{"version":"1.0.0","segments":[{"speaker":"Shravan Kumar","startTime":3.602,"endTime":6.872,"body":"Policymakers need"},{"speaker":"Shravan Kumar","startTime":3.602,"endTime":6.872,"body":"to understand AI can actually help"},{"speaker":"Shravan Kumar","startTime":6.922,"endTime":10.702,"body":"them rather than be detrimental in"},{"speaker":"Shravan Kumar","startTime":6.922,"endTime":10.702,"body":"their pursuit of climate change."},{"speaker":"Shravan Kumar","startTime":11.202,"endTime":15.477,"body":"So that I think is the biggest factor,"},{"speaker":"Shravan Kumar","startTime":11.202,"endTime":15.477,"body":"the intent and the strategy from the"},{"speaker":"Shravan Kumar","startTime":15.477,"endTime":21.437,"body":"policy makers is the biggest by far"},{"speaker":"Shravan Kumar","startTime":15.477,"endTime":21.437,"body":"factor in deciding whether these kind"},{"speaker":"Shravan Kumar","startTime":21.437,"endTime":23.367,"body":"of programs are successful or not."},{"speaker":"Tom Raftery","startTime":23.487,"endTime":25.557,"body":"Good morning, good"},{"speaker":"Tom Raftery","startTime":23.487,"endTime":25.557,"body":"afternoon, or good evening,"},{"speaker":"Tom Raftery","startTime":25.567,"endTime":27.067,"body":"wherever you are in the world."},{"speaker":"Tom Raftery","startTime":27.387,"endTime":31.117,"body":"This is the Climate Confident"},{"speaker":"Tom Raftery","startTime":27.387,"endTime":31.117,"body":"podcast, the number one podcast"},{"speaker":"Tom Raftery","startTime":31.257,"endTime":35.027,"body":"showcasing best practices in climate"},{"speaker":"Tom Raftery","startTime":31.257,"endTime":35.027,"body":"emission reductions and removals."},{"speaker":"Tom Raftery","startTime":35.457,"endTime":37.397,"body":"And I'm your host, Tom Raftery."},{"speaker":"Tom Raftery","startTime":37.557,"endTime":41.317,"body":"Don't forget to click follow on this"},{"speaker":"Tom Raftery","startTime":37.557,"endTime":41.317,"body":"podcast in your podcast app of choice"},{"speaker":"Tom Raftery","startTime":41.477,"endTime":43.837,"body":"to be sure you don't miss any episodes."},{"speaker":"Tom Raftery","startTime":44.514,"endTime":44.994,"body":"Hi, everyone."},{"speaker":"Tom Raftery","startTime":44.994,"endTime":48.564,"body":"Welcome to episode 184 of the"},{"speaker":"Tom Raftery","startTime":44.994,"endTime":48.564,"body":"climate confident podcast."},{"speaker":"Tom Raftery","startTime":48.894,"endTime":50.304,"body":"My name is Tom Raftery."},{"speaker":"Tom Raftery","startTime":50.304,"endTime":53.154,"body":"And before we kick off today's"},{"speaker":"Tom Raftery","startTime":50.304,"endTime":53.154,"body":"show, I want to take a moment to"},{"speaker":"Tom Raftery","startTime":53.154,"endTime":57.024,"body":"express my gratitude to all of"},{"speaker":"Tom Raftery","startTime":53.154,"endTime":57.024,"body":"this podcast's amazing supporters."},{"speaker":"Tom Raftery","startTime":57.594,"endTime":61.404,"body":"Your support has been instrumental in"},{"speaker":"Tom Raftery","startTime":57.594,"endTime":61.404,"body":"keeping this podcast going, and I'm really"},{"speaker":"Tom Raftery","startTime":61.404,"endTime":63.354,"body":"grateful for each and every one of you."},{"speaker":"Tom Raftery","startTime":64.194,"endTime":67.344,"body":"If you're not already supporter, I'd"},{"speaker":"Tom Raftery","startTime":64.194,"endTime":67.344,"body":"like to encourage you to consider joining"},{"speaker":"Tom Raftery","startTime":67.344,"endTime":70.314,"body":"our community of like-minded individuals"},{"speaker":"Tom Raftery","startTime":67.344,"endTime":70.314,"body":"who are passionate about climate."},{"speaker":"Tom Raftery","startTime":71.094,"endTime":74.724,"body":"Supporting the podcast is easy and"},{"speaker":"Tom Raftery","startTime":71.094,"endTime":74.724,"body":"affordable, with option starting as"},{"speaker":"Tom Raftery","startTime":74.724,"endTime":76.554,"body":"low as just three Euros or dollars."},{"speaker":"Tom Raftery","startTime":77.214,"endTime":80.034,"body":"That's less than the cost of a"},{"speaker":"Tom Raftery","startTime":77.214,"endTime":80.034,"body":"cup of coffee and your support"},{"speaker":"Tom Raftery","startTime":80.214,"endTime":83.484,"body":"would make a huge difference in"},{"speaker":"Tom Raftery","startTime":80.214,"endTime":83.484,"body":"keeping this show going strong."},{"speaker":"Tom Raftery","startTime":84.324,"endTime":86.844,"body":"To become a supporter you"},{"speaker":"Tom Raftery","startTime":84.324,"endTime":86.844,"body":"simply click on the support"},{"speaker":"Tom Raftery","startTime":86.844,"endTime":88.074,"body":"link in the show notes of this."},{"speaker":"Tom Raftery","startTime":88.374,"endTime":89.244,"body":"Or any episode?"},{"speaker":"Tom Raftery","startTime":89.634,"endTime":93.714,"body":"Or visit Tiny url.com/climate pod."},{"speaker":"Tom Raftery","startTime":95.484,"endTime":96.414,"body":"In today's episode."},{"speaker":"Tom Raftery","startTime":96.864,"endTime":100.084,"body":"I'm going to be talking to"},{"speaker":"Tom Raftery","startTime":96.864,"endTime":100.084,"body":"Shravan Kumar from Gramener."},{"speaker":"Tom Raftery","startTime":100.104,"endTime":105.594,"body":"And we're going to be talking about using"},{"speaker":"Tom Raftery","startTime":100.104,"endTime":105.594,"body":"AI to identify urban heat islands and"},{"speaker":"Tom Raftery","startTime":105.594,"endTime":108.2,"body":"make recommendations for their mitigation."},{"speaker":"Tom Raftery","startTime":108.71,"endTime":111.44,"body":"And in the coming weeks, I've some"},{"speaker":"Tom Raftery","startTime":108.71,"endTime":111.44,"body":"really cool episodes coming up."},{"speaker":"Tom Raftery","startTime":111.83,"endTime":113.9,"body":"Next week, for example,"},{"speaker":"Tom Raftery","startTime":111.83,"endTime":113.9,"body":"I'll be talking to Dr."},{"speaker":"Tom Raftery","startTime":113.9,"endTime":114.86,"body":"Jay Hakes."},{"speaker":"Tom Raftery","startTime":115.25,"endTime":120.77,"body":"He is a political and climate"},{"speaker":"Tom Raftery","startTime":115.25,"endTime":120.77,"body":"historian based in the US and we're"},{"speaker":"Tom Raftery","startTime":120.77,"endTime":125.51,"body":"going to be talking about next"},{"speaker":"Tom Raftery","startTime":120.77,"endTime":125.51,"body":"November's US presidential election."},{"speaker":"Tom Raftery","startTime":126.02,"endTime":130.01,"body":"And the outcomes, the potential"},{"speaker":"Tom Raftery","startTime":126.02,"endTime":130.01,"body":"outcomes of that for climate."},{"speaker":"Tom Raftery","startTime":130.07,"endTime":131.9,"body":"So that's a fascinating"},{"speaker":"Tom Raftery","startTime":130.07,"endTime":131.9,"body":"episode to watch out for."},{"speaker":"Tom Raftery","startTime":132.62,"endTime":136.73,"body":"The week after I'll be talking to Dev"},{"speaker":"Tom Raftery","startTime":132.62,"endTime":136.73,"body":"and Xavi from Mittilabs, and we're"},{"speaker":"Tom Raftery","startTime":136.73,"endTime":140.99,"body":"going to be talking about rice and"},{"speaker":"Tom Raftery","startTime":136.73,"endTime":140.99,"body":"how rice has a huge environmental"},{"speaker":"Tom Raftery","startTime":140.99,"endTime":142.94,"body":"impact and how to mitigate that."},{"speaker":"Tom Raftery","startTime":143.66,"endTime":147.05,"body":"The week after I'll be talking to"},{"speaker":"Tom Raftery","startTime":143.66,"endTime":147.05,"body":"Carina Gormley, and we are talking"},{"speaker":"Tom Raftery","startTime":147.05,"endTime":152.037,"body":"about local government, government and"},{"speaker":"Tom Raftery","startTime":147.05,"endTime":152.037,"body":"policy and how they impact climate."},{"speaker":"Tom Raftery","startTime":152.697,"endTime":158.977,"body":"And the week after that, I'll be talking"},{"speaker":"Tom Raftery","startTime":152.697,"endTime":158.977,"body":"to Michael Barnard and we're talking CCUS"},{"speaker":"Tom Raftery","startTime":159.147,"endTime":165.777,"body":"carbon capture utilization and storage and"},{"speaker":"Tom Raftery","startTime":159.147,"endTime":165.777,"body":"the benefits or otherwise of doing that."},{"speaker":"Tom Raftery","startTime":165.807,"endTime":167.427,"body":"So that's the next four weeks."},{"speaker":"Tom Raftery","startTime":167.427,"endTime":170.947,"body":"Back to today's, as I said, my"},{"speaker":"Tom Raftery","startTime":167.427,"endTime":170.947,"body":"guest on the show today is Shravan"},{"speaker":"Tom Raftery","startTime":170.967,"endTime":173.607,"body":"Kumar from Gramener, Shravan."},{"speaker":"Tom Raftery","startTime":173.847,"endTime":175.107,"body":"Welcome to the podcast."},{"speaker":"Tom Raftery","startTime":175.137,"endTime":176.787,"body":"Would you like to introduce yourself?"},{"speaker":"Shravan Kumar","startTime":177.492,"endTime":178.152,"body":"Thank you, Tom."},{"speaker":"Shravan Kumar","startTime":178.152,"endTime":180.462,"body":"First of all, thanks for"},{"speaker":"Shravan Kumar","startTime":178.152,"endTime":180.462,"body":"having me on the podcast."},{"speaker":"Shravan Kumar","startTime":181.072,"endTime":182.172,"body":"I am Shravan Kumar."},{"speaker":"Shravan Kumar","startTime":182.452,"endTime":186.952,"body":"I am director of client success"},{"speaker":"Shravan Kumar","startTime":182.452,"endTime":186.952,"body":"at a company called Gramener."},{"speaker":"Shravan Kumar","startTime":187.422,"endTime":189.282,"body":"We are a data and AI company."},{"speaker":"Shravan Kumar","startTime":189.792,"endTime":192.572,"body":"I've spent the last 15 years of my career."},{"speaker":"Shravan Kumar","startTime":193.327,"endTime":199.127,"body":"Just after my graduation, helping"},{"speaker":"Shravan Kumar","startTime":193.327,"endTime":199.127,"body":"clients solve the most pressing"},{"speaker":"Shravan Kumar","startTime":199.437,"endTime":204.867,"body":"environmental, societal, and economic"},{"speaker":"Shravan Kumar","startTime":199.437,"endTime":204.867,"body":"problems with the data, and now with AI."},{"speaker":"Shravan Kumar","startTime":205.237,"endTime":210.277,"body":"So I've been in the center of the"},{"speaker":"Shravan Kumar","startTime":205.237,"endTime":210.277,"body":"data and AI revolution, if you"},{"speaker":"Shravan Kumar","startTime":210.277,"endTime":212.387,"body":"were to call it that all my career."},{"speaker":"Shravan Kumar","startTime":212.837,"endTime":217.987,"body":"And I still help clients with the"},{"speaker":"Shravan Kumar","startTime":212.837,"endTime":217.987,"body":"best solutions, that they can get"},{"speaker":"Shravan Kumar","startTime":218.047,"endTime":222.357,"body":"from the either their own data"},{"speaker":"Shravan Kumar","startTime":218.047,"endTime":222.357,"body":"or the data that is out there."},{"speaker":"Shravan Kumar","startTime":223.357,"endTime":228.647,"body":"This includes we also solve a lot"},{"speaker":"Shravan Kumar","startTime":223.357,"endTime":228.647,"body":"of problems on climate change."},{"speaker":"Shravan Kumar","startTime":229.047,"endTime":233.597,"body":"And I'm also proud to announce that"},{"speaker":"Shravan Kumar","startTime":229.047,"endTime":233.597,"body":"we have, you know, in some form"},{"speaker":"Shravan Kumar","startTime":233.657,"endTime":240.307,"body":"touched 12 out of the 17 Sustainable"},{"speaker":"Shravan Kumar","startTime":233.657,"endTime":240.307,"body":"Development Goals set for by the UN for"},{"speaker":"Shravan Kumar","startTime":240.317,"endTime":241.957,"body":"governments and enterprises worldwide."},{"speaker":"Shravan Kumar","startTime":242.277,"endTime":246.217,"body":"So we've through our data and"},{"speaker":"Shravan Kumar","startTime":242.277,"endTime":246.217,"body":"AI solutions, we're proud to say"},{"speaker":"Shravan Kumar","startTime":246.217,"endTime":251.637,"body":"that you've had a huge impact on"},{"speaker":"Shravan Kumar","startTime":246.217,"endTime":251.637,"body":"the AI for good in general, that"},{"speaker":"Shravan Kumar","startTime":251.667,"endTime":254.157,"body":"area, and AI for earth as well."},{"speaker":"Shravan Kumar","startTime":254.707,"endTime":256.607,"body":"And I'm so happy to be here."},{"speaker":"Shravan Kumar","startTime":256.922,"endTime":260.882,"body":"And sharing my thoughts on how"},{"speaker":"Shravan Kumar","startTime":256.922,"endTime":260.882,"body":"these technologies can help"},{"speaker":"Shravan Kumar","startTime":261.152,"endTime":265.382,"body":"solve the most pressing problem"},{"speaker":"Shravan Kumar","startTime":261.152,"endTime":265.382,"body":"that we as a species face."},{"speaker":"Shravan Kumar","startTime":266.302,"endTime":268.672,"body":"Again, thank you, Tom, for having me."},{"speaker":"Tom Raftery","startTime":269.64,"endTime":273.32,"body":"So, Shravan, can you"},{"speaker":"Tom Raftery","startTime":269.64,"endTime":273.32,"body":"give me an example of how you're"},{"speaker":"Tom Raftery","startTime":273.32,"endTime":276.27,"body":"using AI to fight climate change?"},{"speaker":"Shravan Kumar","startTime":276.82,"endTime":278.27,"body":"Yes, certainly."},{"speaker":"Shravan Kumar","startTime":278.79,"endTime":283.7,"body":"So one of the things that we have"},{"speaker":"Shravan Kumar","startTime":278.79,"endTime":283.7,"body":"done is for any AI, we start with the"},{"speaker":"Shravan Kumar","startTime":283.7,"endTime":288.28,"body":"knowledge that for any AI to work,"},{"speaker":"Shravan Kumar","startTime":283.7,"endTime":288.28,"body":"it needs to feed on a lot of data."},{"speaker":"Shravan Kumar","startTime":288.78,"endTime":295.743,"body":"Ultimately, AI is  smart way of doing"},{"speaker":"Shravan Kumar","startTime":288.78,"endTime":295.743,"body":"things with some kind of historical"},{"speaker":"Shravan Kumar","startTime":295.743,"endTime":300.553,"body":"knowledge, and the historical knowledge"},{"speaker":"Shravan Kumar","startTime":295.743,"endTime":300.553,"body":"is you know, typically comes in the"},{"speaker":"Shravan Kumar","startTime":300.553,"endTime":303.283,"body":"form of a lot of data about something."},{"speaker":"Tom Raftery","startTime":304.183,"endTime":304.453,"body":"Sure."},{"speaker":"Shravan Kumar","startTime":304.463,"endTime":309.163,"body":"when it comes to"},{"speaker":"Shravan Kumar","startTime":304.463,"endTime":309.163,"body":"climate change you need data about our"},{"speaker":"Shravan Kumar","startTime":309.193,"endTime":315.016,"body":"own earth, our own climate, our own"},{"speaker":"Shravan Kumar","startTime":309.193,"endTime":315.016,"body":"surroundings, environment, et cetera."},{"speaker":"Shravan Kumar","startTime":315.066,"endTime":319.326,"body":"The way how we, you know,"},{"speaker":"Shravan Kumar","startTime":315.066,"endTime":319.326,"body":"collect data about earth."},{"speaker":"Shravan Kumar","startTime":320.086,"endTime":321.556,"body":"It's through Earth observation."},{"speaker":"Shravan Kumar","startTime":322.526,"endTime":328.136,"body":"I mean, many of us are aware of what"},{"speaker":"Shravan Kumar","startTime":322.526,"endTime":328.136,"body":"Earth observation is, but still for"},{"speaker":"Shravan Kumar","startTime":328.136,"endTime":333.186,"body":"the benefit of the listeners, let me"},{"speaker":"Shravan Kumar","startTime":328.136,"endTime":333.186,"body":"state here that Earth observation is"},{"speaker":"Shravan Kumar","startTime":333.556,"endTime":338.426,"body":"nothing but a bunch of satellite images"},{"speaker":"Shravan Kumar","startTime":333.556,"endTime":338.426,"body":"or drone images that are collected"},{"speaker":"Shravan Kumar","startTime":338.776,"endTime":345.103,"body":"through some means with the intent of"},{"speaker":"Shravan Kumar","startTime":338.776,"endTime":345.103,"body":"collecting the characteristics and data"},{"speaker":"Shravan Kumar","startTime":345.143,"endTime":347.753,"body":"about how Earth behaves in general."},{"speaker":"Shravan Kumar","startTime":348.748,"endTime":351.688,"body":"It can be at a city level or"},{"speaker":"Shravan Kumar","startTime":348.748,"endTime":351.688,"body":"it can be at a planet level."},{"speaker":"Tom Raftery","startTime":352.363,"endTime":352.653,"body":"Mm hmm."},{"speaker":"Shravan Kumar","startTime":353.228,"endTime":357.198,"body":"So, to make this AI"},{"speaker":"Shravan Kumar","startTime":353.228,"endTime":357.198,"body":"work, AI for climate change or AI"},{"speaker":"Shravan Kumar","startTime":357.258,"endTime":362.078,"body":"for Earth work, we have to be able"},{"speaker":"Shravan Kumar","startTime":357.258,"endTime":362.078,"body":"to collect a lot of historical data"},{"speaker":"Shravan Kumar","startTime":362.188,"endTime":364.278,"body":"of how Earth has been behaving."},{"speaker":"Shravan Kumar","startTime":365.208,"endTime":369.018,"body":"So, that's the first step we've"},{"speaker":"Shravan Kumar","startTime":365.208,"endTime":369.018,"body":"taken, to collect a lot of data"},{"speaker":"Shravan Kumar","startTime":369.058,"endTime":371.188,"body":"and gain that overall knowledge."},{"speaker":"Shravan Kumar","startTime":371.708,"endTime":376.448,"body":"And apart from Earth observation,"},{"speaker":"Shravan Kumar","startTime":371.708,"endTime":376.448,"body":"you have a lot of other data from the"},{"speaker":"Shravan Kumar","startTime":376.588,"endTime":382.728,"body":"weather forecast, the wind speeds,"},{"speaker":"Shravan Kumar","startTime":376.588,"endTime":382.728,"body":"the even water, river speeds, etc."},{"speaker":"Shravan Kumar","startTime":382.848,"endTime":383.058,"body":"Right?"},{"speaker":"Shravan Kumar","startTime":383.128,"endTime":387.078,"body":"River streams and how our water bodies"},{"speaker":"Shravan Kumar","startTime":383.128,"endTime":387.078,"body":"are behaving, so on and so forth."},{"speaker":"Shravan Kumar","startTime":387.458,"endTime":390.498,"body":"So you end up collecting all of"},{"speaker":"Shravan Kumar","startTime":387.458,"endTime":390.498,"body":"this data for the AI to behave."},{"speaker":"Shravan Kumar","startTime":390.978,"endTime":395.188,"body":"You train the AI with the"},{"speaker":"Shravan Kumar","startTime":390.978,"endTime":395.188,"body":"historical, historical behavior."