.7 x 9.1 Weight (In Grams) :200 Storage:128 GB Quick Charging Wattage:20W Charging Type Port:Type-C Experts: High invigorate rate show Clean Android 11 UI Great battery execution Good cameras Cons: Huge and cumbersome Forceful Night mode. 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Allows trading of any token pair with an on-chain market maker. Exchange rates serve as price oracle.

In this repository I simulate the work of the recently proposed Dynamic Market Maker, which proposes dynamic variations in the determination of rates, to incentivize or discourage trade, as appropriate.

A DIY golf launch monitor built with a Raspberry Pi 5, high-speed camera, Doppler radar, and IR sensors to measure ball speed, launch angle, and spin rate. This project uses C++ and FFT signal processing to analyze shot data in real-time. Designed for tinkerers, golf enthusiasts, and makers interested in sports technology and embedded systems.

The aim of this study is to predict how likely individuals are to receive their H1N1 flu vaccine. We believe the prediction outputs (model and analysis) of this study will give public health professionals and policy makers, as an end user, a clear understanding of factors associated with low vaccination rates. This in turn, enables end users to systematically act on those features hindering people to get vaccinated.

The model describes interactions among default risk, output, and an equilibrium interest rate that includes a premium for endogenous default risk. The decision maker is a government of a small open economy that borrows from risk-neutral foreign creditors. The foreign lenders must be compensated for default risk. The government borrows and lends abroad in order to smooth the consumption of its citizens. The government repays its debt only if it wants to, but declining to pay has adverse consequences. The interest rate on government debt adjusts in response to the state-dependent default probability chosen by government. The model yields outcomes that help interpret sovereign default experiences, including countercyclical interest rates on sovereign debt countercyclical trade balances high volatility of consumption relative to output Notably, long recessions caused by bad draws in the income process increase the government’s incentive to default. This can lead to spikes in interest rates temporary losses of access to international credit markets large drops in output, consumption, and welfare large capital outflows during recessions Such dynamics are consistent with experiences of many countries.

Industry*: Lifestyle Project Title*: E-Commerce Website with FAQ Bot Problem Statement/Opportunity*: An e-commerce company wants to build a sample Front End prototype website for their business as the online shopping industry has been growing at an incredible rate, and so have ecommerce challenges. To build a whole website they have chosen Azure Cloud Platform. Build a website that have: Home Page, Product detail Page, Cart, Product Category Page, Checkout Page along with FAQ Bot deployed on Website for customers help. Project Description*: Core Idea of Project is to build an sample prototype E-Commerce Website with FAQ Bot for a business company with the help of HTML, CSS, JAVASCRIPT, BOOTSTRAP. The business-to-consumer aspect of product commerce (e-commerce) is the most visible business use of the World Wide Web. The primary goal of sample prototype an e-commerce site is to sell goods online with solving problems of customer speedily via FAQ Bot . This project deals with developing an e-commerce website for Online Product Sale. It provides the user with a catalog of different product available for purchase in the store. In order to facilitate online purchase a shopping cart is provided to the user. We are using Azure Technologies with GitHub to complete this project. Primary Azure Technology*: Azure Bot Service, QnA Maker, Static Web Apps, Other Azure Technologies: HTML, CSS, JS, Bootstrap IDE: VS-Code.

