Impact of the Russo Ukraine war on ping response times

Introduction

This page provides information on ping response times measured every 30 minutes from the SLAC National Lab (40 miles south of San Francisco in California, US) to over 25 sites in Ukraine around the time of the Russo Ukraine war starting in February 2022. See https://www.usnews.com/news/best-countries/slideshows/a-timeline-of-the-russia-ukraine-conflict for events leading up to the crisis in 2022, and see https://en.wikipedia.org/wiki/Timeline_of_the_2022_Russian_invasion_of_Ukraine for progress of the 2022 war.

On 24 February 2022, the Russian President Vladimir Putin ordered an invasion of Ukraine by Russian Armed Forces previously concentrated along the border. At that time the PingER project was only monitoring 2 sites in Ukraine: mail.kipt.kharkov.ua and ns.kiev.ua. Since then we have added over 20 more sites.

In addition one of the original two monitored sites (mail.kipt.kharkov.us) was a PingER Beacon site that was monitored from 10 PingER sites around the world, in particular, the closest PingER monitoring site from Ukraine was DESY in Hamburg Germany.

Summary April 9, 6pm California time

There are some notable changes in some of the Round Trip Times (RTT) for the:

The Odessa I. I. Michnikov National University a step up starting Feb 27, starting around 14:00 GMT, and then a larger step down on Feb 28 around 20:00 GMT.
Then again on Mar 2, 2022 there is a marked increase in RTT between 16:00 and 20:30.
The Western Ukrainian National University, which is farthest from the invading forces, saw a step up starting around 9:00am GMT Feb 25, 2020, then steps down on Feb 28 around noon and 20:00 GMT. Then on Mar 2 16:30-20:00 there is a burst of increased RTTs.
There are a couple of bursts of increased RTTs seen from SLAC to Kyiv Academic University on Feb 28, 2022 11:00-12:00 and again on Mar 2, 17:00 - 18:30GMT.
There is a step increase in RTTs seen from DESY, Hamburg Germany to the Kharkov Institute of Physics and Technology starting 18:00 March 2, 2022 GMT.
The Simon Kuznets Kharkiv National University of Economic, Kharkiv saw a step increase in RTT of about 8ms around 10:0am Mar 3, 2022 GMT
The Vinnytsia National Technical University saw an RTT step upward of about 3 ms around 16:30 Mar 3, 2022 GMT.
We have been monitoring the Kharkiv Institute of Physics and Technology since 2004. It was no longer pingable from SLAC by name mail.kipt.kharkov.ua or address 193.239.180.1 after 13:15 Mar 3, 2022 GMT (5:15 am Mar 3, 2022) and returned around 7:30am Mar 4 GMT. Also the web page https://mail.kipt.kharkov.ua/ no longer responded during this period.
Also the RTT from SLAC to this host noticed a step increase of almost 5msec around 2100 hours GMT followed by another step increase.
No response was seen from pings starting around 19:00 3/10/2022 GMT. Also the name mail.kipt.kharkov.ua did not resolve to an address. Then it responded by address (but the name did not resolve) again around 15:30 3/16/2022 GMT, also, the web site did not respond. By 1:02pm 3/17/2022 (California time) the web page was again responding and the name service was working for mail.kipt.kharkov.ua giving the same address (193.239.180.1) as before the outage. Then following Mar 23 22:00 GMT it again stopped responding and started responding again around 15:00 Mar 25, 2022 GMT.
The effects are more marked in the ping measurements from DESY, Hamburg, Germany since it is much closer than SLAC to the Ukraine. Comparing the minimum RTT of (~44ms )prior to Mar 1st with that (~33ms) after 18:00 on Mar 19, there is a 11ms change.
This is confirmed looking at the RTTs between SLAC and mail.kipt.kharkov.ua and comparing the minimum RTTs prior to Mar 1st (~190ms) with those after Mar 16 (~180ms) indicating a drop of ~10ms.
The National University of Shipbuilding, Mykolaiv (www.nuos-international.com.ua) saw no responses after 21:07 Mar 5 and before 02:37 Mar 6 when it started to respond again. It again no longer responded to pings after the early morning of Mar 21, 2022 (GMT).
The Chernihiv National University of Technology site www.chnpu.edu.ua saw a step increase of 20ms plus some instability and losses after Mar 8 07:07 and until just before Mar 8 16:37. The host was no longer pingable from GMT 14:30 Mar 11, 2022 onwards. Also, the website no longer responded. It again started responding from GMT 09:30 Mar 16, 2022 onwards until the early morning of Mar 21, 2022 (GMT) when it stopped responding to pings.
The Lviv State University of Physical Culture, also saw a similar step increase of 20ms plus some instability and losses after Mar 8 07:07 and until just before Mar 8 16:37.
The https://www.hostmaster.ua web site originally in Kyiv moved to California as www.hostmaster.ua.cdn.cloudflare.net (104.18.24.87) sometime after Mar 9 and before Mar 15. The host hostmaster.ua (193.29.222.26) remained in Kyiv. Also according to https://hostmaster.ua/news/?pr20220226 'As of 2/.26/2022 the .UA domain registry company "Hostmeister" has transferred to European countries servers that ensure the operability of the .UA domain. Previously, the servers were located in Kiev.'
PingER has been monitoring ns.kiev.ua since the year 2000. Up until March 4th, 2022 the daily inter-packet-delay-variation or jitter (see https://www.slac.stanford.edu/comp/net/wan-mon/tutorial.html) of the ping RTT was consistently below 0.7ms. Since then it has climbed to over 7ms.
The following hosts have not responded to pings for extended times:
- Chernihiv National University of Technology (www.chnpu.edu.ua) stopped responding early morning of Mar 21, 2022, then starting Apr 16, 06:37 GMT we were able to get a response albeit at a new IP address (193.151.106.66=>46.149.36.68).
- Kharkov Institute of Physics and Technology (mail.kipt.kharkov.ua (193.239.180.1)) stopped responding Mar 10, 19:00 GMT; restarted Mar 16 15:30 GMT; stopped responding Mar 23, 22:00, 2022 GMT; restarted Mar 25 15:00, 2022 GMT; stopped responding Mar 28 10:14 GMT. In fact no hosts in the range 193.239.180.0/24 responded Apr 22, 17:00,2022 PST. Then it restarted responding Apr 29 12:30, 2022 GMT only to stop again Apr 30 19:00, 2022 GMT and restart again May 5 12:00, 2022 GMT.
- The National University of Shipbuilding, Mykolaiv (www.nuos-international.com.ua) saw no responses after Mar 5 21:07, 2022 GMT and before Mar 6 02:37, 2022 GMT when it started to respond again. It again no longer responded to pings Mar 22 00:07, 2022 GMT but restarted responding Mar 22 00:36, 2022 GMT.
- The Institute of Mathematics of NAS of Ukraine, Kiev (www.imath.kiev.ua) did not respond from Mar 22, 16:00 GMT until Mar 23, 14:00 GMT.
- The Ukraine Hostmaster (www.hostmaster.ua) for the Top Level Domain UA did not respond between Mar 11 22:30 GMT and Mar 12 06:00 GMT.

I also note that all the web servers (except ns.kiev.ua, www.kipt.kharkov.ua (the web site for mail.kipt.kharkov.ua), and www.hostmaster.ua (moved to California sometime after Mar 9 and before Mar 15)) that PingER is monitoring and are responding, are still serving web pages.

State of war Wikipedia

Animated map from Wikipedia. Click on map for animation	Current state from Wikipedia. Click on map for latest

Plots of PingER round trip times

Coordinates of Ukrainian ping targets

Updated 1/4/2023 to add: Kryvyi Rih National University, the National Transport Museum in Kiev, and the Kyiv National University, and on 1/5/2023 Mykhailo Ostrogradsky National University of Kremenchuk, Institute of Policy and Strategy Analysis in Kiev, and Lviv University of Trade and Economics.

Street address	Site	Oblast/Region	Latitude	Longitude	URL
Hetman Polubotko Street, Chernihiv 14013	Chernihiv National University of Technology	CHERNIHIV	51.5051	31.33316	www.chnpu.edu.ua
Dnipropetrovsk Oblast	Kryvyi Rih National University	DNIPRO	47.9050367	33.3990625	www.knu.edu.ua
Volodymira Vernandskogo street 9, Dnipro,	Dnipro State Medical University	DNIPRO	48.4611	35.05442	www.dpsmu.com
Illicha Ave, 16, Donetsk, Ukraine, 83000	Donetsk National Medical University	DONETSK	48.0026	37.8202	www.dnmu.com.ua
Myru Square, 2, Kramatorsk, Donetsk Oblast	Kramatorsk City Council	DONETSK	48.7377495	37.5840575	www.krm.gov.ua
129a , Budivelnykiv Ave., Mariupol, 87500	Mariupol State University	DONETSK	47.1021	37.52356	en.mdu.in.ua
3 Yunykh Kommunarov street, Slavyansk, Donetsk	Slavic Local History Museum	DONETSK	48.8555196	37.5935091	www.museum.slavyansk.online
66 Nezalezhnosti avenue, Izyum, Kharkiv	IZYUM INSTRUMENT-MAKING PLANT	KHARKIV	49.1911728	37.2460882	www.rada.com.ua
Kharkov	National Research Center Kharkiv Institute of Physics and Technology	KHARKIV	50.0867	36.2522	mail.kipt.kharkov.ua
str. Kirpychova, 2 Kharkiv, 61002 Ukraine	National Technical University Kharkiv Polytechnic Institute	KHARKIV	49.9990324	36.24618	www.kpi.kharkov.ua
prosp. Nauky, 9A, 61001, Kharkiv,	Simon Kuznets Kharkiv National University of Economics	KHARKIV	50.0139	36.22216	www.hneu.edu.ua
Rosa Luxemburg Street, 23 Kherson 73000 Kherson Oblast	Kherson State Agricultural University	KHERSON	46.6425	32.5821	www.ksau.kherson.ua
Berislavske Highway, 24 Kherson 73008 Kherson Oblast	Kherson National Technical University	KHERSON	46.66879	32.6354	www.kntu.net.ua
Kiev, street Trinitarian, 8 m. Kyiv 01601	Saint Michael's Monastery	KIEV	50.4558	30.2429	www.archangel.kiev.ua
Kiev, UKREXIMBANK JSC, Kyiv	Voice of Ukraine	KIEV	50.4423	30.51976	www.golos.com.ua
Omelyanovicha-Pavlenka, street 1, Kyiv, Ukraine 01010	National Transport Museum	KIEV	50.440001	30.549974	www.ntu.edu.ua
Kiev, A / S 23, Kyiv, Ukraine 04053	Hostmaster	KIEV	50.4557	30.49	hostmaster.ua
Kiev, 3 Tereschenkivska st, Kiev-4, 01024	Institute of Mathematics, National Academy of Sciences of Ukraine	KIEV	50.4443	30.5142	www.imath.kiev.ua
Kiev, 15/3 O.Gonchara street, Kyiv	Ukranian Internet Exchange	KIEV	50.4359	30.4981	ix.net.ua
Kiev	Kyiv Navigator	KIEV	50.5	30.467	ns.kiev.ua
Kiev, Vernadskoho 36, Kyiv 03142,	Kyiv Academic University	KIEV	50.4667016	30.3630161	www.kau.org.ua
Lva Tolstoho Street, Kyiv	Kyiv National University	KIEV	50.4420902	30.5082083	www.univ.kiev.ua
3 Koval St., the City of Poltava, Luhansk	Luhansk Taras Shevchenko National University	LUHANSK	49.28157	38.90258	www.luguniv.edu.ua
11, Kostiushka Str., Lviv, Ukraine, 79000	Lviv State University of Physical Culture	LVIV	49.84115	24.0205	www.ldufk.edu.ua
MYKOLAIV, GEROIV UKRAINY AVE., 9, ZIP 54050	NATIONAL UNIVERSITY OF SHIPBUILDING	MYKOLAIV	46.9871	31.9836	www.nuos-international.com.ua
Didrikhsona str, Odessa	Odessa State Academy of Civil Engineering and Archittecture	ODESSA	46.4841526	30.71383	www.odaba.edu.ua
SofIIvska Street, Odessa	Odessa National Economic University	ODESSA	46.4843401	30.71195	www.oneu.edu.ua
Dvoryanskaya str., 2,Odessa Oblast, 65082	Odessa I. I. Michnikov National University	ODESSA	46.4875	30.729	www.onu.edu.ua
20 Pershotravneva Strasse, Kremenchuk, 39600 Ukraine	Mykhailo Ostrogradsky National University of Kremenchuk	POLTAVA	49.0602993	33.4081599	www.kdu.edu.ua
Herasima Kondratieva St, 160, Sumy, Sumy Oblast, Ukraine, 40000	Sumy National Agrarian University	SUMY	50.8817	34.7756	www.snau.edu.ua
11 Lvivska, Ternopil Oblast	Western Ukrainian National University	TERNOPIL	49.5537	25.55945	www.wunu.edu.ua
Khmel'nyts'ke Hwy, 95, Vinnytsia, Vinnytsia Oblast, Ukraine, 21000	Vinnytsia National Technical University	VINNYTSIA	49.2339	23.9287	www.vntu.edu.ua
13 Voli Ave., Lutsk, Ukraine, 43025	Lesya Ukrainka Volyn National University	VOLYN	50.747	25.3288	www.vnu.edu.ua
33A, Dniprovska St, Zaporizhzhia, Zaporizhia Oblast, Ukraine, 69061	Zaporizhia National University	ZAPORIZHIA	47.819	35.1811	www.znu.edu.ua
40, Velyka Berdychivska Str. Zhytomyr,	Zhytomyr Ivan Franko State University	ZHYTOMYR	50.24917	28.6718	www.zu.edu.ua

Prior to 1/4/2023.

