title
Machine Learning with Text in scikit-learn (PyCon 2016)

description
Although numeric data is easy to work with in Python, most knowledge created by humans is actually raw, unstructured text. By learning how to transform text into data that is usable by machine learning models, you drastically increase the amount of data that your models can learn from. In this tutorial, we'll build and evaluate predictive models from real-world text using scikit-learn. (Presented at PyCon on May 28, 2016.) GitHub repository: https://github.com/justmarkham/pycon-2016-tutorial Enroll in my online course: https://courses.dataschool.io/machine-learning-with-text-in-python == OTHER RESOURCES == My scikit-learn video series: https://www.youtube.com/playlist?list=PL5-da3qGB5ICeMbQuqbbCOQWcS6OYBr5A My pandas video series: https://www.youtube.com/playlist?list=PL5-da3qGB5ICCsgW1MxlZ0Hq8LL5U3u9y == LET'S CONNECT! == Newsletter: https://www.dataschool.io/subscribe/ Twitter: https://twitter.com/justmarkham Facebook: https://www.facebook.com/DataScienceSchool/ LinkedIn: https://www.linkedin.com/in/justmarkham/ YouTube: https://www.youtube.com/user/dataschool?sub_confirmation=1 JOIN the "Data School Insiders" community and receive exclusive rewards: https://www.patreon.com/dataschool

detail
{'title': 'Machine Learning with Text in scikit-learn (PyCon 2016)', 'heatmap': [{'end': 1156.772, 'start': 974.799, 'weight': 0.945}, {'end': 1831.551, 'start': 1534.517, 'weight': 0.734}, {'end': 2308.265, 'start': 2047.432, 'weight': 0.715}, {'end': 2602.442, 'start': 2498.663, 'weight': 0.825}, {'end': 4131.474, 'start': 3649.804, 'weight': 0.836}, {'end': 5389.472, 'start': 5301.647, 'weight': 0.741}, {'end': 7022.969, 'start': 6830.379, 'weight': 1}, {'end': 7237.314, 'start': 7112.866, 'weight': 0.725}], 'summary': "Covers kevin markham's tutorial on machine learning with text in scikit-learn at pycon, addressing various topics including python, debt management, collaboration, environmental impact, community value, personal development, and communication strategies, while also emphasizing the importance of supporting students and families.", 'chapters': [{'end': 54.253, 'segs': [{'end': 54.253, 'src': 'embed', 'start': 1.069, 'weight': 0, 'content': [{'end': 4.932, 'text': "Hello, my name is Kevin Markham, and I'm the founder of Data School.", 'start': 1.069, 'duration': 3.863}, {'end': 11.798, 'text': 'And about a week ago I was at PyCon, which is the largest Python conference in the world,', 'start': 5.813, 'duration': 5.985}, {'end': 18.043, 'text': 'and I was there to deliver a three-hour tutorial called Machine Learning with Text in Scikit-Learn.', 'start': 11.798, 'duration': 6.245}, {'end': 25.83, 'text': 'PyCon recorded the tutorial, and I got permission from them to post it on my channel for you to enjoy.', 'start': 19.184, 'duration': 6.646}, {'end': 31.642, 'text': 'Now, before we get started on that, I have three important notes for you.', 'start': 26.88, 'duration': 4.762}, {'end': 43.168, 'text': "Number one, there's a weird problem with the video such that on some devices, you won't hear the audio of the tutorial.", 'start': 32.262, 'duration': 10.906}, {'end': 54.253, 'text': 'If that is the case for you, please try using a different device or just try plugging in your headphones and it should actually resolve the issue.', 'start': 44.008, 'duration': 10.245}], 'summary': 'Kevin markham delivered a three-hour tutorial on machine learning with text in scikit-learn at pycon, the largest python conference in the world.', 'duration': 53.184, 'max_score': 1.069, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/ZiKMIuYidY0/pics/ZiKMIuYidY01069.jpg'}], 'start': 1.069, 'title': 'Using scikit-learn for text ml', 'summary': "Covers kevin markham's tutorial on machine learning with text in scikit-learn, delivered at pycon, and later posted on his channel, with a note about a video audio issue.", 'chapters': [{'end': 54.253, 'start': 1.069, 'title': 'Machine learning with text in scikit-learn', 'summary': "Covers kevin markham's tutorial on machine learning with text in scikit-learn, delivered at pycon, the largest python conference in the world, and later posted on his channel, with a note about a video audio issue.", 'duration': 53.184, 'highlights': ['Kevin Markham delivered a three-hour tutorial called Machine Learning with Text in Scikit-Learn at PyCon, the largest Python conference in the world.', "The tutorial was recorded by PyCon and was later posted on Kevin Markham's channel for viewers to enjoy.", 'Some devices may experience an audio issue with the tutorial video, which can be resolved by using a different device or plugging in headphones.']}], 'duration': 53.184, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/ZiKMIuYidY0/pics/ZiKMIuYidY01069.jpg', 'highlights': ['Kevin Markham delivered a three-hour tutorial called Machine Learning with Text in Scikit-Learn at PyCon, the largest Python conference in the world.', "The tutorial was recorded by PyCon and was later posted on Kevin Markham's channel for viewers to enjoy.", 'Some devices may experience an audio issue with the tutorial video, which can be resolved by using a different device or plugging in headphones.']}, {'end': 2140.091, 'segs': [{'end': 269.991, 'src': 'embed', 'start': 54.253, 'weight': 0, 'content': [{'end': 63.455, 'text': 'okay?. There is a link in the description below to a GitHub repository that contains all the code shown in the video.', 'start': 54.253, 'duration': 9.202}, {'end': 66.22, 'text': 'So check that out if you want to follow along.', 'start': 63.996, 'duration': 2.224}, {'end': 72.83, 'text': 'And third, if you enjoy the content that you see in the video,', 'start': 67.486, 'duration': 5.344}, {'end': 79.135, 'text': 'you may want to consider taking a course I offer called Machine Learning with Text in Python.', 'start': 72.83, 'duration': 6.305}, {'end': 85.42, 'text': 'And it just goes deeper into scikit-learn and natural language processing and some other topics.', 'start': 80.096, 'duration': 5.324}, {'end': 89.624, 'text': "So there's a link in the description below to learn more about that.", 'start': 86.081, 'duration': 3.543}, {'end': 95.989, 'text': 'And with that being said, I hope you enjoy the video and I will see you afterwards.', 'start': 91.025, 'duration': 4.964}, {'end': 171.161, 'text': "Okay And we're going to have the same conversation as we've been following for decades.", 'start': 103.762, 'duration': 67.399}, {'end': 179.029, 'text': "And so Joe and I are going to spend a couple of minutes talking about this particular topic, this one we're going to be talking about.", 'start': 171.301, 'duration': 7.728}, {'end': 181.211, 'text': "But we're going to have a little bit of a break.", 'start': 179.109, 'duration': 2.102}, {'end': 204.781, 'text': "I'm sorry, I'm sorry, I'm sorry.", 'start': 200.035, 'duration': 4.746}, {'end': 255.688, 'text': "So we're going to take a look at what we're going to do.", 'start': 248.166, 'duration': 7.522}, {'end': 265.77, 'text': "So we're going to take a look at what we're going to do.", 'start': 256.908, 'duration': 8.862}, {'end': 269.991, 'text': "So we're going to take a look at what we're going to do.", 'start': 266.25, 'duration': 3.741}], 'summary': 'Github repository available for code, course on machine learning with text in python mentioned.', 'duration': 215.738, 'max_score': 54.253, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/ZiKMIuYidY0/pics/ZiKMIuYidY054253.jpg'}, {'end': 387.355, 'src': 'embed', 'start': 361.664, 'weight': 3, 'content': [{'end': 367.146, 'text': "It's not that you're going to get a lot of money out of it, but you're going to get a lot of money out of it yourself.", 'start': 361.664, 'duration': 5.482}, {'end': 369.467, 'text': "So you're going to get a lot of money out of it yourself.", 'start': 367.367, 'duration': 2.1}, {'end': 373.429, 'text': "Yeah So the other thing that we're going to do is we're going to work with a company.", 'start': 369.487, 'duration': 3.942}, {'end': 379.312, 'text': "One of the things that we're going to do is we're going to try to figure out how much your debt is.", 'start': 373.749, 'duration': 5.563}, {'end': 381.613, 'text': "So that's what we're going to do.", 'start': 379.352, 'duration': 2.261}, {'end': 387.355, 'text': "And by the way, that's what we're going to do is we're going to try to figure out how much our debt is.", 'start': 381.693, 'duration': 5.662}], 'summary': 'Efforts focused on managing debt and increasing personal wealth.', 'duration': 25.691, 'max_score': 361.664, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/ZiKMIuYidY0/pics/ZiKMIuYidY0361664.jpg'}, {'end': 1156.772, 'src': 'heatmap', 'start': 903.138, 'weight': 5, 'content': [{'end': 905.46, 'text': "So, I'm going to start with that one.", 'start': 903.138, 'duration': 2.322}, {'end': 906.981, 'text': "So, I'm going to start with that one.", 'start': 905.48, 'duration': 1.501}, {'end': 908.862, 'text': "So, I'm going to start with that one.", 'start': 907.041, 'duration': 1.821}, {'end': 934.364, 'text': "Why is it important to look for problems in the data? And if you're looking for problems in the data, you have to look for problems in the data.", 'start': 916.377, 'duration': 17.987}, {'end': 936.164, 'text': 'We have to look for problems in the data.', 'start': 934.604, 'duration': 1.56}, {'end': 937.565, 'text': 'We have to look for problems in the data.', 'start': 936.184, 'duration': 1.381}, {'end': 975.469, 