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How to change repeat dates that occur right after each other

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I'm running into some issues with a dataset that I have. So basically, for some reason, the service I used to collect the data is changing some of the dates to be repeats. Here is an example of what I'm talking about
9/13/19
9/14/19
9/16/19
9/16/19
9/17/19
9/18/19
So you will notice in this example that the 9/15 date is missing and that the 9/16/19 date is repeating twice. And you would be right. Through diagnosing the issue, I learned that the first 9/16/19 date is actually supposed to be 9/15/19 and the subject didn't actually submit two prompts that day. This is a very characteristic pattern throughout the dataset where there are a few lines that repeat for whatever reason.
What I want to do is take the first 9/16/19 line and turn it into 9/15/19.
This is of course just an example, but there are many points in the dataset I've attached where this issue recurs. If someone knows a way to fix it using a loop to address all the data in the dataset, please let me know. It'd be very tedious to have to go through linebyline of all my datasets and figure out a fix. Thanks in advance
In the specific dataset I attached, you can see the issue on line 237/238 first, and the next recurrence is at line 249/250 in case you need some examples!
  6 Comments
Cris LaPierre
Cris LaPierre on 27 Jul 2022
Can you share the raw data? The Night_Prompt.xlsx file you shared has already been modified by the code you have shared.

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Accepted Answer

Cris LaPierre
Cris LaPierre on 27 Jul 2022
Edited: Cris LaPierre on 27 Jul 2022
Perhaps not the most straightforward way, but this appears to work for me on your processed Nightly_Prompt.xlsx data. Basically, it finds any locations where the data is the same and replaces the date with the date immediately preceeding it. It then deletes the row immediately preceeding it.
ind = hours(diff(Night_Prompt.StudyDate))==0;
Night_Prompt.StudyDate([ind; false]) = Night_Prompt.StudyDate([ind(2:end); false; false]);
Night_Prompt([ind(2:end); false; false],:) = []
You could probably follow a similar approach with the raw data.
  6 Comments
Cris LaPierre
Cris LaPierre on 29 Jul 2022
I did. Here is the code I ran. I think the trick is that I specity the 'TextType' as 'string'.
opts = detectImportOptions("Data_EMA.xlsx");
opts = setvartype(opts,"StudyDate","datetime");
opts = setvaropts(opts,"StudyDate",'InputFormat','MM/dd/yy');
Data_EMA = readtable('Data_EMA.xlsx',opts)
Data_EMA = 2223×8 table
StartDate EndDate SubID Group StudyDay MetricWireID Protocol StudyDate ___________ ___________ _________ _______ ________ ____________________________ ________ _________ 19-May-2021 15-Jun-2021 2.176e+07 {'OUD'} 1 {'60a4073a4a311034d36fa37c'} 2 05/19/21 19-May-2021 15-Jun-2021 2.176e+07 {'OUD'} 2 {'60a4073a4a311034d36fa37c'} 2 05/20/21 19-May-2021 15-Jun-2021 2.176e+07 {'OUD'} 3 {'60a4073a4a311034d36fa37c'} 2 05/21/21 19-May-2021 15-Jun-2021 2.176e+07 {'OUD'} 4 {'60a4073a4a311034d36fa37c'} 2 05/22/21 19-May-2021 15-Jun-2021 2.176e+07 {'OUD'} 5 {'60a4073a4a311034d36fa37c'} 2 05/23/21 19-May-2021 15-Jun-2021 2.176e+07 {'OUD'} 6 {'60a4073a4a311034d36fa37c'} 2 05/24/21 19-May-2021 15-Jun-2021 2.176e+07 {'OUD'} 7 {'60a4073a4a311034d36fa37c'} 2 05/25/21 19-May-2021 15-Jun-2021 