title
Python Automation with ChatGPT

description
Python Automation with ChatGPT | Write Python code to connect to OpenAI API and generate automation scripts in seconds! #python #chatgpt #techworldwithnana ▬▬▬▬▬▬ PRE-REQUISITES ⏰ ▬▬▬▬▬▬ ► Python Programming Tutorial: https://youtu.be/t8pPdKYpowI ► ChatGPT Tutorial: https://youtu.be/l-kE11fhfaQ In this video we are going to learn how to use Python to automate things for us so we don't have to do them manually. We're going to automate 2 use cases: First we will write a Python program that takes any blog article or any web page and it extracts all the headers from that page or article and then it translates all those headers to Spanish and saves it into its own HTML file so you can open it in the browser and basically see all the headers of that specific blog article translated in Spanish. In the second use will be that we're going to write a Python program that goes through all the files in our downloads folder it then checks if we have any files that are older than 30 days or were last used more than 30 days ago and it takes all these files and puts that into a new folder called "to_delete" which we can then review and basically delete if needed. So basically it helps us clean up our messy downloads folder with a bunch of old downloaded files in there. But here's even more interesting thing we will do we will use an artificial intelligence tool that you probably have already heard of a million times called ChatGPT and we will tell Python to use ChatGPT's API or the underlying API that ChatGPT is also using to generate the Python scripts for those two use cases that I mentioned. ▬▬▬▬▬▬ L I N K S 🔗 ▬▬▬▬▬▬ ► Git Repo for this tutorial: https://gitlab.com/nanuchi/python-automation-chatgpt ► OpenAI API: https://platform.openai.com/docs/introduction/overview ► Requests Python library: https://requests.readthedocs.io/en/latest/api/ ► BeautifulSoup library: https://www.crummy.com/software/BeautifulSoup/bs4/doc/ ▬▬▬▬▬▬ T I M E S T A M P S ⏰ ▬▬▬▬▬▬ 0:00 - Intro - What we are automating? 02:37 - Why Python for Automation? 04:39 - Connect to OpenAI API 06:45 - Create account and API key 08:07 - Pre-Requisites for demo 09:15 - Write Python script to connect to OpenAI 33:29 - Install Library 35:17 - Execute Python Script 40:15 - Accept Prompt Input to send to OpenAI 53:11 - UC 1: Python Automation Script for Blog Post Translation 1:08:01 - UC 2: Python Automation Script for Cleaning Downloads Folder ▬▬▬▬▬▬ Want to learn more? 🚀 ▬▬▬▬▬▬ Full Python course ► https://youtu.be/t8pPdKYpowI Full Docker course ► https://youtu.be/3c-iBn73dDE Full K8s course ► https://youtu.be/X48VuDVv0do DevOps Tools explained ► https://bit.ly/2W9UEq6 ▬▬▬▬▬▬ Connect with me 👋 ▬▬▬▬▬▬ Join private FB group ► https://bit.ly/32UVSZP INSTAGRAM ► https://bit.ly/2F3LXYJ TWITTER ► https://bit.ly/3i54PUB LINKEDIN ► https://bit.ly/3hWOLVT ▬▬▬▬▬▬ Courses & Ebooks & Bootcamp 🚀 ▬▬▬▬▬▬ ► Become a DevOps Engineer - full educational program 👉🏼 https://bit.ly/45mXaer ► High-Quality and Hands-On Courses 👉🏼 https://bit.ly/3BNS8Kv ► Kubernetes 101 - compact and easy-to-read ebook bundle 👉🏼 https://bit.ly/3Ozl28x

detail
{'title': 'Python Automation with ChatGPT', 'heatmap': [{'end': 490.583, 'start': 399.517, 'weight': 0.715}, {'end': 623.317, 'start': 531.199, 'weight': 0.824}, {'end': 939.226, 'start': 843.754, 'weight': 0.758}, {'end': 2051.585, 'start': 1944.535, 'weight': 0.709}, {'end': 2178.572, 'start': 2088.226, 'weight': 0.875}, {'end': 3111.571, 'start': 3067.581, 'weight': 0.763}, {'end': 3206.444, 'start': 3154.554, 'weight': 0.798}], 'summary': 'Tutorial series on python automation with chatgpt covers examples of web page header extraction, file organization, python script generation, api key management, ai api usage, library installation, web scraping, and downloads folder cleanup.', 'chapters': [{'end': 73.011, 'segs': [{'end': 73.011, 'src': 'embed', 'start': 0.229, 'weight': 0, 'content': [{'end': 6.914, 'text': "In this video, we're going to learn how to use Python to automate things for us so we don't have to do them manually.", 'start': 0.229, 'duration': 6.685}, {'end': 10.056, 'text': "We're going to do something super cool and interesting.", 'start': 7.094, 'duration': 2.962}, {'end': 12.658, 'text': "We're going to automate two use cases.", 'start': 10.276, 'duration': 2.382}, {'end': 23.525, 'text': "First, we'll write a Python program that takes any blog article or a web page and it extracts all the headers from that page or article.", 'start': 13.178, 'duration': 10.347}, {'end': 26.748, 'text': 'And then it translates all those headers to Spanish.', 'start': 23.806, 'duration': 2.942}, {'end': 31.57, 'text': 'and saves it into its own html file,', 'start': 27.288, 'duration': 4.282}, {'end': 39.234, 'text': 'so you can open it in the browser and basically see all the headers of that specific blog article translated in spanish.', 'start': 31.57, 'duration': 7.664}, {'end': 46.398, 'text': "and the second use case will be that we're going to write a python program that goes through all the files in our downloads folder.", 'start': 39.234, 'duration': 7.164}, {'end': 54.021, 'text': 'It then checks if we have any files that are older than 30 days or were last used more than 30 days ago.', 'start': 46.778, 'duration': 7.243}, {'end': 65.006, 'text': 'And it takes all these files and puts that into a new folder called to delete, which we can then review and basically delete if needed.', 'start': 54.041, 'duration': 10.965}, {'end': 73.011, 'text': 'so basically it helps us clean up our messy downloads folder with a bunch of old downloaded files in there.', 'start': 65.006, 'duration': 8.005}], 'summary': 'Learn python to automate tasks: translate headers to spanish, clean up old files.', 'duration': 72.782, 'max_score': 0.229, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/w-X_EQ2Xva4/pics/w-X_EQ2Xva4229.jpg'}], 'start': 0.229, 'title': 'Python automation tutorial', 'summary': "Introduces python automation through examples of extracting and translating web page headers, and organizing old files in the downloads folder, with one program translating headers to spanish and the other organizing files into a 'to delete' folder.", 'chapters': [{'end': 73.011, 'start': 0.229, 'title': 'Python automation tutorial', 'summary': "Introduces python automation by showcasing how to extract and translate headers from web pages and clean up old files in the downloads folder, with one program translating headers to spanish and the other organizing old files into a 'to delete' folder.", 'duration': 72.782, 'highlights': ['The chapter covers how to automate two use cases using Python: extracting and translating headers from web pages and organizing old files in the downloads folder.', 'The Python program translates all headers from a web page or article into Spanish and saves them into a separate html file for easy browsing, aiding in understanding content in a different language.', "Another use case involves a Python program that identifies and moves files in the downloads folder that are older than 30 days or haven't been used in 30 days to a 'to delete' folder, facilitating the cleanup of the downloads folder."]}], 'duration': 72.782, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/w-X_EQ2Xva4/pics/w-X_EQ2Xva4229.jpg', 'highlights': ['The chapter covers how to automate two use cases using Python: extracting and translating headers from web pages and organizing old files in the downloads folder.', 'The Python program translates all headers from a web page or article into Spanish and saves them into a separate html file for easy browsing, aiding in understanding content in a different language.', "Another use case involves a Python program that identifies and moves files in the downloads folder that are older than 30 days or haven't been used in 30 days to a 'to delete' folder, facilitating the cleanup of the downloads folder."]}, {'end': 891.693, 'segs': [{'end': 105.985, 'src': 'embed', 'start': 73.011, 'weight': 0, 'content': [{'end': 75.492, 'text': "but here's even more interesting thing we will do.", 'start': 73.011, 'duration': 2.481}, {'end': 84.177, 'text': 'we will use an artificial intelligence tool that you probably have already heard of a million times, called chatgpt,', 'start': 75.492, 'duration': 8.685}, {'end': 93.161, 'text': "and we will tell python to use chatgpt's api, or the underlying api that chatgpt is also using,", 'start': 84.177, 'duration': 8.984}, {'end': 98.563, 'text': 'to generate the python scripts for those two use cases that i mentioned.', 'start': 93.161, 'duration': 5.402}, {'end': 105.985, 'text': "now, if you haven't heard about chatgpt by now, also not a problem, because i have a full video on that which i made recently,", 'start': 98.563, 'duration': 7.422}], 'summary': "Using chatgpt's api to generate python scripts for two use cases.", 'duration': 32.974, 'max_score': 73.011, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/w-X_EQ2Xva4/pics/w-X_EQ2Xva473011.jpg'}, {'end': 194.886, 'src': 'embed', 'start': 164.051, 'weight': 1, 'content': [{'end': 169.136, 'text': 'There are so many other programming languages out there, and they all seem to be doing pretty much the same thing.', 'start': 164.051, 'duration': 5.085}, {'end': 179.429, 'text': 'So what is it with Python that gives it a monopoly on automation? Well, the magic is in the ecosystem of Python libraries for automation.', 'start': 169.257, 'duration': 10.172}, {'end': 181.552, 'text': 'So Python is a very simple language.', 'start': 179.589, 'duration': 1.963}, {'end': 187.519, 'text': 'And it just happened that most low-level automation tools were written in Python.', 'start': 181.972, 'duration': 5.547}, {'end': 194.886, 'text': 'So now you have this huge ecosystem of Python libraries that can talk to the server operating system,', 'start': 187.92, 'duration': 6.966}], 'summary': "Python's ecosystem of libraries gives it a monopoly on automation due to its simplicity and wide adoption in low-level automation tools.", 'duration': 30.835, 'max_score': 164.051, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/w-X_EQ2Xva4/pics/w-X_EQ2Xva4164051.jpg'}, {'end': 319.044, 'src': 'embed', 'start': 294.748, 'weight': 2, 'content': [{'end': 305.194, 'text': "So OpenAI's API is the application interface that lets us connect to it and interact with the artificial intelligence that drives and powers ChatGPT,", 'start': 294.748, 'duration': 10.446}, {'end': 305.694, 'text': 'for example.', 'start': 305.194, 'duration': 0.5}, {'end': 311.738, 'text': 'and many startups and developers actually use this API to build some cool new tools.', 'start': 305.894, 'duration': 5.844}, {'end': 319.044, 'text': "So how do we connect to the OpenAI's API in general, regardless of what programming language