'text': "It's a great thing.", 'start': 974.799, 'duration': 0.67}, {'end': 1014.667, 'text': "It's a very important part of the solution that we need to make sense of it.", 'start': 1005.998, 'duration': 8.669}, {'end': 1025.377, 'text': "So let's step back a little bit and look at some of the things that we're going to talk about now and some of the things that we're going to talk about soon.", 'start': 1014.687, 'duration': 10.69}, {'end': 1069.978, 'text': "And that's what we're going to do is we're going to do some of these kind of experiments.", 'start': 1065.697, 'duration': 4.281}, {'end': 1073.759, 'text': "And that's kind of what we're going to do is we're going to do some of these kind of experiments.", 'start': 1069.998, 'duration': 3.761}, {'end': 1078.06, 'text': "And that's kind of what we're going to do is we're going to do some of these kind of experiments.", 'start': 1073.779, 'duration': 4.281}, {'end': 1083.122, 'text': "And that's kind of what we're going to do is we're going to do some of these kind of experiments.", 'start': 1078.08, 'duration': 5.042}, {'end': 1087.503, 'text': "And that's kind of what we're going to do is we're going to do some of these kind of experiments.", 'start': 1083.142, 'duration': 4.361}, {'end': 1091.664, 'text': "And that's kind of what we're going to do is we're going to do some of these kind of experiments.", 'start': 1087.563, 'duration': 4.101}, {'end': 1111.755, 'text': "And we're going to take a look at some of the things that we're going to talk about today.", 'start': 1102.711, 'duration': 9.044}, {'end': 1114.256, 'text': "And we're going to talk about what we're going to talk about today.", 'start': 1111.795, 'duration': 2.461}, {'end': 1119.138, 'text': "And we're going to talk about some of the things that we're going to talk about today.", 'start': 1114.416, 'duration': 4.722}, {'end': 1156.772, 'text': 'But they have to be in the same sentence, and they have to be in the same year.', 'start': 1142.961, 'duration': 13.811}], 'summary': "It's important to look for problems in the data, a crucial part of the solution.", 'duration': 72.331, 'max_score': 903.138, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/ZiKMIuYidY0/pics/ZiKMIuYidY0903138.jpg'}, {'end': 1508.489, 'src': 'embed', 'start': 1436.052, 'weight': 8, 'content': [{'end': 1456.504, 'text': "I think it's back to the intro to the story of the power of self-religion and the power of self-religion itself and the power of self-religion itself and the power of self-religion itself and the power of self-religion itself and the power of self-religion itself and the power of self-religion itself and the power of self-religion itself.", 'start': 1436.052, 'duration': 20.452}, {'end': 1508.489, 'text': "That's why I think the presentation really impacts the way that we think about the way that we think about science and the way that we think about science and the way that we think about science and the way that we think about science and the way that we think about science and the way that we think about science and the way that we think about science and the way that we think about science,", 'start': 1480.526, 'duration': 27.963}], 'summary': 'Emphasizes the impact of presentation on science perception.', 'duration': 72.437, 'max_score': 1436.052, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/ZiKMIuYidY0/pics/ZiKMIuYidY01436052.jpg'}, {'end': 1831.551, 'src': 'heatmap', 'start': 1534.517, 'weight': 0.734, 'content': [{'end': 1570.11, 'text': "And I think that's one of the things that I want I think that's a really good point.", 'start': 1534.517, 'duration': 35.593}, {'end': 1574.414, 'text': "I think that's a really good point.", 'start': 1570.17, 'duration': 4.244}, {'end': 1580, 'text': "I think that's a really good point.", 'start': 1574.434, 'duration': 5.566}, {'end': 1583.403, 'text': "I think that's a really good point.", 'start': 1580.06, 'duration': 3.343}, {'end': 1586.065, 'text': "I think that's a really good point.", 'start': 1583.423, 'duration': 2.642}, {'end': 1589.809, 'text': "I think that's a really good point.", 'start': 1586.085, 'duration': 3.724}, {'end': 1663.165, 'text': 'So what I want to show you is that this is not an experiment.', 'start': 1656.823, 'duration': 6.342}, {'end': 1684.832, 'text': 'This is just a very, very, very, very, very, very, very, very, very, very, very, very, very, very, very.', 'start': 1665.206, 'duration': 19.626}, {'end': 1696.597, 'text': "So by that time we're going to have a problem.", 'start': 1695.256, 'duration': 1.341}, {'end': 1700.999, 'text': "We're going to have a problem.", 'start': 1696.697, 'duration': 4.302}, {'end': 1703.3, 'text': "We're going to have a problem.", 'start': 1701.039, 'duration': 2.261}, {'end': 1704.96, 'text': "We're going to have a problem.", 'start': 1703.32, 'duration': 1.64}, {'end': 1705.841, 'text': "We're going to have a problem.", 'start': 1704.98, 'duration': 0.861}, {'end': 1708.282, 'text': "We're going to have a problem.", 'start': 1705.861, 'duration': 2.421}, {'end': 1730.948, 'text': "But, you know, it's important for us to know that this is really, really important.", 'start': 1725.486, 'duration': 5.462}, {'end': 1733.409, 'text': "And I think that's something that we need to keep in mind.", 'start': 1730.968, 'duration': 2.441}, {'end': 1738.912, 'text': "And so I'm going to go ahead and just give you a little bit of an overview of what it's all about.", 'start': 1733.429, 'duration': 5.483}, {'end': 1745.475, 'text': "And I'm going to go ahead and just give you a little bit of an overview of what it's all about.", 'start': 1739.052, 'duration': 6.423}, {'end': 1782.291, 'text': "And I'm going to go ahead and just give you a little bit And I'm going to go into the facts, and I'm going to tell you what I'm going to tell you.", 'start': 1745.495, 'duration': 36.796}, {'end': 1783.332, 'text': "So I'm going to start with this one.", 'start': 1782.331, 'duration': 1.001}, {'end': 1792.279, 'text': "It's going to take a bit of research and I'm going to give you a little bit of an overview of what I'm going to show you,", 'start': 1783.352, 'duration': 8.927}, {'end': 1798.143, 'text': "and I'm going to tell you what I'm going to tell you, and then I'm going to tell you what I'm going to tell you.", 'start': 1792.279, 'duration': 5.864}, {'end': 1804.568, 'text': "The big part of this is that I'm going to tell you what I'm going to tell you.", 'start': 1798.163, 'duration': 6.405}, {'end': 1808.131, 'text': "And then I'm going to tell you what I'm going to tell you.", 'start': 1804.668, 'duration': 3.463}, {'end': 1821.366, 'text': "I think that's a really good point.", 'start': 1817.924, 'duration': 3.442}, {'end': 1825.248, 'text': "I think that's a really good point.", 'start': 1821.386, 'duration': 3.862}, {'end': 1831.551, 'text': "I think that's a really good point.", 'start': 1825.268, 'duration': 6.283}], 'summary': 'The importance of the issue is emphasized repeatedly.', 'duration': 297.034, 'max_score': 1534.517, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/ZiKMIuYidY0/pics/ZiKMIuYidY01534517.jpg'}], 'start': 54.253, 'title': 'Various topics', 'summary': 'Covers machine learning with text in python, debt management and collaboration, old life reflections, importance of data problem detection, and the power of self-religion in science. it includes code repository, debt assessment, data problem identification, and the impact of self-religion on science.', 'chapters': [{'end': 346.004, 'start': 54.253, 'title': 'Machine learning with text in python', 'summary': 'Discusses a github repository containing code from the video, a machine learning course offered, and a conversation about a particular topic.', 'duration': 291.751, 'highlights': ["The course 'Machine Learning with Text in Python' is offered to go deeper into scikit-learn and natural language processing.", 'A GitHub repository with all the code shown in the video is available for reference.', 'The conversation revolves around a particular topic.']}, {'end': 641.892, 'start': 361.664, 'title': 'Debt management and collaboration', 'summary': 'Discusses the importance of working with a company to assess and manage debt, emphasizing the difficulty in determining debt levels and the need for cooperation, while recognizing the value of concerted efforts in addressing financial challenges.', 'duration': 280.228, 'highlights': ['The chapter emphasizes the importance of collaborating with a company to assess and manage debt, acknowledging the complexity of determining debt levels and the value of cooperation.', 'It highlights the challenge of accurately determining debt levels and the necessity of working with a company to address this financial aspect.', 'The chapter stresses the significance of cooperation in managing debt and financial challenges, emphasizing the need for concerted efforts and collaboration with external entities.']}, {'end': 903.118, 'start': 642.032, 'title': 'Old life reflections', 'summary': 'Presents repetitive reflections on returning to the old life and some introductory conversation, lacking substantial content or key points.', 'duration': 261.086, 'highlights': []}, {'end': 1119.138, 'start': 903.138, 'title': 'Importance of data problem detection', 'summary': 'Emphasizes the importance of identifying and addressing data problems, as it is crucial for deriving meaningful solutions. it highlights the significance of conducting experiments to address data issues.', 'duration': 216, 'highlights': ['The importance of looking for problems in the data is emphasized for deriving meaningful solutions.', 'Conducting experiments is highlighted as a crucial step in addressing data issues.', 'Emphasizing the need to look for problems in the data is reiterated throughout the discussion.']