LLM驱动的 A/H/美股智能分析器：多数据源行情 + 实时新闻 + LLM决策仪表盘 + 多渠道推送，零成本定时运行，纯白嫖. LLM-powered stock analysis system for A/H/US markets.

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.

自動化台股全方位監控系統：每日產出 9 張（週/月/年 × 高/收/低）10% 分箱報酬分析圖表，並透過 Resend API 發送互動式電子郵件報表。 Automated Taiwan Stock Monitor: Generates 9 comprehensive charts (Week/Month/Year × High/Close/Low) with 10% bin return analysis, delivering interactive daily email reports via Resend API.

LLM驱动的每日股票分析系统 for OpenClaw

daily stock screening by using Mark Minervini's volatility contraction pattern detection, stage 2 template searching and news sentiment analysis by openAi api

No description available

The aim of the project was to extract information about various technology stocks mainly - Google, Apple, Microsoft and Amazon from the online stock trading sites - Yahoo Finance and to visualize different aspects of the stocks like the Adjusted Closing Prices, Volumes of stocks traded on a particular day, moving averages of the closing price-to get a basic idea of which way the price is moving by cutting down noise from the data and the daily returns on the stocks. Correlation plots were created for the daily percentage return and Closing prices of the stocks to check how correlated two stocks are. It was obvious that all technology stocks are positively correlated but few like Amazon and Microsoft were highly correlated with each other. The information gathered on daily percentage returns was further used for Risk Analysis by calculating the Expected Return (Average / mean return of the stock) and standard deviation (measurement of Risk -> Greater the std. dev. greater is the risk and vice versa). A scatter plot was created for comparing the Expected return of stocks to its risk. This helped in visualizing the risk factor of various stocks (stocks with high standard deviation and low return).

Aims to develop a comprehensive framework for predicting stock market trends by combining traditional time series analysis with multi-factor analysis (Google Trend values and daily news scores) from external data sources.

You have been watching the Telsa stock and are deciding if you should buy some stock before close because you think it will jump up tomorrow, but you want to be more certain about your decision. This project aims to help make that decision. Vader sentiment analysis was implemented on tweets to compute a daily sentiment score. From historical stock data the difference between Tesla opening price and the prior day’s closing price was computed and used as the endogenous variable in an ARIMAX time series model with daily sentiment as an exogenous variable. This final model was able to predict that the Tesla stock will open the next day at a higher price than today’s closing price with 58.8% precision.

Stock Data Analysis and Data Visualization with pandas, matplotlib, NumPy, seaborn. Manipulate stock data and calculate multiple daily returns. Normalize stocks and create TVM multiples.

