MetroData Lab. Urban data goes personal

DATAL AB METRO

Gulnaz Aksenova & Artur Shakhbazyan

UR BAN DATA GOES PERSONAL

Data as a means of understanding the interaction between citizens and the city

Image credits: Fox; Abigail Daker

Data as a means of understanding the interaction between citizens and the city

URBAN DATA

Macrodata

User-generated data

Statistics

Biodata

Environmental data

Image credits: Brian Black

Image credits: Oliver O’Brien, London City Dashboard

WHAT IS THE POTENTIAL?

Christian Nold, Bartlett, UCLMichael Holland, NYU Mara Balestrini, UCL, ICRI

TRANSPORT + INFRASTUCTURE + PEOPLE =

Image credits: Yuri Degtyarev; KVenz

U N I QUE / REGULATED

Image credits: appaIoosa

— Marc Augé

“...the subway plays the

role of a magnifying mirror

that invites us to take

account of a phenomenon

that, without it, we

might risk or perhaps

try to be unaware of.”

MACRODATA / STATISTICS

6-7 7-8 8-9 10-11 11-129-10

Metro tra�c6:00 am - 12:00 am

Morning passenger traffic6:00 - 12:00

6-7 7-8 8-9 10-11 11-129-10

Metro tra�c6:00 am - 12:00 am

Image credits: Matt Groening

Morning passenger traffic6:00 - 12:00

Temperature measures atthe stations

COLLECTED ONCE A MONTH

NO EXACT TIME

NO SIGNIFICANT REASON

COLLECTED ONCE A MONTH

NO EXACT TIME

NO SIGNIFICANT REASON

Sources: Moscow metro official website (www.mosmetro.ru), Brand Media marketing company (http://www.brand-met-ro.ru/)

Hourly distributionof ridership in one day

Tagansko-KrasnopresnenskayaSerpuhovsko-TimiryazevskayaZamoskvoreckayaKalugsko-Rigskaya

120000

150000

6:007:00

11:0012:00

00:0001:00

23:0000:00

7:008:00

8:009:00

KahovskayaButovskayaArbatsko-PokrovskayaSokolnicheskaya

LublinskayaKalininskayaKolcevaya

MEN 55.1%ABOVE 46 38.5%MARRIED 53.8%HIGHER EDUCATION 72.2%WORKER, BUILDER 14.4%

WOMAN 53.3%ABOVE 46 26,7%MARRIED 48%HIGHER EDUCATION 72.2%SERVICE 22,7%

WOMAN 54.3%19-22 YEARS OLD 24,7%NOT MARRIED 63%HIGHER EDUCATION 72.2%STUDENTS UNKNOWN %

WOMAN 54.4%19-22 YEARS OLD 30.4%NOT MARRIED 51.9%HIGHER EDUCATION 72.2%STUDENTS 30.8%

WOMAN 60.8%23-27 YEARS OLD 34.2%NOT MARRIED 57%HIGHER EDUCATION 62%STUDENTS 24.7%

MAN 69.7%19-22 YEARS OLD 37.2%NOT MARRIED 64.9%HIGHER EDUCATION 76.9%SHOPPING MALL WORKERS24.7%

Source: Moscow metro; Brand Media

Macrodata averages the image and does not exactly reflects the reality

finer resolution

personal data

social networks

individual scale

USER-GENERATED DATA

5 TWEETS / HOUR

80% RETWEET FOURSQUARE

API LIMITATIONS

Twitter as a source of datarelated to metro

5 TWEETS / HOUR

80% RETWEET FOURSQUARE

API LIMITATIONS

Twitter as a source of datarelated to metro

350 000 users checked-in 1,35 million times

source: foursquare.com

Yugo-Zapadnaya 21 689Kitay-gorod 20 313Vykhino 19 512Kiyevskaya 18 257VDNH 17 766

Top-5 stations by numberof check-ins

source: foursquare.com / Moscow metro

Check-ins / official statisticscomparison

source: foursquare.com / stroi.mos.ru

check-ins regularity

functional zones

maximum

residential

minimum

public

Regularity of check-ins

“Place attachment”

City context influence how people behave in the metro.

These changes can be traced throughtheir online activity.

Hence, user-generated data collected in the metro reflects larger-scale urban

environment

BIO- AND ENVIRONMENTAL DATA

source: mk.ru

Sensory experience in crowded metro

BIODATA

BRAIN WAIVES LIGHT INTENSITY

NOISE LEVEL

AIR TEMPERATURE

HUMIDITY

BODY TEMPERATURE

HEART BEAT

GALVANIC SKINRESPONSE

ENVIRONMENTAL

Body as a module

GALVANIC SKIN RESPONSE SENSOR

MICROPHONE - NOISE SENSOR

HUMIDITY AND TEMPERATURE (AIR) SENSOR

BODY TEMPERATURE SENSOR

LIQUID-CRYSTAL DISPLAY

USB POWER PACK

ELECTRONIC PROTOTYPING PLATFORM TEENSY++

BUTTON 1 - BACKLIGHT SWITCH ON/OFF

BUTTON 2 - RECORD TYPE SWITCH STATION/TUNNEL

BUTTON 3 - RECORDING START/STOP

LIGHT INTENSITY SENSOR

Device for data collection

SOKOLNICHESKAYA LINE:

19 STATIONS

3 MINUTES / STATION

TOTAL TIME: 1H36

Experiment 1:Bio- and environmental data collection

0 1:36:2630 1:00 1:30 2:00 2:30 3:00 3:30 4:00 4:30 5:00 5:30 6:00 6:30 7:00 7:30 8:00 8:30 9:00 9:30 10:00 10:30 11:00 11:30 12:00 12:30 13:00 13:30 14:00 14:30 15:00 15:30 16:00 16:30 17:00 17:30 18:00 18:30 19:00 19:30 20:00 20:30 21:00 21:30 22:00 22:30 23:00 23:30 24:00 24:30 25:00 25:30 26:00 26:30 27:00 27:30 28:00 28:30 29:00 29:30 30:00 30:30 31:00 31:30 32:00 32:30 33:00 33:30 34:00 34:30 35:00 35:30 36:00 36:30 37:00 37:30 38:00 38:30 39:00 39:30 40:00 40:30 41:00 41:30 42:00 42:30 43:00 43:30 44:00 44:30 45:00 45:30 46:00 46:30 47:00 47:30 48:00 48:30 49:00 49:30 50:00 50:30 51:00 51:30 52:00 52:30 53:00 53:30 54:00 54:30 55:00 55:30 56:00 56:30 57:00 57:30 58:00 58:30 59:00 59:30 1:00:00 1:00:30 1:01:00 1:01:30 1:02:00 1:02:30 1:03:00 1:03:30 1:04:00 1:04:30 1:05:00 1:05:30 1:06:00 1:06:30 1:07:00 1:07:30 1:08:00 1:08:30 1:09:00 1:09:30 1:10:00 1:10:30 1:11:00 1:11:30 1:12:00 1:12:30 1:13:00 1:13:30 1:14:00 1:14:30 1:15:00 1:15:30 1:16:00 1:16:30 1:17:00 1:17:30 1:18:00 1:18:30 1:19:00 1:19:30 1:20:00 1:20:30 1:21:00 1:21:30 1:22:00 1:22:30 1:23:00 1:23:30 1:24:00 1:24:30 1:25:00 1:25:30 1:26:00 1:26:30 1:27:00 1:27:30 1:28:00 1:28:30 1:29:00 1:29:30 1:30:00 1:30:30 1:31:00 1:31:30 1:32:00 1:32:30 1:33:00 1:33:30 1:34:00 1:34:30 1:35:00 1:35:30

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2624 24 24 24 24 24 24 24 24 24 24 2423 23 2323

25 25 25 25 25 25 252523 23 23

BODY TEMPERATURE (C): MY BODY FEELS

32 3231 31 30 31 30 31 30

3130 30

STRESS LEVEL - GALVANIC SKIN RESPONSE (kOhm): I AM EMOTIONAL

TRIP ACROSS 19 STATIONS OF SOKOLNICHESKAYA (RED) LINE OF MOSCOW METRO

ENVIRONMENTAL TEMPERATURE (C): MY BODY FEELS

CROWD (%): MY BODY EXPERIENCES

0.512222 33333333 22

4444 5555 66

17/05/2013

2:30 min 2:00 3:00 2:30 4:00 2:00 2:30 2:00 3:30 1:30 4:30 2:30 3:10 2:00 4:00 2:00 3:30 1:30 1:30 1:30 1:35 3:35 1:10 2:45 2:15 5:35 2:15 2:15 1:20 3:00 2:10 4:00 2:35 3:15 1:35 2.25 1:05

11:36 am 14:01 pm

LUMINOCITY INTENSITY (%): I SEE NOISE LEVEL (dB): I HEAR

343638

ENVIRONMENTAL HUMIDITY (%): MY BODY FEELS 34 34

32 32 32 32 32 31 3134 34 34 34 34 34

YUGO-ZAPADNAYA

PROSPEKTVERNADSKOGO

UNIVERSITET VOROBYOVY GORY

SPORTIVNAYA FRUNZENSKAYA PARK KULTURY

KROPOTKINSKAYA BIBLIOTEKA IMENI LENINA

OHOTNY RYAD

LUBYANKA CHISTYE PRUDY

KRASNYE VOROTA

SOKOLNIKI PREOBRAZHENSKAY PLOSHAD

CHERKIZOVSKAYA ULITSA PODBELSKOGO

KOMSOMOLSKAYA KRASNOSELSKAYA

Coming home, Strelka is my home ha-ha =) Old lady carying

heavy bag upstairs makes me sad.... :(

Policeman islooking at me :0I am excited :)

I have never been here

someone smiling called me ‘Terrorist’ =Oand took a picture of me for instagram

Going home to eat!! Yess!!