},{"speaker":"Shravan Kumar","startTime":395.848,"endTime":401.363,"body":"Now you ask the AI to predict what"},{"speaker":"Shravan Kumar","startTime":395.848,"endTime":401.363,"body":"could happen, not only in the future,"},{"speaker":"Shravan Kumar","startTime":401.473,"endTime":409.043,"body":"but today, if a flood would happen"},{"speaker":"Shravan Kumar","startTime":401.473,"endTime":409.043,"body":"or a water body would overflow, what"},{"speaker":"Shravan Kumar","startTime":409.043,"endTime":413.853,"body":"would then happen to the landscape in"},{"speaker":"Shravan Kumar","startTime":409.043,"endTime":413.853,"body":"that particular part of the Earth?."},{"speaker":"Shravan Kumar","startTime":414.603,"endTime":418.603,"body":"So, so we use, we are in the business"},{"speaker":"Shravan Kumar","startTime":414.603,"endTime":418.603,"body":"of collecting all of this data,"},{"speaker":"Shravan Kumar","startTime":418.613,"endTime":423.033,"body":"processing it, making it smart enough"},{"speaker":"Shravan Kumar","startTime":418.613,"endTime":423.033,"body":"to understand the patterns that"},{"speaker":"Shravan Kumar","startTime":423.033,"endTime":427.69,"body":"could emerge  for different problems"},{"speaker":"Shravan Kumar","startTime":423.033,"endTime":427.69,"body":"like urban heat islands, or floods,"},{"speaker":"Shravan Kumar","startTime":427.71,"endTime":429.18,"body":"or earthquakes, so on and so forth."},{"speaker":"Shravan Kumar","startTime":430.45,"endTime":430.98,"body":"Why AI?"},{"speaker":"Shravan Kumar","startTime":431.73,"endTime":432.48,"body":"You may ask."},{"speaker":"Shravan Kumar","startTime":433.61,"endTime":437.9,"body":"There's a lot of, you know, body of"},{"speaker":"Shravan Kumar","startTime":433.61,"endTime":437.9,"body":"work, you know, organizations world"},{"speaker":"Shravan Kumar","startTime":437.9,"endTime":443.865,"body":"over are trying to come up with"},{"speaker":"Shravan Kumar","startTime":437.9,"endTime":443.865,"body":"risks, risk metrics, or how AI can"},{"speaker":"Shravan Kumar","startTime":443.865,"endTime":448.225,"body":"help, right, in general, how this"},{"speaker":"Shravan Kumar","startTime":443.865,"endTime":448.225,"body":"technology can help solve problems."},{"speaker":"Shravan Kumar","startTime":449.475,"endTime":453.935,"body":"We have taken the route of, you know,"},{"speaker":"Shravan Kumar","startTime":449.475,"endTime":453.935,"body":"understanding whatever has happened"},{"speaker":"Shravan Kumar","startTime":453.945,"endTime":458.515,"body":"in history, we are in the practice of"},{"speaker":"Shravan Kumar","startTime":453.945,"endTime":458.515,"body":"understanding from weather forecasts"},{"speaker":"Shravan Kumar","startTime":458.515,"endTime":463.04,"body":"or meteorological departments, whether"},{"speaker":"Shravan Kumar","startTime":458.515,"endTime":463.04,"body":"it is national, federal, whatever it"},{"speaker":"Shravan Kumar","startTime":463.04,"endTime":469.96,"body":"is, you have these inputs and they say"},{"speaker":"Shravan Kumar","startTime":463.04,"endTime":469.96,"body":"the entire city is going to see some"},{"speaker":"Shravan Kumar","startTime":470.29,"endTime":473.16,"body":"precipitation, some rain, some flooding"},{"speaker":"Tom Raftery","startTime":473.46,"endTime":473.55,"body":"mm."},{"speaker":"Shravan Kumar","startTime":473.93,"endTime":476.94,"body":"but that blanket"},{"speaker":"Shravan Kumar","startTime":473.93,"endTime":476.94,"body":"statement does not help in actually"},{"speaker":"Shravan Kumar","startTime":477.26,"endTime":481.535,"body":"routing the resources to the most"},{"speaker":"Shravan Kumar","startTime":477.26,"endTime":481.535,"body":"vulnerable parts of the city."},{"speaker":"Shravan Kumar","startTime":482.845,"endTime":485.465,"body":"or even the state or,"},{"speaker":"Shravan Kumar","startTime":482.845,"endTime":485.465,"body":"or, you know, a nation."},{"speaker":"Shravan Kumar","startTime":486.375,"endTime":491.455,"body":"With AI, we know that, you know,"},{"speaker":"Shravan Kumar","startTime":486.375,"endTime":491.455,"body":"climate change is happening."},{"speaker":"Shravan Kumar","startTime":491.945,"endTime":497.675,"body":"With AI, what we are doing is trying"},{"speaker":"Shravan Kumar","startTime":491.945,"endTime":497.675,"body":"to route the right resources at the"},{"speaker":"Shravan Kumar","startTime":497.675,"endTime":500.255,"body":"right time at the specific places."},{"speaker":"Shravan Kumar","startTime":500.355,"endTime":505.185,"body":"We are answering the where question"},{"speaker":"Shravan Kumar","startTime":500.355,"endTime":505.185,"body":"of it, the why, what, how we more"},{"speaker":"Shravan Kumar","startTime":505.185,"endTime":506.735,"body":"or less know from our history."},{"speaker":"Shravan Kumar","startTime":507.245,"endTime":512.535,"body":"But with AI, we are able to tell where"},{"speaker":"Shravan Kumar","startTime":507.245,"endTime":512.535,"body":"should the rescue efforts go, where"},{"speaker":"Shravan Kumar","startTime":512.535,"endTime":517.115,"body":"should the government intervene, where"},{"speaker":"Shravan Kumar","startTime":512.535,"endTime":517.115,"body":"should the citizens actually, you know,"},{"speaker":"Shravan Kumar","startTime":518.175,"endTime":523.065,"body":"act in planting more greenery or having"},{"speaker":"Shravan Kumar","startTime":518.175,"endTime":523.065,"body":"a tree canopy, so on and so forth."},{"speaker":"Shravan Kumar","startTime":523.585,"endTime":527.065,"body":"So, AI has been used in our context."},{"speaker":"Shravan Kumar","startTime":527.175,"endTime":530.625,"body":"We are able to answer the where"},{"speaker":"Shravan Kumar","startTime":527.175,"endTime":530.625,"body":"question of climate change."},{"speaker":"Shravan Kumar","startTime":531.195,"endTime":536.235,"body":"By means of that, we are telling, where"},{"speaker":"Shravan Kumar","startTime":531.195,"endTime":536.235,"body":"are the people affected, where should you"},{"speaker":"Shravan Kumar","startTime":536.335,"endTime":541.585,"body":"put a, you know, an intervention, a cool"},{"speaker":"Shravan Kumar","startTime":536.335,"endTime":541.585,"body":"roof, or a green roof, so on and so forth,"},{"speaker":"Shravan Kumar","startTime":541.645,"endTime":542.935,"body":"when it comes to urban heat islands."},{"speaker":"Shravan Kumar","startTime":543.655,"endTime":548.85,"body":"So, to answer your question, AI has been"},{"speaker":"Shravan Kumar","startTime":543.655,"endTime":548.85,"body":"used to answer the pertinent question"},{"speaker":"Shravan Kumar","startTime":548.85,"endTime":554.42,"body":"of where is, you know, something"},{"speaker":"Shravan Kumar","startTime":548.85,"endTime":554.42,"body":"happening and what can we do about it?"},{"speaker":"Shravan Kumar","startTime":554.73,"endTime":556.47,"body":"Those are the kind of questions."},{"speaker":"Shravan Kumar","startTime":556.93,"endTime":561.82,"body":"At a micro level, instead of a huge"},{"speaker":"Shravan Kumar","startTime":556.93,"endTime":561.82,"body":"province or a city level, we are"},{"speaker":"Shravan Kumar","startTime":561.93,"endTime":565.79,"body":"telling it at a micro climate or"},{"speaker":"Shravan Kumar","startTime":561.93,"endTime":565.79,"body":"a block or a neighborhood level."},{"speaker":"Shravan Kumar","startTime":566.59,"endTime":570.21,"body":"We're able to say   where it is"},{"speaker":"Shravan Kumar","startTime":566.59,"endTime":570.21,"body":"happening and what can we do about it."},{"speaker":"Tom Raftery","startTime":572.24,"endTime":572.72,"body":"Okay."},{"speaker":"Tom Raftery","startTime":573.6,"endTime":580.24,"body":"For people who might not be aware, can"},{"speaker":"Tom Raftery","startTime":573.6,"endTime":580.24,"body":"you just tell us what urban heat islands"},{"speaker":"Tom Raftery","startTime":607.74,"endTime":614.1800000000001,"body":"are and why they pose such a significant"},{"speaker":"Tom Raftery","startTime":607.74,"endTime":614.1800000000001,"body":"risk to urban areas, particularly"},{"speaker":"Tom Raftery","startTime":614.7800000000001,"endTime":618.57,"body":"now, as we're in the middle of summer,"},{"speaker":"Tom Raftery","startTime":614.7800000000001,"endTime":618.57,"body":"it's, you know, middle of July here."},{"speaker":"Tom Raftery","startTime":618.57,"endTime":622.3000000000001,"body":"It's, it's scheduled to be 41"},{"speaker":"Tom Raftery","startTime":618.57,"endTime":622.3000000000001,"body":"degrees here in Seville today."},{"speaker":"Tom Raftery","startTime":622.6600000000001,"endTime":626.5500000000001,"body":"So, yeah, I, I have a feeling"},{"speaker":"Tom Raftery","startTime":622.6600000000001,"endTime":626.5500000000001,"body":"I'm going to be experiencing an"},{"speaker":"Tom Raftery","startTime":626.5500000000001,"endTime":628.62,"body":"urban heat island later on today."},{"speaker":"Shravan Kumar","startTime":629.2600000000001,"endTime":634.82,"body":"Absolutely, yes so,"},{"speaker":"Shravan Kumar","startTime":629.2600000000001,"endTime":634.82,"body":"to define urban heat islands let’s"},{"speaker":"Shravan Kumar","startTime":634.82,"endTime":638.47,"body":"first you know acknowledge  the"},{"speaker":"Shravan Kumar","startTime":634.82,"endTime":638.47,"body":"fact that heat waves in general are"},{"speaker":"Shravan Kumar","startTime":638.5200000000001,"endTime":640.6400000000001,"body":"a manifestation of climate change."},{"speaker":"Shravan Kumar","startTime":641.11,"endTime":642.35,"body":"Glaciers are melting."},{"speaker":"Shravan Kumar","startTime":642.36,"endTime":646.46,"body":"We are warming the climate, you"},{"speaker":"Shravan Kumar","startTime":642.36,"endTime":646.46,"body":"know the planet by use of fossil"},{"speaker":"Shravan Kumar","startTime":646.61,"endTime":651.08,"body":"fuels and all the urbanisation"},{"speaker":"Shravan Kumar","startTime":646.61,"endTime":651.08,"body":"that is, you know, taking place."},{"speaker":"Shravan Kumar","startTime":651.08,"endTime":655.48,"body":"So the last 50, 60 years, we've"},{"speaker":"Shravan Kumar","startTime":651.08,"endTime":655.48,"body":"been warming the climate more than"},{"speaker":"Shravan Kumar","startTime":655.8000000000001,"endTime":657.12,"body":"you know, any time in the history."},{"speaker":"Shravan Kumar","startTime":657.75,"endTime":664.0,"body":"But to the common person, how does a"},{"speaker":"Shravan Kumar","startTime":657.75,"endTime":664.0,"body":"heat wave manifest with, with almost"},{"speaker":"Shravan Kumar","startTime":664.0,"endTime":672.325,"body":"60 to 70 percent of population to be"},{"speaker":"Shravan Kumar","startTime":664.0,"endTime":672.325,"body":"in urban places by 2030 of the entire"},{"speaker":"Shravan Kumar","startTime":672.325,"endTime":677.2950000000001,"body":"global population, right, to be in urban"},{"speaker":"Shravan Kumar","startTime":672.325,"endTime":677.2950000000001,"body":"places, the way they will experience"},{"speaker":"Shravan Kumar","startTime":677.2950000000001,"endTime":682.5350000000001,"body":"heat waves is through urban heat"},{"speaker":"Shravan Kumar","startTime":677.2950000000001,"endTime":682.5350000000001,"body":"islands in a very, you know, simple"},{"speaker":"Shravan Kumar","startTime":682.5450000000001,"endTime":684.495,"body":"way, but what is urban heat island?"},{"speaker":"Shravan Kumar","startTime":684.825,"endTime":691.2650000000001,"body":"It is actually the phenomenon where highly"},{"speaker":"Shravan Kumar","startTime":684.825,"endTime":691.2650000000001,"body":"built up areas like the downtown in a city"},{"speaker":"Shravan Kumar","startTime":691.8950000000001,"endTime":697.1750000000001,"body":"or, you know, places where there's a lot"},{"speaker":"Shravan Kumar","startTime":691.8950000000001,"endTime":697.1750000000001,"body":"of industrial establishments or commercial"},{"speaker":"Shravan Kumar","startTime":697.4150000000001,"endTime":702.8950000000001,"body":"high streets, et cetera, experience"},{"speaker":"Shravan Kumar","startTime":697.4150000000001,"endTime":702.8950000000001,"body":"significantly higher amount of heat"},{"speaker":"Shravan Kumar","startTime":703.595,"endTime":709.2950000000001,"body":"because of a lot of various reasons, we'll"},{"speaker":"Shravan Kumar","startTime":703.595,"endTime":709.2950000000001,"body":"come to the various reasons than areas"},{"speaker":"Shravan Kumar","startTime":709.325,"endTime":711.82,"body":"that are at the periphery of the city."},{"speaker":"Shravan Kumar","startTime":712.72,"endTime":717.87,"body":"So, if you go to a residential place"},{"speaker":"Shravan Kumar","startTime":712.72,"endTime":717.87,"body":"or people you know, places where"},{"speaker":"Shravan Kumar","startTime":718.0200000000001,"endTime":723.23,"body":"the population is slightly lower,"},{"speaker":"Shravan Kumar","startTime":718.0200000000001,"endTime":723.23,"body":"there you will experience you know,"},{"speaker":"Shravan Kumar","startTime":723.23,"endTime":727.1400000000001,"body":"temperatures that are significantly"},{"speaker":"Shravan Kumar","startTime":723.23,"endTime":727.1400000000001,"body":"lower than the downtown, for example."},{"speaker":"Shravan Kumar","startTime":727.9100000000001,"endTime":732.171,"body":"The difference between the thermal"},{"speaker":"Shravan Kumar","startTime":727.9100000000001,"endTime":732.171,"body":"comfort that is experienced by people"},{"speaker":"Shravan Kumar","startTime":732.8610000000001,"endTime":735.0310000000001,"body":"is actually the urban heat island."},{"speaker":"Shravan Kumar","startTime":735.8610000000001,"endTime":740.921,"body":"Where you have heat islands that are"},{"speaker":"Shravan Kumar","startTime":735.8610000000001,"endTime":740.921,"body":"formed in specific places because"},{"speaker":"Shravan Kumar","startTime":740.921,"endTime":745.2810000000001,"body":"of a lot of reasons, whether it's"},{"speaker":"Shravan Kumar","startTime":740.921,"endTime":745.2810000000001,"body":"built up or industry, emissions, etc."},{"speaker":"Shravan Kumar","startTime":745.931,"endTime":748.841,"body":"You end up experiencing a lot"},{"speaker":"Shravan Kumar","startTime":745.931,"endTime":748.841,"body":"of heat because of a lot of heat"},{"speaker":"Shravan Kumar","startTime":748.8810000000001,"endTime":753.171,"body":"being trapped in the environment"},{"speaker":"Shravan Kumar","startTime":748.8810000000001,"endTime":753.171,"body":"than the periphery of a city."},{"speaker":"Shravan Kumar","startTime":753.171,"endTime":756.9010000000001,"body":"That is how urban heat"},{"speaker":"Shravan Kumar","startTime":753.171,"endTime":756.9010000000001,"body":"islands are defined."},{"speaker":"Tom Raftery","startTime":758.221,"endTime":762.3910000000001,"body":"I, I got to think a lot of"},{"speaker":"Tom Raftery","startTime":758.221,"endTime":762.3910000000001,"body":"it has to do with just the proliferation"},{"speaker":"Tom Raftery","startTime":762.3910000000001,"endTime":764.7310000000001,"body":"of concrete and lack of vegetation."},{"speaker":"Tom Raftery","startTime":764.7310000000001,"endTime":765.841,"body":"Would that be a fair comment?"},{"speaker":"Shravan Kumar","startTime":766.931,"endTime":767.7810000000001,"body":"Absolutely."},{"speaker":"Shravan Kumar","startTime":767.931,"endTime":770.101,"body":"This is the why part of it."},{"speaker":"Shravan Kumar","startTime":770.2410000000001,"endTime":775.291,"body":"Why is, you know, so while you know,"},{"speaker":"Shravan Kumar","startTime":770.2410000000001,"endTime":775.291,"body":"doing anything for AI for climate"},{"speaker":"Shravan Kumar","startTime":775.291,"endTime":779.791,"body":"change on AI for climate change or AI"},{"speaker":"Shravan Kumar","startTime":775.291,"endTime":779.791,"body":"for urban heat islands we worked on a"},{"speaker":"Shravan Kumar","startTime":779.791,"endTime":781.671,"body":"project called AI for resilient cities."},{"speaker":"Shravan Kumar","startTime":781.9810000000001,"endTime":784.331,"body":"And this is this knowledge is from there."},{"speaker":"Shravan Kumar","startTime":784.431,"endTime":788.091,"body":"So whatever you said is"},{"speaker":"Shravan Kumar","startTime":784.431,"endTime":788.091,"body":"actually, you know, bang on."},{"speaker":"Shravan Kumar","startTime":789.3910000000001,"endTime":795.258,"body":"The, highly built up areas naturally"},{"speaker":"Shravan Kumar","startTime":789.3910000000001,"endTime":795.258,"body":"have a lot of tendency to trap a"},{"speaker":"Shravan Kumar","startTime":795.258,"endTime":797.168,"body":"lot of heat that comes from the sun."},{"speaker":"Shravan Kumar","startTime":797.9380000000001,"endTime":803.7280000000001,"body":"Even the road and the tarmac they"},{"speaker":"Shravan Kumar","startTime":797.9380000000001,"endTime":803.7280000000001,"body":"have high absorption power than"},{"speaker":"Shravan Kumar","startTime":803.788,"endTime":806.1780000000001,"body":"the greenery you know, elsewhere."},{"speaker":"Shravan Kumar","startTime":806.618,"endTime":811.668,"body":"So essentially it is the lack of"},{"speaker":"Shravan Kumar","startTime":806.618,"endTime":811.668,"body":"vegetation and in the place of"},{"speaker":"Shravan Kumar","startTime":811.748,"endTime":817.368,"body":"vegetation, we have built up a lot"},{"speaker":"Shravan Kumar","startTime":811.748,"endTime":817.368,"body":"of you know, concrete or tarmac or"},{"speaker":"Shravan Kumar","startTime":817.408,"endTime":822.903,"body":"even, you know, anything that does"},{"speaker":"Shravan Kumar","startTime":817.408,"endTime":822.903,"body":"not happen to you know, balance the"},{"speaker":"Shravan Kumar","startTime":822.903,"endTime":827.8530000000001,"body":"heat that is otherwise trapped in the"},{"speaker":"Shravan Kumar","startTime":822.903,"endTime":827.8530000000001,"body":"environment or by the ground, right?"},{"speaker":"Shravan Kumar","startTime":827.893,"endTime":832.533,"body":"Anything that doesn't you know, reflect"},{"speaker":"Shravan Kumar","startTime":827.893,"endTime":832.533,"body":"the light or the heat that comes from the"},{"speaker":"Shravan Kumar","startTime":832.533,"endTime":835.8030000000001,"body":"sun is likely to cause urban heat islands."},{"speaker":"Shravan Kumar","startTime":836.143,"endTime":840.503,"body":"And that is the result why we, when"},{"speaker":"Shravan Kumar","startTime":836.143,"endTime":840.503,"body":"we come from our homes, by the way,"},{"speaker":"Shravan Kumar","startTime":840.633,"endTime":842.613,"body":"I live in India I come from my home."