2.176e+07 {'OUD'} 8 {'60a4073a4a311034d36fa37c'} 2 05/26/21 19-May-2021 15-Jun-2021 2.176e+07 {'OUD'} 9 {'60a4073a4a311034d36fa37c'} 2 05/27/21 19-May-2021 15-Jun-2021 2.176e+07 {'OUD'} 10 {'60a4073a4a311034d36fa37c'} 2 05/28/21 19-May-2021 15-Jun-2021 2.176e+07 {'OUD'} 11 {'60a4073a4a311034d36fa37c'} 2 05/29/21 19-May-2021 15-Jun-2021 2.176e+07 {'OUD'} 12 {'60a4073a4a311034d36fa37c'} 2 05/30/21 19-May-2021 15-Jun-2021 2.176e+07 {'OUD'} 13 {'60a4073a4a311034d36fa37c'} 2 05/31/21 19-May-2021 15-Jun-2021 2.176e+07 {'OUD'} 14 {'60a4073a4a311034d36fa37c'} 2 06/01/21 19-May-2021 15-Jun-2021 2.176e+07 {'OUD'} 15 {'60a4073a4a311034d36fa37c'} 2 06/02/21 19-May-2021 15-Jun-2021 2.176e+07 {'OUD'} 16 {'60a4073a4a311034d36fa37c'} 2 06/03/21
%Load Night Prompt Data
Night_Prompt = readtable('Night_Prompt.xlsx','TextType','string'); % <------- SET HERE
Night_Prompt = sortrows(Night_Prompt,'UserId');
% Rename variables that have the same name across outputs
Night_Prompt.Properties.VariableNames('SurveyStartedDate')={'Night_Prompt_SurveyStartedDate'};
Night_Prompt.Properties.VariableNames('SurveyStartedTime')={'Night_Prompt_SurveyStartedTime'};
Night_Prompt.Properties.VariableNames('SurveySubmittedDate')={'Night_Prompt_SurveySubmittedDate'};
Night_Prompt.Properties.VariableNames('SurveySubmittedTime')={'Night_Prompt_SurveySubmittedTime'};
Night_Prompt.Properties.VariableNames('UserId')={'MetricWireID'}
Night_Prompt = 1391×58 table
ResponseId ResponseType MetricWireID StudyId SurveyId SurveyName Night_Prompt_SurveyStartedDate Night_Prompt_SurveyStartedTime Night_Prompt_SurveySubmittedDate Night_Prompt_SurveySubmittedTime TimeZone TriggerId TriggerDate TriggerTime TriggerName TriggerIndex DeviceOS DeviceOSVersion AppVersion SubmissionLocation DidYouDoAnyOfTheFollowingToday_TookYourOpioidMedication_methado DidYouDoAnyOfTheFollowingToday_SpokeTo_orSaw_YourTherapist_ DidYouDoAnyOfTheFollowingToday_AttendedGroupTherapy_meeting_ DidYouDoAnyOfTheFollowingTodaySinceYourLastPrompt_ HowManyBagsOrPillsDidYouUse_ HowMuchMoney_sWorthOfCocaineDidYouHave_ HowManyDrinksDidYouHave__OneDrinkIsACanOfBeer_AGlassOfWine_ASho HowManyJointsDidYouHave_ HowManyBenzodiazepine_orBenzos_PillsDidYouHave_ WhatDidYouUse_ DidYouDoAnyOfTheFollowingToday_DidSomethingDangerousAsAWayToTem DidYouDoAnyOfTheFollowingToday_ShareNeedlesOrWorks_ DidYouDoAnyOfTheFollowingToday_HadUnprotectedSex_ DidYouDoAnyOfTheFollowingToday_TookADrugFromANewOrUnknownSource DidYouDoAnyOfTheFollowingToday_UsedMoreThanIIntended_ HowMuchStressDidYouHaveInTheFollowingAreasToday_YourFinancialSi HowMuchStressDidYouHaveInTheFollowingAreasToday_YourLoveLife_ HowMuchStressDidYouHaveInTheFollowingAreasToday_YourRelationshi HowMuchStressDidYouHaveInTheFollowingAreasToday_YourRelations_1 HowMuchStressDidYouHaveInTheFollowingAreasToday_School_work_ HowMuchStressDidYouHaveInTheFollowingAreasToday_YourLegalSituat HowMuchStressDidYouHaveInTheFollowingAreasToday_YourHealth_ HowMuchStressDidYouHaveInTheFollowingAreasToday_YourDayOverall_ ThroughTheDayToday_HowMuchDidYouFeel_SupportedByThePeopleInYour HowMuchDoYouBelieveThisStatement_TomorrowWillBeABetterDayThanTo HowMuchDoYouBelieveThisStatement_MyLifeIsMeaningful_ TodayOverallIHadPleasant_positive_SocialInteractions_ IsThereAnythingElseOfNoteThatHappenedToday_GoodOrBad_ IfYouHaveBeenPrescribedOtherMedications_DidYouTakeThoseOtherMed DELETED_QUESTION DELETED_QUESTION_1 DELETED_QUESTION_2 DELETED_QUESTION_3 DELETED_QUESTION_4 