 So still, we started with this tool, that's working more or less okay, we're now turning it to a Flask Implication and let's see how that goes, do we have so far, is this, we're still getting an error, this couple of shits, let's see which one is which, I think this is starting fresh, I couldn't solve the error that we are getting, that's actually a literature review on the topic of ECG misdiagnosis, get to that in a bit, let's actually start, now a chat, just pop this in, because before we started with the code, then gave the bot the error message, maybe if we do that way around, give the error message first to review your code, that you are sending in the nintage or string, as the status code, a check with status variable coming from, must be coming from the, it's actually commented out, don't get anything, see if it can solve this error, so it's suggesting just to return 200, obviously wait a sec, and status 200 to that in here, that's called, it's not the solution to review code, setting an integer to ration flow, ECG data, generate ECG data, turn data points in ECG, these two are of a wrong type, quickly check, quickly check the original code, so this is where we, that Flask application used to work fine before the ECG plot, right, because it was actually generating an image, so we changed that, still generating image, still returning an image, it's just something else, but it's still an image, it's html, check all the returns from now on, right, it's returning a JSON file, it's turning the image into JSON, which is weird, it's returning the process data, but this is JavaScript, not even entirely sure which line is the problem with, so I give it the error, I give it another error, maybe now I can give it the Python code, let's see what it says, it's revised part of the code, but it's not addressing the actual problem, oops, control shift C, it talks to ensuring there's not untouched passing a NumPy array from the private code that doesn't seem to be a direct indication that NumPy array is being set, concrete steps for the relevant section is JSON file to list for debugging, add prints then to print the type of data, sure we're already doing this, okay let's do it again, and response, type response, sure that the status code is an integer and not being somewhere replaced or influenced by a NumPy array, let's run this again, control shift C is, I don't really see it, and using the print stem and flask application to print it out, it's typically up here in the terminal, console the flask, and if you edit the following code you should see the printed output in the terminal where your flask up is running, you should start your flask up using, okay, so is it in this response or not, we're in the terminal, it's going to trace back, you provide again the error because when they're trying to set the status code of the response, but it appears there's no direct reference to this, the flask application code provided earlier, the log you provided, powerful, so just adding the print statement for the bug inputs, but the error log provider does not contain that printout, it would be in the standard output, not in the error log, who would need to look there to find what standard output, it's the standard output, that's the console, it should be over here somewhere, okay I'm really confused, right before every return, is there another return, is this what returning 500 is, regardless of what I do, eventually this things is some sort of silly mistake that I have made, I can't see it at the moment, it's dead, I should solve this error, it should be something really simple, it's still heating, this is the code, it might be a confusion with the root and how flask is handling the response, the error originates from attempting to make Numpy array into HTTP status code, which is not appropriate, status code should be an integer error occurring in the generate ECG data when the post request is made to this root, it's directly calling the generate ECG file which is returning a tuple containing data and a Numpy array flask is attempting to convert this into a response and failing because it doesn't know how to convert a Numpy array into a HTTP response solution, point CCG, you'd fix the response, construct this G, specifically you should not return a Numpy array directly, you can convert it to at least as you did in the other root and return it as part of JSON response below is the revised part of your code, okay so we have generate ECG data, duration is an integer, heart rate is an integer that makes sense, now response we have data points since the entire points in ECG, that point spend point, I assume that instead of this we do response data, yes we have ECG loops, ECG to list, turn integers for response that 200 reservation Numpy array is converted to at least before being returned to part of JSON response, I'm sure that the Numpy arrays are converted to native Python types like list that can be easily so does this mean that I do not need to do to list conversion elsewhere, I'm doing it like too many times already so this ECG is already converted just the print that's commented out was surprisingly that worked in the first rule of engineering if it works and don't break it, okay so we are progress, okay SGPT4 only took half an hour