},{"speaker":"Shravan Kumar","startTime":842.9630000000001,"endTime":848.638,"body":"I experienced a significant amount"},{"speaker":"Shravan Kumar","startTime":842.9630000000001,"endTime":848.638,"body":"of heat, higher heat near the"},{"speaker":"Shravan Kumar","startTime":848.668,"endTime":850.6980000000001,"body":"areas that are near to my office."},{"speaker":"Shravan Kumar","startTime":851.248,"endTime":856.268,"body":"And when I go to the, you know, place"},{"speaker":"Shravan Kumar","startTime":851.248,"endTime":856.268,"body":"where I live, I have significant,"},{"speaker":"Shravan Kumar","startTime":856.9250000000001,"endTime":862.5450000000001,"body":"vegetation, trees, and, you know,"},{"speaker":"Shravan Kumar","startTime":856.9250000000001,"endTime":862.5450000000001,"body":"a lot of water bodies as well, that"},{"speaker":"Shravan Kumar","startTime":862.605,"endTime":864.2950000000001,"body":"cool off the microclimate there."},{"speaker":"Shravan Kumar","startTime":864.62,"endTime":866.59,"body":"And I feel much more"},{"speaker":"Shravan Kumar","startTime":864.62,"endTime":866.59,"body":"thermally comfortable."},{"speaker":"Shravan Kumar","startTime":867.0,"endTime":870.22,"body":"So that's you know, a classic"},{"speaker":"Shravan Kumar","startTime":867.0,"endTime":870.22,"body":"urban heat island for you."},{"speaker":"Tom Raftery","startTime":871.74,"endTime":878.9300000000001,"body":"Sure, and just tell me"},{"speaker":"Tom Raftery","startTime":871.74,"endTime":878.9300000000001,"body":"a little bit about the idea of using"},{"speaker":"Tom Raftery","startTime":879.0,"endTime":882.08,"body":"AI and geospatial data, for example."},{"speaker":"Tom Raftery","startTime":882.5400000000001,"endTime":887.08,"body":"Is is the idea that you're using the"},{"speaker":"Tom Raftery","startTime":882.5400000000001,"endTime":887.08,"body":"AI and the geospatial data to identify"},{"speaker":"Tom Raftery","startTime":887.24,"endTime":891.6600000000001,"body":"where there's a danger of an urban"},{"speaker":"Tom Raftery","startTime":887.24,"endTime":891.6600000000001,"body":"heat island actually happening or"},{"speaker":"Tom Raftery","startTime":891.94,"endTime":893.3100000000001,"body":"what is it we're doing with the data?"},{"speaker":"Tom Raftery","startTime":893.75,"endTime":898.22,"body":"Is it just identification or is it some"},{"speaker":"Tom Raftery","startTime":893.75,"endTime":898.22,"body":"way to alleviate the issue as well?"},{"speaker":"Shravan Kumar","startTime":898.72,"endTime":902.84,"body":"As part of you"},{"speaker":"Shravan Kumar","startTime":898.72,"endTime":902.84,"body":"know, our endeavor to use AI to"},{"speaker":"Shravan Kumar","startTime":902.85,"endTime":908.1300000000001,"body":"mitigate and adapt against urban"},{"speaker":"Shravan Kumar","startTime":902.85,"endTime":908.1300000000001,"body":"heat islands, we are specialized in"},{"speaker":"Shravan Kumar","startTime":908.1800000000001,"endTime":909.82,"body":"answering three or four questions."},{"speaker":"Shravan Kumar","startTime":910.36,"endTime":911.99,"body":"And the questions are as following."},{"speaker":"Shravan Kumar","startTime":912.3800000000001,"endTime":916.5,"body":"One is, like I said, the where,"},{"speaker":"Shravan Kumar","startTime":912.3800000000001,"endTime":916.5,"body":"where is the urban heat island?"},{"speaker":"Shravan Kumar","startTime":916.9000000000001,"endTime":922.33,"body":"Where are the islands of heat present"},{"speaker":"Shravan Kumar","startTime":916.9000000000001,"endTime":922.33,"body":"in a city, in an urban environment?"},{"speaker":"Shravan Kumar","startTime":922.75,"endTime":923.73,"body":"That's the first question."},{"speaker":"Shravan Kumar","startTime":924.1800000000001,"endTime":926.75,"body":"Then we answer the what."},{"speaker":"Shravan Kumar","startTime":927.74,"endTime":930.8000000000001,"body":"What is causing the"},{"speaker":"Shravan Kumar","startTime":927.74,"endTime":930.8000000000001,"body":"urban heat island effect?"},{"speaker":"Shravan Kumar","startTime":931.45,"endTime":931.7900000000001,"body":"Right?"},{"speaker":"Shravan Kumar","startTime":932.0600000000001,"endTime":936.34,"body":"Like you said, you were bang on"},{"speaker":"Shravan Kumar","startTime":932.0600000000001,"endTime":936.34,"body":"saying that lack of vegetation"},{"speaker":"Shravan Kumar","startTime":936.3800000000001,"endTime":940.24,"body":"and hence replacement of the"},{"speaker":"Shravan Kumar","startTime":936.3800000000001,"endTime":940.24,"body":"vegetation with impervious surfaces"},{"speaker":"Shravan Kumar","startTime":940.2800000000001,"endTime":941.7900000000001,"body":"like buildings, tarmac, etc."},{"speaker":"Shravan Kumar","startTime":942.44,"endTime":944.57,"body":"Can cause the urban heat island."},{"speaker":"Shravan Kumar","startTime":944.97,"endTime":948.71,"body":"So it's really the causality of what"},{"speaker":"Shravan Kumar","startTime":944.97,"endTime":948.71,"body":"is causing the urban heat island."},{"speaker":"Shravan Kumar","startTime":949.3800000000001,"endTime":953.73,"body":"The third question we try to"},{"speaker":"Shravan Kumar","startTime":949.3800000000001,"endTime":953.73,"body":"answer with AI is who is getting"},{"speaker":"Shravan Kumar","startTime":953.74,"endTime":956.0600000000001,"body":"impacted due to urban heat island."},{"speaker":"Tom Raftery","startTime":956.6650000000001,"endTime":957.0350000000001,"body":"Right."},{"speaker":"Shravan Kumar","startTime":957.2600000000001,"endTime":961.6500000000001,"body":"So, stats say that in"},{"speaker":"Shravan Kumar","startTime":957.2600000000001,"endTime":961.6500000000001,"body":"the Northern America, that part of"},{"speaker":"Shravan Kumar","startTime":961.6500000000001,"endTime":968.25,"body":"the world, a lot of people that are"},{"speaker":"Shravan Kumar","startTime":961.6500000000001,"endTime":968.25,"body":"vulnerable to heat waves, which is by"},{"speaker":"Shravan Kumar","startTime":968.25,"endTime":975.4100000000001,"body":"the way, the you know, worst number one"},{"speaker":"Shravan Kumar","startTime":968.25,"endTime":975.4100000000001,"body":"climate killer compared to floods or any"},{"speaker":"Shravan Kumar","startTime":975.4100000000001,"endTime":977.0400000000001,"body":"other manifestations of climate change."},{"speaker":"Shravan Kumar","startTime":977.34,"endTime":981.1700000000001,"body":"Heatwave kills more people than"},{"speaker":"Shravan Kumar","startTime":977.34,"endTime":981.1700000000001,"body":"any other climate struggle stress."},{"speaker":"Shravan Kumar","startTime":981.6600000000001,"endTime":986.0400000000001,"body":"But coming back to the point in North"},{"speaker":"Shravan Kumar","startTime":981.6600000000001,"endTime":986.0400000000001,"body":"America, we've seen a lot of indigenous"},{"speaker":"Shravan Kumar","startTime":986.0400000000001,"endTime":993.0200000000001,"body":"folks and also people of color and"},{"speaker":"Shravan Kumar","startTime":986.0400000000001,"endTime":993.0200000000001,"body":"you know, a few ethnicities like, you"},{"speaker":"Shravan Kumar","startTime":993.0200000000001,"endTime":999.19,"body":"know, black and a few other ethnicities"},{"speaker":"Shravan Kumar","startTime":993.0200000000001,"endTime":999.19,"body":"are highly vulnerable to heat waves."},{"speaker":"Shravan Kumar","startTime":999.94,"endTime":1004.5600000000001,"body":"So we try to answer through AI,"},{"speaker":"Shravan Kumar","startTime":999.94,"endTime":1004.5600000000001,"body":"through again, some geospatial data"},{"speaker":"Shravan Kumar","startTime":1004.99,"endTime":1010.8900000000001,"body":"on collecting intelligence about"},{"speaker":"Shravan Kumar","startTime":1004.99,"endTime":1010.8900000000001,"body":"which parts of the city have high"},{"speaker":"Shravan Kumar","startTime":1010.8900000000001,"endTime":1017.6500000000001,"body":"concentration of a particular ethnicity"},{"speaker":"Shravan Kumar","startTime":1010.8900000000001,"endTime":1017.6500000000001,"body":"and thereby telling who can be impacted."},{"speaker":"Shravan Kumar","startTime":1018.34,"endTime":1023.5200000000001,"body":"We also try to understand what is the"},{"speaker":"Shravan Kumar","startTime":1018.34,"endTime":1023.5200000000001,"body":"concentration of vulnerable population"},{"speaker":"Shravan Kumar","startTime":1023.5200000000001,"endTime":1029.99,"body":"by age infants and older people older"},{"speaker":"Shravan Kumar","startTime":1023.5200000000001,"endTime":1029.99,"body":"than 65 are particularly vulnerable."},{"speaker":"Shravan Kumar","startTime":1031.53,"endTime":1035.973,"body":"And this status from right from"},{"speaker":"Shravan Kumar","startTime":1031.53,"endTime":1035.973,"body":"New York City, there are 1100"},{"speaker":"Shravan Kumar","startTime":1035.973,"endTime":1036.893,"body":"hospitalizations due to heat stress."},{"speaker":"Shravan Kumar","startTime":1037.478,"endTime":1039.498,"body":"And a hundred people die every year."},{"speaker":"Shravan Kumar","startTime":1039.978,"endTime":1041.468,"body":"And that's a stat from last year."},{"speaker":"Shravan Kumar","startTime":1042.068,"endTime":1044.578,"body":"On record that was the"},{"speaker":"Shravan Kumar","startTime":1042.068,"endTime":1044.578,"body":"hottest year in history."},{"speaker":"Shravan Kumar","startTime":1045.468,"endTime":1050.148,"body":"So, so we, we try to understand these"},{"speaker":"Shravan Kumar","startTime":1045.468,"endTime":1050.148,"body":"patterns from different, you know,"},{"speaker":"Shravan Kumar","startTime":1050.498,"endTime":1055.028,"body":"data sources, whether it's government"},{"speaker":"Shravan Kumar","startTime":1050.498,"endTime":1055.028,"body":"sponsored or privately acquired,"},{"speaker":"Shravan Kumar","startTime":1055.438,"endTime":1056.978,"body":"we understand who is impacted."},{"speaker":"Shravan Kumar","startTime":1057.428,"endTime":1066.3880000000001,"body":"And the final question we answered through"},{"speaker":"Shravan Kumar","startTime":1057.428,"endTime":1066.3880000000001,"body":"AI is what if, what if I can put up a"},{"speaker":"Shravan Kumar","startTime":1066.3880000000001,"endTime":1071.933,"body":"tree canopy in a place where vulnerable"},{"speaker":"Shravan Kumar","startTime":1066.3880000000001,"endTime":1071.933,"body":"population is likely to be located."},{"speaker":"Shravan Kumar","startTime":1072.723,"endTime":1077.213,"body":"I put the AI through some data"},{"speaker":"Shravan Kumar","startTime":1072.723,"endTime":1077.213,"body":"points saying I increase the"},{"speaker":"Shravan Kumar","startTime":1077.213,"endTime":1079.683,"body":"vegetation by 30 percent or 50%."},{"speaker":"Shravan Kumar","startTime":1080.193,"endTime":1082.463,"body":"What would the urban"},{"speaker":"Shravan Kumar","startTime":1080.193,"endTime":1082.463,"body":"heat island look like?"},{"speaker":"Shravan Kumar","startTime":1082.463,"endTime":1087.643,"body":"Or what would the temperatures in that"},{"speaker":"Shravan Kumar","startTime":1082.463,"endTime":1087.643,"body":"micro you know, climate at that particular"},{"speaker":"Shravan Kumar","startTime":1087.643,"endTime":1089.2830000000001,"body":"block or neighborhood look like?"},{"speaker":"Shravan Kumar","startTime":1089.933,"endTime":1094.5230000000001,"body":"So I can assign targets to the people"},{"speaker":"Shravan Kumar","startTime":1089.933,"endTime":1094.5230000000001,"body":"that are responsible to the mi for the"},{"speaker":"Shravan Kumar","startTime":1094.5230000000001,"endTime":1100.7730000000001,"body":"microclimate there to be able to take that"},{"speaker":"Shravan Kumar","startTime":1094.5230000000001,"endTime":1100.7730000000001,"body":"target and say, plant 1 million trees in"},{"speaker":"Shravan Kumar","startTime":1100.7730000000001,"endTime":1103.633,"body":"the vicinity in the next one year or so."},{"speaker":"Shravan Kumar","startTime":1104.0130000000001,"endTime":1107.873,"body":"Those are the kind of interventions"},{"speaker":"Shravan Kumar","startTime":1104.0130000000001,"endTime":1107.873,"body":"with AI we are able to make."},{"speaker":"Shravan Kumar","startTime":1107.963,"endTime":1111.2630000000001,"body":"And those are the questions"},{"speaker":"Shravan Kumar","startTime":1107.963,"endTime":1111.2630000000001,"body":"we are able to answer to AI"},{"speaker":"Tom Raftery","startTime":1112.518,"endTime":1115.688,"body":"And who"},{"speaker":"Tom Raftery","startTime":1112.518,"endTime":1115.688,"body":"are you doing this for?"},{"speaker":"Tom Raftery","startTime":1116.208,"endTime":1123.198,"body":"As in it's all very well if I contact"},{"speaker":"Tom Raftery","startTime":1116.208,"endTime":1123.198,"body":"you and say, Shravan, what can I do"},{"speaker":"Tom Raftery","startTime":1123.198,"endTime":1125.3780000000002,"body":"about the urban heat island around here?"},{"speaker":"Tom Raftery","startTime":1126.093,"endTime":1129.5130000000001,"body":"But I don't have the power to"},{"speaker":"Tom Raftery","startTime":1126.093,"endTime":1129.5130000000001,"body":"plant a million trees around here."},{"speaker":"Tom Raftery","startTime":1129.853,"endTime":1134.173,"body":"So are you in contact with city"},{"speaker":"Tom Raftery","startTime":1129.853,"endTime":1134.173,"body":"chief heat officers, for example?"},{"speaker":"Tom Raftery","startTime":1134.563,"endTime":1137.2430000000002,"body":"Or city administration?"},{"speaker":"Tom Raftery","startTime":1137.2530000000002,"endTime":1142.903,"body":"Or who is it that is taking this data"},{"speaker":"Tom Raftery","startTime":1137.2530000000002,"endTime":1142.903,"body":"and these insights and acting on them?"},{"speaker":"Shravan Kumar","startTime":1144.323,"endTime":1149.021,"body":"Well the case in point"},{"speaker":"Shravan Kumar","startTime":1144.323,"endTime":1149.021,"body":"that I was talking about is the municipal"},{"speaker":"Shravan Kumar","startTime":1149.021,"endTime":1153.435,"body":"government, provincial governments"},{"speaker":"Shravan Kumar","startTime":1149.021,"endTime":1153.435,"body":"and the federal governments, right?"},{"speaker":"Shravan Kumar","startTime":1153.835,"endTime":1160.515,"body":"So we work indirectly with them through"},{"speaker":"Shravan Kumar","startTime":1153.835,"endTime":1160.515,"body":"a few non profits who are in the business"},{"speaker":"Shravan Kumar","startTime":1160.885,"endTime":1166.835,"body":"of you know, building better places and"},{"speaker":"Shravan Kumar","startTime":1160.885,"endTime":1166.835,"body":"climate resilient places for the future."},{"speaker":"Shravan Kumar","startTime":1167.925,"endTime":1172.935,"body":"So we work with a non profit with a"},{"speaker":"Shravan Kumar","startTime":1167.925,"endTime":1172.935,"body":"bunch of governments who then have a"},{"speaker":"Shravan Kumar","startTime":1173.065,"endTime":1177.555,"body":"huge network of a bunch of municipal,"},{"speaker":"Shravan Kumar","startTime":1173.065,"endTime":1177.555,"body":"federal, provincial governments."},{"speaker":"Shravan Kumar","startTime":1178.005,"endTime":1185.305,"body":"The end user of these AI tools is the"},{"speaker":"Shravan Kumar","startTime":1178.005,"endTime":1185.305,"body":"municipal governments, but there is"},{"speaker":"Shravan Kumar","startTime":1185.305,"endTime":1187.2050000000002,"body":"a specific persona that uses this."},{"speaker":"Shravan Kumar","startTime":1187.7050000000002,"endTime":1191.825,"body":"Like you said, it is the Chief"},{"speaker":"Shravan Kumar","startTime":1187.7050000000002,"endTime":1191.825,"body":"Climate Officer who is, or their"},{"speaker":"Shravan Kumar","startTime":1191.835,"endTime":1198.775,"body":"office, who are responsible for making"},{"speaker":"Shravan Kumar","startTime":1191.835,"endTime":1198.775,"body":"sure the thermal comfort is intact."},{"speaker":"Shravan Kumar","startTime":1199.305,"endTime":1202.6950000000002,"body":"So, for example, there was a"},{"speaker":"Shravan Kumar","startTime":1199.305,"endTime":1202.6950000000002,"body":"municipal government that was"},{"speaker":"Shravan Kumar","startTime":1202.7150000000001,"endTime":1207.595,"body":"mandated to build thermally"},{"speaker":"Shravan Kumar","startTime":1202.7150000000001,"endTime":1207.595,"body":"comfortable playgrounds for children."},{"speaker":"Shravan Kumar","startTime":1208.385,"endTime":1212.1950000000002,"body":"That was one of the, initiatives"},{"speaker":"Shravan Kumar","startTime":1208.385,"endTime":1212.1950000000002,"body":"the municipality took."},{"speaker":"Shravan Kumar","startTime":1212.585,"endTime":1216.885,"body":"When they wanted to use this tool,"},{"speaker":"Shravan Kumar","startTime":1212.585,"endTime":1216.885,"body":"they came across all the urban"},{"speaker":"Shravan Kumar","startTime":1216.885,"endTime":1218.2350000000001,"body":"heat islands across the city."},{"speaker":"Shravan Kumar","startTime":1219.005,"endTime":1221.335,"body":"They said, oh, this is a revolution."},{"speaker":"Shravan Kumar","startTime":1222.015,"endTime":1223.615,"body":"We need to do something about it."},{"speaker":"Shravan Kumar","startTime":1224.265,"endTime":1228.425,"body":"And hence, they took up not only"},{"speaker":"Shravan Kumar","startTime":1224.265,"endTime":1228.425,"body":"that initiative, they expanded it"},{"speaker":"Shravan Kumar","startTime":1228.4450000000002,"endTime":1233.265,"body":"to saying we need to ensure thermal"},{"speaker":"Shravan Kumar","startTime":1228.4450000000002,"endTime":1233.265,"body":"comfort even in commercial streets."},{"speaker":"Shravan Kumar","startTime":1233.825,"endTime":1234.655,"body":"The downtown."},{"speaker":"Shravan Kumar","startTime":1234.925,"endTime":1240.795,"body":"We need to put up a policy of white"},{"speaker":"Shravan Kumar","startTime":1234.925,"endTime":1240.795,"body":"roofs or green roofing, across the city."},{"speaker":"Shravan Kumar","startTime":1241.805,"endTime":1247.135,"body":"So these are the kind of personas that"},{"speaker":"Shravan Kumar","startTime":1241.805,"endTime":1247.135,"body":"we build these AI tools for, but having"},{"speaker":"Shravan Kumar","startTime":1247.135,"endTime":1252.015,"body":"said that these AI tools needn't be"},{"speaker":"Shravan Kumar","startTime":1247.135,"endTime":1252.015,"body":"just restricted to the governments."