If you like this build I’ve also written other posts on building a simple voice controlled Magic Mirror with the Raspberry Pi and the AIY Projects Voice Kit, and a face-tracking cyborg dinosaur called “Do-you-think-he-saurs” with the Raspberry Pi and the AIY Projects Vision Kit. At the tail end of last month, just ahead of the announcement of the pre-order availability of the new Google AIY Project Voice Kit, I finally decided to take the kit I’d managed to pick up with issue 57 of the MagPi out of its box, and put it together. However inspired by the 1986 Google Pi Intercom build put together Martin Mander, ever since I’ve been thinking about venturing beyond the cardboard box and building my own retro-computing enclosure around the Voice Kit. I was initially thinking about using an old radio until I came across the GPO 746 Rotary Telephone. This is a modern day replica of what must be the most iconic rotary dial phone in the United Kingdom. This is the phone that sat on everybody’s desk, and in their front halls, throughout the 1970’s. It was the standard rental phone, right up until British Telecom was privatised in the middle of the 1980's. The GPO 746 Rotary Telephone. While the GPO 746 is available in the United States it’s half the price, and there are a lot more colours to choose from, if you’re buying the phone in the United Kingdom. A definite business opportunity for someone there because it turns out that, on the inside, it’s a rather interesting bit of hardware. Gathering your Tools For this project you’ll need is a small Philips “00” watch maker’s screwdriver, a craft knife, scissors, a set of small wire snips, a drill and a 2 to 4mm bit, a soldering iron, solder, some jumper wires, female header blocks, a couple of LEDs, some electrical tape, a cable tie, and possibly some Sugru and heat shrink tubing, depending how neat you want to be about things. While I did end up soldering a few things during the build, it is was mostly restricted to joining wires together and should definitely be approachable for beginners. Opening the Box Ahead of the new Voice Kit hitting the shelves next month I managed to get my hands on a few pre-production kits, which fortunately meant that I didn’t have to take my cardboard box apart to put together a new build. The new AIY Project Voice Kit. The new AIY Voice Kit comes comes in a box very similar to the original kit distributed with the Mag Pi magazine. The box might be a bit thinner, but otherwise things look much the same. Missing from my pre-production kits the two little plastic spacers that keep the Voice HAT from bending down and hitting the top of the Raspberry Pi. I’m presuming they’ll include them in the production kits, without them the underside of the HAT tends to push downwards and the solder tails of the speaker screw terminal shorts out against the Raspberry Pi’s HDMI connector. I fixed this by adding some electrical tape to separate the two boards, but the spacers would have worked a lot better and added more stability. The only component swap was the arcade button, gone was the separate lamp, holder, microswitch and button—all four components have been replaced by a single button with everything integrated. Since it was somewhat fiddly to get that assembled last time, this is a definite improvement. While my pre-production kits didn’t include it, I’m told the retail version will have a copy of the MagPi Essentials AIY Projects book written by Lucy Hattersley on how to “Create a Voice Kit with your Raspberry Pi.” Other than that, things went together much as before. At which point I quickly put together the Voice Kit, this time however, I didn’t bother with the cardboard box. Opening the Phone Pulling the replica GPO 746 out of its box you’ll find it comes in two parts, the main phone with the dial, and a separate handset which plugs in underneath the base. The first thing I needed to do was take the base unit of the phone apart and figure out how it worked. Until I knew what I had to work with, it was going to be impossible to figure out a sensible plan to integrate the Voice Kit. Opening up the GPO 746. The main PCB is mounted on the base along with a steel weight to give the impression of “heft” to the replica phone. There’s also a large bell, which makes that distinctive ringing noise familiar to anyone that owned or used a GPO 746 back in the 1970's. The circuitry