City	Site	Oblast/Region	Latitude	Longitude	URL
Luhansk	Taras Shevchenko National University	Luhansk (Donbas)	49.28157	38.90258	www.luguniv.edu.ua¹
Donetsk	Donetsk National Medical University	Donetsk (Donbas)	48.0027	37.8278	www.dnmu.com.ua
Mariupol	Mariupol State University	Donetsk (Donbas)	47.1021	37.52356	en.mdu.in.ua
Zaporizhzhia³	Zaporizhia National University	Zaporizhia	47.819	35.1811	www.znu.edu.ua
Dnipro	Dnipro State Medical University	Dnipropetrovsk	48.46111	35.0544	www.dpsmu.com
Slavyansk	Slavic Local History Museum	Donetsk (Donbas)	48.8555196	37.5935091	museum.slavyansk.online
Kramatorsk	Kramatorsk City Council	Kramatorsk (Donbas)	48.7377495	37.5840575	www.krm.gov.ua
Izyum	IZYUM INSTRUMENT-MAKING PLANT	Kharkiv	49.1911728	37.2460882	ukroboronprom.com.ua
Kharkiv	Kharkov Institute of Physics and Technology	Kharkiv	50.0867	36.2522	mail.kipt.kharkov.ua
Kharkiv	Simon Kuznets Kharkiv National University of Economics	Kharkiv	50.0139	36.22216	www.hneu.edu.ua
Kharkiv	Kharkiv Polytechnic Institute	Kharkiv	49.9990324	36.24618	www.kpi.kharkov.ua
Sumy	Sumy National Agrarian University	Sumy	50.8817	34.7756	snau.edu.ua
Chernihiv	Chernihiv National University of Technology	Chernihiv	51.5051	31.33316	www.chnpu.edu.ua
Odessa	I. I. Michnikov National University	Odessa	46.4875	30.729	www.onu.edu.ua
Odessa	Odessa State Academy of Civil Engineering and Architecture	Odessa	46.4841526	30.71383	www.odaba.edu.ua
Odessa	Odessa National Economic University	Odessa	46.4843401	30.71195	www.oneu.edu.ua
Kherson²	Kherson National Technical University	Kherson	46.66879	32.6354	www.kntu.net.ua
Kherson²	Kherson State Agricultural University	Kherson	46.6425	32.5821	www.ksau.kherson.ua
Mykolaiv	National University of Shipbuilding	Mykolaiv	46.9871	31.9836	www.nuos-international.com.ua
Kyiv	Institute of Mathematics of NAS of Ukraine	Kyiv	50.4443	30.5142	www.imath.kiev.ua
Kyiv	Ukranian Internet Exchange	Kyiv	50.4359	30.4981	ix.net.ua
Kyiv	Kyiv Navigator	Kyiv	50.4359	30.498	ns.kiev.ua
Kyiv	Saint Michael's Monastery, Kyiv,	Kyiv	50.4558	30.5208	www.archangel.kiev.ua
Kyiv	Voice of Ukraine	Kyiv	50.4558	30.5055	www.golos.com.ua
Kyiv	Kyiv Academic University	Kyiv	50.4667	30.3608	www.kau.org.ua
Kyiv	Hostmaster for UA TLD	Kyiv	50.4557	30.49	www.hostmaster.ua
Vinnytsia	Vinnytsia National Technical University	Vinnytsia	49.23388	28.41116	www.vntu.edu.ua
Zhytomyr	Zhytomyr Ivan Franko State University	Zhytomyr	50.24917	28.6718	www.zu.edu.ua
Ternopil	Western Ukrainian National University	Ternopil	49.5537	25.55945	www.wunu.edu.ua
Lutsk	Lesya Ukrainka Volyn National University	Lutsk	50.7470	25.3288	www.vnu.edu.ua
Lviv	Lviv State University of Physical Culture	Lviv	49.84115	24.0205	www.ldufk.edu.ua

Map of Oblasts (Regions of Ukraine)

There are 24 Ukrainian Oblasts (see Wikipedia). We monitor sites in 16 of the Oblasts.

Number of Ukrainian hosts monitored from SLAC by day

As the war progressed we added more Ukrainian hosts to the list of monitored sites, and lost a few.