},{"speaker":"Shravan Kumar","startTime":1252.7250000000001,"endTime":1260.425,"body":"Like I initially mentioned we had"},{"speaker":"Shravan Kumar","startTime":1252.7250000000001,"endTime":1260.425,"body":"also developed a citizen tool to be"},{"speaker":"Shravan Kumar","startTime":1260.425,"endTime":1265.345,"body":"able to interact with the municipal"},{"speaker":"Shravan Kumar","startTime":1260.425,"endTime":1265.345,"body":"government by You know, making a portal,"},{"speaker":"Shravan Kumar","startTime":1265.605,"endTime":1272.025,"body":"a mobile app where they could log in"},{"speaker":"Shravan Kumar","startTime":1265.605,"endTime":1272.025,"body":"and you know, click a picture or take"},{"speaker":"Shravan Kumar","startTime":1272.335,"endTime":1276.78,"body":"the temperature, record it from a"},{"speaker":"Shravan Kumar","startTime":1272.335,"endTime":1276.78,"body":"particular position from a particular"},{"speaker":"Shravan Kumar","startTime":1276.78,"endTime":1281.97,"body":"place register that lat long, which"},{"speaker":"Shravan Kumar","startTime":1276.78,"endTime":1281.97,"body":"would then geofence their location and"},{"speaker":"Shravan Kumar","startTime":1281.97,"endTime":1285.3500000000001,"body":"say, here, here, the temperature is 46."},{"speaker":"Shravan Kumar","startTime":1286.2,"endTime":1287.92,"body":"We have to do something about it there."},{"speaker":"Shravan Kumar","startTime":1288.1000000000001,"endTime":1288.3300000000002,"body":"Right?"},{"speaker":"Shravan Kumar","startTime":1288.72,"endTime":1293.71,"body":"So, it was a 2 way communication tool"},{"speaker":"Shravan Kumar","startTime":1288.72,"endTime":1293.71,"body":"that we created where the citizen could"},{"speaker":"Shravan Kumar","startTime":1294.28,"endTime":1300.14,"body":"register their grievances or the situation"},{"speaker":"Shravan Kumar","startTime":1294.28,"endTime":1300.14,"body":"to create that situational awareness"},{"speaker":"Shravan Kumar","startTime":1300.15,"endTime":1306.02,"body":"for the government, but also in turn,"},{"speaker":"Shravan Kumar","startTime":1300.15,"endTime":1306.02,"body":"he or she would get the awareness of the"},{"speaker":"Shravan Kumar","startTime":1306.02,"endTime":1308.2,"body":"programs the municipality was running."},{"speaker":"Shravan Kumar","startTime":1308.63,"endTime":1313.48,"body":"So, for example, the thermally"},{"speaker":"Shravan Kumar","startTime":1308.63,"endTime":1313.48,"body":"comfortable playgrounds or how, by way"},{"speaker":"Shravan Kumar","startTime":1313.48,"endTime":1318.03,"body":"of policymaking, like a green roofing"},{"speaker":"Shravan Kumar","startTime":1313.48,"endTime":1318.03,"body":"policy, has brought down the temperature"},{"speaker":"Shravan Kumar","startTime":1318.3600000000001,"endTime":1320.1200000000001,"body":"in the near, medium, and long term."},{"speaker":"Shravan Kumar","startTime":1320.71,"endTime":1325.29,"body":"They could then consume that information"},{"speaker":"Shravan Kumar","startTime":1320.71,"endTime":1325.29,"body":"and be appraised of all the initiatives"},{"speaker":"Shravan Kumar","startTime":1325.3300000000002,"endTime":1327.27,"body":"that are being taken by the government."},{"speaker":"Shravan Kumar","startTime":1327.65,"endTime":1333.39,"body":"So AI, like someone wise said,"},{"speaker":"Shravan Kumar","startTime":1327.65,"endTime":1333.39,"body":"AI will be like electricity."},{"speaker":"Shravan Kumar","startTime":1334.3,"endTime":1339.47,"body":"So we wanted to make it so democratized"},{"speaker":"Shravan Kumar","startTime":1334.3,"endTime":1339.47,"body":"that, we not only provide decision"},{"speaker":"Shravan Kumar","startTime":1339.48,"endTime":1343.3500000000001,"body":"making tools and policy making"},{"speaker":"Shravan Kumar","startTime":1339.48,"endTime":1343.3500000000001,"body":"tools for the municipality, but also"},{"speaker":"Shravan Kumar","startTime":1343.5900000000001,"endTime":1349.3400000000001,"body":"consumption tools at the citizen"},{"speaker":"Shravan Kumar","startTime":1343.5900000000001,"endTime":1349.3400000000001,"body":"end and to be able to create, take"},{"speaker":"Shravan Kumar","startTime":1349.3500000000001,"endTime":1350.99,"body":"that data and make it their own."},{"speaker":"Shravan Kumar","startTime":1351.52,"endTime":1353.02,"body":"So it works both ways."},{"speaker":"Shravan Kumar","startTime":1353.78,"endTime":1358.1100000000001,"body":"So I would say primary, the primary"},{"speaker":"Shravan Kumar","startTime":1353.78,"endTime":1358.1100000000001,"body":"persona is the municipality."},{"speaker":"Shravan Kumar","startTime":1358.14,"endTime":1359.9,"body":"Secondary persona is"},{"speaker":"Shravan Kumar","startTime":1358.14,"endTime":1359.9,"body":"definitely the citizen."},{"speaker":"Tom Raftery","startTime":1361.375,"endTime":1364.365,"body":"And is that"},{"speaker":"Tom Raftery","startTime":1361.375,"endTime":1364.365,"body":"just in one particular"},{"speaker":"Tom Raftery","startTime":1364.405,"endTime":1366.2050000000002,"body":"municipality, or is that global?"},{"speaker":"Tom Raftery","startTime":1366.2050000000002,"endTime":1369.315,"body":"And when I'm, when I'm asking that,"},{"speaker":"Tom Raftery","startTime":1366.2050000000002,"endTime":1369.315,"body":"I'm talking about the access for, for"},{"speaker":"Tom Raftery","startTime":1369.315,"endTime":1375.255,"body":"citizens and a secondary question to"},{"speaker":"Tom Raftery","startTime":1369.315,"endTime":1375.255,"body":"go along with that, if it is available"},{"speaker":"Tom Raftery","startTime":1375.315,"endTime":1380.615,"body":"to citizens globally, or even if"},{"speaker":"Tom Raftery","startTime":1375.315,"endTime":1380.615,"body":"it's just one municipality, how can"},{"speaker":"Tom Raftery","startTime":1380.615,"endTime":1386.145,"body":"you verify the accuracy of the data"},{"speaker":"Tom Raftery","startTime":1380.615,"endTime":1386.145,"body":"that the citizens are putting up?"},{"speaker":"Tom Raftery","startTime":1386.145,"endTime":1391.775,"body":"And if I'm asking that, it's because"},{"speaker":"Tom Raftery","startTime":1386.145,"endTime":1391.775,"body":"I know when I'm driving around here in"},{"speaker":"Tom Raftery","startTime":1391.775,"endTime":1399.345,"body":"Seville, for example, and I see some"},{"speaker":"Tom Raftery","startTime":1391.775,"endTime":1399.345,"body":"of those those kind of clocks that are"},{"speaker":"Tom Raftery","startTime":1399.355,"endTime":1402.6950000000002,"body":"at the side of the road telling you"},{"speaker":"Tom Raftery","startTime":1399.355,"endTime":1402.6950000000002,"body":"the time of day and the temperature"},{"speaker":"Tom Raftery","startTime":1403.165,"endTime":1408.575,"body":"and because they're out in the heat of"},{"speaker":"Tom Raftery","startTime":1403.165,"endTime":1408.575,"body":"the sun all day the temperature they're"},{"speaker":"Tom Raftery","startTime":1408.575,"endTime":1412.345,"body":"declaring that it is is usually about"},{"speaker":"Tom Raftery","startTime":1408.575,"endTime":1412.345,"body":"five degrees above the actual temperature"},{"speaker":"Tom Raftery","startTime":1412.345,"endTime":1415.125,"body":"because they've just been stuck in"},{"speaker":"Tom Raftery","startTime":1412.345,"endTime":1415.125,"body":"the sun all day so they're telling"},{"speaker":"Tom Raftery","startTime":1415.125,"endTime":1417.7350000000001,"body":"you it's 46 where it's probably 41."},{"speaker":"Tom Raftery","startTime":1418.2150000000001,"endTime":1421.2450000000001,"body":"So, you know, how, how does all that work?"},{"speaker":"Shravan Kumar","startTime":1422.595,"endTime":1422.895,"body":"Right."},{"speaker":"Shravan Kumar","startTime":1423.2150000000001,"endTime":1427.9950000000001,"body":"That's a great question to actually"},{"speaker":"Shravan Kumar","startTime":1423.2150000000001,"endTime":1427.9950000000001,"body":"in our world, in the AI world, we"},{"speaker":"Shravan Kumar","startTime":1427.9950000000001,"endTime":1429.635,"body":"typically call it the ground truthing."},{"speaker":"Shravan Kumar","startTime":1429.915,"endTime":1435.2050000000002,"body":"So someone has to actually make"},{"speaker":"Shravan Kumar","startTime":1429.915,"endTime":1435.2050000000002,"body":"sure the crowdsource information"},{"speaker":"Shravan Kumar","startTime":1435.2350000000001,"endTime":1436.9650000000001,"body":"for you know, for one is accurate."},{"speaker":"Shravan Kumar","startTime":1437.645,"endTime":1439.935,"body":"And the second is how do"},{"speaker":"Shravan Kumar","startTime":1437.645,"endTime":1439.935,"body":"you actually ground truth?"},{"speaker":"Shravan Kumar","startTime":1440.345,"endTime":1445.095,"body":"Go there and see if you know,"},{"speaker":"Shravan Kumar","startTime":1440.345,"endTime":1445.095,"body":"the reported numbers are"},{"speaker":"Shravan Kumar","startTime":1445.095,"endTime":1447.785,"body":"actually, even near the reality."},{"speaker":"Shravan Kumar","startTime":1448.4750000000001,"endTime":1452.095,"body":"It could be this one thing for it to"},{"speaker":"Shravan Kumar","startTime":1448.4750000000001,"endTime":1452.095,"body":"be off by five degrees centigrade,"},{"speaker":"Shravan Kumar","startTime":1452.575,"endTime":1457.065,"body":"and it's completely another thing to"},{"speaker":"Shravan Kumar","startTime":1452.575,"endTime":1457.065,"body":"actually report 46 degrees centigrade"},{"speaker":"Shravan Kumar","startTime":1457.525,"endTime":1459.9450000000002,"body":"in the middle of a winter season, right?"},{"speaker":"Shravan Kumar","startTime":1460.2250000000001,"endTime":1462.535,"body":"So, how do you kind of,"},{"speaker":"Shravan Kumar","startTime":1460.2250000000001,"endTime":1462.535,"body":"look at the anomalies?"},{"speaker":"Shravan Kumar","startTime":1463.035,"endTime":1467.285,"body":"Again to an extent AI comes to"},{"speaker":"Shravan Kumar","startTime":1463.035,"endTime":1467.285,"body":"the fore here you have these"},{"speaker":"Shravan Kumar","startTime":1467.295,"endTime":1472.05,"body":"huge, you know, set of crowdsource"},{"speaker":"Shravan Kumar","startTime":1467.295,"endTime":1472.05,"body":"information or data which comes in."},{"speaker":"Shravan Kumar","startTime":1472.5,"endTime":1475.66,"body":"And you know what the"},{"speaker":"Shravan Kumar","startTime":1472.5,"endTime":1475.66,"body":"usual trends are, right?"},{"speaker":"Shravan Kumar","startTime":1475.92,"endTime":1481.0800000000002,"body":"If something is really, really"},{"speaker":"Shravan Kumar","startTime":1475.92,"endTime":1481.0800000000002,"body":"off, like I said, 46 in the middle"},{"speaker":"Shravan Kumar","startTime":1481.0800000000002,"endTime":1482.5900000000001,"body":"of December is not possible."},{"speaker":"Shravan Kumar","startTime":1482.96,"endTime":1487.46,"body":"So the AI or the algorithms are"},{"speaker":"Shravan Kumar","startTime":1482.96,"endTime":1487.46,"body":"automatically looking for such anomalies"},{"speaker":"Shravan Kumar","startTime":1487.8,"endTime":1489.47,"body":"and removing them automatically."},{"speaker":"Shravan Kumar","startTime":1489.64,"endTime":1497.49,"body":"That's one level of filtering at you know,"},{"speaker":"Shravan Kumar","startTime":1489.64,"endTime":1497.49,"body":"the data level, but how can we do this?"},{"speaker":"Shravan Kumar","startTime":1497.54,"endTime":1499.96,"body":"How can we contain the"},{"speaker":"Shravan Kumar","startTime":1497.54,"endTime":1499.96,"body":"accuracy at the source?"},{"speaker":"Shravan Kumar","startTime":1501.26,"endTime":1507.42,"body":"For every crowd sourced information"},{"speaker":"Shravan Kumar","startTime":1501.26,"endTime":1507.42,"body":"that is entered by a citizen, we"},{"speaker":"Shravan Kumar","startTime":1507.43,"endTime":1512.25,"body":"have a check, we have, you know, a"},{"speaker":"Shravan Kumar","startTime":1507.43,"endTime":1512.25,"body":"checklist for them to go through."},{"speaker":"Shravan Kumar","startTime":1512.75,"endTime":1516.69,"body":"One of them is uploading"},{"speaker":"Shravan Kumar","startTime":1512.75,"endTime":1516.69,"body":"an image of the context."},{"speaker":"Shravan Kumar","startTime":1517.19,"endTime":1524.3,"body":"So if they can upload an image of the"},{"speaker":"Shravan Kumar","startTime":1517.19,"endTime":1524.3,"body":"thermometer reading or however they"},{"speaker":"Shravan Kumar","startTime":1524.3,"endTime":1530.833,"body":"took the temperature that could be"},{"speaker":"Shravan Kumar","startTime":1524.3,"endTime":1530.833,"body":"acting as first level of check, right?"},{"speaker":"Shravan Kumar","startTime":1531.083,"endTime":1534.843,"body":"If that does not exist, we automatically,"},{"speaker":"Shravan Kumar","startTime":1531.083,"endTime":1534.843,"body":"the algorithm automatically"},{"speaker":"Shravan Kumar","startTime":1534.883,"endTime":1536.413,"body":"deprioritizes that reading."},{"speaker":"Tom Raftery","startTime":1537.208,"endTime":1537.468,"body":"Okay."},{"speaker":"Shravan Kumar","startTime":1537.5330000000001,"endTime":1539.9930000000002,"body":"And it also"},{"speaker":"Shravan Kumar","startTime":1537.5330000000001,"endTime":1539.9930000000002,"body":"increases, increases people."},{"speaker":"Shravan Kumar","startTime":1540.323,"endTime":1544.633,"body":"We also have a leaderboard, some"},{"speaker":"Shravan Kumar","startTime":1540.323,"endTime":1544.633,"body":"kind of a fun thing where you, for"},{"speaker":"Shravan Kumar","startTime":1544.633,"endTime":1548.813,"body":"all the accurate readings that you"},{"speaker":"Shravan Kumar","startTime":1544.633,"endTime":1548.813,"body":"do, your credentials are built up"},{"speaker":"Shravan Kumar","startTime":1548.813,"endTime":1551.143,"body":"in the in the, in the leaderboard."},{"speaker":"Shravan Kumar","startTime":1551.473,"endTime":1555.213,"body":"And for example, I could say"},{"speaker":"Shravan Kumar","startTime":1551.473,"endTime":1555.213,"body":"Tom has contributed to almost"},{"speaker":"Shravan Kumar","startTime":1555.213,"endTime":1559.643,"body":"20 readings in the last 10 days,"},{"speaker":"Shravan Kumar","startTime":1555.213,"endTime":1559.643,"body":"and all of them are accurate."},{"speaker":"Shravan Kumar","startTime":1560.7830000000001,"endTime":1564.183,"body":"So he comes to the top of the"},{"speaker":"Shravan Kumar","startTime":1560.7830000000001,"endTime":1564.183,"body":"leaderboard and hence he's"},{"speaker":"Shravan Kumar","startTime":1564.183,"endTime":1565.978,"body":"incentivized to do that more often."},{"speaker":"Shravan Kumar","startTime":1566.498,"endTime":1572.748,"body":"Instead of someone who, you know, that he"},{"speaker":"Shravan Kumar","startTime":1566.498,"endTime":1572.748,"body":"goes to 10 places, we have had citizens"},{"speaker":"Shravan Kumar","startTime":1572.758,"endTime":1578.768,"body":"who visited the vicinity of a mall or a"},{"speaker":"Shravan Kumar","startTime":1572.758,"endTime":1578.768,"body":"building and have reported 20 readings."},{"speaker":"Shravan Kumar","startTime":1579.078,"endTime":1581.9180000000001,"body":"That is an anomalous behavior, right?"},{"speaker":"Shravan Kumar","startTime":1582.1480000000001,"endTime":1585.208,"body":"And we, of course, the next reading"},{"speaker":"Shravan Kumar","startTime":1582.1480000000001,"endTime":1585.208,"body":"that comes from that citizen"},{"speaker":"Shravan Kumar","startTime":1585.538,"endTime":1587.328,"body":"is deprioritized to an extent."},{"speaker":"Shravan Kumar","startTime":1587.678,"endTime":1590.298,"body":"So it works in, in almost similar ways."},{"speaker":"Shravan Kumar","startTime":1590.598,"endTime":1595.528,"body":"As a Google map entry by a user, right?"},{"speaker":"Shravan Kumar","startTime":1595.528,"endTime":1600.858,"body":"So we follow almost the same principles,"},{"speaker":"Shravan Kumar","startTime":1595.528,"endTime":1600.858,"body":"but the whole point of this is not to"},{"speaker":"Shravan Kumar","startTime":1600.858,"endTime":1605.1380000000001,"body":"rely hugely on the accuracy because we"},{"speaker":"Shravan Kumar","startTime":1600.858,"endTime":1605.1380000000001,"body":"already have some means, by the way,"},{"speaker":"Shravan Kumar","startTime":1605.328,"endTime":1609.633,"body":"through earth observation, we are able"},{"speaker":"Shravan Kumar","startTime":1605.328,"endTime":1609.633,"body":"to get temperatures up to the 30 meter"},{"speaker":"Shravan Kumar","startTime":1609.633,"endTime":1616.303,"body":"level or even in some case 10 meter level,"},{"speaker":"Shravan Kumar","startTime":1609.633,"endTime":1616.303,"body":"which is almost a building a residential"},{"speaker":"Shravan Kumar","startTime":1616.323,"endTime":1619.063,"body":"building a small, you know house, right?"},{"speaker":"Shravan Kumar","startTime":1619.133,"endTime":1622.803,"body":"So at that level if we have the"},{"speaker":"Shravan Kumar","startTime":1619.133,"endTime":1622.803,"body":"temperature we can always correlate"},{"speaker":"Shravan Kumar","startTime":1622.803,"endTime":1628.098,"body":"it to the nearby readings and have"},{"speaker":"Shravan Kumar","startTime":1622.803,"endTime":1628.098,"body":"that as a you know, tool to filter."},{"speaker":"Shravan Kumar","startTime":1628.558,"endTime":1632.968,"body":"So that is, those are a few things"},{"speaker":"Shravan Kumar","startTime":1628.558,"endTime":1632.968,"body":"that you know, we deploy when we take"},{"speaker":"Shravan Kumar","startTime":1633.238,"endTime":1639.268,"body":"a crowdsource readings, but overall it"},{"speaker":"Shravan Kumar","startTime":1633.238,"endTime":1639.268,"body":"is about interaction with the citizens"},{"speaker":"Shravan Kumar","startTime":1639.6280000000002,"endTime":1645.078,"body":"in a very healthy way, rather than"},{"speaker":"Shravan Kumar","startTime":1639.6280000000002,"endTime":1645.078,"body":"it being a source of data in itself."},{"speaker":"Shravan Kumar","startTime":1646.0030000000002,"endTime":1646.343,"body":"Right."},{"speaker":"Shravan Kumar","startTime":1646.603,"endTime":1650.5230000000001,"body":"And like I said, it's a community"},{"speaker":"Shravan Kumar","startTime":1646.603,"endTime":1650.5230000000001,"body":"building interaction exercise."},{"speaker":"Tom Raftery","startTime":1651.2530000000002,"endTime":1655.123,"body":"And is it, as I asked as"},{"speaker":"Tom Raftery","startTime":1651.2530000000002,"endTime":1655.123,"body":"well, is it global, or is it just one or"},{"speaker":"Tom Raftery","startTime":1655.123,"endTime":1657.5230000000001,"body":"two municipalities, or how does that work?"