I am hungryand tired

Emotions are from experiencesPersonal attachments are connected to memory or special feelings

No stress for wearing device

No feelings to uknown stations

VISUAL SENSORY (CAMERA IMAGE): I SEE

Visualizationof collected data

0 1:36:2630 1:00 1:30 2:00 2:30 3:00 3:30 4:00 4:30 5:00 5:30 6:00 6:30 7:00 7:30 8:00 8:30 9:00 9:30 10:00 10:30 11:00 11:30 12:00 12:30 13:00 13:30 14:00 14:30 15:00 15:30 16:00 16:30 17:00 17:30 18:00 18:30 19:00 19:30 20:00 20:30 21:00 21:30 22:00 22:30 23:00 23:30 24:00 24:30 25:00 25:30 26:00 26:30 27:00 27:30 28:00 28:30 29:00 29:30 30:00 30:30 31:00 31:30 32:00 32:30 33:00 33:30 34:00 34:30 35:00 35:30 36:00 36:30 37:00 37:30 38:00 38:30 39:00 39:30 40:00 40:30 41:00 41:30 42:00 42:30 43:00 43:30 44:00 44:30 45:00 45:30 46:00 46:30 47:00 47:30 48:00 48:30 49:00 49:30 50:00 50:30 51:00 51:30 52:00 52:30 53:00 53:30 54:00 54:30 55:00 55:30 56:00 56:30 57:00 57:30 58:00 58:30 59:00 59:30 1:00:00 1:00:30 1:01:00 1:01:30 1:02:00 1:02:30 1:03:00 1:03:30 1:04:00 1:04:30 1:05:00 1:05:30 1:06:00 1:06:30 1:07:00 1:07:30 1:08:00 1:08:30 1:09:00 1:09:30 1:10:00 1:10:30 1:11:00 1:11:30 1:12:00 1:12:30 1:13:00 1:13:30 1:14:00 1:14:30 1:15:00 1:15:30 1:16:00 1:16:30 1:17:00 1:17:30 1:18:00 1:18:30 1:19:00 1:19:30 1:20:00 1:20:30 1:21:00 1:21:30 1:22:00 1:22:30 1:23:00 1:23:30 1:24:00 1:24:30 1:25:00 1:25:30 1:26:00 1:26:30 1:27:00 1:27:30 1:28:00 1:28:30 1:29:00 1:29:30 1:30:00 1:30:30 1:31:00 1:31:30 1:32:00 1:32:30 1:33:00 1:33:30 1:34:00 1:34:30 1:35:00 1:35:30

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2624 24 24 24 24 24 24 24 24 24 24 2423 23 2323

25 25 25 25 25 25 252523 23 23

31 3132 32

31 31 30 31 30 31 3031

30 3028

0.512222 33333333 22

4444 5555 66

2:30 min 2:00 3:00 2:30 4:00 2:00 2:30 2:00 3:30 1:30 4:30 2:30 3:10 2:00 4:00 2:00 3:30 1:30 1:30 1:30 1:35 3:35 1:10 2:45 2:15 5:35 2:15 2:15 1:20 3:00 2:10 4:00 2:35 3:15 1:35 2.25 1:05

11:36 am

343638

34 3432 32 32 32 32 31 31

34 34 34 34 34 34

STRESS LEVEL - G ALVANIC SKIN RESPONSE (kOh m): I A M EM OTIONAL

0 1:36:2630 1:00 1:30 2:00 2:30 3:00 3:30 4:00 4:30 5:00 5:30 6:00 6:30 7:00 7:30 8:00 8:30 9:00 9:30 10:00 10:30 11:00 11:30 12:00 12:30 13:00 13:30 14:00 14:30 15:00 15:30 16:00 16:30 17:00 17:30 18:00 18:30 19:00 19:30 20:00 20:30 21:00 21:30 22:00 22:30 23:00 23:30 24:00 24:30 25:00 25:30 26:00 26:30 27:00 27:30 28:00 28:30 29:00 29:30 30:00 30:30 31:00 31:30 32:00 32:30 33:00 33:30 34:00 34:30 35:00 35:30 36:00 36:30 37:00 37:30 38:00 38:30 39:00 39:30 40:00 40:30 41:00 41:30 42:00 42:30 43:00 43:30 44:00 44:30 45:00 45:30 46:00 46:30 47:00 47:30 48:00 48:30 49:00 49:30 50:00 50:30 51:00 51:30 52:00 52:30 53:00 53:30 54:00 54:30 55:00 55:30 56:00 56:30 57:00 57:30 58:00 58:30 59:00 59:30 1:00:00 1:00:30 1:01:00 1:01:30 1:02:00 1:02:30 1:03:00 1:03:30 1:04:00 1:04:30 1:05:00 1:05:30 1:06:00 1:06:30 1:07:00 1:07:30 1:08:00 1:08:30 1:09:00 1:09:30 1:10:00 1:10:30 1:11:00 1:11:30 1:12:00 1:12:30 1:13:00 1:13:30 1:14:00 1:14:30 1:15:00 1:15:30 1:16:00 1:16:30 1:17:00 1:17:30 1:18:00 1:18:30 1:19:00 1:19:30 1:20:00 1:20:30 1:21:00 1:21:30 1:22:00 1:22:30 1:23:00 1:23:30 1:24:00 1:24:30 1:25:00 1:25:30 1:26:00 1:26:30 1:27:00 1:27:30 1:28:00 1:28:30 1:29:00 1:29:30 1:30:00 1:30:30 1:31:00 1:31:30 1:32:00 1:32:30 1:33:00 1:33:30 1:34:00 1:34:30 1:35:00 1:35:30

242628

343638

242628

2624 24 24 24 24 24 24 24 24 24 24 2423 23 2323

25 25 25 25 25 25 252523 23 23

31 3132 32

31 31 30 31 30 31 3031

30 3028

0.512222 33333333 22

4444 5555 66

2:30 min 2:00 3:00 2:30 4:00 2:00 2:30 2:00 3:30 1:30 4:30 2:30 3:10 2:00 4:00 2:00 3:30 1:30 1:30 1:30 1:35 3:35 1:10 2:45 2:15 5:35 2:15 2:15 1:20 3:00 2:10 4:00 2:35 3:15 1:35 2.25 1:05

11:36 am

343638

34 3432 32 32 32 32 31 31

34 34 34 34 34 34

STRESS LEVEL

0 1:36:2630 1:00 1:30 2:00 2:30 3:00 3:30 4:00 4:30 5:00 5:30 6:00 6:30 7:00 7:30 8:00 8:30 9:00 9:30 10:00 10:30 11:00 11:30 12:00 12:30 13:00 13:30 14:00 14:30 15:00 15:30 16:00 16:30 17:00 17:30 18:00 18:30 19:00 19:30 20:00 20:30 21:00 21:30 22:00 22:30 23:00 23:30 24:00 24:30 25:00 25:30 26:00 26:30 27:00 27:30 28:00 28:30 29:00 29:30 30:00 30:30 31:00 31:30 32:00 32:30 33:00 33:30 34:00 34:30 35:00 35:30 36:00 36:30 37:00 37:30 38:00 38:30 39:00 39:30 40:00 40:30 41:00 41:30 42:00 42:30 43:00 43:30 44:00 44:30 45:00 45:30 46:00 46:30 47:00 47:30 48:00 48:30 49:00 49:30 50:00 50:30 51:00 51:30 52:00 52:30 53:00 53:30 54:00 54:30 55:00 55:30 56:00 56:30 57:00 57:30 58:00 58:30 59:00 59:30 1:00:00 1:00:30 1:01:00 1:01:30 1:02:00 1:02:30 1:03:00 1:03:30 1:04:00 1:04:30 1:05:00 1:05:30 1:06:00 1:06:30 1:07:00 1:07:30 1:08:00 1:08:30 1:09:00 1:09:30 1:10:00 1:10:30 1:11:00 1:11:30 1:12:00 1:12:30 1:13:00 1:13:30 1:14:00 1:14:30 1:15:00 1:15:30 1:16:00 1:16:30 1:17:00 1:17:30 1:18:00 1:18:30 1:19:00 1:19:30 1:20:00 1:20:30 1:21:00 1:21:30 1:22:00 1:22:30 1:23:00 1:23:30 1:24:00 1:24:30 1:25:00 1:25:30 1:26:00 1:26:30 1:27:00 1:27:30 1:28:00 1:28:30 1:29:00 1:29:30 1:30:00 1:30:30 1:31:00 1:31:30 1:32:00 1:32:30 1:33:00 1:33:30 1:34:00 1:34:30 1:35:00 1:35:30