}, {'end': 2140.091, 'start': 1142.961, 'title': 'Power of self-religion in science', 'summary': 'Discusses the impact of self-religion on science and emphasizes the importance of taking action and understanding its significance.', 'duration': 997.13, 'highlights': ['The chapter emphasizes the impact of self-religion on science and the importance of taking action and understanding its significance.', 'Encouraging students to understand and act on the concept of self-religion.', 'The presentation impacts the way we think about science.', 'Emphasizing the importance of self-religion in science.', 'Encouraging students to understand and act on the concept of self-religion.']}], 'duration': 2085.838, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/ZiKMIuYidY0/pics/ZiKMIuYidY054253.jpg', 'highlights': ['A GitHub repository with all the code shown in the video is available for reference.', "The course 'Machine Learning with Text in Python' is offered to go deeper into scikit-learn and natural language processing.", 'The conversation revolves around a particular topic.', 'The chapter emphasizes the importance of collaborating with a company to assess and manage debt, acknowledging the complexity of determining debt levels and the value of cooperation.', 'The chapter stresses the significance of cooperation in managing debt and financial challenges, emphasizing the need for concerted efforts and collaboration with external entities.', 'The importance of looking for problems in the data is emphasized for deriving meaningful solutions.', 'Conducting experiments is highlighted as a crucial step in addressing data issues.', 'Emphasizing the need to look for problems in the data is reiterated throughout the discussion.', 'The chapter emphasizes the impact of self-religion on science and the importance of taking action and understanding its significance.', 'The presentation impacts the way we think about science.', 'Emphasizing the importance of self-religion in science.', 'Encouraging students to understand and act on the concept of self-religion.']}, {'end': 2828.799, 'segs': [{'end': 2470.878, 'src': 'embed', 'start': 2292.033, 'weight': 0, 'content': [{'end': 2294.494, 'text': 'How do you use your website?', 'start': 2292.033, 'duration': 2.461}, {'end': 2296.556, 'text': 'How do you use your website?', 'start': 2294.594, 'duration': 1.962}, {'end': 2300.459, 'text': 'How do you use your website?', 'start': 2296.676, 'duration': 3.783}, {'end': 2302.561, 'text': 'How do you use your website?', 'start': 2300.639, 'duration': 1.922}, {'end': 2304.162, 'text': 'How do you use your website?', 'start': 2302.641, 'duration': 1.521}, {'end': 2305.783, 'text': 'How do you use your website?', 'start': 2304.242, 'duration': 1.541}, {'end': 2306.864, 'text': 'How do you use your website?', 'start': 2305.803, 'duration': 1.061}, {'end': 2308.265, 'text': 'How do you use your website?', 'start': 2307.004, 'duration': 1.261}, {'end': 2349.659, 'text': 'success?', 'start': 2349.417, 'duration': 0.242}, {'end': 2415.904, 'text': "It's where they're going to go and they're going to make a list of people, and they're going to go and they're going to make a list of people.", 'start': 2407.577, 'duration': 8.327}, {'end': 2422.79, 'text': "So they're going to take five hours and they're going to go and they're going to make a list of people, and they're going to make a list of people,", 'start': 2416.004, 'duration': 6.786}, {'end': 2424.832, 'text': "and they're going to make a list of people,", 'start': 2422.79, 'duration': 2.042}, {'end': 2428.996, 'text': "and they're going to make a list of people and they're going to make a list of people and they're going to.", 'start': 2424.832, 'duration': 4.164}, {'end': 2463.411, 'text': "I just want to make sure I don't mess up anything.", 'start': 2449.278, 'duration': 14.133}, {'end': 2463.631, 'text': 'Okay Okay.', 'start': 2463.451, 'duration': 0.18}, {'end': 2470.678, 'text': 'Okay Okay.', 'start': 2465.153, 'duration': 5.525}, {'end': 2470.878, 'text': 'Okay Okay.', 'start': 2470.698, 'duration': 0.18}], 'summary': 'Users frequently visit the website to make lists and spend around 5 hours on it.', 'duration': 178.845, 'max_score': 2292.033, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/ZiKMIuYidY0/pics/ZiKMIuYidY02292033.jpg'}, {'end': 2696.215, 'src': 'heatmap', 'start': 2498.663, 'weight': 2, 'content': [{'end': 2505.789, 'text': "And I think that's a great point.", 'start': 2498.663, 'duration': 7.126}, {'end': 2508.892, 'text': "And I think that's a great point.", 'start': 2505.809, 'duration': 3.083}, {'end': 2511.955, 'text': "I think that's a great point.", 'start': 2508.912, 'duration': 3.043}, {'end': 2515.378, 'text': "I think that's a great point.", 'start': 2511.975, 'duration': 3.403}, {'end': 2536.651, 'text': "And I'm going to talk to you about this question.", 'start': 2532.369, 'duration': 4.282}, {'end': 2542.195, 'text': "And I'm going to talk to you about this question.", 'start': 2537.052, 'duration': 5.143}, {'end': 2545.757, 'text': "And I'm going to talk to you about this question.", 'start': 2542.215, 'duration': 3.542}, {'end': 2553.202, 'text': "And I'm going to talk to you about this question.", 'start': 2545.777, 'duration': 7.425}, {'end': 2556.044, 'text': "And I'm going to talk to you about this question.", 'start': 2553.262, 'duration': 2.782}, {'end': 2562.926, 'text': 'And this is just one of the things that I wanted to talk about.', 'start': 2561.485, 'duration': 1.441}, {'end': 2564.666, 'text': "And I don't want to go into too much detail about that.", 'start': 2562.946, 'duration': 1.72}, {'end': 2565.667, 'text': 'But I wanted to talk about a couple of things.', 'start': 2564.686, 'duration': 0.981}, {'end': 2569.688, 'text': 'The first thing I wanted to talk about is that I want to talk about a lot of things.', 'start': 2565.687, 'duration': 4.001}, {'end': 2571.369, 'text': 'And I want to talk about a lot of things.', 'start': 2569.708, 'duration': 1.661}, {'end': 2572.489, 'text': 'And I want to talk about a lot of things.', 'start': 2571.389, 'duration': 1.1}, {'end': 2574.03, 'text': 'And I want to talk about a lot of things.', 'start': 2572.629, 'duration': 1.401}, {'end': 2575.571, 'text': 'And I want to talk about a lot of things.', 'start': 2574.05, 'duration': 1.521}, {'end': 2576.911, 'text': 'And I want to talk about a lot of things.', 'start': 2575.591, 'duration': 1.32}, {'end': 2578.112, 'text': 'And I want to talk about a lot of things.', 'start': 2576.931, 'duration': 1.181}, {'end': 2579.592, 'text': 'And I want to talk about a lot of things.', 'start': 2578.132, 'duration': 1.46}, {'end': 2580.453, 'text': 'And I want to talk about a lot of things.', 'start': 2579.612, 'duration': 0.841}, {'end': 2581.633, 'text': 'And I want to talk about a lot of things.', 'start': 2580.473, 'duration': 1.16}, {'end': 2582.633, 'text': 'And I want to talk about a lot of things.', 'start': 2581.713, 'duration': 0.92}, {'end': 2583.714, 'text': 'And I want to talk about a lot of things.', 'start': 2582.653, 'duration': 1.061}, {'end': 2584.674, 'text': 'And I want to talk about a lot of things.', 'start': 2583.734, 'duration': 0.94}, {'end': 2586.275, 'text': 'And I want to talk about a lot of things.', 'start': 2584.714, 'duration': 1.561}, {'end': 2587.736, 'text': 'And I want to talk about a lot of things.', 'start': 2586.335, 'duration': 1.401}, {'end': 2602.442, 'text': "And I want to talk about a lot of things If you don't do that, you cannot do what God wants you to do.", 'start': 2587.756, 'duration': 14.686}, {'end': 2664.116, 'text': "less of a deal, but it's going to be less of a deal.", 'start': 2660.128, 'duration': 3.988}, {'end': 2666.56, 'text': "So that's why I think it's important for us to do better.", 'start': 2664.216, 'duration': 2.344}, {'end': 2670.328, 'text': "And I think it's necessary to do better.", 'start': 2666.581, 'duration': 3.747}, {'end': 2696.215, 'text': "But I'm sorry, but I think it's So.", 'start': 2670.348, 'duration': 25.867}], 'summary': 'The speaker emphasizes the importance of doing better and discussing various topics.', 'duration': 111.501, 'max_score': 2498.663, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/ZiKMIuYidY0/pics/ZiKMIuYidY02498663.jpg'}, {'end': 2828.799, 'src': 'embed', 'start': 2803.723, 'weight': 3, 'content': [{'end': 2809.186, 'text': "what happens to the way that you're going to explain this to the people around you?", 'start': 2803.723, 'duration': 5.463}, {'end': 2818.673, 'text': "This is probably one of the first things that you're going to ask yourself when you're thinking about this problem.", 'start': 2809.247, 'duration': 9.426}, {'end': 2823.195, 'text': "And some of the people around you, they don't know how to do it.", 'start': 2818.733, 'duration': 4.462}, {'end': 2824.696, 'text': "So here's how it works.", 'start': 2823.235, 'duration': 1.461}, {'end': 2828.799, 'text': "This is how you're going to explain it to the people around you and also when.", 'start': 2824.736, 'duration': 4.063}], 'summary': 'Explaining a problem to others, addressing knowledge gaps, and timing are key considerations.', 'duration': 25.076, 'max_score': 2803.723, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/ZiKMIuYidY0/pics/ZiKMIuYidY02803723.jpg'}], 'start': 2238.439, 'title': 'Utilizing websites and effective communication', 'summary': 'Emphasizes the significance of effectively using websites for success, highlighting the process of making lists and ensuring accuracy, as well as stressing the importance of discussing important matters, the need for improvement, and effective communication for better understanding and execution.', 'chapters': [{'end': 2470.878, 'start': 2238.439, 'title': 'Effective use of websites for success', 'summary': 'Emphasizes the importance of using websites effectively for success and highlights the process of making a list of people and taking five hours to ensure accuracy.', 'duration': 232.439, 'highlights': ['The chapter emphasizes the importance of using websites effectively for success.', 'The process of making a list of people and taking five hours to ensure accuracy is highlighted.']