},{"speaker":"Shravan Kumar","startTime":1658.2730000000001,"endTime":1662.173,"body":"So the AI for"},{"speaker":"Shravan Kumar","startTime":1658.2730000000001,"endTime":1662.173,"body":"Resilient Cities is right now"},{"speaker":"Shravan Kumar","startTime":1662.183,"endTime":1666.933,"body":"scaled to almost half a dozen cities"},{"speaker":"Shravan Kumar","startTime":1662.183,"endTime":1666.933,"body":"in the North American geography."},{"speaker":"Shravan Kumar","startTime":1667.433,"endTime":1674.9930000000002,"body":"And these are cities that are almost 2,500"},{"speaker":"Shravan Kumar","startTime":1667.433,"endTime":1674.9930000000002,"body":"square kilometer in, in expanse, right?"},{"speaker":"Shravan Kumar","startTime":1675.453,"endTime":1680.803,"body":"Having said that, when it comes to Earth"},{"speaker":"Shravan Kumar","startTime":1675.453,"endTime":1680.803,"body":"observation, or geospatial AI in general,"},{"speaker":"Shravan Kumar","startTime":1681.463,"endTime":1688.836,"body":"this has the capability of scaling to"},{"speaker":"Shravan Kumar","startTime":1681.463,"endTime":1688.836,"body":"province, an entire nation, or even"},{"speaker":"Shravan Kumar","startTime":1688.846,"endTime":1694.556,"body":"the entire world if you keep the, you"},{"speaker":"Shravan Kumar","startTime":1688.846,"endTime":1694.556,"body":"know, lowest common denominator across"},{"speaker":"Shravan Kumar","startTime":1694.556,"endTime":1699.4460000000001,"body":"all of these as common for example, you"},{"speaker":"Shravan Kumar","startTime":1694.556,"endTime":1699.4460000000001,"body":"can say, I want to collect 100 meter"},{"speaker":"Shravan Kumar","startTime":1699.4560000000001,"endTime":1702.516,"body":"resolution data for the entire Earth."},{"speaker":"Shravan Kumar","startTime":1703.006,"endTime":1703.809,"body":"That's already available."},{"speaker":"Shravan Kumar","startTime":1704.699,"endTime":1705.729,"body":"That's already there."},{"speaker":"Shravan Kumar","startTime":1705.8590000000002,"endTime":1709.249,"body":"You know, NASA collect has"},{"speaker":"Shravan Kumar","startTime":1705.8590000000002,"endTime":1709.249,"body":"collected for the last eight years."},{"speaker":"Shravan Kumar","startTime":1709.689,"endTime":1715.989,"body":"And there are federal, you know, satellite"},{"speaker":"Shravan Kumar","startTime":1709.689,"endTime":1715.989,"body":"space programs that do this collection"},{"speaker":"Shravan Kumar","startTime":1715.989,"endTime":1717.233,"body":"every now and then every 15 days."},{"speaker":"Shravan Kumar","startTime":1717.233,"endTime":1719.979,"body":"So it's democratized already."},{"speaker":"Shravan Kumar","startTime":1720.309,"endTime":1724.499,"body":"So with that kind of data and this kind"},{"speaker":"Shravan Kumar","startTime":1720.309,"endTime":1724.499,"body":"of AI, you can put up a planet scale"},{"speaker":"Shravan Kumar","startTime":1724.654,"endTime":1728.314,"body":"adaptation and mitigation process."},{"speaker":"Shravan Kumar","startTime":1729.404,"endTime":1733.9840000000002,"body":"But if you're really looking at"},{"speaker":"Shravan Kumar","startTime":1729.404,"endTime":1733.9840000000002,"body":"precise locations, then you need"},{"speaker":"Shravan Kumar","startTime":1734.0040000000001,"endTime":1737.654,"body":"to look at specific data sources,"},{"speaker":"Shravan Kumar","startTime":1734.0040000000001,"endTime":1737.654,"body":"but the capability is always there"},{"speaker":"Tom Raftery","startTime":1738.769,"endTime":1742.919,"body":"Okay, but the, the,"},{"speaker":"Tom Raftery","startTime":1738.769,"endTime":1742.919,"body":"so for, for, Right now, the AI"},{"speaker":"Tom Raftery","startTime":1742.929,"endTime":1745.919,"body":"for resilient cities is half a"},{"speaker":"Tom Raftery","startTime":1742.929,"endTime":1745.919,"body":"dozen cities in North America."},{"speaker":"Tom Raftery","startTime":1745.919,"endTime":1754.419,"body":"What, what's stopping it from going beyond"},{"speaker":"Tom Raftery","startTime":1745.919,"endTime":1754.419,"body":"those to, let's say, every municipality"},{"speaker":"Tom Raftery","startTime":1754.419,"endTime":1756.6390000000001,"body":"of more than a million people globally?"},{"speaker":"Shravan Kumar","startTime":1757.884,"endTime":1758.164,"body":"Right?"},{"speaker":"Shravan Kumar","startTime":1758.5140000000001,"endTime":1761.924,"body":"To your point, there's"},{"speaker":"Shravan Kumar","startTime":1758.5140000000001,"endTime":1761.924,"body":"practically nothing."},{"speaker":"Shravan Kumar","startTime":1761.924,"endTime":1764.954,"body":"If you want to look at it"},{"speaker":"Shravan Kumar","startTime":1761.924,"endTime":1764.954,"body":"from a feasibility standpoint."},{"speaker":"Shravan Kumar","startTime":1765.289,"endTime":1768.299,"body":"There's absolutely nothing"},{"speaker":"Shravan Kumar","startTime":1765.289,"endTime":1768.299,"body":"that stops it from happening."},{"speaker":"Shravan Kumar","startTime":1768.709,"endTime":1771.469,"body":"In fact, there is a program"},{"speaker":"Shravan Kumar","startTime":1768.709,"endTime":1771.469,"body":"called 100 Resilient Cities."},{"speaker":"Shravan Kumar","startTime":1771.499,"endTime":1772.469,"body":"You will have heard about it."},{"speaker":"Shravan Kumar","startTime":1772.939,"endTime":1777.949,"body":"Most of us in the urban planning or"},{"speaker":"Shravan Kumar","startTime":1772.939,"endTime":1777.949,"body":"smart cities world have heard about it."},{"speaker":"Shravan Kumar","startTime":1778.3490000000002,"endTime":1782.759,"body":"It is a program funded by Rockefeller"},{"speaker":"Shravan Kumar","startTime":1778.3490000000002,"endTime":1782.759,"body":"Foundation and also backed by a lot"},{"speaker":"Shravan Kumar","startTime":1782.759,"endTime":1784.699,"body":"of other non profits across the world."},{"speaker":"Shravan Kumar","startTime":1785.069,"endTime":1788.709,"body":"They've shortlisted 100 cities"},{"speaker":"Shravan Kumar","startTime":1785.069,"endTime":1788.709,"body":"across the world and identified"},{"speaker":"Shravan Kumar","startTime":1788.739,"endTime":1792.1290000000001,"body":"programs for each of the cities"},{"speaker":"Shravan Kumar","startTime":1788.739,"endTime":1792.1290000000001,"body":"with the local context in picture."},{"speaker":"Shravan Kumar","startTime":1792.679,"endTime":1792.8790000000001,"body":"So."},{"speaker":"Shravan Kumar","startTime":1793.452,"endTime":1797.992,"body":"If you were to apply this to all the"},{"speaker":"Shravan Kumar","startTime":1793.452,"endTime":1797.992,"body":"cities in the world, it's absolutely"},{"speaker":"Shravan Kumar","startTime":1797.992,"endTime":1805.102,"body":"possible, but practically what happens on"},{"speaker":"Shravan Kumar","startTime":1797.992,"endTime":1805.102,"body":"the ground is all the municipalities, all"},{"speaker":"Shravan Kumar","startTime":1805.102,"endTime":1810.392,"body":"the provinces, all the nations should have"},{"speaker":"Shravan Kumar","startTime":1805.102,"endTime":1810.392,"body":"an intent to actually solve it using AI."},{"speaker":"Shravan Kumar","startTime":1811.377,"endTime":1815.737,"body":"Sometimes it, it is lost in the,"},{"speaker":"Shravan Kumar","startTime":1811.377,"endTime":1815.737,"body":"in translation, in discussions."},{"speaker":"Shravan Kumar","startTime":1816.067,"endTime":1821.267,"body":"A lot of cities have the intent,"},{"speaker":"Shravan Kumar","startTime":1816.067,"endTime":1821.267,"body":"have the means they go for it, like"},{"speaker":"Shravan Kumar","startTime":1821.267,"endTime":1822.9170000000001,"body":"the North American context I spoke."},{"speaker":"Shravan Kumar","startTime":1823.8970000000002,"endTime":1829.6470000000002,"body":"Some countries do not have the means to"},{"speaker":"Shravan Kumar","startTime":1823.8970000000002,"endTime":1829.6470000000002,"body":"actually you know, solve these problems."},{"speaker":"Shravan Kumar","startTime":1829.6770000000001,"endTime":1831.237,"body":"They have bigger problems to solve."},{"speaker":"Shravan Kumar","startTime":1831.597,"endTime":1834.717,"body":"For example, Africa has"},{"speaker":"Shravan Kumar","startTime":1831.597,"endTime":1834.717,"body":"a hunger problem, right?"},{"speaker":"Shravan Kumar","startTime":1834.787,"endTime":1838.557,"body":"Oh, you know, some countries in Africa"},{"speaker":"Shravan Kumar","startTime":1834.787,"endTime":1838.557,"body":"do have a hunger problem, which is"},{"speaker":"Shravan Kumar","startTime":1838.607,"endTime":1840.507,"body":"much more important to be solved."},{"speaker":"Shravan Kumar","startTime":1840.807,"endTime":1843.617,"body":"Again, using AI or not using"},{"speaker":"Shravan Kumar","startTime":1840.807,"endTime":1843.617,"body":"AI is a different thing."},{"speaker":"Shravan Kumar","startTime":1844.737,"endTime":1847.992,"body":"They cannot afford to put"},{"speaker":"Shravan Kumar","startTime":1844.737,"endTime":1847.992,"body":"resources behind such problems."},{"speaker":"Shravan Kumar","startTime":1848.252,"endTime":1851.7920000000001,"body":"That is one thing from a"},{"speaker":"Shravan Kumar","startTime":1848.252,"endTime":1851.7920000000001,"body":"policymaking standpoint that stops."},{"speaker":"Shravan Kumar","startTime":1852.202,"endTime":1855.806,"body":"Some countries and you know, states"},{"speaker":"Shravan Kumar","startTime":1852.202,"endTime":1855.806,"body":"or provinces, they do have the"},{"speaker":"Shravan Kumar","startTime":1856.146,"endTime":1862.636,"body":"intent, but they do don't have the"},{"speaker":"Shravan Kumar","startTime":1856.146,"endTime":1862.636,"body":"you know, way or knowledge of, you"},{"speaker":"Shravan Kumar","startTime":1862.636,"endTime":1865.556,"body":"know, AI can solve these problems."},{"speaker":"Shravan Kumar","startTime":1865.906,"endTime":1869.126,"body":"The knowledge that AI could solve"},{"speaker":"Shravan Kumar","startTime":1865.906,"endTime":1869.126,"body":"these problems does not exist."},{"speaker":"Shravan Kumar","startTime":1869.596,"endTime":1872.276,"body":"So it takes a lot of education also."},{"speaker":"Shravan Kumar","startTime":1872.736,"endTime":1877.1660000000002,"body":"And building trust because for all"},{"speaker":"Shravan Kumar","startTime":1872.736,"endTime":1877.1660000000002,"body":"the advent of AI, we've also faced"},{"speaker":"Shravan Kumar","startTime":1877.1660000000002,"endTime":1882.356,"body":"concerns on privacy, data sovereignty,"},{"speaker":"Shravan Kumar","startTime":1877.1660000000002,"endTime":1882.356,"body":"and where does the data reside, etc."},{"speaker":"Shravan Kumar","startTime":1882.756,"endTime":1886.476,"body":"So there's always that inertia of"},{"speaker":"Shravan Kumar","startTime":1882.756,"endTime":1886.476,"body":"working with a third party that probably"},{"speaker":"Shravan Kumar","startTime":1886.476,"endTime":1891.086,"body":"belongs to another country, working"},{"speaker":"Shravan Kumar","startTime":1886.476,"endTime":1891.086,"body":"with them, whether the data from that"},{"speaker":"Shravan Kumar","startTime":1891.086,"endTime":1895.056,"body":"particular country goes out of it, out"},{"speaker":"Shravan Kumar","startTime":1891.086,"endTime":1895.056,"body":"of the country, so on and so forth."},{"speaker":"Shravan Kumar","startTime":1895.326,"endTime":1902.017,"body":"So there are a lot of data concerns and"},{"speaker":"Shravan Kumar","startTime":1895.326,"endTime":1902.017,"body":"AI itself being target of a lot of flack."},{"speaker":"Shravan Kumar","startTime":1902.9070000000002,"endTime":1905.9270000000001,"body":"There is that inertia, so we"},{"speaker":"Shravan Kumar","startTime":1902.9070000000002,"endTime":1905.9270000000001,"body":"need to get to a point where"},{"speaker":"Shravan Kumar","startTime":1906.6670000000001,"endTime":1907.977,"body":"people need to be educated."},{"speaker":"Shravan Kumar","startTime":1908.057,"endTime":1911.987,"body":"Policymakers need to understand"},{"speaker":"Shravan Kumar","startTime":1908.057,"endTime":1911.987,"body":"AI can actually help them rather"},{"speaker":"Shravan Kumar","startTime":1911.987,"endTime":1915.1570000000002,"body":"than be detrimental in their"},{"speaker":"Shravan Kumar","startTime":1911.987,"endTime":1915.1570000000002,"body":"pursuit of climate change."},{"speaker":"Shravan Kumar","startTime":1915.6570000000002,"endTime":1919.932,"body":"So that I think is the biggest factor,"},{"speaker":"Shravan Kumar","startTime":1915.6570000000002,"endTime":1919.932,"body":"the intent and the strategy from the"},{"speaker":"Shravan Kumar","startTime":1919.932,"endTime":1925.892,"body":"policy makers is the biggest by far"},{"speaker":"Shravan Kumar","startTime":1919.932,"endTime":1925.892,"body":"factor in deciding whether these kind"},{"speaker":"Shravan Kumar","startTime":1925.892,"endTime":1927.8220000000001,"body":"of programs are successful or not."},{"speaker":"Tom Raftery","startTime":1929.217,"endTime":1930.1570000000002,"body":"Okay, great."},{"speaker":"Tom Raftery","startTime":1930.817,"endTime":1936.777,"body":"And you mentioned initially as well"},{"speaker":"Tom Raftery","startTime":1930.817,"endTime":1936.777,"body":"that this can be used not just for"},{"speaker":"Tom Raftery","startTime":1936.797,"endTime":1940.487,"body":"urban heat islands, if I, if I heard"},{"speaker":"Tom Raftery","startTime":1936.797,"endTime":1940.487,"body":"you correctly, but also the likes of"},{"speaker":"Tom Raftery","startTime":1940.617,"endTime":1944.867,"body":"floods and droughts and I suppose,"},{"speaker":"Tom Raftery","startTime":1940.617,"endTime":1944.867,"body":"glacial melt and things like that."},{"speaker":"Tom Raftery","startTime":1944.877,"endTime":1946.027,"body":"Is that the case as well?"},{"speaker":"Shravan Kumar","startTime":1947.012,"endTime":1948.152,"body":"Yes, absolutely."},{"speaker":"Shravan Kumar","startTime":1948.382,"endTime":1951.762,"body":"Again, I'll go back to the"},{"speaker":"Shravan Kumar","startTime":1948.382,"endTime":1951.762,"body":"basics that we started off with."},{"speaker":"Shravan Kumar","startTime":1952.152,"endTime":1956.632,"body":"We are ultimately training the"},{"speaker":"Shravan Kumar","startTime":1952.152,"endTime":1956.632,"body":"AI to understand in this context,"},{"speaker":"Shravan Kumar","startTime":1956.662,"endTime":1959.8220000000001,"body":"the temperatures that are observed"},{"speaker":"Shravan Kumar","startTime":1956.662,"endTime":1959.8220000000001,"body":"from the Earth observation data."},{"speaker":"Shravan Kumar","startTime":1961.152,"endTime":1964.112,"body":"The Earth observation data also"},{"speaker":"Shravan Kumar","startTime":1961.152,"endTime":1964.112,"body":"tells you the change that has"},{"speaker":"Shravan Kumar","startTime":1964.132,"endTime":1967.932,"body":"occurred in the last 10 years,"},{"speaker":"Shravan Kumar","startTime":1964.132,"endTime":1967.932,"body":"20 years, and so on and so forth."},{"speaker":"Shravan Kumar","startTime":1968.517,"endTime":1973.127,"body":"This applies to flood, water"},{"speaker":"Shravan Kumar","startTime":1968.517,"endTime":1973.127,"body":"bodies being, you know, flooded,"},{"speaker":"Shravan Kumar","startTime":1973.507,"endTime":1975.847,"body":"water bodies increasing there."},{"speaker":"Shravan Kumar","startTime":1976.097,"endTime":1981.227,"body":"You know, for example, there's a river"},{"speaker":"Shravan Kumar","startTime":1976.097,"endTime":1981.227,"body":"it's, it's normal course versus it's"},{"speaker":"Shravan Kumar","startTime":1981.227,"endTime":1983.267,"body":"course when it is flooded, right?"},{"speaker":"Shravan Kumar","startTime":1983.617,"endTime":1988.297,"body":"Those two can be seen when a flood happens"},{"speaker":"Shravan Kumar","startTime":1983.617,"endTime":1988.297,"body":"and you can actually mitigate, use the"},{"speaker":"Shravan Kumar","startTime":1988.297,"endTime":1994.037,"body":"same techniques like how much altitude"},{"speaker":"Shravan Kumar","startTime":1988.297,"endTime":1994.037,"body":"is there near the river to say which of"},{"speaker":"Shravan Kumar","startTime":1994.037,"endTime":1998.6870000000001,"body":"the areas at the micro level, are going"},{"speaker":"Shravan Kumar","startTime":1994.037,"endTime":1998.6870000000001,"body":"to be submerged should a flood happen."},{"speaker":"Shravan Kumar","startTime":1999.107,"endTime":2004.577,"body":"Again, the why, how, what, what if can"},{"speaker":"Shravan Kumar","startTime":1999.107,"endTime":2004.577,"body":"be answered using the same set of data."},{"speaker":"Shravan Kumar","startTime":2004.577,"endTime":2009.497,"body":"It just needs the AI to understand"},{"speaker":"Shravan Kumar","startTime":2004.577,"endTime":2009.497,"body":"it in a different context."},{"speaker":"Shravan Kumar","startTime":2009.627,"endTime":2011.287,"body":"It can be applied to landslides."},{"speaker":"Shravan Kumar","startTime":2011.757,"endTime":2016.747,"body":"If the land has moved from, you"},{"speaker":"Shravan Kumar","startTime":2011.757,"endTime":2016.747,"body":"know, a landmass has moved from one"},{"speaker":"Shravan Kumar","startTime":2016.747,"endTime":2020.487,"body":"place to another place, even at a"},{"speaker":"Shravan Kumar","startTime":2016.747,"endTime":2020.487,"body":"centimeter level, that can be detected."},{"speaker":"Shravan Kumar","startTime":2020.842,"endTime":2022.202,"body":"Landslides can be detected."},{"speaker":"Shravan Kumar","startTime":2022.862,"endTime":2028.222,"body":"Earthquakes can be detected by studying"},{"speaker":"Shravan Kumar","startTime":2022.862,"endTime":2028.222,"body":"the tremors you know, at the ocean bed."},{"speaker":"Shravan Kumar","startTime":2028.712,"endTime":2035.592,"body":"Wind speeds can be studied when, you"},{"speaker":"Shravan Kumar","startTime":2028.712,"endTime":2035.592,"body":"know, wind speed picks up and concentrates"},{"speaker":"Shravan Kumar","startTime":2035.622,"endTime":2037.2720000000002,"body":"in one particular part of the ocean."},{"speaker":"Shravan Kumar","startTime":2037.652,"endTime":2041.472,"body":"You can, that's how typically they"},{"speaker":"Shravan Kumar","startTime":2037.652,"endTime":2041.472,"body":"predict Hurricanes, cyclones, etc."