242628

343638

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2624 24 24 24 24 24 24 24 24 24 24 2423 23 2323

25 25 25 25 25 25 252523 23 23

31 3132 32

31 31 30 31 30 31 3031

30 3028

0.512222 33333333 22

4444 5555 66

2:30 min 2:00 3:00 2:30 4:00 2:00 2:30 2:00 3:30 1:30 4:30 2:30 3:10 2:00 4:00 2:00 3:30 1:30 1:30 1:30 1:35 3:35 1:10 2:45 2:15 5:35 2:15 2:15 1:20 3:00 2:10 4:00 2:35 3:15 1:35 2.25 1:05

11:36 am

343638

34 3432 32 32 32 32 31 31

34 34 34 34 34 34

BODY TEMPER ATURE (C): M Y BODY FEELS

B ODY TEMPER ATURE

0 1:36:2630 1:00 1:30 2:00 2:30 3:00 3:30 4:00 4:30 5:00 5:30 6:00 6:30 7:00 7:30 8:00 8:30 9:00 9:30 10:00 10:30 11:00 11:30 12:00 12:30 13:00 13:30 14:00 14:30 15:00 15:30 16:00 16:30 17:00 17:30 18:00 18:30 19:00 19:30 20:00 20:30 21:00 21:30 22:00 22:30 23:00 23:30 24:00 24:30 25:00 25:30 26:00 26:30 27:00 27:30 28:00 28:30 29:00 29:30 30:00 30:30 31:00 31:30 32:00 32:30 33:00 33:30 34:00 34:30 35:00 35:30 36:00 36:30 37:00 37:30 38:00 38:30 39:00 39:30 40:00 40:30 41:00 41:30 42:00 42:30 43:00 43:30 44:00 44:30 45:00 45:30 46:00 46:30 47:00 47:30 48:00 48:30 49:00 49:30 50:00 50:30 51:00 51:30 52:00 52:30 53:00 53:30 54:00 54:30 55:00 55:30 56:00 56:30 57:00 57:30 58:00 58:30 59:00 59:30 1:00:00 1:00:30 1:01:00 1:01:30 1:02:00 1:02:30 1:03:00 1:03:30 1:04:00 1:04:30 1:05:00 1:05:30 1:06:00 1:06:30 1:07:00 1:07:30 1:08:00 1:08:30 1:09:00 1:09:30 1:10:00 1:10:30 1:11:00 1:11:30 1:12:00 1:12:30 1:13:00 1:13:30 1:14:00 1:14:30 1:15:00 1:15:30 1:16:00 1:16:30 1:17:00 1:17:30 1:18:00 1:18:30 1:19:00 1:19:30 1:20:00 1:20:30 1:21:00 1:21:30 1:22:00 1:22:30 1:23:00 1:23:30 1:24:00 1:24:30 1:25:00 1:25:30 1:26:00 1:26:30 1:27:00 1:27:30 1:28:00 1:28:30 1:29:00 1:29:30 1:30:00 1:30:30 1:31:00 1:31:30 1:32:00 1:32:30 1:33:00 1:33:30 1:34:00 1:34:30 1:35:00 1:35:30

242628

343638

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2624 24 24 24 24 24 24 24 24 24 24 2423 23 2323

25 25 25 25 25 25 252523 23 23

31 3132 32

31 31 30 31 30 31 3031

30 3028

0.512222 33333333 22

4444 5555 66

2:30 min 2:00 3:00 2:30 4:00 2:00 2:30 2:00 3:30 1:30 4:30 2:30 3:10 2:00 4:00 2:00 3:30 1:30 1:30 1:30 1:35 3:35 1:10 2:45 2:15 5:35 2:15 2:15 1:20 3:00 2:10 4:00 2:35 3:15 1:35 2.25 1:05

11:36 am

343638

34 3432 32 32 32 32 31 31

34 34 34 34 34 34

LU MINOCIT Y INTENSIT Y (%): I SEE

0 1:36:2630 1:00 1:30 2:00 2:30 3:00 3:30 4:00 4:30 5:00 5:30 6:00 6:30 7:00 7:30 8:00 8:30 9:00 9:30 10:00 10:30 11:00 11:30 12:00 12:30 13:00 13:30 14:00 14:30 15:00 15:30 16:00 16:30 17:00 17:30 18:00 18:30 19:00 19:30 20:00 20:30 21:00 21:30 22:00 22:30 23:00 23:30 24:00 24:30 25:00 25:30 26:00 26:30 27:00 27:30 28:00 28:30 29:00 29:30 30:00 30:30 31:00 31:30 32:00 32:30 33:00 33:30 34:00 34:30 35:00 35:30 36:00 36:30 37:00 37:30 38:00 38:30 39:00 39:30 40:00 40:30 41:00 41:30 42:00 42:30 43:00 43:30 44:00 44:30 45:00 45:30 46:00 46:30 47:00 47:30 48:00 48:30 49:00 49:30 50:00 50:30 51:00 51:30 52:00 52:30 53:00 53:30 54:00 54:30 55:00 55:30 56:00 56:30 57:00 57:30 58:00 58:30 59:00 59:30 1:00:00 1:00:30 1:01:00 1:01:30 1:02:00 1:02:30 1:03:00 1:03:30 1:04:00 1:04:30 1:05:00 1:05:30 1:06:00 1:06:30 1:07:00 1:07:30 1:08:00 1:08:30 1:09:00 1:09:30 1:10:00 1:10:30 1:11:00 1:11:30 1:12:00 1:12:30 1:13:00 1:13:30 1:14:00 1:14:30 1:15:00 1:15:30 1:16:00 1:16:30 1:17:00 1:17:30 1:18:00 1:18:30 1:19:00 1:19:30 1:20:00 1:20:30 1:21:00 1:21:30 1:22:00 1:22:30 1:23:00 1:23:30 1:24:00 1:24:30 1:25:00 1:25:30 1:26:00 1:26:30 1:27:00 1:27:30 1:28:00 1:28:30 1:29:00 1:29:30 1:30:00 1:30:30 1:31:00 1:31:30 1:32:00 1:32:30 1:33:00 1:33:30 1:34:00 1:34:30 1:35:00 1:35:30

242628

343638

242628

2624 24 24 24 24 24 24 24 24 24 24 2423 23 2323

25 25 25 25 25 25 252523 23 23

31 3132 32

31 31 30 31 30 31 3031

30 3028

0.512222 33333333 22

4444 5555 66

2:30 min 2:00 3:00 2:30 4:00 2:00 2:30 2:00 3:30 1:30 4:30 2:30 3:10 2:00 4:00 2:00 3:30 1:30 1:30 1:30 1:35 3:35 1:10 2:45 2:15 5:35 2:15 2:15 1:20 3:00 2:10 4:00 2:35 3:15 1:35 2.25 1:05

