WEBVTT Kind: captions Language: en 00:00:04.400 --> 00:00:07.570 align:start position:0% so<00:00:05.299> I'm<00:00:06.109> not<00:00:06.319> sure<00:00:06.529> if<00:00:06.710> you<00:00:07.130> guys<00:00:07.220> are<00:00:07.430> aware 00:00:07.570 --> 00:00:07.580 align:start position:0% so I'm not sure if you guys are aware 00:00:07.580 --> 00:00:09.070 align:start position:0% so I'm not sure if you guys are aware but<00:00:07.850> we're<00:00:07.939> from<00:00:08.149> a<00:00:08.240> company<00:00:08.510> called<00:00:08.540> chain 00:00:09.070 --> 00:00:09.080 align:start position:0% but we're from a company called chain 00:00:09.080 --> 00:00:12.060 align:start position:0% but we're from a company called chain alysus<00:00:09.440> and<00:00:10.340> today<00:00:10.549> we're<00:00:10.670> gonna<00:00:10.730> dive<00:00:11.030> into 00:00:12.060 --> 00:00:12.070 align:start position:0% alysus and today we're gonna dive into 00:00:12.070 --> 00:00:13.870 align:start position:0% alysus and today we're gonna dive into building<00:00:13.070> trust<00:00:13.340> in<00:00:13.460> the<00:00:13.549> etherion 00:00:13.870 --> 00:00:13.880 align:start position:0% building trust in the etherion 00:00:13.880 --> 00:00:15.459 align:start position:0% building trust in the etherion blockchain<00:00:14.299> and<00:00:14.450> sort<00:00:14.809> of<00:00:14.900> what<00:00:15.049> our<00:00:15.139> company 00:00:15.459 --> 00:00:15.469 align:start position:0% blockchain and sort of what our company 00:00:15.469 --> 00:00:18.310 align:start position:0% blockchain and sort of what our company does<00:00:15.530> in<00:00:16.040> the<00:00:16.219> space<00:00:17.050> sorry<00:00:18.050> bout<00:00:18.169> that 00:00:18.310 --> 00:00:18.320 align:start position:0% does in the space sorry bout that 00:00:18.320 --> 00:00:21.790 align:start position:0% does in the space sorry bout that I'll<00:00:18.439> keep<00:00:18.590> us<00:00:18.710> closer<00:00:19.300> okay<00:00:20.300> cool<00:00:20.630> so<00:00:20.869> just<00:00:21.710> a 00:00:21.790 --> 00:00:21.800 align:start position:0% I'll keep us closer okay cool so just a 00:00:21.800 --> 00:00:24.130 align:start position:0% I'll keep us closer okay cool so just a brief<00:00:21.950> agenda<00:00:22.220> about<00:00:22.730> what's<00:00:22.910> going<00:00:23.180> on<00:00:23.270> so 00:00:24.130 --> 00:00:24.140 align:start position:0% brief agenda about what's going on so 00:00:24.140 --> 00:00:25.749 align:start position:0% brief agenda about what's going on so first<00:00:24.500> we're<00:00:24.590> gonna<00:00:24.649> talk<00:00:24.919> about<00:00:24.950> Genesis<00:00:25.640> and 00:00:25.749 --> 00:00:25.759 align:start position:0% first we're gonna talk about Genesis and 00:00:25.759 --> 00:00:28.269 align:start position:0% first we're gonna talk about Genesis and our<00:00:25.880> services<00:00:26.360> then<00:00:27.200> we're<00:00:27.290> gonna<00:00:27.380> dive<00:00:28.070> into 00:00:28.269 --> 00:00:28.279 align:start position:0% our services then we're gonna dive into 00:00:28.279 --> 00:00:30.850 align:start position:0% our services then we're gonna dive into some<00:00:28.759> of<00:00:28.849> the<00:00:28.910> data<00:00:29.059> challenges<00:00:29.540> we<00:00:29.689> have<00:00:29.869> then 00:00:30.850 --> 00:00:30.860 align:start position:0% some of the data challenges we have then 00:00:30.860 --> 00:00:31.959 align:start position:0% some of the data challenges we have then we're<00:00:30.980> actually<00:00:31.130> going<00:00:31.340> to<00:00:31.399> have<00:00:31.460> a<00:00:31.610> long 00:00:31.959 --> 00:00:31.969 align:start position:0% we're actually going to have a long 00:00:31.969 --> 00:00:34.060 align:start position:0% we're actually going to have a long section<00:00:32.350> analyzing<00:00:33.350> some<00:00:33.500> aetherium<00:00:33.860> data 00:00:34.060 --> 00:00:34.070 align:start position:0% section analyzing some aetherium data 00:00:34.070 --> 00:00:36.160 align:start position:0% section analyzing some aetherium data and<00:00:34.309> walking<00:00:34.640> through<00:00:34.790> one<00:00:35.030> of<00:00:35.170> the 00:00:36.160 --> 00:00:36.170 align:start position:0% and walking through one of the 00:00:36.170 --> 00:00:39.310 align:start position:0% and walking through one of the investigations<00:00:36.769> we<00:00:36.920> did<00:00:37.070> and<00:00:37.280> then<00:00:38.320> we're 00:00:39.310 --> 00:00:39.320 align:start position:0% investigations we did and then we're 00:00:39.320 --> 00:00:41.049 align:start position:0% investigations we did and then we're gonna<00:00:39.440> talk<00:00:39.679> generally<00:00:40.010> about<00:00:40.250> the<00:00:40.699> drive 00:00:41.049 --> 00:00:41.059 align:start position:0% gonna talk generally about the drive 00:00:41.059 --> 00:00:45.040 align:start position:0% gonna talk generally about the drive insights<00:00:41.570> we<00:00:41.750> gained<00:00:42.910> so<00:00:43.910> just<00:00:44.780> a<00:00:44.870> quick 00:00:45.040 --> 00:00:45.050 align:start position:0% insights we gained so just a quick 00:00:45.050 --> 00:00:47.079 align:start position:0% insights we gained so just a quick background<00:00:45.170> about<00:00:45.559> myself<00:00:46.030> I'm<00:00:47.030> the 00:00:47.079 --> 00:00:47.089 align:start position:0% background about myself I'm the 00:00:47.089 --> 00:00:48.489 align:start position:0% background about myself I'm the engineering<00:00:47.510> manager<00:00:47.570> for<00:00:47.899> the<00:00:48.289> blockchain 00:00:48.489 --> 00:00:48.499 align:start position:0% engineering manager for the blockchain 00:00:48.499 --> 00:00:51.250 align:start position:0% engineering manager for the blockchain intelligence<00:00:49.219> team<00:00:49.429> at<00:00:49.579> che<00:00:49.760> analysis<00:00:50.260> but 00:00:51.250 --> 00:00:51.260 align:start position:0% intelligence team at che analysis but 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visualize<00:00:58.699> the<00:00:59.179> Bitcoin 00:00:59.470 --> 00:00:59.480 align:start position:0% tools to visualize the Bitcoin 00:00:59.480 --> 00:01:02.380 align:start position:0% tools to visualize the Bitcoin blockchain<00:01:00.429> this<00:01:01.429> was<00:01:01.609> for<00:01:01.819> Imperial<00:01:02.239> College 00:01:02.380 --> 00:01:02.390 align:start position:0% blockchain this was for Imperial College 00:01:02.390 --> 00:01:04.020 align:start position:0% blockchain this was for Imperial College and<00:01:02.780> these<00:01:02.989> are<00:01:03.140> some<00:01:03.319> of<00:01:03.350> the<00:01:03.440> pictures<00:01:03.649> from 00:01:04.020 --> 00:01:04.030 align:start position:0% and these are some of the pictures from 00:01:04.030 --> 00:01:07.570 align:start position:0% and these are some of the pictures from my<00:01:05.030> thesis<00:01:05.269> and<00:01:05.690> the<00:01:06.620> top<00:01:06.830> left<00:01:07.040> you<00:01:07.250> can<00:01:07.400> see 00:01:07.570 --> 00:01:07.580 align:start position:0% my thesis and the top left you can see 00:01:07.580 --> 00:01:09.700 align:start position:0% my thesis and the top left you can see here<00:01:07.909> these<00:01:08.900> are<00:01:09.080> different<00:01:09.380> views<00:01:09.530> of 00:01:09.700 --> 00:01:09.710 align:start position:0% here these are different views of 00:01:09.710 --> 00:01:12.160 align:start position:0% here these are different views of Bitcoin<00:01:10.010> transactions<00:01:10.640> over<00:01:11.600> here<00:01:11.780> this<00:01:11.960> one 00:01:12.160 --> 00:01:12.170 align:start position:0% Bitcoin transactions over here this one 00:01:12.170 --> 00:01:15.190 align:start position:0% Bitcoin transactions over here this one has<00:01:12.410> one<00:01:12.920> input<00:01:13.070> and<00:01:13.280> two<00:01:13.610> outputs<00:01:13.970> the<00:01:14.750> old 00:01:15.190 --> 00:01:15.200 align:start position:0% has one input and two outputs the old 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position:0% would be someone aggregating a lot of funds<00:01:22.370> and<00:01:22.640> then<00:01:23.240> this<00:01:23.360> has<00:01:23.540> the<00:01:23.690> reverse 00:01:23.950 --> 00:01:23.960 align:start position:0% funds and then this has the reverse 00:01:23.960 --> 00:01:26.080 align:start position:0% funds and then this has the reverse which<00:01:24.380> is<00:01:24.530> one<00:01:24.800> input<00:01:24.980> and<00:01:25.160> many<00:01:25.490> outputs<00:01:25.670> so 00:01:26.080 --> 00:01:26.090 align:start position:0% which is one input and many outputs so 00:01:26.090 --> 00:01:29.110 align:start position:0% which is one input and many outputs so someone's<00:01:26.450> disaggregating<00:01:27.200> funds<00:01:27.910> this<00:01:28.910> has 00:01:29.110 --> 00:01:29.120 align:start position:0% someone's disaggregating funds this has 00:01:29.120 --> 00:01:31.240 align:start position:0% someone's disaggregating funds this has generally<00:01:29.750> changed<00:01:30.170> since<00:01:30.380> this<00:01:30.590> this<00:01:31.010> thesis 00:01:31.240 --> 00:01:31.250 align:start position:0% generally changed since this this thesis 00:01:31.250 --> 00:01:34.630 align:start position:0% generally changed since this this thesis was<00:01:31.520> completed<00:01:31.970> in<00:01:32.090> like<00:01:32.240> 2015<00:01:32.960> so<00:01:33.620> the<00:01:34.400> block 00:01:34.630 --> 00:01:34.640 align:start position:0% was completed in like 2015 so the block 00:01:34.640 --> 00:01:36.870 align:start position:0% was completed in like 2015 so the block size<00:01:34.910> was<00:01:35.210> not<00:01:35.360> as<00:01:35.660> big<00:01:35.930> an<00:01:36.050> issue<00:01:36.140> back<00:01:36.470> then 00:01:36.870 --> 00:01:36.880 align:start position:0% size was not as big an issue back then 00:01:36.880 --> 00:01:38.980 align:start position:0% size was not as big an issue back then batching<00:01:37.880> was<00:01:38.090> not<00:01:38.240> something<00:01:38.510> that<00:01:38.630> wasn't 00:01:38.980 --> 00:01:38.990 align:start position:0% batching was not something that wasn't 00:01:38.990 --> 00:01:42.730 align:start position:0% batching was not something that wasn't enforced<00:01:39.950> or<00:01:40.690> regularly<00:01:41.690> used<00:01:41.900> so<00:01:42.500> the 00:01:42.730 --> 00:01:42.740 align:start position:0% enforced or regularly used so the 00:01:42.740 --> 00:01:44.140 align:start position:0% enforced or regularly used so the blockchain<00:01:43.040> itself<00:01:43.460> has<00:01:43.610> changed<00:01:43.970> a<00:01:44.030> lot 00:01:44.140 --> 00:01:44.150 align:start position:0% blockchain itself has changed a lot 00:01:44.150 --> 00:01:47.710 align:start position:0% blockchain itself has changed a lot since<00:01:44.420> then<00:01:45.850> just<00:01:46.850> a<00:01:46.970> bit<00:01:47.090> about<00:01:47.210> myself<00:01:47.390> I 00:01:47.710 --> 00:01:47.720 align:start position:0% since then just a bit about myself I 00:01:47.720 --> 00:01:49.480 align:start position:0% since then just a bit about myself I really<00:01:48.020> like<00:01:48.200> network<00:01:48.530> theory<00:01:48.800> and<00:01:49.010> graph 00:01:49.480 --> 00:01:49.490 align:start position:0% really like network theory and graph 00:01:49.490 --> 00:01:52.360 align:start position:0% really like network theory and graph analysis<00:01:50.000> this<00:01:50.990> fun<00:01:51.590> little<00:01:51.620> visualization 00:01:52.360 --> 00:01:52.370 align:start position:0% analysis this fun little visualization 00:01:52.370 --> 00:01:55.150 align:start position:0% analysis this fun little visualization in<00:01:52.430> the<00:01:52.490> corner<00:01:52.820> is<00:01:52.970> an<00:01:53.900> algorithm<00:01:54.620> I<00:01:54.710> modified 00:01:55.150 --> 00:01:55.160 align:start position:0% in the corner is an algorithm I modified 00:01:55.160 --> 00:01:56.860 align:start position:0% in the corner is an algorithm I modified which<00:01:55.730> some<00:01:56.090> of<00:01:56.120> you<00:01:56.300> might<00:01:56.450> know<00:01:56.570> is<00:01:56.690> called 00:01:56.860 --> 00:01:56.870 align:start position:0% which some of you might know is called 00:01:56.870 --> 00:01:59.590 align:start position:0% which some of you might know is called forest<00:01:57.170> Atlas<00:01:57.650> -<00:01:57.860> and<00:01:58.100> I<00:01:58.610> created<00:01:58.970> multi<00:01:59.300> force 00:01:59.590 --> 00:01:59.600 align:start position:0% forest Atlas - and I created multi force 00:01:59.600 --> 00:02:02.590 align:start position:0% forest Atlas - and I created multi force multi<00:02:00.080> gravity<00:02:00.500> force<00:02:00.740> Atlas<00:02:01.070> -<00:02:01.280> to<00:02:01.940> separate 00:02:02.590 --> 00:02:02.600 align:start position:0% multi gravity force Atlas - to separate 00:02:02.600 --> 00:02:06.040 align:start position:0% multi gravity force Atlas - to separate different<00:02:02.980> graph<00:02:03.980> entities<00:02:04.630> and<00:02:05.630> down<00:02:05.780> here 00:02:06.040 --> 00:02:06.050 align:start position:0% different graph entities and