attached to the base of the GPO 746. To the left of the PCB is the jack socket where the telephone line is connected (two wires, red and green). To the top, two switches. One is for handset, and the other for ringer, volume. At the bottom another jack switch (four wires, red, black, yellow, and green) where the handset is attached. The only thing of real interest on the PCB is the Hualon Microelectronics HM9102D which is a switchable tone/pulse dialer chip, which we’re actually not going to use. In fact, since the line voltage in the UK is +50V, pretty much none of it was going to be any use to me. So after measuring the voltage on the cable connecting the dialer to the PCB, I snipped the wires to the switches and the jacks—leaving them in place with as much trailing wire as possible in case they were going to come in useful,—and then removed both the PCB and the bell. After that, I filed down the plastic moulding that held everything in place leaving me with a large flat area which was perfectly sized for the Raspberry Pi and the Voice HAT. The moulded top of the phone has two assemblies, a simple microswitch toggled using a hinged and sprung plastic plate when the phone handset is taken on and off the hook, and the dialer assembly which is connected to the base and the PCB using a ribbon cable. How the Dialer Works It was time to break out the logic analyser. While I’ve got a Saleae Logic Pro 16 on my desk, if you’re thinking about picking one up for the first time I’d really recommend the much cheaper Logic 8, or even the lower specification Logic 4, rather than splashing out on the higher end model. Either will take you a long way before you get the itch that you have to upgrade. Logic Analyser attached to the dial of the GPO 746 powered up using a Bench Power Supply. Stripping the connector from the cable that connected the dialer to the PCB and powering it up with a bench power supply to +5V—which is more-or-less what I’d measured on the cable and was something I could reasonably expect to get from the Raspberry Pi—I connected the rest of the cables to my logic analyser and started turning the dial confidently expecting to see something interesting going on. I found nothing, I had flat lines, there was no signal going down the wires at all. After playing around with the voltage for a few minutes, with no results, I stripped the dialer assembly out of the case for a closer look. Dialer assembly removed from the GPO 746. The back of the dialer assembly has two LEDs, which I thought was rather odd since there dial isn’t illuminated in any way, at least not from the outside. Interestingly these two LEDs flash briefly when the dial is turned all the way around to hit the stop. Cracking the case brings us to something else interesting, it’s a light box. Designed to keep the light from the LEDs inside, it has a hole which rotates around as you dial a number. Taking apart the dial assembly. The hole exposes one of twelve photoresistors to the light from the LEDs and the number (or symbol) you’re dialing determines which of the resistors will be under the hole when the dial stop is reached. The photoresistors inside the dial assembly. It was all passive circuitry. No wonder I hadn’t seen anything on the logic analyser, there wasn’t any logic to analyse. It was all analogue. Unfortunately for me, the Raspberry Pi has no built in analogue inputs. That means I’d have to pull a Microchip MCP3008, or something similar, from the shelf and build some circuitry. I’d also have to figure out how the resistance for twelve photoresistors ended up travelling down just eight wires, which sort of had me puzzled at this point. That all sounded like a lot of effort. Since I really only wanted to dial a single digit to activate the Voice Kit, and I didn’t care what that was, I decided to ignore the photoresistors and concentrate on the dial stop. The dialer mechanism showing the back of the dial stop (left) with microswitch. Unlike the original GPO 746, the dial stop on this replica moves. It drops when you hit it with the side of your finger when dialling a number. It turned out that it was connected to a microswitch, and when the microswitch was activated, this was the thing that briefly flashed the LEDs and exposed the appropriate photoresistor. It was actually all rather clever. A really neat way to minimise the build of materials costs for the