Stock Market Price Prediction and Data Analysis -- 3

** DETAILS UPDATES FOR THIS REPOST ** Using historical data of stock symbols (called from now SS), try to predict the next day Max/Min value and peak times of any SS Software will be multi-users (5) and a "assistant" user, only allowed to enter manually her forecast. Software will be PC and each user will have an iOS APP with only a Dashboard with information related to his own portfolio (list of his SS of interest). iOS APP must connect to PC to display the information in the dashboard. The ONLY thing the user will do is create and update (archived & add SS) his portfolio. EVERYTHING else have to be done automatically Each user will have its own portfolio (with 50 SS aprox). Should record, PER DAY, what was the predicted Max/Min/peak info per SS, and, after the market closes, what was the actual Max/Min/low peaks/high peaks for each SS. Using data science, AI or any other method, you have to come with your own and more accurate forecast for the next day for each SS in the portfolios. The method is up to you, I will be focus only in accuracy. Software needs to register PER SS: - Openning value - Minimum Value - Maximum Value - Closing value - Low Peak time(s) - High Peak time(s) - The graph And from there, calculate the flotation band which is the difference between the Max/Min. (Picture [login to view URL]). In this case, the flotation band was $0.45. And register time of peeks (Low/High) within the top and bottom 15% of the flotation band. (Customizable per SS) (Picture [login to view URL]). 15% of $0.45 = $0.0675. Anytime the value goes inside the top and bottom 15% (customizable for each SS) it’s a peek. Like in this graph (Picture [login to view URL]), there can be multiple peeks a day. You have to register the times at which the peeks occurred. Every time the value of any SS enter in the top and bottom peek zone, a push notification have to show in the iPhone screen advising what SS is in a peek zone, and an audible alarm will sound EVEN if the iPhone is in vibrate mode. A first those will be the source of forecasting: - Your forecast - [login to view URL] - [login to view URL] - My assistant, entered manually This is the way we’re doing it now MANUALLY: My assistant send me every day the daily graph of each SS I’m investing on/or reviewing. ([login to view URL]). This is the forecast of one of the sources for next day. (Picture [login to view URL]). They give up to 14 days of forecast, but the closer the date the more accurate. One of the other source is this. (Picture [login to view URL]). They provide up to 30 days of forecast. Same thing, the closer the more accurate. The market closes at 6:00 PM CST, so the forecast have to be provided right after the market closes. I'm consulting 2 forecast sources from the internet, [login to view URL] & 30 rates.com. I have to check those forecasts within the last 15 minutes of the market day. (Right before 6:00 PM CST). Software should be able to “grab” next day Max/Min prediction data from websites right before the market closes. Each SS may have different closing time. I need, on daily basis, the daily graph of previous day and the forecasts, and be able to “Slide” the graphs to see the behavior of previous days as shown in Video.mp4. This was "the day before" graph (RED rectangle) and "today’s" forecast (Info at the top of picture) (Picture [login to view URL] & Picture [login to view URL]) Once the new day stars all sources erases "today’s" forecast. That’s why it’s I need to annotate the forecast before the end of the “market day”. Please anticipate what range of accuracy you'll be able to provide. Before doing all the work, and without knowing what formulas, algorithms, tools, etc. you will use to provide forecast, a 15 days test period will be needed to measure accuracy. As there are multiple ways to forecast, software will need to accept 3-5 more sources of forecast and analyze what source is more accurate for each SS and take in account which one to use for each SS. The source for each SS may be dynamic and change with the days