down here 00:02:06.050 --> 00:02:10.089 align:start position:0% different graph entities and down here you<00:02:06.170> can<00:02:06.290> see<00:02:06.320> a<00:02:06.740> cluster<00:02:06.950> over<00:02:07.160> time<00:02:08.500> so<00:02:09.500> what 00:02:10.089 --> 00:02:10.099 align:start position:0% you can see a cluster over time so what 00:02:10.099 --> 00:02:11.619 align:start position:0% you can see a cluster over time so what does<00:02:10.280> chain<00:02:10.459> alysus<00:02:10.819> do<00:02:10.970> and<00:02:11.239> what<00:02:11.480> are<00:02:11.569> the 00:02:11.619 --> 00:02:11.629 align:start position:0% does chain alysus do and what are the 00:02:11.629 --> 00:02:13.959 align:start position:0% does chain alysus do and what are the services<00:02:11.989> we<00:02:12.140> provide<00:02:12.189> well<00:02:13.189> really<00:02:13.700> we're 00:02:13.959 --> 00:02:13.969 align:start position:0% services we provide well really we're 00:02:13.969 --> 00:02:15.369 align:start position:0% services we provide well really we're trying<00:02:14.209> to<00:02:14.269> build<00:02:14.450> trust<00:02:14.780> in<00:02:15.049> the 00:02:15.369 --> 00:02:15.379 align:start position:0% trying to build trust in the 00:02:15.379 --> 00:02:17.739 align:start position:0% trying to build trust in the conventional<00:02:15.829> ecosystem<00:02:16.549> so<00:02:17.299> I<00:02:17.329> know<00:02:17.450> some 00:02:17.739 --> 00:02:17.749 align:start position:0% conventional ecosystem so I know some 00:02:17.749 --> 00:02:18.270 align:start position:0% conventional ecosystem so I know some people<00:02:17.870> here 00:02:18.270 --> 00:02:18.280 align:start position:0% people here 00:02:18.280 --> 00:02:21.120 align:start position:0% people here might<00:02:18.910> want<00:02:19.810> a<00:02:19.930> disjoint<00:02:20.440> financial 00:02:21.120 --> 00:02:21.130 align:start position:0% might want a disjoint financial 00:02:21.130 --> 00:02:22.680 align:start position:0% might want a disjoint financial ecosystem<00:02:21.670> but<00:02:21.790> our<00:02:22.000> work<00:02:22.360> is<00:02:22.570> about 00:02:22.680 --> 00:02:22.690 align:start position:0% ecosystem but our work is about 00:02:22.690 --> 00:02:24.510 align:start position:0% ecosystem but our work is about integrating<00:02:23.350> crypto<00:02:23.680> companies<00:02:24.070> into<00:02:24.430> the 00:02:24.510 --> 00:02:24.520 align:start position:0% integrating crypto companies into the 00:02:24.520 --> 00:02:28.500 align:start position:0% integrating crypto companies into the existing<00:02:25.030> ecosystem<00:02:26.490> so<00:02:27.490> we<00:02:27.730> work<00:02:27.880> with<00:02:28.120> three 00:02:28.500 --> 00:02:28.510 align:start position:0% existing ecosystem so we work with three 00:02:28.510 --> 00:02:31.500 align:start position:0% existing ecosystem so we work with three major<00:02:28.860> parts<00:02:29.860> of<00:02:30.070> that<00:02:30.160> ecosystem<00:02:30.430> we<00:02:31.360> work 00:02:31.500 --> 00:02:31.510 align:start position:0% major parts of that ecosystem we work 00:02:31.510 --> 00:02:33.000 align:start position:0% major parts of that ecosystem we work with<00:02:31.660> the<00:02:31.720> cryptocurrency<00:02:32.140> businesses 00:02:33.000 --> 00:02:33.010 align:start position:0% with the cryptocurrency businesses 00:02:33.010 --> 00:02:35.430 align:start position:0% with the cryptocurrency businesses themselves<00:02:33.690> financial<00:02:34.690> institutions<00:02:35.230> as 00:02:35.430 --> 00:02:35.440 align:start position:0% themselves financial institutions as 00:02:35.440 --> 00:02:38.780 align:start position:0% themselves financial institutions as well<00:02:35.500> as<00:02:35.950> law<00:02:36.250> enforcement<00:02:36.280> and<00:02:36.910> regulators 00:02:38.780 --> 00:02:38.790 align:start position:0% well as law enforcement and regulators 00:02:38.790 --> 00:02:42.810 align:start position:0% well as law enforcement and regulators so<00:02:39.790> we<00:02:40.450> found<00:02:40.780> that<00:02:40.990> in<00:02:41.770> general<00:02:42.160> the<00:02:42.610> space 00:02:42.810 --> 00:02:42.820 align:start position:0% so we found that in general the space 00:02:42.820 --> 00:02:45.360 align:start position:0% so we found that in general the space doesn't<00:02:43.060> grow<00:02:43.360> because<00:02:43.750> every<00:02:44.530> each<00:02:44.860> party 00:02:45.360 --> 00:02:45.370 align:start position:0% doesn't grow because every each party 00:02:45.370 --> 00:02:47.160 align:start position:0% doesn't grow because every each party doesn't<00:02:45.550> feel<00:02:45.760> comfortable<00:02:45.970> with<00:02:46.690> what's 00:02:47.160 --> 00:02:47.170 align:start position:0% doesn't feel comfortable with what's 00:02:47.170 --> 00:02:49.340 align:start position:0% doesn't feel comfortable with what's being<00:02:47.350> provided<00:02:47.620> so<00:02:48.070> you<00:02:48.670> can<00:02:48.940> see 00:02:49.340 --> 00:02:49.350 align:start position:0% being provided so you can see 00:02:49.350 --> 00:02:51.750 align:start position:0% being provided so you can see over-regulation<00:02:50.350> occurred<00:02:50.770> and<00:02:51.010> some<00:02:51.550> in 00:02:51.750 --> 00:02:51.760 align:start position:0% over-regulation occurred and some in 00:02:51.760 --> 00:02:54.720 align:start position:0% over-regulation occurred and some in Japan<00:02:52.209> as<00:02:52.450> well<00:02:52.510> as<00:02:52.780> Korea<00:02:53.310> related<00:02:54.310> to<00:02:54.459> some 00:02:54.720 --> 00:02:54.730 align:start position:0% Japan as well as Korea related to some 00:02:54.730 --> 00:02:56.310 align:start position:0% Japan as well as Korea related to some of<00:02:54.820> the<00:02:54.940> exchange<00:02:55.330> hacks<00:02:55.570> that<00:02:55.780> happened<00:02:56.110> and 00:02:56.310 --> 00:02:56.320 align:start position:0% of the exchange hacks that happened and 00:02:56.320 --> 00:02:58.170 align:start position:0% of the exchange hacks that happened and it<00:02:56.770> caused<00:02:56.980> a<00:02:57.070> lot<00:02:57.220> of<00:02:57.340> privacy<00:02:57.700> coins<00:02:58.000> to 00:02:58.170 --> 00:02:58.180 align:start position:0% it caused a lot of privacy coins to 00:02:58.180 --> 00:03:00.510 align:start position:0% it caused a lot of privacy coins to actually<00:02:58.390> be<00:02:58.510> delisted<00:02:58.920> so<00:02:59.920> first<00:03:00.220> we<00:03:00.370> can<00:03:00.489> see 00:03:00.510 --> 00:03:00.520 align:start position:0% actually be delisted so first we can see 00:03:00.520 --> 00:03:02.580 align:start position:0% actually be delisted so first we can see coin<00:03:00.850> check<00:03:01.090> had<00:03:01.270> to<00:03:01.360> delist<00:03:01.720> a<00:03:02.110> couple<00:03:02.500> of 00:03:02.580 --> 00:03:02.590 align:start position:0% coin check had to delist a couple of 00:03:02.590 --> 00:03:04.800 align:start position:0% coin check had to delist a couple of their<00:03:02.709> privacy<00:03:03.040> coins<00:03:03.400> then<00:03:04.180> this<00:03:04.420> spread<00:03:04.660> to 00:03:04.800 --> 00:03:04.810 align:start position:0% their privacy coins then this spread to 00:03:04.810 --> 00:03:06.390 align:start position:0% their privacy coins then this spread to South<00:03:05.020> Korea<00:03:05.350> and<00:03:05.680> they<00:03:05.950> started<00:03:06.280> having 00:03:06.390 --> 00:03:06.400 align:start position:0% South Korea and they started having 00:03:06.400 --> 00:03:09.750 align:start position:0% South Korea and they started having stricter<00:03:06.910> regulations<00:03:07.390> and<00:03:08.380> more<00:03:09.220> exchanges 00:03:09.750 --> 00:03:09.760 align:start position:0% stricter regulations and more exchanges 00:03:09.760 --> 00:03:12.990 align:start position:0% stricter regulations and more exchanges followed<00:03:10.090> suit<00:03:10.300> so<00:03:11.290> our<00:03:11.620> goal<00:03:11.950> is<00:03:12.250> to<00:03:12.700> provide 00:03:12.990 --> 00:03:13.000 align:start position:0% followed suit so our goal is to provide 00:03:13.000 --> 00:03:14.550 align:start position:0% followed suit so our goal is to provide tools<00:03:13.330> that<00:03:13.570> make<00:03:13.930> regulators<00:03:14.380> feel 00:03:14.550 --> 00:03:14.560 align:start position:0% tools that make regulators feel 00:03:14.560 --> 00:03:15.960 align:start position:0% tools that make regulators feel comfortable<00:03:15.070> with<00:03:15.220> these<00:03:15.310> currencies<00:03:15.790> and 00:03:15.960 --> 00:03:15.970 align:start position:0% comfortable with these currencies and 00:03:15.970 --> 00:03:18.660 align:start position:0% comfortable with these currencies and what<00:03:16.450> they<00:03:16.570> can<00:03:16.750> do<00:03:16.959> with<00:03:17.170> them<00:03:17.489> to<00:03:18.489> some 00:03:18.660 --> 00:03:18.670 align:start position:0% what they can do with them to some 00:03:18.670 --> 00:03:22.380 align:start position:0% what they can do with them to some degree<00:03:19.620> so<00:03:20.620> overall<00:03:21.340> illicit<00:03:22.000> activity 00:03:22.380 --> 00:03:22.390 align:start position:0% degree so overall illicit activity 00:03:22.390 --> 00:03:24.570 align:start position:0% degree so overall illicit activity prevents<00:03:22.810> the<00:03:22.900> growth<00:03:23.110> for<00:03:23.440> all<00:03:23.580> ecosystem 00:03:24.570 --> 00:03:24.580 align:start position:0% prevents the growth for all ecosystem 00:03:24.580 --> 00:03:27.330 align:start position:0% prevents the growth for all ecosystem participants<00:03:25.650> I'm<00:03:26.650> sure<00:03:26.890> some<00:03:27.130> of<00:03:27.160> you<00:03:27.310> have 00:03:27.330 --> 00:03:27.340 align:start position:0% participants I'm sure some of you have 00:03:27.340 --> 00:03:29.400 align:start position:0% participants I'm sure some of you have mixed<00:03:28.000> opinions<00:03:28.360> about<00:03:28.480> the<00:03:28.750> top<00:03:28.930> half<00:03:29.140> but 00:03:29.400 --> 00:03:29.410 align:start position:0% mixed opinions about the top half but 00:03:29.410 --> 00:03:31.080 align:start position:0% mixed opinions about the top half but I'm<00:03:29.530> sure<00:03:29.799> we<00:03:30.310> can<00:03:30.430> all<00:03:30.459> agree<00:03:30.640> that<00:03:30.880> the 00:03:31.080 --> 00:03:31.090 align:start position:0% I'm sure we can all agree that the 00:03:31.090 --> 00:03:35.400 align:start position:0% I'm sure we can all agree that the bottom<00:03:31.360> two<00:03:31.510> are<00:03:31.660> bad<00:03:32.940> in<00:03:33.940> general<00:03:34.750> each<00:03:35.170> of 00:03:35.400 --> 00:03:35.410 align:start position:0% bottom two are bad in general each of 00:03:35.410 --> 00:03:36.960 align:start position:0% bottom two are bad in general each of these<00:03:35.530> each<00:03:36.280> of<00:03:36.430> the<00:03:36.489> actors<00:03:36.790> in<00:03:36.940> the 00:03:36.960 --> 00:03:36.970 align:start position:0% these each of the actors in the 00:03:36.970 --> 00:03:39.840 align:start position:0% these each of the actors in the ecosystem<00:03:37.540> has<00:03:37.780> their<00:03:37.989> own<00:03:38.019> risks<00:03:38.890> and<00:03:39.070> needs 00:03:39.840 --> 00:03:39.850 align:start position:0% ecosystem has their own risks and needs 00:03:39.850 --> 00:03:42.420 align:start position:0% ecosystem has their own risks and needs and<00:03:40.150> we<00:03:40.660> try<00:03:40.840> to<00:03:40.870> address<00:03:41.170> each<00:03:41.380> of<00:03:41.440> these<00:03:41.680> so 00:03:42.420 --> 00:03:42.430 align:start position:0% and we try to address each of these so 00:03:42.430 --> 00:03:44.580 align:start position:0% and we try to address each of these so for<00:03:42.610> cryptocurrency<00:03:42.970> based<00:03:43.360> businesses<00:03:43.989> they 00:03:44.580 --> 00:03:44.590 align:start position:0% for cryptocurrency based businesses they 00:03:44.590 --> 00:03:46.350 align:start position:0% for cryptocurrency based businesses they struggle<00:03:44.950> to<00:03:45.010> get<00:03:45.100> bank<00:03:45.340> accounts<00:03:45.760> it's<00:03:46.150> hard 00:03:46.350 --> 00:03:46.360 align:start position:0% struggle to get bank accounts it's hard 00:03:46.360 --> 00:03:47.940 align:start position:0% struggle to get bank accounts it's hard to<00:03:46.480> get<00:03:46.630> banking<00:03:46.959> relationships<00:03:47.470> without 00:03:47.940 --> 00:03:47.950 align:start position:0% to get banking relationships without 00:03:47.950 --> 00:03:50.069 align:start position:0% to get banking relationships without having<00:03:48.430> some<00:03:48.670> sort<00:03:48.700> of<00:03:49.030> information<00:03:49.780> on<00:03:49.900> where 00:03:50.069 --> 00:03:50.079 align:start position:0% having some sort of information on where 00:03:50.079 --> 00:03:52.410 align:start position:0% having some sort of information on where your<00:03:50.230> funds<00:03:50.470> come<00:03:50.739> from<00:03:50.769> and<00:03:51.160> what<00:03:52.030> risk<00:03:52.269> is 00:03:52.410 --> 00:03:52.420 align:start position:0% your