to solve this problem and it did great, now we can, but good thing about this, ah so yeah because they added the vision, you can upload images there, what you can do, we need to always fix quite a bit of quite a lot of things, I take, well actually I take that because I needed to fix the scaling for this thing on the page, yeah just copy pasting into the chat and we'll just send it so hopefully it can fix some things for us, describing it correctly, the image correctly, I don't know if it's using the previous context to do it, but yes the user interface generating similar to the ECG based on blah blah blah yeah that looks correct, he has used it for educational purposes because actually turn this later into HTML, use it as a description on the page, okay nothing wrong with the image I hope it actually picks on the fact that we have multiple labels that are the same RQ, RTP, TQ, yeah so there should not be any repeats in there, yes peak legend repetition, I don't remember giving it the JavaScript that might need the whole code consistent units, don't know about anything being wrong with units, but if you want to fix it please do I would definitely like to fix the legend, that's kind of important, very important visualization scale, yeah that's kind of important as well, I mean that's no that's the actual chart scale, uh responsive design, yes scales were well on various devices, we do want this to scale currently I can zoom in and out, but ideally when you reload the page just scales, color choices and we have a color palette for the project, probably didn't know but we do probably we can pop it up on the side, make it available for you to play with the true failure of the array in one and one element is ambiguous, what it's a really odd era, it's duration works no duration doesn't work and it doesn't work, so it just so that works, there's some noise in it which is good, some sort of heart rate number, it is too large, the error actually not quite relevant but yeah we have to limit error margin to ratio, okay duration does work, this needs to update as well, that's what's called a control shift C for what's the name generic span, it's called a span, there's another span still getting errors, something that stayed there from before, okay where is that and then info, okay let's close it for a sec, so we had those prompts, this error went away, requirements, minimal signal duration, okay there's no connection, so we closed the application, let's do those one by one, extend legend first, can you just do it or you might need more of the code and we have that repeated legend thing, chart is a generalized solution why, we're not using mudplotlib, now it doesn't have the code, actually let's start the literature review, can close everything else, new charge, gpt4, let's start index html, obvious what it is, reference, we have that line to generate a code, this is for reference, not generate any code, so it will need html, also need the json, a gel script, again with the same line, this one delete all the troubleshooting, also format document, so why it's adding two spaces, but okay, I assume it knows what it's doing, I'm pretty sure it wasn't doing this before, but and this is again, reference only to not generate any code, initialplot, posted, webpages, fidget.generator, key elements, yes, plotling, graphic, jQuery, custom CSS, next step, styling, gel script, server side logic, testing, optimization, responsiveness, yeah, we do want to do all these things, gel script, server vision, clear instruction, yes, well because you made it, so obviously it will be clear and well structured for you, dynamic creation of traces, picks nice time, what makes the code optimal, whatever, at the end of the instance, potential optimization, consider optimization, like catching the Ajax response or adding loading speeder, yep, we can maybe look at it later, enhance error handling, to have error logging, improvement logging, validation, right, this is actually, we can actually limit the input, instead of doing validation, it's running at the moment, no, let's run it quickly, there's a few things, scale, we'll come back to those in a bit, actually need that many methods, using flexbox, gel script, can we using, using flexbox, we want to generate the whole styles, CSS, actually can we also have a color, a color skip, color skip, do we have a color scheme, yes we do, we have a color palette, use the whole, generate the whole CSS, generate the whole CSS, right, it's using those color variables, in CSS you can have variables, we'll hopefully just use them throughout, we'll sort out, sort out, prongs in a bit, a copy, cool styles, right, whoa, this looks much better, doesn't it, the labels are accurate, except the first and the last one there, right, another thing is this, I'm actually getting quite, so this will be duration of 10 seconds, it's gonna be a minute break, we're also writing this blog on how digital filtering of ECG signals can cause misdiagnosis, using this plugin that actually searches Google Scholar, so it's actually giving you legit, a, articles that actually work, not like, bad or, a regular chgpt that makes, makes up, articles, and it gave us a summary, but yes, in the conclusion, this is important, that there is actually lack of