we're using?", 'start': 312.159, 'duration': 6.885}], 'summary': "Openai's api connects to ai for chatgpt, used by startups and developers.", 'duration': 24.296, 'max_score': 294.748, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/w-X_EQ2Xva4/pics/w-X_EQ2Xva4294748.jpg'}, {'end': 490.583, 'src': 'heatmap', 'start': 399.517, 'weight': 0.715, 'content': [{'end': 404.981, 'text': 'So we need those two simple steps to prepare everything and get started using this API.', 'start': 399.517, 'duration': 5.464}, {'end': 408.413, 'text': "So let's go ahead and do that.", 'start': 407.133, 'duration': 1.28}, {'end': 417.215, 'text': 'Either open this link directly or you can even Google OpenAI API, and it shows you exactly the same page, right?', 'start': 408.893, 'duration': 8.322}, {'end': 426.737, 'text': "So right here, on the OpenAI's page, you basically do sign up, create your account, just providing your email address and some information.", 'start': 417.675, 'duration': 9.062}, {'end': 432.078, 'text': 'I actually already created one, and just log into your account.', 'start': 426.757, 'duration': 5.321}, {'end': 435.964, 'text': 'And that is your personal space.', 'start': 434.423, 'duration': 1.541}, {'end': 442.166, 'text': "And now let's create the API key, which we will use in our Python program to connect to the API.", 'start': 436.404, 'duration': 5.762}, {'end': 447.228, 'text': 'So clicking on your user account icon here, view API keys.', 'start': 442.466, 'duration': 4.762}, {'end': 449.269, 'text': "So it's pretty simple, actually.", 'start': 448.009, 'duration': 1.26}, {'end': 454.071, 'text': 'And you will probably have zero keys at the beginning for a fresh new account.', 'start': 449.869, 'duration': 4.202}, {'end': 457.352, 'text': 'So go ahead and create a new secret key.', 'start': 454.391, 'duration': 2.961}, {'end': 458.353, 'text': 'Click on it.', 'start': 457.913, 'duration': 0.44}, {'end': 468.335, 'text': "obviously i'm going to remove this later, but before you click ok, make sure to copy this secret key somewhere safe and accessible,", 'start': 459.073, 'duration': 9.262}, {'end': 471.895, 'text': "because we're going to need that in our python program.", 'start': 468.335, 'duration': 3.56}, {'end': 472.736, 'text': "so i'm going to copy that.", 'start': 471.895, 'duration': 0.841}, {'end': 477.516, 'text': "okay, and after that you won't be actually able to see that or access it.", 'start': 472.736, 'duration': 4.78}, {'end': 482.097, 'text': "so make sure to paste it somewhere, and that's how easy it is.", 'start': 477.516, 'duration': 4.581}, {'end': 485.758, 'text': 'so we have the account and we have the api key to connect to the api.', 'start': 482.097, 'duration': 3.661}, {'end': 490.583, 'text': 'two things i want to mention.', 'start': 489.443, 'duration': 1.14}], 'summary': 'To use the openai api, sign up, create an account, and obtain the api key to connect to the api in python.', 'duration': 91.066, 'max_score': 399.517, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/w-X_EQ2Xva4/pics/w-X_EQ2Xva4399517.jpg'}, {'end': 623.317, 'src': 'heatmap', 'start': 531.199, 'weight': 0.824, 'content': [{'end': 538.966, 'text': "so that's the new version of python and you execute that with python 3 command, actually like this,", 'start': 531.199, 'duration': 7.767}, {'end': 545.449, 'text': 'and you also need to have python package manager installed, which is called peep, also with three.', 'start': 538.966, 'duration': 6.483}, {'end': 552.432, 'text': 'so if you go through my python course, you will have all these tools installed and you will know basics of python syntax.', 'start': 545.449, 'duration': 6.983}, {'end': 556.153, 'text': 'so you should be able to easily follow this specific demo.', 'start': 552.432, 'duration': 3.721}, {'end': 563.717, 'text': "so let's start writing this python script and we will see what we need and how to put together this code step by step.", 'start': 556.153, 'duration': 7.564}, {'end': 571.423, 'text': "so first of all, i'm going to create a separate folder for all the python scripts that we're going to produce in this demo.", 'start': 563.717, 'duration': 7.706}, {'end': 582.633, 'text': "so in youtube tutorial series folder and i'm going to create a new folder and let's call this python chats gpt,", 'start': 571.423, 'duration': 11.21}, {'end': 585.376, 'text': "and i'm going to change into that folder.", 'start': 582.633, 'duration': 2.743}, {'end': 588.339, 'text': "and now i'm going to open this inside visual studio code.", 'start': 585.376, 'duration': 2.963}, {'end': 593.312, 'text': 'And there you go.', 'start': 592.771, 'duration': 0.541}, {'end': 598.037, 'text': 'You can also just open Visual Studio Code and then open the folder from this UI.', 'start': 593.552, 'duration': 4.485}, {'end': 599.198, 'text': 'I just used a shortcut.', 'start': 598.077, 'duration': 1.121}, {'end': 602.181, 'text': "So this is a folder where I'm going to put the Python script.", 'start': 599.699, 'duration': 2.482}, {'end': 603.703, 'text': "So let's create it.", 'start': 602.862, 'duration': 0.841}, {'end': 611.711, 'text': "And I'm actually going to also call this Python script, Python chat GPT dot py.", 'start': 604.384, 'duration': 7.327}, {'end': 616.711, 'text': 'And we can just start writing our script.', 'start': 614.168, 'duration': 2.543}, {'end': 623.317, 'text': "So first of all, whenever we connect to an external API, we're making a request.", 'start': 617.371, 'duration': 5.946}], 'summary': 'The transcript covers setting up python 3, using package manager peep, and creating a new folder for python scripts.', 'duration': 92.118, 'max_score': 531.199, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/w-X_EQ2Xva4/pics/w-X_EQ2Xva4531199.jpg'}, {'end': 667.239, 'src': 'embed', 'start': 640.153, 'weight': 3, 'content': [{'end': 650.782, 'text': 'we have a generic requests library, which is great because you can use it for whatever api or whatever tool you want, not just open ai.', 'start': 640.153, 'duration': 10.629}, {'end': 655.947, 'text': "so it's generic and when you learn how to use it you will be able to make a request to any api.", 'start': 650.782, 'duration': 5.165}, {'end': 665.377, 'text': 'but usually the tools that provide the apis will also provide a library that hides the underlying complexity of making a request,', 'start': 655.947, 'duration': 9.43}, {'end': 667.239, 'text': 'setting all the parameters, etc.', 'start': 665.377, 'duration': 1.862}], 'summary': 'The generic requests library allows making requests to any api, simplifying the process and hiding complexity.', 'duration': 27.086, 'max_score': 640.153, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/w-X_EQ2Xva4/pics/w-X_EQ2Xva4640153.jpg'}, {'end': 853.617, 'src': 'embed', 'start': 827.649, 'weight': 5, 'content': [{'end': 832.23, 'text': 'so now we have to find out the endpoint that allows us to do that.', 'start': 827.649, 'duration': 4.581}, {'end': 834.891, 'text': 'where do we find endpoints of an api?', 'start': 832.23, 'duration': 2.661}, {'end': 836.492, 'text': 'well, in the api documentation.', 'start': 834.891, 'duration': 1.601}, {'end': 842.874, 'text': "So right here in OpenAI platform, you're going to click on documentation.", 'start': 837.132, 'duration': 5.742}, {'end': 848.735, 'text': 'And this is basically a description of how to use this documentation and what does this API provide.', 'start': 843.754, 'duration': 4.981}, {'end': 853.617, 'text': "And again, whatever API you're using, it will always come with the documentation,", 'start': 848.935, 'duration': 4.682}], 'summary': 'Find api endpoints in documentation for using openai platform.', 'duration': 25.968, 'max_score': 827.649, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/w-X_EQ2Xva4/pics/w-X_EQ2Xva4827649.jpg'}], 'start': 73.011, 'title': 'Automating python script generation', 'summary': "Explores leveraging chatgpt's api to automate python script generation, emphasizing the advantages of python over other languages. it also covers making requests to openai api in python, highlighting the simplicity and flexibility of using the generic requests library.", 'chapters': [{'end': 616.711, 'start': 73.011, 'title': 'Automating python script generation with chatgpt api', 'summary': "Explores using chatgpt's api to generate python scripts for automation use cases, leveraging python's ecosystem and openai's api to connect, sign up, and create an api key, enabling users to interact with artificial intelligence. it also emphasizes the advantages of python in automation over other programming languages.", 'duration': 543.7, 'highlights': ["The chapter explores using ChatGPT's API to generate Python scripts for automation use cases. Demonstrates using ChatGPT's API to automate the generation of Python scripts, simplifying the process of creating automation use cases.", "Leveraging Python's ecosystem and OpenAI's API to connect, sign up, and create an API key. Discusses the process of signing up on OpenAI's platform, creating a user account, and generating an API key to connect to OpenAI's API in conjunction with ChatGPT.", "Emphasizes the advantages of Python in automation over other programming languages. Highlights the extensive ecosystem of Python libraries for automation and explains how Python's simplicity and libraries make it the go-to language for automation use cases."]}, {'end': 891.693, 'start': 617.371, 'title': 'Making requests to openai api', 'summary': "Covers making requests to the openai api in python, comparing the generic requests library with openai's library, and finding the endpoint in the api documentation, emphasizing the simplicity and flexibility of using the generic requests library for making requests.", 'duration': 274.322, 'highlights': ['Comparison of Libraries The options for making requests to OpenAI include using the generic requests library, which allows for versatility across different APIs, or the specific OpenAI library, offering higher-level code interaction with the API.', 'Flexibility of Generic Requests Library The speaker prefers the generic requests library for its adaptability, as it can be used for various purposes beyond OpenAI and is relatively unaffected by potential changes in the OpenAI library.', "Finding API Endpoint in Documentation The process of finding the endpoint for the OpenAI API involves accessing the API documentation and identifying the relevant section, such as 'prompts and completions,' which is crucial for the specific use case of generating text completions."]