phone. Startups thinking about building hardware could learn a lesson or two in economy from this phone. Using the logic analyser on the microswitch. Just to be sure I had this right, I dialled down the bench power supply to a Raspberry Pi friendly +3.3V and wired up the microswitch to the logic analyser. Applying +3.3V (middle trace) and “dialing” shows the microswitch toggling (lower trace). Dialling a number on the dialer assembly worked as expected. We could ignore the dial itself, and those photoresistors that would be a pain to use with the Raspberry Pi and just make use of the microswitch. In fact we could more-or-less just replace the arcade button with this switch. Integrating the AIY Project Kit Moving on, I really wanted to reuse both the speaker and the microphone already in the handset instead of the ones the came with the Voice Kit. Handset stripped of its speaker and micrphone, Taking apart the handset—the end caps holding the speaker and microphone just screw off—showed that there were four wires inside the curled cable. Two for the speaker, and two for the electret condenser microphone. The Voice Kit makes use of two InvenSense ICS-43434 MEMS microphones which use I2S to communicate. They’re a solid replacement for traditional 2-wire analog microphones like the one we in the handset of the GPO 746. The Voice HAT Microphone daughter board. Looking at the Voice HAT microphone daughter board, it has been designed so that you can break the two microphones away from the board at the perforations and then you can solder the wiring harness directly to the pads. So long as you keep the signals consistent you should be able to place the mics pretty much anywhere, and with a clock rate of ~3MHz, a longer cable should be fine. Unfortunately I2S uses more wires than I had available. Unless I wanted to replace the curled cable, and I didn’t really want to have to do that, I was in trouble. Putting that aside for a moment I decided to start with the dialer assembly. Refitting it to the case, I snipped the wires leading to the microswitch and, grabbing the wiring harness for the arcade button, I soldered the microswitch to the relevant wires in the harness. Soldering the Voice HAT button wiring harness to the phone’s microswitch. I then grabbed a ultra-bright LED and a 220Ω resistor from the shelves and soldered the resistor in-line with the LED. I then attached my new LED assembly to the other two wires in the arcade button wiring harness. At this point I had a replacement for the arcade button that came with the Voice Kit. Attaching a current limiting resistor to my LED. Giving up on putting microphones into the handset I pulled out a drill and measuring the spacing between the two microphones I drilled a couple of holes in the external shell of the phone. Drilling two holes in the shell of the phone. These weren’t going to be visible from the outside as there is a void between the top of the phone, where the handset rests. This is a carrying handle where you can tuck your hand in, and pick up the phone. In the old days this let you pick up the phone and wander around the room—well, so long as the cable tying you to the wall was long enough. Attaching the Voice HAT microphone board to the phone shell. I then went ahead and tucked the microphone board behind the spring which operated the hook mechanism. There was just enough room to secure it there with a cable tie, and some Sugru. After that I plugged the handset into the jack on the base and connected the two wires from the handset jack that were attached to the speaker to the screw terminals on the Voice HAT. The re-wired internals of the modified GPO 746. Microphone board and Voice Kit both fixed in place with Sugru. Stripping the jack out where the phone line originally ran left two upright pillars that used to go on either side of the jack. I threaded the end of a 2.5A micro-USB charger through the hole and tied it around the pillars for strain relief. Which completed the re-wiring. The arcade button had been replaced with the dial stop microswitch and an LED which I was going to tuck just ahead of the microphone board in a convenient clip-like part of the body moulding. The speaker had been swapped out directly with the one in the handset—fortunately the impedance match wasn’t too far off—and the microphone had been mounted somewhere convenient inside the main body of