funds come from and what risk is 00:03:52.420 --> 00:03:54.449 align:start position:0% your funds come from and what risk is associated<00:03:52.720> with<00:03:53.110> them<00:03:53.260> for<00:03:54.040> financial 00:03:54.449 --> 00:03:54.459 align:start position:0% associated with them for financial 00:03:54.459 --> 00:03:57.180 align:start position:0% associated with them for financial institutions<00:03:54.549> if<00:03:55.239> they<00:03:55.840> expose<00:03:56.739> themselves 00:03:57.180 --> 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they will face legal<00:04:03.250> repercussions<00:04:03.579> and<00:04:04.470> lastly<00:04:05.470> for<00:04:05.739> law 00:04:05.910 --> 00:04:05.920 align:start position:0% legal repercussions and lastly for law 00:04:05.920 --> 00:04:07.680 align:start position:0% legal repercussions and lastly for law enforcement<00:04:05.950> regulators<00:04:06.820> if<00:04:07.030> they<00:04:07.480> can't 00:04:07.680 --> 00:04:07.690 align:start position:0% enforcement regulators if they can't 00:04:07.690 --> 00:04:09.180 align:start position:0% enforcement regulators if they can't enforce<00:04:08.290> the<00:04:08.530> laws<00:04:08.680> they<00:04:08.860> make<00:04:09.010> or<00:04:09.160> the 00:04:09.180 --> 00:04:09.190 align:start position:0% enforce the laws they make or the 00:04:09.190 --> 00:04:10.770 align:start position:0% enforce the laws they make or the regulations<00:04:09.730> they<00:04:09.880> do<00:04:09.940> to<00:04:10.239> control<00:04:10.690> an 00:04:10.770 --> 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align:start position:0% goal is to work with each of the participants<00:04:21.100> of<00:04:21.310> this<00:04:21.370> ecosystem<00:04:21.760> and<00:04:22.330> give 00:04:22.980 --> 00:04:22.990 align:start position:0% participants of this ecosystem and give 00:04:22.990 --> 00:04:24.390 align:start position:0% participants of this ecosystem and give them<00:04:23.140> value<00:04:23.530> that<00:04:23.650> lets<00:04:23.860> them<00:04:24.040> feel<00:04:24.160> more 00:04:24.390 --> 00:04:24.400 align:start position:0% them value that lets them feel more 00:04:24.400 --> 00:04:26.100 align:start position:0% them value that lets them feel more comfortable<00:04:24.790> with<00:04:25.270> cryptocurrencies 00:04:26.100 --> 00:04:26.110 align:start position:0% comfortable with cryptocurrencies 00:04:26.110 --> 00:04:30.650 align:start position:0% comfortable with cryptocurrencies in<00:04:26.260> the<00:04:26.590> existing<00:04:27.280> financial<00:04:28.090> system 00:04:30.650 --> 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turned a lot to 00:04:37.740 --> 00:04:40.190 align:start position:0% before but now we've turned a lot to aetherium<00:04:38.220> so<00:04:38.910> here<00:04:39.270> is<00:04:39.360> actually<00:04:39.690> Bitcoin<00:04:40.080> on 00:04:40.190 --> 00:04:40.200 align:start position:0% aetherium so here is actually Bitcoin on 00:04:40.200 --> 00:04:42.770 align:start position:0% aetherium so here is actually Bitcoin on the<00:04:40.290> left<00:04:40.500> and<00:04:40.770> aetherium<00:04:41.550> on<00:04:41.640> the<00:04:41.760> right<00:04:41.940> they 00:04:42.770 --> 00:04:42.780 align:start position:0% the left and aetherium on the right they 00:04:42.780 --> 00:04:44.750 align:start position:0% the left and aetherium on the right they might<00:04:43.080> look<00:04:43.230> similar<00:04:43.500> to<00:04:43.740> you<00:04:43.830> because<00:04:44.250> their 00:04:44.750 --> 00:04:44.760 align:start position:0% might look similar to you because their 00:04:44.760 --> 00:04:46.850 align:start position:0% might look similar to you because their graphs<00:04:45.150> but<00:04:45.870> they're<00:04:46.470> actually<00:04:46.680> quite 00:04:46.850 --> 00:04:46.860 align:start position:0% graphs but they're actually quite 00:04:46.860 --> 00:04:49.490 align:start position:0% graphs but they're actually quite different<00:04:47.070> in<00:04:47.550> the<00:04:47.670> structure<00:04:48.060> underlying<00:04:48.570> so 00:04:49.490 --> 00:04:49.500 align:start position:0% different in the structure underlying so 00:04:49.500 --> 00:04:51.470 align:start position:0% different in the structure underlying so on<00:04:49.680> the<00:04:49.800> left<00:04:50.040> it<00:04:50.340> actually<00:04:50.640> captures<00:04:50.820> the<00:04:51.210> UT 00:04:51.470 --> 00:04:51.480 align:start position:0% on the left it actually captures the UT 00:04:51.480 --> 00:04:54.500 align:start position:0% on the left it actually captures the UT EXO<00:04:51.720> structure<00:04:52.220> with<00:04:53.220> all<00:04:53.340> UT<00:04:53.670> EXO<00:04:53.880> coins<00:04:54.270> and 00:04:54.500 --> 00:04:54.510 align:start position:0% EXO structure with all UT EXO coins and 00:04:54.510 --> 00:04:56.750 align:start position:0% EXO structure with all UT EXO coins and on<00:04:55.020> the<00:04:55.110> right<00:04:55.290> is<00:04:55.530> the<00:04:55.830> most<00:04:56.070> more<00:04:56.430> account 00:04:56.750 --> 00:04:56.760 align:start position:0% on the right is the most more account 00:04:56.760 --> 00:04:58.730 align:start position:0% on the right is the most more account based<00:04:56.970> structure<00:04:57.360> that<00:04:58.170> we<00:04:58.290> see<00:04:58.320> on<00:04:58.590> any 00:04:58.730 --> 00:04:58.740 align:start position:0% based structure that we see on any 00:04:58.740 --> 00:05:03.230 align:start position:0% based structure that we see on any account<00:04:59.010> based<00:04:59.280> model<00:05:01.610> additionally<00:05:02.610> smart 00:05:03.230 --> 00:05:03.240 align:start position:0% account based model additionally smart 00:05:03.240 --> 00:05:04.820 align:start position:0% account based model additionally smart contracting<00:05:03.840> provides<00:05:04.290> a<00:05:04.410> new<00:05:04.590> layer<00:05:04.800> of 00:05:04.820 --> 00:05:04.830 align:start position:0% contracting provides a new layer of 00:05:04.830 --> 00:05:06.860 align:start position:0% contracting provides a new layer of analysis<00:05:05.580> that's<00:05:05.730> necessary<00:05:06.210> we<00:05:06.570> have<00:05:06.660> to<00:05:06.780> go 00:05:06.860 --> 00:05:06.870 align:start position:0% analysis that's necessary we have to go 00:05:06.870 --> 00:05:08.900 align:start position:0% analysis that's necessary we have to go beyond<00:05:07.170> the<00:05:07.260> transactions<00:05:07.860> and<00:05:08.040> go<00:05:08.130> into<00:05:08.370> the 00:05:08.900 --> 00:05:08.910 align:start position:0% beyond the transactions and go into the 00:05:08.910 --> 00:05:11.270 align:start position:0% beyond the transactions and go into the execution<00:05:09.180> traces<00:05:09.810> themselves<00:05:10.290> we<00:05:11.100> have<00:05:11.130> to 00:05:11.270 --> 00:05:11.280 align:start position:0% execution traces themselves we have to 00:05:11.280 --> 00:05:12.920 align:start position:0% execution traces themselves we have to see<00:05:11.400> what<00:05:11.550> sort<00:05:11.730> of<00:05:11.760> execution<00:05:12.300> happens<00:05:12.660> and 00:05:12.920 --> 00:05:12.930 align:start position:0% see what sort of execution happens and 00:05:12.930 --> 00:05:14.720 align:start position:0% see what sort of execution happens and what<00:05:13.650> information<00:05:13.890> we<00:05:14.190> can<00:05:14.340> extract<00:05:14.370> from 00:05:14.720 --> 00:05:14.730 align:start position:0% what information we can extract from 00:05:14.730 --> 00:05:19.190 align:start position:0% what information we can extract from that<00:05:16.340> so<00:05:17.340> this<00:05:17.490> is<00:05:17.610> an<00:05:17.700> example<00:05:18.120> of<00:05:18.270> a<00:05:18.420> data 00:05:19.190 --> 00:05:19.200 align:start position:0% that so this is an example of a data 00:05:19.200 --> 00:05:22.850 align:start position:0% that so this is an example of a data field<00:05:19.470> in<00:05:19.770> etherium<00:05:20.340> and<00:05:21.060> it's<00:05:21.710> this<00:05:22.710> is 00:05:22.850 --> 00:05:22.860 align:start position:0% field in etherium and it's this is 00:05:22.860 --> 00:05:23.840 align:start position:0% field in etherium and it's this is pretty<00:05:23.010> old<00:05:23.190> now<00:05:23.370> because<00:05:23.580> they're<00:05:23.670> a<00:05:23.700> lot 00:05:23.840 --> 00:05:23.850 align:start position:0% pretty old now because they're a lot 00:05:23.850 --> 00:05:26.240 align:start position:0% pretty old now because they're a lot more<00:05:23.880> advanced<00:05:24.270> decompilers<00:05:24.990> but<00:05:25.650> you 00:05:26.240 --> 00:05:26.250 align:start position:0% more advanced decompilers but you 00:05:26.250 --> 00:05:27.890 align:start position:0% more advanced decompilers but you basically<00:05:26.460> decompile<00:05:27.150> the<00:05:27.270> data<00:05:27.450> field<00:05:27.690> and 00:05:27.890 --> 00:05:27.900 align:start position:0% basically decompile the data field and 00:05:27.900 --> 00:05:28.940 align:start position:0% basically decompile the data field and to<00:05:28.050> try<00:05:28.230> and<00:05:28.260> figure<00:05:28.470> out<00:05:28.590> what<00:05:28.860> the 00:05:28.940 --> 00:05:28.950 align:start position:0% to try and figure out what the 00:05:28.950 --> 00:05:32.890 align:start position:0% to try and figure out what the parameters<00:05:29.400> that<00:05:29.790> were<00:05:29.940> sent<00:05:30.210> are 00:05:32.890 --> 00:05:32.900 align:start position:0% 00:05:32.900 --> 00:05:35.720 align:start position:0% transitioning<00:05:33.900> to<00:05:33.930> riskiness<00:05:34.650> insights<00:05:35.220> so 00:05:35.720 --> 00:05:35.730 align:start position:0% transitioning to riskiness insights so 00:05:35.730 --> 00:05:38.030 align:start position:0% transitioning to riskiness insights so well<00:05:36.060> the<00:05:36.510> tools<00:05:36.720> that<00:05:36.780> we<00:05:36.930> provide<00:05:37.200> for<00:05:37.230> the 00:05:38.030 --> 00:05:38.040 align:start position:0% well the tools that we provide for the 00:05:38.040 --> 00:05:40.850 align:start position:0% well the tools that we provide for the participants<00:05:38.730> in<00:05:38.850> the<00:05:39.120> ecosystem<00:05:39.860> is 00:05:40.850 --> 00:05:40.860 align:start position:0% participants in the ecosystem is 00:05:40.860 --> 00:05:43.670 align:start position:0% participants in the ecosystem is essentially<00:05:41.340> insights<00:05:41.790> on<00:05:41.970> riskiness<00:05:42.680> and 00:05:43.670 --> 00:05:43.680 align:start position:0% essentially insights on riskiness and 00:05:43.680 --> 00:05:46.490 align:start position:0% essentially insights on riskiness and these<00:05:43.860> vary<00:05:44.190> based<00:05:44.640> on<00:05:44.850> each<00:05:45.090> of<00:05:45.120> the<00:05:45.540> customer 00:05:46.490 --> 00:05:46.500 align:start position:0% these vary based on each of the customer 00:05:46.500 --> 00:05:49.430 align:start position:0% these vary based on each of the customer themselves<00:05:47.040> so<00:05:47.430> if<00:05:47.640> you're<00:05:47.910> say<00:05:48.660> in<00:05:49.020> a<00:05:49.140> country 00:05:49.430 --> 00:05:49.440 align:start position:0% themselves so if you're say in a country 00:05:49.440 --> 00:05:51.260 align:start position:0% themselves so if you're say in a country that<00:05:49.470> doesn't<00:05:49.950> consider<00:05:50.430> gambling<00:05:50.880> high-risk 00:05:51.260 --> 00:05:51.270 align:start position:0% that doesn't consider gambling high-risk 00:05:51.270 --> 00:05:53.180 align:start position:0% that doesn't consider gambling high-risk you<00:05:51.840> would<00:05:51.960> have<00:05:52.080> customized<00:05:52.650> alerts<00:05:52.950> that 00:05:53.180 --> 00:05:53.190 align:start position:0% you would have customized alerts that 00:05:53.190 --> 00:05:55.730 align:start position:0% you would have customized alerts that don't<00:05:53.700> say<00:05:54.330> that<00:05:54.360> a<00:05:54.780> gambling<00:05:55.320> activity<00:05:55.680> is 00:05:55.730 --> 00:05:55.740 align:start position:0% don't say that a gambling activity is 00:05:55.740 --> 00:05:57.290 align:start position:0% don't say that a gambling activity is high<00:05:55.830> risk<00:05:56.010> for<00:05:56.220> you<00:05:56.340> but<00:05:56.880> if<00:05:57.000> you're<00:05:57.120> in<00:05:57.210> the 00:05:57.290 --> 00:05:57.300 align:start position:0% high risk for you but if you're in the 00:05:57.300 --> 00:05:59.110 align:start position:0% high risk for you but if you're in the US<00:05:57.540> for<00:05:57.750> example<00:05:57.810> that<00:05:58.290> would<00:05:58.470> be<00:05:58.530> high<00:05:58.980> risk 00:05:59.110 --> 00:05:59.120 align:start position:0% US for example that would be high risk 00:05:59.120 --> 00:06:02.780 align:start position:0% US for example that would be high risk so<00:06:00.120> we<00:06:00.150> provide<00:06:00.660> a<00:06:00.690> customizable<00:06:01.650> tool<00:06:02.490> known 00:06:02.780 --> 00:06:02.790 align:start position:0% so we provide a customizable tool known 00:06:02.790 --> 00:06:05.450 