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Land surface temperature (LST) time series chart using Landsat imagery in #googleearthengine

19m 33s2,440 words358 segmentsEnglish

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0:01

hello hello yeah can you hear

0:05

me yes please sir yeah how are

0:11

you okay so now we discuss about topic

0:15

okay so uh where are you from okay I

0:18

think you already joined my program

0:21

yeah yes please I'm from Ghana okay okay

0:24

okay so now okay so basically uh uh who

0:28

joined my online training program for

0:29

one time they can get the free support

0:31

all time so that's why you can also get

0:33

the free teaching support in this time

0:36

okay so in this time you can simply talk

0:37

me about your uh problem what you

0:41

face okay okay yeah okay so the problem

0:47

I was facing was um after the um Lear Le

0:52

cover classification the land surface

0:54

temperature classification I wanted to

0:57

create can I share my screen yeah yeah

1:00

can share your screen then it's better

1:22

sure okay so yeah yeah so please after

1:26

the

1:27

um the land of temperature creation I've

1:30

created

1:31

everything following the tutorials you

1:33

give us so I was trying to generate the

1:39

L the time series chart of

1:42

the

1:43

okay okay okay okay so okay so in this

1:47

time uh for the time Ser chart okay can

1:49

you send me the code link with your uh

1:51

asset it also better okay so click on

1:54

the get link button get link button and

1:56

send me a link

2:00

yes copy and send me

2:02

that then I try to show you that how we

2:04

can easily create the time series chart

2:06

for

2:08

LST okay okay send me in the Google meet

2:12

chat box it's little better yeah send me

2:14

the Google meet chat

2:15

box oh okay okay sure and I can easily

2:18

access from my laptop and then open

2:21

it

2:25

okay second number t

2:38

so ch ch Bo okay so you can get the in

2:42

the right

2:45

corner okay

2:50

so c phone okay got

2:54

it okay so let me open my

2:58

screen okay

3:04

okay so now you can stop your sharing

3:06

screen I will just try to open my screen

3:08

and show you that process how we can

3:10

easily make

3:12

the

3:14

lstd time 3 chart okay so let's

3:21

go so now can you see my

3:25

screen okay

3:27

sure okay okay excellent

4:07

okay it

4:09

loaded okay okay this time okay you did

4:12

not share your asset so for this things

4:16

okay I just simply take a random Mage

4:18

and try to show you that okay so I

4:20

simply remove these things and I import

4:23

my sh suppose taka City you can easily

4:27

use this code for other region also no

4:29

problem I simply inut my D City

4:31

boundary and first that I put the name

4:33

as r y r y okay so you can write the

4:38

code okay so then 2020 to

4:42

2022 and further you want to uh m. add

4:46

layer about these things okay done okay

4:48

good and further you are just applying

4:50

all of those

4:52

things okay

4:54

so mainly you just try to make the code

4:57

for LSD visualiz ation okay so now in

5:01

this time we are just make the time Ser

5:04

chart and observe what's the temporal

5:07

condition of land surface temperature

5:10

between this time period year of 2020 to

5:13

2020 this time period okay so for this

5:17

thing first of all we need to create a

5:20

band okay in this time here you can see

5:22

when I print this I can get only for

5:24

this 12 band you can see it create B1 B2

5:28

uh B3 these type of things but there is

5:30

no band about LST there is no band so

5:34

first of all you need to create the band

5:37

of

5:38

LST then use this band and we can easily

5:42

make the time chart so let's go how we

5:44

can EAS create this band first of all

5:47

okay I try to visualize the LSD why it

5:49

not showing here why let me

5:52

check so F bound F de median okay

5:57

suppose I take the less than 1% cloud

5:59

cover image create the median and then I

6:02

simply display this

6:06

image okay just I simply remove that and

6:09

then map. Center object I put the r y sh

6:14

file and now click in

6:41

okay it's

6:43

visualized so this is the study

6:45

area and further show

6:52

this that layer and we also make the ls

6:55

all of those things we can generate in

6:56

here fractional okay in this time I

6:58

generate

7:00

the mainly we generate about the band

7:04

okay so for doing these things it's very

7:07

easy uh just we write a variable suppose

7:12

I just write a

7:14

variable uh uh bar I put the variable

7:18

name

7:19

suppose add

7:22

LST and put a function

7:26

keyword function keyword and put the

7:28

element name uh image imz image and

7:31

further in this Carly bracket I just put

7:33

my argument okay so in this time my