},{"speaker":"Shravan Kumar","startTime":2042.842,"endTime":2047.412,"body":"Using the same techniques, you can embed"},{"speaker":"Shravan Kumar","startTime":2042.842,"endTime":2047.412,"body":"that with the people data, where they"},{"speaker":"Shravan Kumar","startTime":2047.412,"endTime":2052.602,"body":"are, and answer where, what, and what"},{"speaker":"Shravan Kumar","startTime":2047.412,"endTime":2052.602,"body":"if questions using the same basics."},{"speaker":"Shravan Kumar","startTime":2052.602,"endTime":2056.632,"body":"So, again, going back to the basics, I"},{"speaker":"Shravan Kumar","startTime":2052.602,"endTime":2056.632,"body":"just wanted to let you know that it is"},{"speaker":"Shravan Kumar","startTime":2056.632,"endTime":2058.592,"body":"just the, the basics remains the same."},{"speaker":"Shravan Kumar","startTime":2059.232,"endTime":2064.442,"body":"It is just the techniques that change"},{"speaker":"Shravan Kumar","startTime":2059.232,"endTime":2064.442,"body":"in order to inform decision making for"},{"speaker":"Shravan Kumar","startTime":2064.442,"endTime":2065.792,"body":"different climate shocks and stresses."},{"speaker":"Tom Raftery","startTime":2067.527,"endTime":2068.017,"body":"Interesting."},{"speaker":"Tom Raftery","startTime":2068.277,"endTime":2068.6369999999997,"body":"Interesting."},{"speaker":"Tom Raftery","startTime":2068.6369999999997,"endTime":2076.297,"body":"And what's metrics or KPIs do you"},{"speaker":"Tom Raftery","startTime":2068.6369999999997,"endTime":2076.297,"body":"focus on to measure the success"},{"speaker":"Tom Raftery","startTime":2076.347,"endTime":2080.457,"body":"of the initiative and how can you"},{"speaker":"Tom Raftery","startTime":2076.347,"endTime":2080.457,"body":"ensure continuous improvement there?"},{"speaker":"Shravan Kumar","startTime":2083.217,"endTime":2085.127,"body":"That's a"},{"speaker":"Shravan Kumar","startTime":2083.217,"endTime":2085.127,"body":"great and pertinent question."},{"speaker":"Shravan Kumar","startTime":2085.707,"endTime":2088.007,"body":"We get asked about it all the time."},{"speaker":"Shravan Kumar","startTime":2088.377,"endTime":2091.347,"body":"And this also speaks to why"},{"speaker":"Shravan Kumar","startTime":2088.377,"endTime":2091.347,"body":"AI, you know, in a way, right?"},{"speaker":"Shravan Kumar","startTime":2091.857,"endTime":2096.277,"body":"The first of all it's not, you"},{"speaker":"Shravan Kumar","startTime":2091.857,"endTime":2096.277,"body":"know, weather forecasting in"},{"speaker":"Shravan Kumar","startTime":2096.277,"endTime":2101.687,"body":"general or climate change forecast"},{"speaker":"Shravan Kumar","startTime":2096.277,"endTime":2101.687,"body":"is not new to us as humankind."},{"speaker":"Shravan Kumar","startTime":2101.797,"endTime":2106.077,"body":"We get weather forecasts from"},{"speaker":"Shravan Kumar","startTime":2101.797,"endTime":2106.077,"body":"meteorological departments and you"},{"speaker":"Shravan Kumar","startTime":2106.077,"endTime":2107.797,"body":"know, government agencies all the time."},{"speaker":"Shravan Kumar","startTime":2108.5570000000002,"endTime":2111.982,"body":"But what has changed with AI is"},{"speaker":"Shravan Kumar","startTime":2108.5570000000002,"endTime":2111.982,"body":"again, going back to something I"},{"speaker":"Shravan Kumar","startTime":2111.982,"endTime":2116.612,"body":"mentioned is we are able to do this"},{"speaker":"Shravan Kumar","startTime":2111.982,"endTime":2116.612,"body":"at a micro level at a neighborhood"},{"speaker":"Shravan Kumar","startTime":2116.612,"endTime":2118.862,"body":"level at a building level, possibly."},{"speaker":"Shravan Kumar","startTime":2119.852,"endTime":2120.9320000000002,"body":"That has changed."},{"speaker":"Shravan Kumar","startTime":2122.1420000000003,"endTime":2126.012,"body":"Although climate change is a"},{"speaker":"Shravan Kumar","startTime":2122.1420000000003,"endTime":2126.012,"body":"global problem, it needs to we"},{"speaker":"Shravan Kumar","startTime":2126.012,"endTime":2128.942,"body":"all need to acknowledge that the"},{"speaker":"Shravan Kumar","startTime":2126.012,"endTime":2128.942,"body":"solutions are at a local level."},{"speaker":"Shravan Kumar","startTime":2130.092,"endTime":2133.532,"body":"It manifests in a different ways"},{"speaker":"Shravan Kumar","startTime":2130.092,"endTime":2133.532,"body":"in different parts of the world."},{"speaker":"Shravan Kumar","startTime":2134.092,"endTime":2136.1820000000002,"body":"So that is where AI comes in."},{"speaker":"Shravan Kumar","startTime":2137.082,"endTime":2137.362,"body":"Right."},{"speaker":"Shravan Kumar","startTime":2137.752,"endTime":2143.752,"body":"So going back to your question all of"},{"speaker":"Shravan Kumar","startTime":2137.752,"endTime":2143.752,"body":"these can be you know, captured the"},{"speaker":"Shravan Kumar","startTime":2143.772,"endTime":2148.442,"body":"value capture of such AI tools can be"},{"speaker":"Shravan Kumar","startTime":2143.772,"endTime":2148.442,"body":"captured in the impact they bring in."},{"speaker":"Shravan Kumar","startTime":2149.612,"endTime":2151.722,"body":"And it depends on which"},{"speaker":"Shravan Kumar","startTime":2149.612,"endTime":2151.722,"body":"angle you're looking at."},{"speaker":"Shravan Kumar","startTime":2151.722,"endTime":2155.082,"body":"If you're working with the"},{"speaker":"Shravan Kumar","startTime":2151.722,"endTime":2155.082,"body":"governments you are tracking"},{"speaker":"Shravan Kumar","startTime":2155.082,"endTime":2159.362,"body":"KPIs, like how many initiatives"},{"speaker":"Shravan Kumar","startTime":2155.082,"endTime":2159.362,"body":"have been taken using this tool?"},{"speaker":"Shravan Kumar","startTime":2160.022,"endTime":2163.256,"body":"How many plants were you"},{"speaker":"Shravan Kumar","startTime":2160.022,"endTime":2163.256,"body":"know, planted, for example?"},{"speaker":"Shravan Kumar","startTime":2163.576,"endTime":2165.676,"body":"How many green roofs were built?"},{"speaker":"Shravan Kumar","startTime":2166.5660000000003,"endTime":2168.006,"body":"How many policies were made?"},{"speaker":"Shravan Kumar","startTime":2168.3360000000002,"endTime":2172.466,"body":"Those are the kind of impact metrics"},{"speaker":"Shravan Kumar","startTime":2168.3360000000002,"endTime":2172.466,"body":"using such tools you can report."},{"speaker":"Shravan Kumar","startTime":2172.806,"endTime":2176.856,"body":"And by the way, this is another thing"},{"speaker":"Shravan Kumar","startTime":2172.806,"endTime":2176.856,"body":"that people have a lot of nausea around."},{"speaker":"Shravan Kumar","startTime":2177.476,"endTime":2179.3160000000003,"body":"When I say people, the municipalities."},{"speaker":"Shravan Kumar","startTime":2179.746,"endTime":2182.946,"body":"Municipalities, by the way, particularly"},{"speaker":"Shravan Kumar","startTime":2179.746,"endTime":2182.946,"body":"in North America and, you know,"},{"speaker":"Shravan Kumar","startTime":2182.946,"endTime":2187.306,"body":"all parts of the world are mandated"},{"speaker":"Shravan Kumar","startTime":2182.946,"endTime":2187.306,"body":"to answer for every dollar they"},{"speaker":"Shravan Kumar","startTime":2187.306,"endTime":2189.536,"body":"spent from the, taxpayers money."},{"speaker":"Shravan Kumar","startTime":2190.6910000000003,"endTime":2195.4410000000003,"body":"So if they're spending it on an AI tool,"},{"speaker":"Shravan Kumar","startTime":2190.6910000000003,"endTime":2195.4410000000003,"body":"they need to actually be answerable"},{"speaker":"Shravan Kumar","startTime":2195.541,"endTime":2197.481,"body":"to, for every penny they spend."},{"speaker":"Shravan Kumar","startTime":2197.9610000000002,"endTime":2201.561,"body":"So they're very conscious"},{"speaker":"Shravan Kumar","startTime":2197.9610000000002,"endTime":2201.561,"body":"about saying we are using AI."},{"speaker":"Shravan Kumar","startTime":2202.291,"endTime":2206.381,"body":"So some of these programs happen to be"},{"speaker":"Shravan Kumar","startTime":2202.291,"endTime":2206.381,"body":"operationalized through non profits."},{"speaker":"Shravan Kumar","startTime":2207.591,"endTime":2212.301,"body":"Non profits have their funds,"},{"speaker":"Shravan Kumar","startTime":2207.591,"endTime":2212.301,"body":"and they go fund the initiative"},{"speaker":"Shravan Kumar","startTime":2212.3160000000003,"endTime":2213.396,"body":"that the government is running."},{"speaker":"Shravan Kumar","startTime":2213.916,"endTime":2218.196,"body":"It's not always the government funds that"},{"speaker":"Shravan Kumar","startTime":2213.916,"endTime":2218.196,"body":"are put in and if there is a government"},{"speaker":"Shravan Kumar","startTime":2218.206,"endTime":2224.906,"body":"fund, it's it's routed through different"},{"speaker":"Shravan Kumar","startTime":2218.206,"endTime":2224.906,"body":"strategic programs, smart innovation,"},{"speaker":"Shravan Kumar","startTime":2224.916,"endTime":2227.486,"body":"smart city programs and such, right?"},{"speaker":"Shravan Kumar","startTime":2227.926,"endTime":2233.467,"body":"So the impact metrics they should"},{"speaker":"Shravan Kumar","startTime":2227.926,"endTime":2233.467,"body":"report is how many such initiatives"},{"speaker":"Shravan Kumar","startTime":2233.467,"endTime":2234.947,"body":"have been taken and all that."},{"speaker":"Shravan Kumar","startTime":2235.437,"endTime":2240.637,"body":"More importantly, though, going back to"},{"speaker":"Shravan Kumar","startTime":2235.437,"endTime":2240.637,"body":"the who, how many people were impacted?"},{"speaker":"Shravan Kumar","startTime":2241.167,"endTime":2247.177,"body":"How many less hospitalizations due to,"},{"speaker":"Shravan Kumar","startTime":2241.167,"endTime":2247.177,"body":"for example, urban heat or heat stress?"},{"speaker":"Shravan Kumar","startTime":2247.727,"endTime":2248.937,"body":"How many less deaths?"},{"speaker":"Shravan Kumar","startTime":2249.907,"endTime":2255.197,"body":"Those are the impact metrics the"},{"speaker":"Shravan Kumar","startTime":2249.907,"endTime":2255.197,"body":"non profits in this case report."},{"speaker":"Shravan Kumar","startTime":2255.7870000000003,"endTime":2257.897,"body":"And that is what we also target."},{"speaker":"Shravan Kumar","startTime":2258.297,"endTime":2262.957,"body":"Of course, as an AI solution"},{"speaker":"Shravan Kumar","startTime":2258.297,"endTime":2262.957,"body":"implementer, we are only restricted"},{"speaker":"Shravan Kumar","startTime":2262.967,"endTime":2268.117,"body":"to creating the solution and"},{"speaker":"Shravan Kumar","startTime":2262.967,"endTime":2268.117,"body":"handing it over to the authorities."},{"speaker":"Shravan Kumar","startTime":2268.547,"endTime":2272.347,"body":"The end users training them"},{"speaker":"Shravan Kumar","startTime":2268.547,"endTime":2272.347,"body":"and making sure they adopt."},{"speaker":"Shravan Kumar","startTime":2272.717,"endTime":2276.747,"body":"We report adoption metrics, how many"},{"speaker":"Shravan Kumar","startTime":2272.717,"endTime":2276.747,"body":"users use it, how many teams use it,"},{"speaker":"Shravan Kumar","startTime":2276.747,"endTime":2281.317,"body":"et cetera, but whether they use it"},{"speaker":"Shravan Kumar","startTime":2276.747,"endTime":2281.317,"body":"or not is ultimately their choice."},{"speaker":"Shravan Kumar","startTime":2282.097,"endTime":2286.7870000000003,"body":"But we have seen these kinds of metrics"},{"speaker":"Shravan Kumar","startTime":2282.097,"endTime":2286.7870000000003,"body":"being reported in different reports."},{"speaker":"Shravan Kumar","startTime":2286.797,"endTime":2293.027,"body":"So using our AI tool, not directly"},{"speaker":"Shravan Kumar","startTime":2286.797,"endTime":2293.027,"body":"attributing it to the AI tool, but we can"},{"speaker":"Shravan Kumar","startTime":2293.067,"endTime":2297.697,"body":"correlate, you know, and connect the dots"},{"speaker":"Shravan Kumar","startTime":2293.067,"endTime":2297.697,"body":"when, you know, metrics are reported."},{"speaker":"Shravan Kumar","startTime":2298.357,"endTime":2303.937,"body":"And we are proud to say, like I said,"},{"speaker":"Shravan Kumar","startTime":2298.357,"endTime":2303.937,"body":"not only climate change, some of our AI"},{"speaker":"Shravan Kumar","startTime":2303.937,"endTime":2308.597,"body":"solutions have also touched on eliminating"},{"speaker":"Shravan Kumar","startTime":2303.937,"endTime":2308.597,"body":"hunger, eliminating poverty clean"},{"speaker":"Shravan Kumar","startTime":2308.597,"endTime":2312.067,"body":"water and sanitation, life below land."},{"speaker":"Shravan Kumar","startTime":2312.127,"endTime":2318.837,"body":"We've used AI to detect species, fish"},{"speaker":"Shravan Kumar","startTime":2312.127,"endTime":2318.837,"body":"species below water, to control rampant"},{"speaker":"Shravan Kumar","startTime":2318.837,"endTime":2320.822,"body":"fishing, illegal fishing, et cetera."},{"speaker":"Shravan Kumar","startTime":2321.402,"endTime":2325.612,"body":"Anyways, coming back to this,"},{"speaker":"Shravan Kumar","startTime":2321.402,"endTime":2325.612,"body":"that's the sense of metrics that"},{"speaker":"Shravan Kumar","startTime":2325.612,"endTime":2327.092,"body":"are reported in this context."},{"speaker":"Tom Raftery","startTime":2328.222,"endTime":2330.897,"body":"And do you have any"},{"speaker":"Tom Raftery","startTime":2328.222,"endTime":2330.897,"body":"success stories you can point to?"},{"speaker":"Shravan Kumar","startTime":2332.862,"endTime":2333.792,"body":"Oh, yes, there are many."},{"speaker":"Shravan Kumar","startTime":2333.902,"endTime":2339.252,"body":"So, I, I'll, I'll stick to the AI for"},{"speaker":"Shravan Kumar","startTime":2333.902,"endTime":2339.252,"body":"Earth or AI for Resilient City program."},{"speaker":"Tom Raftery","startTime":2339.897,"endTime":2340.177,"body":"Okay."},{"speaker":"Shravan Kumar","startTime":2340.372,"endTime":2343.1620000000003,"body":"So we have of course,"},{"speaker":"Shravan Kumar","startTime":2340.372,"endTime":2343.1620000000003,"body":"like I said, worked with at least"},{"speaker":"Shravan Kumar","startTime":2343.222,"endTime":2349.6820000000002,"body":"six to eight cities in either having"},{"speaker":"Shravan Kumar","startTime":2343.222,"endTime":2349.6820000000002,"body":"implemented a solution a proof of"},{"speaker":"Shravan Kumar","startTime":2349.6820000000002,"endTime":2352.352,"body":"concept or a proof of value, or further."},{"speaker":"Shravan Kumar","startTime":2353.3920000000003,"endTime":2357.877,"body":"So at least, you know, six to 10"},{"speaker":"Shravan Kumar","startTime":2353.3920000000003,"endTime":2357.877,"body":"cities have taken these solutions"},{"speaker":"Shravan Kumar","startTime":2357.877,"endTime":2359.977,"body":"and experimented in some way with it."},{"speaker":"Shravan Kumar","startTime":2360.437,"endTime":2367.5170000000003,"body":"Out of that, six cities are using"},{"speaker":"Shravan Kumar","startTime":2360.437,"endTime":2367.5170000000003,"body":"these tools to actually make decisions."},{"speaker":"Shravan Kumar","startTime":2368.067,"endTime":2371.7870000000003,"body":"And one of the, you know, success"},{"speaker":"Shravan Kumar","startTime":2368.067,"endTime":2371.7870000000003,"body":"stories is the thermally comfortable"},{"speaker":"Shravan Kumar","startTime":2371.7870000000003,"endTime":2379.062,"body":"playgrounds and tree canopies implemented"},{"speaker":"Shravan Kumar","startTime":2371.7870000000003,"endTime":2379.062,"body":"in a commercial high street in a city."},{"speaker":"Shravan Kumar","startTime":2379.372,"endTime":2384.832,"body":"Unfortunately, I can't name the city,"},{"speaker":"Shravan Kumar","startTime":2379.372,"endTime":2384.832,"body":"but they have planted almost 80, 000"},{"speaker":"Shravan Kumar","startTime":2384.842,"endTime":2390.3920000000003,"body":"trees along the commercial street,"},{"speaker":"Shravan Kumar","startTime":2384.842,"endTime":2390.3920000000003,"body":"which significantly allowed even the"},{"speaker":"Shravan Kumar","startTime":2390.3920000000003,"endTime":2395.9120000000003,"body":"businesses to expand their footprint"},{"speaker":"Shravan Kumar","startTime":2390.3920000000003,"endTime":2395.9120000000003,"body":"into the street and have seatings, right?"},{"speaker":"Shravan Kumar","startTime":2396.312,"endTime":2398.742,"body":"Which could comfortably sit people etc."},{"speaker":"Shravan Kumar","startTime":2399.232,"endTime":2405.582,"body":"Another example from the UAE is"},{"speaker":"Shravan Kumar","startTime":2399.232,"endTime":2405.582,"body":"they did something quite different."},{"speaker":"Shravan Kumar","startTime":2405.982,"endTime":2411.8920000000003,"body":"They used palm tree based shades at"},{"speaker":"Shravan Kumar","startTime":2405.982,"endTime":2411.8920000000003,"body":"different, you know, places to create"},{"speaker":"Shravan Kumar","startTime":2411.922,"endTime":2414.922,"body":"those pockets, cool pockets in the city."},{"speaker":"Shravan Kumar","startTime":2415.747,"endTime":2420.657,"body":"Where communities come and you know,"},{"speaker":"Shravan Kumar","startTime":2415.747,"endTime":2420.657,"body":"interact, whether it's bus stops, whether"},{"speaker":"Shravan Kumar","startTime":2420.657,"endTime":2427.527,"body":"it's other public places where thermal"},{"speaker":"Shravan Kumar","startTime":2420.657,"endTime":2427.527,"body":"comfort, you know, UAE is, you know, 50"},{"speaker":"Shravan Kumar","startTime":2427.527,"endTime":2432.297,"body":"plus degrees centigrade at any given point"},{"speaker":"Shravan Kumar","startTime":2427.527,"endTime":2432.297,"body":"in time, indoors, meaning air conditions"},{"speaker":"Tom Raftery","startTime":2433.067,"endTime":2433.147,"body":"Yeah."},{"speaker":"Shravan Kumar","startTime":2433.737,"endTime":2437.7870000000003,"body":"Using these tools,"},{"speaker":"Shravan Kumar","startTime":2433.737,"endTime":2437.7870000000003,"body":"they have been able to implement,"},{"speaker":"Shravan Kumar","startTime":2437.847,"endTime":2441.947,"body":"you know, shades that are made of"},{"speaker":"Shravan Kumar","startTime":2437.847,"endTime":2441.947,"body":"You know, some kind of an indigenous"},{"speaker":"Shravan Kumar","startTime":2441.947,"endTime":2448.567,"body":"material with zero, you know, waste to"},{"speaker":"Shravan Kumar","startTime":2441.947,"endTime":2448.567,"body":"create these cool pockets where people"},{"speaker":"Shravan Kumar","startTime":2448.607,"endTime":2453.937,"body":"can come, interact and, you know,"},{"speaker":"Shravan Kumar","startTime":2448.607,"endTime":2453.937,"body":"wait for a bus, so on and so forth."