DELETED_QUESTION_5 DELETED_QUESTION_6 DELETED_QUESTION_7 DELETED_QUESTION_8 __________________________ ____________ __________________________ __________________________ __________________________ ______________ ______________________________ ______________________________ ________________________________ ________________________________ ________ __________________________ ___________ ___________ __________________ ____________ ________ _______________ ____________ __________________ _______________________________________________________________ ___________________________________________________________ ____________________________________________________________ __________________________________________________ ____________________________ _______________________________________ _______________________________________________________________ ________________________ _______________________________________________ ______________ _______________________________________________________________ ___________________________________________________ _________________________________________________ _______________________________________________________________ _____________________________________________________ _______________________________________________________________ _____________________________________________________________ _______________________________________________________________ _______________________________________________________________ ____________________________________________________________ _______________________________________________________________ ___________________________________________________________ _______________________________________________________________ _______________________________________________________________ _______________________________________________________________ ____________________________________________________ _____________________________________________________ _________________________________________________________ _______________________________________________________________ ________________ __________________ __________________ __________________ __________________ __________________ __________________ __________________ __________________ "62295c789ce0ce50d1ebcd61" "Submission" "5e617d2afddfbe07f6e838ca" "5df13e7726139735c684868b" "5df13f3826139735c6848801" "Night Prompt" 09-Mar-2022 "21:00:08" 09-Mar-2022 "21:03:36" "-5:00" "5f5159955e42834858a38f2e" 09-Mar-2022 "21:00:00" "SCHEDULE Trigger" 1 "iOS" NaN "04.09.0008" "0.00000,0.00000" "Yes" "Yes" NaN NaN NaN NaN NaN NaN NaN NaN "Yes" "No" "No" "No" "No" 73 "62" "19" "55" "72" "55" 52 54 61 52 59 "Yes" "no" <missing> <missing> <missing> <missing> <missing> <missing> <missing> <missing> <missing> NaN "622aadb257ab90e887b0c829" "Submission" "5e617d2afddfbe07f6e838ca" "5df13e7726139735c684868b" "5df13f3826139735c6848801" "Night Prompt" 10-Mar-2022 "21:00:14" 10-Mar-2022 "21:02:25" "-5:00" "5f5159955e42834858a38f2e" 10-Mar-2022 "21:00:00" "SCHEDULE Trigger" 2 "iOS" NaN "04.09.0008" "0.00000,0.00000" "Yes" "Yes" NaN NaN NaN NaN NaN NaN NaN NaN "No" "No" "No" "No" "No" 65 "59" "18" "49" "45" "15" 38 44 49 68 55 "Yes" "couples counseling started" <missing> <missing> <missing> <missing> <missing> <missing> <missing> <missing> <missing> NaN "622bff1de2720180db350ac6" "Submission" "5e617d2afddfbe07f6e838ca" "5df13e7726139735c684868b" "5df13f3826139735c6848801" "Night