Summary for Sites in Ukraine seen from EDU.SLAC.STANFORD.PINGER

Tick	min	25th%	avg	median	75th%	90th%	95th%	max	iqr	std dev	# pairs
22Jan10	182.607	.	184.230	184.230	185.852	185.852	185.852	185.852	.	.	2
22Jan11	182.861	.	187.195	187.195	191.530	191.530	191.530	191.530	.	.	2
22Jan12	182.833	.	183.669	183.669	184.505	184.505	184.505	184.505	.	.	2
22Jan13	182.914	.	183.851	183.851	184.788	184.788	184.788	184.788	.	.	2
22Jan14	184.569	.	186.881	186.881	189.194	189.194	189.194	189.194	.	.	2
22Jan15	182.978	.	188.081	188.081	193.183	193.183	193.183	193.183	.	.	2
22Jan16	182.942	.	188.083	188.083	193.223	193.223	193.223	193.223	.	.	2
22Jan17	183.238	.	188.517	188.517	193.796	193.796	193.796	193.796	.	.	2
22Jan18	187.333	.	190.801	190.801	194.269	194.269	194.269	194.269	.	.	2
22Jan19	186.425	.	188.035	188.035	189.645	189.645	189.645	189.645	.	.	2
22Jan20	188.103	.	188.358	188.358	188.614	188.614	188.614	188.614	.	.	2
22Jan21	188.134	.	188.313	188.313	188.493	188.493	188.493	188.493	.	.	2
22Jan22	188.399	.	188.512	188.512	188.624	188.624	188.624	188.624	.	.	2
22Jan23	188.104	.	188.240	188.240	188.376	188.376	188.376	188.376	.	.	2
22Jan24	188.102	.	188.238	188.238	188.373	188.373	188.373	188.373	.	.	2
22Jan25	187.425	.	187.791	187.791	188.157	188.157	188.157	188.157	.	.	2
22Jan26	187.439	.	187.941	187.941	188.444	188.444	188.444	188.444	.	.	2
22Jan27	185.701	.	187.054	187.054	188.408	188.408	188.408	188.408	.	.	2
22Jan28	186.746	.	187.575	187.575	188.403	188.403	188.403	188.403	.	.	2
22Jan29	187.248	.	188.186	188.186	189.125	189.125	189.125	189.125	.	.	2
22Jan30	187.181	.	188.180	188.180	189.178	189.178	189.178	189.178	.	.	2
22Jan31	187.252	.	187.812	187.812	188.371	188.371	188.371	188.371	.	.	2
22Feb01	188.066	.	188.481	188.481	188.896	188.896	188.896	188.896	.	.	2
22Feb02	187.319	.	188.356	188.356	189.392	189.392	189.392	189.392	.	.	2
22Feb03	187.486	.	188.278	188.278	189.070	189.070	189.070	189.070	.	.	2
22Feb04	187.214	.	187.797	187.797	188.380	188.380	188.380	188.380	.	.	2
22Feb05	187.458	.	187.954	187.954	188.449	188.449	188.449	188.449	.	.	2
22Feb06	187.330	.	187.856	187.856	188.382	188.382	188.382	188.382	.	.	2
22Feb07	187.481	.	187.936	187.936	188.391	188.391	188.391	188.391	.	.	2
22Feb08	187.240	.	188.064	188.064	188.888	188.888	188.888	188.888	.	.	2
22Feb09	185.294	.	186.971	186.971	188.647	188.647	188.647	188.647	.	.	2
22Feb10	185.381	.	187.020	187.020	188.659	188.659	188.659	188.659	.	.	2
22Feb11	185.019	.	188.072	188.072	191.124	191.124	191.124	191.124	.	.	2
22Feb12	185.110	.	187.872	187.872	190.633	190.633	190.633	190.633	.	.	2
22Feb13	185.105	.	187.872	187.872	190.639	190.639	190.639	190.639	.	.	2
22Feb14	186.456	.	188.537	188.537	190.618	190.618	190.618	190.618	.	.	2
22Feb15	188.317	.	189.470	189.470	190.622	190.622	190.622	190.622	.	.	2
22Feb16	187.886	.	189.243	189.243	190.600	190.600	190.600	190.600	.	.	2
22Feb18	184.654	.	187.442	187.442	190.229	190.229	190.229	190.229	.	.	2
22Feb19	184.695	.	187.755	187.755	190.815	190.815	190.815	190.815	.	.	2
22Feb20	184.664	.	187.625	187.625	190.587	190.587	190.587	190.587	.	.	2
22Feb21	185.078	.	187.163	187.163	189.249	189.249	189.249	189.249	.	.	2
22Feb22	184.433	.	198.238	198.238	212.042	212.042	212.042	212.042	.	.	2
22Feb23	184.124	.	187.072	187.072	190.020	190.020	190.020	190.020	.	.	2
22Feb24	174.034	175.290	183.386	184.377	190.043	193.186	193.186	193.186	14.753	8.578	5
22Feb25	173.408	174.115	181.906	179.895	190.578	193.543	193.543	193.543	16.463	8.855	6
22Feb26	174.177	176.195	183.300	184.387	190.343	193.749	193.749	193.749	14.148	7.789	7
22Feb27	173.794	175.855	184.598	185.237	190.361	193.733	193.733	193.733	14.506	7.376	7
22Feb28	173.948	177.071	182.626	183.626	189.289	192.052	192.052	192.052	12.218	6.872	9
22Mar01	173.750	174.368	181.539	181.078	187.812	190.771	190.771	190.771	13.444	7.308	9
22Mar02	173.663	175.592	184.565	185.426	190.145	195.234	195.814	195.814	14.553	8.108	12
22Mar03	168.220	175.093	182.789	183.188	188.240	196.728	197.623	197.623	13.147	8.667	16
22Mar04	168.330	177.612	184.927	184.656	189.299	199.955	201.286	201.286	11.687	9.023	18
22Mar05	168.377	177.755	185.040	184.221	190.541	200.056	201.318	201.318	12.786	9.169	18
22Mar06	168.487	178.703	184.823	183.564	191.727	200.070	201.287	201.287	13.024	9.046	18
22Mar07	168.503	177.487	184.536	183.608	191.481	199.915	201.293	201.293	13.994	8.912	18
22Mar08	174.632	177.780	187.091	189.333	192.445	199.218	200.082	200.082	14.665	8.228	18
22Mar09	168.830	180.894	186.913	184.043	196.399	200.915	211.287	211.287	15.505	10.871	18
22Mar10	173.518	185.592	194.299	191.984	203.730	215.343	219.408	219.408	18.138	11.786	19
22Mar11	175.507	182.256	188.233	189.231	193.906	198.792	198.795	198.795	11.650	7.115	19
22Mar12	170.970	177.538	187.709	186.375	197.582	209.317	209.337	209.337	20.044	12.117	18
22Mar13	168.394	177.718	188.230	184.208	198.948	209.432	215.948	215.948	21.230	13.931	18
22Mar14	168.985	182.625	187.123	184.871	191.910	196.804	198.990	207.689	9.285	8.758	21
22Mar15	168.709	175.644	183.112	181.502	184.113	190.443	212.445	215.355	8.469	11.741	21
22Mar16	169.998	177.271	185.012	180.212	185.637	212.989	213.377	214.756	8.366	12.619	24
22Mar17	170.627	181.207	185.395	183.366	189.420	200.120	202.629	203.082	8.213	8.153	24
22Mar18	168.994	178.575	184.180	183.457	188.017	191.873	195.177	199.613	9.442	6.965	24
22Mar19	168.445	176.422	181.176	178.868	182.846	191.946	200.019	204.526	6.424	8.381	24
22Mar20	169.602	178.178	182.537	179.901	185.046	191.585	200.216	204.351	6.868	7.917	24
22Mar21	171.650	177.601	182.426	179.373	185.767	191.439	200.309	204.286	8.166	7.600	24
22Mar22	168.525	176.432	181.270	178.606	185.983	191.592	200.300	204.273	9.551	8.689	23
22Mar23	167.898	176.397	182.946	181.848	187.947	198.548	199.063	199.295	11.550	8.993	23
22Mar24	174.341	177.053	181.561	180.493	184.964	187.061	196.127	196.839	7.911	6.158	22
22Mar25	170.059	177.464	188.436	184.509	199.730	209.886	210.082	212.057	22.266	13.263	23
22Mar26	167.949	176.981	184.103	180.353	189.788	201.384	211.436	211.763	12.807	11.676	23
22Mar27	169.046	176.105	183.562	180.238	186.515	201.387	211.457	211.538	10.410	11.441	23
22Mar28	167.467	176.610	183.370	179.789	186.567	201.435	211.432	211.669	9.957	11.634	23
22Mar29	169.294	177.861	185.113	183.126	187.804	201.360	211.435	211.525	9.943	10.791	23
22Mar30	168.803	179.054	201.532	183.439	188.292	211.469	211.696	555.291	9.238	77.835	23
22Mar31	168.387	177.858	193.841	180.639	185.851	195.508	196.018	452.251	7.993	58.047	22
22Apr01	168.402	177.782	184.422	180.815	186.919	201.759	201.780	222.791	9.137	11.631	22
22Apr02	169.078	178.319	184.084	180.347	186.426	199.137	209.297	209.427	8.107	9.976	22
22Apr03	169.077	176.608	183.548	180.298	185.120	201.396	211.470	211.800	8.512	10.995	22
22Apr04	168.807	176.739	184.378	182.906	186.783	205.115	215.164	215.334	10.044	12.677	22
22Apr05	169.076	176.177	182.545	180.262	185.202	201.393	211.429	211.781	9.025	11.672	22
22Apr06	169.932	176.935	182.996	180.543	185.201	201.379	211.429	211.558	8.266	11.234	22
22Apr07	167.769	178.367	183.697	181.031	186.326	200.321	210.369	210.383	7.959	10.597	24
22Apr08	168.368	184.335	192.355	188.000	197.721	211.411	211.532	267.210	13.386	19.263	24
22Apr09	167.425	178.384	183.292	181.130	182.695	201.345	211.401	211.558	4.311	10.720	24
22Apr10	167.434	178.816	184.151	181.108	185.416	201.396	211.394	211.560	6.600	10.657	24
22Apr11	167.455	176.878	182.099	180.957	185.923	192.265	201.761	202.094	9.045	8.374	24
22Apr12	167.452	177.500	182.712	181.069	186.312	192.649	200.204	200.535	8.812	8.088	24
22Apr13	167.442	177.524	182.976	179.914	185.193	202.465	212.536	212.836	7.669	11.446	25
22Apr14	167.449	176.235	182.609	179.916	186.118	204.638	214.678	214.913	9.883	12.629	25
22Apr15	167.436	177.519	182.821	179.913	187.020	199.929	209.937	210.092	9.501	11.175	25
22Apr16	167.442	177.612	183.395	179.372	188.452	201.306	211.353	211.567	10.840	11.349	26
22Apr17	170.528	178.138	193.527	180.180	189.815	211.584	302.880	306.322	11.677	34.367	26
22Apr18	168.095	176.345	182.853	179.986	186.928	201.308	211.366	211.447	10.583	11.287	26
22Apr19	167.435	177.038	181.244	179.795	185.081	194.358	194.931	213.083	8.043	9.500	26
22Apr20	167.374	174.211	180.863	180.168	183.748	192.086	201.670	201.969	9.537	9.109	24
22Apr21	167.362	175.571	182.227	180.068	185.552	201.278	211.350	211.516	9.981	11.698	25
22Apr22	167.381	176.900	181.843	179.917	184.157	196.393	206.394	206.404	7.257	9.980	25
22Apr23	168.030	177.274	180.872	179.904	184.004	191.007	201.055	201.169	6.730	8.391	25
22Apr24	167.982	176.993	180.777	179.864	183.998	191.025	201.071	201.195	7.005	8.479	25
22Apr25	167.456	176.809	180.852	180.341	183.717	191.002	201.038	201.117	6.908	8.437	25
22Apr26	167.775	176.697	180.889	180.543	184.638	190.561	200.616	200.781	7.941	8.235	25
22Apr27	168.485	178.598	181.860	183.888	186.269	188.601	194.224	194.350	7.671	6.957	25
22Apr28	168.049	178.701	181.981	180.353	185.329	190.243	198.565	198.671	6.628	7.506	25
22Apr29	169.552	177.732	181.156	181.726	184.309	189.041	191.340	191.485	6.577	6.012	25
22Apr30	167.506	178.610	183.339	180.553	187.142	196.166	205.142	205.268	8.532	9.805	25
22May01	170.356	175.403	180.717	179.929	184.383	190.883	192.251	195.285	8.980	6.624	23
22May02	170.105	177.272	181.144	181.209	183.761	190.048	190.946	191.006	6.489	5.639	24
22May03	171.151	177.292	180.691	180.757	183.656	188.195	189.260	190.992	6.364	5.239	24
22May04	168.830	176.554	181.059	180.374	183.334	189.000	192.123	198.600	6.780	6.366	26
22May05	169.025	178.549	181.648	180.456	184.094	190.258	193.232	200.302	5.545	6.412	27
22May06	168.550	177.885	181.213	179.762	183.509	190.625	191.303	199.993	5.624	6.434	27
22May07	171.732	178.185	182.714	180.895	186.892	194.847	195.642	201.073	8.707	6.875	27
22May08	168.491	177.840	181.131	180.016	183.701	190.987	192.498	201.040	5.861	6.671	27
22May09	168.955	177.967	181.563	180.654	184.162	190.984	192.843	201.039	6.195	6.495	27
22May10	175.406	178.560	184.722	184.726	188.885	194.316	196.048	202.338	10.325	6.959	26
22May11	170.186	177.649	181.854	180.849	184.630	188.903	192.064	202.101	6.981	6.348	27
22May12	171.241	180.373	183.173	182.432	184.369	191.542	194.902	202.813	3.996	6.389	27
22May13	177.975	222.455	221.973	231.053	233.947	238.019	238.269	240.321	11.492	19.954	27
22May14	169.129	177.517	180.617	179.637	182.251	188.394	190.998	201.032	4.734	6.192	27
22May15	170.806	177.516	180.966	179.408	182.306	188.328	190.985	201.041	4.790	6.172	27
22May16	170.018	176.303	180.345	179.188	182.221	187.243	188.842	198.886	5.918	5.874	27
22May17	168.250	177.510	180.679	179.199	182.273	188.639	191.005	201.043	4.763	6.355	27
22May18	167.529	177.428	181.518	179.292	184.618	191.214	200.973	210.893	7.190	8.675	27
22May19	167.477	177.612	182.297	179.357	185.521	190.983	201.054	224.011	7.909	10.482	27
22May20	167.508	176.799	181.335	179.924	185.567	186.501	196.321	223.965	8.768	10.431	27
22May21	166.623	177.278	180.772	178.458	184.102	187.226	194.165	223.785	6.824	10.808	26
22May22	169.266	178.790	183.926	182.764	187.121	194.861	197.209	223.883	8.331	10.694	26
22May23	170.185	177.401	182.697	180.069	186.354	190.988	201.059	223.604	8.953	10.423	26
22May24	168.702	178.375	183.345	179.849	187.659	190.978	201.056	224.669	9.284	10.573	26
22May25	168.206	177.860	182.965	180.765	186.384	191.015	201.245	224.317	8.524	10.596	26
22May26	167.569	177.917	182.366	178.885	185.990	191.022	201.048	223.747	8.073	10.688	26
22May27	167.542	177.600	182.475	179.286	185.908	191.624	201.724	224.053	8.308	10.838	26
22May28	168.968	178.529	184.209	179.874	187.144	196.175	206.229	224.017	8.615	11.008	26
22May29	167.542	177.834	182.429	178.615	185.933	190.988	201.068	224.525	8.099	10.816	26
22May30	167.544	177.882	182.457	178.885	185.912	190.984	201.028	223.830	8.030	10.674	26
22May31	167.548	177.791	180.945	178.507	182.828	189.823	192.092	205.557	5.037	7.398	25
22Jun01	168.223	177.231	180.737	178.905	182.671	188.305	188.421	211.455	5.440	8.086	26
22Jun02	168.856	177.721	181.296	179.416	183.388	189.454	189.528	209.882	5.667	7.686	26
22Jun03	167.885	177.601	181.023	178.791	182.368	188.988	191.199	209.233	4.767	7.672	26
22Jun04	167.535	177.602	181.069	178.837	182.446	189.114	191.072	210.239	4.844	7.865	26
22Jun05	168.675	177.789	181.549	178.894	183.637	190.303	191.047	212.134	5.848	8.170	26
22Jun06	167.571	177.594	181.168	178.775	182.337	189.121	191.043	214.304	4.743	8.509	26
22Jun07	167.897	177.599	182.027	178.920	185.927	189.453	191.051	226.340	8.328	10.544	26
22Jun08	168.263	177.632	182.419	179.043	182.888	189.864	191.046	234.789	5.256	11.882	26
22Jun09	168.287	177.968	181.862	179.209	183.214	189.880	191.017	218.179	5.246	8.975	26
22Jun10	169.013	178.387	181.346	180.250	184.108	188.153	188.840	213.497	5.721	8.436	26
22Jun11	170.822	180.212	185.081	183.894	189.596	191.134	191.318	215.839	9.384	8.048	26
22Jun12	170.118	177.615	181.937	179.475	184.875	191.071	193.786	213.931	7.260	8.593	26
22Jun13	170.812	178.012	181.767	179.369	184.961	189.823	191.055	213.800	6.949	8.284	25
22Jun14	170.834	177.464	182.064	179.450	185.280	193.255	195.809	212.623	7.816	8.545	25
22Jun15	171.164	177.475	181.174	179.534	183.151	190.112	191.054	209.652	5.676	7.745	25
22Jun16	172.866	177.476	182.378	179.532	185.184	192.553	193.139	210.706	7.708	8.002	25
22Jun17	170.268	177.477	181.533	179.611	183.112	191.078	196.846	210.727	5.635	8.525	25
22Jun18	170.256	177.484	181.398	179.357	183.132	191.061	192.543	212.531	5.648	8.523	25
22Jun19	171.509	178.695	183.293	181.963	186.637	191.036	191.091	213.811	7.942	8.058	25
22Jun20	171.533	178.493	182.175	180.730	183.729	190.378	191.494	213.308	5.236	8.077	25
22Jun21	171.106	178.238	181.493	179.572	183.155	190.043	191.110	213.576	4.917	8.159	25
22Jun22	171.009	178.122	182.208	180.918	184.360	189.970	190.972	215.827	6.238	8.438	25
22Jun23	173.306	178.184	183.065	182.115	186.253	190.061	191.070	211.401	8.069	7.657	25
22Jun24	172.260	178.061	182.346	181.019	183.799	190.112	191.439	218.522	5.738	8.876	25
22Jun25	172.490	177.698	181.664	179.501	183.120	191.498	191.906	211.902	5.422	7.908	25
22Jun26	170.723	177.480	181.203	179.526	183.108	190.028	191.049	213.772	5.628	8.329	25
22Jun27	170.713	177.446	180.103	179.690	182.720	186.078	190.045	191.067	5.274	4.919	24
22Jun28	169.191	177.240	179.875	179.241	181.328	187.885	188.746	189.799	4.088	4.900	24
22Jun29	170.858	180.780	183.577	183.593	187.343	189.790	190.449	190.813	6.563	5.289	24
22Jun30	168.311	177.463	180.103	179.482	183.117	190.256	192.073	194.770	5.654	5.985	25
22Jul01	169.807	176.971	179.393	179.393	182.050	184.696	189.778	191.064	5.079	4.905	25
22Jul02	168.432	177.499	179.343	178.727	182.076	184.455	189.896	191.088	4.577	4.990	25
22Jul03	167.974	177.504	179.341	178.698	182.054	184.566	189.894	191.062	4.550	5.048	25
22Jul04	168.258	177.492	179.352	178.696	182.058	185.482	189.953	191.058	4.566	5.115	25
22Jul05	167.769	177.491	179.418	178.869	182.067	185.725	189.915	191.149	4.576	5.114	25
22Jul06	166.628	176.172	179.394	180.146	182.404	186.828	190.462	190.770	6.232	6.332	25
22Jul07	167.663	176.759	179.619	180.048	183.079	186.593	190.773	191.808	6.320	6.380	25
22Jul08	166.904	175.363	178.772	179.040	182.439	189.837	191.344	192.760	7.076	6.684	25
22Jul09	166.598	174.579	179.026	179.393	183.008	185.846	193.696	198.615	8.429	7.316	25
22Jul10	166.610	174.454	178.404	179.372	182.446	184.465	190.341	191.902	7.992	6.298	25
22Jul11	166.618	174.370	178.674	179.361	183.002	187.208	189.918	191.007	8.632	6.404	25
22Jul12	166.681	174.829	178.537	179.843	181.640	184.857	189.363	189.780	6.811	6.067	25