}, {'end': 2828.799, 'start': 2470.898, 'title': 'Speaking on important matters', 'summary': 'Emphasizes the importance of discussing important matters, the need for improvement, and the significance of effective communication, stressing the need for better understanding and execution.', 'duration': 357.901, 'highlights': ['The chapter highlights the importance of discussing important matters and emphasizes the need for improvement, stressing the significance of effective communication.', 'It stresses the need for better understanding and execution, urging individuals to consider the impact on those around them.', 'It underlines the significance of effective communication in conveying important information and addresses the challenges individuals may face in explaining complex concepts to others.']}], 'duration': 590.36, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/ZiKMIuYidY0/pics/ZiKMIuYidY02238439.jpg', 'highlights': ['The chapter emphasizes the importance of using websites effectively for success.', 'The process of making a list of people and taking five hours to ensure accuracy is highlighted.', 'The chapter highlights the importance of discussing important matters and emphasizes the need for improvement, stressing the significance of effective communication.', 'It stresses the need for better understanding and execution, urging individuals to consider the impact on those around them.', 'It underlines the significance of effective communication in conveying important information and addresses the challenges individuals may face in explaining complex concepts to others.']}, {'end': 3783.077, 'segs': [{'end': 3283.544, 'src': 'embed', 'start': 3091.085, 'weight': 0, 'content': [{'end': 3093.927, 'text': "I think that's really important.", 'start': 3091.085, 'duration': 2.842}, {'end': 3097.27, 'text': "I think that's really important.", 'start': 3093.967, 'duration': 3.303}, {'end': 3099.391, 'text': "I think that's really important.", 'start': 3097.29, 'duration': 2.101}, {'end': 3113.805, 'text': "And I think that's a really good example of diversity.", 'start': 3107.912, 'duration': 5.893}, {'end': 3114.908, 'text': 'Okay Okay.', 'start': 3113.825, 'duration': 1.083}, {'end': 3116.351, 'text': "Let's see if we have any more questions.", 'start': 3114.928, 'duration': 1.423}, {'end': 3195.742, 'text': 'Thank you.', 'start': 3195.52, 'duration': 0.222}, {'end': 3269.261, 'text': 'And this is a complete challenge.', 'start': 3265.06, 'duration': 4.201}, {'end': 3283.544, 'text': 'We have to set up our environment, the environment, the environment, the environment, the environment, the environment, the environment,', 'start': 3269.461, 'duration': 14.083}], 'summary': 'Emphasizing importance of diversity, setting up environment for challenge.', 'duration': 192.459, 'max_score': 3091.085, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/ZiKMIuYidY0/pics/ZiKMIuYidY03091085.jpg'}, {'end': 3501.837, 'src': 'embed', 'start': 3317.471, 'weight': 1, 'content': [{'end': 3325.938, 'text': "I think it's the greatest thing I've ever done in my life.", 'start': 3317.471, 'duration': 8.467}, {'end': 3337.188, 'text': 'And you can do that for the rest of your life.', 'start': 3332.964, 'duration': 4.224}, {'end': 3342.453, 'text': 'Yeah So there are a lot of things that we can do to make the world a better place.', 'start': 3337.228, 'duration': 5.225}, {'end': 3348.718, 'text': "Yeah And I think that's really important.", 'start': 3342.473, 'duration': 6.245}, {'end': 3353.182, 'text': "And I think that's really important.", 'start': 3348.738, 'duration': 4.444}, {'end': 3356.225, 'text': "And I think that's really important.", 'start': 3353.202, 'duration': 3.023}, {'end': 3420.298, 'text': "They don't have the skills to be able to do that.", 'start': 3417.11, 'duration': 3.188}, {'end': 3422.744, 'text': 'They still have the skills to do that.', 'start': 3420.398, 'duration': 2.346}, {'end': 3472.687, 'text': "So you have to have a lot of stuff that's going to be in front of you.", 'start': 3462.125, 'duration': 10.562}, {'end': 3486.289, 'text': "But if you don't have a lot of time, you don't have a lot of time, you don't have a lot of time, you don't have a lot of time,", 'start': 3472.807, 'duration': 13.482}, {'end': 3501.837, 'text': "you don't have a lot of time, you don't have a lot of time, self-reliance and self-reliance.", 'start': 3486.289, 'duration': 15.548}], 'summary': 'Emphasizing the importance of making the world a better place through self-reliance and skills development.', 'duration': 184.366, 'max_score': 3317.471, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/ZiKMIuYidY0/pics/ZiKMIuYidY03317471.jpg'}, {'end': 3707.495, 'src': 'embed', 'start': 3649.804, 'weight': 3, 'content': [{'end': 3656.049, 'text': 'And then we have the black and the black and black and black and black and black and black and black.', 'start': 3649.804, 'duration': 6.245}, {'end': 3690.923, 'text': "And that's what we're trying to do.", 'start': 3689.002, 'duration': 1.921}, {'end': 3694.246, 'text': "We're trying to make sure that we're able to do it.", 'start': 3690.963, 'duration': 3.283}, {'end': 3697.428, 'text': "And we're trying to make sure that we're able to do it.", 'start': 3694.266, 'duration': 3.162}, {'end': 3702.932, 'text': "And we're trying to make sure that we're able to do it.", 'start': 3697.648, 'duration': 5.284}, {'end': 3707.495, 'text': "And we're trying to make sure that we're able to do it.", 'start': 3702.972, 'duration': 4.523}], 'summary': 'Efforts to achieve consistency and effectiveness in the black product line.', 'duration': 57.691, 'max_score': 3649.804, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/ZiKMIuYidY0/pics/ZiKMIuYidY03649804.jpg'}], 'start': 2834.428, 'title': 'Importance of teaching, environmental impact, time management, and self-awareness', 'summary': "Emphasizes the need for consistent teaching, diversity, and problem-solving, the importance of environmental preservation, time management, and self-reliance, and the impact of self-awareness and energy storage on individuals' well-being and skills.", 'chapters': [{'end': 3283.544, 'start': 2834.428, 'title': 'Teaching and problem-solving', 'summary': 'Discusses the importance of consistency in teaching and problem-solving, emphasizing the need for diversity and the challenges of setting up the environment.', 'duration': 449.116, 'highlights': ['The importance of consistency in teaching and problem-solving is emphasized, with a focus on diversity and the challenges of setting up the environment.', 'The speaker mentions having a lot of students who have been consistent, indicating successful teaching approaches.', 'Emphasizing the need for diversity is highlighted as a crucial aspect of the discussion.']}, {'end': 3422.744, 'start': 3283.544, 'title': 'Environmental impact', 'summary': 'Highlights the importance of environmental preservation and emphasizes the potential for individuals to contribute to a better world through actions, underscoring the lack of skills in some individuals.', 'duration': 139.2, 'highlights': ['The importance of environmental preservation and individual contributions to a better world.', 'Emphasizing the lack of skills in some individuals.']}, {'end': 3617.562, 'start': 3462.125, 'title': 'Time management and self-reliance', 'summary': 'Highlights the importance of time management and self-reliance, emphasizing the limited time available and the need to understand the concepts. it also mentions the intention to wrap up the session and allocate time for questions.', 'duration': 155.437, 'highlights': ['The importance of time management and self-reliance is emphasized, acknowledging the limited time available.', 'The need to understand the concepts is highlighted to the audience.', 'The intention to wrap up the session and allocate time for questions is mentioned.']}, {'end': 3783.077, 'start': 3649.804, 'title': 'Energy storage and self-awareness', 'summary': "Discusses the importance of self-awareness and energy storage, highlighting the concept of black and the impact it has on one's energy levels and overall well-being.", 'duration': 133.273, 'highlights': ['The concept of black and its impact on energy levels and well-being is emphasized through repetition.', "The importance of self-awareness is highlighted in relation to understanding one's energy storage.", 'The relationship between speaking Italian and a certain concept is mentioned.', 'The significance of being able to see and understand the amount of energy stored within oneself is stressed.']