unavailable Google drive link

somuchtome commented 2 years ago

hi，your Google drive link is unavailable.Could you please update it?Thank you!

Kunqian123 commented 2 years ago

Hi, the google drive link failed due to some unexpected changes in Google’s policy with UT. I should have a backup in my lab computer. I will ask lab mates to upload that data to somewhere if possible since I don’t have access to the device after graduation. Best, Kun

On Fri, Jul 22, 2022 at 1:32 AM somuchtome @.***> wrote:

hi，your Google drive link is unavailable.Could you please update it?Thank you!

— Reply to this email directly, view it on GitHub https://github.com/Kunqian123/DeepFloodPrediction/issues/3, or unsubscribe https://github.com/notifications/unsubscribe-auth/AHQRDM34YKV4GWE73OAQFWTVVJMABANCNFSM54KQKNQA . You are receiving this because you are subscribed to this thread.Message ID: @.***>

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somuchtome commented 2 years ago

Hi, the google drive link failed due to some unexpected changes in Google’s policy with UT. I should have a backup in my lab computer. I will ask lab mates to upload that data to somewhere if possible since I don’t have access to the device after graduation. Best, Kun On Fri, Jul 22, 2022 at 1:32 AM somuchtome @.> wrote: hi，your Google drive link is unavailable.Could you please update it?Thank you! — Reply to this email directly, view it on GitHub <#3>, or unsubscribe https://github.com/notifications/unsubscribe-auth/AHQRDM34YKV4GWE73OAQFWTVVJMABANCNFSM54KQKNQA . You are receiving this because you are subscribed to this thread.Message ID: @.> -- Kun Qian Mobile Automation and Sensing Systems Lab University of Texas, Austin

Thanks for your replying,

I'm really looking forward to the data since I am currently working on a project regarding the flood prediction. Could you please update the google drive link (or other accessible links) when the data is successfully uploaded, or directly send the data to me (my email is wangfeifei@mail.ustc.edu.cn)? I really need it :)

Again thank you so much :)

Kunqian123 commented 2 years ago

No problem. I have asked my lab mates, but I am not sure if they can find the data since it was a work several years ago. I am thinking in the worst case, can you use the code that I uploaded to make some simulations? I took a quick look and it should have the required input data to generate some results. I will update with respect to the data I used. Please let me know if you have any questions regarding the simulation.

Best, Kun

On Mon, Jul 25, 2022 at 9:45 PM somuchtome @.***> wrote:

Hi, the google drive link failed due to some unexpected changes in Google’s policy with UT. I should have a backup in my lab computer. I will ask lab mates to upload that data to somewhere if possible since I don’t have access to the device after graduation. Best, Kun On Fri, Jul 22, 2022 at 1:32 AM somuchtome @.> wrote: hi，your Google drive link is unavailable.Could you please update it?Thank you! — Reply to this email directly, view it on GitHub <#3 https://github.com/Kunqian123/DeepFloodPrediction/issues/3>, or unsubscribe https://github.com/notifications/unsubscribe-auth/AHQRDM34YKV4GWE73OAQFWTVVJMABANCNFSM54KQKNQA https://github.com/notifications/unsubscribe-auth/AHQRDM34YKV4GWE73OAQFWTVVJMABANCNFSM54KQKNQA . You are receiving this because you are subscribed to this thread.Message ID: @.> -- Kun Qian Mobile Automation and Sensing Systems Lab University of Texas, Austin

Thanks for your replying,

I'm really looking forward to the data since I am currently working on a project regarding the flood prediction. Could you please update the google drive link (or other accessible links) when the data is successfully uploaded, or directly send the data to me (my email is @.***)? I really need it :)

Again thank you so much :)

— Reply to this email directly, view it on GitHub https://github.com/Kunqian123/DeepFloodPrediction/issues/3#issuecomment-1194995405, or unsubscribe https://github.com/notifications/unsubscribe-auth/AHQRDM4WMVS5B5FUVKLGSPDVV5UNDANCNFSM54KQKNQA . You are receiving this because you commented.Message ID: @.***>

-- Kun Qian Mobile Automation and Sensing Systems Lab University of Texas, Austin

somuchtome commented 2 years ago

No problem. I have asked my lab mates, but I am not sure if they can find the data since it was a work several years ago. I am thinking in the worst case, can you use the code that I uploaded to make some simulations? I took a quick look and it should have the required input data to generate some results. I will update with respect to the data I used. Please let me know if you have any questions regarding the simulation. Best, Kun … On Mon, Jul 25, 2022 at 9:45 PM somuchtome @.> wrote: Hi, the google drive link failed due to some unexpected changes in Google’s policy with UT. I should have a backup in my lab computer. I will ask lab mates to upload that data to somewhere if possible since I don’t have access to the device after graduation. Best, Kun On Fri, Jul 22, 2022 at 1:32 AM somuchtome @.> wrote: hi，your Google drive link is unavailable.Could you please update it?Thank you! — Reply to this email directly, view it on GitHub <#3 <#3>>, or unsubscribe https://github.com/notifications/unsubscribe-auth/AHQRDM34YKV4GWE73OAQFWTVVJMABANCNFSM54KQKNQA https://github.com/notifications/unsubscribe-auth/AHQRDM34YKV4GWE73OAQFWTVVJMABANCNFSM54KQKNQA . You are receiving this because you are subscribed to this thread.Message ID: @.> -- Kun Qian Mobile Automation and Sensing Systems Lab University of Texas, Austin Thanks for your replying, I'm really looking forward to the data since I am currently working on a project regarding the flood prediction. Could you please update the google drive link (or other accessible links) when the data is successfully uploaded, or directly send the data to me (my email is @.)? I really need it :) Again thank you so much :) — Reply to this email directly, view it on GitHub <#3 (comment)>, or unsubscribe https://github.com/notifications/unsubscribe-auth/AHQRDM4WMVS5B5FUVKLGSPDVV5UNDANCNFSM54KQKNQA . You are receiving this because you commented.Message ID: @.***> -- Kun Qian Mobile Automation and Sensing Systems Lab University of Texas, Austin