“My name is Gregory Guy. I have just purchased a video store, and I need an up to date, GUI driven system to keep track of all the stock in my store. I am not happy with the existing system where everything is done by hand. “Currently, the store operates on a cash basis, although a contract system might be in the pipeline. You will be contacted to do this at a later stage, if necessary. I have a shop next door that sells sweets, drinks, chocolates etc, which runs from a separate cash register. This should not be included in the system you develop. “My store not only stocks videos, but also video machines, as well as DVD’s. At a later stage, I would like to also stock Sony PlayStation games, controls, and possibly other stock items. I want to be able to add these into the stock list with the minimum of hassle, and without calling in the help of a programmer / system designer. “I want to store all transactional information in a database, so that my accounting system can interface with the data. “I charge as follows: New Release: (Video or DVD) R16 Older Stock: (Video or DVD) R12 • Video Machine R30 • Video Machine & any two videos: R50 “When I start stocking PlayStation games and/or consoles (or any other stock items), I would probably want to have a two-tier pricing system for them as well (where I can charge more for newer stock). “It would also be nice to be able to change my prices if and when I need to. I therefore would like the ability to change the price of a ‘New Release’, and that should affect all the videos/DVD’s that fall into that category. The same should apply to the other prices mentioned above. “I have a couple of shop assistants that helps me out, and I would like some security built in so that the assistants cannot get access to my financial and other important data. Functionality: “I obviously need the system to take care of the most important part of the business:- the quick and accurate ‘booking out’ of all stock items. The customer, upon bringing me his/her selection, must be charged accordingly, and the items must be marked as ‘out’. “The system should also allow me to quickly and easily record the returned stock items, as and when they do come in. “Sometimes I also want to credit the customer for something, as the tape/DVD/game might have been damaged before they rented it. The item should then be marked as returned, but as money is then given back to the customer, some sort of record should be kept about this credit transaction so that I can trace which assistant allowed the credit. This will help me minimize fraudulent behaviour where assistants can basically book out resources ‘for free’. “I also want the system to have an advance booking facility, where an existing customer can call in and book a certain video/DVD/other item for a certain day. The system should not allow an item to be booked out twice for a certain date, and if something has been booked out and another customer tries to rent it, at least a warning should be displayed, informing the teller that this is the case. In special cases, such a booking can then be ignored, but most times the teller will inform the customer that s/he cannot have that item for the day. A facility should also be included where the booking can be cancelled at any time, if necessary. (For example, if a customer cancels the booking telephonically, whether it is on the day, or some time in advance). “Although it could be considered part of the accounting package, I would like this system to be able to do a daily summary, where I am presented with total sales (monetary value), total number of rentals (total videos; total DVD’s, total machines,) etc. This can be shown to me either on the screen, or in a printed form. I would like you to decide on the format and content of this screen/report. “Another function that I would like you to incorporate, is that the system should be able to do some analysis for me. Examples of this include: • Top Ten rentals • Top Ten customers • Stock items that have not been rented out in 6 months or more. I would like the above three to be done, but if you can think of other examples, feel free to add them in if you have time. “The system should allow me to add/edit all customer details, and if necessary (not often) delete a customer. Customer details to be stored include, but are not limited to: Name Surname Title I.D. Number Address and Postal Code Telephone Number (Work) Telephone Number (Home) Telephone Number (Mobile) “The system should also allow me to update the information regarding my stock items, for example: • Mark a tape as damaged. • Change a video from a ‘New Release’ to ‘Older Stock’. • Change the category it belongs to. “I have several working, but old machines lying around at my house, and they are already network-capable. I would like you to build some functionality where these machines can be linked to the system you are designing so that they can be used as ‘look-up’ machines. Basically, if a shop assistant is not available, but a customer knows the title of the movie they are looking for, they should be able to go to one of these terminals that I will set up throughout my shop, and enter or select the movie name, and perhaps what they are looking for (video/dvd/game etc). If my shop carries the chosen item, then the system should give them enough information (shelf number/category etc.) to be able to locate the item in the shop. It should also show if an item is unavailable, and when it is due back. If they select an invalid item, they should be informed of this. “The above program should run independently of the main system, and should not access the database directly. The video store will have employees, customers, stock and suppliers. Employees, customers and suppliers related to the video store can be created, deleted or updated. Creating / updating / deleting a customer profile (video store) will be very similar to that of creating / updating / deleting a customer’s account in the banking industry. The stock status also needs to be up to date (available, rented, late or damaged). An ATM will be inside the video store. The ATM is available to both the public and the employees. The ATM can be used for: Bank account balance inquiry, money withdrawal, funds transfer and transaction history (last 5 transactions with dates, time, type of transaction and outcome). The ATM should also cancel a transaction request and swallow a debit card when the user has entered a wrong pin number three times in succession. The ATM can only be used by clients who have existing bank accounts and existing (valid) debit cards. Make provision for situations such as expired debit cards, frozen accounts, insufficient funds, daily withdrawal limit exceeded, etc. The video store works on a cash-only-basis. Customers can withdraw money at the ATM if they don't have cash on them. The ATM is also available to public who only wants to use the ATM (without having to do business with the video store). Payment for stock rented: A Point Of Sale screen (electronic cash register screen) needs to be displayed. The product and the quantity thereof needs to be entered. You can make use of drop boxes if you want to. The system will calculate the total amount due (and the due date back for the products). Enter the cash amount offered by the customer. Calculate the change amount. Update the video store transaction register. Stock returned: Update the electronic system. Make provision for the condition in which the stock items were returned (in a working state or damaged, on time or late - individually). Capture a history record of products rented. Know the value of the stock outside the store. Capture a history record of products currently late. Capture a history record of products damaged. Capture a history record of products currently in store. Calculate the value of stock in-store. Capture a history record of each registered client's rental record. Capture a history record of a client's ATM transactions.

This project aims to predict the stock market trend for the next day based on the sentiment classification on the daily news or the analysis on the historical time series data.

AI股票分析系统 - 六维真强势选股策略

Daily Stock Price Movement Prediction based on Off-market Twitter Data on Daily Basis (Tweepy, Snscrape, NLP, Vader Sentiment Analysis, ML models / Top Tech Companies)

daily_stock_analysis的AstrBot适配器

Your personal AI stock analyst for A-shares. Daily automated analysis delivered to your inbox. Free & open source.