Prompt" 11-Mar-2022 "21:00:07" 11-Mar-2022 "21:02:04" "-5:00" "5f5159955e42834858a38f2e" 11-Mar-2022 "21:00:00" "SCHEDULE Trigger" 3 "iOS" NaN "04.09.0008" "0.00000,0.00000" "No" "No" NaN NaN NaN NaN NaN NaN NaN NaN "No" "No" "No" "No" "No" 70 "17" "14" "35" "73" "23" 53 53 54 28 31 "Yes" "n/a" <missing> <missing> <missing> <missing> <missing> <missing> <missing> <missing> <missing> NaN "622d51d9a87238437f8f05fb" "Submission" "5e617d2afddfbe07f6e838ca" "5df13e7726139735c684868b" "5df13f3826139735c6848801" "Night Prompt" 12-Mar-2022 "21:03:14" 12-Mar-2022 "21:04:55" "-5:00" "5f5159955e42834858a38f2e" 12-Mar-2022 "21:00:00" "SCHEDULE Trigger" 4 "iOS" NaN "04.09.0008" "0.00000,0.00000" "No" "No" NaN NaN NaN NaN NaN NaN NaN NaN "No" "No" "No" "No" "No" 73 "53" "18" "25" "80" "6" 25 NaN 48 22 33 "Yes" "miss clinic which means I miss Saturday and Sunday dose" <missing> <missing> <missing> <missing> <missing> <missing> <missing> <missing> <missing> NaN "622fc93ceb2b032e050e82db" "Submission" "5e617d2afddfbe07f6e838ca" "5df13e7726139735c684868b" "5df13f3826139735c6848801" "Night Prompt" 13-Mar-2022 "21:15:07" 13-Mar-2022 "21:16:41" "-4:00" "5f5159955e42834858a38f2e" 13-Mar-2022 "21:00:00" "SCHEDULE Trigger" 5 "iOS" NaN "04.09.0008" "0.00000,0.00000" "No" "No" NaN NaN NaN NaN NaN NaN NaN NaN "No" "No" "No" "No" "No" 45 "52" "61" "53" "55" "62" 56 56 59 59 60 "Yes" "didn’t feel well" <missing> <missing> <missing> <missing> <missing> <missing> <missing> <missing> <missing> NaN "622fe95d668d4360b2527222" "Submission" "5e617d2afddfbe07f6e838ca" "5df13e7726139735c684868b" "5df13f3826139735c6848801" "Night Prompt" 14-Mar-2022 "21:15:15" 14-Mar-2022 "21:18:20" "-4:00" "5f5159955e42834858a38f2e" 14-Mar-2022 "21:00:00" "SCHEDULE Trigger" 6 "iOS" NaN "04.09.0008" "0.00000,0.00000" "No" "Yes" NaN NaN NaN NaN NaN NaN NaN NaN "No" "No" "No" "No" "No" 58 "31" "46" "36" "73" "13" 64 58 70 39 48 "Yes" "clinic drama" <missing> <missing> <missing> <missing> <missing> <missing> <missing> <missing> <missing> NaN "62313de36450cf99ddac2885" "Submission" "5e617d2afddfbe07f6e838ca" "5df13e7726139735c684868b" "5df13f3826139735c6848801" "Night Prompt" 15-Mar-2022 "21:15:17" 15-Mar-2022 "21:31:14" "-4:00" "5f5159955e42834858a38f2e" 15-Mar-2022 "21:00:00" "SCHEDULE Trigger" 7 "iOS" NaN "04.09.0008" "0.00000,0.00000" "Yes" "Yes" NaN NaN NaN NaN NaN NaN NaN NaN "No" "No" "No" "No" "No" 76 "25" "99" "46" "77" "18" 35 54 56 31 24 "Yes" "clinic reinstated" <missing> <missing> <missing> <missing> <missing> <missing> <missing> <missing> <missing> NaN "6233500e141c1df0920ab8a4" "Submission" "5e617d2afddfbe07f6e838ca" "5df13e7726139735c684868b" "5df13f3826139735c6848801" "Night Prompt" 16-Mar-2022 "21:00:06" 16-Mar-2022 "21:02:13" "-4:00" "5f5159955e42834858a38f2e" 16-Mar-2022 "21:00:00" "SCHEDULE Trigger" 8 "iOS" NaN "04.09.0008" "0.00000,0.00000" "Yes" "Yes" NaN NaN NaN NaN NaN NaN NaN NaN "No" "No" "No" "No" "No" 40 "38" "35" "19" "45" "18" 45 18 42 38 32 "Yes" "ema payment" <missing> <missing> <missing> <missing> <missing> <missing> <missing> <missing> <missing> NaN "6233db4ce9f1cf1c2094badf" "Submission" "5e617d2afddfbe07f6e838ca" "5df13e7726139735c684868b" "5df13f3826139735c6848801" "Night Prompt" 17-Mar-2022 "21:05:08" 17-Mar-2022 "21:07:01" "-4:00" "5f5159955e42834858a38f2e" 17-Mar-2022 "21:00:00" "SCHEDULE Trigger" 9 "iOS" NaN "04.09.0008" "0.00000,0.00000" "Yes" "No" NaN NaN NaN NaN NaN NaN NaN NaN "No" "No" "No" "Yes" "No" 