 Okay, I'm again calling out the names. Harsh Gupta, is he here? Harsh Gupta, Amit Kumar, Yash. Okay, Yash is here, but he'll take some time. Are you with me? Okay, so the next talk is SQL Alchemy by Yash Mehotra. Putting his stock. So, is Samendra over here? Samendra present? Oh, yes, yeah. So, pretty interesting topic, I mean, for this session. Indian men are still not repressed as his lightning talk topic. So, okay, I'll again repeat. Indian men are still not repressed. I'm Samendra and I work as a senior data scientist in alchemy.com. So, what I originally wanted to do was I wanted to take Bokeh and Gigi plot for a test drive. So, I've been wanting to experiment with grammar of graphics in Python for a long time. And I had written earlier this year a post called Indian men are not repressed. If you remember, there was the whole new episode that happened. So, I wanted to reproduce those graphs using Bokeh and Gigi plot, both of which implement grammar of graphics in Python. And I wanted to see what the aesthetics are like. So, that was quite disappointing. Bokeh, I think, tends to look more like Excel. But I did get caught up in the story. And that's what I'm going to look at first. So, these are the top 10 countries. If you look at the rate of rape in 2010. So, that is the number of rapes per one lakh population. And if you look at the top, so this one here, that is just India. And if you look at the top countries, those are Australia, US, UK. And it's not just limited to first world countries. There are Botswana and Nicaragua and other countries like that, too, right? So, we are nowhere near the top. Indian men are not particularly known for, right? So, I think a small vote of confidence in favor of Indian men. So, the typical reporter to that is that most cases are not reported. But that's not a thing that is unique to India. If you look at even the US, UK, their official statistics, they admit that even 10 to 20% of their cases are reported. And most cases actually do go unreported. So, here the owners of proof does not really lie on Indian men, because you can't say that most of those things simply do not get reported in India, particularly. Because if you look at that top 10 list, there are other third world countries there as well, right? So, without further investigation, you can't really hold that accusation at India, right? And also, there's a definition of rape. And if you go by the way we defined rape, it's actually quite conservative. So, it's all inclusive. And if you, anyway, look at it. So, the data was available for about 62 nations. Only five have a smaller rate of rape. 14 have equal or smaller. And the mean is like 14.29, and India is just one out of every one population, and the median is kind of six. So, you know, we are not particularly bad, and we are pretty much in the bottom. And so once it feels good to be in the bottom, feels good to be in the bottom, right? So, then I want, so another thing I wanted to look at, how is this data, these statistics are actually being reported in the media? And so we know that Indian media is quite, goes for sensational stats. So, this particular one is, so I just took one website which has representative stats, and I just went to them carefully. So, in this URL, so these are the two key stats that they talk about. So, for every 21 minutes, one rape occurs somewhere in India, and so crimes against women, they increase by 70% between 2001 to 2012. So, both of these are quite shocking statistics at first glance, but if you really think about it, they don't really factor in the population growth. I mean, that 21 minutes is going to go down to 15 minutes at some point of time, right? But is that really a cause for worry? You need to explore the story there, right? But, so that's not the, so, but you could argue that, you know, why take away limelight from issue, which is obviously very serious problem in our society, right? The thing is, if you put too much of focus in one issue, you tend to take away the focus from other, more relevant and more pressing issues. So, which is what happened, I mean, so I followed up the sources, the source from which they were quoting the statistics, and this is what happened. So, I'm looking at two different crimes against women. So, one is rape, and the other is kidnapping and abducting of women and girls. If you can look at the growth over time between 2001 to 2013, I read one more year here. So, here in the rape, so you can see that the growth is linear. This almost seems exponential, right? Kidnapping and abduction of women, of girls. So, in fact, in 2001, so the count for rape was about 14, 18,000 cases, or per lakh, and kidnapping was about 18,000. By the end of fit, as you can see, at some point of time, kidnapping and abduction of women surpassed the rate of rape, and it's a much more significant problem today. Then rape actually is, and nobody's talking about this. Nobody's looking why this happened, right? And so, that's the linear growth versus exponential growth, and we should be focused really, right? So, 55% came from rape and you can look at the stats. Speak for themselves. And so, just one last thing. So, another example is, so that was something that increased, and here the conviction rate of rape that fell. But this is very typical of the kind of graphs and charts we see in our media. So, if you can really see, the y-axis is manipulated so that you can see such a sharp fall in the conviction rate. This chart, if you really look at it, this is what it actually looks like if you plot it with the full axis, right? So, there is no, I mean, if you want to, how does it really vary, right? I mean, there's no story around that. There's no comparison with other countries. There is no, we simply don't know how much it fluctuates, but okay, if you put it like this, it looks like a very sensational story, but there's no story there unless you dig up one, right? So, that's all I have to say. Thank you very much.