7:36

argument is that I calculate all of

7:39

those things mainly calculate the uh

7:43

ndvi then thermal band fractional

7:46

vegetation imity and LST include all of

7:50

the things between this Carly bracket

7:52

and add it okay so for doing these

7:55

things we just simply copy the code from

7:58

here suppose I just simply copy from

8:01

ndvi just copy the same code all of

8:05

those simply copy copy also copy from

8:07

here and also

8:09

LST okay and finally okay just I simply

8:13

copy from here okay just simply copy

8:15

okay and these things I simply paste in

8:18

my early bracket so here you can see I

8:22

already make this early bracket okay

8:25

just past here so in this time what can

8:27

I do in this time using the element so

8:31

mainly my element is that image okay

8:34

using this image I do all of those

8:36

things so I simply put at that IMG image

8:40

and it's not needing this time because I

8:43

create the band I don't visualize so I

8:45

remove it it also not need uh it also

8:47

not need I simply remove these things

8:49

okay do not need so F that I simply go

8:51

to the below here you can see thermal

8:53

and in this time I simply change it I

8:55

put the imz my element name okay and

8:58

then further I did not show the layer of

9:01

the theral remove it it not need remove

9:04

and in this time I also calculated the

9:05

mean and Max of ndvi it also okay no

9:08

problem because I need the mean and max

9:11

value for calculating the fractional

9:13

vegetation so far that I simply

9:14

calculated the mean okay as well as also

9:18

calculated the max okay as well as in

9:21

this time you can see Roi okay stady

9:24

area I need to define the stady area

9:27

between this C bracket in this time you

9:29

can see this Carly bracket I need to

9:31

define the ROI my study area so just

9:34

take a variable suppose Roi and I simply

9:38

Define a study area suppose mainly it's

9:41

my this Roi I simply click on

9:44

here okay in this time I just simply

9:47

copy or if you want you can simply just

9:50

click on the three dot button you can

9:52

just click on here and you can get this

9:54

type of things I simply copy from here

9:56

this line simply copy from here because

9:59

this my r y this my St area just simply

10:03

go to the below and paste here okay so

10:07

this my Roi I also Define it okay it's

10:10

done nvi done thermal nvi done mean Max

10:15

it also done print net remove the print

10:19

value then Max Max not I simp I don't

10:23

need to print so simply remove that

10:25

forther fractional vegetation calculate

10:28

FB don't need to add the print and map

10:31

layer in the band remove that then imity

10:34

imity we are just calculate the imity

10:36

don't need to add the layer about the M

10:39

for that remove that further uh in this

10:42

time LST LST we just make the LST and I

10:45

put the LST say I put the name suppose

10:48

only for the short name I simply put

10:50

suppose uh LST okay after doing these

10:54

things you can simply write a function

10:57

return return this image IMG return this

11:01

image

11:03

add B add B this variable LSD simply

11:08

copy and paste here so now this is the

11:13

code from here start and go to from here

11:17

supp this scarly bracket between this

11:19

carar bracket uh it's generate the band

11:23

about the LSD band so now how I can get

11:27

the band this band you need to connect

11:30

with your image collection so mainly

11:33

here you can see this is our image

11:35

collection okay so this is our image

11:37

collection we got this

11:40

collection in

11:45

here yeah so this is your image

11:47

collection you can see it's my image

11:49

collection in this time I just simply

11:53

add a function

11:54

add I simply ma function and call the

11:58

function variable okay you can see

12:00

function variable name mainly where I

12:02

store it at LST you can see it's my

12:04

function variable simply copy and

12:07

connect in here so just simply go to the

12:09

below and here I can get these things

12:12

here you can see simply paste here after

12:16

the

12:24

collection paste

12:27

here okay so now in this time you can

12:30

see I simply print this

12:33

collection and check what happened about

12:36

this collection so for these things I

12:38

just simply uh okay just a simply site

12:41

not about that it's a uh new Okay now

12:45

click the run in this time you can see

12:48

it generate a new band okay this band

12:51

called The lstd Band We generate in this

12:53

time I can get the total 13 bands Okay

12:56

click on here and also click on here you

12:59

can see one B is generated it called the

13:02

LST okay okay so now we can easily

13:05

generate the

13:08