Tnx, I will follow your advice and try to make some simulations before the data could be uploaded. I really appreciate your help :)

somuchtome commented 2 years ago

No problem. I have asked my lab mates, but I am not sure if they can find the data since it was a work several years ago. I am thinking in the worst case, can you use the code that I uploaded to make some simulations? I took a quick look and it should have the required input data to generate some results. I will update with respect to the data I used. Please let me know if you have any questions regarding the simulation. Best, Kun … On Mon, Jul 25, 2022 at 9:45 PM somuchtome @.> wrote: Hi, the google drive link failed due to some unexpected changes in Google’s policy with UT. I should have a backup in my lab computer. I will ask lab mates to upload that data to somewhere if possible since I don’t have access to the device after graduation. Best, Kun On Fri, Jul 22, 2022 at 1:32 AM somuchtome @.> wrote: hi，your Google drive link is unavailable.Could you please update it?Thank you! — Reply to this email directly, view it on GitHub <#3 <#3>>, or unsubscribe https://github.com/notifications/unsubscribe-auth/AHQRDM34YKV4GWE73OAQFWTVVJMABANCNFSM54KQKNQA https://github.com/notifications/unsubscribe-auth/AHQRDM34YKV4GWE73OAQFWTVVJMABANCNFSM54KQKNQA . You are receiving this because you are subscribed to this thread.Message ID: @.> -- Kun Qian Mobile Automation and Sensing Systems Lab University of Texas, Austin Thanks for your replying, I'm really looking forward to the data since I am currently working on a project regarding the flood prediction. Could you please update the google drive link (or other accessible links) when the data is successfully uploaded, or directly send the data to me (my email is @.)? I really need it :) Again thank you so much :) — Reply to this email directly, view it on GitHub <#3 (comment)>, or unsubscribe https://github.com/notifications/unsubscribe-auth/AHQRDM4WMVS5B5FUVKLGSPDVV5UNDANCNFSM54KQKNQA . You are receiving this because you commented.Message ID: @.***> -- Kun Qian Mobile Automation and Sensing Systems Lab University of Texas, Austin

Hi，Could you tell me if the data can be uploaded now？In addition, what format is the input of training data or validation data? And how can I extract and average the precipitation and inflows between two time steps(a stored result and simulated state after 30 mins) from the simulation? Thank you very much for your reply :)

Kunqian123 commented 2 years ago

Hi,

I have a bad news regarding the data. My account was deleted after graduation thus people cannot access the data on the university’s desktop. You have to use the simulation to regenerate data if you need that. That’s not expected from Google side since they canceled UT’s unlimited storage privilege. Sorry about that. Best, Kun

On Sun, Jul 31, 2022 at 11:49 PM somuchtome @.***> wrote:

No problem. I have asked my lab mates, but I am not sure if they can find the data since it was a work several years ago. I am thinking in the worst case, can you use the code that I uploaded to make some simulations? I took a quick look and it should have the required input data to generate some results. I will update with respect to the data I used. Please let me know if you have any questions regarding the simulation. Best, Kun … <#m1415259538702484184> On Mon, Jul 25, 2022 at 9:45 PM somuchtome @.*> wrote: Hi, the google drive link failed due to some unexpected changes in Google’s policy with UT. I should have a backup in my lab computer. I will ask lab mates to upload that data to somewhere if possible since I don’t have access to the device after graduation. Best, Kun On Fri, Jul 22, 2022 at 1:32 AM somuchtome @.> wrote: hi，your Google drive link is unavailable.Could you please update it?Thank you! — Reply to this email directly, view it on GitHub <#3 https://github.com/Kunqian123/DeepFloodPrediction/issues/3 <#3 https://github.com/Kunqian123/DeepFloodPrediction/issues/3>>, or unsubscribe https://github.com/notifications/unsubscribe-auth/AHQRDM34YKV4GWE73OAQFWTVVJMABANCNFSM54KQKNQA https://github.com/notifications/unsubscribe-auth/AHQRDM34YKV4GWE73OAQFWTVVJMABANCNFSM54KQKNQA https://github.com/notifications/unsubscribe-auth/AHQRDM34YKV4GWE73OAQFWTVVJMABANCNFSM54KQKNQA https://github.com/notifications/unsubscribe-auth/AHQRDM34YKV4GWE73OAQFWTVVJMABANCNFSM54KQKNQA . You are receiving this because you are subscribed to this thread.Message ID: @.> -- Kun Qian Mobile Automation and Sensing Systems Lab University of Texas, Austin Thanks for your replying, I'm really looking forward to the data since I am currently working on a project regarding the flood prediction. Could you please update the google drive link (or other accessible links) when the data is successfully uploaded, or directly send the data to me (my email is @.)? I really need it :) Again thank you so much :) — Reply to this email directly, view it on GitHub <#3 (comment) https://github.com/Kunqian123/DeepFloodPrediction/issues/3#issuecomment-1194995405>, or unsubscribe https://github.com/notifications/unsubscribe-auth/AHQRDM4WMVS5B5FUVKLGSPDVV5UNDANCNFSM54KQKNQA https://github.com/notifications/unsubscribe-auth/AHQRDM4WMVS5B5FUVKLGSPDVV5UNDANCNFSM54KQKNQA . You are receiving this because you commented.Message ID: @.> -- Kun Qian Mobile Automation and Sensing Systems Lab University of Texas, Austin

Hi，Could you tell me if the data can be uploaded now？In addition, what format is the input of training data or validation data? And how can I extract and average the precipitation and inflows between two time steps(a stored result and simulated state after 30 mins) from the simulation? Thank you very much for your reply :)

— Reply to this email directly, view it on GitHub https://github.com/Kunqian123/DeepFloodPrediction/issues/3#issuecomment-1200784077, or unsubscribe https://github.com/notifications/unsubscribe-auth/AHQRDM5YSXSBC4GYK7GPXYTVW5XOPANCNFSM54KQKNQA . You are receiving this because you commented.Message ID: @.***>

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somuchtome commented 2 years ago

I'm sorry to hear that. Thank you very much for your kind help. Could you tell me how to extract and average the precipitation and inflows between two time steps(a stored result and a state after 30 mins) from the simulation? I now have some CSV files(input, depth, x momentum and y momentum) from the simulation. However, I don't know how to convert them into the training data.