11:36 am

343638

34 3432 32 32 32 32 31 31

34 34 34 34 34 34

LUMINOCIT Y INTENSIT Y

0 1:36:2630 1:00 1:30 2:00 2:30 3:00 3:30 4:00 4:30 5:00 5:30 6:00 6:30 7:00 7:30 8:00 8:30 9:00 9:30 10:00 10:30 11:00 11:30 12:00 12:30 13:00 13:30 14:00 14:30 15:00 15:30 16:00 16:30 17:00 17:30 18:00 18:30 19:00 19:30 20:00 20:30 21:00 21:30 22:00 22:30 23:00 23:30 24:00 24:30 25:00 25:30 26:00 26:30 27:00 27:30 28:00 28:30 29:00 29:30 30:00 30:30 31:00 31:30 32:00 32:30 33:00 33:30 34:00 34:30 35:00 35:30 36:00 36:30 37:00 37:30 38:00 38:30 39:00 39:30 40:00 40:30 41:00 41:30 42:00 42:30 43:00 43:30 44:00 44:30 45:00 45:30 46:00 46:30 47:00 47:30 48:00 48:30 49:00 49:30 50:00 50:30 51:00 51:30 52:00 52:30 53:00 53:30 54:00 54:30 55:00 55:30 56:00 56:30 57:00 57:30 58:00 58:30 59:00 59:30 1:00:00 1:00:30 1:01:00 1:01:30 1:02:00 1:02:30 1:03:00 1:03:30 1:04:00 1:04:30 1:05:00 1:05:30 1:06:00 1:06:30 1:07:00 1:07:30 1:08:00 1:08:30 1:09:00 1:09:30 1:10:00 1:10:30 1:11:00 1:11:30 1:12:00 1:12:30 1:13:00 1:13:30 1:14:00 1:14:30 1:15:00 1:15:30 1:16:00 1:16:30 1:17:00 1:17:30 1:18:00 1:18:30 1:19:00 1:19:30 1:20:00 1:20:30 1:21:00 1:21:30 1:22:00 1:22:30 1:23:00 1:23:30 1:24:00 1:24:30 1:25:00 1:25:30 1:26:00 1:26:30 1:27:00 1:27:30 1:28:00 1:28:30 1:29:00 1:29:30 1:30:00 1:30:30 1:31:00 1:31:30 1:32:00 1:32:30 1:33:00 1:33:30 1:34:00 1:34:30 1:35:00 1:35:30

242628

343638

242628

2624 24 24 24 24 24 24 24 24 24 24 2423 23 2323

25 25 25 25 25 25 252523 23 23

31 3132 32

31 31 30 31 30 31 3031

30 3028

0.512222 33333333 22

4444 5555 66

2:30 min 2:00 3:00 2:30 4:00 2:00 2:30 2:00 3:30 1:30 4:30 2:30 3:10 2:00 4:00 2:00 3:30 1:30 1:30 1:30 1:35 3:35 1:10 2:45 2:15 5:35 2:15 2:15 1:20 3:00 2:10 4:00 2:35 3:15 1:35 2.25 1:05

11:36 am

343638

34 3432 32 32 32 32 31 31

34 34 34 34 34 34

NOISE LEVEL

0 1:36:2630 1:00 1:30 2:00 2:30 3:00 3:30 4:00 4:30 5:00 5:30 6:00 6:30 7:00 7:30 8:00 8:30 9:00 9:30 10:00 10:30 11:00 11:30 12:00 12:30 13:00 13:30 14:00 14:30 15:00 15:30 16:00 16:30 17:00 17:30 18:00 18:30 19:00 19:30 20:00 20:30 21:00 21:30 22:00 22:30 23:00 23:30 24:00 24:30 25:00 25:30 26:00 26:30 27:00 27:30 28:00 28:30 29:00 29:30 30:00 30:30 31:00 31:30 32:00 32:30 33:00 33:30 34:00 34:30 35:00 35:30 36:00 36:30 37:00 37:30 38:00 38:30 39:00 39:30 40:00 40:30 41:00 41:30 42:00 42:30 43:00 43:30 44:00 44:30 45:00 45:30 46:00 46:30 47:00 47:30 48:00 48:30 49:00 49:30 50:00 50:30 51:00 51:30 52:00 52:30 53:00 53:30 54:00 54:30 55:00 55:30 56:00 56:30 57:00 57:30 58:00 58:30 59:00 59:30 1:00:00 1:00:30 1:01:00 1:01:30 1:02:00 1:02:30 1:03:00 1:03:30 1:04:00 1:04:30 1:05:00 1:05:30 1:06:00 1:06:30 1:07:00 1:07:30 1:08:00 1:08:30 1:09:00 1:09:30 1:10:00 1:10:30 1:11:00 1:11:30 1:12:00 1:12:30 1:13:00 1:13:30 1:14:00 1:14:30 1:15:00 1:15:30 1:16:00 1:16:30 1:17:00 1:17:30 1:18:00 1:18:30 1:19:00 1:19:30 1:20:00 1:20:30 1:21:00 1:21:30 1:22:00 1:22:30 1:23:00 1:23:30 1:24:00 1:24:30 1:25:00 1:25:30 1:26:00 1:26:30 1:27:00 1:27:30 1:28:00 1:28:30 1:29:00 1:29:30 1:30:00 1:30:30 1:31:00 1:31:30 1:32:00 1:32:30 1:33:00 1:33:30 1:34:00 1:34:30 1:35:00 1:35:30

242628

343638

242628

2624 24 24 24 24 24 24 24 24 24 24 2423 23 2323

25 25 25 25 25 25 252523 23 23

31 3132 32

31 31 30 31 30 31 3031

30 3028

0.512222 33333333 22

4444 5555 66

2:30 min 2:00 3:00 2:30 4:00 2:00 2:30 2:00 3:30 1:30 4:30 2:30 3:10 2:00 4:00 2:00 3:30 1:30 1:30 1:30 1:35 3:35 1:10 2:45 2:15 5:35 2:15 2:15 1:20 3:00 2:10 4:00 2:35 3:15 1:35 2.25 1:05

11:36 am

343638

34 3432 32 32 32 32 31 31

34 34 34 34 34 34

0 1:36:2630 1:00 1:30 2:00 2:30 3:00 3:30 4:00 4:30 5:00 5:30 6:00 6:30 7:00 7:30 8:00 8:30 9:00 9:30 10:00 10:30 11:00 11:30 12:00 12:30 13:00 13:30 14:00 14:30 15:00 15:30 16:00 16:30 17:00 17:30 18:00 18:30 19:00 19:30 20:00 20:30 21:00 21:30 22:00 22:30 23:00 23:30 24:00 24:30 25:00 25:30 26:00 26:30 27:00 27:30 28:00 28:30 29:00 29:30 30:00 30:30 31:00 31:30 32:00 32:30 33:00 33:30 34:00 34:30 35:00 35:30 36:00 36:30 37:00 37:30 38:00 38:30 39:00 39:30 40:00 40:30 41:00 41:30 42:00 42:30 43:00 43:30 44:00 44:30 45:00 45:30 46:00 46:30 47:00 47:30 48:00 48:30 49:00 49:30 50:00 50:30 51:00 51:30 52:00 52:30 53:00 53:30 54:00 54:30 55:00 55:30 56:00 56:30 57:00 57:30 58:00 58:30 59:00 59:30 1:00:00 1:00:30 1:01:00 1:01:30 1:02:00 1:02:30 1:03:00 1:03:30 1:04:00 1:04:30 1:05:00 1:05:30 1:06:00 1:06:30 1:07:00 1:07:30 1:08:00 1:08:30 1:09:00 1:09:30 1:10:00 1:10:30 1:11:00 1:11:30 1:12:00 1:12:30 1:13:00 1:13:30 1:14:00 1:14:30 1:15:00 1:15:30 1:16:00 1:16:30 1:17:00 1:17:30 1:18:00 1:18:30 1:19:00 1:19:30 1:20:00 1:20:30 1:21:00 1:21:30 1:22:00 1:22:30 1:23:00 1:23:30 1:24:00 1:24:30 1:25:00 1:25:30 1:26:00 1:26:30 1:27:00 1:27:30 1:28:00 1:28:30 1:29:00 1:29:30 1:30:00 1:30:30 1:31:00 1:31:30 1:32:00 1:32:30 1:33:00 1:33:30 1:34:00 1:34:30 1:35:00 1:35:30

242628

343638

242628

2624 24 24 24 24 24 24 24 24 24 24 2423 23 2323

25 25 25 25 25 25 252523 23 23

31 3132 32

31 31 30 31 30 31 3031

30 3028

0.512222 33333333 22

4444 5555 66

2:30 min 2:00 3:00 2:30 4:00 2:00 2:30 2:00 3:30 1:30 4:30 2:30 3:10 2:00 4:00 2:00 3:30 1:30 1:30 1:30 1:35 3:35 1:10 2:45 2:15 5:35 2:15 2:15 1:20 3:00 2:10 4:00 2:35 3:15 1:35 2.25 1:05