the phone. A Working Phone Screwing everything back together we have once again something that looks like a phone. The assembled phone. I booted the Raspberry Pi, logged in via SSH and went ahead and ran the src/assistant_library_with_button_demo.py script from the dev console. A working build, but it’s not quite there yet. Success. Picking up the handset and dialling a number, any number, let you talk to the Voice Assistant. But it wasn’t quite there yet. While it worked, it didn’t feel like a phone. Adding a Dial Tone What the phone needed was a dial tone. It needed to play when the handset was lifted and shut off when the phone was dialled, or the handset replaced. The phone hook works the opposite way that you might expect, when the handset is in the cradle the microswitch that simulates the hook is open as the bar below it is pushed down by the hook. When the handset is off the hook, then the microswitch is closed as the bar moves upwards. Conveniently the Voice HAT breaks out most of the unused GPIO pins from the Raspberry Pi, so at least in theory wiring the the microswitch attached to the the hook mechanism to one to the Voice HAT should be fairly simple. Available unpopulated connectors on the Voice HAT. (Image credit: Google) Thinking about how to approach this in software however left us with a bit of a quandary. While the underlying Python GPIO library allows us to detect both the rising and falling edge events when a switch is toggled, the AIY wrapper code doesn’t in the Voice Kit doesn’t. While I could have gone in and modified the wrapper code to add that functionality, I decided I didn’t want to mess around with that—perhaps I’ll get around to it later and send them a pull request—instead I decided to fix it in hardware and wire the hook switch into both GPIO4 and GPIO17. That way I could use one pin to monitor for GPIO.RISING, and the other for GPIO.FALLING. Wiring up the phone hook. It’s easy enough to do that using the aiy._drivers._button.Button class, and two callback methods. One called with the handset is taken off the hook, and the other called with it is replaced. All the additional wiring in place and working. We can then use the pygame library to play a WAV file in the background when the handset is lifted, and stop when it is replaced. We also have to add a stop command inside the _on_button_pressed() method so that the dial tone stops when the phone is dialled, and a call to stop_conversation() to stop the Voice Assistant talking if the handset is returned on hook while Google is answering our question. Adding a Greeting and a Hang Up Noise We’re not quite there yet, we can also use aiy.audio.play_wave() to add that distinctive disconnect noise when Google finishes talking and “hangs up” before returning to our dial tone. We can also use aiy.audio.say(‘…’) call to add a greeting when Google “picks up” the phone to talk to us. The final build. It’s surprising how much atmosphere just adding these simple sounds ended up making to the build, and how much the user experience was improved. It now doesn’t just look like a rotary phone, it sort of feels, and perhaps more importantly, sounds like one too. The Script The final version of the script has amazingly small number of modifications away from the original version distributed byGoogle. Which sort of shows how simple it is to build something that looks and feels very different from the original cardboard box with not a lot of effort, at least on the software If you want to replicate the build you can grab the two mono WAV files I used for the build from Dropbox. Although, if you’re outside the the United Kingdom, you might want to replace the standard British dial tone of 350Hz and 450Hz—which you hear any time you lift a phone off the hook—with something more appropriate. Available to Preorder The new kits are being produced by Google, and are available to pre-order at Micro Center and through their resellers like Adafruit, and SeeedStudio. The AIY Voice Kit is priced at $25 on its own, but you can pick one up for free if you order a Raspberry Pi 3 at $35 for in-store pickup from Micro Center. My new retro rotary phone build next to my original Voice Kit. The kit will be available in the United Kingdom through Pimoroni, and cost £25, and you can expect shipping dates for kits ordered in through them to be similar to those ordered from Micro Center.