},{"speaker":"Shravan Kumar","startTime":2454.667,"endTime":2454.897,"body":"Right."},{"speaker":"Shravan Kumar","startTime":2455.187,"endTime":2459.167,"body":"So these are some success stories"},{"speaker":"Shravan Kumar","startTime":2455.187,"endTime":2459.167,"body":"and to quantify this, it has"},{"speaker":"Shravan Kumar","startTime":2459.167,"endTime":2464.547,"body":"impacted thus far around 100,000"},{"speaker":"Shravan Kumar","startTime":2459.167,"endTime":2464.547,"body":"people collectively at different."},{"speaker":"Shravan Kumar","startTime":2465.827,"endTime":2469.227,"body":"in different walks of life"},{"speaker":"Shravan Kumar","startTime":2465.827,"endTime":2469.227,"body":"and at different sections"},{"speaker":"Shravan Kumar","startTime":2469.227,"endTime":2470.977,"body":"of vulnerable population."},{"speaker":"Shravan Kumar","startTime":2472.024,"endTime":2475.304,"body":"So that's the people"},{"speaker":"Shravan Kumar","startTime":2472.024,"endTime":2475.304,"body":"metrics, people impact."},{"speaker":"Shravan Kumar","startTime":2475.724,"endTime":2480.664,"body":"The other part of this is a lot"},{"speaker":"Shravan Kumar","startTime":2475.724,"endTime":2480.664,"body":"of companies, a lot of enterprises"},{"speaker":"Shravan Kumar","startTime":2481.054,"endTime":2487.194,"body":"are mandated to declare under the"},{"speaker":"Shravan Kumar","startTime":2481.054,"endTime":2487.194,"body":"TCFD, what's called the Task Force"},{"speaker":"Shravan Kumar","startTime":2487.204,"endTime":2489.534,"body":"for Climate Related Disclosures."},{"speaker":"Shravan Kumar","startTime":2490.384,"endTime":2494.264,"body":"They are mandated to declare what is"},{"speaker":"Shravan Kumar","startTime":2490.384,"endTime":2494.264,"body":"the kind of risk they face, or their"},{"speaker":"Shravan Kumar","startTime":2494.284,"endTime":2500.364,"body":"infrastructure or operations face come,"},{"speaker":"Shravan Kumar","startTime":2494.284,"endTime":2500.364,"body":"let's say, 2050, 2 degrees scenario"},{"speaker":"Shravan Kumar","startTime":2500.574,"endTime":2502.484,"body":"or 1.5 degrees scenario, right?"},{"speaker":"Shravan Kumar","startTime":2503.524,"endTime":2507.904,"body":"While these mandates are in"},{"speaker":"Shravan Kumar","startTime":2503.524,"endTime":2507.904,"body":"place, they can use these tools to"},{"speaker":"Shravan Kumar","startTime":2507.924,"endTime":2509.704,"body":"quantify the risk they are under."},{"speaker":"Shravan Kumar","startTime":2510.214,"endTime":2512.664,"body":"A classic example again is energy trading."},{"speaker":"Shravan Kumar","startTime":2513.164,"endTime":2515.594,"body":"If a company has solar farms."},{"speaker":"Shravan Kumar","startTime":2516.279,"endTime":2521.0190000000002,"body":"They can use these tools to report"},{"speaker":"Shravan Kumar","startTime":2516.279,"endTime":2521.0190000000002,"body":"metrics like, okay, the sun is bright"},{"speaker":"Shravan Kumar","startTime":2521.0190000000002,"endTime":2525.7690000000002,"body":"and, you know, high up, you're going"},{"speaker":"Shravan Kumar","startTime":2521.0190000000002,"endTime":2525.7690000000002,"body":"to get more proportion of solar"},{"speaker":"Shravan Kumar","startTime":2525.899,"endTime":2529.159,"body":"energy this week, this day, right?"},{"speaker":"Shravan Kumar","startTime":2529.4790000000003,"endTime":2532.439,"body":"And hence, they can adjust"},{"speaker":"Shravan Kumar","startTime":2529.4790000000003,"endTime":2532.439,"body":"their rates, energy rates."},{"speaker":"Shravan Kumar","startTime":2533.509,"endTime":2534.309,"body":"At the user level."},{"speaker":"Shravan Kumar","startTime":2534.639,"endTime":2540.419,"body":"Similarly, when the wind speed is high"},{"speaker":"Shravan Kumar","startTime":2534.639,"endTime":2540.419,"body":"or low, they can adjust the energy rates"},{"speaker":"Shravan Kumar","startTime":2540.429,"endTime":2544.829,"body":"that come out of a wind farm and hence"},{"speaker":"Shravan Kumar","startTime":2540.429,"endTime":2544.829,"body":"the proportion of renewable energy."},{"speaker":"Shravan Kumar","startTime":2544.989,"endTime":2545.199,"body":"Right?"},{"speaker":"Shravan Kumar","startTime":2545.619,"endTime":2550.969,"body":"So in energy trading, this is this"},{"speaker":"Shravan Kumar","startTime":2545.619,"endTime":2550.969,"body":"is becoming a really powerful tool to"},{"speaker":"Shravan Kumar","startTime":2550.969,"endTime":2557.494,"body":"be able to adjust your energy trading"},{"speaker":"Shravan Kumar","startTime":2550.969,"endTime":2557.494,"body":"systems and also declare risk at an"},{"speaker":"Shravan Kumar","startTime":2557.494,"endTime":2562.324,"body":"enterprise level to climate shocks"},{"speaker":"Shravan Kumar","startTime":2557.494,"endTime":2562.324,"body":"and stresses of tomorrow, right?"},{"speaker":"Shravan Kumar","startTime":2562.364,"endTime":2566.484,"body":"So I would like to conclude by saying"},{"speaker":"Shravan Kumar","startTime":2562.364,"endTime":2566.484,"body":"apart from the people metric there's a lot"},{"speaker":"Shravan Kumar","startTime":2566.484,"endTime":2572.8740000000003,"body":"of business metrics that are related to"},{"speaker":"Shravan Kumar","startTime":2566.484,"endTime":2572.8740000000003,"body":"these kind of tools AI for climate change."},{"speaker":"Tom Raftery","startTime":2573.6440000000002,"endTime":2573.934,"body":"Sure."},{"speaker":"Tom Raftery","startTime":2573.954,"endTime":2575.964,"body":"And what's next?"},{"speaker":"Tom Raftery","startTime":2575.964,"endTime":2578.444,"body":"I mean, where do you see this evolving to?"},{"speaker":"Tom Raftery","startTime":2578.444,"endTime":2581.434,"body":"What are the kind of next"},{"speaker":"Tom Raftery","startTime":2578.444,"endTime":2581.434,"body":"steps in the, in the roadmap?"},{"speaker":"Tom Raftery","startTime":2581.444,"endTime":2583.1040000000003,"body":"I'm sure you guys have for the product."},{"speaker":"Shravan Kumar","startTime":2584.444,"endTime":2590.224,"body":"Oh, yes, so we first"},{"speaker":"Shravan Kumar","startTime":2584.444,"endTime":2590.224,"body":"of all see this growing organically."},{"speaker":"Shravan Kumar","startTime":2591.629,"endTime":2597.349,"body":"First of all, the biggest metric"},{"speaker":"Shravan Kumar","startTime":2591.629,"endTime":2597.349,"body":"of success of such tools is"},{"speaker":"Shravan Kumar","startTime":2597.389,"endTime":2602.089,"body":"how many places this has been"},{"speaker":"Shravan Kumar","startTime":2597.389,"endTime":2602.089,"body":"implemented in or operationalized in."},{"speaker":"Shravan Kumar","startTime":2602.649,"endTime":2608.639,"body":"So we want to take it in a similar form"},{"speaker":"Shravan Kumar","startTime":2602.649,"endTime":2608.639,"body":"or slightly different form or customized"},{"speaker":"Shravan Kumar","startTime":2608.639,"endTime":2611.669,"body":"form to as many continents as possible."},{"speaker":"Shravan Kumar","startTime":2612.7490000000003,"endTime":2617.369,"body":"That's the first, you know, and we're"},{"speaker":"Shravan Kumar","startTime":2612.7490000000003,"endTime":2617.369,"body":"looking at, you know, partnerships"},{"speaker":"Shravan Kumar","startTime":2617.379,"endTime":2618.879,"body":"that can enable us to do that."},{"speaker":"Shravan Kumar","startTime":2619.2490000000003,"endTime":2621.319,"body":"Like I said, it is not"},{"speaker":"Shravan Kumar","startTime":2619.2490000000003,"endTime":2621.319,"body":"always straightforward."},{"speaker":"Shravan Kumar","startTime":2621.739,"endTime":2623.379,"body":"Going to a government selling it to them."},{"speaker":"Shravan Kumar","startTime":2623.959,"endTime":2626.709,"body":"We're looking for partners"},{"speaker":"Shravan Kumar","startTime":2623.959,"endTime":2626.709,"body":"that are working in turn with"},{"speaker":"Shravan Kumar","startTime":2626.709,"endTime":2629.417,"body":"governments to  operationalize this."},{"speaker":"Shravan Kumar","startTime":2629.857,"endTime":2633.387,"body":"And the funds are not going to"},{"speaker":"Shravan Kumar","startTime":2629.857,"endTime":2633.387,"body":"come from, you know, the resources,"},{"speaker":"Shravan Kumar","startTime":2633.437,"endTime":2637.217,"body":"funds or people are not going to"},{"speaker":"Shravan Kumar","startTime":2633.437,"endTime":2637.217,"body":"come from directly the government."},{"speaker":"Shravan Kumar","startTime":2637.567,"endTime":2641.647,"body":"So we are looking at enablers"},{"speaker":"Shravan Kumar","startTime":2637.567,"endTime":2641.647,"body":"to take this to as many cities"},{"speaker":"Shravan Kumar","startTime":2641.647,"endTime":2642.717,"body":"as possible in the world."},{"speaker":"Shravan Kumar","startTime":2643.407,"endTime":2644.0570000000002,"body":"That's one."},{"speaker":"Shravan Kumar","startTime":2644.5370000000003,"endTime":2649.837,"body":"The second is the accuracy of"},{"speaker":"Shravan Kumar","startTime":2644.5370000000003,"endTime":2649.837,"body":"such systems right now stands"},{"speaker":"Shravan Kumar","startTime":2649.837,"endTime":2652.107,"body":"at anywhere between 70 to 75%."},{"speaker":"Shravan Kumar","startTime":2652.907,"endTime":2655.7670000000003,"body":"And we are looking at"},{"speaker":"Shravan Kumar","startTime":2652.907,"endTime":2655.7670000000003,"body":"microclimate, if you remember."},{"speaker":"Shravan Kumar","startTime":2656.337,"endTime":2661.867,"body":"So we want to be able to report"},{"speaker":"Shravan Kumar","startTime":2656.337,"endTime":2661.867,"body":"these metrics or inform these"},{"speaker":"Shravan Kumar","startTime":2661.867,"endTime":2666.067,"body":"decision making, you know, tools or"},{"speaker":"Shravan Kumar","startTime":2661.867,"endTime":2666.067,"body":"methodologies in a very accurate way."},{"speaker":"Shravan Kumar","startTime":2666.207,"endTime":2670.0570000000002,"body":"We want to become as accurate"},{"speaker":"Shravan Kumar","startTime":2666.207,"endTime":2670.0570000000002,"body":"as let's say higher nineties."},{"speaker":"Shravan Kumar","startTime":2671.297,"endTime":2677.0170000000003,"body":"So we hardly go wrong in our advisory"},{"speaker":"Shravan Kumar","startTime":2671.297,"endTime":2677.0170000000003,"body":"or in our you know, recommendations."},{"speaker":"Tom Raftery","startTime":2677.687,"endTime":2677.967,"body":"Sure."},{"speaker":"Shravan Kumar","startTime":2678.447,"endTime":2680.697,"body":"So we are, we are"},{"speaker":"Shravan Kumar","startTime":2678.447,"endTime":2680.697,"body":"working in that direction to make"},{"speaker":"Shravan Kumar","startTime":2680.697,"endTime":2682.227,"body":"these systems as accurate as possible."},{"speaker":"Shravan Kumar","startTime":2682.877,"endTime":2686.297,"body":"Now the problem with this is"},{"speaker":"Shravan Kumar","startTime":2682.877,"endTime":2686.297,"body":"the problem that the larger"},{"speaker":"Shravan Kumar","startTime":2686.8070000000002,"endTime":2690.857,"body":"earth observation or geospatial"},{"speaker":"Shravan Kumar","startTime":2686.8070000000002,"endTime":2690.857,"body":"industry has in general at large."},{"speaker":"Shravan Kumar","startTime":2691.257,"endTime":2695.367,"body":"The problem with that is a lot"},{"speaker":"Shravan Kumar","startTime":2691.257,"endTime":2695.367,"body":"of commercial players are still"},{"speaker":"Shravan Kumar","startTime":2695.647,"endTime":2696.717,"body":"grappling with profitability."},{"speaker":"Shravan Kumar","startTime":2697.997,"endTime":2702.707,"body":"In the presence of a lot of government"},{"speaker":"Shravan Kumar","startTime":2697.997,"endTime":2702.707,"body":"space programs, privately, you know,"},{"speaker":"Shravan Kumar","startTime":2702.707,"endTime":2706.377,"body":"held companies are facing a lot"},{"speaker":"Shravan Kumar","startTime":2702.707,"endTime":2706.377,"body":"of problems in achieving, forget"},{"speaker":"Shravan Kumar","startTime":2706.377,"endTime":2710.837,"body":"about thinking about profitability,"},{"speaker":"Shravan Kumar","startTime":2706.377,"endTime":2710.837,"body":"even achieving scale, right?"},{"speaker":"Shravan Kumar","startTime":2711.2670000000003,"endTime":2715.5570000000002,"body":"And to be able to become more"},{"speaker":"Shravan Kumar","startTime":2711.2670000000003,"endTime":2715.5570000000002,"body":"accurate, we have to democratize"},{"speaker":"Shravan Kumar","startTime":2715.607,"endTime":2718.252,"body":"data that is coming from private"},{"speaker":"Shravan Kumar","startTime":2715.607,"endTime":2718.252,"body":"players, not government players."},{"speaker":"Shravan Kumar","startTime":2718.722,"endTime":2722.452,"body":"Because those private players give you"},{"speaker":"Shravan Kumar","startTime":2718.722,"endTime":2722.452,"body":"high accuracy, high precision data."},{"speaker":"Shravan Kumar","startTime":2722.992,"endTime":2727.472,"body":"And for your model's AI to be more"},{"speaker":"Shravan Kumar","startTime":2722.992,"endTime":2727.472,"body":"accurate, you need to leverage that data."},{"speaker":"Shravan Kumar","startTime":2728.192,"endTime":2732.982,"body":"And when they, the upstream is still"},{"speaker":"Shravan Kumar","startTime":2728.192,"endTime":2732.982,"body":"grappling with profitability, we are"},{"speaker":"Shravan Kumar","startTime":2732.982,"endTime":2734.652,"body":"going to have, we are downstream, right?"},{"speaker":"Shravan Kumar","startTime":2734.692,"endTime":2736.692,"body":"We are creating analytics"},{"speaker":"Shravan Kumar","startTime":2734.692,"endTime":2736.692,"body":"on top of the data."},{"speaker":"Shravan Kumar","startTime":2737.332,"endTime":2739.922,"body":"We are going to suffer"},{"speaker":"Shravan Kumar","startTime":2737.332,"endTime":2739.922,"body":"from scalability as well."},{"speaker":"Shravan Kumar","startTime":2740.427,"endTime":2744.477,"body":"We are not going to take this to as"},{"speaker":"Shravan Kumar","startTime":2740.427,"endTime":2744.477,"body":"many people as we want to, right?"},{"speaker":"Shravan Kumar","startTime":2745.127,"endTime":2749.397,"body":"That is where the, I think, the"},{"speaker":"Shravan Kumar","startTime":2745.127,"endTime":2749.397,"body":"inertia, the question between commercial"},{"speaker":"Shravan Kumar","startTime":2750.477,"endTime":2756.647,"body":"and economic economic and societal"},{"speaker":"Shravan Kumar","startTime":2750.477,"endTime":2756.647,"body":"viability needs to be concerned."},{"speaker":"Shravan Kumar","startTime":2756.967,"endTime":2761.0570000000002,"body":"There should be multiple players"},{"speaker":"Shravan Kumar","startTime":2756.967,"endTime":2761.0570000000002,"body":"and geospatial industry is going to"},{"speaker":"Shravan Kumar","startTime":2761.0570000000002,"endTime":2762.587,"body":"go through a lot of consolidation."},{"speaker":"Shravan Kumar","startTime":2763.202,"endTime":2765.632,"body":"This is my hard take and it is out there."},{"speaker":"Shravan Kumar","startTime":2766.582,"endTime":2771.1420000000003,"body":"If that happens, you know, downstream"},{"speaker":"Shravan Kumar","startTime":2766.582,"endTime":2771.1420000000003,"body":"players like us are going to be"},{"speaker":"Shravan Kumar","startTime":2771.1420000000003,"endTime":2773.202,"body":"folded into the upstream players."},{"speaker":"Shravan Kumar","startTime":2773.652,"endTime":2776.992,"body":"The upstream players are going to"},{"speaker":"Shravan Kumar","startTime":2773.652,"endTime":2776.992,"body":"be able to create value only when"},{"speaker":"Shravan Kumar","startTime":2776.992,"endTime":2778.482,"body":"they have the analytics downstream."},{"speaker":"Shravan Kumar","startTime":2778.9320000000002,"endTime":2783.082,"body":"So it calls for larger partnership"},{"speaker":"Shravan Kumar","startTime":2778.9320000000002,"endTime":2783.082,"body":"with the players that can scale"},{"speaker":"Shravan Kumar","startTime":2783.192,"endTime":2788.137,"body":"these program and that is what"},{"speaker":"Shravan Kumar","startTime":2783.192,"endTime":2788.137,"body":"is next for us how to scale this."},{"speaker":"Shravan Kumar","startTime":2788.757,"endTime":2792.8070000000002,"body":"We know what to do but we are"},{"speaker":"Shravan Kumar","startTime":2788.757,"endTime":2792.8070000000002,"body":"grappling with how to do this."},{"speaker":"Shravan Kumar","startTime":2793.347,"endTime":2799.077,"body":"A lot of commercial and you know"},{"speaker":"Shravan Kumar","startTime":2793.347,"endTime":2799.077,"body":"scalability questions come on the way."},{"speaker":"Shravan Kumar","startTime":2799.437,"endTime":2801.837,"body":"So that's how we're looking"},{"speaker":"Shravan Kumar","startTime":2799.437,"endTime":2801.837,"body":"at progressing this."},{"speaker":"Shravan Kumar","startTime":2801.867,"endTime":2805.397,"body":"Finding solutions and partnerships"},{"speaker":"Shravan Kumar","startTime":2801.867,"endTime":2805.397,"body":"that can help us scale this."},{"speaker":"Tom Raftery","startTime":2806.607,"endTime":2807.137,"body":"Okay."},{"speaker":"Tom Raftery","startTime":2808.107,"endTime":2809.317,"body":"Left field question."},{"speaker":"Tom Raftery","startTime":2810.997,"endTime":2817.702,"body":"If you could have any person from"},{"speaker":"Tom Raftery","startTime":2810.997,"endTime":2817.702,"body":"past or present, fictional or"},{"speaker":"Tom Raftery","startTime":2817.722,"endTime":2822.832,"body":"otherwise, to be the face of the AI"},{"speaker":"Tom Raftery","startTime":2817.722,"endTime":2822.832,"body":"for Resilient Cities, to be your kind"},{"speaker":"Tom Raftery","startTime":2822.832,"endTime":2825.4120000000003,"body":"of spokesperson, who would you choose?"},{"speaker":"Shravan Kumar","startTime":2827.327,"endTime":2828.5570000000002,"body":"Let me think about it."},{"speaker":"Shravan Kumar","startTime":2828.667,"endTime":2830.027,"body":"That's a very good question, by the way."},{"speaker":"Shravan Kumar","startTime":2830.027,"endTime":2831.437,"body":"No one has ever asked me that."