explicit discussion on how this filtering technique could potentially lead to misdiagnosis, so I don't know, why no one is discussing it, maybe should show, you should potentially look for some clinical journals, and so clinical literature can spell or discussion on how ECG data processing and filtering potentially lead to misdiagnosis, let's see if it actually can do that or not, right, so it's using that Scholar, yeah, just let it work, let it do its job, in the meantime, right, so we did that, window is now scaling, scale the page, it's also like a general, what a great text editor, this one, sampling rate, let's check the sampling rate, sampling rate to unselect that, yes, sampling rate is selected, so that's okay, make sure the chat loads, it lives when loading page, let's double check that to control the file as well, let's work your key, the legend, legend is not pretty sure, it already did it, but let's do this again, doesn't repeat the labels, you should modify the JavaScript, trace has already been added, so in JavaScript, is it generating the whole, generating the whole JavaScript or just the changes I don't know, floating, could use, change those colors to a scheme as well, what is it, oh in the charts, might just remain what it is, edit peaks, so what's up with this, keep track of edit peaks, I get what it's trying to do, so once they point you, okay, it's quite different, I mean as soon as they're doing everything else correctly, I don't mind, doesn't look like this is a hundred lines of code, yeah, it's only 83, so what was removed, format document, it's still 110, what was removed from the document, try it out, can delete this one, make a copy, okay, so the thing is still working, get something, it's duration, don't earth, that's working okay, but it's surely of a stuff, wasn't clear, but okay, fix the legend, generate a whole JavaScript code with all required parts, fluent code that haven't changed, so I want to keep the original code, I don't know why you're changing it for me, the original code had 110 lines, so the legendation was fixed by adding an name attribute only to the first trace of each peak type, show legend, 40cg, small kit, you have one prevent when you're using the scroller, getting an error there, if it did anything, some additional papers that discuss the cg dial processing and filtering techniques, a signal to noise ratio and mean square error improving algorithm based on Newton filters measure, yeah this is not a clinical paper, small intelligence, same, what did I ask for, look for clinical issues for discussion on how e cg dial processing and filtering techniques could tension it to miss diagnosis, and did you find anything on this diagnosis, yes, not directly address the potential of this diagnosis, to know, that could be an interesting thing of itself, is that the engineering papers to know about miss diagnosis, I mean, yeah, we'll be talking about all sorts of problems, you can reduce accuracy for selecting informative components of the signal, the algorithms are shown to improve the quality of e cg signal filtering, limitation of adaptive based chip architecture, okay, yeah there's a lot of technical stuff I don't know why, do we have access to any cg dial papers to its thing, fix the legend, it's working all, yeah this yellow marker is not great, is it red, purple, what other colors do we have, and the signal is blue, how about black, I actually want this, red, how about one, black, I actually want red to be blue, I know it sounds like I'm just messing around, but there's a reason for it, because red would be essentially the beginning, because it's the QRSDP, so it should be, this should be in a different order, this should be a pqrstp, the order, so fixing the legend worked, the legend, order, pqrstp, should be a simple fix, we still want gpt to do this for us, because I don't want to be coding anything at all, I don't know, python or javascript, the order within javascript, close the updated javascript file ensuring that the legend order will be the same, so this generating the whole thing for me, is it, if it's writing this fast, I would not be able to integrate this fast, the problem is, here we have 109 lines, so in theory this change should result in the same number of lines or more, okay there is more, more is better than less, I mean, you know what I mean, pqrstp dimension ecg, the legend doesn't need ecg label, and again same thing, the other reason for not making any manual changes is that when I do ask it to generate the whole code, it will not have this bit, so it will, if I add it manually then we'll get the removed, is that if the bot doesn't know anything about it, the legend setting show legend, but it just remove the whole thing, yeah, so if I, yeah, that's kind of weird double clicky thing, if I do, yeah, if I do a single click, just removes the ecg, and I think that's what it's gonna do, which is not what I wanted, I move from the legend by saying show legend property of the ecg trace to force, it's now generating the whole, a whole lot, 116 pqrstp, let me just change the color, yeah, so that's what I was talking about, it will stuff things up, so we actually have to mention it at here, which is probably a good practice anyway, because we'll have a list of