11:36 am

343638

34 3432 32 32 32 32 31 31

34 34 34 34 34 34

ENVIRON MENTAL HU MIDIT Y (%): M Y BODY FEELS

ENVIRONMENTAL HUMIDIT Y

0 1:36:2630 1:00 1:30 2:00 2:30 3:00 3:30 4:00 4:30 5:00 5:30 6:00 6:30 7:00 7:30 8:00 8:30 9:00 9:30 10:00 10:30 11:00 11:30 12:00 12:30 13:00 13:30 14:00 14:30 15:00 15:30 16:00 16:30 17:00 17:30 18:00 18:30 19:00 19:30 20:00 20:30 21:00 21:30 22:00 22:30 23:00 23:30 24:00 24:30 25:00 25:30 26:00 26:30 27:00 27:30 28:00 28:30 29:00 29:30 30:00 30:30 31:00 31:30 32:00 32:30 33:00 33:30 34:00 34:30 35:00 35:30 36:00 36:30 37:00 37:30 38:00 38:30 39:00 39:30 40:00 40:30 41:00 41:30 42:00 42:30 43:00 43:30 44:00 44:30 45:00 45:30 46:00 46:30 47:00 47:30 48:00 48:30 49:00 49:30 50:00 50:30 51:00 51:30 52:00 52:30 53:00 53:30 54:00 54:30 55:00 55:30 56:00 56:30 57:00 57:30 58:00 58:30 59:00 59:30 1:00:00 1:00:30 1:01:00 1:01:30 1:02:00 1:02:30 1:03:00 1:03:30 1:04:00 1:04:30 1:05:00 1:05:30 1:06:00 1:06:30 1:07:00 1:07:30 1:08:00 1:08:30 1:09:00 1:09:30 1:10:00 1:10:30 1:11:00 1:11:30 1:12:00 1:12:30 1:13:00 1:13:30 1:14:00 1:14:30 1:15:00 1:15:30 1:16:00 1:16:30 1:17:00 1:17:30 1:18:00 1:18:30 1:19:00 1:19:30 1:20:00 1:20:30 1:21:00 1:21:30 1:22:00 1:22:30 1:23:00 1:23:30 1:24:00 1:24:30 1:25:00 1:25:30 1:26:00 1:26:30 1:27:00 1:27:30 1:28:00 1:28:30 1:29:00 1:29:30 1:30:00 1:30:30 1:31:00 1:31:30 1:32:00 1:32:30 1:33:00 1:33:30 1:34:00 1:34:30 1:35:00 1:35:30

242628

343638

242628

2624 24 24 24 24 24 24 24 24 24 24 2423 23 2323

25 25 25 25 25 25 252523 23 23

31 3132 32

31 31 30 31 30 31 3031

30 3028

0.512222 33333333 22

4444 5555 66

2:30 min 2:00 3:00 2:30 4:00 2:00 2:30 2:00 3:30 1:30 4:30 2:30 3:10 2:00 4:00 2:00 3:30 1:30 1:30 1:30 1:35 3:35 1:10 2:45 2:15 5:35 2:15 2:15 1:20 3:00 2:10 4:00 2:35 3:15 1:35 2.25 1:05

11:36 am

343638

34 3432 32 32 32 32 31 31

34 34 34 34 34 34

0 1:36:2630 1:00 1:30 2:00 2:30 3:00 3:30 4:00 4:30 5:00 5:30 6:00 6:30 7:00 7:30 8:00 8:30 9:00 9:30 10:00 10:30 11:00 11:30 12:00 12:30 13:00 13:30 14:00 14:30 15:00 15:30 16:00 16:30 17:00 17:30 18:00 18:30 19:00 19:30 20:00 20:30 21:00 21:30 22:00 22:30 23:00 23:30 24:00 24:30 25:00 25:30 26:00 26:30 27:00 27:30 28:00 28:30 29:00 29:30 30:00 30:30 31:00 31:30 32:00 32:30 33:00 33:30 34:00 34:30 35:00 35:30 36:00 36:30 37:00 37:30 38:00 38:30 39:00 39:30 40:00 40:30 41:00 41:30 42:00 42:30 43:00 43:30 44:00 44:30 45:00 45:30 46:00 46:30 47:00 47:30 48:00 48:30 49:00 49:30 50:00 50:30 51:00 51:30 52:00 52:30 53:00 53:30 54:00 54:30 55:00 55:30 56:00 56:30 57:00 57:30 58:00 58:30 59:00 59:30 1:00:00 1:00:30 1:01:00 1:01:30 1:02:00 1:02:30 1:03:00 1:03:30 1:04:00 1:04:30 1:05:00 1:05:30 1:06:00 1:06:30 1:07:00 1:07:30 1:08:00 1:08:30 1:09:00 1:09:30 1:10:00 1:10:30 1:11:00 1:11:30 1:12:00 1:12:30 1:13:00 1:13:30 1:14:00 1:14:30 1:15:00 1:15:30 1:16:00 1:16:30 1:17:00 1:17:30 1:18:00 1:18:30 1:19:00 1:19:30 1:20:00 1:20:30 1:21:00 1:21:30 1:22:00 1:22:30 1:23:00 1:23:30 1:24:00 1:24:30 1:25:00 1:25:30 1:26:00 1:26:30 1:27:00 1:27:30 1:28:00 1:28:30 1:29:00 1:29:30 1:30:00 1:30:30 1:31:00 1:31:30 1:32:00 1:32:30 1:33:00 1:33:30 1:34:00 1:34:30 1:35:00 1:35:30

242628

343638

242628

2624 24 24 24 24 24 24 24 24 24 24 2423 23 2323

25 25 25 25 25 25 252523 23 23

31 3132 32

31 31 30 31 30 31 3031

30 3028

0.512222 33333333 22

4444 5555 66

2:30 min 2:00 3:00 2:30 4:00 2:00 2:30 2:00 3:30 1:30 4:30 2:30 3:10 2:00 4:00 2:00 3:30 1:30 1:30 1:30 1:35 3:35 1:10 2:45 2:15 5:35 2:15 2:15 1:20 3:00 2:10 4:00 2:35 3:15 1:35 2.25 1:05

11:36 am

343638

34 3432 32 32 32 32 31 31

34 34 34 34 34 34

ENVIRON MENTAL TEMPER ATURE (C): M Y BODY FEELS

ENVIRONMENTAL TEMPER ATURE

0 1:36:2630 1:00 1:30 2:00 2:30 3:00 3:30 4:00 4:30 5:00 5:30 6:00 6:30 7:00 7:30 8:00 8:30 9:00 9:30 10:00 10:30 11:00 11:30 12:00 12:30 13:00 13:30 14:00 14:30 15:00 15:30 16:00 16:30 17:00 17:30 18:00 18:30 19:00 19:30 20:00 20:30 21:00 21:30 22:00 22:30 23:00 23:30 24:00 24:30 25:00 25:30 26:00 26:30 27:00 27:30 28:00 28:30 29:00 29:30 30:00 30:30 31:00 31:30 32:00 32:30 33:00 33:30 34:00 34:30 35:00 35:30 36:00 36:30 37:00 37:30 38:00 38:30 39:00 39:30 40:00 40:30 41:00 41:30 42:00 42:30 43:00 43:30 44:00 44:30 45:00 45:30 46:00 46:30 47:00 47:30 48:00 48:30 49:00 49:30 50:00 50:30 51:00 51:30 52:00 52:30 53:00 53:30 54:00 54:30 55:00 55:30 56:00 56:30 57:00 57:30 58:00 58:30 59:00 59:30 1:00:00 1:00:30 1:01:00 1:01:30 1:02:00 1:02:30 1:03:00 1:03:30 1:04:00 1:04:30 1:05:00 1:05:30 1:06:00 1:06:30 1:07:00 1:07:30 1:08:00 1:08:30 1:09:00 1:09:30 1:10:00 1:10:30 1:11:00 1:11:30 1:12:00 1:12:30 1:13:00 1:13:30 1:14:00 1:14:30 1:15:00 1:15:30 1:16:00 1:16:30 1:17:00 1:17:30 1:18:00 1:18:30 1:19:00 1:19:30 1:20:00 1:20:30 1:21:00 1:21:30 1:22:00 1:22:30 1:23:00 1:23:30 1:24:00 1:24:30 1:25:00 1:25:30 1:26:00 1:26:30 1:27:00 1:27:30 1:28:00 1:28:30 1:29:00 1:29:30 1:30:00 1:30:30 1:31:00 1:31:30 1:32:00 1:32:30 1:33:00 1:33:30 1:34:00 1:34:30 1:35:00 1:35:30

242628

343638

242628

2624 24 24 24 24 24 24 24 24 24 24 2423 23 2323

25 25 25 25 25 25 252523 23 23

31 3132 32

31 31 30 31 30 31 3031

30 3028

0.512222 33333333 22

4444 5555 66

2:30 min 2:00 3:00 2:30 4:00 2:00 2:30 2:00 3:30 1:30 4:30 2:30 3:10 2:00 4:00 2:00 3:30 1:30 1:30 1:30 1:35 3:35 1:10 2:45 2:15 5:35 2:15 2:15 1:20 3:00 2:10 4:00 2:35 3:15 1:35 2.25 1:05