},{"speaker":"Shravan Kumar","startTime":2833.227,"endTime":2840.087,"body":"So I think I would select someone"},{"speaker":"Shravan Kumar","startTime":2833.227,"endTime":2840.087,"body":"elder, wise who has seen it all, right?"},{"speaker":"Shravan Kumar","startTime":2840.5170000000003,"endTime":2845.822,"body":"And who has had the pinnacle of you know,"},{"speaker":"Shravan Kumar","startTime":2840.5170000000003,"endTime":2845.822,"body":"whatever it is, it needs to whatever"},{"speaker":"Shravan Kumar","startTime":2845.872,"endTime":2848.252,"body":"we need to achieve as a human, right?"},{"speaker":"Shravan Kumar","startTime":2848.262,"endTime":2850.192,"body":"So let me come from that."},{"speaker":"Shravan Kumar","startTime":2850.322,"endTime":2856.9320000000002,"body":"I think probably someone like Steve jobs"},{"speaker":"Shravan Kumar","startTime":2850.322,"endTime":2856.9320000000002,"body":"or or Morgan Freeman is, is the likely,"},{"speaker":"Shravan Kumar","startTime":2857.082,"endTime":2862.997,"body":"you know, candidate for, at least as"},{"speaker":"Shravan Kumar","startTime":2857.082,"endTime":2862.997,"body":"far as I'm concerned, someone wise,"},{"speaker":"Shravan Kumar","startTime":2863.007,"endTime":2869.427,"body":"someone who has seen the history of this"},{"speaker":"Shravan Kumar","startTime":2863.007,"endTime":2869.427,"body":"planet, seen our own evolution from radio"},{"speaker":"Shravan Kumar","startTime":2869.427,"endTime":2871.697,"body":"transmitters to mobile phones, right?"},{"speaker":"Shravan Kumar","startTime":2872.317,"endTime":2874.617,"body":"They've seen it all they are"},{"speaker":"Shravan Kumar","startTime":2874.617,"endTime":2874.817,"body":"So"},{"speaker":"Tom Raftery","startTime":2874.817,"endTime":2878.802,"body":"a nelson Mandela or a"},{"speaker":"Tom Raftery","startTime":2874.817,"endTime":2878.802,"body":"Mahatma Gandhi or someone like that?"},{"speaker":"Shravan Kumar","startTime":2879.762,"endTime":2884.867,"body":"Mahatma gandhi not so much"},{"speaker":"Shravan Kumar","startTime":2879.762,"endTime":2884.867,"body":"maybe but Nelson Mandela is is is you"},{"speaker":"Shravan Kumar","startTime":2884.867,"endTime":2891.637,"body":"know, right bang on or even a Che Guevara"},{"speaker":"Shravan Kumar","startTime":2884.867,"endTime":2891.637,"body":"because yeah had he lived to this day."},{"speaker":"Shravan Kumar","startTime":2891.737,"endTime":2897.167,"body":"I think he would have seen everything"},{"speaker":"Shravan Kumar","startTime":2891.737,"endTime":2897.167,"body":"right from the hardships to the the"},{"speaker":"Shravan Kumar","startTime":2897.167,"endTime":2899.377,"body":"opportunities that lie in front of us."},{"speaker":"Shravan Kumar","startTime":2899.757,"endTime":2903.407,"body":"So those are the people who"},{"speaker":"Shravan Kumar","startTime":2899.757,"endTime":2903.407,"body":"can say how this is going to"},{"speaker":"Shravan Kumar","startTime":2903.407,"endTime":2906.112,"body":"progress Into the future, right?"},{"speaker":"Shravan Kumar","startTime":2906.522,"endTime":2910.082,"body":"So I think the Che Guevara"},{"speaker":"Shravan Kumar","startTime":2906.522,"endTime":2910.082,"body":"would be the perfect ambassador"},{"speaker":"Shravan Kumar","startTime":2910.102,"endTime":2911.8920000000003,"body":"for me as far as i'm concerned"},{"speaker":"Tom Raftery","startTime":2912.792,"endTime":2913.302,"body":"Fantastic."},{"speaker":"Tom Raftery","startTime":2913.442,"endTime":2913.902,"body":"Fantastic."},{"speaker":"Tom Raftery","startTime":2913.902,"endTime":2914.1420000000003,"body":"Great."},{"speaker":"Tom Raftery","startTime":2914.952,"endTime":2917.652,"body":"Shravan, we're coming towards"},{"speaker":"Tom Raftery","startTime":2914.952,"endTime":2917.652,"body":"the end of the podcast now."},{"speaker":"Tom Raftery","startTime":2917.652,"endTime":2922.352,"body":"Is there any question I haven't asked"},{"speaker":"Tom Raftery","startTime":2917.652,"endTime":2922.352,"body":"that you wish I had, or any aspect of"},{"speaker":"Tom Raftery","startTime":2922.352,"endTime":2925.262,"body":"this we haven't touched on that you think"},{"speaker":"Tom Raftery","startTime":2922.352,"endTime":2925.262,"body":"it's important for people to think about?"},{"speaker":"Shravan Kumar","startTime":2925.812,"endTime":2929.1620000000003,"body":"I think a lot"},{"speaker":"Shravan Kumar","startTime":2925.812,"endTime":2929.1620000000003,"body":"of agencies, right a lot of"},{"speaker":"Shravan Kumar","startTime":2931.772,"endTime":2938.352,"body":"work that has been done on the private"},{"speaker":"Shravan Kumar","startTime":2931.772,"endTime":2938.352,"body":"sector or even you know, the acknowledging"},{"speaker":"Shravan Kumar","startTime":2938.872,"endTime":2944.042,"body":"the role of the private sector, I think"},{"speaker":"Shravan Kumar","startTime":2938.872,"endTime":2944.042,"body":"has to be covered in, in my views."},{"speaker":"Shravan Kumar","startTime":2944.542,"endTime":2950.782,"body":"People have to know what private sector"},{"speaker":"Shravan Kumar","startTime":2944.542,"endTime":2950.782,"body":"folks are doing to, to mitigate climate"},{"speaker":"Shravan Kumar","startTime":2950.782,"endTime":2952.9320000000002,"body":"change in general and urban heat as well."},{"speaker":"Shravan Kumar","startTime":2953.077,"endTime":2956.437,"body":"So, a big part of that is built area."},{"speaker":"Shravan Kumar","startTime":2956.797,"endTime":2961.297,"body":"We're talking about built up"},{"speaker":"Shravan Kumar","startTime":2956.797,"endTime":2961.297,"body":"area of urban, you know, spaces."},{"speaker":"Shravan Kumar","startTime":2961.7870000000003,"endTime":2968.367,"body":"How do we make our urban spaces"},{"speaker":"Shravan Kumar","startTime":2961.7870000000003,"endTime":2968.367,"body":"more climate resilient, more  carbon"},{"speaker":"Shravan Kumar","startTime":2968.387,"endTime":2969.997,"body":"zero or net carbon negative."},{"speaker":"Shravan Kumar","startTime":2970.867,"endTime":2975.657,"body":"How do we make our spaces"},{"speaker":"Shravan Kumar","startTime":2970.867,"endTime":2975.657,"body":"that we live in and thrive in"},{"speaker":"Shravan Kumar","startTime":2976.107,"endTime":2977.597,"body":"more climate resilient, right?"},{"speaker":"Shravan Kumar","startTime":2977.597,"endTime":2981.2670000000003,"body":"So one of the things that is"},{"speaker":"Shravan Kumar","startTime":2977.597,"endTime":2981.2670000000003,"body":"happening is it's a very simple"},{"speaker":"Shravan Kumar","startTime":2981.2670000000003,"endTime":2983.087,"body":"technique, but yet a powerful one."},{"speaker":"Shravan Kumar","startTime":2983.497,"endTime":2987.837,"body":"A lot of architects are looking"},{"speaker":"Shravan Kumar","startTime":2983.497,"endTime":2987.837,"body":"at putting up green walls."},{"speaker":"Shravan Kumar","startTime":2988.587,"endTime":2990.967,"body":"So I don't know if you've"},{"speaker":"Shravan Kumar","startTime":2988.587,"endTime":2990.967,"body":"heard about green walls."},{"speaker":"Shravan Kumar","startTime":2991.377,"endTime":2994.457,"body":"Green walls is a technique of"},{"speaker":"Shravan Kumar","startTime":2991.377,"endTime":2994.457,"body":"putting up a facade in front of a"},{"speaker":"Shravan Kumar","startTime":2994.457,"endTime":2996.277,"body":"building with a vertical garden."},{"speaker":"Shravan Kumar","startTime":2996.777,"endTime":3000.937,"body":"What that does is decreases"},{"speaker":"Shravan Kumar","startTime":2996.777,"endTime":3000.937,"body":"the temperature by a couple"},{"speaker":"Shravan Kumar","startTime":3000.937,"endTime":3001.727,"body":"of degrees centigrade."},{"speaker":"Shravan Kumar","startTime":3002.237,"endTime":3005.707,"body":"And when I say decreases the temperature,"},{"speaker":"Shravan Kumar","startTime":3002.237,"endTime":3005.707,"body":"the internal, you know, temperatures."},{"speaker":"Shravan Kumar","startTime":3006.7870000000003,"endTime":3011.877,"body":"What that does is reduces the"},{"speaker":"Shravan Kumar","startTime":3006.7870000000003,"endTime":3011.877,"body":"dependency on ACs, or air conditions,"},{"speaker":"Shravan Kumar","startTime":3011.877,"endTime":3014.067,"body":"or, you know, other factors."},{"speaker":"Shravan Kumar","startTime":3014.497,"endTime":3017.847,"body":"Which then, again, is a vicious"},{"speaker":"Shravan Kumar","startTime":3014.497,"endTime":3017.847,"body":"circle, as you know, the CFCs, the,"},{"speaker":"Shravan Kumar","startTime":3017.887,"endTime":3019.382,"body":"you know, gas emissions, et cetera."},{"speaker":"Shravan Kumar","startTime":3020.3920000000003,"endTime":3021.462,"body":"It reduces all of that."},{"speaker":"Shravan Kumar","startTime":3021.902,"endTime":3028.592,"body":"So even if all the buildings"},{"speaker":"Shravan Kumar","startTime":3021.902,"endTime":3028.592,"body":"in India, you know, follow the"},{"speaker":"Shravan Kumar","startTime":3028.6620000000003,"endTime":3032.9320000000002,"body":"principle of a green wall, we can"},{"speaker":"Shravan Kumar","startTime":3028.6620000000003,"endTime":3032.9320000000002,"body":"reduce our overall temperature by"},{"speaker":"Shravan Kumar","startTime":3032.952,"endTime":3034.132,"body":"almost five degrees centigrade."},{"speaker":"Shravan Kumar","startTime":3035.832,"endTime":3043.797,"body":"And, and, and today's architect firms,"},{"speaker":"Shravan Kumar","startTime":3035.832,"endTime":3043.797,"body":"building designers, and even the people"},{"speaker":"Shravan Kumar","startTime":3043.8070000000002,"endTime":3047.7670000000003,"body":"that provide the certifications to,"},{"speaker":"Shravan Kumar","startTime":3043.8070000000002,"endTime":3047.7670000000003,"body":"you know, the LEED certifications, you"},{"speaker":"Shravan Kumar","startTime":3047.917,"endTime":3052.7870000000003,"body":"would have heard about LEED silver,"},{"speaker":"Shravan Kumar","startTime":3047.917,"endTime":3052.7870000000003,"body":"platinum, gold, the certification bodies,"},{"speaker":"Shravan Kumar","startTime":3052.797,"endTime":3056.077,"body":"the governing bodies, green building"},{"speaker":"Shravan Kumar","startTime":3052.797,"endTime":3056.077,"body":"councils, for example, have a huge"},{"speaker":"Shravan Kumar","startTime":3056.087,"endTime":3062.297,"body":"role in bringing down urban heat island"},{"speaker":"Shravan Kumar","startTime":3056.087,"endTime":3062.297,"body":"effect by putting in place policies"},{"speaker":"Shravan Kumar","startTime":3062.757,"endTime":3068.627,"body":"by architects to be more aware of how"},{"speaker":"Shravan Kumar","startTime":3062.757,"endTime":3068.627,"body":"to put you know, a greener and a more"},{"speaker":"Shravan Kumar","startTime":3068.657,"endTime":3072.977,"body":"thermally comfortable building, not"},{"speaker":"Shravan Kumar","startTime":3068.657,"endTime":3072.977,"body":"going for the over the top material for"},{"speaker":"Shravan Kumar","startTime":3072.977,"endTime":3079.237,"body":"example, fabricating their raw material"},{"speaker":"Shravan Kumar","startTime":3072.977,"endTime":3079.237,"body":"on site, what that would do is reduce"},{"speaker":"Shravan Kumar","startTime":3079.237,"endTime":3085.152,"body":"the operational carbon and even embodied"},{"speaker":"Shravan Kumar","startTime":3079.237,"endTime":3085.152,"body":"carbon of a building drastically down."},{"speaker":"Shravan Kumar","startTime":3085.292,"endTime":3087.172,"body":"That will bring that down drastically."},{"speaker":"Shravan Kumar","startTime":3087.712,"endTime":3094.242,"body":"And hence the private sector that"},{"speaker":"Shravan Kumar","startTime":3087.712,"endTime":3094.242,"body":"is affiliated to building our spaces"},{"speaker":"Shravan Kumar","startTime":3094.622,"endTime":3099.1420000000003,"body":"has a huge, huge role in decreasing"},{"speaker":"Shravan Kumar","startTime":3094.622,"endTime":3099.1420000000003,"body":"the effect of urban heat islands."},{"speaker":"Shravan Kumar","startTime":3099.222,"endTime":3100.902,"body":"And this is this is imperative."},{"speaker":"Shravan Kumar","startTime":3101.082,"endTime":3102.352,"body":"This needs to happen now."},{"speaker":"Shravan Kumar","startTime":3102.422,"endTime":3107.742,"body":"So our future generations have a much more"},{"speaker":"Shravan Kumar","startTime":3102.422,"endTime":3107.742,"body":"thermally comfortable planet to live in."},{"speaker":"Shravan Kumar","startTime":3108.582,"endTime":3111.4120000000003,"body":"And hence decreasing the overall"},{"speaker":"Shravan Kumar","startTime":3108.582,"endTime":3111.4120000000003,"body":"urban heat island effect."},{"speaker":"Shravan Kumar","startTime":3112.0170000000003,"endTime":3114.161,"body":"And living in harmony, I should say."},{"speaker":"Shravan Kumar","startTime":3114.481,"endTime":3118.271,"body":"So I think that is a point of"},{"speaker":"Shravan Kumar","startTime":3114.481,"endTime":3118.271,"body":"acknowledgement I would like to end with."},{"speaker":"Tom Raftery","startTime":3119.091,"endTime":3119.431,"body":"Nice."},{"speaker":"Tom Raftery","startTime":3119.801,"endTime":3120.141,"body":"Nice."},{"speaker":"Tom Raftery","startTime":3120.261,"endTime":3120.551,"body":"Great."},{"speaker":"Tom Raftery","startTime":3120.661,"endTime":3120.9210000000003,"body":"Yep."},{"speaker":"Tom Raftery","startTime":3121.4610000000002,"endTime":3126.111,"body":"Shravan, if people would like to know"},{"speaker":"Tom Raftery","startTime":3121.4610000000002,"endTime":3126.111,"body":"more about yourself or any of the things"},{"speaker":"Tom Raftery","startTime":3126.111,"endTime":3129.181,"body":"we discussed in the podcast today,"},{"speaker":"Tom Raftery","startTime":3126.111,"endTime":3129.181,"body":"where would you have me direct them?"},{"speaker":"Shravan Kumar","startTime":3129.681,"endTime":3134.831,"body":"The best place is to"},{"speaker":"Shravan Kumar","startTime":3129.681,"endTime":3134.831,"body":"come on to our website, Gramener."},{"speaker":"Shravan Kumar","startTime":3134.851,"endTime":3135.1910000000003,"body":"com."},{"speaker":"Shravan Kumar","startTime":3136.241,"endTime":3140.907,"body":"And come to the solutions page where"},{"speaker":"Shravan Kumar","startTime":3136.241,"endTime":3140.907,"body":"we talk about all our geospatial"},{"speaker":"Shravan Kumar","startTime":3140.957,"endTime":3144.897,"body":"analytics body of work and our ESG page."},{"speaker":"Shravan Kumar","startTime":3144.917,"endTime":3145.617,"body":"So Gramener."},{"speaker":"Shravan Kumar","startTime":3145.637,"endTime":3147.887,"body":"com is your, you know, point of okay entry"},{"speaker":"Shravan Kumar","startTime":3150.922,"endTime":3157.052,"body":". And the second is I could give my,"},{"speaker":"Shravan Kumar","startTime":3150.922,"endTime":3157.052,"body":"you know, coordinates for people"},{"speaker":"Shravan Kumar","startTime":3157.052,"endTime":3159.462,"body":"to, you know, get in touch with."},{"speaker":"Tom Raftery","startTime":3160.5170000000003,"endTime":3160.867,"body":"Sure."},{"speaker":"Tom Raftery","startTime":3161.217,"endTime":3165.377,"body":"Shoot me across anything that you want"},{"speaker":"Tom Raftery","startTime":3161.217,"endTime":3165.377,"body":"to have in the show notes whether it's"},{"speaker":"Tom Raftery","startTime":3165.377,"endTime":3168.707,"body":"your LinkedIn or whatever, and I'll"},{"speaker":"Tom Raftery","startTime":3165.377,"endTime":3168.707,"body":"put them in the show notes and that"},{"speaker":"Tom Raftery","startTime":3168.707,"endTime":3170.157,"body":"way everyone will have access to them."},{"speaker":"Shravan Kumar","startTime":3171.6820000000002,"endTime":3172.112,"body":"Absolutely."},{"speaker":"Tom Raftery","startTime":3172.612,"endTime":3173.012,"body":"Super."},{"speaker":"Tom Raftery","startTime":3174.032,"endTime":3174.812,"body":"Great Shravan."},{"speaker":"Tom Raftery","startTime":3174.8920000000003,"endTime":3175.372,"body":"Fantastic."},{"speaker":"Tom Raftery","startTime":3175.3920000000003,"endTime":3176.372,"body":"That's been really interesting."},{"speaker":"Tom Raftery","startTime":3176.372,"endTime":3178.022,"body":"Thanks a million for coming"},{"speaker":"Tom Raftery","startTime":3176.372,"endTime":3178.022,"body":"on the podcast today."},{"speaker":"Shravan Kumar","startTime":3179.047,"endTime":3179.507,"body":"Right."},{"speaker":"Shravan Kumar","startTime":3179.707,"endTime":3181.947,"body":"Thank you for the opportunity."},{"speaker":"Shravan Kumar","startTime":3182.297,"endTime":3184.617,"body":"And I hope I didn't do too bad."},{"speaker":"Shravan Kumar","startTime":3185.137,"endTime":3185.997,"body":"Thank you so much."},{"speaker":"Tom Raftery","startTime":3188.29,"endTime":3190.16,"body":"Okay, we've"},{"speaker":"Tom Raftery","startTime":3188.29,"endTime":3190.16,"body":"come to the end of the show."},{"speaker":"Tom Raftery","startTime":3190.88,"endTime":3191.9900000000002,"body":"Thanks everyone for listening."},{"speaker":"Tom Raftery","startTime":3192.85,"endTime":3197.0,"body":"If you'd like to know more about the"},{"speaker":"Tom Raftery","startTime":3192.85,"endTime":3197.0,"body":"Climate Confident podcast, feel free to"},{"speaker":"Tom Raftery","startTime":3197.01,"endTime":3200.92,"body":"drop me an email to tomraftery at outlook."},{"speaker":"Tom Raftery","startTime":3201.17,"endTime":3204.65,"body":"com or message me on LinkedIn or Twitter."},{"speaker":"Tom Raftery","startTime":3205.2200000000003,"endTime":3208.96,"body":"If you like the show, please don't"},{"speaker":"Tom Raftery","startTime":3205.2200000000003,"endTime":3208.96,"body":"forget to click follow on it in your"},{"speaker":"Tom Raftery","startTime":3208.98,"endTime":3213.46,"body":"podcast application of choice to get new"},{"speaker":"Tom Raftery","startTime":3208.98,"endTime":3213.46,"body":"episodes as soon as they're published."},{"speaker":"Tom Raftery","startTime":3214.09,"endTime":3217.05,"body":"Also, please don't forget to"},{"speaker":"Tom Raftery","startTime":3214.09,"endTime":3217.05,"body":"rate and review the podcast."},{"speaker":"Tom Raftery","startTime":3217.25,"endTime":3219.78,"body":"It really does help new"},{"speaker":"Tom Raftery","startTime":3217.25,"endTime":3219.78,"body":"people to find the show."},{"speaker":"Tom Raftery","startTime":3220.87,"endTime":3221.32,"body":"Thanks."},{"speaker":"Tom Raftery","startTime":3221.9900000000002,"endTime":3222.91,"body":"Catch you all next time."}]}