22Jul13	166.612	174.349	178.388	179.383	182.301	184.566	190.218	191.419	7.952	6.340	25
22Jul14	166.601	174.461	178.765	179.319	181.850	185.400	189.763	191.016	7.389	6.029	24
22Jul15	166.595	175.694	179.137	179.829	182.185	185.896	190.098	191.174	6.491	5.990	24
22Jul16	166.607	174.652	178.733	178.868	182.063	185.887	189.917	191.209	7.411	5.964	24
22Jul17	166.621	181.131	183.745	184.454	186.095	191.007	191.359	191.538	4.964	6.388	24
22Jul18	166.614	182.062	184.542	185.905	189.086	191.590	192.833	192.835	7.024	7.216	25
22Jul19	168.067	174.511	178.706	179.674	182.155	185.805	189.897	190.998	7.644	5.958	25
22Jul20	167.199	174.789	178.685	178.758	182.757	186.996	190.206	190.997	7.968	6.186	25
22Jul21	166.616	177.701	181.588	180.287	187.578	188.562	193.452	195.673	9.877	7.129	25
22Jul22	166.832	177.552	180.055	179.674	184.954	186.779	194.895	196.809	7.402	7.221	25
22Jul23	169.291	174.795	178.771	178.769	182.633	184.472	190.089	191.035	7.838	5.798	25
22Jul24	168.070	174.564	178.688	178.745	182.993	184.449	190.186	190.993	8.429	6.003	25
22Jul25	168.002	174.694	178.690	178.701	182.638	184.612	189.864	190.979	7.944	5.975	25
22Jul26	169.365	175.331	179.823	179.714	183.185	185.013	191.084	191.198	7.854	5.662	24
22Jul27	168.723	177.131	180.125	179.849	183.372	187.043	189.529	190.446	6.241	5.576	24
22Jul28	169.332	175.634	179.696	179.740	182.742	184.966	190.257	191.346	7.108	5.634	24
22Jul29	169.234	175.301	179.474	179.715	182.305	184.926	190.031	190.998	7.004	5.596	24
22Jul30	169.235	175.391	179.234	179.219	182.316	185.001	190.187	191.029	6.925	5.489	25
22Jul31	169.252	176.037	179.509	179.661	183.197	185.333	191.034	191.124	7.160	5.530	25
22Aug01	169.228	175.855	179.422	180.041	182.386	185.237	190.149	191.083	6.531	5.511	25
22Aug02	169.005	175.758	179.510	179.778	182.909	190.454	191.143	192.599	7.151	6.385	25
22Aug03	169.237	176.799	179.704	179.581	183.496	186.111	190.994	191.976	6.697	6.017	25
22Aug04	168.779	175.533	179.111	179.649	182.017	186.932	189.775	191.014	6.484	5.831	25
22Aug05	169.582	175.673	179.211	179.380	182.485	185.835	190.735	191.033	6.812	5.781	25
22Aug06	169.259	175.461	179.130	179.478	182.452	186.110	190.322	191.222	6.991	5.836	25
22Aug07	169.520	175.565	179.314	179.131	183.334	186.372	190.889	191.121	7.769	5.869	25
22Aug08	169.241	176.051	179.412	179.061	183.254	186.361	191.009	191.011	7.203	5.784	25
22Aug09	169.315	177.482	180.882	180.860	183.838	188.813	191.016	192.151	6.356	5.980	25
22Aug10	169.256	177.448	180.564	180.212	183.122	187.787	196.077	199.818	5.674	7.333	25
22Aug11	169.372	175.631	179.971	180.821	183.433	186.615	192.248	192.691	7.802	6.110	25
22Aug12	169.251	177.963	181.139	179.807	184.702	188.990	191.172	193.718	6.739	6.091	25
22Aug13	169.266	176.886	180.026	179.493	183.594	187.372	191.095	192.715	6.708	5.984	25
22Aug14	169.249	177.612	180.401	181.715	183.808	186.350	186.942	187.933	6.196	5.294	25
22Aug15	169.251	177.207	180.025	180.577	182.966	186.499	191.473	191.916	5.759	5.987	25
22Aug16	169.130	176.843	179.274	179.449	181.758	186.392	190.506	191.048	4.915	5.896	25
22Aug17	169.304	176.661	180.294	180.424	183.268	187.304	189.802	191.690	6.607	5.796	25
22Aug18	169.297	177.383	179.990	181.376	182.774	187.073	187.114	188.546	5.391	5.412	25
22Aug19	169.248	177.968	180.645	181.068	182.561	188.095	190.566	191.049	4.593	5.647	25
22Aug20	169.262	184.170	187.299	188.967	190.761	194.840	196.744	200.275	6.591	7.377	25
22Aug21	169.254	181.267	184.246	186.466	188.024	191.606	191.828	194.241	6.757	6.863	25
22Aug22	171.511	176.285	179.730	180.768	182.515	185.932	187.847	191.215	6.230	4.990	25
22Aug23	169.303	176.274	180.450	178.495	183.204	188.404	191.121	211.135	6.930	8.273	25
22Aug24	171.655	177.978	180.266	179.390	182.384	187.161	187.804	190.152	4.406	4.464	25
22Aug25	170.150	177.502	180.564	179.478	183.535	191.117	192.209	192.449	6.033	5.923	25
22Aug26	162.516	176.366	180.079	179.132	183.496	191.339	192.410	192.659	7.130	6.793	26
22Aug27	162.437	176.849	180.047	179.014	183.457	191.094	192.717	192.997	6.608	7.083	26
22Aug28	162.493	176.308	180.116	179.266	183.554	191.319	192.196	192.487	7.246	6.733	26
22Aug29	162.329	176.379	179.907	179.335	183.629	191.029	191.726	192.043	7.250	6.636	26
22Aug30	151.181	177.959	181.001	181.081	183.170	185.598	200.191	219.539	5.211	11.318	26
22Aug31	151.246	177.104	179.607	180.822	184.444	187.132	189.648	193.423	7.340	8.124	26
22Sep01	161.764	176.410	179.870	179.018	183.575	190.439	190.845	191.192	7.165	6.640	26
22Sep02	162.949	176.325	179.992	179.048	183.793	191.041	192.164	192.445	7.468	6.634	26
22Sep03	155.309	177.851	180.337	179.503	183.861	185.146	185.954	205.557	6.010	7.843	26
22Sep04	162.391	176.609	179.935	178.798	183.743	191.062	191.285	192.474	7.134	6.688	26
22Sep05	162.639	176.476	179.937	178.947	183.885	187.573	191.083	192.522	7.409	6.391	26
22Sep06	162.909	176.272	180.552	180.897	183.793	187.330	191.109	193.482	7.521	6.357	26
22Sep07	163.042	176.301	180.447	180.367	183.786	187.960	191.232	192.659	7.485	6.290	26
22Sep08	162.417	176.356	180.807	180.814	183.784	187.641	191.038	192.497	7.428	6.148	26
22Sep09	162.439	176.662	179.751	179.435	183.074	187.579	191.030	192.480	6.412	6.416	26
22Sep10	162.345	179.566	182.874	182.553	187.144	192.453	192.513	199.334	7.578	7.193	26
22Sep11	162.424	176.485	180.306	179.676	183.117	187.713	192.448	195.393	6.632	6.824	26
22Sep12	156.515	179.021	182.857	183.586	189.088	191.213	191.418	192.160	10.067	7.881	26
22Sep13	155.584	175.092	180.975	181.894	186.903	191.986	192.297	192.717	11.811	8.474	26
22Sep14	161.783	176.327	181.420	183.633	186.480	187.342	188.700	193.015	10.153	7.009	26
22Sep15	163.276	176.315	181.012	181.574	186.578	189.068	189.579	192.362	10.263	6.908	26
22Sep16	160.694	176.608	179.418	179.866	183.374	186.909	187.247	188.101	6.766	6.268	26
22Sep17	166.128	177.397	180.045	179.554	184.183	188.045	188.119	193.192	6.786	6.483	26
22Sep18	164.502	179.540	185.374	185.835	193.152	195.481	199.384	200.189	13.612	9.487	26
22Sep19	164.752	178.761	181.934	182.279	184.923	190.642	191.156	193.386	6.162	6.307	26
22Sep20	165.863	177.756	182.461	183.605	186.719	188.680	194.514	200.699	8.963	7.230	26
22Sep21	164.478	176.632	181.134	181.601	184.644	188.099	192.462	197.744	8.012	7.068	26
22Sep22	162.461	177.254	181.702	182.255	185.656	189.827	191.719	195.082	8.402	7.154	26
22Sep23	157.819	176.804	179.733	180.573	184.419	187.378	189.328	189.665	7.615	6.711	26
22Sep24	153.314	176.128	178.819	179.734	184.115	186.839	187.017	190.163	7.987	7.429	26
22Sep25	152.981	176.809	179.933	180.923	185.453	186.762	187.436	188.175	8.644	7.600	26
22Sep26	156.205	176.423	179.581	180.493	184.418	186.342	187.267	189.409	7.995	6.781	26
22Sep27	164.781	176.359	181.115	181.387	185.139	187.716	193.818	198.887	8.780	7.258	26
22Sep28	164.571	177.341	182.614	182.522	186.565	192.691	194.718	204.504	9.224	7.990	26
22Sep29	164.437	179.013	182.105	182.513	186.314	189.816	191.310	193.369	7.301	6.353	26
22Sep30	169.206	182.201	187.000	186.130	192.868	197.017	201.952	206.681	10.667	7.992	26
22Oct01	162.779	179.184	184.077	185.995	190.054	192.436	193.671	198.755	10.870	7.810	26
22Oct02	162.709	179.676	186.098	186.700	192.480	198.300	199.421	199.421	12.804	9.458	26
22Oct03	158.908	178.082	182.487	183.733	186.829	190.548	191.092	192.566	8.747	7.082	26
22Oct04	152.667	177.981	181.794	183.618	187.311	189.399	189.573	191.377	9.330	8.192	26
22Oct05	154.736	176.445	178.993	180.311	183.250	186.563	186.747	188.100	6.805	7.023	25
22Oct06	153.300	177.076	179.927	181.215	186.500	187.267	188.252	188.567	9.424	7.762	25
22Oct07	153.254	179.485	183.307	184.359	189.899	194.461	196.338	196.702	10.414	9.452	25
22Oct08	152.897	177.667	181.999	183.287	188.037	191.547	191.740	193.992	10.370	8.867	25
22Oct09	152.934	180.929	187.413	186.814	196.729	203.301	203.695	207.186	15.800	12.650	25
22Oct10	153.679	177.703	182.414	182.298	188.910	192.939	193.190	193.836	11.207	8.777	25
22Oct11	153.153	174.448	180.175	181.868	186.191	188.465	188.996	189.500	11.743	8.168	24
22Oct12	155.140	173.258	177.956	179.160	182.905	185.170	185.421	186.264	9.647	6.786	24
22Oct13	159.358	174.583	178.965	179.500	183.634	186.317	186.596	187.142	9.051	6.179	24
22Oct14	153.820	175.743	178.484	179.061	183.077	186.541	187.322	188.041	7.334	7.170	25
22Oct16	152.930	181.215	183.217	183.835	188.435	191.306	191.386	196.298	7.220	8.736	25
22Oct17	153.857	178.829	182.584	183.703	188.110	189.766	191.430	192.267	9.281	8.154	25
22Oct18	153.212	174.632	178.483	179.542	183.526	186.401	187.371	187.553	8.894	7.270	25
22Oct19	151.879	178.525	182.285	182.465	189.004	192.584	193.320	194.843	10.479	9.187	25
22Oct20	152.005	173.764	178.267	180.145	183.634	186.321	187.111	187.192	9.870	7.632	25
22Oct21	152.986	176.935	179.206	180.429	183.783	187.157	188.811	189.763	6.848	7.543	25
22Oct22	152.903	176.392	179.706	180.646	184.302	187.323	188.720	189.880	7.910	7.508	25
22Oct23	152.865	175.667	178.609	179.586	182.418	186.704	188.561	190.208	6.751	7.565	25
22Oct24	155.798	176.687	178.740	178.038	183.035	186.895	187.458	190.067	6.348	6.886	25
22Oct25	164.413	177.130	179.896	178.337	184.236	186.959	192.601	195.281	7.106	6.695	25
22Oct26	164.089	176.707	180.151	180.182	183.934	187.179	192.549	197.740	7.227	7.064	25
22Oct27	159.539	176.586	179.205	178.848	183.686	187.120	190.427	191.600	7.100	6.834	25
22Oct28	143.523	176.011	178.417	179.526	182.529	187.008	187.198	197.731	6.518	9.320	25
22Oct29	143.466	177.092	179.981	181.490	184.223	188.130	188.792	197.723	7.131	9.595	25
22Oct30	143.451	175.065	178.288	178.838	182.946	186.540	186.926	197.729	7.881	9.462	25
22Oct31	149.536	177.013	183.848	180.697	186.314	198.562	207.159	232.658	9.301	14.609	25
22Nov01	143.576	176.767	178.977	179.568	183.850	187.900	188.532	197.758	7.083	9.576	25
22Nov02	143.573	177.944	180.860	181.627	186.057	189.139	191.463	195.974	8.113	9.437	25
22Nov03	143.875	178.012	179.188	180.347	183.090	187.271	187.967	194.363	5.078	8.983	25
22Nov04	143.902	176.716	179.786	179.712	185.145	188.078	193.089	202.617	8.429	10.193	25
22Nov05	143.509	176.715	179.730	179.728	185.448	189.627	192.469	201.532	8.733	10.191	25
22Nov06	143.487	177.999	179.910	181.111	184.391	187.036	188.915	197.712	6.392	9.481	25
22Nov07	145.052	177.170	179.172	179.994	182.889	187.172	188.658	196.971	5.719	9.138	25
22Nov08	146.001	176.683	179.023	178.838	183.152	186.257	191.294	196.678	6.469	9.153	25
22Nov09	143.466	176.856	179.162	178.820	183.163	189.522	195.437	203.297	6.307	10.505	26
22Nov10	143.515	176.735	178.660	179.143	183.063	187.563	188.895	195.774	6.328	9.392	26
22Nov11	143.468	175.810	179.429	178.559	183.088	194.056	201.072	207.949	7.278	11.570	26
22Nov12	144.931	176.279	179.205	177.997	182.697	191.250	195.688	205.855	6.418	10.805	25
22Nov13	147.056	177.855	179.953	181.413	184.057	188.882	189.213	197.676	6.202	9.219	25
22Nov14	145.620	177.679	180.057	181.247	184.881	189.253	189.436	199.141	7.202	9.455	26
22Nov15	145.401	181.483	182.859	183.844	189.378	192.406	195.482	198.063	7.895	10.204	26
22Nov16	145.400	179.066	182.305	185.181	187.305	191.545	195.027	197.674	8.239	10.153	26
22Nov17	147.691	177.247	179.650	180.308	183.570	189.361	192.016	196.277	6.323	9.090	25
22Nov18	145.536	175.322	179.567	180.452	184.537	192.324	197.346	200.826	9.215	10.898	26
22Nov19	145.830	175.925	178.102	179.619	182.163	190.347	192.695	197.698	6.238	10.832	28
22Nov20	147.923	178.267	181.634	184.258	187.937	194.373	196.462	197.613	9.670	11.934	28
22Nov21	149.786	176.380	180.439	182.707	188.154	193.328	193.778	197.978	11.774	11.383	28
22Nov22	149.038	174.427	179.118	181.788	184.672	189.795	190.475	198.572	10.245	10.789	28
22Nov23	149.222	174.992	179.424	181.480	185.769	193.747	195.707	197.630	10.777	10.989	28
22Nov24	148.868	174.208	177.422	178.937	184.451	187.734	191.327	197.661	10.243	10.889	26
22Nov25	148.076	173.194	176.976	178.671	182.100	187.032	189.089	197.682	8.906	10.290	28
22Nov26	146.523	173.641	177.874	179.818	183.472	189.505	190.834	197.917	9.831	10.831	28
22Nov27	146.461	175.435	178.149	179.761	184.453	189.689	193.649	197.660	9.018	11.270	27
22Nov28	146.458	173.182	177.330	179.288	182.453	189.099	189.389	197.653	9.271	10.598	28
22Nov29	146.098	172.720	177.314	179.241	182.234	186.685	189.282	197.738	9.514	10.611	28
22Nov30	145.517	171.861	176.886	178.103	182.835	186.017	189.633	198.634	10.974	10.734	28
22Dec01	146.437	173.985	177.460	178.604	182.679	186.286	188.547	198.657	8.694	10.110	28
22Dec02	146.392	175.981	177.995	178.886	182.755	186.237	188.539	197.688	6.774	9.319	28
22Dec04	146.417	175.454	178.365	178.965	182.745	188.534	193.260	197.679	7.291	9.691	28
22Dec05	146.612	175.380	178.478	180.036	182.851	187.152	188.674	198.453	7.471	9.442	28
22Dec06	146.422	176.009	179.566	179.610	184.013	191.286	192.290	202.030	8.004	10.212	27
22Dec07	146.482	174.345	178.431	179.694	182.958	187.286	189.445	199.432	8.613	9.509	28
22Dec08	145.432	174.783	177.906	179.190	181.908	187.008	189.012	197.678	7.125	9.406	28
22Dec09	143.408	174.358	177.906	179.061	181.921	187.172	188.505	197.651	7.563	9.635	28
22Dec10	142.713	173.823	177.589	179.348	182.248	186.428	187.770	197.604	8.425	9.845	27
22Dec11	142.692	176.102	178.634	179.712	184.055	187.354	187.851	197.661	7.953	9.844	28
22Dec12	142.910	174.692	177.675	179.198	182.483	186.485	187.162	197.256	7.791	9.780	27
22Dec13	142.881	174.031	177.580	178.803	182.854	187.375	188.282	197.973	8.823	10.055	27
22Dec14	142.705	173.544	179.762	181.783	187.225	190.135	193.224	197.823	13.681	11.192	27
22Dec15	142.983	173.595	177.572	179.514	182.414	186.363	186.596	197.844	8.819	9.871	27
22Dec16	142.721	173.492	177.504	179.526	182.314	186.501	187.203	197.640	8.822	9.794	27
22Dec17	142.949	173.491	177.337	179.009	181.675	186.387	186.945	197.628	8.184	9.686	27
22Dec19	142.798	173.490	177.381	179.386	181.579	186.385	186.870	197.637	8.089	9.705	27
22Dec20	146.646	173.598	177.339	178.769	181.400	185.928	186.440	197.762	7.802	9.180	27
22Dec21	142.688	173.453	176.662	178.404	181.533	185.292	186.343	197.901	8.080	9.789	26
22Dec22	142.732	173.594	177.397	179.005	181.899	185.904	187.008	198.161	8.305	9.815	27
22Dec23	142.758	173.807	177.886	179.234	183.066	187.024	188.079	198.290	9.259	9.922	27
22Dec24	142.718	173.549	177.414	179.306	181.695	185.900	186.526	197.834	8.146	9.784	27
22Dec25	143.096	173.739	179.733	180.215	185.347	190.312	191.501	203.337	11.608	10.571	27
22Dec26	142.693	177.290	178.349	179.082	183.931	187.584	187.668	197.701	6.641	10.109	27
22Dec27	142.770	173.675	178.220	179.402	183.885	188.908	189.334	197.611	10.210	10.073	27
22Dec28	142.717	173.221	177.747	178.984	182.689	187.122	187.223	198.325	9.468	9.891	27
22Dec29	142.778	177.182	178.006	179.541	182.257	185.626	187.025	197.777	5.075	9.659	27
22Dec30	142.752	173.635	177.630	179.456	182.486	186.554	187.175	198.048	8.851	9.853	27
22Dec31	142.687	173.457	177.446	179.342	181.900	186.100	186.791	197.685	8.443	9.733	27
23Jan01	145.070	174.354	178.270	179.878	181.803	186.113	191.204	198.030	7.449	9.973	25
23Jan02	146.221	176.440	178.955	180.480	183.583	187.264	189.470	197.710	7.143	9.609	26
23Jan03	146.363	178.314	179.594	181.359	183.961	189.847	190.518	197.657	5.647	9.678	27
23Jan04	146.301	176.994	179.288	178.927	183.732	191.259	197.382	198.040	6.738	10.244	31
23Jan05	146.317	173.291	178.754	178.668	183.381	191.063	197.340	197.743	10.090	10.028	34
23Jan06	146.300	173.469	178.820	178.863	183.502	191.309	197.665	198.280	10.033	10.086	34
23Jan07	146.239	175.653	180.087	178.988	186.798	192.612	197.898	198.267	11.145	10.343	34
23Jan08	146.291	175.310	179.639	178.979	185.169	191.408	197.641	198.374	9.859	10.154	34
23Jan09	146.325	173.449	178.797	177.832	182.176	197.641	197.976	198.014	8.727	10.548	34