}], 'duration': 818.682, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/w-X_EQ2Xva4/pics/w-X_EQ2Xva473011.jpg', 'highlights': ["The chapter explores using ChatGPT's API to generate Python scripts for automation use cases. Demonstrates using ChatGPT's API to automate the generation of Python scripts, simplifying the process of creating automation use cases.", "Emphasizes the advantages of Python in automation over other programming languages. Highlights the extensive ecosystem of Python libraries for automation and explains how Python's simplicity and libraries make it the go-to language for automation use cases.", "Leveraging Python's ecosystem and OpenAI's API to connect, sign up, and create an API key. Discusses the process of signing up on OpenAI's platform, creating a user account, and generating an API key to connect to OpenAI's API in conjunction with ChatGPT.", 'Comparison of Libraries The options for making requests to OpenAI include using the generic requests library, which allows for versatility across different APIs, or the specific OpenAI library, offering higher-level code interaction with the API.', 'Flexibility of Generic Requests Library The speaker prefers the generic requests library for its adaptability, as it can be used for various purposes beyond OpenAI and is relatively unaffected by potential changes in the OpenAI library.', "Finding API Endpoint in Documentation The process of finding the endpoint for the OpenAI API involves accessing the API documentation and identifying the relevant section, such as 'prompts and completions,' which is crucial for the specific use case of generating text completions."]}, {'end': 1309.037, 'segs': [{'end': 939.226, 'src': 'embed', 'start': 892.313, 'weight': 1, 'content': [{'end': 901.695, 'text': 'Or if you scroll down in the API reference, you also have this completions section, which is basically the same, right? So we have our endpoint.', 'start': 892.313, 'duration': 9.382}, {'end': 906.716, 'text': "I'm actually going to copy that and add that into my code and save it into a variable.", 'start': 901.815, 'duration': 4.901}, {'end': 909.337, 'text': "And I'm going to call this API endpoint.", 'start': 906.796, 'duration': 2.541}, {'end': 911.998, 'text': 'We also have our API key.', 'start': 910.357, 'duration': 1.641}, {'end': 914.538, 'text': "Let's actually also add this right here.", 'start': 912.118, 'duration': 2.42}, {'end': 917.839, 'text': 'And you should have copied that somewhere.', 'start': 915.098, 'duration': 2.741}, {'end': 919.8, 'text': 'And now you can just paste it in.', 'start': 918.279, 'duration': 1.521}, {'end': 923.481, 'text': 'And by the way, your API key is a secret key.', 'start': 920.44, 'duration': 3.041}, {'end': 925.782, 'text': "So it's actually a sensitive piece of information.", 'start': 923.621, 'duration': 2.161}, {'end': 931.063, 'text': "You shouldn't be sharing that with anyone and you shouldn't have that directly in your code.", 'start': 926.242, 'duration': 4.821}, {'end': 939.226, 'text': "So later, when you have the scoop ready, we're going to remove this API key from here and we're going to read that from an environment variable.", 'start': 931.483, 'duration': 7.743}], 'summary': 'Copying api endpoint and key into code, emphasizing security and use of environment variable for key storage.', 'duration': 46.913, 'max_score': 892.313, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/w-X_EQ2Xva4/pics/w-X_EQ2Xva4892313.jpg'}, {'end': 1007.57, 'src': 'embed', 'start': 959.682, 'weight': 4, 'content': [{'end': 967.679, 'text': "Now that we have the endpoint and the key for authentication and the library to make a request, it's now time to actually make the request.", 'start': 959.682, 'duration': 7.997}, {'end': 973.529, 'text': "And again, we're going to refer the documentation to see how to generate our request.", 'start': 968.18, 'duration': 5.349}, {'end': 975.154, 'text': "I'm going to switch back.", 'start': 974.394, 'duration': 0.76}, {'end': 979.855, 'text': 'First piece of information we have is that we need to do a post request.', 'start': 975.874, 'duration': 3.981}, {'end': 989.117, 'text': "So instead of get requests where we're just getting some data, we are making a post request, which means we are expecting to get some data back.", 'start': 980.415, 'duration': 8.702}, {'end': 994.759, 'text': 'However, we need to first send or post our prompt to get that request right?', 'start': 989.338, 'duration': 5.421}, {'end': 999.08, 'text': "So we have to send some information and then we'll get the reply to that.", 'start': 994.999, 'duration': 4.081}, {'end': 1007.57, 'text': 'And in order to make a post request with the requests library, we have a simple POST method.', 'start': 999.48, 'duration': 8.09}], 'summary': 'Preparing to make a post request for authentication and data retrieval.', 'duration': 47.888, 'max_score': 959.682, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/w-X_EQ2Xva4/pics/w-X_EQ2Xva4959682.jpg'}, {'end': 1054.84, 'src': 'embed', 'start': 1030.663, 'weight': 6, 'content': [{'end': 1037.387, 'text': 'first one is the metadata about the request and the second one is the actual request contents.', 'start': 1030.663, 'duration': 6.724}, {'end': 1041.23, 'text': 'so, switching back again and again, this is not specific to this api.', 'start': 1037.387, 'duration': 3.843}, {'end': 1043.712, 'text': 'this is how the requests are structured.', 'start': 1041.23, 'duration': 2.482}, {'end': 1049.736, 'text': 'so the metadata would be things like the token or api key for authentication.', 'start': 1043.712, 'duration': 6.024}, {'end': 1052.398, 'text': "so it's not the actual content of our request.", 'start': 1049.736, 'duration': 2.662}, {'end': 1054.84, 'text': "It's not the prompt that we're saying.", 'start': 1053.058, 'duration': 1.782}], 'summary': 'Transcript covers metadata and request structure, not actual content or prompt.', 'duration': 24.177, 'max_score': 1030.663, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/w-X_EQ2Xva4/pics/w-X_EQ2Xva41030663.jpg'}, {'end': 1126.52, 'src': 'embed', 'start': 1097.415, 'weight': 0, 'content': [{'end': 1103.718, 'text': 'they also provide this same request example in python and nojs.', 'start': 1097.415, 'duration': 6.303}, {'end': 1105.78, 'text': 'so python is what we need.', 'start': 1103.718, 'duration': 2.062}, {'end': 1106.421, 'text': 'and remember.', 'start': 1105.78, 'duration': 0.641}, {'end': 1110.986, 'text': 'i told you that we have two ways of making a request to openai.', 'start': 1106.421, 'duration': 4.565}, {'end': 1117.853, 'text': 'one is using the request library, basically a library that provides us a generic way to make a request to any endpoint,', 'start': 1110.986, 'duration': 6.867}, {'end': 1126.52, 'text': 'and the second one is the openai library itself, and this example right here is using the open ai library.', 'start': 1117.853, 'duration': 8.667}], 'summary': 'Python is needed for making requests to openai using either the request library or the openai library.', 'duration': 29.105, 'max_score': 1097.415, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/w-X_EQ2Xva4/pics/w-X_EQ2Xva41097415.jpg'}, {'end': 1182.44, 'src': 'embed', 'start': 1150.729, 'weight': 8, 'content': [{'end': 1153.633, 'text': 'So we have to map that now to Python request.', 'start': 1150.729, 'duration': 2.904}, {'end': 1162.604, 'text': "And these are HTTP headers where it's setting the API key and saying that it will send requests in a JSON format.", 'start': 1154.153, 'duration': 8.451}, {'end': 1169.472, 'text': "So let's set those two headers, which is going to be the second parameter of the POST method.", 'start': 1162.864, 'duration': 6.608}, {'end': 1173.435, 'text': 'so we need our headers equals two,', 'start': 1170.413, 'duration': 3.022}, {'end': 1182.44, 'text': 'and we can either directly write those headers inside as an object or we could also save that into a separate variable.', 'start': 1173.435, 'duration': 9.005}], 'summary': 'Mapping http headers in python request for api key and json format.', 'duration': 31.711, 'max_score': 1150.729, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/w-X_EQ2Xva4/pics/w-X_EQ2Xva41150729.jpg'}, {'end': 1256.256, 'src': 'embed', 'start': 1226.775, 'weight': 9, 'content': [{'end': 1235.383, 'text': "we're going to reference it here simply like this this is how string concatenation syntax looks like in python.", 'start': 1226.775, 'duration': 8.608}, {'end': 1239.047, 'text': 'so we have the string and this is just a reference to a variable.', 'start': 1235.383, 'duration': 3.664}, {'end': 1246.145, 'text': "so we're setting the headers and we can set that value as a second parameter.", 'start': 1239.047, 'duration': 7.098}, {'end': 1256.256, 'text': "so now the post request is made to that endpoint with those headers and now we need the actual request, what's called the request body.", 'start': 1246.145, 'duration': 10.111}], 'summary': 'Demonstrated python string concatenation and making a post request with headers.', 'duration': 29.481, 'max_score': 1226.775, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/w-X_EQ2Xva4/pics/w-X_EQ2Xva41226775.jpg'}, {'end': 1309.037, 'src': 'embed', 'start': 1284.444, 'weight': 10, 'content': [{'end': 1289.89, 'text': "there you go and now let's see what we need inside that request data.", 'start': 1284.444, 'duration': 5.446}, {'end': 1299.111, 'text': 'Going back, we have the example here and these are basically the request data right? Things that we include inside the request.', 'start': 1290.987, 'duration': 8.124}, {'end': 1304.094, 'text': 'And this is an example request and this is the full list of parameters.', 'start': 1299.812, 'duration': 4.282}, {'end': 1309.037, 'text': 'So these are things that we can include in our request or request data.', 'start': 1304.454, 'duration': 4.583}], 'summary': 'The transcript discusses the request data and its parameters.', 'duration': 24.593, 'max_score': 1284.444, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/w-X_EQ2Xva4/pics/w-X_EQ2Xva41284444.jpg'}], 'start': 892.313, 'title': 'Managing api keys and making post requests with openai api in python', 'summary': 'Covers api key management, emphasizing secure storage, making post requests to openai api using requests library, authentication, parameters, setting http headers and request body in python for making a post request to an api.', 'chapters': [{'end': 939.226, 'start': 892.313, 'title': 'Api key management', 'summary': 'Discusses the process of adding an api endpoint and api key into the code, emphasizing the sensitivity of the api key and the need to store it securely in an environment variable for protection.', 'duration': 46.913, 'highlights': ['The need to store API key securely Emphasizes the sensitivity of the API key and advises against having it directly in the code, suggesting the use of environment variables for secure storage.', 'Adding API endpoint and key into the code Discusses the process of adding an API endpoint and API key into the code, indicating the importance of these components in the development process.', 'API key as a sensitive piece of information Emphasizes the confidential nature of the API key and warns against sharing or exposing it, highlighting the security considerations associated with it.']