}], 'duration': 948.649, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/ZiKMIuYidY0/pics/ZiKMIuYidY02834428.jpg', 'highlights': ['Emphasizes the need for consistent teaching, diversity, and problem-solving, and the challenges of setting up the environment.', 'The importance of environmental preservation and individual contributions to a better world.', 'The importance of time management and self-reliance is emphasized, acknowledging the limited time available.', 'The concept of black and its impact on energy levels and well-being is emphasized through repetition.']}, {'end': 5546.957, 'segs': [{'end': 3815.045, 'src': 'embed', 'start': 3787.09, 'weight': 1, 'content': [{'end': 3792.033, 'text': "So I think what you're going to do is you're going to take a little bit of the value that you have and you're going to bring it back into the community.", 'start': 3787.09, 'duration': 4.943}, {'end': 3793.914, 'text': "So you're going to bring it back into the community.", 'start': 3792.193, 'duration': 1.721}, {'end': 3796.915, 'text': "So I think what you're going to do is you're going to bring it back into the community.", 'start': 3793.934, 'duration': 2.981}, {'end': 3799.316, 'text': "So I think what you're going to do is you're going to bring it back into the community.", 'start': 3796.935, 'duration': 2.381}, {'end': 3802.518, 'text': "So I think what you're going to do is you're going to bring it back into the community.", 'start': 3799.396, 'duration': 3.122}, {'end': 3805.179, 'text': "So I think what you're going to do is you're going to bring it back into the community.", 'start': 3802.538, 'duration': 2.641}, {'end': 3807.701, 'text': "So I think what you're going to do is you're going to bring it back into the community.", 'start': 3805.199, 'duration': 2.502}, {'end': 3809.962, 'text': "So I think what you're going to do is you're going to bring it back into the community.", 'start': 3807.721, 'duration': 2.241}, {'end': 3811.943, 'text': "So I think what you're going to do is you're going to bring it back into the community.", 'start': 3809.982, 'duration': 1.961}, {'end': 3815.045, 'text': "So I think what you're going to do is you're going to bring it back into the community.", 'start': 3811.963, 'duration': 3.082}], 'summary': 'Bringing back value to the community.', 'duration': 27.955, 'max_score': 3787.09, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/ZiKMIuYidY0/pics/ZiKMIuYidY03787090.jpg'}, {'end': 4354.744, 'src': 'embed', 'start': 4156.653, 'weight': 3, 'content': [{'end': 4268.48, 'text': "So, you know, I'm trying to get people to come to I think we're going to see a lot of things So I'm going to try Yes.", 'start': 4156.653, 'duration': 111.827}, {'end': 4354.584, 'text': 'down to make things a little bit different than they were in the 80s and 90s, because all of us have very different stories, very different stories,', 'start': 4344.09, 'duration': 10.494}, {'end': 4354.744, 'text': 'you know.', 'start': 4354.584, 'duration': 0.16}], 'summary': 'Efforts to attract people to a new event with a fresh approach, aiming for diversity and inclusivity.', 'duration': 198.091, 'max_score': 4156.653, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/ZiKMIuYidY0/pics/ZiKMIuYidY04156653.jpg'}, {'end': 4797.01, 'src': 'embed', 'start': 4765.252, 'weight': 0, 'content': [{'end': 4766.532, 'text': "And I think that's the most important thing.", 'start': 4765.252, 'duration': 1.28}, {'end': 4768.853, 'text': "And I think that's the most important thing.", 'start': 4766.632, 'duration': 2.221}, {'end': 4792.087, 'text': "And that's why I think it's really important to know that you're not just going to be dancing in front of the camera.", 'start': 4787.964, 'duration': 4.123}, {'end': 4793.708, 'text': "You're just going to be in front of the camera.", 'start': 4792.107, 'duration': 1.601}, {'end': 4797.01, 'text': "And that's why I think it's really important to know that you're not just going to be dancing in front of the camera.", 'start': 4793.728, 'duration': 3.282}], 'summary': 'Emphasizing importance of being in front of the camera, not just dancing.', 'duration': 31.758, 'max_score': 4765.252, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/ZiKMIuYidY0/pics/ZiKMIuYidY04765252.jpg'}, {'end': 5104.604, 'src': 'embed', 'start': 5051.527, 'weight': 2, 'content': [{'end': 5064.518, 'text': "So, in the first step of the process, it's very important to have the right amount of resources.", 'start': 5051.527, 'duration': 12.991}, {'end': 5094.079, 'text': "Any amount of resources actually So if you want to do this, if you want to do this, it's in the book.", 'start': 5064.538, 'duration': 29.541}, {'end': 5095.38, 'text': "So don't forget to read it.", 'start': 5094.239, 'duration': 1.141}, {'end': 5097.301, 'text': "It's a lot of information.", 'start': 5095.6, 'duration': 1.701}, {'end': 5098.621, 'text': "It's a lot of information.", 'start': 5097.401, 'duration': 1.22}, {'end': 5102.043, 'text': "And so we're going to go into a little bit of context.", 'start': 5098.641, 'duration': 3.402}, {'end': 5102.923, 'text': "And I'm going to do a text.", 'start': 5102.063, 'duration': 0.86}, {'end': 5104.604, 'text': "We're going to do a text now.", 'start': 5102.963, 'duration': 1.641}], 'summary': 'Emphasizing the importance of having adequate resources for the process and the need to read the book for information.', 'duration': 53.077, 'max_score': 5051.527, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/ZiKMIuYidY0/pics/ZiKMIuYidY05051527.jpg'}, {'end': 5389.472, 'src': 'heatmap', 'start': 5301.647, 'weight': 0.741, 'content': [{'end': 5357.589, 'text': "you, And I think it's important to note that I'm not a major speaker,", 'start': 5301.647, 'duration': 55.942}, {'end': 5365.014, 'text': 'but I think that there are some things that can be done to improve the experience.', 'start': 5357.589, 'duration': 7.425}, {'end': 5368.337, 'text': "And I'm just going to help you with that.", 'start': 5365.034, 'duration': 3.303}, {'end': 5374.541, 'text': "And then we're going to move on to the next slide.", 'start': 5368.437, 'duration': 6.104}, {'end': 5375.622, 'text': 'Thank you very much.', 'start': 5374.741, 'duration': 0.881}, {'end': 5384.039, 'text': 'is that we have so much to give to God.', 'start': 5381.954, 'duration': 2.085}, {'end': 5389.472, 'text': 'And we need to give to God.', 'start': 5384.42, 'duration': 5.052}], 'summary': 'Speaker suggests ways to improve experience, emphasizes giving to god.', 'duration': 87.825, 'max_score': 5301.647, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/ZiKMIuYidY0/pics/ZiKMIuYidY05301647.jpg'}], 'start': 3787.09, 'title': 'Community value and role importance', 'summary': "Discusses bringing value back to the community, emphasizing the significance of knowing one's role, and highlights the importance of resources in making changes, although lacking specific details or quantifiable data.", 'chapters': [{'end': 3867.21, 'start': 3787.09, 'title': 'Bringing value back to the community', 'summary': 'Discusses the importance of bringing value back into the community, although it lacks specific details or quantifiable data.', 'duration': 80.12, 'highlights': ['The importance of bringing value back into the community is emphasized throughout the conversation.', 'The speaker expresses uncertainty about the ease of this task and the need for some level of separation.', 'The transcript does not contain specific details or quantifiable data.']}, {'end': 4722.018, 'start': 3910.708, 'title': 'Interest and future plans', 'summary': "Discusses the speaker's interest in getting people to come to them and making things different, with a focus on the 80s and 90s, while also expressing uncertainty and seeking opinions.", 'duration': 811.31, 'highlights': ['The speaker is interested in getting people to come to them and making things different than in the 80s and 90s.', 'The speaker expresses uncertainty and seeks opinions from others.', 'The speaker discusses their interest in the 80s and 90s and their plans to make things different.']}, {'end': 5018.703, 'start': 4722.038, 'title': 'Importance of knowing your role', 'summary': 'Emphasizes the importance of knowing your role and not just dancing in front of the camera, reiterating this point multiple times to highlight its significance.', 'duration': 296.665, 'highlights': ['The chapter stresses the importance of knowing your role and not just dancing in front of the camera.', 'The speaker repeats the point about not wanting to do their own business multiple times to emphasize their stance.', "The transcript contains repetitive phrases about the speaker's belief in the importance of knowing your role."]}, {'end': 5546.957, 'start': 5051.527, 'title': 'Importance of resources in making change', 'summary': 'Emphasizes the importance of having the right amount of resources and making the right changes, aiming to give a lot to god, and suggests improvements in experiences.', 'duration': 495.43, 'highlights': ['The importance of having the right amount of resources to make the right changes and give a lot to God.', 'Emphasizing the need to make improvements in experiences.', 'Reflects on the challenge of making the change that is desired by society.']