Median value of medians is 180.215

Summary for Sites in Ukraine seen from EDU.SLAC.STANFORD.PINGER

Tick	min	25th%	avg	median	75th%	90th%	95th%	max	iqr	std dev	# pairs
22Jan10	182.607	.	184.230	184.230	185.852	185.852	185.852	185.852	.	.	2
22Jan11	182.861	.	187.195	187.195	191.530	191.530	191.530	191.530	.	.	2
22Jan12	182.833	.	183.669	183.669	184.505	184.505	184.505	184.505	.	.	2
22Jan13	182.914	.	183.851	183.851	184.788	184.788	184.788	184.788	.	.	2
22Jan14	184.569	.	186.881	186.881	189.194	189.194	189.194	189.194	.	.	2
22Jan15	182.978	.	188.081	188.081	193.183	193.183	193.183	193.183	.	.	2
22Jan16	182.942	.	188.083	188.083	193.223	193.223	193.223	193.223	.	.	2
22Jan17	183.238	.	188.517	188.517	193.796	193.796	193.796	193.796	.	.	2
22Jan18	187.333	.	190.801	190.801	194.269	194.269	194.269	194.269	.	.	2
22Jan19	186.425	.	188.035	188.035	189.645	189.645	189.645	189.645	.	.	2
22Jan20	188.103	.	188.358	188.358	188.614	188.614	188.614	188.614	.	.	2
22Jan21	188.134	.	188.313	188.313	188.493	188.493	188.493	188.493	.	.	2
22Jan22	188.399	.	188.512	188.512	188.624	188.624	188.624	188.624	.	.	2
22Jan23	188.104	.	188.240	188.240	188.376	188.376	188.376	188.376	.	.	2
22Jan24	188.102	.	188.238	188.238	188.373	188.373	188.373	188.373	.	.	2
22Jan25	187.425	.	187.791	187.791	188.157	188.157	188.157	188.157	.	.	2
22Jan26	187.439	.	187.941	187.941	188.444	188.444	188.444	188.444	.	.	2
22Jan27	185.701	.	187.054	187.054	188.408	188.408	188.408	188.408	.	.	2
22Jan28	186.746	.	187.575	187.575	188.403	188.403	188.403	188.403	.	.	2
22Jan29	187.248	.	188.186	188.186	189.125	189.125	189.125	189.125	.	.	2
22Jan30	187.181	.	188.180	188.180	189.178	189.178	189.178	189.178	.	.	2
22Jan31	187.252	.	187.812	187.812	188.371	188.371	188.371	188.371	.	.	2
22Feb01	188.066	.	188.481	188.481	188.896	188.896	188.896	188.896	.	.	2
22Feb02	187.319	.	188.356	188.356	189.392	189.392	189.392	189.392	.	.	2
22Feb03	187.486	.	188.278	188.278	189.070	189.070	189.070	189.070	.	.	2
22Feb04	187.214	.	187.797	187.797	188.380	188.380	188.380	188.380	.	.	2
22Feb05	187.458	.	187.954	187.954	188.449	188.449	188.449	188.449	.	.	2
22Feb06	187.330	.	187.856	187.856	188.382	188.382	188.382	188.382	.	.	2
22Feb07	187.481	.	187.936	187.936	188.391	188.391	188.391	188.391	.	.	2
22Feb08	187.240	.	188.064	188.064	188.888	188.888	188.888	188.888	.	.	2
22Feb09	185.294	.	186.971	186.971	188.647	188.647	188.647	188.647	.	.	2
22Feb10	185.381	.	187.020	187.020	188.659	188.659	188.659	188.659	.	.	2
22Feb11	185.019	.	188.072	188.072	191.124	191.124	191.124	191.124	.	.	2
22Feb12	185.110	.	187.872	187.872	190.633	190.633	190.633	190.633	.	.	2
22Feb13	185.105	.	187.872	187.872	190.639	190.639	190.639	190.639	.	.	2
22Feb14	186.456	.	188.537	188.537	190.618	190.618	190.618	190.618	.	.	2
22Feb15	188.317	.	189.470	189.470	190.622	190.622	190.622	190.622	.	.	2
22Feb16	187.886	.	189.243	189.243	190.600	190.600	190.600	190.600	.	.	2
22Feb18	184.654	.	187.442	187.442	190.229	190.229	190.229	190.229	.	.	2
22Feb19	184.695	.	187.755	187.755	190.815	190.815	190.815	190.815	.	.	2
22Feb20	184.664	.	187.625	187.625	190.587	190.587	190.587	190.587	.	.	2
22Feb21	185.078	.	187.163	187.163	189.249	189.249	189.249	189.249	.	.	2
22Feb22	184.433	.	198.238	198.238	212.042	212.042	212.042	212.042	.	.	2
22Feb23	184.124	.	187.072	187.072	190.020	190.020	190.020	190.020	.	.	2
22Feb24	174.034	175.290	183.386	184.377	190.043	193.186	193.186	193.186	14.753	8.578	5
22Feb25	173.408	174.115	181.906	179.895	190.578	193.543	193.543	193.543	16.463	8.855	6
22Feb26	174.177	176.195	183.300	184.387	190.343	193.749	193.749	193.749	14.148	7.789	7
22Feb27	173.794	175.855	184.598	185.237	190.361	193.733	193.733	193.733	14.506	7.376	7
22Feb28	173.948	177.071	182.626	183.626	189.289	192.052	192.052	192.052	12.218	6.872	9
22Mar01	173.750	174.368	181.539	181.078	187.812	190.771	190.771	190.771	13.444	7.308	9
22Mar02	173.663	175.592	184.565	185.426	190.145	195.234	195.814	195.814	14.553	8.108	12
22Mar03	168.220	175.093	182.789	183.188	188.240	196.728	197.623	197.623	13.147	8.667	16
22Mar04	168.330	177.612	184.927	184.656	189.299	199.955	201.286	201.286	11.687	9.023	18
22Mar05	168.377	177.755	185.040	184.221	190.541	200.056	201.318	201.318	12.786	9.169	18
22Mar06	168.487	178.703	184.823	183.564	191.727	200.070	201.287	201.287	13.024	9.046	18
22Mar07	168.503	177.487	184.536	183.608	191.481	199.915	201.293	201.293	13.994	8.912	18
22Mar08	174.632	177.780	187.091	189.333	192.445	199.218	200.082	200.082	14.665	8.228	18
22Mar09	168.830	180.894	186.913	184.043	196.399	200.915	211.287	211.287	15.505	10.871	18
22Mar10	173.518	185.592	194.299	191.984	203.730	215.343	219.408	219.408	18.138	11.786	19
22Mar11	175.507	182.256	188.233	189.231	193.906	198.792	198.795	198.795	11.650	7.115	19
22Mar12	170.970	177.538	187.709	186.375	197.582	209.317	209.337	209.337	20.044	12.117	18
22Mar13	168.394	177.718	188.230	184.208	198.948	209.432	215.948	215.948	21.230	13.931	18
22Mar14	168.985	182.625	187.123	184.871	191.910	196.804	198.990	207.689	9.285	8.758	21
22Mar15	168.709	175.644	183.112	181.502	184.113	190.443	212.445	215.355	8.469	11.741	21
22Mar16	169.998	177.271	185.012	180.212	185.637	212.989	213.377	214.756	8.366	12.619	24
22Mar17	170.627	181.207	185.395	183.366	189.420	200.120	202.629	203.082	8.213	8.153	24
22Mar18	168.994	178.575	184.180	183.457	188.017	191.873	195.177	199.613	9.442	6.965	24
22Mar19	168.445	176.422	181.176	178.868	182.846	191.946	200.019	204.526	6.424	8.381	24
22Mar20	169.602	178.178	182.537	179.901	185.046	191.585	200.216	204.351	6.868	7.917	24
22Mar21	171.650	177.601	182.426	179.373	185.767	191.439	200.309	204.286	8.166	7.600	24
22Mar22	168.525	176.432	181.270	178.606	185.983	191.592	200.300	204.273	9.551	8.689	23
22Mar23	167.898	176.397	182.946	181.848	187.947	198.548	199.063	199.295	11.550	8.993	23
22Mar24	174.341	177.053	181.561	180.493	184.964	187.061	196.127	196.839	7.911	6.158	22
22Mar25	170.059	177.464	188.436	184.509	199.730	209.886	210.082	212.057	22.266	13.263	23
22Mar26	167.949	176.981	184.103	180.353	189.788	201.384	211.436	211.763	12.807	11.676	23
22Mar27	169.046	176.105	183.562	180.238	186.515	201.387	211.457	211.538	10.410	11.441	23
22Mar28	167.467	176.610	183.370	179.789	186.567	201.435	211.432	211.669	9.957	11.634	23
22Mar29	169.294	177.861	185.113	183.126	187.804	201.360	211.435	211.525	9.943	10.791	23
22Mar30	168.803	179.054	201.532	183.439	188.292	211.469	211.696	555.291	9.238	77.835	23
22Mar31	168.387	177.858	193.841	180.639	185.851	195.508	196.018	452.251	7.993	58.047	22
22Apr01	168.402	177.782	184.422	180.815	186.919	201.759	201.780	222.791	9.137	11.631	22
22Apr02	169.078	178.319	184.084	180.347	186.426	199.137	209.297	209.427	8.107	9.976	22
22Apr03	169.077	176.608	183.548	180.298	185.120	201.396	211.470	211.800	8.512	10.995	22
22Apr04	168.807	176.739	184.378	182.906	186.783	205.115	215.164	215.334	10.044	12.677	22
22Apr05	169.076	176.177	182.545	180.262	185.202	201.393	211.429	211.781	9.025	11.672	22
22Apr06	169.932	176.935	182.996	180.543	185.201	201.379	211.429	211.558	8.266	11.234	22
22Apr07	167.769	178.367	183.697	181.031	186.326	200.321	210.369	210.383	7.959	10.597	24
22Apr08	168.368	184.335	192.355	188.000	197.721	211.411	211.532	267.210	13.386	19.263	24
22Apr09	167.425	178.384	183.292	181.130	182.695	201.345	211.401	211.558	4.311	10.720	24
22Apr10	167.434	178.816	184.151	181.108	185.416	201.396	211.394	211.560	6.600	10.657	24
22Apr11	167.455	176.878	182.099	180.957	185.923	192.265	201.761	202.094	9.045	8.374	24
22Apr12	167.452	177.500	182.712	181.069	186.312	192.649	200.204	200.535	8.812	8.088	24
22Apr13	167.442	177.524	182.976	179.914	185.193	202.465	212.536	212.836	7.669	11.446	25
22Apr14	167.449	176.235	182.609	179.916	186.118	204.638	214.678	214.913	9.883	12.629	25
22Apr15	167.436	177.519	182.821	179.913	187.020	199.929	209.937	210.092	9.501	11.175	25
22Apr16	167.442	177.612	183.395	179.372	188.452	201.306	211.353	211.567	10.840	11.349	26
22Apr17	170.528	178.138	193.527	180.180	189.815	211.584	302.880	306.322	11.677	34.367	26
22Apr18	168.095	176.345	182.853	179.986	186.928	201.308	211.366	211.447	10.583	11.287	26
22Apr19	167.435	177.038	181.244	179.795	185.081	194.358	194.931	213.083	8.043	9.500	26
22Apr20	167.374	174.211	180.863	180.168	183.748	192.086	201.670	201.969	9.537	9.109	24
22Apr21	167.362	175.571	182.227	180.068	185.552	201.278	211.350	211.516	9.981	11.698	25
22Apr22	167.381	176.900	181.843	179.917	184.157	196.393	206.394	206.404	7.257	9.980	25
22Apr23	168.030	177.274	180.872	179.904	184.004	191.007	201.055	201.169	6.730	8.391	25
22Apr24	167.982	176.993	180.777	179.864	183.998	191.025	201.071	201.195	7.005	8.479	25
22Apr25	167.456	176.809	180.852	180.341	183.717	191.002	201.038	201.117	6.908	8.437	25
22Apr26	167.775	176.697	180.889	180.543	184.638	190.561	200.616	200.781	7.941	8.235	25
22Apr27	168.485	178.598	181.860	183.888	186.269	188.601	194.224	194.350	7.671	6.957	25
22Apr28	168.049	178.701	181.981	180.353	185.329	190.243	198.565	198.671	6.628	7.506	25
22Apr29	169.552	177.732	181.156	181.726	184.309	189.041	191.340	191.485	6.577	6.012	25
22Apr30	167.506	178.610	183.339	180.553	187.142	196.166	205.142	205.268	8.532	9.805	25
22May01	170.356	175.403	180.717	179.929	184.383	190.883	192.251	195.285	8.980	6.624	23
22May02	170.105	177.272	181.144	181.209	183.761	190.048	190.946	191.006	6.489	5.639	24
22May03	171.151	177.292	180.691	180.757	183.656	188.195	189.260	190.992	6.364	5.239	24
22May04	168.830	176.554	181.059	180.374	183.334	189.000	192.123	198.600	6.780	6.366	26
22May05	169.025	178.549	181.648	180.456	184.094	190.258	193.232	200.302	5.545	6.412	27
22May06	168.550	177.885	181.213	179.762	183.509	190.625	191.303	199.993	5.624	6.434	27
22May07	171.732	178.185	182.714	180.895	186.892	194.847	195.642	201.073	8.707	6.875	27
22May08	168.491	177.840	181.131	180.016	183.701	190.987	192.498	201.040	5.861	6.671	27
22May09	168.955	177.967	181.563	180.654	184.162	190.984	192.843	201.039	6.195	6.495	27
22May10	175.406	178.560	184.722	184.726	188.885	194.316	196.048	202.338	10.325	6.959	26
22May11	170.186	177.649	181.854	180.849	184.630	188.903	192.064	202.101	6.981	6.348	27
22May12	171.241	180.373	183.173	182.432	184.369	191.542	194.902	202.813	3.996	6.389	27
22May13	177.975	222.455	221.973	231.053	233.947	238.019	238.269	240.321	11.492	19.954	27
22May14	169.129	177.517	180.617	179.637	182.251	188.394	190.998	201.032	4.734	6.192	27
22May15	170.806	177.516	180.966	179.408	182.306	188.328	190.985	201.041	4.790	6.172	27
22May16	170.018	176.303	180.345	179.188	182.221	187.243	188.842	198.886	5.918	5.874	27
22May17	168.250	177.510	180.679	179.199	182.273	188.639	191.005	201.043	4.763	6.355	27
22May18	167.529	177.428	181.518	179.292	184.618	191.214	200.973	210.893	7.190	8.675	27
22May19	167.477	177.612	182.297	179.357	185.521	190.983	201.054	224.011	7.909	10.482	27
22May20	167.508	176.799	181.335	179.924	185.567	186.501	196.321	223.965	8.768	10.431	27
22May21	166.623	177.278	180.772	178.458	184.102	187.226	194.165	223.785	6.824	10.808	26
22May22	169.266	178.790	183.926	182.764	187.121	194.861	197.209	223.883	8.331	10.694	26
22May23	170.185	177.401	182.697	180.069	186.354	190.988	201.059	223.604	8.953	10.423	26
22May24	168.702	178.375	183.345	179.849	187.659	190.978	201.056	224.669	9.284	10.573	26
22May25	168.206	177.860	182.965	180.765	186.384	191.015	201.245	224.317	8.524	10.596	26
22May26	167.569	177.917	182.366	178.885	185.990	191.022	201.048	223.747	8.073	10.688	26
22May27	167.542	177.600	182.475	179.286	185.908	191.624	201.724	224.053	8.308	10.838	26
22May28	168.968	178.529	184.209	179.874	187.144	196.175	206.229	224.017	8.615	11.008	26
22May29	167.542	177.834	182.429	178.615	185.933	190.988	201.068	224.525	8.099	10.816	26
22May30	167.544	177.882	182.457	178.885	185.912	190.984	201.028	223.830	8.030	10.674	26
22May31	167.548	177.791	180.945	178.507	182.828	189.823	192.092	205.557	5.037	7.398	25
22Jun01	168.223	177.231	180.737	178.905	182.671	188.305	188.421	211.455	5.440	8.086	26
22Jun02	168.856	177.721	181.296	179.416	183.388	189.454	189.528	209.882	5.667	7.686	26
22Jun03	167.885	177.601	181.023	178.791	182.368	188.988	191.199	209.233	4.767	7.672	26
22Jun04	167.535	177.602	181.069	178.837	182.446	189.114	191.072	210.239	4.844	7.865	26
22Jun05	168.675	177.789	181.549	178.894	183.637	190.303	191.047	212.134	5.848	8.170	26
22Jun06	167.571	177.594	181.168	178.775	182.337	189.121	191.043	214.304	4.743	8.509	26
22Jun07	167.897	177.599	182.027	178.920	185.927	189.453	191.051	226.340	8.328	10.544	26
22Jun08	168.263	177.632	182.419	179.043	182.888	189.864	191.046	234.789	5.256	11.882	26
22Jun09	168.287	177.968	181.862	179.209	183.214	189.880	191.017	218.179	5.246	8.975	26
22Jun10	169.013	178.387	181.346	180.250	184.108	188.153	188.840	213.497	5.721	8.436	26
22Jun11	170.822	180.212	185.081	183.894	189.596	191.134	191.318	215.839	9.384	8.048	26
22Jun12	170.118	177.615	181.937	179.475	184.875	191.071	193.786	213.931	7.260	8.593	26
22Jun13	170.812	178.012	181.767	179.369	184.961	189.823	191.055	213.800	6.949	8.284	25
22Jun14	170.834	177.464	182.064	179.450	185.280	193.255	195.809	212.623	7.816	8.545	25
22Jun15	171.164	177.475	181.174	179.534	183.151	190.112	191.054	209.652	5.676	7.745	25
22Jun16	172.866	177.476	182.378	179.532	185.184	192.553	193.139	210.706	7.708	8.002	25
22Jun17	170.268	177.477	181.533	179.611	183.112	191.078	196.846	210.727	5.635	8.525	25
22Jun18	170.256	177.484	181.398	179.357	183.132	191.061	192.543	212.531	5.648	8.523	25
22Jun19	171.509	178.695	183.293	181.963	186.637	191.036	191.091	213.811	7.942	8.058	25
22Jun20	171.533	178.493	182.175	180.730	183.729	190.378	191.494	213.308	5.236	8.077	25
22Jun21	171.106	178.238	181.493	179.572	183.155	190.043	191.110	213.576	4.917	8.159	25
22Jun22	171.009	178.122	182.208	180.918	184.360	189.970	190.972	215.827	6.238	8.438	25
22Jun23	173.306	178.184	183.065	182.115	186.253	190.061	191.070	211.401	8.069	7.657	25
22Jun24	172.260	178.061	182.346	181.019	183.799	190.112	191.439	218.522	5.738	8.876	25
22Jun25	172.490	177.698	181.664	179.501	183.120	191.498	191.906	211.902	5.422	7.908	25
22Jun26	170.723	177.480	181.203	179.526	183.108	190.028	191.049	213.772	5.628	8.329	25
22Jun27	170.713	177.446	180.103	179.690	182.720	186.078	190.045	191.067	5.274	4.919	24
22Jun28	169.191	177.240	179.875	179.241	181.328	187.885	188.746	189.799	4.088	4.900	24
22Jun29	170.858	180.780	183.577	183.593	187.343	189.790	190.449	190.813	6.563	5.289	24
22Jun30	168.311	177.463	180.103	179.482	183.117	190.256	192.073	194.770	5.654	5.985	25
22Jul01	169.807	176.971	179.393	179.393	182.050	184.696	189.778	191.064	5.079	4.905	25
22Jul02	168.432	177.499	179.343	178.727	182.076	184.455	189.896	191.088	4.577	4.990	25
22Jul03	167.974	177.504	179.341	178.698	182.054	184.566	189.894	191.062	4.550	5.048	25
22Jul04	168.258	177.492	179.352	178.696	182.058	185.482	189.953	191.058	4.566	5.115	25
22Jul05	167.769	177.491	179.418	178.869	182.067	185.725	189.915	191.149	4.576	5.114	25
22Jul06	166.628	176.172	179.394	180.146	182.404	186.828	190.462	190.770	6.232	6.332	25
22Jul07	167.663	176.759	179.619	180.048	183.079	186.593	190.773	191.808	6.320	6.380	25
22Jul08	166.904	175.363	178.772	179.040	182.439	189.837	191.344	192.760	7.076	6.684	25
22Jul09	166.598	174.579	179.026	179.393	183.008	185.846	193.696	198.615	8.429	7.316	25
22Jul10	166.610	174.454	178.404	179.372	182.446	184.465	190.341	191.902	7.992	6.298	25
22Jul11	166.618	174.370	178.674	179.361	183.002	187.208	189.918	191.007	8.632	6.404	25
22Jul12	166.681	174.829	178.537	179.843	181.640	184.857	189.363	189.780	6.811	6.067	25