requirements, and it is kind of important, so we want mp in red, q, purple is okay, in black, the reason being is because it stands out already, ste, I'm surprised, not yet exceeding the 50 prompts per three hour limit, I used to hit that limit all the time, changing the color, attribute inside the marker, property which is big, and it's doing this all me, which is great, this is obviously, yeah, the JavaScript, that's generating the whole code again, and I would expect it to be the same length, so 116 lines of code, including spaces, including empty lines, roughly the same, okay, why is that orange came from, really, that's messing up quite a few things, and ecg trace in, what color was it, it's actually a different blue, isn't it, what's that orange coming from, right, actually the colors are correct now, ecg trace, set default, yeah, this man will leave it, and for now, there's other things, oh, what's, what, what's up, the color business, okay, we just need to fix it, ecg trace, dark blue, all the time, yeah, we'll do it one, one by one, quickly, no, it's something went wrong, something went wrong, that's generating a other thing, next thing, when we change the input parameters, well, first we need another input parameter, which is that 150, and what's called, sorry, yeah, the segment range, we should, we should be able to change it slightly, we need those, okay, we should see the, what are we called, spans, spans to display the actual value next to the input, like the display actual current, creating only input after input was selected, propitiated color, attribute dark blue, and this is the whole JavaScript code, so we have 115 lines, yep, see, can close this for now, dark blue is not pretty at all, the chart is not properly scaling, it's not, wait, no, it is scaling, no, it's okay, because it will tell me to, yeah, if you want to scale when window resizing, it then will tell me to change the JavaScript, that's okay, just have to hit refresh, otherwise it becomes too complicated, now I need a number input, which is that segment range, yeah, sampling rate just remains fixed, so this is actually not segment range, this is a bad description for it, segment range, I don't know why it's all capital letters, but segment range variable in the Python code snippet, it's variable used to determine the range of ECG signal segment that will display around each RPIC, defines how many dark points before and after the RPIC will be included in this segment, you can change the value of the Python code if it's not clear enough, blah, blah, blah, okay, so we did all that, let's look off first, a segment range as we like the after values selected, let's try all of them, no wait, no we can, let's do one of that, so then another input, keep using front page because I used to live view, let's not live view is that HTML update, JavaScript update, looks legit, let's do this as well, chat updating only after inputs, and it's a lick that if you want to update the ECG chat only after the blah blah, that is clicked on the generate button, instead of debating the chat in real time as the slider move, you can simply remove or comment down the event listener, the event listener that previously attached to the input called plot ECG military upon the change you comment out, the plot will now only update when the form is submitted, no, no, no, no, that's not what I meant, chat updating only after it's mouse release, can update the chat instead of input, okay, yeah that's right, and that should be correct, and another change is fans next to each input sign display current value, currently select, let's see what it does, should make sense, next to each sign blah blah, okay, it seems to be doing that, okay, it's generating incomplete code, okay, let's generate, most of the change was to JavaScript, let's generate the whole JavaScript, making sure there are no missing bits, we can probably try, update the HTML, let's update HTML, let's pop it in here, write segment range at 50, we have two functions, generate ECG data to ration 100 segment range, getting this from a form, JavaScript, JavaScript, this should be the whole JavaScript, making sure there are no placeholders, it should be the same length, it shouldn't be shorter than 116 lines, right, it's like 133, probably means, okay, so duration works, it's a minimum at four seconds, maximum 20 seconds, default is 10, probably five will be better, but doesn't matter, now heart rate from 50 all the way to 100 is why, 100 seem to be too much, why, this makes sense, now, okay, this just makes it all five miles, and what is this error even means, why, so they have more than one element, the error code, because they're trying to evaluate truthfulness of number array directly, instead of which is ambiguous, Python code, this only has a minimum, a minimum value of zero, which makes sense, the main question is I have to get rid of it, because essentially it works with 150, just hitting a five to refresh the page, this will generate some variability, it's just, it's just off, it's actually was nice when we had the ECG signal, because you could click on it and it will just show you the, just the labels only, yeah, this is pretty good, I think it's pretty useful, let's show about the error, I know the array is not