LST uh time Ser chart between this time

13:11

period so let's go we just make the time

13:14

Ser chart so for doing these things I

13:15

simply copy from here this line this

13:19

line I simply

13:21

copy because in this time uh we are also

13:24

add the visualization also okay and time

13:27

so just I simply create the another

13:30

I paste here I put the

13:32

co suppos time okay so now I just simply

13:36

make the timeart using this variable

13:39

okay this is my image collection so for

13:41

that I just simply use the function UI

13:44

dot chart dot image Dot spr and put all

13:50

of this argument first of all I just

13:51

make a dictionary

13:53

CIF and also C

13:55

bracket

13:57

in and further just

14:23

[Music]

14:24

simp okay so in this time okay I think

14:28

in this time it's B to

14:30

use in this time okay so in this time

14:32

it's a function basically this function

14:36

uh it generate the band okay so

14:39

basically which band we calculate in

14:41

here it generate the same band okay and

14:45

from here we can easily make the time

14:46

three chart also okay so in this time I

14:49

think it also better but if you want you

14:52

can also use the create this

14:54

function suppose in this time I simply

14:56

copy this same code from here

15:00

Cy the same

15:02

code and then simply paste here and all

15:05

those

15:08

things here you can

15:10

see I just simply put this name as a

15:14

geometry

15:17

yry okay

15:22

okay if I remove this previous one

15:25

geometry

15:42

TR now click to

15:51

run

15:56

now okay so now it's okay you can see in

15:59

this time uh in this time here you can

16:02

see uh this line mainly this line it

16:06

create the band of

16:08

LST okay so basically they create a

16:10

module or they create a function in this

16:14

time uh any region any region when you

16:17

want to make the time C chart just

16:20

simply copy the same code copy the same

16:22

code and then put your import your study

16:26

area as a geometry or any just put

16:28

rename it as a geometry then it easily

16:31

make the time Ser chart okay as well as

16:34

in in this time it also added the layer

16:36

you can see so mainly we also calculated

16:38

the average uh at the layer about the

16:41

LST okay if you want can also add here

16:44

the suppose mainly your visualization so

16:47

simply click on

16:48

here and custom suppose

16:51

98% and further you can also add the

16:53

color plated from you can see plated

16:56

button simply click on here simply click

16:59

here you can see mainly suppose I show

17:00

this color for low lstd then I show this

17:04

color

17:05

for and also show suppose uh this

17:10

color and also show suppose this

17:14

color suppose High let show this color

17:17

red color okay and further apply so now

17:20

it also added these things this color

17:25

added in here okay further simply just

17:28

import

17:30

and then from here simply copy this

17:32

visualization

17:33

parameter and paste after the object

17:36

name so this my object I simply paste

17:39

here and also put this layer name

17:42

suppose uh Daka

17:44

City LST so now click the

17:47

run so now we can see it visualize the

17:50

LST map of city as well as also

17:53

visualize about that

17:57

chart and see

17:59

okay and when you change this time

18:01

period simply you can see you can simply

18:04

put your time period on time period you

18:06

can easily get this result okay just

18:08

simply change it this time period okay

18:10

so this is the one way I send you this

18:12

code

18:14

link okay as well as I try to find out

18:16

the solution about that for the previous

18:19

code suppose okay um in this code what's

18:23

the

18:24

problem for our

18:27

chart this the one solution for creating

18:30

this time

18:33

chart so is it for only um LST or any

18:38

other analysis can only LST okay suppose

18:42

this function create only for the LST uh

18:45

monitoring because you can see LST for

18:47

the LST you have to write need lot of

18:50

code okay so for doing these things they

18:53

make the all of the code and store it in

18:56

a module they create a module so when

18:58

when anyone use this modu they can

19:00

easily get the LST as well as they can

19:02

easily create the time series chart of

19:04

the

19:05

LST it's very useful for um in can very

19:09

short time you can EAS create the LST

19:11

map as for any region and also create

19:13

this uh time Ser chart of the

19:16

LST okay okay okay okay sir thank you

19:20

very much okay so you try and I hope you

19:21

can do it using this second number of

19:23

port line okay okay okay thank you okay

19:26

have a good day okay bye

19:29

what

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