AI-powered stock analysis system with React Web UI Gemini/DeepSeek multi-model, technical indicators, sentiment analysis, backtesting, multi-channel notifications (WeChat/Feishu/Telegram/Email)

working on daily stock analysis local web-app

This project focuses on the analysis and the modelisation of the financial time series of the CAC40 returns stock price using python environment. Our analysis is realized in three main parts. We start the first part by a preliminary analysis of the daily closing stock prices and returns of CAC40. The stationarity of the return series is also investigated. The second part intends to fit an appropriate ARMA-GARCH model to the log-returns stock prices of the CAC40 and the last part focuses on using fitted model to predict future returns and prices of the CAC40 stock.

A limitation of the factor regression available on portfoliovisualizer.com is that it does not take FX into account. To address this, I have developed a python module that considers the CAD:USD data when performing a regression analysis on securities listed on the Toronto Stock Exchange (TSX). For Canadian Equities listed on the TSX run CDN_listed_CDN_Equity.py. For US Equities listed on the TSX run CDN_listed_US_Equity.py. US equities are analyzed using the Fama-French 5 factor model using the daily data. Canadian equities are analyzed using AQR data for MKT-RF, SMB, HML(FF), QMJ, and UMD (FF data not available for Canada). For comparative purposes, the file US_listed_US_Equity replicates the results from portfoliovisualizer.com for US listed US Equities analyzed using the FF 5-factor model with daily data. X, Custom_start_date, and Custom_end_date can be modified as required by the user. If the user does not wish to enter a custom start or end date, a value of zero will use the longest dataset possible. Prior to running the scripts, the following lines of code must be executed if their respective packages have yet to be installed: pip install pandas pip install numpy pip install DateTime pip install statsmodels pip install urllib3 pip install zipfile37 pip install investpy pip install yfinance Prior to running the CDN_listed_CDN_Equity.py script for the first time, run importAQR_QMJ.py to download the AQR dataset onto the local hard drive. Once the dataset is downloaded, the importAQR_QMJ.py script is not required to be executed unless updated data is required.

Time Series analysis is being widely used in the fields of corporate sectors, medical sciences, weather forecasting and stock prices to predict future values based on previously observed values. In this research, Time Series data of COVID-19 (SARS-CoV-2) obtained from a dataset obtained from worldometers has been to predict the prognosis of the virus in the forthcoming days. The dataset contains summed up values of the daily new cases, recovered cases and deaths from 187 countries right from the day from which the first case was reported. After exploring and splitting the data into train and test sets to ensure the fidelity of the model, a Machine Learning model called Prophet which was introduced by Facebook has been used to train and test on the observed data. Finally, it has been used to draw probabilistic insights for the future on the new cases, recovered cases and new deaths for the next month.

The aim of this project is to forecast the next day's returns of a tunisian company using daily stock data from Tunisia Stock Exchange market . At the beginning, we performed ordinary tasks such as preprocessing and wrangling where we found these two major points: 1-we can create two new attributes capable of reducing the dimensionality of market data. 2-the data is a time series indexed by the dates of each trading operation, to eliminate the time dependency, we have introduced a new variable which is the 'current profit' which is shifted by a period of the next day return . 3- thanks to the calculation of the kurtosis and skewness coefficients, we found that we do not need to make distribution transformations. Then , we did a dimensionality reduction thanks to the PCA method , which forms the cornerstone of this project . This technique needs to determine the value of its hyperparameter which is the number of principal components that will allow the explanation of the maximum variance of all the variables. To do this, we have recourse to the analysis by factor and precisely the eigenvalues criterion . This criterion allows each time the code is run to determine the optimal number of factors (those with eigenvalues ​​>1) and finally we arrived at a number equal to 6 factors and which explain 95.5% of the variance. Finally, we predicted the value of 'next day return' thanks to a linear regression model, it is true that it is quite basic but the goal was to master the technique of PCA and FA. we can improve the result in future projects by applying, for example, another model such as XGBoost .

AI股票

Exploratory Data Analysis and Visualization of Amazon (AMZN) stock prices (2025 data). Trend analysis, daily returns, volatility, and financial insights using Python and Matplotlib/Seaborn.

A rudimentary trading bot that accesses data from the AlphaVantage API, saves pandas dataframes to JSON format, and simulates daily stock analysis by performing iterative calculations on the resulting data structures. Two strategies are used: Intraday and Buy and Hold.

Explore Twitter's stock performance with insights into daily price changes, trading volumes, and average trends. Empower your investment decisions with comprehensive historical data analysis.

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