For live stream of the game Super Mario Maker 2, which can show the level name, versus win rate, deaths, level information...

The ultimate assistant tool for Mario Maker 2 Twitch streamers or anyone with a capture card. Capture, log (in an Excel file) and display level information in a stream overlay and in the app itself, including level code, name, creator, death count and timer. It also can grab normally hidden information such as Boos, Descriptions, and Clear Rate.

Tools used: Rstudio This research project was commissioned by the consulting group, Consulting Group Room 208, for the state of North Carolina in order for its policy makers and the state’s business managers to make better informed decisions regarding crime rate and the factors that influence it. • Cleaned and Organized the data-set on R making it appropriate for statistical analysis to study trends. • Analyzed and Represented graph for uni-variate and bi-variate relationships between variables. • Performed Statistical analysis, Linear Regression & Graphical Representation using R.

ANALYZING ROAD SAFETY & TRAFFIC DEMOGRAPHICS IN THE UK (Multi-class Classification) SUMMARY Here, I am aim to analyze the Road Safety and Traffic Demographics dataset (UK), containing accidents reported by the police between the years of 2004 - 2017. PROJECT GOALS: Identify factors responsible for most of the reported accidents. Build a machine learning model that is capable of accurately predicting the severity of an accident. Provide recommendations to the Department of Transport (UK Government), to improve road safety policies and prevent recurrences of severe accidents where possible. PACKAGES USED: Scikit-learn, numpy, pandas, imblearn (imbalanced-learn), seaborn, Matplotlib MOTIVATION World Health Organization (WHO) reported that more than 1.25 million people die each year while 50 million are injured as a result of road accidents worldwide. Road accidents are the 10th leading cause of death globally. On current trends, road traffic accidents are to become the 7th leading cause of death by 2030 making it a major public health concern. Between the years 2005 and 2016, there were roughly 2 million road accidents reported in the United Kingdom (UK) alone of which 16,000 were fatal. As a big data project, I wanted to explore the traffic demographics data in greater detail using machine learning! CONTEXT The UK government amassed traffic data from 2004 to 2017, recording over 2 million accidents in the process and making this one of the most comprehensive traffic data sets out there. It's a huge picture of a country undergoing change. Note that all the contained accident data comes from police reports, so this data does not include minor incidents. For steps undertaken to pre-process and clean the data, please view the "Data Cleansing & Descriptive Analysis_UK Traffic Demographics.ipynb" file DESCRIPTIVE ANALYTICS (EDA) Tools used include Python, Tableau, MS PowerBI Percent (%) distribution of target classes Percent dist of Accident Severity As seen above, the data is highly imbalanced. For detailed steps undertaken to deal with the imbalanced data, please view the "Modelling_Predictive Analytics_UK Traffic Demographics.ipynb" file. This article provides some great tips on utilizing the correct performance metrics when analyzing a models performance trained on an imbalanced dataset. This article describes several strategies that can help combat the case of a severly imbalanced dataset. Methods include: Resampling strategies (under - Tomek Links, Cluster Centroids, over sampling - SMOTE) Using Decision Tree based models Using Cost-Sensitive training (Penalize algorithms) Number of accidents by Year and Accident Severity Total accidents by year and severity It can be seen above that the trend seems to be increasing as the years go. In addition, the spike between 2008 - 2009 was because of a enhancement in the reporting system introduced in the UK in 2009, where all accident including minor accidents needed to be reported by the police so as to match the counts represented by hospitals, insurance claims etc. Accidents density by Location geomap Most accidents took place in major cities - Birmingham, London, leeds, Newcastle Accidents by Gender and Age Accidents by gender and age Accidents by Day of the week and Year Accidents by year and weekday Most accidents take place on a Friday Vehicle Manoever at time of accident Vehicle Manoever at time of accident Most accidents take place as a result of overtaking For more findings, please go to the "Images" folder. For steps undertaken to carry out some predictive modeling and hyper-parameter tuning, please view the "Modelling_Predictive Analytics_UK Traffic Demographics.ipynb" file. RECOMMENDATIONS TO THE DEPARTMENT OF TRANSPORT (UK) Decrease emergency response times during afternoon rush-hours (15-19) especially on Fridays. Allocate resources to investigate high density traffic points and identify new infrastructure needs to divert traffic from dual-carriage ways. Explore conditions of vehicles and casualties such as vehicle type, age of vehicles registered, pedestrian movements, etc. for policy makers. Adopt comprehensive distracted driving laws that increase penalties for drivers who commit traffic violations like aggressive overtaking. ACKNOWLEDGEMENTS The license for this dataset is the Open Givernment Licence used by all data on data.gov.uk. The raw datasets are available from the UK Department of Transport website. I had a lot of fun working on this dataset and learned a lot in the process. I plan to further my research in the area of predictive modeling using imabalanced data and how to effectively build a highly robust model for future projects. About Here, I analyze the Road Safety and Traffic Demographics dataset (UK), containing accidents reported by the police between the years of 2004 - 2017. Topics accident-rate accident-severity imbalanced-data imbalanced-learning road-accident reported-accidents road-safety uk-government transport traffic-demographics severe-accidents pca classification Resources Readme Releases No releases published Packages No packages published Languages Jupyter Notebook 100.0% © 2020 GitHub, Inc.

Analyzing the Unemployment Rate Time Series is vital for economic insights. Techniques like ARIMA capture linear patterns, LSTM handles complex relationships, and Facebook Prophet excels in seasonal forecasting. These methods empower decision-makers to anticipate trends, formulate effective policies, and navigate economic challenges with agility.