}], 'duration': 1759.867, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/ZiKMIuYidY0/pics/ZiKMIuYidY03787090.jpg', 'highlights': ['The chapter stresses the importance of knowing your role and not just dancing in front of the camera.', 'The importance of bringing value back into the community is emphasized throughout the conversation.', 'The importance of having the right amount of resources to make the right changes and give a lot to God.', 'The speaker is interested in getting people to come to them and making things different than in the 80s and 90s.']}, {'end': 7027.673, 'segs': [{'end': 6321.679, 'src': 'embed', 'start': 5944.113, 'weight': 0, 'content': [{'end': 5947.798, 'text': "And I think that's kind of the start of the process.", 'start': 5944.113, 'duration': 3.685}, {'end': 5950.742, 'text': "And I think that's kind of the start of the process.", 'start': 5947.818, 'duration': 2.924}, {'end': 6008.739, 'text': "Bye So, it's not like we're just going to have to do it.", 'start': 5972.724, 'duration': 36.015}, {'end': 6009.462, 'text': "That's not it.", 'start': 6008.759, 'duration': 0.703}, {'end': 6154.01, 'text': "Bye-bye to develop, and I think that's kind of what I'm trying to do.", 'start': 6041.442, 'duration': 112.568}, {'end': 6155.61, 'text': "But I think that's kind of what I'm trying to do.", 'start': 6154.03, 'duration': 1.58}, {'end': 6160.413, 'text': "I think that's kind of what I'm trying to do.", 'start': 6155.691, 'duration': 4.722}, {'end': 6163.754, 'text': "I think that's kind of what I'm trying to do.", 'start': 6160.533, 'duration': 3.221}, {'end': 6165.555, 'text': "I think that's kind of what I'm trying to do.", 'start': 6163.774, 'duration': 1.781}, {'end': 6274.678, 'text': "Now, as I work on this, there are a lot of things that I'm trying to do.", 'start': 6272.056, 'duration': 2.622}, {'end': 6279.602, 'text': "I'm trying to find the confidence that I'm going to be able to do the things that I'm going to be able to do.", 'start': 6274.738, 'duration': 4.864}, {'end': 6286.928, 'text': "And one of the things that I'm trying to do is I'm going to be able to do that.", 'start': 6279.662, 'duration': 7.266}, {'end': 6321.679, 'text': "And I think that's one of the things that I think is really important.", 'start': 6319.878, 'duration': 1.801}], 'summary': 'The speaker is focused on starting and developing a process, aiming for confidence to achieve important goals.', 'duration': 377.566, 'max_score': 5944.113, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/ZiKMIuYidY0/pics/ZiKMIuYidY05944113.jpg'}, {'end': 6644.944, 'src': 'embed', 'start': 6593.296, 'weight': 2, 'content': [{'end': 6595.318, 'text': "And one of the things that I've been interested in.", 'start': 6593.296, 'duration': 2.022}, {'end': 6598.581, 'text': "And one of the things that I've been interested in.", 'start': 6595.338, 'duration': 3.243}, {'end': 6601.423, 'text': "And one of the things that I've been interested in.", 'start': 6598.681, 'duration': 2.742}, {'end': 6603.985, 'text': "And one of the things that I've been interested in.", 'start': 6601.483, 'duration': 2.502}, {'end': 6611.074, 'text': "So that's what we're trying to do.", 'start': 6609.677, 'duration': 1.397}, {'end': 6644.944, 'text': 'is to try to get the students to understand that we are the tradition from the beginning of the school.', 'start': 6640.458, 'duration': 4.486}], 'summary': "Efforts to instill tradition and values in students by emphasizing the school's heritage.", 'duration': 51.648, 'max_score': 6593.296, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/ZiKMIuYidY0/pics/ZiKMIuYidY06593296.jpg'}, {'end': 7022.969, 'src': 'heatmap', 'start': 6810.511, 'weight': 3, 'content': [{'end': 6815.074, 'text': "So we're going to take him out of the house and we're going to plug some in.", 'start': 6810.511, 'duration': 4.563}, {'end': 6846.393, 'text': "And the reason we chose to do this is because this is the first time that we've done this, and this is the first time that we've done this.", 'start': 6830.379, 'duration': 16.014}, {'end': 6858.763, 'text': "and this is the first time that we've done this, and this is the first time that we've done this, and this is the first time that we've done this.", 'start': 6846.393, 'duration': 12.37}, {'end': 6880.93, 'text': 'Thank you.', 'start': 6880.696, 'duration': 0.234}, {'end': 6920.572, 'text': "even though I'm doing the same thing as you, I'm just going to skip it.", 'start': 6917.329, 'duration': 3.243}, {'end': 6929.662, 'text': "So, I'll tell you what, the reason why I'm trying to do this video is because I want to show you how to do this video.", 'start': 6920.633, 'duration': 9.029}, {'end': 6932.826, 'text': "So, I'm going to show you how to do this video.", 'start': 6929.722, 'duration': 3.104}, {'end': 6935.949, 'text': "I'm going to show you how to do this video.", 'start': 6932.906, 'duration': 3.043}, {'end': 6976.68, 'text': "So, So, typically, what's the meaning of the name of the person? The name of the person is really the same as the name of the artist.", 'start': 6935.969, 'duration': 40.711}, {'end': 6979.842, 'text': 'The name of the artist is the same as the name of the artist.', 'start': 6976.78, 'duration': 3.062}, {'end': 6982.103, 'text': 'The name of the artist is the same as the name of the artist.', 'start': 6979.922, 'duration': 2.181}, {'end': 6987.886, 'text': 'The name of the artist is the same as the name of the artist.', 'start': 6982.123, 'duration': 5.763}, {'end': 7022.969, 'text': "example of what we've done.", 'start': 7018.004, 'duration': 4.965}], 'summary': 'First time trying new video format with name repetition.', 'duration': 70.419, 'max_score': 6810.511, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/ZiKMIuYidY0/pics/ZiKMIuYidY06810511.jpg'}], 'start': 5546.977, 'title': 'Strategic initiatives and personal development', 'summary': 'Emphasizes the initiation of a strategic process, finding confidence, importance of time, and tradition in education, with a focus on positive mindset, gratitude, and instilling values, providing a sample demonstration of a plug-in for novelty and execution guidance.', 'chapters': [{'end': 6163.754, 'start': 5546.977, 'title': 'Strategic process initiation', 'summary': 'Emphasizes the initiation of a strategic process, with repeated emphasis on the starting point and determination to move forward, reflecting a positive and determined mindset.', 'duration': 616.777, 'highlights': ['The chapter emphasizes the initiation of a strategic process and determination to move forward, reflecting a positive and determined mindset.', 'The speaker expresses the need to proceed despite challenges, highlighting a resilient approach.', "The dialogue indicates the speaker's determination to progress despite potential obstacles."]}, {'end': 6497.432, 'start': 6163.774, 'title': 'Finding confidence and importance of time', 'summary': "Discusses the speaker's pursuit of confidence and the importance of time, emphasizing the significance of these aspects in personal development and expressing gratitude.", 'duration': 333.658, 'highlights': ['The speaker emphasizes the importance of finding confidence, highlighting its significance in personal development.', 'The speaker expresses gratitude to the audience, emphasizing the importance of their support and the impact of their presence.', 'The speaker reflects on the significance of time and its role in personal growth and development.']}, {'end': 6705, 'start': 6522.346, 'title': 'Importance of tradition in education', 'summary': 'Emphasizes the importance of tradition in education and the need to instill proper values and practices in students from the beginning of their school years.', 'duration': 182.654, 'highlights': ['The importance of instilling proper values and practices in students from the beginning of their school years', 'Emphasizing the role of tradition in education', 'The necessity of remembering how to do things properly']}, {'end': 7027.673, 'start': 6705.08, 'title': 'Sample demonstration of plug-in', 'summary': "Demonstrates a sample plug-in, emphasizing its novelty and the artist's name similarity, aiming to show viewers how to execute the plug-in.", 'duration': 322.593, 'highlights': ['The demonstration emphasizes the novelty of the plug-in, as it is the first time it has been done.', 'The chapter discusses the similarity between the name of the person and the name of the artist.', 'The speaker aims to show viewers how to execute the plug-in.']}], 'duration': 1480.696, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/ZiKMIuYidY0/pics/ZiKMIuYidY05546977.jpg', 'highlights': ['The chapter emphasizes the initiation of a strategic process and determination to move forward, reflecting a positive and determined mindset.', 'The speaker emphasizes the importance of finding confidence, highlighting its significance in personal development.', 'The importance of instilling proper values and practices in students from the beginning of their school years', 'The demonstration emphasizes the novelty of the plug-in, as it is the first time it has been done.']