------------------ 原始邮件 ------------------ 发件人: "Kunqian123/DeepFloodPrediction" @.>; 发送时间: 2022年8月2日(星期二) 凌晨4:05 @.>; @.**@.>; 主题: Re: [Kunqian123/DeepFloodPrediction] unavailable Google drive link (Issue #3)

Hi,

I have a bad news regarding the data. My account was deleted after graduation thus people cannot access the data on the university’s desktop. You have to use the simulation to regenerate data if you need that. That’s not expected from Google side since they canceled UT’s unlimited storage privilege. Sorry about that. Best, Kun

On Sun, Jul 31, 2022 at 11:49 PM somuchtome @.***> wrote:

> No problem. I have asked my lab mates, but I am not sure if they can find > the data since it was a work several years ago. I am thinking in the worst > case, can you use the code that I uploaded to make some simulations? I took > a quick look and it should have the required input data to generate some > results. I will update with respect to the data I used. Please let me know > if you have any questions regarding the simulation. Best, Kun > … <#m1415259538702484184> > On Mon, Jul 25, 2022 at 9:45 PM somuchtome @.*> wrote: Hi, the google > drive link failed due to some unexpected changes in Google’s policy with > UT. I should have a backup in my lab computer. I will ask lab mates to > upload that data to somewhere if possible since I don’t have access to the > device after graduation. Best, Kun On Fri, Jul 22, 2022 at 1:32 AM > somuchtome @.> wrote: hi，your Google drive link is unavailable.Could you > please update it?Thank you! — Reply to this email directly, view it on > GitHub <#3 <https://github.com/Kunqian123/DeepFloodPrediction/issues/3> <#3 > <https://github.com/Kunqian123/DeepFloodPrediction/issues/3>>>, or > unsubscribe > https://github.com/notifications/unsubscribe-auth/AHQRDM34YKV4GWE73OAQFWTVVJMABANCNFSM54KQKNQA > <https://github.com/notifications/unsubscribe-auth/AHQRDM34YKV4GWE73OAQFWTVVJMABANCNFSM54KQKNQA> > https://github.com/notifications/unsubscribe-auth/AHQRDM34YKV4GWE73OAQFWTVVJMABANCNFSM54KQKNQA > <https://github.com/notifications/unsubscribe-auth/AHQRDM34YKV4GWE73OAQFWTVVJMABANCNFSM54KQKNQA> > . You are receiving this because you are subscribed to this thread.Message > ID: @.> -- Kun Qian Mobile Automation and Sensing Systems Lab University of > Texas, Austin Thanks for your replying, I'm really looking forward to the > data since I am currently working on a project regarding the flood > prediction. Could you please update the google drive link (or other > accessible links) when the data is successfully uploaded, or directly send > the data to me (my email is @.)? I really need it :) Again thank you so > much :) — Reply to this email directly, view it on GitHub <#3 (comment) > <https://github.com/Kunqian123/DeepFloodPrediction/issues/3#issuecomment-1194995405>>, > or unsubscribe > https://github.com/notifications/unsubscribe-auth/AHQRDM4WMVS5B5FUVKLGSPDVV5UNDANCNFSM54KQKNQA > <https://github.com/notifications/unsubscribe-auth/AHQRDM4WMVS5B5FUVKLGSPDVV5UNDANCNFSM54KQKNQA> > . You are receiving this because you commented.Message ID: @.> > -- Kun Qian Mobile Automation and Sensing Systems Lab University of Texas, > Austin > > Hi，Could you tell me if the data can be uploaded now？In addition, what > format is the input of training data or validation data? And how can I > extract and average the precipitation and inflows between two time steps(a > stored result and simulated state after 30 mins) from the simulation? > Thank you very much for your reply :) > > — > Reply to this email directly, view it on GitHub > <https://github.com/Kunqian123/DeepFloodPrediction/issues/3#issuecomment-1200784077>, > or unsubscribe > <https://github.com/notifications/unsubscribe-auth/AHQRDM5YSXSBC4GYK7GPXYTVW5XOPANCNFSM54KQKNQA> > . > You are receiving this because you commented.Message ID: > @.***> > -- Kun Qian Mobile Automation and Sensing Systems Lab University of Texas, Austin

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Kunqian123 commented 2 years ago

Hi, in simulation data, the simulation step needs to be small to be precise and maintain numerical stability. The precipitation, and inflows have data points every \delta_t (in which \delta_t is very small). You should define some reasonable values yourself since the simulation data is not available now (sorry again since I also didn't expect this). For precipitation, I roughly divide the whole region into 9 grids (3*3) and assume that the precipitation density is the same in each grid. You can select some values between a reasonable range to do the simulation. For the inflow, I have a constant inflow from the Colorado River upstream (the left and upper corner of the figure). And when it comes to training, I average the precipitation and inflow amount over the 30 mins, since I want the deep model to predict over the 30 mins span.

On Mon, Aug 1, 2022 at 7:14 PM somuchtome @.***> wrote:

I'm sorry to hear that. Thank you very much for your kind help. Could you tell me how to extract and average the precipitation and inflows between two time steps(a stored result and a state after 30 mins) from the simulation? I now have some CSV files(input, depth, x momentum and y momentum) from the simulation. However, I don't know how to convert them into the training data.

------------------ 原始邮件 ------------------ 发件人: "Kunqian123/DeepFloodPrediction" @.>; 发送时间: 2022年8月2日(星期二) 凌晨4:05 @.>; @.**@.>; 主题: Re: [Kunqian123/DeepFloodPrediction] unavailable Google drive link (Issue #3)

Hi,

I have a bad news regarding the data. My account was deleted after graduation thus people cannot access the data on the university’s desktop. You have to use the simulation to regenerate data if you need that. That’s not expected from Google side since they canceled UT’s unlimited storage privilege. Sorry about that. Best, Kun

On Sun, Jul 31, 2022 at 11:49 PM somuchtome @.***> wrote:

> No problem. I have asked my lab mates, but I am not sure if they can find > the data since it was a work several years ago. I am thinking in the worst > case, can you use the code that I uploaded to make some simulations? I took > a quick look and it should have the required input data to generate some > results. I will update with respect to the data I used. Please let me know > if you have any questions regarding the simulation. Best, Kun > … <#m1415259538702484184> > On Mon, Jul 25, 2022 at 9:45 PM somuchtome @.*> wrote: Hi, the google > drive link failed due to some unexpected changes in Google’s policy with > UT. I should have a backup in my lab computer. I will ask lab mates to > upload that data to somewhere if possible since I don’t have access to the > device after graduation. Best, Kun On Fri, Jul 22, 2022 at 1:32 AM > somuchtome @.> wrote: hi，your Google drive link is unavailable.Could you > please update it?Thank you! — Reply to this email directly, view it on > GitHub <#3 < https://github.com/Kunqian123/DeepFloodPrediction/issues/3> <#3 > < https://github.com/Kunqian123/DeepFloodPrediction/issues/3>>>, or > unsubscribe > https://github.com/notifications/unsubscribe-auth/AHQRDM34YKV4GWE73OAQFWTVVJMABANCNFSM54KQKNQA > < https://github.com/notifications/unsubscribe-auth/AHQRDM34YKV4GWE73OAQFWTVVJMABANCNFSM54KQKNQA>