11:36 am

343638

34 3432 32 32 32 32 31 31

34 34 34 34 34 34

0 1:36:2630 1:00 1:30 2:00 2:30 3:00 3:30 4:00 4:30 5:00 5:30 6:00 6:30 7:00 7:30 8:00 8:30 9:00 9:30 10:00 10:30 11:00 11:30 12:00 12:30 13:00 13:30 14:00 14:30 15:00 15:30 16:00 16:30 17:00 17:30 18:00 18:30 19:00 19:30 20:00 20:30 21:00 21:30 22:00 22:30 23:00 23:30 24:00 24:30 25:00 25:30 26:00 26:30 27:00 27:30 28:00 28:30 29:00 29:30 30:00 30:30 31:00 31:30 32:00 32:30 33:00 33:30 34:00 34:30 35:00 35:30 36:00 36:30 37:00 37:30 38:00 38:30 39:00 39:30 40:00 40:30 41:00 41:30 42:00 42:30 43:00 43:30 44:00 44:30 45:00 45:30 46:00 46:30 47:00 47:30 48:00 48:30 49:00 49:30 50:00 50:30 51:00 51:30 52:00 52:30 53:00 53:30 54:00 54:30 55:00 55:30 56:00 56:30 57:00 57:30 58:00 58:30 59:00 59:30 1:00:00 1:00:30 1:01:00 1:01:30 1:02:00 1:02:30 1:03:00 1:03:30 1:04:00 1:04:30 1:05:00 1:05:30 1:06:00 1:06:30 1:07:00 1:07:30 1:08:00 1:08:30 1:09:00 1:09:30 1:10:00 1:10:30 1:11:00 1:11:30 1:12:00 1:12:30 1:13:00 1:13:30 1:14:00 1:14:30 1:15:00 1:15:30 1:16:00 1:16:30 1:17:00 1:17:30 1:18:00 1:18:30 1:19:00 1:19:30 1:20:00 1:20:30 1:21:00 1:21:30 1:22:00 1:22:30 1:23:00 1:23:30 1:24:00 1:24:30 1:25:00 1:25:30 1:26:00 1:26:30 1:27:00 1:27:30 1:28:00 1:28:30 1:29:00 1:29:30 1:30:00 1:30:30 1:31:00 1:31:30 1:32:00 1:32:30 1:33:00 1:33:30 1:34:00 1:34:30 1:35:00 1:35:30

242628

343638

242628

2624 24 24 24 24 24 24 24 24 24 24 2423 23 2323

25 25 25 25 25 25 252523 23 23

31 3132 32

31 31 30 31 30 31 3031

30 3028

0.512222 33333333 22

4444 5555 66

2:30 min 2:00 3:00 2:30 4:00 2:00 2:30 2:00 3:30 1:30 4:30 2:30 3:10 2:00 4:00 2:00 3:30 1:30 1:30 1:30 1:35 3:35 1:10 2:45 2:15 5:35 2:15 2:15 1:20 3:00 2:10 4:00 2:35 3:15 1:35 2.25 1:05

11:36 am

343638

34 3432 32 32 32 32 31 31

34 34 34 34 34 34

CROWD INTENSIT YCROWD INTENSIT Y

0 1:36:2630 1:00 1:30 2:00 2:30 3:00 3:30 4:00 4:30 5:00 5:30 6:00 6:30 7:00 7:30 8:00 8:30 9:00 9:30 10:00 10:30 11:00 11:30 12:00 12:30 13:00 13:30 14:00 14:30 15:00 15:30 16:00 16:30 17:00 17:30 18:00 18:30 19:00 19:30 20:00 20:30 21:00 21:30 22:00 22:30 23:00 23:30 24:00 24:30 25:00 25:30 26:00 26:30 27:00 27:30 28:00 28:30 29:00 29:30 30:00 30:30 31:00 31:30 32:00 32:30 33:00 33:30 34:00 34:30 35:00 35:30 36:00 36:30 37:00 37:30 38:00 38:30 39:00 39:30 40:00 40:30 41:00 41:30 42:00 42:30 43:00 43:30 44:00 44:30 45:00 45:30 46:00 46:30 47:00 47:30 48:00 48:30 49:00 49:30 50:00 50:30 51:00 51:30 52:00 52:30 53:00 53:30 54:00 54:30 55:00 55:30 56:00 56:30 57:00 57:30 58:00 58:30 59:00 59:30 1:00:00 1:00:30 1:01:00 1:01:30 1:02:00 1:02:30 1:03:00 1:03:30 1:04:00 1:04:30 1:05:00 1:05:30 1:06:00 1:06:30 1:07:00 1:07:30 1:08:00 1:08:30 1:09:00 1:09:30 1:10:00 1:10:30 1:11:00 1:11:30 1:12:00 1:12:30 1:13:00 1:13:30 1:14:00 1:14:30 1:15:00 1:15:30 1:16:00 1:16:30 1:17:00 1:17:30 1:18:00 1:18:30 1:19:00 1:19:30 1:20:00 1:20:30 1:21:00 1:21:30 1:22:00 1:22:30 1:23:00 1:23:30 1:24:00 1:24:30 1:25:00 1:25:30 1:26:00 1:26:30 1:27:00 1:27:30 1:28:00 1:28:30 1:29:00 1:29:30 1:30:00 1:30:30 1:31:00 1:31:30 1:32:00 1:32:30 1:33:00 1:33:30 1:34:00 1:34:30 1:35:00 1:35:30

242628

343638

242628

2624 24 24 24 24 24 24 24 24 24 24 2423 23 2323

25 25 25 25 25 25 252523 23 23

31 3132 32

31 31 30 31 30 31 3031

30 3028

0.512222 33333333 22

4444 5555 66

2:30 min 2:00 3:00 2:30 4:00 2:00 2:30 2:00 3:30 1:30 4:30 2:30 3:10 2:00 4:00 2:00 3:30 1:30 1:30 1:30 1:35 3:35 1:10 2:45 2:15 5:35 2:15 2:15 1:20 3:00 2:10 4:00 2:35 3:15 1:35 2.25 1:05

11:36 am

343638

34 3432 32 32 32 32 31 31

34 34 34 34 34 34

0 1:36:2630 1:00 1:30 2:00 2:30 3:00 3:30 4:00 4:30 5:00 5:30 6:00 6:30 7:00 7:30 8:00 8:30 9:00 9:30 10:00 10:30 11:00 11:30 12:00 12:30 13:00 13:30 14:00 14:30 15:00 15:30 16:00 16:30 17:00 17:30 18:00 18:30 19:00 19:30 20:00 20:30 21:00 21:30 22:00 22:30 23:00 23:30 24:00 24:30 25:00 25:30 26:00 26:30 27:00 27:30 28:00 28:30 29:00 29:30 30:00 30:30 31:00 31:30 32:00 32:30 33:00 33:30 34:00 34:30 35:00 35:30 36:00 36:30 37:00 37:30 38:00 38:30 39:00 39:30 40:00 40:30 41:00 41:30 42:00 42:30 43:00 43:30 44:00 44:30 45:00 45:30 46:00 46:30 47:00 47:30 48:00 48:30 49:00 49:30 50:00 50:30 51:00 51:30 52:00 52:30 53:00 53:30 54:00 54:30 55:00 55:30 56:00 56:30 57:00 57:30 58:00 58:30 59:00 59:30 1:00:00 1:00:30 1:01:00 1:01:30 1:02:00 1:02:30 1:03:00 1:03:30 1:04:00 1:04:30 1:05:00 1:05:30 1:06:00 1:06:30 1:07:00 1:07:30 1:08:00 1:08:30 1:09:00 1:09:30 1:10:00 1:10:30 1:11:00 1:11:30 1:12:00 1:12:30 1:13:00 1:13:30 1:14:00 1:14:30 1:15:00 1:15:30 1:16:00 1:16:30 1:17:00 1:17:30 1:18:00 1:18:30 1:19:00 1:19:30 1:20:00 1:20:30 1:21:00 1:21:30 1:22:00 1:22:30 1:23:00 1:23:30 1:24:00 1:24:30 1:25:00 1:25:30 1:26:00 1:26:30 1:27:00 1:27:30 1:28:00 1:28:30 1:29:00 1:29:30 1:30:00 1:30:30 1:31:00 1:31:30 1:32:00 1:32:30 1:33:00 1:33:30 1:34:00 1:34:30 1:35:00 1:35:30