align:start position:0% so we provide a customizable tool known as<00:06:02.820> kyt<00:06:03.350> -<00:06:04.350> cryptocurrency<00:06:04.710> businesses<00:06:05.340> so 00:06:05.450 --> 00:06:05.460 align:start position:0% as kyt - cryptocurrency businesses so 00:06:05.460 --> 00:06:07.430 align:start position:0% as kyt - cryptocurrency businesses so that<00:06:05.610> they<00:06:05.700> can<00:06:05.910> choose<00:06:06.330> the<00:06:06.990> right<00:06:07.170> risk 00:06:07.430 --> 00:06:07.440 align:start position:0% that they can choose the right risk 00:06:07.440 --> 00:06:11.660 align:start position:0% that they can choose the right risk alerts<00:06:07.740> to<00:06:07.950> get<00:06:09.950> all<00:06:10.950> right<00:06:11.160> now<00:06:11.340> I'm<00:06:11.490> going<00:06:11.610> to 00:06:11.660 --> 00:06:11.670 align:start position:0% alerts to get all right now I'm going to 00:06:11.670 --> 00:06:13.370 align:start position:0% alerts to get all right now I'm going to hand<00:06:11.850> it<00:06:11.910> off<00:06:12.060> to<00:06:12.090> Mako<00:06:12.570> who<00:06:12.900> will<00:06:13.020> walk<00:06:13.200> you 00:06:13.370 --> 00:06:13.380 align:start position:0% hand it off to Mako who will walk you 00:06:13.380 --> 00:06:15.500 align:start position:0% hand it off to Mako who will walk you through<00:06:13.410> one<00:06:14.400> of<00:06:14.430> our<00:06:14.580> investigations<00:06:15.210> and 00:06:15.500 --> 00:06:15.510 align:start position:0% through one of our investigations and 00:06:15.510 --> 00:06:24.920 align:start position:0% through one of our investigations and analyzing<00:06:16.110> aetherium<00:06:16.530> data<00:06:22.880> yeah<00:06:23.880> so<00:06:24.240> my<00:06:24.780> name 00:06:24.920 --> 00:06:24.930 align:start position:0% analyzing aetherium data yeah so my name 00:06:24.930 --> 00:06:27.710 align:start position:0% analyzing aetherium data yeah so my name is<00:06:25.080> Mickel<00:06:25.410> and<00:06:25.440> i<00:06:26.220> work<00:06:26.580> in<00:06:26.820> our<00:06:27.240> research 00:06:27.710 --> 00:06:27.720 align:start position:0% is Mickel and i work in our research 00:06:27.720 --> 00:06:30.440 align:start position:0% is Mickel and i work in our research department<00:06:28.020> inch<00:06:28.650> analysis<00:06:29.310> so<00:06:29.580> I<00:06:29.880> actually 00:06:30.440 --> 00:06:30.450 align:start position:0% department inch analysis so I actually 00:06:30.450 --> 00:06:32.000 align:start position:0% department inch analysis so I actually get<00:06:30.720> to<00:06:30.750> do<00:06:30.930> some<00:06:31.140> of<00:06:31.260> the<00:06:31.350> fun<00:06:31.530> stuff<00:06:31.560> in<00:06:31.920> the 00:06:32.000 --> 00:06:32.010 align:start position:0% get to do some of the fun stuff in the 00:06:32.010 --> 00:06:33.710 align:start position:0% get to do some of the fun stuff in the company<00:06:32.370> so<00:06:32.550> I'm<00:06:32.670> gonna<00:06:32.790> talk<00:06:33.120> a<00:06:33.300> little<00:06:33.540> bit 00:06:33.710 --> 00:06:33.720 align:start position:0% company so I'm gonna talk a little bit 00:06:33.720 --> 00:06:35.510 align:start position:0% company so I'm gonna talk a little bit about<00:06:33.750> some<00:06:34.260> of<00:06:34.350> the<00:06:34.500> the<00:06:34.830> cool<00:06:35.010> stuff<00:06:35.220> that<00:06:35.280> we 00:06:35.510 --> 00:06:35.520 align:start position:0% about some of the the cool stuff that we 00:06:35.520 --> 00:06:39.050 align:start position:0% about some of the the cool stuff that we do<00:06:36.200> and<00:06:37.200> the<00:06:37.440> the<00:06:38.220> subtitle<00:06:38.700> is<00:06:38.760> like<00:06:38.910> what 00:06:39.050 --> 00:06:39.060 align:start position:0% do and the the subtitle is like what 00:06:39.060 --> 00:06:41.120 align:start position:0% do and the the subtitle is like what happened<00:06:39.390> to<00:06:39.479> the<00:06:39.600> etherium<00:06:39.900> volume<00:06:40.140> in<00:06:40.229> 2017 00:06:41.120 --> 00:06:41.130 align:start position:0% happened to the etherium volume in 2017 00:06:41.130 --> 00:06:43.370 align:start position:0% happened to the etherium volume in 2017 so<00:06:41.370> that's<00:06:41.580> sort<00:06:42.210> of<00:06:42.270> the<00:06:42.390> story<00:06:42.600> that<00:06:42.780> I'll<00:06:43.200> be 00:06:43.370 --> 00:06:43.380 align:start position:0% so that's sort of the story that I'll be 00:06:43.380 --> 00:06:44.149 align:start position:0% so that's sort of the story that I'll be talking 00:06:44.149 --> 00:06:44.159 align:start position:0% talking 00:06:44.159 --> 00:06:46.639 align:start position:0% talking today<00:06:44.489> and<00:06:44.729> then<00:06:45.360> I<00:06:45.689> asked<00:06:45.929> my<00:06:46.020> mom<00:06:46.169> to<00:06:46.379> send<00:06:46.499> me 00:06:46.639 --> 00:06:46.649 align:start position:0% today and then I asked my mom to send me 00:06:46.649 --> 00:06:48.649 align:start position:0% today and then I asked my mom to send me a<00:06:46.679> picture<00:06:46.889> for<00:06:47.309> my<00:06:47.429> presentation<00:06:47.909> so<00:06:48.360> this<00:06:48.509> is 00:06:48.649 --> 00:06:48.659 align:start position:0% a picture for my presentation so this is 00:06:48.659 --> 00:06:50.959 align:start position:0% a picture for my presentation so this is me<00:06:48.839> in<00:06:48.869> my<00:06:48.979> early<00:06:49.979> data<00:06:50.159> science<00:06:50.580> days<00:06:50.759> I 00:06:50.959 --> 00:06:50.969 align:start position:0% me in my early data science days I 00:06:50.969 --> 00:06:51.859 align:start position:0% me in my early data science days I actually<00:06:51.089> think<00:06:51.360> I'm<00:06:51.449> playing<00:06:51.629> Counter 00:06:51.859 --> 00:06:51.869 align:start position:0% actually think I'm playing Counter 00:06:51.869 --> 00:06:55.009 align:start position:0% actually think I'm playing Counter Strike<00:06:51.899> on<00:06:52.169> this<00:06:52.669> but<00:06:53.669> just<00:06:54.479> to<00:06:54.629> let<00:06:54.659> you<00:06:54.989> know 00:06:55.009 --> 00:06:55.019 align:start position:0% Strike on this but just to let you know 00:06:55.019 --> 00:06:56.209 align:start position:0% Strike on this but just to let you know like<00:06:55.289> we<00:06:55.409> don't<00:06:55.499> take<00:06:55.709> ourselves<00:06:55.860> too 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align:start position:0% on the blockchain so this is one of the visualizations<00:07:10.679> of<00:07:11.639> addresses<00:07:12.239> interacting 00:07:12.799 --> 00:07:12.809 align:start position:0% visualizations of addresses interacting 00:07:12.809 --> 00:07:15.859 align:start position:0% visualizations of addresses interacting in<00:07:13.469> some<00:07:13.979> blocks<00:07:14.489> and<00:07:14.819> then<00:07:15.089> our<00:07:15.419> goal<00:07:15.689> is 00:07:15.859 --> 00:07:15.869 align:start position:0% in some blocks and then our goal is 00:07:15.869 --> 00:07:19.070 align:start position:0% in some blocks and then our goal is basically<00:07:16.050> to<00:07:16.409> turn<00:07:16.709> this<00:07:16.979> into<00:07:17.550> this<00:07:17.999> so<00:07:18.689> we 00:07:19.070 --> 00:07:19.080 align:start position:0% basically to turn this into this so we 00:07:19.080 --> 00:07:21.439 align:start position:0% basically to turn this into this so we have<00:07:19.259> an<00:07:19.349> idea<00:07:19.439> of<00:07:19.889> what<00:07:20.849> belongs<00:07:21.209> together 00:07:21.439 --> 00:07:21.449 align:start position:0% have an idea of what belongs together 00:07:21.449 --> 00:07:24.049 align:start position:0% have an idea of what belongs together how<00:07:21.929> do<00:07:21.990> the<00:07:22.679> different<00:07:23.039> entities<00:07:23.279> interact 00:07:24.049 --> 00:07:24.059 align:start position:0% how do the different entities interact 00:07:24.059 --> 00:07:25.939 align:start position:0% how do the different entities interact so<00:07:24.240> basically<00:07:24.629> gain<00:07:24.899> knowledge<00:07:25.139> about<00:07:25.649> who's 00:07:25.939 --> 00:07:25.949 align:start position:0% so basically gain knowledge about who's 00:07:25.949 --> 00:07:28.809 align:start position:0% so basically gain knowledge about who's interacting<00:07:26.610> with<00:07:26.969> who<00:07:27.119> on<00:07:27.360> the<00:07:27.479> blockchain 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so in this period here initially<00:07:55.949> there<00:07:56.459> was<00:07:56.579> quite<00:07:57.089> a<00:07:57.119> normal 00:07:57.350 --> 00:07:57.360 align:start position:0% initially there was quite a normal 00:07:57.360 --> 00:08:00.040 align:start position:0% initially there was quite a normal growth<00:07:57.749> and<00:07:58.050> then<00:07:58.529> from<00:07:58.829> this<00:07:58.979> period<00:07:59.309> onwards 00:08:00.040 --> 00:08:00.050 align:start position:0% growth and then from this period onwards 00:08:00.050 --> 00:08:02.359 align:start position:0% growth and then from this period onwards it's<00:08:01.050> almost<00:08:01.439> looks<00:08:01.709> like<00:08:01.769> a<00:08:01.860> piecewise 00:08:02.359 --> 00:08:02.369 align:start position:0% it's almost looks like a piecewise 00:08:02.369 --> 00:08:04.009 align:start position:0% it's almost looks like a piecewise function<00:08:02.399> to<00:08:02.969> me<00:08:03.089> so<00:08:03.269> you<00:08:03.329> have<00:08:03.509> like<00:08:03.689> sort<00:08:03.959> of 00:08:04.009 --> 00:08:04.019 align:start position:0% function to me so you have like sort of 00:08:04.019 --> 00:08:05.989 align:start position:0% function to me so you have like sort of a<00:08:04.110> normal<00:08:04.439> growth<00:08:04.619> of<00:08:04.889> volume<00:08:05.490> being<00:08:05.699> moved<00:08:05.819> on 00:08:05.989 --> 00:08:05.999 align:start position:0% a normal growth of volume being moved on 00:08:05.999 --> 00:08:07.969 align:start position:0% a normal growth of volume being moved on this<00:08:06.119> theorem<00:08:06.539> and<00:08:06.689> then<00:08:06.959> it<00:08:07.259> shifts<00:08:07.740> into 00:08:07.969 --> 00:08:07.979 align:start position:0% this theorem and then it shifts into 00:08:07.979 --> 00:08:10.269 align:start position:0% this theorem and then it shifts into basically<00:08:08.729> a<00:08:08.849> factor<00:08:09.209> of<00:08:09.329> five<00:08:09.539> growth<00:08:09.839> here 00:08:10.269 --> 00:08:10.279 align:start position:0% basically a factor of five growth here 00:08:10.279 --> 00:08:12.469 align:start position:0% basically a factor of five growth here so<00:08:11.279> that's<00:08:11.490> sort<00:08:11.610> of<00:08:11.699> interesting<00:08:12.089> to<00:08:12.209> see<00:08:12.240> is 00:08:12.469 --> 00:08:12.479 align:start position:0% so that's sort of interesting to see is 00:08:12.479 --> 00:08:14.179 align:start position:0% so that's sort of interesting to see is like<00:08:12.659> well<00:08:13.079> we<00:08:13.199> know<00:08:13.349> a<00:08:13.379> lot<00:08:13.589> of<00:08:13.619> things<00:08:13.860> happen 00:08:14.179 --> 00:08:14.189 align:start position:0% like well we know a lot of things happen 00:08:14.189 --> 00:08:16.189 align:start position:0% like well we know a lot of things happen in<00:08:14.279> 2017<00:08:14.969> a<00:08:14.999> lot<00:08:15.300> of<00:08:15.389> icos 00:08:16.189 --> 00:08:16.199 align:start position:0% in 2017 a lot of icos 00:08:16.199 --> 00:08:18.889 align:start position:0% in 2017 a lot of icos there<00:08:16.829> was<00:08:16.949> a<00:08:17.009> bull<00:08:17.219> run<00:08:17.429> on<00:08:17.579> crypto<00:08:18.029> but<00:08:18.389> it 00:08:18.889 --> 00:08:18.899 align:start position:0% there was a bull run on crypto but it 00:08:18.899 --> 00:08:20.540 align:start position:0% there was a bull run on crypto but it doesn't<00:08:19.199> really<00:08:19.289> explain<00:08:19.439> why<00:08:20.009> you<00:08:20.069> would 00:08:20.540 --> 00:08:20.550 align:start position:0% doesn't really explain why you would 00:08:20.550 --> 00:08:22.939 align:start position:0% doesn't really explain why you would move<00:08:20.789> so<00:08:20.819> much<00:08:21.329> ether<00:08:21.539> on<00:08:21.749> the<00:08:22.079> on<00:08:22.379> the<00:08:22.559> network 00:08:22.939 --> 00:08:22.949 align:start position:0% move so much ether on the on the network 00:08:22.949 --> 00:08:24.709 align:start position:0% move so much ether on the on the network so<00:08:23.669> this<00:08:23.819> is<00:08:23.939> sort<00:08:24.089> of<00:08:24.119> the<00:08:24.240> starting<00:08:24.389> point 00:08:24.709 --> 00:08:24.719 align:start position:0% so this is sort of the starting point 00:08:24.719 --> 00:08:26.059 align:start position:0% so this is sort of the starting point it's<00:08:24.809> like<00:08:24.899> we<00:08:25.050> see<00:08:25.229> something<00:08:25.589> here<00:08:25.800> or<00:08:25.829> like 00:08:26.059 --> 00:08:26.069 align:start position:0% it's like we see something here or like 00:08:26.069 --> 00:08:27.379 align:start position:0% it's like we see something here or like