> https://github.com/notifications/unsubscribe-auth/AHQRDM34YKV4GWE73OAQFWTVVJMABANCNFSM54KQKNQA > < https://github.com/notifications/unsubscribe-auth/AHQRDM34YKV4GWE73OAQFWTVVJMABANCNFSM54KQKNQA>

> . You are receiving this because you are subscribed to this thread.Message > ID: @.> -- Kun Qian Mobile Automation and Sensing Systems Lab University of > Texas, Austin Thanks for your replying, I'm really looking forward to the > data since I am currently working on a project regarding the flood > prediction. Could you please update the google drive link (or other > accessible links) when the data is successfully uploaded, or directly send > the data to me (my email is @.**)? I really need it :) Again thank you so > much :) — Reply to this email directly, view it on GitHub <#3 (comment) > < https://github.com/Kunqian123/DeepFloodPrediction/issues/3#issuecomment-1194995405>>,

> or unsubscribe > https://github.com/notifications/unsubscribe-auth/AHQRDM4WMVS5B5FUVKLGSPDVV5UNDANCNFSM54KQKNQA > < https://github.com/notifications/unsubscribe-auth/AHQRDM4WMVS5B5FUVKLGSPDVV5UNDANCNFSM54KQKNQA>

> . You are receiving this because you commented.Message ID: @.**> > -- Kun Qian Mobile Automation and Sensing Systems Lab University of Texas, > Austin > > Hi，Could you tell me if the data can be uploaded now？In addition, what > format is the input of training data or validation data? And how can I > extract and average the precipitation and inflows between two time steps(a > stored result and simulated state after 30 mins) from the simulation? > Thank you very much for your reply :) > > — > Reply to this email directly, view it on GitHub > < https://github.com/Kunqian123/DeepFloodPrediction/issues/3#issuecomment-1200784077>,

> or unsubscribe > < https://github.com/notifications/unsubscribe-auth/AHQRDM5YSXSBC4GYK7GPXYTVW5XOPANCNFSM54KQKNQA>

> . > You are receiving this because you commented.Message ID: > @.***> >

Kun Qian Mobile Automation and Sensing Systems Lab University of Texas, Austin

— Reply to this email directly, view it on GitHub, or unsubscribe. You are receiving this because you are subscribed to this thread.Message ID: @.***>

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somuchtome commented 2 years ago

Thanks again for your reply. I understood the scene in general. You mean that the precipitation and inflow over the 30 mins have data points every \delta_t. Is it the amount of inflow or the rate? If it's rate, do I need to average it and multiply it by time (30 minutes)?

------------------ 原始邮件 ------------------ 发件人: "Kunqian123/DeepFloodPrediction" @.>; 发送时间: 2022年8月2日(星期二) 上午10:39 @.>; @.**@.>; 主题: Re: [Kunqian123/DeepFloodPrediction] unavailable Google drive link (Issue #3)

Hi, in simulation data, the simulation step needs to be small to be precise and maintain numerical stability. The precipitation, and inflows have data points every \delta_t (in which \delta_t is very small). You should define some reasonable values yourself since the simulation data is not available now (sorry again since I also didn't expect this). For precipitation, I roughly divide the whole region into 9 grids (3*3) and assume that the precipitation density is the same in each grid. You can select some values between a reasonable range to do the simulation. For the inflow, I have a constant inflow from the Colorado River upstream (the left and upper corner of the figure). And when it comes to training, I average the precipitation and inflow amount over the 30 mins, since I want the deep model to predict over the 30 mins span.

On Mon, Aug 1, 2022 at 7:14 PM somuchtome @.***> wrote:

> I'm sorry to hear that. Thank you very much for your kind help. > Could you tell me how to extract and average the precipitation and inflows > between two time steps(a stored result and a state after 30 mins) from the > simulation? I now have some CSV files(input, > depth, x momentum and y momentum) from the > simulation. However, I don't know how to convert them into the training > data. > > > > > ------------------ 原始邮件 ------------------ > 发件人: "Kunqian123/DeepFloodPrediction" @.>; > 发送时间: 2022年8月2日(星期二) 凌晨4:05 > @.>; > @.**@.>; > 主题: Re: [Kunqian123/DeepFloodPrediction] unavailable Google drive > link (Issue #3) > > > > > > Hi, > > I have a bad news regarding the data. My account was deleted after > graduation thus people cannot access the data on the university’s desktop. > You have to use the simulation to regenerate data if you need that. That’s > not expected from Google side since they canceled UT’s unlimited storage > privilege. > Sorry about that. > Best, > Kun > > On Sun, Jul 31, 2022 at 11:49 PM somuchtome @.> > wrote: > > > No problem. I have asked my lab mates, but I am not sure if they can > find > > the data since it was a work several years ago. I am thinking in the > worst > > case, can you use the code that I uploaded to make some simulations? > I took > > a quick look and it should have the required input data to generate > some > > results. I will update with respect to the data I used. Please let me > know > > if you have any questions regarding the simulation. Best, Kun > > … <#m1415259538702484184> > > On Mon, Jul 25, 2022 at 9:45 PM somuchtome @.> wrote: Hi, the > google > > drive link failed due to some unexpected changes in Google’s policy > with > > UT. I should have a backup in my lab computer. I will ask lab mates > to > > upload that data to somewhere if possible since I don’t have access > to the > > device after graduation. Best, Kun On Fri, Jul 22, 2022 at 1:32 AM > > somuchtome @.> wrote: hi，your Google drive link is > unavailable.Could you > > please update it?Thank you! — Reply to this email directly, view it > on > > GitHub <#3 < > https://github.com/Kunqian123/DeepFloodPrediction/issues/3&gt; <#3 > > < > https://github.com/Kunqian123/DeepFloodPrediction/issues/3&gt;&gt;&gt;, > or > > unsubscribe > > > https://github.com/notifications/unsubscribe-auth/AHQRDM34YKV4GWE73OAQFWTVVJMABANCNFSM54KQKNQA > > < > https://github.com/notifications/unsubscribe-auth/AHQRDM34YKV4GWE73OAQFWTVVJMABANCNFSM54KQKNQA&gt; > > > > https://github.com/notifications/unsubscribe-auth/AHQRDM34YKV4GWE73OAQFWTVVJMABANCNFSM54KQKNQA > > < > https://github.com/notifications/unsubscribe-auth/AHQRDM34YKV4GWE73OAQFWTVVJMABANCNFSM54KQKNQA&gt; > > > . You are receiving this because you are subscribed to this > thread.Message > > ID: @.> -- Kun Qian Mobile Automation and Sensing Systems Lab > University of > > Texas, Austin Thanks for your replying, I'm really looking forward to > the > > data since I am currently working on a project regarding the flood > > prediction. Could you please update the google drive link (or other > > accessible links) when the data is successfully uploaded, or directly > send > > the data to me (my email is @.)? I really need it :) Again thank > you so > > much :) — Reply to this email directly, view it on GitHub <#3 > (comment) > > < > https://github.com/Kunqian123/DeepFloodPrediction/issues/3#issuecomment-1194995405&gt;&gt;, > > > or unsubscribe > > > https://github.com/notifications/unsubscribe-auth/AHQRDM4WMVS5B5FUVKLGSPDVV5UNDANCNFSM54KQKNQA > > < > https://github.com/notifications/unsubscribe-auth/AHQRDM4WMVS5B5FUVKLGSPDVV5UNDANCNFSM54KQKNQA&gt; > > > . You are receiving this because you commented.Message ID: @.> > > -- Kun Qian Mobile Automation and Sensing Systems Lab University of > Texas, > > Austin > > > > Hi，Could you tell me if the data can be uploaded now？In addition, > what > > format is the input of training data or validation data? And how can > I > > extract and average the precipitation and inflows between two time > steps(a > > stored result and simulated state after 30 mins) from the simulation? > > Thank you very much for your reply :) > > > > — > > Reply to this email directly, view it on GitHub > > < > https://github.com/Kunqian123/DeepFloodPrediction/issues/3#issuecomment-1200784077&gt;, > > > or unsubscribe > > < > https://github.com/notifications/unsubscribe-auth/AHQRDM5YSXSBC4GYK7GPXYTVW5XOPANCNFSM54KQKNQA&gt; > > > . > > You are receiving this because you commented.Message ID: > > **@.> > > > -- > Kun Qian > Mobile Automation and Sensing Systems Lab > University of Texas, Austin > > — > Reply to this email directly, view it on GitHub, or unsubscribe. > You are receiving this because you are subscribed to this thread.Message > ID: @.> > > — > Reply to this email directly, view it on GitHub > <https://github.com/Kunqian123/DeepFloodPrediction/issues/3#issuecomment-1201936016>, > or unsubscribe > <https://github.com/notifications/unsubscribe-auth/AHQRDM67234NRMPGR6WL7D3VXCAABANCNFSM54KQKNQA> > . > You are receiving this because you commented.Message ID: > @.***> >

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Kunqian123 commented 2 years ago

I think if you simulate by yourself, it shouldn't matter how you average it, as long as it is consistent across the training and evaluation. Because precipitations and inflows are in separate input channels from states, once you normalize, the scaling doesn't really matter. But of course, if you want to use my trained model, I think according to what the paper described, I probably used averaged rates or averaged amounts (I cannot confirm this since I don't recall this detail).

On Mon, Aug 1, 2022 at 7:51 PM somuchtome @.***> wrote:

Thanks again for your reply. I understood the scene in general. You mean that the precipitation and inflow over the 30 mins have data points every \delta_t. Is it the amount of inflow or the rate? If it's rate, do I need to average it and multiply it by time (30 minutes)?

------------------ 原始邮件 ------------------ 发件人: "Kunqian123/DeepFloodPrediction" @.>; 发送时间: 2022年8月2日(星期二) 上午10:39 @.>; @.**@.>; 主题: Re: [Kunqian123/DeepFloodPrediction] unavailable Google drive link (Issue #3)

Hi, in simulation data, the simulation step needs to be small to be precise and maintain numerical stability. The precipitation, and inflows have data points every \delta_t (in which \delta_t is very small). You should define some reasonable values yourself since the simulation data is not available now (sorry again since I also didn't expect this). For precipitation, I roughly divide the whole region into 9 grids (3*3) and assume that the precipitation density is the same in each grid. You can select some values between a reasonable range to do the simulation. For the inflow, I have a constant inflow from the Colorado River upstream (the left and upper corner of the figure). And when it comes to training, I average the precipitation and inflow amount over the 30 mins, since I want the deep model to predict over the 30 mins span.

On Mon, Aug 1, 2022 at 7:14 PM somuchtome @.***> wrote:

> I'm sorry to hear that. Thank you very much for your kind help. > Could you tell me how to extract and average the precipitation and inflows > between two time steps(a stored result and a state after 30 mins) from the > simulation? I now have some CSV files(input, > depth, x momentum and y momentum) from the > simulation. However, I don't know how to convert them into the training > data. > > > > > ------------------ 原始邮件 ------------------ > 发件人: "Kunqian123/DeepFloodPrediction" @.>; > 发送时间: 2022年8月2日(星期二) 凌晨4:05 > @.>; > @.**@.>; > 主题: Re: [Kunqian123/DeepFloodPrediction] unavailable Google drive > link (Issue #3) > > > > > > Hi, > > I have a bad news regarding the data. My account was deleted after > graduation thus people cannot access the data on the university’s desktop. > You have to use the simulation to regenerate data if you need that. That’s > not expected from Google side since they canceled UT’s unlimited storage > privilege. > Sorry about that. > Best, > Kun > > On Sun, Jul 31, 2022 at 11:49 PM somuchtome @.**> > wrote: > > > No problem. I have asked my lab mates, but I am not sure if they can > find > > the data since it was a work several years ago. I am thinking in the > worst > > case, can you use the code that I uploaded to make some simulations? > I took > > a quick look and it should have the required input data to generate > some > > results. I will update with respect to the data I used. Please let me > know > > if you have any questions regarding the simulation. Best, Kun > > … <#m1415259538702484184> > > On Mon, Jul 25, 2022 at 9:45 PM somuchtome @.> wrote: Hi, the > google > > drive link failed due to some unexpected changes in Google’s policy > with > > UT. I should have a backup in my lab computer. I will ask lab mates > to > > upload that data to somewhere if possible since I don’t have access > to the > > device after graduation. Best, Kun On Fri, Jul 22, 2022 at 1:32 AM > > somuchtome @.> wrote: hi，your Google drive link is > unavailable.Could you > > please update it?Thank you! — Reply to this email directly, view it > on > > GitHub <#3 < > https://github.com/Kunqian123/DeepFloodPrediction/issues/3&gt; <#3 > > < > https://github.com/Kunqian123/DeepFloodPrediction/issues/3&gt;&gt;&gt;,