22Jul13	166.612	174.349	178.388	179.383	182.301	184.566	190.218	191.419	7.952	6.340	25
22Jul14	166.601	174.461	178.765	179.319	181.850	185.400	189.763	191.016	7.389	6.029	24
22Jul15	166.595	175.694	179.137	179.829	182.185	185.896	190.098	191.174	6.491	5.990	24
22Jul16	166.607	174.652	178.733	178.868	182.063	185.887	189.917	191.209	7.411	5.964	24
22Jul17	166.621	181.131	183.745	184.454	186.095	191.007	191.359	191.538	4.964	6.388	24
22Jul18	166.614	182.062	184.542	185.905	189.086	191.590	192.833	192.835	7.024	7.216	25
22Jul19	168.067	174.511	178.706	179.674	182.155	185.805	189.897	190.998	7.644	5.958	25
22Jul20	167.199	174.789	178.685	178.758	182.757	186.996	190.206	190.997	7.968	6.186	25
22Jul21	166.616	177.701	181.588	180.287	187.578	188.562	193.452	195.673	9.877	7.129	25
22Jul22	166.832	177.552	180.055	179.674	184.954	186.779	194.895	196.809	7.402	7.221	25
22Jul23	169.291	174.795	178.771	178.769	182.633	184.472	190.089	191.035	7.838	5.798	25
22Jul24	168.070	174.564	178.688	178.745	182.993	184.449	190.186	190.993	8.429	6.003	25
22Jul25	168.002	174.694	178.690	178.701	182.638	184.612	189.864	190.979	7.944	5.975	25
22Jul26	169.365	175.331	179.823	179.714	183.185	185.013	191.084	191.198	7.854	5.662	24
22Jul27	168.723	177.131	180.125	179.849	183.372	187.043	189.529	190.446	6.241	5.576	24
22Jul28	169.332	175.634	179.696	179.740	182.742	184.966	190.257	191.346	7.108	5.634	24
22Jul29	169.234	175.301	179.474	179.715	182.305	184.926	190.031	190.998	7.004	5.596	24
22Jul30	169.235	175.391	179.234	179.219	182.316	185.001	190.187	191.029	6.925	5.489	25
22Jul31	169.252	176.037	179.509	179.661	183.197	185.333	191.034	191.124	7.160	5.530	25
22Aug01	169.228	175.855	179.422	180.041	182.386	185.237	190.149	191.083	6.531	5.511	25
22Aug02	169.005	175.758	179.510	179.778	182.909	190.454	191.143	192.599	7.151	6.385	25
22Aug03	169.237	176.799	179.704	179.581	183.496	186.111	190.994	191.976	6.697	6.017	25
22Aug04	168.779	175.533	179.111	179.649	182.017	186.932	189.775	191.014	6.484	5.831	25
22Aug05	169.582	175.673	179.211	179.380	182.485	185.835	190.735	191.033	6.812	5.781	25
22Aug06	169.259	175.461	179.130	179.478	182.452	186.110	190.322	191.222	6.991	5.836	25
22Aug07	169.520	175.565	179.314	179.131	183.334	186.372	190.889	191.121	7.769	5.869	25
22Aug08	169.241	176.051	179.412	179.061	183.254	186.361	191.009	191.011	7.203	5.784	25
22Aug09	169.315	177.482	180.882	180.860	183.838	188.813	191.016	192.151	6.356	5.980	25
22Aug10	169.256	177.448	180.564	180.212	183.122	187.787	196.077	199.818	5.674	7.333	25
22Aug11	169.372	175.631	179.971	180.821	183.433	186.615	192.248	192.691	7.802	6.110	25
22Aug12	169.251	177.963	181.139	179.807	184.702	188.990	191.172	193.718	6.739	6.091	25
22Aug13	169.266	176.886	180.026	179.493	183.594	187.372	191.095	192.715	6.708	5.984	25
22Aug14	169.249	177.612	180.401	181.715	183.808	186.350	186.942	187.933	6.196	5.294	25
22Aug15	169.251	177.207	180.025	180.577	182.966	186.499	191.473	191.916	5.759	5.987	25
22Aug16	169.130	176.843	179.274	179.449	181.758	186.392	190.506	191.048	4.915	5.896	25
22Aug17	169.304	176.661	180.294	180.424	183.268	187.304	189.802	191.690	6.607	5.796	25
22Aug18	169.297	177.383	179.990	181.376	182.774	187.073	187.114	188.546	5.391	5.412	25
22Aug19	169.248	177.968	180.645	181.068	182.561	188.095	190.566	191.049	4.593	5.647	25
22Aug20	169.262	184.170	187.299	188.967	190.761	194.840	196.744	200.275	6.591	7.377	25
22Aug21	169.254	181.267	184.246	186.466	188.024	191.606	191.828	194.241	6.757	6.863	25
22Aug22	171.511	176.285	179.730	180.768	182.515	185.932	187.847	191.215	6.230	4.990	25
22Aug23	169.303	176.274	180.450	178.495	183.204	188.404	191.121	211.135	6.930	8.273	25
22Aug24	171.655	177.978	180.266	179.390	182.384	187.161	187.804	190.152	4.406	4.464	25
22Aug25	170.150	177.502	180.564	179.478	183.535	191.117	192.209	192.449	6.033	5.923	25
22Aug26	162.516	176.366	180.079	179.132	183.496	191.339	192.410	192.659	7.130	6.793	26
22Aug27	162.437	176.849	180.047	179.014	183.457	191.094	192.717	192.997	6.608	7.083	26
22Aug28	162.493	176.308	180.116	179.266	183.554	191.319	192.196	192.487	7.246	6.733	26
22Aug29	162.329	176.379	179.907	179.335	183.629	191.029	191.726	192.043	7.250	6.636	26
22Aug30	151.181	177.959	181.001	181.081	183.170	185.598	200.191	219.539	5.211	11.318	26
22Aug31	151.246	177.104	179.607	180.822	184.444	187.132	189.648	193.423	7.340	8.124	26
22Sep01	161.764	176.410	179.870	179.018	183.575	190.439	190.845	191.192	7.165	6.640	26
22Sep02	162.949	176.325	179.992	179.048	183.793	191.041	192.164	192.445	7.468	6.634	26
22Sep03	155.309	177.851	180.337	179.503	183.861	185.146	185.954	205.557	6.010	7.843	26
22Sep04	162.391	176.609	179.935	178.798	183.743	191.062	191.285	192.474	7.134	6.688	26
22Sep05	162.639	176.476	179.937	178.947	183.885	187.573	191.083	192.522	7.409	6.391	26
22Sep06	162.909	176.272	180.552	180.897	183.793	187.330	191.109	193.482	7.521	6.357	26
22Sep07	163.042	176.301	180.447	180.367	183.786	187.960	191.232	192.659	7.485	6.290	26
22Sep08	162.417	176.356	180.807	180.814	183.784	187.641	191.038	192.497	7.428	6.148	26
22Sep09	162.439	176.662	179.751	179.435	183.074	187.579	191.030	192.480	6.412	6.416	26
22Sep10	162.345	179.566	182.874	182.553	187.144	192.453	192.513	199.334	7.578	7.193	26
22Sep11	162.424	176.485	180.306	179.676	183.117	187.713	192.448	195.393	6.632	6.824	26
22Sep12	156.515	179.021	182.857	183.586	189.088	191.213	191.418	192.160	10.067	7.881	26
22Sep13	155.584	175.092	180.975	181.894	186.903	191.986	192.297	192.717	11.811	8.474	26
22Sep14	161.783	176.327	181.420	183.633	186.480	187.342	188.700	193.015	10.153	7.009	26
22Sep15	163.276	176.315	181.012	181.574	186.578	189.068	189.579	192.362	10.263	6.908	26
22Sep16	160.694	176.608	179.418	179.866	183.374	186.909	187.247	188.101	6.766	6.268	26
22Sep17	166.128	177.397	180.045	179.554	184.183	188.045	188.119	193.192	6.786	6.483	26
22Sep18	164.502	179.540	185.374	185.835	193.152	195.481	199.384	200.189	13.612	9.487	26
22Sep19	164.752	178.761	181.934	182.279	184.923	190.642	191.156	193.386	6.162	6.307	26
22Sep20	165.863	177.756	182.461	183.605	186.719	188.680	194.514	200.699	8.963	7.230	26
22Sep21	164.478	176.632	181.134	181.601	184.644	188.099	192.462	197.744	8.012	7.068	26
22Sep22	162.461	177.254	181.702	182.255	185.656	189.827	191.719	195.082	8.402	7.154	26
22Sep23	157.819	176.804	179.733	180.573	184.419	187.378	189.328	189.665	7.615	6.711	26
22Sep24	153.314	176.128	178.819	179.734	184.115	186.839	187.017	190.163	7.987	7.429	26
22Sep25	152.981	176.809	179.933	180.923	185.453	186.762	187.436	188.175	8.644	7.600	26
22Sep26	156.205	176.423	179.581	180.493	184.418	186.342	187.267	189.409	7.995	6.781	26
22Sep27	164.781	176.359	181.115	181.387	185.139	187.716	193.818	198.887	8.780	7.258	26
22Sep28	164.571	177.341	182.614	182.522	186.565	192.691	194.718	204.504	9.224	7.990	26
22Sep29	164.437	179.013	182.105	182.513	186.314	189.816	191.310	193.369	7.301	6.353	26
22Sep30	169.206	182.201	187.000	186.130	192.868	197.017	201.952	206.681	10.667	7.992	26
22Oct01	162.779	179.184	184.077	185.995	190.054	192.436	193.671	198.755	10.870	7.810	26
22Oct02	162.709	179.676	186.098	186.700	192.480	198.300	199.421	199.421	12.804	9.458	26
22Oct03	158.908	178.082	182.487	183.733	186.829	190.548	191.092	192.566	8.747	7.082	26
22Oct04	152.667	177.981	181.794	183.618	187.311	189.399	189.573	191.377	9.330	8.192	26
22Oct05	154.736	176.445	178.993	180.311	183.250	186.563	186.747	188.100	6.805	7.023	25
22Oct06	153.300	177.076	179.927	181.215	186.500	187.267	188.252	188.567	9.424	7.762	25
22Oct07	153.254	179.485	183.307	184.359	189.899	194.461	196.338	196.702	10.414	9.452	25
22Oct08	152.897	177.667	181.999	183.287	188.037	191.547	191.740	193.992	10.370	8.867	25
22Oct09	152.934	180.929	187.413	186.814	196.729	203.301	203.695	207.186	15.800	12.650	25
22Oct10	153.679	177.703	182.414	182.298	188.910	192.939	193.190	193.836	11.207	8.777	25
22Oct11	153.153	174.448	180.175	181.868	186.191	188.465	188.996	189.500	11.743	8.168	24
22Oct12	155.140	173.258	177.956	179.160	182.905	185.170	185.421	186.264	9.647	6.786	24
22Oct13	159.358	174.583	178.965	179.500	183.634	186.317	186.596	187.142	9.051	6.179	24
22Oct14	153.820	175.743	178.484	179.061	183.077	186.541	187.322	188.041	7.334	7.170	25
22Oct16	152.930	181.215	183.217	183.835	188.435	191.306	191.386	196.298	7.220	8.736	25
22Oct17	153.857	178.829	182.584	183.703	188.110	189.766	191.430	192.267	9.281	8.154	25
22Oct18	153.212	174.632	178.483	179.542	183.526	186.401	187.371	187.553	8.894	7.270	25
22Oct19	151.879	178.525	182.285	182.465	189.004	192.584	193.320	194.843	10.479	9.187	25
22Oct20	152.005	173.764	178.267	180.145	183.634	186.321	187.111	187.192	9.870	7.632	25
22Oct21	152.986	176.935	179.206	180.429	183.783	187.157	188.811	189.763	6.848	7.543	25
22Oct22	152.903	176.392	179.706	180.646	184.302	187.323	188.720	189.880	7.910	7.508	25
22Oct23	152.865	175.667	178.609	179.586	182.418	186.704	188.561	190.208	6.751	7.565	25
22Oct24	155.798	176.687	178.740	178.038	183.035	186.895	187.458	190.067	6.348	6.886	25
22Oct25	164.413	177.130	179.896	178.337	184.236	186.959	192.601	195.281	7.106	6.695	25
22Oct26	164.089	176.707	180.151	180.182	183.934	187.179	192.549	197.740	7.227	7.064	25
22Oct27	159.539	176.586	179.205	178.848	183.686	187.120	190.427	191.600	7.100	6.834	25
22Oct28	143.523	176.011	178.417	179.526	182.529	187.008	187.198	197.731	6.518	9.320	25
22Oct29	143.466	177.092	179.981	181.490	184.223	188.130	188.792	197.723	7.131	9.595	25
22Oct30	143.451	175.065	178.288	178.838	182.946	186.540	186.926	197.729	7.881	9.462	25
22Oct31	149.536	177.013	183.848	180.697	186.314	198.562	207.159	232.658	9.301	14.609	25
22Nov01	143.576	176.767	178.977	179.568	183.850	187.900	188.532	197.758	7.083	9.576	25
22Nov02	143.573	177.944	180.860	181.627	186.057	189.139	191.463	195.974	8.113	9.437	25
22Nov03	143.875	178.012	179.188	180.347	183.090	187.271	187.967	194.363	5.078	8.983	25
22Nov04	143.902	176.716	179.786	179.712	185.145	188.078	193.089	202.617	8.429	10.193	25
22Nov05	143.509	176.715	179.730	179.728	185.448	189.627	192.469	201.532	8.733	10.191	25
22Nov06	143.487	177.999	179.910	181.111	184.391	187.036	188.915	197.712	6.392	9.481	25
22Nov07	145.052	177.170	179.172	179.994	182.889	187.172	188.658	196.971	5.719	9.138	25
22Nov08	146.001	176.683	179.023	178.838	183.152	186.257	191.294	196.678	6.469	9.153	25
22Nov09	143.466	176.856	179.162	178.820	183.163	189.522	195.437	203.297	6.307	10.505	26
22Nov10	143.515	176.735	178.660	179.143	183.063	187.563	188.895	195.774	6.328	9.392	26
22Nov11	143.468	175.810	179.429	178.559	183.088	194.056	201.072	207.949	7.278	11.570	26
22Nov12	144.931	176.279	179.205	177.997	182.697	191.250	195.688	205.855	6.418	10.805	25
22Nov13	147.056	177.855	179.953	181.413	184.057	188.882	189.213	197.676	6.202	9.219	25
22Nov14	145.620	177.679	180.057	181.247	184.881	189.253	189.436	199.141	7.202	9.455	26
22Nov15	145.401	181.483	182.859	183.844	189.378	192.406	195.482	198.063	7.895	10.204	26
22Nov16	145.400	179.066	182.305	185.181	187.305	191.545	195.027	197.674	8.239	10.153	26
22Nov17	147.691	177.247	179.650	180.308	183.570	189.361	192.016	196.277	6.323	9.090	25
22Nov18	145.536	175.322	179.567	180.452	184.537	192.324	197.346	200.826	9.215	10.898	26
22Nov19	145.830	175.925	178.102	179.619	182.163	190.347	192.695	197.698	6.238	10.832	28
22Nov20	147.923	178.267	181.634	184.258	187.937	194.373	196.462	197.613	9.670	11.934	28
22Nov21	149.786	176.380	180.439	182.707	188.154	193.328	193.778	197.978	11.774	11.383	28
22Nov22	149.038	174.427	179.118	181.788	184.672	189.795	190.475	198.572	10.245	10.789	28
22Nov23	149.222	174.992	179.424	181.480	185.769	193.747	195.707	197.630	10.777	10.989	28
22Nov24	148.868	174.208	177.422	178.937	184.451	187.734	191.327	197.661	10.243	10.889	26
22Nov25	148.076	173.194	176.976	178.671	182.100	187.032	189.089	197.682	8.906	10.290	28
22Nov26	146.523	173.641	177.874	179.818	183.472	189.505	190.834	197.917	9.831	10.831	28
22Nov27	146.461	175.435	178.149	179.761	184.453	189.689	193.649	197.660	9.018	11.270	27
22Nov28	146.458	173.182	177.330	179.288	182.453	189.099	189.389	197.653	9.271	10.598	28
22Nov29	146.098	172.720	177.314	179.241	182.234	186.685	189.282	197.738	9.514	10.611	28
22Nov30	145.517	171.861	176.886	178.103	182.835	186.017	189.633	198.634	10.974	10.734	28
22Dec01	146.437	173.985	177.460	178.604	182.679	186.286	188.547	198.657	8.694	10.110	28
22Dec02	146.392	175.981	177.995	178.886	182.755	186.237	188.539	197.688	6.774	9.319	28
22Dec04	146.417	175.454	178.365	178.965	182.745	188.534	193.260	197.679	7.291	9.691	28
22Dec05	146.612	175.380	178.478	180.036	182.851	187.152	188.674	198.453	7.471	9.442	28
22Dec06	146.422	176.009	179.566	179.610	184.013	191.286	192.290	202.030	8.004	10.212	27
22Dec07	146.482	174.345	178.431	179.694	182.958	187.286	189.445	199.432	8.613	9.509	28
22Dec08	145.432	174.783	177.906	179.190	181.908	187.008	189.012	197.678	7.125	9.406	28
22Dec09	143.408	174.358	177.906	179.061	181.921	187.172	188.505	197.651	7.563	9.635	28
22Dec10	142.713	173.823	177.589	179.348	182.248	186.428	187.770	197.604	8.425	9.845	27
22Dec11	142.692	176.102	178.634	179.712	184.055	187.354	187.851	197.661	7.953	9.844	28
22Dec12	142.910	174.692	177.675	179.198	182.483	186.485	187.162	197.256	7.791	9.780	27
22Dec13	142.881	174.031	177.580	178.803	182.854	187.375	188.282	197.973	8.823	10.055	27
22Dec14	142.705	173.544	179.762	181.783	187.225	190.135	193.224	197.823	13.681	11.192	27
22Dec15	142.983	173.595	177.572	179.514	182.414	186.363	186.596	197.844	8.819	9.871	27
22Dec16	142.721	173.492	177.504	179.526	182.314	186.501	187.203	197.640	8.822	9.794	27
22Dec17	142.949	173.491	177.337	179.009	181.675	186.387	186.945	197.628	8.184	9.686	27
22Dec19	142.798	173.490	177.381	179.386	181.579	186.385	186.870	197.637	8.089	9.705	27
22Dec20	146.646	173.598	177.339	178.769	181.400	185.928	186.440	197.762	7.802	9.180	27
22Dec21	142.688	173.453	176.662	178.404	181.533	185.292	186.343	197.901	8.080	9.789	26
22Dec22	142.732	173.594	177.397	179.005	181.899	185.904	187.008	198.161	8.305	9.815	27
22Dec23	142.758	173.807	177.886	179.234	183.066	187.024	188.079	198.290	9.259	9.922	27
22Dec24	142.718	173.549	177.414	179.306	181.695	185.900	186.526	197.834	8.146	9.784	27
22Dec25	143.096	173.739	179.733	180.215	185.347	190.312	191.501	203.337	11.608	10.571	27
22Dec26	142.693	177.290	178.349	179.082	183.931	187.584	187.668	197.701	6.641	10.109	27
22Dec27	142.770	173.675	178.220	179.402	183.885	188.908	189.334	197.611	10.210	10.073	27
22Dec28	142.717	173.221	177.747	178.984	182.689	187.122	187.223	198.325	9.468	9.891	27
22Dec29	142.778	177.182	178.006	179.541	182.257	185.626	187.025	197.777	5.075	9.659	27
22Dec30	142.752	173.635	177.630	179.456	182.486	186.554	187.175	198.048	8.851	9.853	27
22Dec31	142.687	173.457	177.446	179.342	181.900	186.100	186.791	197.685	8.443	9.733	27
23Jan01	145.070	174.354	178.270	179.878	181.803	186.113	191.204	198.030	7.449	9.973	25
23Jan02	146.221	176.440	178.955	180.480	183.583	187.264	189.470	197.710	7.143	9.609	26
23Jan03	146.363	178.314	179.594	181.359	183.961	189.847	190.518	197.657	5.647	9.678	27
23Jan04	146.301	176.994	179.288	178.927	183.732	191.259	197.382	198.040	6.738	10.244	31
23Jan05	146.317	173.291	178.754	178.668	183.381	191.063	197.340	197.743	10.090	10.028	34
23Jan06	146.300	173.469	178.820	178.863	183.502	191.309	197.665	198.280	10.033	10.086	34
23Jan07	146.239	175.653	180.087	178.988	186.798	192.612	197.898	198.267	11.145	10.343	34
23Jan08	146.291	175.310	179.639	178.979	185.169	191.408	197.641	198.374	9.859	10.154	34
23Jan09	146.325	173.449	178.797	177.832	182.176	197.641	197.976	198.014	8.727	10.548	34