we<00:08:26.219> can't<00:08:26.399> really<00:08:26.519> explain<00:08:26.819> it<00:08:27.089> so<00:08:27.209> let's 00:08:27.379 --> 00:08:27.389 align:start position:0% we can't really explain it so let's 00:08:27.389 --> 00:08:31.909 align:start position:0% we can't really explain it so let's figure<00:08:27.539> out<00:08:27.659> what's<00:08:27.899> going<00:08:28.110> on<00:08:29.659> so<00:08:30.769> we<00:08:31.769> can 00:08:31.909 --> 00:08:31.919 align:start position:0% figure out what's going on so we can 00:08:31.919 --> 00:08:35.179 align:start position:0% figure out what's going on so we can basically<00:08:32.099> if<00:08:32.819> we<00:08:33.449> if<00:08:34.409> we<00:08:34.439> divide<00:08:34.949> these 00:08:35.179 --> 00:08:35.189 align:start position:0% basically if we if we divide these 00:08:35.189 --> 00:08:36.439 align:start position:0% basically if we if we divide these periods<00:08:35.490> into<00:08:35.639> two<00:08:35.880> blocks<00:08:36.180> so<00:08:36.329> we're 00:08:36.439 --> 00:08:36.449 align:start position:0% periods into two blocks so we're 00:08:36.449 --> 00:08:38.269 align:start position:0% periods into two blocks so we're basically<00:08:36.750> looking<00:08:37.079> at<00:08:37.380> the<00:08:37.439> initial<00:08:37.829> period 00:08:38.269 --> 00:08:38.279 align:start position:0% basically looking at the initial period 00:08:38.279 --> 00:08:40.639 align:start position:0% basically looking at the initial period on<00:08:38.610> the<00:08:38.729> network<00:08:39.060> and<00:08:39.329> then<00:08:39.599> this<00:08:39.810> high-growth 00:08:40.639 --> 00:08:40.649 align:start position:0% on the network and then this high-growth 00:08:40.649 --> 00:08:44.449 align:start position:0% on the network and then this high-growth period<00:08:41.159> and<00:08:42.079> one<00:08:43.079> thing<00:08:43.319> we<00:08:43.439> can<00:08:43.589> do<00:08:43.740> is<00:08:43.979> we<00:08:44.339> can 00:08:44.449 --> 00:08:44.459 align:start position:0% period and one thing we can do is we can 00:08:44.459 --> 00:08:46.160 align:start position:0% period and one thing we can do is we can look<00:08:44.639> at<00:08:44.759> the<00:08:44.910> frequency<00:08:45.509> distribution<00:08:45.660> and 00:08:46.160 --> 00:08:46.170 align:start position:0% look at the frequency distribution and 00:08:46.170 --> 00:08:48.499 align:start position:0% look at the frequency distribution and what<00:08:46.709> that<00:08:46.829> means<00:08:46.980> is<00:08:47.220> basically<00:08:47.610> we're 00:08:48.499 --> 00:08:48.509 align:start position:0% what that means is basically we're 00:08:48.509 --> 00:08:50.329 align:start position:0% what that means is basically we're taking<00:08:48.959> all<00:08:49.230> the<00:08:49.410> transfers<00:08:49.949> from<00:08:50.130> that 00:08:50.329 --> 00:08:50.339 align:start position:0% taking all the transfers from that 00:08:50.339 --> 00:08:53.420 align:start position:0% taking all the transfers from that initial<00:08:50.759> blue<00:08:51.600> period<00:08:51.899> down<00:08:52.470> here<00:08:52.920> and<00:08:53.069> saying 00:08:53.420 --> 00:08:53.430 align:start position:0% initial blue period down here and saying 00:08:53.430 --> 00:08:55.999 align:start position:0% initial blue period down here and saying okay<00:08:54.420> how<00:08:54.660> much<00:08:54.839> volume<00:08:55.110> was<00:08:55.500> sent<00:08:55.740> in<00:08:55.860> this 00:08:55.999 --> 00:08:56.009 align:start position:0% okay how much volume was sent in this 00:08:56.009 --> 00:08:57.300 align:start position:0% okay how much volume was sent in this period 00:08:57.300 --> 00:08:57.310 align:start position:0% period 00:08:57.310 --> 00:09:00.000 align:start position:0% period and<00:08:57.400> which<00:08:58.000> amount<00:08:58.540> are<00:08:58.750> accountable<00:08:59.440> for<00:08:59.800> the 00:09:00.000 --> 00:09:00.010 align:start position:0% and which amount are accountable for the 00:09:00.010 --> 00:09:02.100 align:start position:0% and which amount are accountable for the total<00:09:00.340> volume<00:09:00.700> so<00:09:01.300> this<00:09:01.420> graph<00:09:01.690> basically 00:09:02.100 --> 00:09:02.110 align:start position:0% total volume so this graph basically 00:09:02.110 --> 00:09:04.620 align:start position:0% total volume so this graph basically shows<00:09:02.320> that<00:09:02.350> more<00:09:03.310> total<00:09:03.850> volume<00:09:04.210> was<00:09:04.360> sent<00:09:04.570> on 00:09:04.620 --> 00:09:04.630 align:start position:0% shows that more total volume was sent on 00:09:04.630 --> 00:09:06.750 align:start position:0% shows that more total volume was sent on the<00:09:04.779> network<00:09:04.810> through<00:09:05.560> smaller<00:09:06.160> transfer 00:09:06.750 --> 00:09:06.760 align:start position:0% the network through smaller transfer 00:09:06.760 --> 00:09:08.880 align:start position:0% the network through smaller transfer amounts<00:09:07.120> so<00:09:07.750> that<00:09:07.779> makes<00:09:08.110> sense<00:09:08.380> if<00:09:08.650> you're 00:09:08.880 --> 00:09:08.890 align:start position:0% amounts so that makes sense if you're 00:09:08.890 --> 00:09:10.920 align:start position:0% amounts so that makes sense if you're like<00:09:09.070> a<00:09:09.250> general<00:09:09.760> economic<00:09:10.240> Network<00:09:10.810> where 00:09:10.920 --> 00:09:10.930 align:start position:0% like a general economic Network where 00:09:10.930 --> 00:09:12.420 align:start position:0% like a general economic Network where it's<00:09:11.050> like<00:09:11.170> where<00:09:11.350> most<00:09:11.800> people<00:09:12.100> don't<00:09:12.220> have 00:09:12.420 --> 00:09:12.430 align:start position:0% it's like where most people don't have 00:09:12.430 --> 00:09:13.560 align:start position:0% it's like where most people don't have so<00:09:12.550> much<00:09:12.670> money<00:09:12.730> so<00:09:13.000> they're<00:09:13.180> probably<00:09:13.270> going 00:09:13.560 --> 00:09:13.570 align:start position:0% so much money so they're probably going 00:09:13.570 --> 00:09:14.720 align:start position:0% so much money so they're probably going to<00:09:13.630> be<00:09:13.690> interacting<00:09:13.960> with<00:09:14.140> smaller<00:09:14.500> amounts 00:09:14.720 --> 00:09:14.730 align:start position:0% to be interacting with smaller amounts 00:09:14.730 --> 00:09:16.920 align:start position:0% to be interacting with smaller amounts so<00:09:15.730> there's<00:09:15.880> going<00:09:16.029> to<00:09:16.089> be<00:09:16.150> more<00:09:16.390> volume<00:09:16.750> move 00:09:16.920 --> 00:09:16.930 align:start position:0% so there's going to be more volume move 00:09:16.930 --> 00:09:19.650 align:start position:0% so there's going to be more volume move through<00:09:17.110> smaller<00:09:17.350> amounts<00:09:17.740> so<00:09:18.339> this<00:09:19.240> is<00:09:19.450> sort 00:09:19.650 --> 00:09:19.660 align:start position:0% through smaller amounts so this is sort 00:09:19.660 --> 00:09:22.110 align:start position:0% through smaller amounts so this is sort of<00:09:19.690> intuitive<00:09:20.200> at<00:09:21.190> least<00:09:21.400> to<00:09:21.550> me<00:09:21.670> when<00:09:21.850> I<00:09:21.880> look 00:09:22.110 --> 00:09:22.120 align:start position:0% of intuitive at least to me when I look 00:09:22.120 --> 00:09:23.310 align:start position:0% of intuitive at least to me when I look at<00:09:22.240> it<00:09:22.360> like<00:09:22.480> this<00:09:22.600> looks<00:09:22.839> like<00:09:22.990> normal 00:09:23.310 --> 00:09:23.320 align:start position:0% at it like this looks like normal 00:09:23.320 --> 00:09:26.040 align:start position:0% at it like this looks like normal behavior<00:09:23.680> so<00:09:24.550> what<00:09:25.060> happens<00:09:25.390> when<00:09:25.540> we<00:09:25.600> overlay 00:09:26.040 --> 00:09:26.050 align:start position:0% behavior so what happens when we overlay 00:09:26.050 --> 00:09:30.600 align:start position:0% behavior so what happens when we overlay a<00:09:26.080> period<00:09:26.560> of<00:09:26.680> that<00:09:27.120> 2017<00:09:28.120> period<00:09:29.310> so<00:09:30.310> this<00:09:30.460> is 00:09:30.600 --> 00:09:30.610 align:start position:0% a period of that 2017 period so this is 00:09:30.610 --> 00:09:32.310 align:start position:0% a period of that 2017 period so this is quite<00:09:30.730> interesting<00:09:30.820> so<00:09:31.600> this<00:09:32.080> to<00:09:32.290> me 00:09:32.310 --> 00:09:32.320 align:start position:0% quite interesting so this to me 00:09:32.320 --> 00:09:33.800 align:start position:0% quite interesting so this to me definitely<00:09:32.680> doesn't<00:09:33.040> look<00:09:33.250> like<00:09:33.460> normal 00:09:33.800 --> 00:09:33.810 align:start position:0% definitely doesn't look like normal 00:09:33.810 --> 00:09:36.680 align:start position:0% definitely doesn't look like normal economic<00:09:34.810> behavior<00:09:34.960> it<00:09:35.620> almost<00:09:35.980> looked<00:09:36.279> like 00:09:36.680 --> 00:09:36.690 align:start position:0% economic behavior it almost looked like 00:09:36.690 --> 00:09:39.380 align:start position:0% economic behavior it almost looked like artificials<00:09:37.690> that<00:09:37.870> you<00:09:37.990> have<00:09:38.170> these<00:09:38.410> almost 00:09:39.380 --> 00:09:39.390 align:start position:0% artificials that you have these almost 00:09:39.390 --> 00:09:41.670 align:start position:0% artificials that you have these almost smoothen<00:09:40.390> out<00:09:40.480> regions<00:09:41.050> and<00:09:41.260> then<00:09:41.410> they<00:09:41.529> just 00:09:41.670 --> 00:09:41.680 align:start position:0% smoothen out regions and then they just 00:09:41.680 --> 00:09:44.280 align:start position:0% smoothen out regions and then they just like<00:09:41.860> sort<00:09:42.070> of<00:09:42.190> drop<00:09:42.460> off<00:09:42.640> here<00:09:43.029> so<00:09:44.020> when<00:09:44.170> we 00:09:44.280 --> 00:09:44.290 align:start position:0% like sort of drop off here so when we 00:09:44.290 --> 00:09:47.130 align:start position:0% like sort of drop off here so when we see<00:09:44.470> this<00:09:44.680> one<00:09:45.339> thing<00:09:45.580> is<00:09:45.730> quite<00:09:46.390> noticeable 00:09:47.130 --> 00:09:47.140 align:start position:0% see this one thing is quite noticeable 00:09:47.140 --> 00:09:49.500 align:start position:0% see this one thing is quite noticeable is<00:09:47.320> that<00:09:47.470> more<00:09:47.950> volume<00:09:48.550> is<00:09:49.029> being<00:09:49.300> moved 00:09:49.500 --> 00:09:49.510 align:start position:0% is that more volume is being moved 00:09:49.510 --> 00:09:53.040 align:start position:0% is that more volume is being moved through<00:09:50.020> larger<00:09:50.470> amounts<00:09:50.980> on<00:09:51.130> the<00:09:51.220> network<00:09:52.050> so 00:09:53.040 --> 00:09:53.050 align:start position:0% through larger amounts on the network so 00:09:53.050 --> 00:09:54.960 align:start position:0% through larger amounts on the network so then<00:09:53.440> again<00:09:53.620> you<00:09:53.770> can<00:09:53.890> hypothesize<00:09:54.160> well<00:09:54.640> why 00:09:54.960 --> 00:09:54.970 align:start position:0% then again you can hypothesize well why 00:09:54.970 --> 00:09:58.590 align:start position:0% then again you can hypothesize well why are<00:09:55.390> some<00:09:56.140> people<00:09:56.710> or<00:09:56.980> entities<00:09:57.279> moving<00:09:58.240> more 00:09:58.590 --> 00:09:58.600 align:start position:0% are some people or entities moving more 00:09:58.600 --> 00:10:01.260 align:start position:0% are some people or entities moving more funds<00:09:58.900> through<00:09:59.320> larger<00:09:59.920> amounts<00:10:00.339> so<00:10:01.000> then<00:10:01.150> you 00:10:01.260 --> 00:10:01.270 align:start position:0% funds through larger amounts so then you 00:10:01.270 --> 00:10:03.360 align:start position:0% funds through larger amounts so then you can<00:10:01.450> I<00:10:01.750> mean<00:10:02.140> we're<00:10:02.410> basically<00:10:02.500> detective<00:10:03.220> so 00:10:03.360 --> 00:10:03.370 align:start position:0% can I mean we're basically detective so 00:10:03.370 --> 00:10:04.829 align:start position:0% can I mean we're basically detective so having<00:10:03.550> a<00:10:03.700> list<00:10:03.910> of<00:10:04.089> well<00:10:04.270> is<00:10:04.420> it<00:10:04.540> because 00:10:04.829 --> 00:10:04.839 align:start position:0% having a list of well is it because 00:10:04.839 --> 00:10:06.270 align:start position:0% having a list of well is it because someone<00:10:05.260> wants<00:10:05.470> to<00:10:05.530> boost<00:10:05.830> the<00:10:06.070> volume 00:10:06.270 --> 00:10:06.280 align:start position:0% someone wants to boost the volume 00:10:06.280 --> 00:10:08.910 align:start position:0% someone wants to boost the volume artificially<00:10:07.089> or<00:10:07.330> are<00:10:07.900> there<00:10:08.530> just<00:10:08.560> more 00:10:08.910 --> 00:10:08.920 align:start position:0% artificially or are there just more 00:10:08.920 --> 00:10:11.430 align:start position:0% artificially or are there