> or > > unsubscribe > > > https://github.com/notifications/unsubscribe-auth/AHQRDM34YKV4GWE73OAQFWTVVJMABANCNFSM54KQKNQA > > < > https://github.com/notifications/unsubscribe-auth/AHQRDM34YKV4GWE73OAQFWTVVJMABANCNFSM54KQKNQA&gt;

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> > > . You are receiving this because you are subscribed to this > thread.Message > > ID: @.> -- Kun Qian Mobile Automation and Sensing Systems Lab > University of > > Texas, Austin Thanks for your replying, I'm really looking forward to > the > > data since I am currently working on a project regarding the flood > > prediction. Could you please update the google drive link (or other > > accessible links) when the data is successfully uploaded, or directly > send > > the data to me (my email is @.**)? I really need it :) Again thank > you so > > much :) — Reply to this email directly, view it on GitHub <#3 > (comment) > > < > https://github.com/Kunqian123/DeepFloodPrediction/issues/3#issuecomment-1194995405&gt;&gt;,

> > > or unsubscribe > > > https://github.com/notifications/unsubscribe-auth/AHQRDM4WMVS5B5FUVKLGSPDVV5UNDANCNFSM54KQKNQA > > < > https://github.com/notifications/unsubscribe-auth/AHQRDM4WMVS5B5FUVKLGSPDVV5UNDANCNFSM54KQKNQA&gt;

> > > . You are receiving this because you commented.Message ID: @.**> > > -- Kun Qian Mobile Automation and Sensing Systems Lab University of > Texas, > > Austin > > > > Hi，Could you tell me if the data can be uploaded now？In addition, > what > > format is the input of training data or validation data? And how can > I > > extract and average the precipitation and inflows between two time > steps(a > > stored result and simulated state after 30 mins) from the simulation? > > Thank you very much for your reply :) > > > > — > > Reply to this email directly, view it on GitHub > > < > https://github.com/Kunqian123/DeepFloodPrediction/issues/3#issuecomment-1200784077&gt;,

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somuchtome commented 2 years ago

OK, I will try to simulate and train the model according to your suggestions. Thank you for the code and guidance.This is very useful to me :)

------------------ 原始邮件 ------------------ 发件人: "Kunqian123/DeepFloodPrediction" @.>; 发送时间: 2022年8月2日(星期二) 中午11:10 @.>; @.**@.>; 主题: Re: [Kunqian123/DeepFloodPrediction] unavailable Google drive link (Issue #3)

I think if you simulate by yourself, it shouldn't matter how you average it, as long as it is consistent across the training and evaluation. Because precipitations and inflows are in separate input channels from states, once you normalize, the scaling doesn't really matter. But of course, if you want to use my trained model, I think according to what the paper described, I probably used averaged rates or averaged amounts (I cannot confirm this since I don't recall this detail).

On Mon, Aug 1, 2022 at 7:51 PM somuchtome @.***> wrote:

> Thanks again for your reply. I understood the scene in general. You > mean that the precipitation and inflow over the 30 mins have data points > every \delta_t. Is it the amount of inflow or the rate? If it's rate, > do I need to average it and multiply it by time (30 minutes)? > > > > > ------------------ 原始邮件 ------------------ > 发件人: "Kunqian123/DeepFloodPrediction" @.>; > 发送时间: 2022年8月2日(星期二) 上午10:39 > @.>; > @.**@.>; > 主题: Re: [Kunqian123/DeepFloodPrediction] unavailable Google drive > link (Issue #3) > > > > > > Hi, in simulation data, the simulation step needs to be small to be > precise > and maintain numerical stability. The precipitation, and inflows have data > points every \delta_t (in which \delta_t is very small). You should define > some reasonable values yourself since the simulation data is not available > now (sorry again since I also didn't expect this). For precipitation, I > roughly divide the whole region into 9 grids (3*3) and assume that the > precipitation density is the same in each grid. You can select some values > between a reasonable range to do the simulation. For the inflow, I have a > constant inflow from the Colorado River upstream (the left and upper > corner > of the figure). And when it comes to training, I average the precipitation > and inflow amount over the 30 mins, since I want the deep model to predict > over the 30 mins span. > > On Mon, Aug 1, 2022 at 7:14 PM somuchtome @.> wrote: > > > I'm sorry to hear that. Thank you very much for your kind help. > > Could you tell me how to extract and average the precipitation and > inflows > > between two time steps(a stored result and a state after 30 mins) > from the > > simulation? I now have some CSV files(input, > > > depth,&nbsp;x&nbsp;momentum&nbsp;and&nbsp;y&nbsp;momentum)&nbsp;from > the > > simulation. However, I don't know how to convert them into the > training > > data. > > > > > > > > > > ------------------&nbsp;原始邮件&nbsp;------------------ > > 发件人: "Kunqian123/DeepFloodPrediction" @.&gt;; > > 发送时间:&nbsp;2022年8月2日(星期二) 凌晨4:05 > > @.&gt;; > > @*.**@*.&gt;; > > 主题:&nbsp;Re: [Kunqian123/DeepFloodPrediction] unavailable Google > drive > > link (Issue #3) > > > > > > > > > > > > Hi, > > > > I have a bad news regarding the data. My account was deleted after > > graduation thus people cannot access the data on the university’s > desktop. > > You have to use the simulation to regenerate data if you need that. > That’s > > not expected from Google side since they canceled UT’s unlimited > storage > > privilege. > > Sorry about that. > > Best, > > Kun > > > > On Sun, Jul 31, 2022 at 11:49 PM somuchtome @.&gt; > > wrote: > > > > &gt; No problem. I have asked my lab mates, but I am not sure if > they can > > find > > &gt; the data since it was a work several years ago. I am > thinking in the > > worst > > &gt; case, can you use the code that I uploaded to make some > simulations? > > I took > > &gt; a quick look and it should have the required input data to > generate > > some > > &gt; results. I will update with respect to the data I used. > Please let me > > know > > &gt; if you have any questions regarding the simulation. Best, > Kun > > &gt; … <#m1415259538702484184&gt; > > &gt; On Mon, Jul 25, 2022 at 9:45 PM somuchtome @.*&gt; > wrote: Hi, the > > google > > &gt; drive link failed due to some unexpected changes in Google’s > policy > > with > > &gt; UT. I should have a backup in my lab computer. I will ask > lab mates > > to > > &gt; upload that data to somewhere if possible since I don’t have > access > > to the > > &gt; device after graduation. Best, Kun On Fri, Jul 22, 2022 at > 1:32 AM > > &gt; somuchtome @.&gt; wrote: hi，your Google drive link is > > unavailable.Could you > > &gt; please update it?Thank you! — Reply to this email directly, > view it > > on > > &gt; GitHub <#3 < > > https://github.com/Kunqian123/DeepFloodPrediction/issues/3&amp;gt; > <#3 > > &gt; < > > > https://github.com/Kunqian123/DeepFloodPrediction/issues/3&amp;gt;&amp;gt;&amp;gt;, > > > or > > &gt; unsubscribe > > &gt; > > > https://github.com/notifications/unsubscribe-auth/AHQRDM34YKV4GWE73OAQFWTVVJMABANCNFSM54KQKNQA > > &gt; < > > > https://github.com/notifications/unsubscribe-auth/AHQRDM34YKV4GWE73OAQFWTVVJMABANCNFSM54KQKNQA&amp;gt; > > > > > &gt; > > > https://github.com/notifications/unsubscribe-auth/AHQRDM34YKV4GWE73OAQFWTVVJMABANCNFSM54KQKNQA > > &gt; < > > > https://github.com/notifications/unsubscribe-auth/AHQRDM34YKV4GWE73OAQFWTVVJMABANCNFSM54KQKNQA&amp;gt; > > > > > &gt; . You are receiving this because you are subscribed to this > > thread.Message > > &gt; ID: @.&gt; -- Kun Qian Mobile Automation and Sensing > Systems Lab > > University of > > &gt; Texas, Austin Thanks for your replying, I'm really looking > forward to > > the > > &gt; data since I am currently working on a project regarding the > flood > > &gt; prediction. Could you please update the google drive link > (or other > > &gt; accessible links) when the data is successfully uploaded, or > directly > > send > > &gt; the data to me (my email is @.)? I really need it :) Again > thank > > you so > > &gt; much :) — Reply to this email directly, view it on GitHub > <#3 > > (comment) > > &gt; < > > > https://github.com/Kunqian123/DeepFloodPrediction/issues/3#issuecomment-1194995405&amp;gt;&amp;gt;, > > > > > &gt; or unsubscribe > > &gt; > > > https://github.com/notifications/unsubscribe-auth/AHQRDM4WMVS5B5FUVKLGSPDVV5UNDANCNFSM54KQKNQA > > &gt; < > > > https://github.com/notifications/unsubscribe-auth/AHQRDM4WMVS5B5FUVKLGSPDVV5UNDANCNFSM54KQKNQA&amp;gt; > > > > > &gt; . You are receiving this because you commented.Message ID: > @.&gt; > > &gt; -- Kun Qian Mobile Automation and Sensing Systems Lab > University of > > Texas, > > &gt; Austin > > &gt; > > &gt; Hi，Could you tell me if the data can be uploaded now？In > addition, > > what > > &gt; format is the input of training data or validation data? And > how can > > I > > &gt; extract and average the precipitation and inflows between > two time > > steps(a > > &gt; stored result and simulated state after 30 mins) from the > simulation? > > &gt; Thank you very much for your reply :) > > &gt; > > &gt; — > > &gt; Reply to this email directly, view it on GitHub > > &gt; < > > > https://github.com/Kunqian123/DeepFloodPrediction/issues/3#issuecomment-1200784077&amp;gt;, > > > > > &gt; or unsubscribe > > &gt; < > > > https://github.com/notifications/unsubscribe-auth/AHQRDM5YSXSBC4GYK7GPXYTVW5XOPANCNFSM54KQKNQA&amp;gt; > > > > > &gt; . > > &gt; You are receiving this because you commented.Message ID: > > &gt; @.&gt; > > &gt; > > -- > > Kun Qian > > Mobile Automation and Sensing Systems Lab > > University of Texas, Austin > > > > — > > Reply to this email directly, view it on GitHub, or unsubscribe. > > You are receiving this because you are subscribed to this > thread.Message > > ID: @.&gt; > > > > — > > Reply to this email directly, view it on GitHub > > < > https://github.com/Kunqian123/DeepFloodPrediction/issues/3#issuecomment-1201936016&gt;, > > > or unsubscribe > > < > https://github.com/notifications/unsubscribe-auth/AHQRDM67234NRMPGR6WL7D3VXCAABANCNFSM54KQKNQA&gt; > > > . > > You are receiving this because you commented.Message ID: > > @.> > > > > > -- > Kun Qian > Mobile Automation and Sensing Systems Lab > University of Texas, Austin > > — > Reply to this email directly, view it on GitHub, or unsubscribe. > You are receiving this because you are subscribed to this thread.Message > ID: @.> > > — > Reply to this email directly, view it on GitHub > <https://github.com/Kunqian123/DeepFloodPrediction/issues/3#issuecomment-1201954734>, > or unsubscribe > <https://github.com/notifications/unsubscribe-auth/AHQRDMYTYGZ5SMMPSNQIT5TVXCEI7ANCNFSM54KQKNQA> > . > You are receiving this because you commented.Message ID: > @.***> >

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Kunqian123 commented 2 years ago

sorry for the data thing. Please let me know if I can help with anything.

On Mon, Aug 1, 2022 at 8:19 PM somuchtome @.***> wrote:

OK, I will try to simulate and train the model according to your suggestions. Thank you for the code and guidance.This is very useful to me :)

------------------ 原始邮件 ------------------ 发件人: "Kunqian123/DeepFloodPrediction" @.>; 发送时间: 2022年8月2日(星期二) 中午11:10 @.>; @.**@.>; 主题: Re: [Kunqian123/DeepFloodPrediction] unavailable Google drive link (Issue #3)

I think if you simulate by yourself, it shouldn't matter how you average it, as long as it is consistent across the training and evaluation. Because precipitations and inflows are in separate input channels from states, once you normalize, the scaling doesn't really matter. But of course, if you want to use my trained model, I think according to what the paper described, I probably used averaged rates or averaged amounts (I cannot confirm this since I don't recall this detail).