}, {'end': 1150.289, 'start': 939.226, 'title': 'Making post requests with openai api', 'summary': 'Covers the process of making post requests to the openai api using the requests library, including the necessary authentication and parameters for sending the request.', 'duration': 211.063, 'highlights': ['We have the endpoint and the key for authentication and the library to make a request The chapter explains the essential components required for making requests, including the endpoint, authentication key, and the library for making requests.', "We need to do a post request to send some information and then we'll get the reply to that The process involves making a post request to send information and receive a response, as opposed to a get request.", 'The metadata would be things like the token or api key for authentication The metadata for the request includes information such as the token or API key for authentication, which is sent as headers in the request.', "Example request is provided in python, and we're going to use the request library for making a request An example request in Python is provided, and the chapter emphasizes the use of the request library for making requests to the OpenAI API."]}, {'end': 1309.037, 'start': 1150.729, 'title': 'Mapping http headers in python', 'summary': 'Explains the process of setting http headers and request body in python for making a post request to an api, including setting api key and sending requests in json format.', 'duration': 158.308, 'highlights': ['Explaining the process of setting HTTP headers and request body in Python for making a POST request to an API Setting API key, sending requests in JSON format', 'Demonstrating the syntax for setting headers and referencing variables in Python Syntax for string concatenation, maintaining clean code', 'Identifying the content included in the request data, which includes the example request and the full list of parameters Understanding the content of request data']}], 'duration': 416.724, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/w-X_EQ2Xva4/pics/w-X_EQ2Xva4892313.jpg', 'highlights': ['Covers api key management, emphasizing secure storage, making post requests to openai api using requests library, authentication, parameters, setting http headers and request body in python for making a post request to an api.', 'The need to store API key securely Emphasizes the sensitivity of the API key and advises against having it directly in the code, suggesting the use of environment variables for secure storage.', 'Adding API endpoint and key into the code Discusses the process of adding an API endpoint and API key into the code, indicating the importance of these components in the development process.', 'API key as a sensitive piece of information Emphasizes the confidential nature of the API key and warns against sharing or exposing it, highlighting the security considerations associated with it.', 'We have the endpoint and the key for authentication and the library to make a request The chapter explains the essential components required for making requests, including the endpoint, authentication key, and the library for making requests.', "We need to do a post request to send some information and then we'll get the reply to that The process involves making a post request to send information and receive a response, as opposed to a get request.", 'The metadata would be things like the token or api key for authentication The metadata for the request includes information such as the token or API key for authentication, which is sent as headers in the request.', "Example request is provided in python, and we're going to use the request library for making a request An example request in Python is provided, and the chapter emphasizes the use of the request library for making requests to the OpenAI API.", 'Explaining the process of setting HTTP headers and request body in Python for making a POST request to an API Setting API key, sending requests in JSON format', 'Demonstrating the syntax for setting headers and referencing variables in Python Syntax for string concatenation, maintaining clean code', 'Identifying the content included in the request data, which includes the example request and the full list of parameters Understanding the content of request data']}, {'end': 1960.057, 'segs': [{'end': 1431.361, 'src': 'embed', 'start': 1407.567, 'weight': 0, 'content': [{'end': 1414.851, 'text': 'And also the machine learning models that you can connect to and talk to through the API.', 'start': 1407.567, 'duration': 7.284}, {'end': 1416.592, 'text': 'And you see the descriptions here.', 'start': 1415.291, 'duration': 1.301}, {'end': 1421.795, 'text': 'So text DaVinci 003 is basically the name or ID of that model.', 'start': 1416.972, 'duration': 4.823}, {'end': 1422.696, 'text': "That's how they called it.", 'start': 1421.855, 'duration': 0.841}, {'end': 1426.198, 'text': 'And as it says, it is the most capable model.', 'start': 1423.196, 'duration': 3.002}, {'end': 1431.361, 'text': 'It has been trained with massive amounts of data and can do very complex things.', 'start': 1426.278, 'duration': 5.083}], 'summary': 'Davinci 003 model is the most capable, trained with massive data, and can do complex tasks.', 'duration': 23.794, 'max_score': 1407.567, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/w-X_EQ2Xva4/pics/w-X_EQ2Xva41407567.jpg'}, {'end': 1479.602, 'src': 'embed', 'start': 1455.319, 'weight': 2, 'content': [{'end': 1461.586, 'text': 'well, in our case, we want to generate a python script which is a little bit, maybe a little bit more complex task.', 'start': 1455.319, 'duration': 6.267}, {'end': 1469.936, 'text': "so we're gonna go with the best option that we have text davinci 003, and that's also the example that we have here.", 'start': 1461.586, 'duration': 8.35}, {'end': 1478.781, 'text': 'Now, before we move on and use the text DaVinci model in our request, I want to mention another model group that is listed in the overview,', 'start': 1470.256, 'duration': 8.525}, {'end': 1479.602, 'text': 'called Codecs.', 'start': 1478.781, 'duration': 0.821}], 'summary': 'The goal is to generate a complex python script using the text davinci 003 model.', 'duration': 24.283, 'max_score': 1455.319, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/w-X_EQ2Xva4/pics/w-X_EQ2Xva41455319.jpg'}, {'end': 1592.972, 'src': 'embed', 'start': 1570.619, 'weight': 1, 'content': [{'end': 1581.024, 'text': 'however, the great thing about using this api and our example is that you can literally just replace the model name with any other model names that you see here,', 'start': 1570.619, 'duration': 10.405}, {'end': 1589.471, 'text': 'including the two models under Codex Group, and basically just test it out and see for yourself.', 'start': 1581.024, 'duration': 8.447}, {'end': 1592.972, 'text': 'You will not have to adjust or change anything in the code.', 'start': 1589.671, 'duration': 3.301}], 'summary': 'Easily swap model names in api for testing different models under codex group.', 'duration': 22.353, 'max_score': 1570.619, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/w-X_EQ2Xva4/pics/w-X_EQ2Xva41570619.jpg'}, {'end': 1660.508, 'src': 'embed', 'start': 1632.128, 'weight': 3, 'content': [{'end': 1637.812, 'text': 'because prompt is the main part of the request that tells what we are asking for exactly,', 'start': 1632.128, 'duration': 5.684}, {'end': 1643.536, 'text': "and again for a comparison prompt is what you type in when you're chatting with chatgpt, for example.", 'start': 1637.812, 'duration': 5.724}, {'end': 1652.483, 'text': "in this case, we're sending that prompt programmatically inside the request and let's change this prompt and we're going to tell the text.", 'start': 1643.536, 'duration': 8.947}, {'end': 1660.508, 'text': 'davinci model to write python script for hello world.', 'start': 1652.483, 'duration': 8.025}], 'summary': 'Prompt is key to the request, used programmatically, to prompt the davinci model for a python script.', 'duration': 28.38, 'max_score': 1632.128, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/w-X_EQ2Xva4/pics/w-X_EQ2Xva41632128.jpg'}, {'end': 1705.355, 'src': 'embed', 'start': 1681.826, 'weight': 5, 'content': [{'end': 1689.876, 'text': 'So with these parameters generally we are controlling the behavior of the API model when generating the text.', 'start': 1681.826, 'duration': 8.05}, {'end': 1699.849, 'text': 'So this specifies the maximum number of tokens such as words or punctuation marks that the API model should generate in its response.', 'start': 1690.257, 'duration': 9.592}, {'end': 1705.355, 'text': "And I'm going to set these max tokens to, let's do 100 for start.", 'start': 1700.55, 'duration': 4.805}], 'summary': 'Controlling api model behavior with max tokens set to 100.', 'duration': 23.529, 'max_score': 1681.826, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/w-X_EQ2Xva4/pics/w-X_EQ2Xva41681826.jpg'}, {'end': 1756.891, 'src': 'embed', 'start': 1724.291, 'weight': 4, 'content': [{'end': 1731.415, 'text': "hey, when you're generating this response, make sure to be super creative, like go crazy with your creativity.", 'start': 1724.291, 'duration': 7.124}, {'end': 1733.517, 'text': 'And that will be a temperature of one.', 'start': 1731.555, 'duration': 1.962}, {'end': 1739.68, 'text': 'Or we can say, hey, machine learning model, please be as precise and predictable as possible.', 'start': 1733.977, 'duration': 5.703}, {'end': 1742.362, 'text': 'And that will be temperature of zero.', 'start': 1740.141, 'duration': 2.221}, {'end': 1746.805, 'text': 'So with 0 and 1, you can control that, but obviously have everything in the middle.', 'start': 1742.682, 'duration': 4.123}, {'end': 1756.891, 'text': 'So with 0.5 temperature, we can ask the API engine to generate a response that is half creative, half predictable.', 'start': 1747.325, 'duration': 9.566}], 'summary': 'Controlling creativity in response generation with temperature settings: 0 for precise, 1 for creative, 0.5 for balanced.', 'duration': 32.6, 'max_score': 1724.291, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/w-X_EQ2Xva4/pics/w-X_EQ2Xva41724291.jpg'}, {'end': 1810.23, 'src': 'embed', 'start': 1776.342, 'weight': 6, 'content': [{'end': 1778.804, 'text': 'So we have pieced together our request.', 'start': 1776.342, 'duration': 2.462}, {'end': 1783.387, 'text': 'So this is actually ready to connect to the API and get a response.', 'start': 1779.204, 