242628

343638

242628

2624 24 24 24 24 24 24 24 24 24 24 2423 23 2323

25 25 25 25 25 25 252523 23 23

31 3132 32

31 31 30 31 30 31 3031

30 3028

0.512222 33333333 22

4444 5555 66

2:30 min 2:00 3:00 2:30 4:00 2:00 2:30 2:00 3:30 1:30 4:30 2:30 3:10 2:00 4:00 2:00 3:30 1:30 1:30 1:30 1:35 3:35 1:10 2:45 2:15 5:35 2:15 2:15 1:20 3:00 2:10 4:00 2:35 3:15 1:35 2.25 1:05

11:36 am

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34 34 34 34 34 34

VISUAL SENSORY (CA MER A IM AGE): I SEE

VISUAL SENSORY

0 1:36:2630 1:00 1:30 2:00 2:30 3:00 3:30 4:00 4:30 5:00 5:30 6:00 6:30 7:00 7:30 8:00 8:30 9:00 9:30 10:00 10:30 11:00 11:30 12:00 12:30 13:00 13:30 14:00 14:30 15:00 15:30 16:00 16:30 17:00 17:30 18:00 18:30 19:00 19:30 20:00 20:30 21:00 21:30 22:00 22:30 23:00 23:30 24:00 24:30 25:00 25:30 26:00 26:30 27:00 27:30 28:00 28:30 29:00 29:30 30:00 30:30 31:00 31:30 32:00 32:30 33:00 33:30 34:00 34:30 35:00 35:30 36:00 36:30 37:00 37:30 38:00 38:30 39:00 39:30 40:00 40:30 41:00 41:30 42:00 42:30 43:00 43:30 44:00 44:30 45:00 45:30 46:00 46:30 47:00 47:30 48:00 48:30 49:00 49:30 50:00 50:30 51:00 51:30 52:00 52:30 53:00 53:30 54:00 54:30 55:00 55:30 56:00 56:30 57:00 57:30 58:00 58:30 59:00 59:30 1:00:00 1:00:30 1:01:00 1:01:30 1:02:00 1:02:30 1:03:00 1:03:30 1:04:00 1:04:30 1:05:00 1:05:30 1:06:00 1:06:30 1:07:00 1:07:30 1:08:00 1:08:30 1:09:00 1:09:30 1:10:00 1:10:30 1:11:00 1:11:30 1:12:00 1:12:30 1:13:00 1:13:30 1:14:00 1:14:30 1:15:00 1:15:30 1:16:00 1:16:30 1:17:00 1:17:30 1:18:00 1:18:30 1:19:00 1:19:30 1:20:00 1:20:30 1:21:00 1:21:30 1:22:00 1:22:30 1:23:00 1:23:30 1:24:00 1:24:30 1:25:00 1:25:30 1:26:00 1:26:30 1:27:00 1:27:30 1:28:00 1:28:30 1:29:00 1:29:30 1:30:00 1:30:30 1:31:00 1:31:30 1:32:00 1:32:30 1:33:00 1:33:30 1:34:00 1:34:30 1:35:00 1:35:30

242628

343638

242628

2624 24 24 24 24 24 24 24 24 24 24 2423 23 2323

25 25 25 25 25 25 252523 23 23

31 3132 32

31 31 30 31 30 31 3031

30 3028

0.512222 33333333 22

4444 5555 66

2:30 min 2:00 3:00 2:30 4:00 2:00 2:30 2:00 3:30 1:30 4:30 2:30 3:10 2:00 4:00 2:00 3:30 1:30 1:30 1:30 1:35 3:35 1:10 2:45 2:15 5:35 2:15 2:15 1:20 3:00 2:10 4:00 2:35 3:15 1:35 2.25 1:05

11:36 am

343638

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34 34 34 34 34 34

WE ARING THE DEVICE DOES NOT CAUSE STRESS

0 1:36:2630 1:00 1:30 2:00 2:30 3:00 3:30 4:00 4:30 5:00 5:30 6:00 6:30 7:00 7:30 8:00 8:30 9:00 9:30 10:00 10:30 11:00 11:30 12:00 12:30 13:00 13:30 14:00 14:30 15:00 15:30 16:00 16:30 17:00 17:30 18:00 18:30 19:00 19:30 20:00 20:30 21:00 21:30 22:00 22:30 23:00 23:30 24:00 24:30 25:00 25:30 26:00 26:30 27:00 27:30 28:00 28:30 29:00 29:30 30:00 30:30 31:00 31:30 32:00 32:30 33:00 33:30 34:00 34:30 35:00 35:30 36:00 36:30 37:00 37:30 38:00 38:30 39:00 39:30 40:00 40:30 41:00 41:30 42:00 42:30 43:00 43:30 44:00 44:30 45:00 45:30 46:00 46:30 47:00 47:30 48:00 48:30 49:00 49:30 50:00 50:30 51:00 51:30 52:00 52:30 53:00 53:30 54:00 54:30 55:00 55:30 56:00 56:30 57:00 57:30 58:00 58:30 59:00 59:30 1:00:00 1:00:30 1:01:00 1:01:30 1:02:00 1:02:30 1:03:00 1:03:30 1:04:00 1:04:30 1:05:00 1:05:30 1:06:00 1:06:30 1:07:00 1:07:30 1:08:00 1:08:30 1:09:00 1:09:30 1:10:00 1:10:30 1:11:00 1:11:30 1:12:00 1:12:30 1:13:00 1:13:30 1:14:00 1:14:30 1:15:00 1:15:30 1:16:00 1:16:30 1:17:00 1:17:30 1:18:00 1:18:30 1:19:00 1:19:30 1:20:00 1:20:30 1:21:00 1:21:30 1:22:00 1:22:30 1:23:00 1:23:30 1:24:00 1:24:30 1:25:00 1:25:30 1:26:00 1:26:30 1:27:00 1:27:30 1:28:00 1:28:30 1:29:00 1:29:30 1:30:00 1:30:30 1:31:00 1:31:30 1:32:00 1:32:30 1:33:00 1:33:30 1:34:00 1:34:30 1:35:00 1:35:30

242628

343638

242628

2624 24 24 24 24 24 24 24 24 24 24 2423 23 2323

25 25 25 25 25 25 252523 23 23

31 3132 32

31 31 30 31 30 31 3031

30 3028

0.512222 33333333 22

4444 5555 66

2:30 min 2:00 3:00 2:30 4:00 2:00 2:30 2:00 3:30 1:30 4:30 2:30 3:10 2:00 4:00 2:00 3:30 1:30 1:30 1:30 1:35 3:35 1:10 2:45 2:15 5:35 2:15 2:15 1:20 3:00 2:10 4:00 2:35 3:15 1:35 2.25 1:05

11:36 am

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34 34 34 34 34 34

Coming home, Strelka is my home ha-ha =)

someone smiling called me ‘Terrorist’ =Oand took a picture of me for instagram

Emotions are from experiencesPersonal attachments are connected to memory or special feelings

0 1:36:2630 1:00 1:30 2:00 2:30 3:00 3:30 4:00 4:30 5:00 5:30 6:00 6:30 7:00 7:30 8:00 8:30 9:00 9:30 10:00 10:30 11:00 11:30 12:00 12:30 13:00 13:30 14:00 14:30 15:00 15:30 16:00 16:30 17:00 17:30 18:00 18:30 19:00 19:30 20:00 20:30 21:00 21:30 22:00 22:30 23:00 23:30 24:00 24:30 25:00 25:30 26:00 26:30 27:00 27:30 28:00 28:30 29:00 29:30 30:00 30:30 31:00 31:30 32:00 32:30 33:00 33:30 34:00 34:30 35:00 35:30 36:00 36:30 37:00 37:30 38:00 38:30 39:00 39:30 40:00 40:30 41:00 41:30 42:00 42:30 43:00 43:30 44:00 44:30 45:00 45:30 46:00 46:30 47:00 47:30 48:00 48:30 49:00 49:30 50:00 50:30 51:00 51:30 52:00 52:30 53:00 53:30 54:00 54:30 55:00 55:30 56:00 56:30 57:00 57:30 58:00 58:30 59:00 59:30 1:00:00 1:00:30 1:01:00 1:01:30 1:02:00 1:02:30 1:03:00 1:03:30 1:04:00 1:04:30 1:05:00 1:05:30 1:06:00 1:06:30 1:07:00 1:07:30 1:08:00 1:08:30 1:09:00 1:09:30 1:10:00 1:10:30 1:11:00 1:11:30 1:12:00 1:12:30 1:13:00 1:13:30 1:14:00 1:14:30 1:15:00 1:15:30 1:16:00 1:16:30 1:17:00 1:17:30 1:18:00 1:18:30 1:19:00 1:19:30 1:20:00 1:20:30 1:21:00 1:21:30 1:22:00 1:22:30 1:23:00 1:23:30 1:24:00 1:24:30 1:25:00 1:25:30 1:26:00 1:26:30 1:27:00 1:27:30 1:28:00 1:28:30 1:29:00 1:29:30 1:30:00 1:30:30 1:31:00 1:31:30 1:32:00 1:32:30 1:33:00 1:33:30 1:34:00 1:34:30 1:35:00 1:35:30

242628

343638

242628

2624 24 24 24 24 24 24 24 24 24 24 2423 23 2323

25 25 25 25 25 25 252523 23 23

31 3132 32

31 31 30 31 30 31 3031

30 3028

0.512222 33333333 22

4444 5555 66

2:30 min 2:00 3:00 2:30 4:00 2:00 2:30 2:00 3:30 1:30 4:30 2:30 3:10 2:00 4:00 2:00 3:30 1:30 1:30 1:30 1:35 3:35 1:10 2:45 2:15 5:35 2:15 2:15 1:20 3:00 2:10 4:00 2:35 3:15 1:35 2.25 1:05

11:36 am

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34 34 34 34 34 34

Going home to eat!! Yess!!