just more people<00:10:09.600> transacting<00:10:10.600> in<00:10:10.660> a<00:10:10.750> normal<00:10:11.080> way<00:10:11.200> this 00:10:11.430 --> 00:10:11.440 align:start position:0% people transacting in a normal way this 00:10:11.440 --> 00:10:14.270 align:start position:0% people transacting in a normal way this definitely<00:10:11.830> doesn't<00:10:11.980> look<00:10:12.160> normal<00:10:12.310> to<00:10:12.610> me<00:10:12.839> so 00:10:14.270 --> 00:10:14.280 align:start position:0% definitely doesn't look normal to me so 00:10:14.280 --> 00:10:18.600 align:start position:0% definitely doesn't look normal to me so we<00:10:15.280> can<00:10:15.460> also<00:10:15.640> look<00:10:16.000> at<00:10:16.210> what<00:10:17.580> type<00:10:18.580> of 00:10:18.600 --> 00:10:18.610 align:start position:0% we can also look at what type of 00:10:18.610 --> 00:10:21.120 align:start position:0% we can also look at what type of addresses<00:10:19.360> were<00:10:19.570> involved<00:10:20.260> in<00:10:20.380> this<00:10:20.560> increase 00:10:21.120 --> 00:10:21.130 align:start position:0% addresses were involved in this increase 00:10:21.130 --> 00:10:24.000 align:start position:0% addresses were involved in this increase in<00:10:21.400> volume<00:10:21.820> movement<00:10:22.390> on<00:10:22.510> the<00:10:22.630> network<00:10:22.960> and<00:10:23.200> so 00:10:24.000 --> 00:10:24.010 align:start position:0% in volume movement on the network and so 00:10:24.010 --> 00:10:27.350 align:start position:0% in volume movement on the network and so this<00:10:24.700> graph<00:10:25.000> is<00:10:25.180> basically<00:10:25.660> showing<00:10:25.900> that<00:10:26.589> for 00:10:27.350 --> 00:10:27.360 align:start position:0% this graph is basically showing that for 00:10:27.360 --> 00:10:30.510 align:start position:0% this graph is basically showing that for for<00:10:28.360> this<00:10:28.450> period<00:10:28.780> like<00:10:29.050> how<00:10:29.290> much<00:10:29.620> volume<00:10:30.010> was 00:10:30.510 --> 00:10:30.520 align:start position:0% for this period like how much volume was 00:10:30.520 --> 00:10:33.270 align:start position:0% for this period like how much volume was sent<00:10:30.820> through<00:10:30.910> old<00:10:31.870> addresses<00:10:32.620> and<00:10:32.890> what<00:10:33.250> I 00:10:33.270 --> 00:10:33.280 align:start position:0% sent through old addresses and what I 00:10:33.280 --> 00:10:35.130 align:start position:0% sent through old addresses and what I mean<00:10:33.400> with<00:10:33.460> old<00:10:33.760> addresses<00:10:34.270> is<00:10:34.420> addresses 00:10:35.130 --> 00:10:35.140 align:start position:0% mean with old addresses is addresses 00:10:35.140 --> 00:10:37.140 align:start position:0% mean with old addresses is addresses that<00:10:35.290> were<00:10:35.440> seen<00:10:35.910> previously<00:10:36.910> on<00:10:37.030> the 00:10:37.140 --> 00:10:37.150 align:start position:0% that were seen previously on the 00:10:37.150 --> 00:10:40.650 align:start position:0% that were seen previously on the blockchain<00:10:38.250> with<00:10:39.250> respect<00:10:39.700> to<00:10:39.880> so<00:10:40.180> if<00:10:40.420> we're 00:10:40.650 --> 00:10:40.660 align:start position:0% blockchain with respect to so if we're 00:10:40.660 --> 00:10:42.570 align:start position:0% blockchain with respect to so if we're in<00:10:40.690> this<00:10:40.990> bar<00:10:41.410> here<00:10:41.740> for<00:10:41.890> example<00:10:42.130> then<00:10:42.370> old 00:10:42.570 --> 00:10:42.580 align:start position:0% in this bar here for example then old 00:10:42.580 --> 00:10:44.460 align:start position:0% in this bar here for example then old addresses<00:10:43.000> means<00:10:43.330> that<00:10:43.600> addresses<00:10:44.200> that<00:10:44.320> were 00:10:44.460 --> 00:10:44.470 align:start position:0% addresses means that addresses that were 00:10:44.470 --> 00:10:46.590 align:start position:0% addresses means that addresses that were seen<00:10:44.650> before<00:10:45.070> that<00:10:45.310> or<00:10:45.790> if<00:10:46.000> we're<00:10:46.150> over<00:10:46.390> here 00:10:46.590 --> 00:10:46.600 align:start position:0% seen before that or if we're over here 00:10:46.600 --> 00:10:48.990 align:start position:0% seen before that or if we're over here it<00:10:46.810> means<00:10:46.990> all<00:10:47.440> all<00:10:48.070> the<00:10:48.400> volume<00:10:48.700> that<00:10:48.880> was 00:10:48.990 --> 00:10:49.000 align:start position:0% it means all all the volume that was 00:10:49.000 --> 00:10:51.000 align:start position:0% it means all all the volume that was moved<00:10:49.300> by<00:10:49.630> addresses<00:10:50.170> that<00:10:50.320> was<00:10:50.440> seen<00:10:50.620> before 00:10:51.000 --> 00:10:51.010 align:start position:0% moved by addresses that was seen before 00:10:51.010 --> 00:10:53.280 align:start position:0% moved by addresses that was seen before this<00:10:51.190> point<00:10:51.520> so<00:10:52.270> it<00:10:52.360> basically<00:10:52.510> shows<00:10:53.020> how 00:10:53.280 --> 00:10:53.290 align:start position:0% this point so it basically shows how 00:10:53.290 --> 00:10:54.720 align:start position:0% this point so it basically shows how much<00:10:53.440> volume<00:10:53.589> is<00:10:53.770> being<00:10:53.830> moved<00:10:54.130> by<00:10:54.279> addresses 00:10:54.720 --> 00:10:54.730 align:start position:0% much volume is being moved by addresses 00:10:54.730 --> 00:10:56.010 align:start position:0% much volume is being moved by addresses that<00:10:55.060> were<00:10:55.150> seen<00:10:55.360> before<00:10:55.690> in<00:10:55.750> the<00:10:55.839> blockchain 00:10:56.010 --> 00:10:56.020 align:start position:0% that were seen before in the blockchain 00:10:56.020 --> 00:10:58.620 align:start position:0% that were seen before in the blockchain and<00:10:56.350> then<00:10:57.130> we<00:10:57.250> can<00:10:57.370> also<00:10:57.520> overlay<00:10:58.000> a<00:10:58.029> graph<00:10:58.390> of 00:10:58.620 --> 00:10:58.630 align:start position:0% and then we can also overlay a graph of 00:10:58.630 --> 00:11:00.449 align:start position:0% and then we can also overlay a graph of how<00:10:59.080> much<00:10:59.320> volume<00:10:59.650> is<00:10:59.890> being<00:11:00.160> moved<00:11:00.310> by 00:11:00.449 --> 00:11:00.459 align:start position:0% how much volume is being moved by 00:11:00.459 --> 00:11:03.540 align:start position:0% how much volume is being moved by addresses<00:11:01.209> which<00:11:01.810> was<00:11:02.020> only<00:11:02.320> or<00:11:02.800> first<00:11:03.220> seen 00:11:03.540 --> 00:11:03.550 align:start position:0% addresses which was only or first seen 00:11:03.550 --> 00:11:05.610 align:start position:0% addresses which was only or first seen in<00:11:03.760> that<00:11:04.089> block<00:11:04.390> range<00:11:04.660> so<00:11:04.839> basically<00:11:05.170> newly 00:11:05.610 --> 00:11:05.620 align:start position:0% in that block range so basically newly 00:11:05.620 --> 00:11:07.380 align:start position:0% in that block range so basically newly generated<00:11:05.770> addresses<00:11:06.550> for<00:11:06.730> any<00:11:06.880> point<00:11:07.150> on<00:11:07.300> the 00:11:07.380 --> 00:11:07.390 align:start position:0% generated addresses for any point on the 00:11:07.390 --> 00:11:08.960 align:start position:0% generated addresses for any point on the timeline 00:11:08.960 --> 00:11:08.970 align:start position:0% timeline 00:11:08.970 --> 00:11:11.030 align:start position:0% timeline so<00:11:09.720> when<00:11:09.810> we<00:11:09.870> do<00:11:09.990> that<00:11:10.140> that<00:11:10.200> also<00:11:10.650> looks<00:11:10.830> kind 00:11:11.030 --> 00:11:11.040 align:start position:0% so when we do that that also looks kind 00:11:11.040 --> 00:11:12.620 align:start position:0% so when we do that that also looks kind of<00:11:11.130> cool<00:11:11.310> because<00:11:11.520> here<00:11:11.820> we<00:11:11.940> definitely<00:11:12.510> have 00:11:12.620 --> 00:11:12.630 align:start position:0% of cool because here we definitely have 00:11:12.630 --> 00:11:14.240 align:start position:0% of cool because here we definitely have a<00:11:12.660> clear<00:11:12.930> pattern<00:11:13.170> is<00:11:13.470> that<00:11:13.500> something<00:11:14.130> is 00:11:14.240 --> 00:11:14.250 align:start position:0% a clear pattern is that something is 00:11:14.250 --> 00:11:17.060 align:start position:0% a clear pattern is that something is going<00:11:14.400> on<00:11:14.550> in<00:11:14.610> 2017<00:11:15.360> like<00:11:16.050> a<00:11:16.230> lot<00:11:16.530> of<00:11:16.680> volume<00:11:16.950> is 00:11:17.060 --> 00:11:17.070 align:start position:0% going on in 2017 like a lot of volume is 00:11:17.070 --> 00:11:18.920 align:start position:0% going on in 2017 like a lot of volume is being<00:11:17.250> moved<00:11:17.430> and<00:11:17.760> we<00:11:17.940> know<00:11:18.120> it's<00:11:18.360> to<00:11:18.540> larger 00:11:18.920 --> 00:11:18.930 align:start position:0% being moved and we know it's to larger 00:11:18.930 --> 00:11:22.160 align:start position:0% being moved and we know it's to larger amounts<00:11:19.350> and<00:11:19.530> now<00:11:19.680> we<00:11:19.740> also<00:11:19.950> know<00:11:20.220> it's<00:11:21.170> it's 00:11:22.160 --> 00:11:22.170 align:start position:0% amounts and now we also know it's it's 00:11:22.170 --> 00:11:26.180 align:start position:0% amounts and now we also know it's it's from<00:11:22.470> newly<00:11:22.680> generated<00:11:23.010> addresses<00:11:24.140> so<00:11:25.140> I<00:11:25.530> mean 00:11:26.180 --> 00:11:26.190 align:start position:0% from newly generated addresses so I mean 00:11:26.190 --> 00:11:27.740 align:start position:0% from newly generated addresses so I mean I<00:11:26.340> could<00:11:26.520> show<00:11:26.850> you<00:11:26.880> a<00:11:27.000> hundred<00:11:27.300> slides<00:11:27.480> and 00:11:27.740 --> 00:11:27.750 align:start position:0% I could show you a hundred slides and 00:11:27.750 --> 00:11:29.480 align:start position:0% I could show you a hundred slides and this<00:11:27.840> is<00:11:27.990> just<00:11:28.170> like<00:11:28.260> a<00:11:28.290> very<00:11:28.530> small<00:11:28.890> peek<00:11:29.250> of 00:11:29.480 --> 00:11:29.490 align:start position:0% this is just like a very small peek of 00:11:29.490 --> 00:11:31.190 align:start position:0% this is just like a very small peek of how<00:11:29.910> we<00:11:29.970> would<00:11:30.150> analyze<00:11:30.330> something<00:11:30.780> so<00:11:31.080> we 00:11:31.190 --> 00:11:31.200 align:start position:0% how we would analyze something so we 00:11:31.200 --> 00:11:32.540 align:start position:0% how we would analyze something so we obviously<00:11:31.500> we<00:11:31.920> have<00:11:32.040> a<00:11:32.070> lot<00:11:32.220> more<00:11:32.250> information 00:11:32.540 --> 00:11:32.550 align:start position:0% obviously we have a lot more information 00:11:32.550 --> 00:11:35.510 align:start position:0% obviously we have a lot more information to<00:11:32.880> go<00:11:33.120> in<00:11:33.300> and<00:11:33.510> say<00:11:33.780> what<00:11:34.710> is<00:11:34.890> like<00:11:35.280> what<00:11:35.430> is 00:11:35.510 --> 00:11:35.520 align:start position:0% to go in and say what is like what is 00:11:35.520 --> 00:11:36.980 align:start position:0% to go in and say what is like what is going<00:11:35.700> on<00:11:35.790> in<00:11:35.880> the<00:11:35.970> blockchain<00:11:36.180> but<00:11:36.540> when<00:11:36.870> we 00:11:36.980 --> 00:11:36.990 align:start position:0% going on in the blockchain but when we 00:11:36.990 --> 00:11:41.360 align:start position:0% going on in the blockchain but when we piece<00:11:37.260> all<00:11:37.500> of<00:11:37.530> this<00:11:37.650> together<00:11:38.330> then<00:11:40.190> we<00:11:41.190> can 00:11:41.360 --> 00:11:41.370 align:start position:0% piece all of this together then we can 00:11:41.370 --> 00:11:43.730 align:start position:0% piece all of this together then we can sort<00:11:41.610> of<00:11:41.990> we<00:11:42.990> have<00:11:43.170> an<00:11:43.260> idea<00:11:43.470> of<00:11:43.530> which 00:11:43.730 --> 00:11:43.740 align:start position:0% sort of we have an idea of which 00:11:43.740 --> 00:11:45.380 align:start position:0% sort of we have an idea of which addresses<00:11:44.250> so<00:11:44.400> we<00:11:44.430> know<00:11:44.940> they're<00:11:45.150> newly 00:11:45.380 --> 00:11:45.390 align:start position:0% addresses so we know they're newly 00:11:45.390 --> 00:11:47.000 align:start position:0% addresses so we know they're newly generated<00:11:45.540> we<00:11:45.870> know<00:11:45.990> they'd<00:11:46.140> move<00:11:46.410> a<00:11:46.650> lot<00:11:46.860> of 00:11:47.000 --> 00:11:47.010 align:start position:0% generated we know they'd move a lot of 00:11:47.010 --> 00:11:48.500 align:start position:0% generated we know they'd move a lot of funds<00:11:47.250> to<00:11:47.460> large<00:11:47.700> amounts<00:11:48.120> and<00:11:48.240> we<00:11:48.300> know<00:11:48.480> a 00:11:48.500 --> 00:11:48.510 