Median value of medians is 180.215

Map of monitored sites

Using https://batchgeo.com/ and the above table of the "Coordinates of Ukrainian ping targets" to derive https://batchgeo.com/map/a1a293ce71040705f722f1b45064b628(click on link or see below):

Minimum RTT

As a check that each target host was in Ukraine we plotted their distance from SLAC versus the minimum RTT recorded for March 2022. The correlation between minimum RTT and distance from SLAC gives us some confidence that the hosts are indeed in Ukraine.

Jitter (Inter Packet Delay Variation - IPDV)

We might expect the network performance to hosts that are in a war zone may be degraded and show up as more variability on the RTTs. A sensitive measure of variability of the RTTs is the Jitter between adjacent measurements. We use a derivation of the Inter Packet Delay Variation (IPDV) to estimate the Jitter from the Ping measurements (see https://www.slac.stanford.edu/comp/net/wan-mon/tutorial.html). In addition we characterize the proximity of the war to a host in Ukraine by its proximity defined as:

Proximity Description	Value
Fallen & occupied by Russian forces	4
Surrounded by Russian forces	3
Partially surrounded by Russian forces	2
Russian forces nearby	1
Russian forces not nearby	0

We then plot the IPDV and proximity for each Ukrainian host monitored and look at the correlation between the IPDV and proximity

IPDV and Proximity for the Ukrainian hosts	Correlation between IPDV and Proximity of Russian forces (Mid March 2022)

There is a small positive correlation between the proximity and IPDV.

Traceroute to Ukraine

Visual traceroute from San Francisco to https://geotraceroute.com/?host=www.ldufk.edu.ua in Lviv Ukraine

Comparing traceroutes on different days from SLAC to www.ldufk.edu.ua,

see https://www.slac.stanford.edu/cgi-bin/traceroutearchive.cgi?from=www.slac.stanford.edu&to=www.ldufk.edu.ua

Time series for monitored sites

The times in the plots below are GMT. You can click on the graphs to increase their size. The sites are monitored by their IP address (as opposed to their name)

mail.kipt.kharkov.ua (Kharkov Institute of Physics and Technology, Kharkiv, latitude longitude 50.0867 36.2522)

See https://en.wikipedia.org/wiki/Battle_of_Kharkiv_(2022)

Monitored from DESY

www.luguniv.edu.ua¹ (Taras Shevchenko National University, Luhansk, latitude longitude 49.28157 38.90258)

Note its low value of RTT. We no longer report on this host since it appears to be in Germany.

www.dnmu.com.ua (Donetsk National Medical University, Donetsk, latitude longitude 48.0027 37.8278)

www.hneu.edu.ua (Simon Kuznets Kharkiv National University of Economic, Kharkiv, latitude longitude 50.0139 36.22216)

See https://en.wikipedia.org/wiki/Battle_of_Kharkiv_(2022)

snau.edu.ua (Sumy National Agrarian University, Sumy, latitude longitude 50.8817 34.7758)

See https://en.wikipedia.org/wiki/Battle_of_Sumy

The host was no longer pingable by name or address on 11/12/2022 thru 11/13/2022.

www.chnpu.edu.ua (Chernihiv National University of Technology, latitude longitude 51.5051 31.33316)

No response between Mar 11 15:00 and Mar 12 09:00, then again between Mar 21 04:30 and Apr 16 06:30.

See https://en.wikipedia.org/wiki/Siege_of_Chernihiv.

Later...

www.onu.edu.ua (Odessa I. I. Michnikov National University, latitude longitude 46.4875 30.7290)

We were unable to ping the ONU site by name starting 03:00 Nov 16, 2022 GMT. In addition the web site http://onu.edu.ua/en/ was not accessible. However the IP address 91.208.138.242 did respond to ping with an RTT of 197ms, but not to http on 11/18/2022. Also following this date nslookup was unable to find a name for 91.208.138.242.

Looking at https://www.unesco.org/en/ukraine-war/damages-and-victims#educational-institutions we note that as of 11/18/2022: "Damage to Ukraine learning Institutions damaged by bombing and shelling amounted to 2739 suffering with 2406 damaged and 333 destroyed."n institutions in Ukraine
2333 destroy

See In more detail:

Looking at the ping 91.208.138.242 RTTs across this date we see below there appears to be change in behavior

Before 11/18/2022

After 11/18/2022

en.mdu.in.ua (Mariupol State University, Mariupol, latitude longitude 47.1021 37.52356)

The logarithmic Increase in roundtrip times starting Mar 30, 2022 and continuing through Apr 1, 2022 corresponds to the fall of most of Mariupol to Russian forces (see https://en.wikipedia.org/wiki/Siege_of_Mariupol). The last ping response PingER was able to get from ewn.mdu.in.ua was from just before midnight May 20, 2022. This corresponds to the fall of Mariupol (https://en.wikipedia.org/wiki/Siege_of_Mariupol) to Russian forces.

www.znu.edu.ua³ (Zaporizhia National University, Zaporizhia, latitude longitude 47.189 35.1811)

www.dpsmu.com (Dnipro State Medical University, Dnipro, latitude longitude 48.46111 35.0544)

www.krm.gov.ua (Kramatorsk City Council, Kramatorsk, latitude longitude 48.7377495 37.5840575)

See https://en.wikipedia.org/wiki/Battle_of_Kramatorsk

museum.slavyansk.online (Slavic Local History Museum, Slavyansk, latitude longitude 48.8555196 37.5935091)

The site www.museum.slavyansk.online with IP address 65.21.127.155 started responding to pings again around 7:00am 11/9/2022 GMT. The ping responses this period are shown below:

The marked change in behavior starting around 11/7/2022 (in particular an increase from 168ms to 192ms or a 24ms increase in minumum RTT intermittently starting around 8/24/2022, solidifying around 9/5/2022 and extending to 11/9/2022) maybe related to a change in the location of the host responding to the address 88.212.208.67.

www.rada.com.us (Izyum Instrument-Making Plant, Izyum, latitude longitude 49.1911728 37.2460882)

See https://en.wikipedia.org/wiki/Battle_of_Izium_(2022)

There is a loss of ping response starting Apr 19 10:30 GMT and ending Apr 21 19:30 2022 GMT.

www.kntu.net.ua²(Kherson National Technical University, Kherson, latitude longitude 46.66879 32.6354)

On Mar 2, 2022 Kherson was surrendered to the Russians. On Mar 23, 2022, Ukraine launched a counter attack(https://en.wikipedia.org/wiki/Battle_of_Kherson).