No feelings to uknown stations

I am hungryand tired

NO STRESS WHEN NOTHING HAPPENS

MIDDAY TRIP24/05/2013 12:05 PM

NIGHT TRIP22/05/2013 00:30 AM

GALVANIC SKIN RESPONSE

BODY TEMPERATURE

AIR TEMPERATURE

LIGHT INTENSITY

NOISE LEVEL

100150200250300350

envSound

400500

3132333435

313029282726

100150200250300350

NIGHT TRIP22/05/2013 00:30 AM

BODY TEMPERATURE

AIR TEMPERATURE

LIGHT INTENSITY

NOISE LEVEL

100150200250300350

envSound

400500

3132333435

313029282726

100150200250300350

S TATIO N S TATIO NS TATIO N S TATIO N

T UN NEL T UN NELO U TSIDE O U TSIDEO U TSIDE O U TSIDE

Experiment 2:Regular trip

DAY NIGHT

NIGHT TRIP22/05/2013 00:30 AM

BODY TEMPERATURE

AIR TEMPERATURE

LIGHT INTENSITY

NOISE LEVEL

100150200250300350

envSound

400500

3132333435

313029282726

100150200250300350

NIGHT TRIP22/05/2013 00:30 AM

BODY TEMPERATURE

AIR TEMPERATURE

LIGHT INTENSITY

NOISE LEVEL

100150200250300350

envSound

400500

3132333435

313029282726

100150200250300350

S TATIO N S TATIO NS TATIO N S TATIO N

T UN NEL T UN NELO U TSIDE O U TSIDEO U TSIDE O U TSIDE

DAY NIGHTAnalysis of regular trip

STRESS LEVEL

AND TEMPERATURE

INCREASE

IN THE METRO

BMW health car

source: TECHNISCHE UNIVERSITAET MUENCHEN

Unconcious bodily reactions reflect not only the immediate environment, but are also connected to

broader context through mental ties.

Contextual changes trigger emotional response, therefore can be traced through it.

Non-conventional data provides valuable and distinctive information about the

Context of metro allows efficient and hassle free collection of this data

In combination with conventional data it can give much deeper understanding

of processes happening in Moscow

Non-conventional data provides valuable and distinctive information about the

Context of metro allows efficient and hassle free collection of this data

In combination with conventional data it can give much deeper understanding

of processes happening in Moscow

Project: Datalab_metro

MONITORING EPIDEMIC DISEASES

SHE IS COUGHING BEHIND ME

ANCHOO!

t_39colour_red

gender: maleheight: 175 cm

hair: darkCoughing: 75 level

Health: Health: at riskATTENTION!

Particles: IntensiveSound analysis: Strong cough5 PEOPLE IN ONE TRAINPopulation infection: at riskATTENTION!

WEIGHT MEASURING TURNSTILE

source: Maplecroft

m = 76.6Kg

COLLECTING ANALYSING VISUALIZING

PHASE 1:

COLLECTING

PHASE 2:

MONITORING

IRIS/RETINA OF EYE

BODY: SPEED OF WALKING

POSTURE

WEIGHT

HEIGHT

BEHAVIORAL TRAITS

BIO PROCESSES

HANDS: PULSE

VOICE: TONE

SKIN: TEMPERATURE

ENVIRONMENT

WHAT ARE WELOOKING FOR

DATA SOURCES & PRODUCERS

TYPES & PARAMETERS OF DATA

As it was mentioned previously, the data, which can be collected is very diverse, and is not really limited to numbers. Apart from quantitative data, we also propose to collect qualitative data about passengers. Metrics such as emotional state and behaviour patterns can give us valuable insights about quality of urban environment and it’s impact on citizens’ well-being.

BIO:PULSE

OXYGENATION

ELECTROCARDIOGRAM

BRAIN ACTIVITY

NERVE SYSTEM ACTIVITY

GLUCOMETER

SCALES

VOICE TONE

VOCAL TRACT PROPERTIES

POSITION:VELOCITY

ACCELERATION

MOVEMENT

GLOBAL POSITIONING SYSTEM

ELECTROMAGNETIC ENVIRONMENT:CAPACITY

CONDUCTION

MAGNETIC FIELD CHANGE

CURRENT SENSING

ELECTROMAGNETIC WAVES MEASUREMENT

HUMAN-SENSIBLE ENVIRONMENTAL ATTRIBUTES:SOUND WAVE AND SOUND PRESSURE

BAROMETRIC PRESSURE

HUMIDITY

TEMPERATURE

AIR MIXTURE

PARTICLES IN THE AIR

LUMINANCE

LIQUID PRESSURE

LIQUID PRESENCE

INVISIBLE ENVIRONMENTAL CHARACTERISTICS:GAS MIXTURE

GAS FLOW

LIQUID MIXTURE

CAMERA

SMART PHONES DETECTOR

SMART-CARD

SCANNER

STRESS

OBESITY

INFLUENZA

FACIAL EXPRESSION

HE ALTH CARE

ECONO M Y

DEM OGR APHICS

IRIS/RETINA OF EYE

FACIAL

CHARACTERISTICS

BODY: SPEED OF WALKING

POSTURE

PROXIMITY

WEIGHT

HEIGHT

EXTREMITIES

BEHAVIORAL TRAITS

BIO PROCESSES

HANDS: PULSE

FINGERPRINTS

VOICE: TONE

LANGUAGE

SKIN: COLOUR

TEMPERATURE

ENVIRONMENT

FRAMEWORK FOR DATA COLLECTION

WHAT ARE WELOOKING FOR

DATA SOURCES & PRODUCERS

TYPES & PARAMETERS OF DATA

Data, which can be collected is very diverse, and is not really limited to numbers. Apart from quantitative data, we also propose to collect qualitative data about passengers. Metrics such as emotional state and behaviour patterns can give us valuable insights about quality of urban environment and it’s impact on citizens’ well-being.

BIO:PULSE

OXYGENATION

ELECTROCARDIOGRAM

BRAIN ACTIVITY

NERVE SYSTEM ACTIVITY

GLUCOMETER

SCALES

VOICE TONE

VOCAL TRACT PROPERTIES

POSITION:VELOCITY

ACCELERATION

MOVEMENT

GLOBAL POSITIONING SYSTEM

ELECTROMAGNETIC ENVIRONMENT:CAPACITY

CONDUCTION

MAGNETIC FIELD CHANGE

CURRENT SENSING

ELECTROMAGNETIC WAVES MEASUREMENT

HUMAN-SENSIBLE ENVIRONMENTAL ATTRIBUTES:SOUND WAVE AND SOUND PRESSURE

BAROMETRIC PRESSURE

HUMIDITY

TEMPERATURE

AIR MIXTURE

PARTICLES IN THE AIR

LUMINANCE

LIQUID PRESSURE

LIQUID PRESENCE

INVISIBLE ENVIRONMENTAL CHARACTERISTICS:GAS MIXTURE

GAS FLOW

LIQUID MIXTURE

INVISIBLE LIGHT WAVES MEASUREMENT

CAMERA

SMART PHONES DETECTOR

SMART-CARD

SCANNER

SMARTPHONE

STRESS

OBESITY

INFLUENZA

CLOTHES

SMARTPHONE MODEL

TRAVEL PATTERNS

GENDER

LANGUAGE

FRAGRANCE

SMOKING

ALCOHOLISM

DRUG ADDICTION

SHIZOPHRENIA

FACIAL EXPRESSION

MetroData Lab. Urban data goes personal

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