align:start position:0% funds to large amounts and we know a 00:11:48.510 --> 00:11:50.870 align:start position:0% funds to large amounts and we know a bunch<00:11:48.870> of<00:11:49.020> other<00:11:49.200> things<00:11:49.290> also<00:11:49.860> so<00:11:50.640> we<00:11:50.850> can 00:11:50.870 --> 00:11:50.880 align:start position:0% bunch of other things also so we can 00:11:50.880 --> 00:11:52.640 align:start position:0% bunch of other things also so we can sort<00:11:51.180> of<00:11:51.210> define<00:11:51.570> which<00:11:51.900> addresses<00:11:52.470> are 00:11:52.640 --> 00:11:52.650 align:start position:0% sort of define which addresses are 00:11:52.650 --> 00:11:55.070 align:start position:0% sort of define which addresses are involved<00:11:53.160> in<00:11:53.310> this<00:11:53.490> movement<00:11:53.760> and<00:11:54.720> then<00:11:54.960> we 00:11:55.070 --> 00:11:55.080 align:start position:0% involved in this movement and then we 00:11:55.080 --> 00:11:58.310 align:start position:0% involved in this movement and then we can<00:11:55.200> cluster<00:11:55.560> them<00:11:55.710> together<00:11:55.860> and<00:11:57.170> when<00:11:58.170> we've 00:11:58.310 --> 00:11:58.320 align:start position:0% can cluster them together and when we've 00:11:58.320 --> 00:11:59.510 align:start position:0% can cluster them together and when we've done<00:11:58.350> that<00:11:58.620> we<00:11:58.770> can<00:11:58.920> sort<00:11:59.100> of<00:11:59.160> do<00:11:59.280> graph 00:11:59.510 --> 00:11:59.520 align:start position:0% done that we can sort of do graph 00:11:59.520 --> 00:12:01.400 align:start position:0% done that we can sort of do graph analysis<00:12:00.270> as<00:12:00.420> well<00:12:00.570> so<00:12:00.750> we<00:12:00.840> sort<00:12:01.020> of<00:12:01.110> look<00:12:01.260> at 00:12:01.400 --> 00:12:01.410 align:start position:0% analysis as well so we sort of look at 00:12:01.410 --> 00:12:02.630 align:start position:0% analysis as well so we sort of look at how<00:12:01.560> are<00:12:01.740> they<00:12:01.830> interacting<00:12:01.980> are<00:12:02.550> they 00:12:02.630 --> 00:12:02.640 align:start position:0% how are they interacting are they 00:12:02.640 --> 00:12:04.070 align:start position:0% how are they interacting are they interacting<00:12:02.880> in<00:12:03.240> the<00:12:03.270> same<00:12:03.480> way<00:12:03.600> because<00:12:03.870> just 00:12:04.070 --> 00:12:04.080 align:start position:0% interacting in the same way because just 00:12:04.080 --> 00:12:05.420 align:start position:0% interacting in the same way because just if<00:12:04.260> you're<00:12:04.410> a<00:12:04.440> specific<00:12:04.920> address<00:12:05.220> you<00:12:05.310> can 00:12:05.420 --> 00:12:05.430 align:start position:0% if you're a specific address you can 00:12:05.430 --> 00:12:06.560 align:start position:0% if you're a specific address you can still<00:12:05.640> be<00:12:05.760> interacting<00:12:06.270> with<00:12:06.300> other 00:12:06.560 --> 00:12:06.570 align:start position:0% still be interacting with other 00:12:06.570 --> 00:12:07.940 align:start position:0% still be interacting with other addresses<00:12:07.050> in<00:12:07.170> a<00:12:07.260> different<00:12:07.560> way<00:12:07.680> so<00:12:07.740> that 00:12:07.940 --> 00:12:07.950 align:start position:0% addresses in a different way so that 00:12:07.950 --> 00:12:08.870 align:start position:0% addresses in a different way so that doesn't<00:12:08.250> really<00:12:08.370> mean<00:12:08.640> you<00:12:08.700> should<00:12:08.850> be 00:12:08.870 --> 00:12:08.880 align:start position:0% doesn't really mean you should be 00:12:08.880 --> 00:12:11.240 align:start position:0% doesn't really mean you should be clustered<00:12:09.150> together<00:12:09.420> so<00:12:10.380> this<00:12:10.590> is<00:12:10.740> it's<00:12:11.130> a 00:12:11.240 --> 00:12:11.250 align:start position:0% clustered together so this is it's a 00:12:11.250 --> 00:12:12.620 align:start position:0% clustered together so this is it's a long<00:12:11.430> process<00:12:11.610> but<00:12:12.000> when<00:12:12.180> we're<00:12:12.330> done<00:12:12.480> we 00:12:12.620 --> 00:12:12.630 align:start position:0% long process but when we're done we 00:12:12.630 --> 00:12:13.850 align:start position:0% long process but when we're done we basically<00:12:13.080> reach<00:12:13.230> something<00:12:13.590> like<00:12:13.710> this 00:12:13.850 --> 00:12:13.860 align:start position:0% basically reach something like this 00:12:13.860 --> 00:12:16.730 align:start position:0% basically reach something like this where<00:12:14.280> this<00:12:15.210> is<00:12:15.420> a<00:12:15.450> visualization<00:12:15.870> of<00:12:16.290> 25 00:12:16.730 --> 00:12:16.740 align:start position:0% where this is a visualization of 25 00:12:16.740 --> 00:12:20.510 align:start position:0% where this is a visualization of 25 blocks<00:12:17.100> in<00:12:17.660> 2017<00:12:18.660> and<00:12:18.870> all<00:12:19.740> the<00:12:19.920> orange<00:12:20.280> dots 00:12:20.510 --> 00:12:20.520 align:start position:0% blocks in 2017 and all the orange dots 00:12:20.520 --> 00:12:22.400 align:start position:0% blocks in 2017 and all the orange dots here<00:12:20.880> are<00:12:21.060> the<00:12:21.300> addresses<00:12:21.810> that<00:12:22.260> were 00:12:22.400 --> 00:12:22.410 align:start position:0% here are the addresses that were 00:12:22.410 --> 00:12:23.900 align:start position:0% here are the addresses that were connected<00:12:23.070> together<00:12:23.310> that's<00:12:23.580> basically 00:12:23.900 --> 00:12:23.910 align:start position:0% connected together that's basically 00:12:23.910 --> 00:12:25.670 align:start position:0% connected together that's basically responsible<00:12:24.240> for<00:12:24.510> this<00:12:24.690> huge<00:12:24.960> movement<00:12:25.590> of 00:12:25.670 --> 00:12:25.680 align:start position:0% responsible for this huge movement of 00:12:25.680 --> 00:12:29.810 align:start position:0% responsible for this huge movement of funds<00:12:27.560> yeah<00:12:28.560> I<00:12:28.710> just<00:12:28.770> like<00:12:29.010> graphs<00:12:29.310> so<00:12:29.580> I<00:12:29.640> just 00:12:29.810 --> 00:12:29.820 align:start position:0% funds yeah I just like graphs so I just 00:12:29.820 --> 00:12:34.190 align:start position:0% funds yeah I just like graphs so I just wanted<00:12:30.030> to<00:12:30.120> give<00:12:30.240> you<00:12:30.330> a<00:12:30.360> close-up<00:12:31.760> so<00:12:33.200> what 00:12:34.190 --> 00:12:34.200 align:start position:0% wanted to give you a close-up so what 00:12:34.200 --> 00:12:36.920 align:start position:0% wanted to give you a close-up so what can<00:12:34.320> we<00:12:34.380> say<00:12:34.740> about<00:12:35.300> yeah<00:12:36.300> so<00:12:36.510> another<00:12:36.780> thing 00:12:36.920 --> 00:12:36.930 align:start position:0% can we say about yeah so another thing 00:12:36.930 --> 00:12:39.050 align:start position:0% can we say about yeah so another thing is<00:12:37.050> like<00:12:37.200> we<00:12:37.530> know<00:12:37.770> that<00:12:38.130> the<00:12:38.610> addresses 00:12:39.050 --> 00:12:39.060 align:start position:0% is like we know that the addresses 00:12:39.060 --> 00:12:40.700 align:start position:0% is like we know that the addresses responsible<00:12:39.570> this<00:12:39.690> belong<00:12:39.990> together<00:12:40.170> so<00:12:40.560> it's 00:12:40.700 --> 00:12:40.710 align:start position:0% responsible this belong together so it's 00:12:40.710 --> 00:12:43.340 align:start position:0% responsible this belong together so it's one<00:12:40.860> entity<00:12:41.240> so<00:12:42.240> what<00:12:42.450> can<00:12:42.570> we<00:12:42.630> say<00:12:42.930> about<00:12:43.080> this 00:12:43.340 --> 00:12:43.350 align:start position:0% one entity so what can we say about this 00:12:43.350 --> 00:12:45.080 align:start position:0% one entity so what can we say about this entity<00:12:43.680> when<00:12:43.980> we<00:12:44.100> know<00:12:44.310> an<00:12:44.610> entity<00:12:45.000> is 00:12:45.080 --> 00:12:45.090 align:start position:0% entity when we know an entity is 00:12:45.090 --> 00:12:47.270 align:start position:0% entity when we know an entity is responsible<00:12:45.270> for<00:12:45.810> moving<00:12:46.170> so<00:12:46.620> much<00:12:46.680> east<00:12:47.100> in 00:12:47.270 --> 00:12:47.280 align:start position:0% responsible for moving so much east in 00:12:47.280 --> 00:12:51.680 align:start position:0% responsible for moving so much east in 2017<00:12:48.200> well<00:12:49.200> we<00:12:49.620> can<00:12:49.770> go<00:12:49.920> in<00:12:50.100> and<00:12:50.310> say<00:12:50.580> okay<00:12:50.880> we 00:12:51.680 --> 00:12:51.690 align:start position:0% 2017 well we can go in and say okay we 00:12:51.690 --> 00:12:53.090 align:start position:0% 2017 well we can go in and say okay we know<00:12:51.839> all<00:12:52.050> these<00:12:52.260> addresses<00:12:52.440> belong<00:12:52.920> together 00:12:53.090 --> 00:12:53.100 align:start position:0% know all these addresses belong together 00:12:53.100 --> 00:12:55.430 align:start position:0% know all these addresses belong together let's<00:12:53.970> look<00:12:54.180> at<00:12:54.300> how<00:12:54.450> much<00:12:54.630> volume<00:12:54.690> they<00:12:55.200> send 00:12:55.430 --> 00:12:55.440 align:start position:0% let's look at how much volume they send 00:12:55.440 --> 00:12:58.490 align:start position:0% let's look at how much volume they send to<00:12:55.560> each<00:12:55.650> other<00:12:55.890> and<00:12:56.390> here<00:12:57.390> it's<00:12:57.600> denominated 00:12:58.490 --> 00:12:58.500 align:start position:0% to each other and here it's denominated 00:12:58.500 --> 00:13:00.110 align:start position:0% to each other and here it's denominated as<00:12:58.620> percentage<00:12:59.220> of<00:12:59.400> the<00:12:59.520> total<00:12:59.910> network 00:13:00.110 --> 00:13:00.120 align:start position:0% as percentage of the total network 00:13:00.120 --> 00:13:04.400 align:start position:0% as percentage of the total network volume<00:13:00.770> so<00:13:01.770> in<00:13:01.890> these<00:13:02.040> block<00:13:02.370> numbers<00:13:03.410> around 00:13:04.400 --> 00:13:04.410 align:start position:0% volume so in these block numbers around 00:13:04.410 --> 00:13:07.520 align:start position:0% volume so in these block numbers around 60<00:13:05.220> to<00:13:05.339> 70<00:13:05.700> percent<00:13:05.850> on<00:13:06.210> average<00:13:06.660> was<00:13:07.200> sent 00:13:07.520 --> 00:13:07.530 align:start position:0% 60 to 70 percent on average was sent 00:13:07.530 --> 00:13:10.340 align:start position:0% 60 to 70 percent on average was sent inside<00:13:08.130> of<00:13:08.430> this<00:13:08.670> entity<00:13:09.150> and<00:13:09.390> then<00:13:10.200> the 00:13:10.340 --> 00:13:10.350 align:start position:0% inside of this entity and then the 00:13:10.350 --> 00:13:12.110 align:start position:0% inside of this entity and then the orange<00:13:10.680> is<00:13:10.860> basically<00:13:11.280> the<00:13:11.580> funds<00:13:11.790> that<00:13:11.970> is 00:13:12.110 --> 00:13:12.120 align:start position:0% orange is basically the funds that is 00:13:12.120 --> 00:13:14.840 align:start position:0% orange is basically the funds that is going<00:13:12.330> outside<00:13:12.780> of<00:13:12.900> this<00:13:12.990> entity<00:13:13.339> so<00:13:14.339> this<00:13:14.640> is 00:13:14.840 --> 00:13:14.850 align:start position:0% going outside of this entity so this is 00:13:14.850 --> 00:13:17.510 align:start position:0% going outside of this entity so this is yeah<00:13:15.750> around<00:13:16.170> 2<00:13:16.620> to<00:13:16.770> 3<00:13:16.950> percent<00:13:17.130> that's 00:13:17.510 --> 00:13:17.520 align:start position:0% yeah around 2 to 3 percent that's 00:13:17.520 --> 00:13:19.400 align:start position:0% yeah around 2 to 3 percent that's leaking<00:13:17.760> over<00:13:18.300> time<00:13:18.750> so<00:13:18.900> there's<00:13:19.080> a<00:13:19.140> huge 00:13:19.400 --> 00:13:19.410 align:start position:0% leaking over time so there's a huge 00:13:19.410 --> 00:13:21.470 align:start position:0% leaking over time so there's a huge difference<00:13:19.800> between<00:13:20.070> how<00:13:20.610> much<00:13:20.880> volume<00:13:21.210> is 00:13:21.470 --> 00:13:21.480 align:start position:0% difference between how much volume is 00:13:21.480 --> 00:13:22.280 align:start position:0% difference between how much volume is being<00:13:21.720> moved 00:13:22.280 --> 00:13:22.290 align:start position:0% being moved 00:13:22.290 --> 00:13:23.810 align:start position:0% being moved and<00:13:22.380> how<00:13:22.769> much<00:13:22.949> volume<00:13:23.190> is<00:13:23.310> being<00:13:23.370> sent 00:13:23.810 --> 00:13:23.820 align:start position:0% and how much volume is being sent 00:13:23.820 --> 00:13:29.060 align:start position:0% and how much volume is being sent outside<00:13:24.420> of<00:13:24.540> the<00:13:24.630> entity<00:13:25.019> so<00:13:26.600> yeah<00:13:27.600> that's<00:13:28.070> and 