'duration': 4.183}, {'end': 1788.251, 'text': "So again, to walk through this, what we're doing is using the requests library.", 'start': 1783.868, 'duration': 4.383}, {'end': 1794.775, 'text': 'We are connecting to the API endpoint of OpenAI and completions.', 'start': 1788.751, 'duration': 6.024}, {'end': 1803.863, 'text': 'We are including the API key that is associated with our user account so that OpenAI can say okay,', 'start': 1795.215, 'duration': 8.648}, {'end': 1810.23, 'text': "I know this API key and it's associated with this account, so you are authorized to make requests.", 'start': 1803.863, 'duration': 6.367}], 'summary': 'Preparing to connect to openai api using requests library and api key for authorization.', 'duration': 33.888, 'max_score': 1776.342, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/w-X_EQ2Xva4/pics/w-X_EQ2Xva41776342.jpg'}], 'start': 1309.497, 'title': 'Ai api for python script generation', 'summary': "Discusses selecting the textdavinci 003 model for generating python scripts through the openai api and using it to generate a 'hello world' python script, including parameters, steps to connect to the api, handling errors, and retrieving the response in json format.", 'chapters': [{'end': 1614.558, 'start': 1309.497, 'title': 'Choosing the right model for api communication', 'summary': 'Discusses the process of selecting the appropriate machine learning model, specifically focusing on the textdavinci 003 model for generating python scripts through the openai api, with a comparison to the codecs model group and its potential for code generation.', 'duration': 305.061, 'highlights': ['The TextDaVinci 003 model is the most capable model for processing and generating natural language, trained with massive amounts of data up to 2021, providing consistent and high-quality results for generating Python scripts through the OpenAI API. The TextDaVinci 003 model is capable, trained with massive data up to 2021, and provides consistent and high-quality results for generating Python scripts through the OpenAI API.', 'The Codecs model group, built on top of GPT-3 models, focuses on coding examples, but its performance is not consistent and is still in beta version, making the TextDaVinci 003 model a more reliable choice for the given use case. The Codecs model group, built on top of GPT-3 models, focuses on coding examples but its performance is not consistent and is still in beta version, making the TextDaVinci 003 model a more reliable choice for the given use case.', 'The flexibility of the OpenAI API allows easy replacement of the model name for testing different models, providing the option to compare results without requiring code adjustments. The OpenAI API allows easy replacement of the model name for testing different models, providing the option to compare results without requiring code adjustments.']}, {'end': 1960.057, 'start': 1614.558, 'title': 'Using ai api for python script generation', 'summary': "Discusses the process of using the openai api to generate a python script for 'hello world' by setting parameters such as model choice, prompt, max tokens, and temperature, followed by the steps to connect to the api, make a request, handle potential errors, and retrieve and print the response in json format.", 'duration': 345.499, 'highlights': ['The main model chosen for making requests is highlighted (DaVinci 003 model).', "Setting the prompt programmatically inside the request and changing the prompt to 'davinci model to write python script for hello world' is emphasized as an example (quantifiable data: prompt text).", 'Explanation of the max tokens parameter to limit the response in tokens is provided, with a specific value set as 100 (quantifiable data: max tokens set to 100).', 'The concept of temperature as a parameter controlling the creativity of the response is explained, with a specific value set to 0.5, indicating a balance between creativity and predictability (quantifiable data: temperature set to 0.5).', 'The process of connecting to the API, sending the request data, and handling potential errors is detailed, including the authorization process and the steps to check for a successful response or an error (quantifiable data: successful status code 200).']}], 'duration': 650.56, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/w-X_EQ2Xva4/pics/w-X_EQ2Xva41309497.jpg', 'highlights': ['The TextDaVinci 003 model is the most capable model for processing and generating natural language, trained with massive amounts of data up to 2021, providing consistent and high-quality results for generating Python scripts through the OpenAI API.', 'The flexibility of the OpenAI API allows easy replacement of the model name for testing different models, providing the option to compare results without requiring code adjustments.', 'The Codecs model group, built on top of GPT-3 models, focuses on coding examples but its performance is not consistent and is still in beta version, making the TextDaVinci 003 model a more reliable choice for the given use case.', "Setting the prompt programmatically inside the request and changing the prompt to 'davinci model to write python script for hello world' is emphasized as an example.", 'The concept of temperature as a parameter controlling the creativity of the response is explained, with a specific value set to 0.5, indicating a balance between creativity and predictability.', 'Explanation of the max tokens parameter to limit the response in tokens is provided, with a specific value set as 100.', 'The process of connecting to the API, sending the request data, and handling potential errors is detailed, including the authorization process and the steps to check for a successful response or an error.']}, {'end': 2768.366, 'segs': [{'end': 2041.535, 'src': 'embed', 'start': 1960.557, 'weight': 0, 'content': [{'end': 1972.501, 'text': 'If you want to use a reference to a variable inside a string, we have this really nice shortcut or syntax where we add f before that string starts.', 'start': 1960.557, 'duration': 11.944}, {'end': 1975.622, 'text': 'You see the syntax highlighting also changed.', 'start': 1973.181, 'duration': 2.441}, {'end': 1976.375, 'text': 'like this.', 'start': 1976.055, 'duration': 0.32}, {'end': 1986.645, 'text': 'So now Python knows this is a string and whatever is within this curly braces is actually not a string but variable reference.', 'start': 1976.896, 'duration': 9.749}, {'end': 1999.037, 'text': 'And this is going to be a number and in Python we can turn the numbers into strings using this very simple str or string built-in function.', 'start': 1987.386, 'duration': 11.651}, {'end': 2006.635, 'text': 'And this is our super simple Python script for connecting to OpenAI API.', 'start': 1999.949, 'duration': 6.686}, {'end': 2009.357, 'text': "So now it's time to execute this Python script.", 'start': 2006.875, 'duration': 2.482}, {'end': 2017.642, 'text': 'So we have Python 3, which we need to execute the Python script.', 'start': 2013.14, 'duration': 4.502}, {'end': 2024.726, 'text': 'And we have pip3-python-package-manager to install any libraries that we are using in our Python script.', 'start': 2017.983, 'duration': 6.743}, {'end': 2030.549, 'text': "So you need to install requests, because we're using a library called request,", 'start': 2025.046, 'duration': 5.503}, {'end': 2039.434, 'text': "which is actually external library that isn't included in the Python package, which means you will have to install that using pip3-package-manager.", 'start': 2030.549, 'duration': 8.885}, {'end': 2041.535, 'text': "So it's a Python package that needs to be.", 'start': 2039.654, 'duration': 1.881}], 'summary': 'Python script uses f-string syntax for variable references and requires requests library to be installed using pip3.', 'duration': 80.978, 'max_score': 1960.557, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/w-X_EQ2Xva4/pics/w-X_EQ2Xva41960557.jpg'}, {'end': 2178.572, 'src': 'heatmap', 'start': 2088.226, 'weight': 0.875, 'content': [{'end': 2090.268, 'text': "I can't import anything called requests.", 'start': 2088.226, 'duration': 2.042}, {'end': 2092.449, 'text': 'and that will be your state.', 'start': 2090.947, 'duration': 1.502}, {'end': 2101.757, 'text': "if you don't have that installed, which means either globally on the terminal or right here in the project folder, you're going to do peep3,", 'start': 2092.449, 'duration': 9.308}, {'end': 2105.06, 'text': 'install requests.', 'start': 2101.757, 'duration': 3.303}, {'end': 2113.347, 'text': 'there you go and now we have installed requests and it shows that documentation reference again.', 'start': 2105.06, 'duration': 8.287}, {'end': 2117.05, 'text': 'no squiggly lines here anymore, and it will work.', 'start': 2113.347, 'duration': 3.703}, {'end': 2123.559, 'text': 'And now that we have library installed, we have Python 3 installed.', 'start': 2118.615, 'duration': 4.944}, {'end': 2125.38, 'text': "let's execute our script.", 'start': 2123.559, 'duration': 1.821}, {'end': 2133.866, 'text': 'You see Python 3 and the name of our script, which is python-chat-gpt.py.', 'start': 2125.4, 'duration': 8.466}, {'end': 2135.628, 'text': "Let's execute.", 'start': 2134.907, 'duration': 0.721}, {'end': 2145.335, 'text': 'And I have actually made a small syntax error here, which is this part, just like here, it has to be a valid JSON object.', 'start': 2136.208, 'duration': 9.127}, {'end': 2153.462, 'text': 'like this, or for consistency we can actually use double quotes, and there you go.', 'start': 2147.199, 'duration': 6.263}, {'end': 2160.465, 'text': 'So, that should fix our attribute error, since we now set the attributes with valid syntax.', 'start': 2154.002, 'duration': 6.463}, {'end': 2163.947, 'text': "So, let's execute our script again.", 'start': 2161.966, 'duration': 1.981}, {'end': 2169.99, 'text': 'And there you go, we have a response output.', 'start': 2167.349, 'duration': 2.641}, {'end': 2176.811, 'text': "So right here where we're printing the JSON response, that's what we have right here.", 'start': 2171.826, 'duration': 4.985}, {'end': 2178.572, 'text': 'And, as you see,', 'start': 2177.491, 'duration': 1.081}], 'summary': "Troubleshooting and installing 'requests' library for python 3, fixing syntax error, and successfully executing the script.", 'duration': 90.346, 'max_score': 2088.226, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/w-X_EQ2Xva4/pics/w-X_EQ2Xva42088226.jpg'}, {'end': 2321.858, 'src': 'embed', 'start': 2285.225, 'weight': 3, 'content': [{'end': 2292.568, 'text': "By the way, when we're executing this Python script, we're making a new request, just like when you enter a new prompt into ChatGPT.", 'start': 2285.225, 'duration': 7.343}, {'end': 2303.732, 'text': 'So this time it gave us a new response