There was no response to pings from SLAC to www.kntu.net.ua between 16:30 May 30 and 01:00 Jun 2, 2022 GMT. Then again Jun 27 thru Jun 29.

On November 10, 2022 the Russian defence minister Sergei Shoigu on Wednesday announced Russia would pull out its troops from the southern Ukrainian city of Kherson, the first and only regional capital to be captured by Russian forces since they invaded Ukraine in late February. By November 13, Ukraine now occupied Kherson and the west bank of the Dnipro river.

The suspiciously low RTT of just over 142 msecs may indicate the host has moved West out of Ukraine and is now closer to the US

www.ksau.kherson.ua² (Kherson State Agricultural University, Kherson, latitude longitude 46.6425 32.5821)

On Mar 2, 2022 Kherson was surrendered to the Russians. On Mar 23, 2022, Ukraine launched a counterattack (https://en.wikipedia.org/wiki/Battle_of_Kherson).

There was no ping response from www.ksau.kherson.ua between 16:30 Apr 30 and 04:30 May 4, 2022. Then again Jun 13- Aug 25.

www.nuos-international.com.ua (National University of Shipbuilding, Mykolaiv, latitude longitude 46.9871, 31.9836)

See the Battle of Mykolaiv at https://en.wikipedia.org/wiki/Battle_of_Mykolaiv.

Also see the photo below from Wikipedia:

However, there was no noticeable change in ping response (the blue ping loss spike occurred on July 14 at 08:00 GMT):

www.imath.kiev.us (Institute of Mathematics of NAS of Ukraine, Kyiv, latitude longitude = 50.443 30.5142)

The battle for Kyiv lasted from Feb 25, 2022 to Apr 2, 2022, see https://en.wikipedia.org/wiki/Battle_of_Kyiv_(2022)

ix.net.ua (Ukranian Internet Exchange, Kyiv, latitude longitude 50.4359 30.4981)

The battle for Kyiv lasted from Feb 25, 2022 to Apr 2, 2022, see https://en.wikipedia.org/wiki/Battle_of_Kyiv_(2022)

ns.kiev.ua (Kyiv Navigator, Kyiv, latitude longitude 50.4359 30.4981)

The battle for Kyiv lasted from Feb 25, 2022 to Apr 2, 2022, see https://en.wikipedia.org/wiki/Battle_of_Kyiv_(2022)

www.hostmaster.ua (Hostmaster, Kyiv latitude and longitude 50.4557 30.4900)

The battle for Kyiv lasted from Feb 25, 2022 to Apr 2, 2022, see https://en.wikipedia.org/wiki/Battle_of_Kyiv_(2022)

www.archangel.kiev.ua (Saint Michael's Monastery, Kyiv, latitude longitude 50.4558 30.5208)

The battle for Kyiv lasted from Feb 25, 2022 to Apr 2, 2022, see https://en.wikipedia.org/wiki/Battle_of_Kyiv_(2022)

www.golos.com.ua (Voice of Ukraine, Kyiv, latitude longitude = 50.4558 30.5055)

The battle for Kyiv lasted from Feb 25, 2022 to Apr 2, 2022, see https://en.wikipedia.org/wiki/Battle_of_Kyiv_(2022)

www.kau.org.ua (Kyiv Academic University, Kyiv, latitude longitude = 50.4667 30.3608)

The battle for Kyiv lasted from Feb 25, 2022 to Apr 2, 2022, see https://en.wikipedia.org/wiki/Battle_of_Kyiv_(2022)

www.vntu.edu.ua (Vinnytsia National Technical University, Vinnytsia, latitude longitude = 49.2339 23.9287)

www.zu.edu.ua (Zhytomyr Ivan Franko State University, Zhytomyr, latitude longitude = 50.24917 28.6178)

www.wunu.edu.ua (Western Ukrainian National University, Ternopil, latitude longitude = 49.7954 27.8248)

www.vnu.edu.ua (Lesya Ukrainka Volyn National University, Luskt, latitude longitude 50.7470 25.3288)

www.ldufk.edu.ua (Lviv State University of Physical Culture, Lviv, latitude longitude 49.84115 24.0205)

Russia's regions and annexation of regions of Ukraine

At the end of September 2022, the Russian President Vladimir Putin announced a decree that four partially occupied regions (Donetsk, Luhansk, Zaporizhzhia and Kherson) of Ukraine have been annexed and are now part of Russia.

Ukraine Regions	State of Russian occupation Oct 4 after annexation

Slavyansk (or Sloviansk)

According to Wikipedia "Sloviansk was one of the focal points in the early stages of the 2014 pro-Russian conflict in Ukraine as it was the first city to be seized by Russia-backed military troops.^[7]^[8] It was retaken by Ukrainian forces in July 2014...On 4 July 2022, The Guardian reported that, after the fall of the Luhansk oblast, Russian invasion troops would continue their invasion into the adjacent Donetsk oblast to attack the cities of Sloviansk and Bakhmut. In early September 2022, Ukraine began a major counteroffensive, regaining several settlements in the Kharkiv region. This relieved the pressure on Sloviansk with the fall of Lyman to Ukrainian forces on October 1st 2022."

PingER was unable to access http://www.museum.slavyansk.online at 7:50am 10/4/2022 US California time, the name did not resolve an IPv4 address, the IPv4 address continued to respond to pings. This host was identified as the Slavic Local History Museum at 3 Yunykh Kommunarov street, Slavyansk, Donetsk, Ukraine. It had the IP address 88.212.208.67. The IP name was now associated with 88.212.208.67 was 67-208-212-88.host.exepto.ru. The web site now responding to http://88.212.208.67/ and the web page from webnames.ru appeared as the link not available.

Webnames.ru appears to be a Russian site offering "Linux-based shared plans with a control panel in Russian. It provides beginner-friendly tools, discounts on longer subscription." The Round Trip Time (RTT) before and after 10/4/2022 do not appear to have changed.

The maps below show the situation November 10th 2022.

State of occupied areas from Wikipedia Nov 10th 2022.	Location of Slavyansk

Sumy

There was an interruption in ping responses from SLAC to Sumy National Agrarian University (www.snau.edu.us address 5.9.136.198) following November 11 07:00 until Nov 14 02:00 GMT. Also starting around November 1st 2022 there was quite a dramatic increase in ping response losses. Then starting Nov between 21:30 and 21:59 there was a drop in minimum ping response times to 160 ms from 179ms as well as almost no ping losses persisting at least until January 4, 20023.

Mariupol

The last ping response PingER was able to get from en.mdu.in.ua was from just before midnight May 20, 2022. This corresponds to the fall of Mariupol (https://en.wikipedia.org/wiki/Siege_of_Mariupol) to Russian forces.

Odessa

We were unable to ping the ONU (Odessa National University) site by name starting 03:00 Nov 16, 2022 GMT. In addition the web site http://onu.edu.ua/en/ was not accessible. However the IP address 91.208.138.242 did respond to ping with an RTT of 197ms, but not to http://91.208.138.242 on 11/18/2022.

institutions in Ukraine
2333 destroy

Therefore we continued to monitor the IP address.

Looking at https://www.unesco.org/en/ukraine-war/damages-and-victims#educational-institutions we note that as of 11/18/2022: "Damage to Ukraine learning Institutions damaged by bombing and shelling amounted to 2739 suffering with 2406 damaged and 333 destroyed."n

Other references:

Ukraine struggles with Internet blackout after Russian invasion, Feb 25

Russia’s Invasion of Ukraine Is Already Taking Down the Internet, Feb 24

https://techcrunch.com/2022/02/24/russia-ukraine/

Ukranian Internet Exchange traffic

Map of the current state of the Russian attack, from the Washington Post

Russo Ukrainian War, Wikipedia

Ukraine Nuclear power plant at Zaporizhzhia Nuclear Power Plant in the city of Enerhodar

Ukraine maps: Ceasefire allows people to leave cities,

Other relevant items

According to https://hostmaster.ua/news/?pr20220226 "As of 2/.26/2022 the .UA domain registry company "Hostmeister" has transferred to European countries servers that ensure the operability of the .UA domain. Previously, the servers were located in Kiev."

Mariupol State University's web site (http://en.mdu.in.ua/) has an RTT from SLAC of around 72ms suggesting it is in the US

The Ivan Franko National University of Lviv (www.lnu.edu.ua) has an RTT from SLAC of around 161ms and appears to be served by edivirt1803.your-server.de where .de is the TLD for Germany.

A Wednesday morning (Feb 2, 2022) strike on the Kharkiv National University left the building engulfed by fire according to Ukraine's State Emergency Services and videos geolocated by CNN.

3/3/2022: The largest nuclear power plant in Europe, the Zaporizhzhia Nuclear Power Plant in the city of Enerhodarnuclear, was under attack by Russian forces who are being blocked by Ukraine citizens. CNN reports that the plant has been shelled and is on fire.

Parallel:

On Sept 1, 1939 Germany (population 80M) invaded Poland (population 35M), Britain and France, standing by their guarantee of Poland's border, declared war on Germany on September 3, 1939. On Sept 17, 1939 the USSR (population 170.5M) also invaded Poland (population 35M). Poland fell on October 6, 1939, 33 days after the German invasion.
On 24 February 2022 Russia (population 144M) invaded Ukraine (population 41.6M). So far, the Ukrainians have not given in. No other country (e.g. Belarus, US, NATO) has joined in.
- https://www.theglobalist.com/will-ukraine-be-a-replay-of-poland-in-1939/
- https://nypost.com/2022/03/09/photos-how-russias-invasion-of-ukraine-compares-to-world-war-ii/#10

Footnotes

¹For some time www.lgunix.edu.ua had an abnormally low RTT of 153ms. The next lowest is www.vnu.edu.ua with an ~ 17ms larger RTT. According to https://ipgeolocatio n.io/ip-location/www.luguniv.edu.ua the address 85.25.203.193 on 1/4/2023 was located Strasbourg, France. More information can be found at http://luguniv.edu.ua/?page_id=31&lang=en

²According to Wikipedia, Kherson was under Russian control since early March 2022. It was returned to Ukraine control Nov 3, 2022 (see https://en.wikipedia.org/wiki/Battle_of_Kherson)

³The Zaporizhzhia site is of interest due to its proximity to the Zaporizhzhya Nuclear Power Plant about 40 miles SW of the Zaporizhzhia National University. On 4 March 2022, as reported by Wikipedia, the nuclear power plant was captured by Russian forces during the battle of Zaporizhzhia of the 2022 Russian invasion of Ukraine. However, the monitoring did not start until Mar 6 after the Russian forces' attack.

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Child pages

Impact of the Russo Ukraine war on ping response times

Table of Contents

Introduction

Summary April 9, 6pm California time

Plots of PingER round trip times

Coordinates of Ukrainian ping targets

Kharkov Institute of Physics and Technology

Map of Oblasts (Regions of Ukraine)

Number of Ukrainian hosts monitored from SLAC by day

Summary for Sites in Ukraine seen from EDU.SLAC.STANFORD.PINGER

Summary for Sites in Ukraine seen from EDU.SLAC.STANFORD.PINGER

Map of monitored sites

Minimum RTT

Jitter (Inter Packet Delay Variation - IPDV)

Traceroute to Ukraine

Time series for monitored sites

mail.kipt.kharkov.ua (Kharkov Institute of Physics and Technology, Kharkiv, latitude longitude 50.0867 36.2522)

Monitored from DESY

www.luguniv.edu.ua1 (Taras Shevchenko National University, Luhansk, latitude longitude 49.28157 38.90258)

www.dnmu.com.ua (Donetsk National Medical University, Donetsk, latitude longitude 48.0027 37.8278)

www.hneu.edu.ua (Simon Kuznets Kharkiv National University of Economic, Kharkiv, latitude longitude 50.0139 36.22216)

snau.edu.ua (Sumy National Agrarian University, Sumy, latitude longitude 50.8817 34.7758)

www.chnpu.edu.ua (Chernihiv National University of Technology, latitude longitude 51.5051 31.33316)

www.onu.edu.ua (Odessa I. I. Michnikov National University, latitude longitude 46.4875 30.7290)

en.mdu.in.ua (Mariupol State University, Mariupol, latitude longitude 47.1021 37.52356)

www.znu.edu.ua3 (Zaporizhia National University, Zaporizhia, latitude longitude 47.189 35.1811)

www.dpsmu.com (Dnipro State Medical University, Dnipro, latitude longitude 48.46111 35.0544)

www.kntu.net.ua2 (Kherson National Technical University, Kherson, latitude longitude 46.66879 32.6354)

www.ksau.kherson.ua2 (Kherson State Agricultural University, Kherson, latitude longitude 46.6425 32.5821)

www.nuos-international.com.ua (National University of Shipbuilding, Mykolaiv, latitude longitude 46.9871, 31.9836)

www.imath.kiev.us (Institute of Mathematics of NAS of Ukraine, Kyiv, latitude longitude = 50.443 30.5142)

ix.net.ua(Ukranian Internet Exchange, Kyiv, latitude longitude 50.4359 30.4981)

ns.kiev.ua (Kyiv Navigator, Kyiv, latitude longitude 50.4359 30.4981)

www.hostmaster.ua (Hostmaster, Kyiv latitude and longitude 50.4557 30.4900)

www.archangel.kiev.ua (Saint Michael's Monastery, Kyiv, latitude longitude 50.4558 30.5208)

www.golos.com.ua (Voice of Ukraine, Kyiv, latitude longitude = 50.4558 30.5055)

www.kau.org.ua (Kyiv Academic University, Kyiv, latitude longitude = 50.4667 30.3608)

www.vntu.edu.ua (Vinnytsia National Technical University, Vinnytsia, latitude longitude = 49.2339 23.9287)

www.zu.edu.ua (Zhytomyr Ivan Franko State University, Zhytomyr, latitude longitude = 50.24917 28.6178)

www.wunu.edu.ua (Western Ukrainian National University, Ternopil, latitude longitude = 49.7954 27.8248)

www.vnu.edu.ua (Lesya Ukrainka Volyn National University, Luskt, latitude longitude 50.7470 25.3288)

www.ldufk.edu.ua (Lviv State University of Physical Culture, Lviv, latitude longitude 49.84115 24.0205)

Russia's regions and annexation of regions of Ukraine

Slavyansk (or Sloviansk)

Sumy

Mariupol

Odessa

Other references:

Other relevant items

Footnotes

www.luguniv.edu.ua¹ (Taras Shevchenko National University, Luhansk, latitude longitude 49.28157 38.90258)

www.znu.edu.ua³ (Zaporizhia National University, Zaporizhia, latitude longitude 47.189 35.1811)

www.kntu.net.ua²(Kherson National Technical University, Kherson, latitude longitude 46.66879 32.6354)

www.ksau.kherson.ua² (Kherson State Agricultural University, Kherson, latitude longitude 46.6425 32.5821)

ix.net.ua (Ukranian Internet Exchange, Kyiv, latitude longitude 50.4359 30.4981)