empty, why would it be empty, ECG, that way to say, that points to some sort of edge problem as well, in the sense that it would not mess up the last, the last one, yeah, this pattern essentially does the same thing as hitting a five, well, not really, because, no, sorry, it's not, because it will take the input parameters, that five will come back to default values, so the point is that duration, each other being only of the spare, based on the blue, we have done all those, now there's a problem, so duration input works, heart rate, heart rate, T3B result in this weird error, yeah, let's just clear this, regenerate this whole lot, I don't know what's up, see if it can solve it, I think this is, do I even have e-candidates, yes, doesn't mean they're like two index marks, here's the correct, make sure you're checking the size, as shown in the earlier provided code, if you've already done this, here still presents, you might need to tell, is the correct part of your code, do I need to do it everywhere, right, this 75, 26, 27, 29, 7, really bizarre, clear, oops, now it's doing the same, but above 82, right, input above of 82, right, it's doing the same for t-candidates, don't really get it, it can make sense, because it's, e-candidates is a clear, okay, so heart rate goes all the way to, sorry, shouldn't laugh, 100, if 50 is minimum, 70 is default, and segment time just stuffs up the e-calculation, that's pretty good, pretty good, pretty impressed, do we need to check so any candidates, if candidates, silly question, all, if the whole e-candidates should be candidate size above zero, if q-candidates, if s-candidates, if p-candidates already did that, s in n positive peaks, sizes above zero, if t-candidates, so all of candidates still check, okay, we can integrate, we can remove those, the error should go away, a python script, and okay, that looks too short, we have 106 lines of code, oh, that makes sense, I don't have the print statements anymore, then give it a shot, just make a copy of it, just in case, it's suspiciously shorter, a q-candidates doesn't have an object size, why does? a q-candidates doesn't have size, wait, 69, should have been clear, this thing should be doing number array, and the regular python list should use a length, a function, just one sec, let's give it a whole error, see if it says the same, then let's do this all the way to s, q, is there a mistake there, right, it's missing, okay, I get it, right, this one just stuffing up the measurement, so we did all that, spans are updating fine, a chat updating only after inputs were selected, someone must release, yes, it's working fine, yeah, we need some description, describe each, we want one or two sentences instead of dot points, and that's pretty good, are we using pandas? I don't think we are using pandas, and this should actually be called prompts, let's rename this into prompt, yeah, because that's the original description that we had, that for a sec, can you provide a general description for the whole application, so we will have it at the bottom of the page, can we rewrite this in a less sensational language, we need to be able to add noise to it, or should we just leave it in case somebody asks for it, repeat with, yeah, I can use keyboard, keyboard left and right to change the parameters as well, that's changing BPM duration, anyhow, it could be nice, first probably one of them larger, a little show legend, mark a color, we'll have the info here, I hit generate, if I forget to turn the microphone off, keeps transcribing everything I say, can you add the marker size as variable, so I can use it everywhere else, as to do the labels, a peak labels, a launcher, wasn't the text size, just manually change that, oops, should have been inside, why do I manually, why am I manually changing this, instead of automating this, I don't know, is this better, yes a bit better, we'll get it sometime, do a stuff up like that, but it's okay, it just shows how it's more realistic, ahead the description, can you turn this into html text and pop it at the bottom of the tool, I guess it's not absolutely clear that the algorithm is actually labeling, the ECG, that's not somehow labeled to begin with, I mean the good way to show that it's actually labeling will be adding noise onto that, and then you would see that labels will get, will be wrong all of a sudden, as you increase the noise, so this would actually be a much better tool, so it will be something similar to this, when we actually can change the noise level, and when you do the labels will get all messed up, so it would not be able to label anymore, once the noise is too large, so it's the general idea, we currently don't have a noise option, but we can add it, this will go into our html, no, not like that, add the class constlection to the bottom of html, because we didn't do it properly, send it up on the right, we have the header, class container, the class container, this is what I did, selection, this is the end of container, and that's the start of content selection, we want to start calling in CSS, ends up on the right, we want it at the bottom, we need to change the CSS, no, a flexbox here of course, okay, we'll style it later, and release it, hopefully sometime this week, I'll see you later, bye.