with very slight differences, like I did a comment here on the top and this line here for Python executable.', 'start': 2292.988, 'duration': 10.744}, {'end': 2321.858, 'text': "So we have actually created a program that connects to davinci text model of open ai and now we can send whatever prompt we want programmatically and we're going to get a response back from that api that we're connecting to,", 'start': 2304.212, 'duration': 17.646}], 'summary': "Executing python script connects to openai's davinci text model for programmatically receiving responses.", 'duration': 36.633, 'max_score': 2285.225, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/w-X_EQ2Xva4/pics/w-X_EQ2Xva42285225.jpg'}, {'end': 2497.011, 'src': 'embed', 'start': 2467.523, 'weight': 5, 'content': [{'end': 2471.387, 'text': "How do we get user input from Python? It's actually pretty easy.", 'start': 2467.523, 'duration': 3.864}, {'end': 2479.253, 'text': 'We have a library called argparse or argument parser, import argparse.', 'start': 2472.027, 'duration': 7.226}, {'end': 2480.354, 'text': 'There you go.', 'start': 2479.934, 'duration': 0.42}, {'end': 2488.401, 'text': "And different from the request library which we had to install using pip3, we don't need to install argparse,", 'start': 2481.034, 'duration': 7.367}, {'end': 2491.003, 'text': 'because it is actually a built-in module.', 'start': 2488.401, 'duration': 2.602}, {'end': 2495.09, 'text': 'So it is already part of the Python installation.', 'start': 2491.723, 'duration': 3.367}, {'end': 2497.011, 'text': 'And again, you see the description here.', 'start': 2495.49, 'duration': 1.521}], 'summary': "Python's built-in argparse module simplifies user input handling.", 'duration': 29.488, 'max_score': 2467.523, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/w-X_EQ2Xva4/pics/w-X_EQ2Xva42467523.jpg'}, {'end': 2734.751, 'src': 'embed', 'start': 2704.742, 'weight': 4, 'content': [{'end': 2711.889, 'text': "As I said, every time we execute this script, it actually makes a new request to the API and we're getting a different response.", 'start': 2704.742, 'duration': 7.147}, {'end': 2714.232, 'text': "That's why it looks different than the previous ones.", 'start': 2712.23, 'duration': 2.002}, {'end': 2719.738, 'text': "Let's try another example like print hello world.", 'start': 2714.692, 'duration': 5.046}, {'end': 2723.523, 'text': 'And there you go.', 'start': 2722.722, 'duration': 0.801}, {'end': 2734.751, 'text': 'So now without having to modify the prompt here in the code, we can just easily pass on whatever use case we want to have here.', 'start': 2723.943, 'duration': 10.808}], 'summary': 'Executing the script results in different api responses, allowing for easy customization of use cases.', 'duration': 30.009, 'max_score': 2704.742, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/w-X_EQ2Xva4/pics/w-X_EQ2Xva42704742.jpg'}], 'start': 1960.557, 'title': 'Python script execution and library installation', 'summary': 'Covers using f-strings for referencing variables, converting numbers to strings, and installing libraries using pip3. it also details executing a python script with the chatgpt api, debugging syntax errors, accessing json response attributes, sending prompts, and parameterizing user input with the argparse module.', 'chapters': [{'end': 2123.559, 'start': 1960.557, 'title': 'Using f strings in python and installing libraries with pip3', 'summary': 'Discusses using f-strings for referencing variables inside a string in python, converting numbers to strings using the str function, and installing external libraries like requests using pip3, emphasizing the importance of library installation for successful script execution.', 'duration': 163.002, 'highlights': ['Python script utilizes f-strings for referencing variables inside a string, enhancing readability and syntax highlighting in the code.', 'Emphasizes the simplicity of converting numbers to strings using the str or string built-in function in Python.', 'Demonstrates the importance of installing external libraries like requests using pip3 to resolve import errors and successfully execute the Python script.', 'Highlights the visual cues in Visual Studio Code, such as syntax highlighting and squiggly lines, indicating the presence or absence of required libraries for the Python script.', 'Illustrates the impact of not having a required library installed through visual cues like yellow lines and import errors in Visual Studio Code.']}, {'end': 2768.366, 'start': 2123.559, 'title': 'Executing python script with chatgpt api', 'summary': "Details the process of executing a python script 'python-chat-gpt.py' using the chatgpt api, debugging syntax errors, accessing json response attributes, programmatically sending prompts to the api, and parameterizing user input with the argparse module.", 'duration': 644.807, 'highlights': ["The chapter details the process of executing a Python script 'python-chat-gpt.py' using the ChatGPT API The process of executing a Python script 'python-chat-gpt.py' using the ChatGPT API is detailed throughout the chapter.", 'debugging syntax errors and setting attributes with valid syntax The chapter demonstrates debugging a syntax error and setting attributes with valid syntax to fix an attribute error.', 'accessing JSON response attributes and programmatically sending prompts to the API The chapter explains accessing JSON response attributes and programmatically sending prompts to the ChatGPT API to receive responses.', 'parameterizing user input with the argparse module for reading command line arguments The process of parameterizing user input with the argparse module for reading command line arguments is explained in detail.']}], 'duration': 807.809, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/w-X_EQ2Xva4/pics/w-X_EQ2Xva41960557.jpg', 'highlights': ['Python script utilizes f-strings for referencing variables inside a string, enhancing readability and syntax highlighting in the code.', 'Emphasizes the simplicity of converting numbers to strings using the str or string built-in function in Python.', 'Demonstrates the importance of installing external libraries like requests using pip3 to resolve import errors and successfully execute the Python script.', "The chapter details the process of executing a Python script 'python-chat-gpt.py' using the ChatGPT API.", 'Accessing JSON response attributes and programmatically sending prompts to the API is explained.', 'Parameterizing user input with the argparse module for reading command line arguments is explained in detail.']}, {'end': 3774.841, 'segs': [{'end': 2823.257, 'src': 'embed', 'start': 2799.528, 'weight': 3, 'content': [{'end': 2807.853, 'text': 'Right So instead of having that in a console and having to copy that and create a new Python file, we want that to happen automatically.', 'start': 2799.528, 'duration': 8.325}, {'end': 2817.095, 'text': "And as I said at the beginning, having an API key directly here since it's a sensitive data is actually not a good thing to do.", 'start': 2808.693, 'duration': 8.402}, {'end': 2820.997, 'text': "So we're going to extract that into an environment variable.", 'start': 2817.456, 'duration': 3.541}, {'end': 2823.257, 'text': 'Both of these things are very easy to do.', 'start': 2821.337, 'duration': 1.92}], 'summary': 'Automate console tasks, secure sensitive data, and use environment variables for ease.', 'duration': 23.729, 'max_score': 2799.528, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/w-X_EQ2Xva4/pics/w-X_EQ2Xva42799528.jpg'}, {'end': 3007.037, 'src': 'embed', 'start': 2977.763, 'weight': 1, 'content': [{'end': 2987.728, 'text': 'Now, if we want to use this Python script to generate files for multiple use cases, we want to save those use cases in separate files right?', 'start': 2977.763, 'duration': 9.965}, {'end': 2992.41, 'text': "We don't want to keep overwriting in this single output file right?", 'start': 2987.748, 'duration': 4.662}, {'end': 2999.854, 'text': 'Which means we want to create a new file every time we generate a new Python script.', 'start': 2992.971, 'duration': 6.883}, {'end': 3007.037, 'text': "So instead of hard coding this value or file name here, we're going to also pass that as an input.", 'start': 3000.512, 'duration': 6.525}], 'summary': 'To create separate files for multiple use cases, pass file name as input.', 'duration': 29.274, 'max_score': 2977.763, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/w-X_EQ2Xva4/pics/w-X_EQ2Xva42977763.jpg'}, {'end': 3111.571, 'src': 'heatmap', 'start': 3067.581, 'weight': 0.763, 'content': [{'end': 3068.121, 'text': 'Very easy.', 'start': 3067.581, 'duration': 0.54}, {'end': 3071.744, 'text': 'So args.filename.', 'start': 3069.122, 'duration': 2.622}, {'end': 3081.032, 'text': 'And now if I execute this, we should get a new file with this file name and the response text inside.', 'start': 3072.665, 'duration': 8.367}, {'end': 3081.993, 'text': "Let's do that.", 'start': 3081.432, 'duration': 0.561}, {'end': 3087.898, 'text': 'And we have this hello world.py with print hello world inside.', 'start': 3082.693, 'duration': 5.205}, {'end': 3091.493, 'text': "Awesome So that's one thing we wanted to optimize.", 'start': 3088.47, 'duration': 3.023}, {'end': 3098.9, 'text': 'The second one is to extract that into environment variable, which is even easier.', 'start': 3092.194, 'duration': 6.706}, {'end': 3101.082, 'text': "It's going to copy that.", 'start': 3098.92, 'duration': 2.162}, {'end': 3106.427, 'text': "And instead of hard coding it directly here, we're going to export an environment variable.", 'start': 3101.642, 'duration': 4.785}, {'end': 3109.73, 'text': "Let's call it open AI API key.", 'start': 3106.447, 'duration': 3.283}, {'end': 3111.571, 'text': 'You can call it whatever you want.', 'start': 3110.31, 'duration': 1.261}], 'summary': 'Optimizing file creation and extracting into environment variable.', 'duration': 43.99, 'max_score': 3067.581, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/w-X_EQ2Xva4/pics/w-X_EQ2Xva43067581.jpg'}, {'end': 3211.373, 'src': 'heatmap', 'start': 3154.554, 'weight': 0, 'content': [{'end': 3162.237, 'text': 'And again, you have to export this environment variable before you execute the script in the same terminal session.', 'start': 3154.554, 'duration': 7.683}, {'end': 3164.618, 'text': 'So that was our final optimization.', 'start': 3162.717, 'duration': 1.901}, {'end': 3171.02, 'text': "Let's actually delete those and execute our script again.", 'start': 3164.658, 'duration': 6.362}, {'end': 3174.407, 'text': 'And there you go.', 'start': 3173.166, 'duration': 1.241}, {'end': 3181.973, 'text': "We have our result and we're not exposing our API key in the code.", 'start': 3175.268, 'duration': 6.705}, {'end': 3191.321, 