00:13:29.060 --> 00:13:29.070 align:start position:0% outside of the entity so yeah that's and 00:13:29.070 --> 00:13:30.410 align:start position:0% outside of the entity so yeah that's and I<00:13:29.370> would<00:13:29.459> love<00:13:29.579> to<00:13:29.699> go<00:13:29.790> into<00:13:29.970> detail<00:13:30.269> more 00:13:30.410 --> 00:13:30.420 align:start position:0% I would love to go into detail more 00:13:30.420 --> 00:13:32.240 align:start position:0% I would love to go into detail more about<00:13:30.600> like<00:13:30.750> how<00:13:30.899> the<00:13:30.959> entity<00:13:31.410> looks<00:13:31.680> and<00:13:32.009> like 00:13:32.240 --> 00:13:32.250 align:start position:0% about like how the entity looks and like 00:13:32.250 --> 00:13:33.590 align:start position:0% about like how the entity looks and like this<00:13:32.430> is<00:13:32.610> a<00:13:32.639> project<00:13:32.910> that<00:13:33.120> took<00:13:33.360> several 00:13:33.590 --> 00:13:33.600 align:start position:0% this is a project that took several 00:13:33.600 --> 00:13:35.269 align:start position:0% this is a project that took several months<00:13:33.870> so<00:13:34.079> this<00:13:34.199> is<00:13:34.380> just<00:13:34.500> sort<00:13:34.680> of<00:13:34.769> the<00:13:34.920> the 00:13:35.269 --> 00:13:35.279 align:start position:0% months so this is just sort of the the 00:13:35.279 --> 00:13:37.310 align:start position:0% months so this is just sort of the the high<00:13:35.430> level<00:13:35.790> details<00:13:35.970> but<00:13:36.540> it's<00:13:37.050> really 00:13:37.310 --> 00:13:37.320 align:start position:0% high level details but it's really 00:13:37.320 --> 00:13:38.329 align:start position:0% high level details but it's really interesting<00:13:37.500> when<00:13:37.769> you<00:13:37.860> find<00:13:38.070> something 00:13:38.329 --> 00:13:38.339 align:start position:0% interesting when you find something 00:13:38.339 --> 00:13:40.610 align:start position:0% interesting when you find something that's<00:13:38.610> responsible<00:13:39.240> for<00:13:39.360> like<00:13:40.259> for<00:13:40.440> some<00:13:40.589> of 00:13:40.610 --> 00:13:40.620 align:start position:0% that's responsible for like for some of 00:13:40.620 --> 00:13:43.100 align:start position:0% that's responsible for like for some of the<00:13:40.769> periods<00:13:41.130> it's<00:13:41.279> over<00:13:41.519> 90%<00:13:41.940> so<00:13:42.389> over<00:13:42.600> 90%<00:13:43.079> of 00:13:43.100 --> 00:13:43.110 align:start position:0% the periods it's over 90% so over 90% of 00:13:43.110 --> 00:13:44.720 align:start position:0% the periods it's over 90% so over 90% of the<00:13:43.230> volume<00:13:43.529> is<00:13:43.620> actually<00:13:43.949> coming<00:13:44.339> from<00:13:44.430> one 00:13:44.720 --> 00:13:44.730 align:start position:0% the volume is actually coming from one 00:13:44.730 --> 00:13:51.800 align:start position:0% the volume is actually coming from one entity<00:13:44.910> in<00:13:45.389> 2017<00:13:46.139> on<00:13:46.259> the<00:13:46.350> network<00:13:49.370> yeah<00:13:50.810> back 00:13:51.800 --> 00:13:51.810 align:start position:0% entity in 2017 on the network yeah back 00:13:51.810 --> 00:14:00.590 align:start position:0% entity in 2017 on the network yeah back to<00:13:51.839> Syria<00:13:57.290> all<00:13:58.290> right<00:13:58.519> well<00:13:59.519> we're<00:13:59.730> a<00:14:00.269> very 00:14:00.590 --> 00:14:00.600 align:start position:0% to Syria all right well we're a very 00:14:00.600 --> 00:14:02.629 align:start position:0% to Syria all right well we're a very growing<00:14:01.319> company<00:14:01.709> and<00:14:01.889> we're<00:14:02.310> expanding 00:14:02.629 --> 00:14:02.639 align:start position:0% growing company and we're expanding 00:14:02.639 --> 00:14:05.900 align:start position:0% growing company and we're expanding quite<00:14:03.180> fast<00:14:03.449> so<00:14:03.750> in<00:14:04.649> my<00:14:04.860> team<00:14:05.100> specifically<00:14:05.610> if 00:14:05.900 --> 00:14:05.910 align:start position:0% quite fast so in my team specifically if 00:14:05.910 --> 00:14:07.189 align:start position:0% quite fast so in my team specifically if you<00:14:06.029> want<00:14:06.209> to<00:14:06.269> work<00:14:06.389> with<00:14:06.420> Mikkel<00:14:06.930> and<00:14:07.079> myself 00:14:07.189 --> 00:14:07.199 align:start position:0% you want to work with Mikkel and myself 00:14:07.199 --> 00:14:09.379 align:start position:0% you want to work with Mikkel and myself we're<00:14:07.920> looking<00:14:08.220> for<00:14:08.370> data<00:14:08.550> scientists<00:14:09.209> and<00:14:09.300> a 00:14:09.379 --> 00:14:09.389 align:start position:0% we're looking for data scientists and a 00:14:09.389 --> 00:14:11.480 align:start position:0% we're looking for data scientists and a product<00:14:09.779> manager<00:14:09.990> so<00:14:10.889> if<00:14:11.040> either<00:14:11.250> these 00:14:11.480 --> 00:14:11.490 align:start position:0% product manager so if either these 00:14:11.490 --> 00:14:13.009 align:start position:0% product manager so if either these interest<00:14:11.819> you<00:14:11.910> definitely<00:14:12.420> reach<00:14:12.600> out<00:14:12.779> to<00:14:12.930> us 00:14:13.009 --> 00:14:13.019 align:start position:0% interest you definitely reach out to us 00:14:13.019 --> 00:14:16.579 align:start position:0% interest you definitely reach out to us and<00:14:13.199> come<00:14:13.410> chat<00:14:14.100> to<00:14:14.250> us<00:14:14.779> in<00:14:15.779> addition<00:14:16.050> the 00:14:16.579 --> 00:14:16.589 align:start position:0% and come chat to us in addition the 00:14:16.589 --> 00:14:19.819 align:start position:0% and come chat to us in addition the company<00:14:16.949> overall<00:14:17.220> is<00:14:17.810> hiring<00:14:18.810> across<00:14:19.500> many 00:14:19.819 --> 00:14:19.829 align:start position:0% company overall is hiring across many 00:14:19.829 --> 00:14:22.610 align:start position:0% company overall is hiring across many fields<00:14:20.269> and<00:14:21.269> also<00:14:21.630> we<00:14:21.750> have<00:14:21.899> major<00:14:22.079> offices 00:14:22.610 --> 00:14:22.620 align:start position:0% fields and also we have major offices 00:14:22.620 --> 00:14:24.769 align:start position:0% fields and also we have major offices based<00:14:22.800> around<00:14:23.069> the<00:14:23.250> world<00:14:23.430> and<00:14:23.910> New<00:14:24.300> York<00:14:24.480> DC 00:14:24.769 --> 00:14:24.779 align:start position:0% based around the world and New York DC 00:14:24.779 --> 00:14:27.980 align:start position:0% based around the world and New York DC Copenhagen<00:14:25.740> London<00:14:26.250> we<00:14:27.060> have<00:14:27.269> quite<00:14:27.839> a<00:14:27.870> few 00:14:27.980 --> 00:14:27.990 align:start position:0% Copenhagen London we have quite a few 00:14:27.990 --> 00:14:30.710 align:start position:0% Copenhagen London we have quite a few satellite<00:14:28.920> offices<00:14:29.459> that<00:14:30.000> are<00:14:30.120> smaller<00:14:30.420> I 00:14:30.710 --> 00:14:30.720 align:start position:0% satellite offices that are smaller I 00:14:30.720 --> 00:14:33.550 align:start position:0% satellite offices that are smaller I think<00:14:31.050> coming<00:14:31.560> up<00:14:31.740> around<00:14:32.339> the<00:14:32.639> world<00:14:32.790> so 00:14:33.550 --> 00:14:33.560 align:start position:0% think coming up around the world so 00:14:33.560 --> 00:14:35.809 align:start position:0% think coming up around the world so wherever<00:14:34.560> you're<00:14:34.829> located<00:14:34.980> is<00:14:35.430> probably 00:14:35.809 --> 00:14:35.819 align:start position:0% wherever you're located is probably 00:14:35.819 --> 00:14:38.809 align:start position:0% wherever you're located is probably likely<00:14:36.060> you<00:14:36.600> can<00:14:36.750> work<00:14:36.870> for<00:14:37.050> us<00:14:37.139> there<00:14:37.819> we're 00:14:38.809 --> 00:14:38.819 align:start position:0% likely you can work for us there we're 00:14:38.819 --> 00:14:40.400 align:start position:0% likely you can work for us there we're also<00:14:38.940> very<00:14:39.060> remote<00:14:39.449> friendly<00:14:39.839> so<00:14:40.019> even<00:14:40.230> if<00:14:40.319> you 00:14:40.400 --> 00:14:40.410 align:start position:0% also very remote friendly so even if you 00:14:40.410 --> 00:14:41.750 align:start position:0% also very remote friendly so even if you don't<00:14:40.589> want<00:14:40.740> to<00:14:40.800> be<00:14:40.860> based<00:14:41.040> in<00:14:41.100> an<00:14:41.220> office<00:14:41.550> and 00:14:41.750 --> 00:14:41.760 align:start position:0% don't want to be based in an office and 00:14:41.760 --> 00:14:44.809 align:start position:0% don't want to be based in an office and your<00:14:41.910> remote<00:14:42.180> anywhere<00:14:43.110> we<00:14:44.010> also<00:14:44.160> are<00:14:44.730> very 00:14:44.809 --> 00:14:44.819 align:start position:0% your remote anywhere we also are very 00:14:44.819 --> 00:14:46.819 align:start position:0% your remote anywhere we also are very remote<00:14:45.240> friendly<00:14:45.600> my<00:14:46.440> team<00:14:46.620> in<00:14:46.740> particular 00:14:46.819 --> 00:14:46.829 align:start position:0% remote friendly my team in particular 00:14:46.829 --> 00:14:49.040 align:start position:0% remote friendly my team in particular half<00:14:47.399> of<00:14:47.519> us<00:14:47.730> are<00:14:47.910> spread<00:14:48.480> around<00:14:48.569> Europe<00:14:48.930> and 00:14:49.040 --> 00:14:49.050 align:start position:0% half of us are spread around Europe and 00:14:49.050 --> 00:14:51.699 align:start position:0% half of us are spread around Europe and then<00:14:49.319> some<00:14:49.529> of<00:14:49.620> us<00:14:49.709> are<00:14:49.829> in<00:14:49.949> New<00:14:50.069> York<00:14:50.660> and 00:14:51.699 --> 00:14:51.709 align:start position:0% then some of us are in New York and 00:14:51.709 --> 00:14:53.780 align:start position:0% then some of us are in New York and additionally<00:14:52.709> no<00:14:52.889> crypto<00:14:53.310> experience<00:14:53.699> is 00:14:53.780 --> 00:14:53.790 align:start position:0% additionally no crypto experience is 00:14:53.790 --> 00:14:56.030 align:start position:0% additionally no crypto experience is necessary<00:14:53.940> so<00:14:54.810> if<00:14:55.199> you<00:14:55.380> want<00:14:55.560> to<00:14:55.649> learn<00:14:55.860> about 00:14:56.030 --> 00:14:56.040 align:start position:0% necessary so if you want to learn about 00:14:56.040 --> 00:14:58.340 align:start position:0% necessary so if you want to learn about the<00:14:56.220> industry<00:14:56.339> if<00:14:56.610> you<00:14:56.670> want<00:14:56.819> to<00:14:56.880> get<00:14:57.350> insights 00:14:58.340 --> 00:14:58.350 align:start position:0% the industry if you want to get insights 00:14:58.350 --> 00:15:00.590 align:start position:0% the industry if you want to get insights we<00:14:59.130> would<00:14:59.370> love<00:14:59.490> to<00:14:59.550> train<00:14:59.910> you<00:15:00.029> and<00:15:00.060> get<00:15:00.480> you 00:15:00.590 --> 00:15:00.600 align:start position:0% we would love to train you and get you 00:15:00.600 --> 00:15:02.329 align:start position:0% we would love to train you and get you up<00:15:00.660> to<00:15:00.810> speed<00:15:00.930> on<00:15:01.050> that<00:15:01.290> and<00:15:01.500> you'll<00:15:01.860> get<00:15:02.040> it<00:15:02.190> on 00:15:02.329 --> 00:15:02.339 align:start position:0% up to speed on that and you'll get it on 00:15:02.339 --> 00:15:04.490 align:start position:0% up to speed on that and you'll get it on the<00:15:02.519> job<00:15:02.730> and<00:15:03.600> it's<00:15:03.720> not<00:15:03.870> necessary<00:15:04.350> as<00:15:04.470> a 00:15:04.490 --> 00:15:04.500 align:start position:0% the job and it's not necessary as a 00:15:04.500 --> 00:15:07.790 align:start position:0% the job and it's not necessary as a prerequisite<00:15:05.899> so<00:15:06.899> yeah<00:15:07.139> if<00:15:07.319> you<00:15:07.439> found<00:15:07.620> this 00:15:07.790 --> 00:15:07.800 align:start position:0% prerequisite so yeah if you found this 00:15:07.800 --> 00:15:10.069 align:start position:0% prerequisite so yeah if you found this talk<00:15:07.980> interesting<00:15:08.550> please<00:15:09.420> come<00:15:09.630> speak<00:15:09.899> to<00:15:09.990> us 00:15:10.069 --> 00:15:10.079 align:start position:0% talk interesting please come speak to us 00:15:10.079 --> 00:15:13.309 align:start position:0% talk interesting please come speak to us in<00:15:10.170> the<00:15:10.230> sponsors<00:15:10.620> gallery<00:15:11.569> and<00:15:12.569> yeah<00:15:12.930> come 00:15:13.309 --> 00:15:13.319 align:start position:0% in the sponsors gallery and yeah come 00:15:13.319 --> 00:15:17.070 align:start position:0% in the sponsors gallery and yeah come say<00:15:13.560> hi 00:15:17.070 --> 00:15:17.080 align:start position:0% 00:15:17.080 --> 00:15:27.000 align:start position:0% you 00:15:27.000 --> 00:15:27.010 align:start position:0% 00:15:27.010 --> 00:15:29.070 align:start position:0% you