On Mon, Aug 1, 2022 at 7:51 PM somuchtome @.***> wrote:

> Thanks again for your reply. I understood the scene in general. You > mean that the precipitation and inflow over the 30 mins have data points > every \delta_t. Is it the amount of inflow or the rate? If it's rate, > do I need to average it and multiply it by time (30 minutes)? > > > > > ------------------ 原始邮件 ------------------ > 发件人: "Kunqian123/DeepFloodPrediction" @.>; > 发送时间: 2022年8月2日(星期二) 上午10:39 > @.>; > @.**@.>; > 主题: Re: [Kunqian123/DeepFloodPrediction] unavailable Google drive > link (Issue #3) > > > > > > Hi, in simulation data, the simulation step needs to be small to be > precise > and maintain numerical stability. The precipitation, and inflows have data > points every \delta_t (in which \delta_t is very small). You should define > some reasonable values yourself since the simulation data is not available > now (sorry again since I also didn't expect this). For precipitation, I > roughly divide the whole region into 9 grids (3*3) and assume that the > precipitation density is the same in each grid. You can select some values > between a reasonable range to do the simulation. For the inflow, I have a > constant inflow from the Colorado River upstream (the left and upper > corner > of the figure). And when it comes to training, I average the precipitation > and inflow amount over the 30 mins, since I want the deep model to predict > over the 30 mins span. > > On Mon, Aug 1, 2022 at 7:14 PM somuchtome @.***> wrote: > > > I'm sorry to hear that. Thank you very much for your kind help. > > Could you tell me how to extract and average the precipitation and > inflows > > between two time steps(a stored result and a state after 30 mins) > from the > > simulation? I now have some CSV files(input, > > > depth,&nbsp;x&nbsp;momentum&nbsp;and&nbsp;y&nbsp;momentum)&nbsp;from

> the > > simulation. However, I don't know how to convert them into the > training > > data. > > > > > > > > > > ------------------&nbsp;原始邮件&nbsp;------------------ > > 发件人: "Kunqian123/DeepFloodPrediction" @.&gt;; > > 发送时间:&nbsp;2022年8月2日(星期二) 凌晨4:05 > > @.&gt;; > > @.**@.&gt;; > > 主题:&nbsp;Re: [Kunqian123/DeepFloodPrediction] unavailable Google > drive > > link (Issue #3) > > > > > > > > > > > > Hi, > > > > I have a bad news regarding the data. My account was deleted after > > graduation thus people cannot access the data on the university’s > desktop. > > You have to use the simulation to regenerate data if you need that. > That’s > > not expected from Google side since they canceled UT’s unlimited > storage > > privilege. > > Sorry about that. > > Best, > > Kun > > > > On Sun, Jul 31, 2022 at 11:49 PM somuchtome @.**&gt; > > wrote: > > > > &gt; No problem. I have asked my lab mates, but I am not sure if > they can > > find > > &gt; the data since it was a work several years ago. I am > thinking in the > > worst > > &gt; case, can you use the code that I uploaded to make some > simulations? > > I took > > &gt; a quick look and it should have the required input data to > generate > > some > > &gt; results. I will update with respect to the data I used. > Please let me > > know > > &gt; if you have any questions regarding the simulation. Best, > Kun > > &gt; … <#m1415259538702484184&gt; > > &gt; On Mon, Jul 25, 2022 at 9:45 PM somuchtome @.&gt; > wrote: Hi, the > > google > > &gt; drive link failed due to some unexpected changes in Google’s > policy > > with > > &gt; UT. I should have a backup in my lab computer. I will ask > lab mates > > to > > &gt; upload that data to somewhere if possible since I don’t have > access > > to the > > &gt; device after graduation. Best, Kun On Fri, Jul 22, 2022 at > 1:32 AM > > &gt; somuchtome @.&gt; wrote: hi，your Google drive link is > > unavailable.Could you > > &gt; please update it?Thank you! — Reply to this email directly, > view it > > on > > &gt; GitHub <#3 < > > https://github.com/Kunqian123/DeepFloodPrediction/issues/3&amp;gt; > <#3 > > &gt; < > > > https://github.com/Kunqian123/DeepFloodPrediction/issues/3&amp;gt;&amp;gt;&amp;gt;,

> > > or > > &gt; unsubscribe > > &gt; > > > https://github.com/notifications/unsubscribe-auth/AHQRDM34YKV4GWE73OAQFWTVVJMABANCNFSM54KQKNQA > > &gt; < > > > https://github.com/notifications/unsubscribe-auth/AHQRDM34YKV4GWE73OAQFWTVVJMABANCNFSM54KQKNQA&amp;gt;

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> > > > > &gt; . You are receiving this because you are subscribed to this > > thread.Message > > &gt; ID: @.&gt; -- Kun Qian Mobile Automation and Sensing > Systems Lab > > University of > > &gt; Texas, Austin Thanks for your replying, I'm really looking > forward to > > the > > &gt; data since I am currently working on a project regarding the > flood > > &gt; prediction. Could you please update the google drive link > (or other > > &gt; accessible links) when the data is successfully uploaded, or > directly > > send > > &gt; the data to me (my email is @.**)? I really need it :) Again > thank > > you so > > &gt; much :) — Reply to this email directly, view it on GitHub > <#3 > > (comment) > > &gt; < > > > https://github.com/Kunqian123/DeepFloodPrediction/issues/3#issuecomment-1194995405&amp;gt;&amp;gt;,

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> > > > > &gt; . You are receiving this because you commented.Message ID: > @.**&gt; > > &gt; -- Kun Qian Mobile Automation and Sensing Systems Lab > University of > > Texas, > > &gt; Austin > > &gt; > > &gt; Hi，Could you tell me if the data can be uploaded now？In > addition, > > what > > &gt; format is the input of training data or validation data? And > how can > > I > > &gt; extract and average the precipitation and inflows between > two time > > steps(a > > &gt; stored result and simulated state after 30 mins) from the > simulation? > > &gt; Thank you very much for your reply :) > > &gt; > > &gt; — > > &gt; Reply to this email directly, view it on GitHub > > &gt; < > > > https://github.com/Kunqian123/DeepFloodPrediction/issues/3#issuecomment-1200784077&amp;gt;,

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-- Kun Qian Mobile Automation and Sensing Systems Lab University of Texas, Austin

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