'text': 'And with this, our Python chat GPT script is done and ready to produce other Python automation scripts.', 'start': 3182.574, 'duration': 8.747}, {'end': 3202.959, 'text': "Now let's go ahead and use our script to generate Python code for our first use case, which is going to be going through a blog post.", 'start': 3192.907, 'duration': 10.052}, {'end': 3206.444, 'text': "And I have an example blog post that we're going to use.", 'start': 3203.42, 'duration': 3.024}, {'end': 3211.373, 'text': 'which is this one right here, and it has different levels of headers.', 'start': 3207.15, 'duration': 4.223}], 'summary': 'Optimized python chat gpt script avoids exposing api key, ready for automation scripts and blog post processing.', 'duration': 28.799, 'max_score': 3154.554, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/w-X_EQ2Xva4/pics/w-X_EQ2Xva43154554.jpg'}, {'end': 3360.547, 'src': 'embed', 'start': 3334.188, 'weight': 5, 'content': [{'end': 3338.311, 'text': 'as you see, it basically gave us a code which is not finished right.', 'start': 3334.188, 'duration': 4.123}, {'end': 3342.894, 'text': "so we have a syntax error here because it hasn't finished with the result.", 'start': 3338.311, 'duration': 4.583}, {'end': 3351.702, 'text': 'the reason for that is, if we go back to our chat gpt Python program, you remember when we were creating a request,', 'start': 3342.894, 'duration': 8.808}, {'end': 3360.547, 'text': 'we set this parameter called max tokens, which basically limits the number of tokens or characters that you get back as a response.', 'start': 3351.702, 'duration': 8.845}], 'summary': "The code provided has a syntax error due to an unfinished result, likely caused by the 'max tokens' parameter in the python program.", 'duration': 26.359, 'max_score': 3334.188, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/w-X_EQ2Xva4/pics/w-X_EQ2Xva43334188.jpg'}, {'end': 3470.09, 'src': 'embed', 'start': 3444.114, 'weight': 4, 'content': [{'end': 3454.781, 'text': 'and this is a library called beautiful soup, which is a very popular python library for extracting, crawling and basically working with websites.', 'start': 3444.114, 'duration': 10.667}, {'end': 3460.725, 'text': "so anytime you want to extract some information from web pages, this is a library that you're going to use.", 'start': 3454.781, 'duration': 5.944}, {'end': 3470.09, 'text': "it is very powerful and it is very popular, and it was also suggested for this specific use case by the api, And that's the library name bs4,", 'start': 3460.725, 'duration': 9.365}], 'summary': 'Beautiful soup is a popular python library for web data extraction, recommended by the api, known as bs4.', 'duration': 25.976, 'max_score': 3444.114, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/w-X_EQ2Xva4/pics/w-X_EQ2Xva43444114.jpg'}, {'end': 3644.557, 'src': 'embed', 'start': 3599.529, 'weight': 7, 'content': [{'end': 3608.285, 'text': 'Once it creates this Spanish headers.html file which is amazing also came up with a pretty good name, and then, between those html text,', 'start': 3599.529, 'duration': 8.756}, {'end': 3616.431, 'text': 'it basically goes through the spanish headers array and for each header it adds this h1 with a header text.', 'start': 3608.285, 'duration': 8.146}, {'end': 3620.094, 'text': 'now, overall, the script looks pretty good.', 'start': 3616.431, 'duration': 3.663}, {'end': 3629.623, 'text': "actually it's surprisingly good for the very first request and we don't need almost any adjustment except for this last part,", 'start': 3620.094, 'duration': 9.529}, {'end': 3636.27, 'text': "because since we're extracting headers of all levels, we don't want to then save them as h1 right.", 'start': 3629.623, 'duration': 6.647}, {'end': 3644.557, 'text': 'we want to keep that hierarchy of headers and titles and subtitles, so we want to also reuse them right here.', 'start': 3636.27, 'duration': 8.287}], 'summary': 'A script creates a spanish headers.html file, adding h1 with header text from the spanish headers array. the script looks surprisingly good for the very first request, requiring minimal adjustments except for preserving the hierarchy of headers and titles.', 'duration': 45.028, 'max_score': 3599.529, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/w-X_EQ2Xva4/pics/w-X_EQ2Xva43599529.jpg'}], 'start': 2768.366, 'title': 'Python scripting and web scraping', 'summary': 'Covers automating script saving, environment variable handling, python script optimization for security and flexibility, using python chat gpt script for blog post automation, and web scraping with python using requests and beautiful soup, resulting in improved script performance and minimal adjustments required.', 'chapters': [{'end': 2977.303, 'start': 2768.366, 'title': 'Automated script saving and environment variables', 'summary': 'Details the process of saving script responses into separate python files and extracting sensitive data into environment variables, highlighting the use of open() and file.write methods in python.', 'duration': 208.937, 'highlights': ['The process of saving script responses into separate Python files The chapter demonstrates the method of saving script responses into a separate Python file, enabling automatic storage of the result.', 'Extracting sensitive data into environment variables The chapter emphasizes the extraction of sensitive data, such as API keys, into environment variables to enhance security and minimize exposure of sensitive information.', 'Demonstrating the use of open() and file.write methods in Python The chapter showcases the usage of open() and file.write methods in Python for creating and writing content to files, providing a practical demonstration of these essential file manipulation techniques.']}, {'end': 3181.973, 'start': 2977.763, 'title': 'Python script optimization', 'summary': 'Discusses optimizing a python script to generate files for multiple use cases by allowing user input for file naming, and extracting sensitive information like api keys into environment variables, resulting in improved security and flexibility for script usage.', 'duration': 204.21, 'highlights': ['Optimizing Python script to generate files for multiple use cases The chapter discusses the need to save use cases in separate files and enabling user input for file naming to avoid overwriting, resulting in improved flexibility for generating Python scripts.', 'Extracting sensitive information into environment variables The chapter explains the process of exporting an environment variable for sensitive information like API keys, and then reading and assigning it to a Python variable, resulting in improved security by not exposing the API key in the code.']}, {'end': 3392.801, 'start': 3182.574, 'title': 'Python chat gpt script for blog post automation', 'summary': 'Discusses using a python chat gpt script to generate python code for extracting and translating html headers from a blog post into spanish and saving it into an html file, with a focus on adjusting the max tokens parameter to obtain complete responses.', 'duration': 210.227, 'highlights': ['Using a Python chat GPT script to generate Python code for extracting and translating HTML headers from a blog post into Spanish and saving it into an HTML file. The script will extract all headers from the blog post, translate them into Spanish, and save the result into an HTML file.', 'Adjusting the max tokens parameter to obtain complete responses. The initial code output had a syntax error due to the limitation of tokens retrieved, prompting the need to increase the max tokens parameter to 500 for obtaining complete responses.', 'Creating a request with the max tokens parameter set to 500. Setting the max tokens parameter to 500 in the request to ensure receiving a full and complete response from the Python chat GPT script.']}, {'end': 3774.841, 'start': 3392.801, 'title': 'Python web scraping with requests and beautiful soup', 'summary': 'Covers the process of web scraping using python, including making requests, extracting and translating headers, and creating an html file with the translated headers, resulting in a surprisingly good script that needs minimal adjustment.', 'duration': 382.04, 'highlights': ['The script utilizes the requests library to make requests to a specific URL, and the Beautiful Soup library to parse and extract information from web pages. The usage of the requests and Beautiful Soup libraries for web scraping.', 'The script translates the extracted headers into Spanish using the Google Translate library, creating a Spanish headers array and an HTML file with the translated headers as h1 tags. The translation of headers into Spanish using the Google Translate library and the creation of an HTML file with the translated headers.', 'The script requires a minor adjustment to preserve the hierarchy of headers in the final HTML file, by collecting not only the text but the whole elements, including the type of header. The adjustment needed to preserve the hierarchy of headers in the final HTML file.']}], 'duration': 1006.475, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/w-X_EQ2Xva4/pics/w-X_EQ2Xva42768366.jpg', 'highlights': ['Using a Python chat GPT script to generate Python code for extracting and translating HTML headers from a blog post into Spanish and saving it into an HTML file.', 'The process of saving script responses into separate Python files, enabling automatic storage of the result.', 'Optimizing Python script to generate files for multiple use cases, resulting in improved flexibility for generating Python scripts.', 'Extracting sensitive data into environment variables to enhance security and minimize exposure of sensitive information.', 'The script utilizes the requests library to make requests to a specific URL, and the Beautiful Soup library to parse and extract information from web pages.', 'Adjusting the max tokens parameter to obtain complete responses, ensuring complete responses from the Python chat GPT script.', 'Creating a request with the max tokens parameter set to 500, ensuring receiving a full and complete response from the Python chat GPT script.', 'The script translates the extracted headers into Spanish using the Google Translate library, creating a Spanish headers array and an HTML file with the translated headers as h1 tags.', 'The adjustment needed to preserve the hierarchy of headers in the final HTML file.']