Novel dataset for nurses from (KAUH)/Jordan, to predict the absenteeism of nurses. We built classification models using machine learning (ML) and artificial neural network (ANN) techniques, the comparison showed that ANN is more efficient in our classification task, with an accuracy level of 82% than a nurse's classification, if she predicts absenteeism, the aim of this work is to help In predicting who among the nurses is expected to be absent in the coming year, especially in difficult times. Also, to give an explanation of the main factors that increase the probability of absenteeism, so as to help the hospital deal with such cases. Finally, the proposed model can be used by decision-makers as a new step to override the absenteeism rate and increase the level of health care service and production, which in turn gives optimal profits.

Dai Savings Rate integration example using pymaker - the Maker Python API

An immersive Tableau-powered financial intelligence dashboard that chronicles Canada's mortgage rate evolution across a transformative decade, revealing hidden patterns in monetary policy impacts and providing actionable insights for homebuyers, investors, and policy makers.

hybrid model by ensembling content-based and Collaborative based Filtering . Implemented stoplist ,eliminated outlier bot users and Decompstion by Singular Value Decomposition Applied RBM based model .scaled up with spark ALS and sage maker. calculated hit-rate, coverage, diversity, novelity and error

A fictional software company named AtlasLab faced recurring challenges in interpreting high resignation rates and poor employee retention in certain departments, without clear analytical insights to help decision-makers. I embarked on this practical project to accurately analyze the situation and provide data-driven solutions.

Sharp Odds Maker is a Bookmaker's tool that can calculate 4000+ perfectly balanced and accurate odds for any football match and compare them to the top Bookmakers. Find weak odds, bookmakers' profit margins and sure bets. Place bets for free and get a rating. Good rated players can put a Paywall on their new tickets and earn from their subscribers.