}, {'end': 8814.258, 'segs': [{'end': 7241.88, 'src': 'heatmap', 'start': 7112.866, 'weight': 0, 'content': [{'end': 7117.388, 'text': "and we're going to be talking about what are the best ways that we can help.", 'start': 7112.866, 'duration': 4.522}, {'end': 7121.089, 'text': "And we're going to be talking about what are the best ways that we can help.", 'start': 7117.408, 'duration': 3.681}, {'end': 7124.911, 'text': "And we're going to be talking about what are the best ways.", 'start': 7121.109, 'duration': 3.802}, {'end': 7144.905, 'text': "The same thing is happening with the story of God that's bestowed upon the people of the world today.", 'start': 7138.598, 'duration': 6.307}, {'end': 7147.989, 'text': 'And I want to say it again.', 'start': 7145.446, 'duration': 2.543}, {'end': 7194.432, 'text': "that we're going to have to put into practice.", 'start': 7191.049, 'duration': 3.383}, {'end': 7197.214, 'text': "And I think it's a good point to add to that too,", 'start': 7194.452, 'duration': 2.762}, {'end': 7204.741, 'text': 'that we are going to have to put into practice that we are going to have to put into practice that we are going to have to.', 'start': 7197.214, 'duration': 7.527}, {'end': 7233.65, 'text': "I think it's really important.", 'start': 7230.145, 'duration': 3.505}, {'end': 7237.314, 'text': "I think it's really important.", 'start': 7234.11, 'duration': 3.204}, {'end': 7239.137, 'text': "I think it's really important.", 'start': 7237.355, 'duration': 1.782}, {'end': 7241.88, 'text': "I think it's really important.", 'start': 7239.197, 'duration': 2.683}], 'summary': 'Discussion on the best ways to help and put into practice the teachings of god.', 'duration': 96.434, 'max_score': 7112.866, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/ZiKMIuYidY0/pics/ZiKMIuYidY07112866.jpg'}, {'end': 8304.516, 'src': 'embed', 'start': 8280.714, 'weight': 1, 'content': [{'end': 8289.182, 'text': "And I think that's a really good example of how we can take a little bit of time and figure out what's going on in the conversation,", 'start': 8280.714, 'duration': 8.468}, {'end': 8294.746, 'text': "so that we can understand what's going on in the conversation.", 'start': 8289.182, 'duration': 5.564}, {'end': 8302.093, 'text': "So I think that's a really good example of how we can take a little bit of time and figure out what's going on in the conversation,", 'start': 8294.787, 'duration': 7.306}, {'end': 8304.516, 'text': "so that we can understand what's going on in the conversation.", 'start': 8302.093, 'duration': 2.423}], 'summary': 'Using time to understand conversation dynamics is crucial.', 'duration': 23.802, 'max_score': 8280.714, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/ZiKMIuYidY0/pics/ZiKMIuYidY08280714.jpg'}, {'end': 8755.995, 'src': 'embed', 'start': 8642.926, 'weight': 2, 'content': [{'end': 8649.747, 'text': 'And we have a lot of different types of words in the language.', 'start': 8642.926, 'duration': 6.821}, {'end': 8651.868, 'text': 'So we can use both words.', 'start': 8649.867, 'duration': 2.001}, {'end': 8690.704, 'text': 'Thank you.', 'start': 8690.52, 'duration': 0.184}, {'end': 8748.831, 'text': 'are not the same as mine.', 'start': 8748.251, 'duration': 0.58}, {'end': 8749.872, 'text': 'And in many ways all the time.', 'start': 8748.871, 'duration': 1.001}, {'end': 8750.592, 'text': "I've been talking about this.", 'start': 8749.872, 'duration': 0.72}, {'end': 8751.753, 'text': "I've been talking about this.", 'start': 8750.592, 'duration': 1.161}, {'end': 8752.473, 'text': "I've been talking about this.", 'start': 8751.753, 'duration': 0.72}, {'end': 8753.393, 'text': "I've been talking about this.", 'start': 8752.473, 'duration': 0.92}, {'end': 8754.174, 'text': "I've been talking about this.", 'start': 8753.393, 'duration': 0.781}, {'end': 8755.214, 'text': "I've been talking about this.", 'start': 8754.174, 'duration': 1.04}, {'end': 8755.995, 'text': "I've been talking about this.", 'start': 8755.214, 'duration': 0.781}], 'summary': 'Discussion on language diversity and usage.', 'duration': 113.069, 'max_score': 8642.926, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/ZiKMIuYidY0/pics/ZiKMIuYidY08642926.jpg'}], 'start': 7027.673, 'title': 'Importance of collaboration and communication strategies', 'summary': 'Highlights the significance of collaboration, emphasizing putting ideas into practice, and effective communication strategies based on research, establishing expectations, and understanding conversations.', 'chapters': [{'end': 8162.443, 'start': 7027.673, 'title': 'Importance of working together', 'summary': 'Emphasizes the importance of working together and putting ideas into practice, as well as discussing ways to help and the significance of the story of god, while also mentioning the upcoming topics for discussion.', 'duration': 1134.77, 'highlights': ['The chapter emphasizes the importance of working together and putting ideas into practice.', 'Discussion about ways to help and the significance of the story of God.', 'Mention of upcoming topics for discussion.']}, {'end': 8592.809, 'start': 8203.439, 'title': 'Effective communication strategies', 'summary': 'Emphasizes the importance of understanding conversations and outlines a method for successful communication, based on research and establishing expectations.', 'duration': 389.37, 'highlights': ['The importance of understanding conversations and establishing expectations is emphasized for successful communication.', 'Research has been conducted to understand conversations and communication strategies.', 'The method for successful communication involves outlining expectations and managing the timing of events.']}, {'end': 8814.258, 'start': 8593.029, 'title': 'Language structure and word acceptance', 'summary': 'Discusses the structure of the language, including the use of different types of words and the concept of word acceptance, emphasizing the differences and similarities between them.', 'duration': 221.229, 'highlights': ['The chapter covers the structure of the language and the use of different types of words, emphasizing the variety and diversity of words in the English language.', 'It also delves into the concept of word acceptance, highlighting the differences and similarities between the different types of words.']}], 'duration': 1786.585, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/ZiKMIuYidY0/pics/ZiKMIuYidY07027673.jpg', 'highlights': ['The chapter emphasizes the importance of working together and putting ideas into practice.', 'The importance of understanding conversations and establishing expectations is emphasized for successful communication.', 'The chapter covers the structure of the language and the use of different types of words, emphasizing the variety and diversity of words in the English language.']}, {'end': 9612.702, 'segs': [{'end': 8964.67, 'src': 'embed', 'start': 8824.531, 'weight': 0, 'content': [{'end': 8831.398, 'text': "So, you know, I think it's really important for us to understand that students are going to be there for their families, for their students,", 'start': 8824.531, 'duration': 6.867}, {'end': 8834.401, 'text': "and they're going to be there for their family, for their friends, for their family.", 'start': 8831.398, 'duration': 3.003}, {'end': 8835.523, 'text': "It's a fascinating thing.", 'start': 8834.422, 'duration': 1.101}, {'end': 8843.832, 'text': "It's hard to imagine, but when you think about the fact that students are going to be there for their families, for their friends, for their family,", 'start': 8835.543, 'duration': 8.289}, {'end': 8844.112, 'text': "you're just.", 'start': 8843.832, 'duration': 0.28}, {'end': 8880.236, 'text': "And we've done a lot of research to see how we're doing in the future.", 'start': 8876.493, 'duration': 3.743}, {'end': 8882.397, 'text': "So we're going to do it.", 'start': 8880.256, 'duration': 2.141}, {'end': 8886.54, 'text': "If they want to do it too, we're going to do it.", 'start': 8882.677, 'duration': 3.863}, {'end': 8894.266, 'text': "But we're going to do it in the future.", 'start': 8886.56, 'duration': 7.706}, {'end': 8896.628, 'text': 'Thank you.', 'start': 8894.866, 'duration': 1.762}, {'end': 8896.868, 'text': 'Thank you.', 'start': 8896.668, 'duration': 0.2}, {'end': 8897.348, 'text': 'Thank you.', 'start': 8896.888, 'duration': 0.46}, {'end': 8897.788, 'text': 'Thank you.', 'start': 8897.368, 'duration': 0.42}, {'end': 8898.369, 'text': 'Thank you.', 'start': 8897.808, 'duration': 0.561}, {'end': 8898.589, 'text': 'Thank you.', 'start': 8898.409, 'duration': 0.18}, {'end': 8923.855, 'text': 'Thank you.', 'start': 8917.668, 'duration': 6.187}, {'end': 8929.081, 'text': 'Thank you so much.', 'start': 8923.995, 'duration': 5.086}, {'end': 8951.357, 'text': 'Now, I want to take a moment to say thank you.', 'start': 8948.294, 'duration': 3.063}, {'end': 8953.819, 'text': 'And I want to say thank you to all of you for being here today.', 'start': 8951.457, 'duration': 2.362}, {'end': 8955.982, 'text': 'Thank you so much for being here.', 'start': 8953.839, 'duration': 2.143}, {'end': 8958.884, 'text': 'And I want to say thank you to all of you for being here today.', 'start': 8956.002, 'duration': 2.882}, {'end': 8962.728, 'text': 'And I want to say thank you to all of you for being here today.', 'start': 8958.904, 'duration': 3.824}, {'end': 8964.67, 'text': 'Thank you so much for being here today.', 'start': 8962.808, 'duration': 1.862}], 'summary': 'Students will be there for their families, friends, and the future. thank you for being here today.', 'duration': 140.139, 'max_score': 8824.531, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/ZiKMIuYidY0/pics/ZiKMIuYidY08824531.jpg'}, {'end': 9067.004, 'src': 'embed', 'start': 9057.478, 'weight': 3, 'content': [{'end': 9058.259, 'text': 'So you have to look at the data.', 'start': 9057.478, 'duration': 0.781}, {'end': 9058.959, 'text': 'So you have to look at the data.', 'start': 9058.279, 'duration': 0.68}, {'end': 9059.84, 'text': 'So you have to look at the data.', 'start': 9059.019, 'duration': 