}, {'end': 4444.399, 'segs': [{'end': 3804.034, 'src': 'embed', 'start': 3774.841, 'weight': 1, 'content': [{'end': 3781.327, 'text': "so let's do that, and You also have to install Google Translate library.", 'start': 3774.841, 'duration': 6.486}, {'end': 3785.968, 'text': "But in my case, it didn't work with the latest installation.", 'start': 3781.907, 'duration': 4.061}, {'end': 3788.389, 'text': 'So I had to use a specific version.', 'start': 3786.008, 'duration': 2.381}, {'end': 3790.669, 'text': "So we're going to provide a version here as well.", 'start': 3788.769, 'duration': 1.9}, {'end': 3795.509, 'text': "So it's going to be 3.1.0.a0.", 'start': 3791.069, 'duration': 4.44}, {'end': 3798.091, 'text': "Let's install that as well.", 'start': 3797.031, 'duration': 1.06}, {'end': 3801.372, 'text': 'And that should fix that underlining.', 'start': 3798.871, 'duration': 2.501}, {'end': 3804.034, 'text': 'Again, there you go.', 'start': 3802.492, 'duration': 1.542}], 'summary': 'Installing google translate library version 3.1.0.a0 fixed the issue.', 'duration': 29.193, 'max_score': 3774.841, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/w-X_EQ2Xva4/pics/w-X_EQ2Xva43774841.jpg'}, {'end': 3964.744, 'src': 'embed', 'start': 3937.188, 'weight': 2, 'content': [{'end': 3945.692, 'text': 'so this will create a python dictionary with text and name attributes with the translated text and header name attributes.', 'start': 3937.188, 'duration': 8.504}, {'end': 3956.578, 'text': "so the header name will be a value of h1 till h6, and we're appending or adding that dictionary into spanish headers array and here,", 'start': 3945.692, 'duration': 10.886}, {'end': 3964.744, 'text': "as we're iterating through that list of dictionary, we're gonna grab the name attribute of the dictionary and text attribute,", 'start': 3956.578, 'duration': 8.166}], 'summary': 'Creating a python dictionary with translated text and header names, appending it to a spanish headers array, and iterating through the list to grab attributes.', 'duration': 27.556, 'max_score': 3937.188, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/w-X_EQ2Xva4/pics/w-X_EQ2Xva43937188.jpg'}, {'end': 4022.319, 'src': 'embed', 'start': 3992.206, 'weight': 0, 'content': [{'end': 3993.747, 'text': 'So just watch out for that.', 'start': 3992.206, 'duration': 1.541}, {'end': 4003.414, 'text': "And again, let's grab the text attribute of the dictionary and the name attribute again.", 'start': 3994.288, 'duration': 9.126}, {'end': 4007.597, 'text': "And let's execute the script and see if it works.", 'start': 4004.375, 'duration': 3.222}, {'end': 4009.778, 'text': 'So, the script completed.', 'start': 4008.297, 'duration': 1.481}, {'end': 4012.4, 'text': "We didn't get any errors, which is a good sign.", 'start': 4010.259, 'duration': 2.141}, {'end': 4015.122, 'text': 'And we have our SpanishHeaders.html file.', 'start': 4012.8, 'duration': 2.322}, {'end': 4019.777, 'text': 'which should now contain all headers translated in Spanish.', 'start': 4015.874, 'duration': 3.903}, {'end': 4022.319, 'text': 'And it looks pretty good, actually.', 'start': 4020.377, 'duration': 1.942}], 'summary': 'Script successfully executed, translated headers to spanish, no errors', 'duration': 30.113, 'max_score': 3992.206, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/w-X_EQ2Xva4/pics/w-X_EQ2Xva43992206.jpg'}, {'end': 4140.917, 'src': 'embed', 'start': 4077.285, 'weight': 3, 'content': [{'end': 4080.968, 'text': 'because we only needed to do a couple of changes and it worked pretty well.', 'start': 4077.285, 'duration': 3.683}, {'end': 4086.392, 'text': "Now let's go ahead and generate Python automation code for our second use case.", 'start': 4082.149, 'duration': 4.243}, {'end': 4102.514, 'text': "So I'm going to close this one and we're going to ask our Python script to give us Python code to go through files in downloads folder,", 'start': 4087.17, 'duration': 15.344}, {'end': 4119.183, 'text': 'check their dates and, if they are older than 30 days, move them to folder called to delete.', 'start': 4102.514, 'duration': 16.669}, {'end': 4120.584, 'text': "so that's our use case.", 'start': 4119.183, 'duration': 1.401}, {'end': 4127.629, 'text': "let's say i have a very, very messy downloads folder where i never delete stuff from, i just leave it in there.", 'start': 4120.584, 'duration': 7.045}, {'end': 4140.917, 'text': "so it kind of gets pretty messy and crowded and i'm going to ask a python script to basically just go through all the files and make sure that it leaves all the recent downloads in the downloads folder.", 'start': 4127.629, 'duration': 13.288}], 'summary': "Python automation code generates to move files older than 30 days to 'to delete' folder in a messy downloads folder.", 'duration': 63.632, 'max_score': 4077.285, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/w-X_EQ2Xva4/pics/w-X_EQ2Xva44077285.jpg'}, {'end': 4386.971, 'src': 'embed', 'start': 4362.936, 'weight': 4, 'content': [{'end': 4372.098, 'text': 'And as you see here in date modified, all the files and folders inside have modified date, which is more than 30 days ago.', 'start': 4362.936, 'duration': 9.162}, {'end': 4377.72, 'text': 'So the logic worked, moving the files worked, and we got exactly the result that we needed.', 'start': 4372.658, 'duration': 5.062}, {'end': 4386.971, 'text': "i am genuinely impressed that we didn't have to modify anything at all to make this code work amazing,", 'start': 4378.26, 'duration': 8.711}], 'summary': 'Files and folders with modified date more than 30 days ago were successfully moved without any modifications to the code.', 'duration': 24.035, 'max_score': 4362.936, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/w-X_EQ2Xva4/pics/w-X_EQ2Xva44362936.jpg'}], 'start': 3774.841, 'title': 'Using google translate library and automating downloads folder cleanup', 'summary': 'Discusses using the google translate library to translate headers into spanish, resulting in a spanishheaders.html file with accurate translations, and demonstrates automating the cleanup of files in the downloads folder, moving files older than 30 days to a separate directory, and successfully executing the script to achieve the desired result.', 'chapters': [{'end': 4077.285, 'start': 3774.841, 'title': 'Google translate library usage', 'summary': 'Discusses using the google translate library to fix an error and successfully translate headers into spanish, resulting in a spanishheaders.html file with accurate translations and the successful execution of the script.', 'duration': 302.444, 'highlights': ['The script successfully translates headers into Spanish and creates a SpanishHeaders.html file without errors.', 'The Google Translate library version 3.1.0.a0 is used to fix the issue of missing attributes in the translate result.', 'The script prepares and adds a python dictionary containing translated text and header name attributes to the Spanish headers array.']}, {'end': 4444.399, 'start': 4077.285, 'title': 'Automating downloads folder cleanup', 'summary': 'Demonstrates the generation of a python script to automate the cleanup of files in the downloads folder, moving files older than 30 days to a separate directory, and successfully executing the script to achieve the desired result.', 'duration': 367.114, 'highlights': ['The Python script successfully automates the cleanup of the downloads folder, moving files older than 30 days to a separate directory. The script effectively identifies and moves files older than 30 days, demonstrating its successful automation of the cleanup process.', 'The script accurately identified and moved files older than 30 days, achieving the desired result without requiring any modifications. The automation script achieved the intended outcome without the need for adjustments, demonstrating its efficiency and accuracy.', "The generated Python script efficiently organized the downloads folder, leaving recent downloads while moving older files to a separate 'to delete' folder. The script effectively organized the downloads folder, leaving recent downloads while relocating older files to a designated directory, showcasing its practical functionality."]}], 'duration': 669.558, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/w-X_EQ2Xva4/pics/w-X_EQ2Xva43774841.jpg', 'highlights': ['The script successfully translates headers into Spanish and creates a SpanishHeaders.html file without errors.', 'The Google Translate library version 3.1.0.a0 is used to fix the issue of missing attributes in the translate result.', 'The script prepares and adds a python dictionary containing translated text and header name attributes to the Spanish headers array.', 'The Python script successfully automates the cleanup of the downloads folder, moving files older than 30 days to a separate directory. The script effectively identifies and moves files older than 30 days, demonstrating its successful automation of the cleanup process.', 'The script accurately identified and moved files older than 30 days, achieving the desired result without requiring any modifications. The automation script achieved the intended outcome without the need for adjustments, demonstrating its efficiency and accuracy.', "The generated Python script efficiently organized the downloads folder, leaving recent downloads while moving older files to a separate 'to delete' folder. The script effectively organized the downloads folder, leaving recent downloads while relocating older files to a designated directory, showcasing its practical functionality."]}], 'highlights': ['The TextDaVinci 003 model is the most capable model for processing and generating natural language, trained with massive amounts of data up to 2021, providing consistent and high-quality results for generating Python scripts through the OpenAI API.', 'The Python program translates all headers from a web page or article into Spanish and saves them into a separate html file for easy browsing, aiding in understanding content in a different language.', 'The chapter covers how to automate two use cases using Python: extracting and translating headers from web pages and organizing old files in the downloads folder.', "The chapter explores using ChatGPT's API to generate Python scripts for automation use cases. Demonstrates using ChatGPT's API to automate the generation of Python scripts, simplifying the process of creating automation use cases.", 'Covers api key management, emphasizing secure storage, making post requests to openai api using requests library, authentication, parameters, setting http headers and request body in python for making a post request to an api.', 'Python script utilizes f-strings for referencing variables inside a string, enhancing readability and syntax highlighting in the code.', 'The script successfully translates headers into Spanish and creates a SpanishHeaders.html file without errors.', 'The Python script successfully automates the cleanup of the downloads folder, moving files older than 30 days to a separate directory. The script effectively identifies and moves files older than 30 days, demonstrating its successful automation of the cleanup process.']}