A comprehensive research report created through extensive primary research (inputs from industry experts, companies, stakeholders) and secondary research, the report aims to present the analysis of Electrostatic Precipitator Market. The report analyses the Electrostatic Precipitator Market By System Type (Dry Electrostatic Precipitator, Wet Electrostatic Precipitator) and By Application (Power & Electricity, Chemicals, Cement, Steel, Petroleum, Carbon Black and Others). The report analyses the Electrostatic Precipitator Market By Region (North America, Europe, Asia Pacific, ROW) and By Country (US, Mexico, Canada, Brazil, UK, Germany, France, Italy, China, Japan, India, South Korea, Indonesia) for the historical period of 2013-2017 and the forecast period of 2018-2023. Visit us: http://azothanalytics.com/report/energy-utilities/global-electrostatic-precipitator-market-analysis-by-system-type-dry-electrostatic-precipitator-wet-electrostatic-precipitator-by-application-power-and-electricity-chemicals-cement-steel-petroleum-carbon-black-others-by-region-by-country-2019-edition-opportunities-and-forecast-2013-2023-r28195 According to Azoth Analytics research report “Global Electrostatic Precipitator Market: Analysis By System Type (Dry Electrostatic Precipitator, Wet Electrostatic Precipitator), By Application (Power and Electricity, Chemicals, Cement, Steel, Petroleum, Carbon Black, Others), By Region, By Country (2019 Edition): Opportunities and Forecast (2013-2023) - By Region (North America, Europe, APAC, ROW), By Country (US, Mexico, Canada, Brazil, UK, Germany, France, Italy, China, Japan, India, South Korea, Indonesia)” global electrostatic precipitator market is projected to display a robust growth represented by a CAGR of 4.62% during 2018 – 2023. Dry Electrostatic Precipitators and Power & Electricity witnessed growth at a noteworthy rate over the past few years in their respective segments. Electrostatic Precipitator Market is anticipated to experience remarkable growth in the forecast period due to growing production and manufacturing activities coupled with growing demand for power globally. During 2018-23, Electrostatic Precipitators Market is anticipated to grow at an appreciable rate as government in major economies and international organizations implementing environment protection policies in order to confine the carbon and other GHGs emission from industry supported by escalating investment by manufacturers in ESPs so as to comply with the government rules and regulations. Amongst the regions, Asia Pacific accounts for the largest regional share in the Global Electrostatic Precipitators market in 2018. Key factors driving the robust growth rate in Asia Pacific region include developing economy and leading global industries establishing their manufacturing and production units in countries such as China, India, Japan, South Korea, Singapore, Vietnam, clubbed with enhanced focus of government in major countries on complete electrification and growing consumption of coal in power generation units. The report titled “Global Electrostatic Precipitator Market: Analysis By System Type (Dry Electrostatic Precipitator, Wet Electrostatic Precipitator), By Application (Power and Electricity, Chemicals, Cement, Steel, Petroleum, Carbon Black, Others), By Region, By Country (2019 Edition): Opportunities and Forecast (2013-2023) - By Region (North America, Europe, APAC, ROW), By Country (US, Mexico, Canada, Brazil, UK, Germany, France, Italy, China, Japan, India, South Korea, Indonesia)” has covered and analysed the potential of Global Electrostatic Precipitators Market and provides statistics and information on market size, shares and growth factors. The report intends to provide cutting-edge market intelligence and help decision makers take sound investment evaluation. Besides, the report also identifies and analyses the emerging trends along with major drivers, challenges and opportunities in the Global Electrostatic Precipitators market. Additionally, the report also highlights market entry strategies for various companies across the globe. Scope of the Report Global Electrostatic Precipitator Market (Actual Period: 2013-2017, Forecast Period: 2018-2023) • Electrostatic Precipitators Market – Sizing, Growth, Forecast • Analysis By System Type - Dry Electrostatic Precipitators, Wet Electrostatic Precipitators • Analysis By Application - Power and Electricity, Chemicals, Cement, Steel, Petroleum, Carbon Black, Others Regional Markets – North America, Europe, APAC, and Rest of the World (Actual Period: 2013-2017, Forecast Period: 2018-2023) • Electrostatic Precipitators Market – Sizing, Growth, Forecast • Analysis By System Type - Dry Electrostatic Precipitators, Wet Electrostatic Precipitators • Analysis By Application - Power and Electricity, Chemicals, Cement, Steel, Petroleum, Carbon Black, Others Country Analysis – US, Mexico, Canada, Brazil, UK, Germany, France, Italy, China, Japan, India, South Korea, Indonesia (Actual Period: 2013-2017, Forecast Period: 2018-2023) • Electrostatic Precipitators Market – Sizing, Growth, Forecast • Analysis By System Type - Dry Electrostatic Precipitators, Wet Electrostatic Precipitators • Analysis By Application - Power and Electricity, Chemicals, Cement, Steel, Petroleum, Carbon Black, Others Other Report Highlights • Market Dynamics – Drivers and Restraints • Market Trends • SWOT Analysis • Company Analysis - Hamon Group, Amec Foster Wheeler, Babcock & Wilcox, Ducon Technologies, FLSmidth, GE Power, Hitachi, Johnson Controls, Siemens, Thermax Ltd

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A Java Swing program to draw tile-maps and export them into txt files. [CONTROLS] Left-click drag to scroll view, Right-click and/or drag to draw tiles, Scroll mousewheel to zoom in/out.

A card maker for burn-rate-game

Scripts to scrape an Excel workbook where each sheet is a music rate from r/popheads, r/indieheads, etc. and form a final ballot to be submitted from said sheet

Working holiday makers income tax rates for 2017–18

A collection of osu mania tool made in rust (LN, No Ln, Rate, Marathon Maker, Pack Maker etc etc)

Quanto.trade (previously ox.fun) Market_maker and or funding rate manipulator