0.821}, {'end': 9060.54, 'text': 'So you have to look at the data.', 'start': 9059.86, 'duration': 0.68}, {'end': 9061.561, 'text': 'So you have to look at the data.', 'start': 9060.6, 'duration': 0.961}, {'end': 9062.401, 'text': 'So you have to look at the data.', 'start': 9061.581, 'duration': 0.82}, {'end': 9063.262, 'text': 'So you have to look at the data.', 'start': 9062.421, 'duration': 0.841}, {'end': 9064.283, 'text': 'So you have to look at the data.', 'start': 9063.302, 'duration': 0.981}, {'end': 9065.203, 'text': 'So you have to look at the data.', 'start': 9064.303, 'duration': 0.9}, {'end': 9066.004, 'text': 'So you have to look at the data.', 'start': 9065.243, 'duration': 0.761}, {'end': 9067.004, 'text': 'So you have to look at the data.', 'start': 9066.024, 'duration': 0.98}], 'summary': 'An emphasis on looking at the data repeatedly.', 'duration': 9.526, 'max_score': 9057.478, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/ZiKMIuYidY0/pics/ZiKMIuYidY09057478.jpg'}, {'end': 9432.54, 'src': 'embed', 'start': 9361.328, 'weight': 4, 'content': [{'end': 9363.629, 'text': "and I guess we'll get to it on the podcast.", 'start': 9361.328, 'duration': 2.301}, {'end': 9384.074, 'text': "Today, we're going to talk about what are the principles that can help you get a realistic picture of your personal life.", 'start': 9363.669, 'duration': 20.405}, {'end': 9425.857, 'text': "So, how So that's what we're doing.", 'start': 9384.134, 'duration': 41.723}, {'end': 9429.339, 'text': "So what we're going to do is we're going to start with a few of these different types.", 'start': 9425.937, 'duration': 3.402}, {'end': 9432.54, 'text': "And so we're going to start with a few of these different types.", 'start': 9429.359, 'duration': 3.181}], 'summary': 'Discussing principles for achieving a realistic view of personal life.', 'duration': 71.212, 'max_score': 9361.328, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/ZiKMIuYidY0/pics/ZiKMIuYidY09361328.jpg'}, {'end': 9612.702, 'src': 'embed', 'start': 9570.293, 'weight': 5, 'content': [{'end': 9589.044, 'text': 'I do have an online course called Machine Learning with Text in Python that goes a lot deeper into these topics and is a really great course if you want to master supervised machine learning with scikit-learn and learn a lot more about natural language processing.', 'start': 9570.293, 'duration': 18.751}, {'end': 9594.267, 'text': "So there's a link in the description below and you can read more about the course that way.", 'start': 9589.564, 'duration': 4.703}, {'end': 9599.971, 'text': "Finally, I'd really like to have you be part of the Data School community.", 'start': 9595.627, 'duration': 4.344}, {'end': 9608.318, 'text': "So there's a link below to join my email newsletter list, and I'll be sending you lots of great data science content.", 'start': 9600.672, 'duration': 7.646}, {'end': 9612.702, 'text': 'So thanks again, and I hope to see you again soon.', 'start': 9609.179, 'duration': 3.523}], 'summary': "Online course 'machine learning with text in python' offers deep dive into supervised ml with scikit-learn and nlp. join data school community via email newsletter for more content.", 'duration': 42.409, 'max_score': 9570.293, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/ZiKMIuYidY0/pics/ZiKMIuYidY09570293.jpg'}], 'start': 8824.531, 'title': 'Supporting students and families, expressing gratitude, and promoting realistic personal life principles', 'summary': 'Highlights the importance of supporting students and families, expresses gratitude, emphasizes data analysis, and promotes principles for obtaining a realistic personal life picture. it also mentions an online course on machine learning with text in python.', 'chapters': [{'end': 8897.788, 'start': 8824.531, 'title': 'Supporting students and families', 'summary': 'Emphasizes the importance of supporting students and families, highlighting the dedication of students to their loved ones and the commitment to research the future support for them.', 'duration': 73.257, 'highlights': ['The dedication of students to their families and friends is emphasized, highlighting their commitment to supporting loved ones.', 'The chapter mentions the research conducted to assess future support for students and families.', 'The speaker acknowledges the importance of students being there for their families and friends, underlining the significance of this commitment.']}, {'end': 9099.843, 'start': 8897.808, 'title': 'Expressing gratitude and emphasizing data analysis', 'summary': 'Emphasizes gratitude for the audience and stresses the importance of looking at data repeatedly for making decisions.', 'duration': 202.035, 'highlights': ['Expressing gratitude for the audience', 'Emphasizing the importance of looking at data repeatedly for making decisions']}, {'end': 9612.702, 'start': 9099.863, 'title': 'Principles for realistic personal life picture', 'summary': 'Discusses the principles for obtaining a realistic picture of personal life and also promotes an online course on machine learning with text in python.', 'duration': 512.839, 'highlights': ['The chapter emphasizes the principles for obtaining a realistic picture of personal life.', 'A promotion for an online course on Machine Learning with Text in Python is mentioned, which delves deeper into the topics and offers mastery in supervised machine learning with scikit-learn and natural language processing.', 'The speaker encourages the audience to join the Data School community via an email newsletter list.']}], 'duration': 788.171, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/ZiKMIuYidY0/pics/ZiKMIuYidY08824531.jpg', 'highlights': ['The dedication of students to their families and friends is emphasized, highlighting their commitment to supporting loved ones.', 'The chapter mentions the research conducted to assess future support for students and families.', 'The speaker acknowledges the importance of students being there for their families and friends, underlining the significance of this commitment.', 'Emphasizing the importance of looking at data repeatedly for making decisions', 'The chapter emphasizes the principles for obtaining a realistic picture of personal life.', 'A promotion for an online course on Machine Learning with Text in Python is mentioned, which delves deeper into the topics and offers mastery in supervised machine learning with scikit-learn and natural language processing.', 'The speaker encourages the audience to join the Data School community via an email newsletter list.', 'Expressing gratitude for the audience']}], 'highlights': ['Kevin Markham delivered a three-hour tutorial called Machine Learning with Text in Scikit-Learn at PyCon, the largest Python conference in the world.', "The tutorial was recorded by PyCon and was later posted on Kevin Markham's channel for viewers to enjoy.", 'A GitHub repository with all the code shown in the video is available for reference.', "The course 'Machine Learning with Text in Python' is offered to go deeper into scikit-learn and natural language processing.", 'The importance of collaborating with a company to assess and manage debt, acknowledging the complexity of determining debt levels and the value of cooperation.', 'The importance of looking for problems in the data is emphasized for deriving meaningful solutions.', 'Conducting experiments is highlighted as a crucial step in addressing data issues.', 'The importance of using websites effectively for success.', 'The process of making a list of people and taking five hours to ensure accuracy is highlighted.', 'The importance of discussing important matters and emphasizes the need for improvement, stressing the significance of effective communication.', 'Emphasizes the need for consistent teaching, diversity, and problem-solving, and the challenges of setting up the environment.', 'The importance of environmental preservation and individual contributions to a better world.', 'The importance of time management and self-reliance is emphasized, acknowledging the limited time available.', 'The chapter stresses the importance of knowing your role and not just dancing in front of the camera.', 'The importance of bringing value back into the community is emphasized throughout the conversation.', 'The chapter emphasizes the initiation of a strategic process and determination to move forward, reflecting a positive and determined mindset.', 'The speaker emphasizes the importance of finding confidence, highlighting its significance in personal development.', 'The importance of instilling proper values and practices in students from the beginning of their school years', 'The chapter emphasizes the importance of working together and putting ideas into practice.', 'The importance of understanding conversations and establishing expectations is emphasized for successful communication.', 'The dedication of students to their families and friends is emphasized, highlighting their commitment to supporting loved ones.', 'The speaker acknowledges the importance of students being there for their families and friends, underlining the significance of this commitment.', 'A promotion for an online course on Machine Learning with Text in Python is mentioned, which delves deeper into the topics and offers mastery in supervised machine learning with scikit-learn and natural language processing.', 'The speaker encourages the audience to join the Data School community via an email newsletter list.', 'Expressing gratitude for the audience']}