76 "23" "21" "49" "30" "9" 77 71 69 52 29 "Yes" "cleaned whole house" <missing> <missing> <missing> <missing> <missing> <missing> <missing> <missing> <missing> NaN "62352b6bf6d02cf4e23cf823" "Submission" "5e617d2afddfbe07f6e838ca" "5df13e7726139735c684868b" "5df13f3826139735c6848801" "Night Prompt" 18-Mar-2022 "21:00:17" 18-Mar-2022 "21:01:30" "-4:00" "5f5159955e42834858a38f2e" 18-Mar-2022 "21:00:00" "SCHEDULE Trigger" 10 "iOS" NaN "04.09.0008" "0.00000,0.00000" "Yes" "Yes" NaN NaN NaN NaN NaN NaN NaN NaN "No" "No" "No" "No" "No" 58 "62" "50 - Moderately" "54" "58" "35" 34 49 30 41 54 "Yes" "n/a" <missing> <missing> <missing> <missing> <missing> <missing> <missing> <missing> <missing> NaN "6237ce618a28d169ba509415" "Submission" "5e617d2afddfbe07f6e838ca" "5df13e7726139735c684868b" "5df13f3826139735c6848801" "Night Prompt" 20-Mar-2022 "21:00:10" 20-Mar-2022 "21:01:21" "-4:00" "5f5159955e42834858a38f2e" 20-Mar-2022 "21:00:00" "SCHEDULE Trigger" 12 "iOS" NaN "04.09.0008" "0.00000,0.00000" "No" "No" NaN NaN NaN NaN NaN NaN NaN NaN "No" "No" "No" "No" "No" 78 "23" "53" "56" "74" "58" 52 45 54 NaN 55 "No" "none" <missing> <missing> <missing> <missing> <missing> <missing> <missing> <missing> <missing> NaN "6239248308460b617d0a3a1b" "Submission" "5e617d2afddfbe07f6e838ca" "5df13e7726139735c684868b" "5df13f3826139735c6848801" "Night Prompt" 21-Mar-2022 "21:15:06" 21-Mar-2022 "21:20:28" "-4:00" "5f5159955e42834858a38f2e" 21-Mar-2022 "21:00:00" "SCHEDULE Trigger" 13 "iOS" NaN "04.09.0008" "0.00000,0.00000" "Yes" "No" NaN NaN NaN NaN NaN NaN NaN NaN "No" "No" "No" "No" "No" 14 "64" "25" "53" "27" "68" 22 49 41 51 48 "Yes" "none" <missing> <missing> <missing> <missing> <missing> <missing> <missing> <missing> <missing> NaN "623a71dda6be9a84d555a9bc" "Submission" "5e617d2afddfbe07f6e838ca" "5df13e7726139735c684868b" "5df13f3826139735c6848801" "Night Prompt" 22-Mar-2022 "21:00:43" 22-Mar-2022 "21:03:25" "-4:00" "5f5159955e42834858a38f2e" 22-Mar-2022 "21:00:00" "SCHEDULE Trigger" 14 "iOS" NaN "04.09.0008" "0.00000,0.00000" "Yes" "Yes" NaN NaN NaN NaN NaN NaN NaN NaN "No" "No" "No" "No" "No" 69 "32" "56" "49" "69" "24" 49 26 NaN 51 38 "Yes" "nothing" <missing> <missing> <missing> <missing> <missing> <missing> <missing> <missing> <missing> NaN "623bc87600f3ac8298e02095" "Submission" "5e617d2afddfbe07f6e838ca" "5df13e7726139735c684868b" "5df13f3826139735c6848801" "Night Prompt" 23-Mar-2022 "21:24:14" 23-Mar-2022 "21:25:09" "-4:00" "5f5159955e42834858a38f2e" 23-Mar-2022 "21:00:00" "SCHEDULE Trigger" 15 "iOS" NaN "04.09.0008" "0.00000,0.00000" "Yes" "No" NaN NaN NaN NaN NaN NaN NaN NaN "No" "No" "No" "No" "No" 26 "55" "24" "61" "17" "50 - Moderately" 25 48 35 58 33 "Yes" "none" <missing> <missing> <missing> <missing> <missing> <missing> <missing> <missing> <missing> NaN "623d1548beb4cdaefb69b394" "Submission" "5e617d2afddfbe07f6e838ca" "5df13e7726139735c684868b" "5df13f3826139735c6848801" "Night Prompt" 24-Mar-2022 "21:03:34" 24-Mar-2022 "21:05:10" "-4:00" "5f5159955e42834858a38f2e" 24-Mar-2022 "21:00:00" "SCHEDULE Trigger" 16 "iOS" NaN "04.09.0008" "0.00000,0.00000" "Yes" "No" NaN NaN NaN NaN NaN NaN NaN NaN "No" "No" "No" "No" "No" 56 "31" "52" "41" "67" "15" 56 51 51 44 58 "Yes" "work reprimand" <missing> <missing> <missing> <missing> <missing> <missing> <missing> <missing> <missing> NaN "623e6983107aac8029c259ee" "Submission" "5e617d2afddfbe07f6e838ca" "5df13e7726139735c684868b" "5df13f3826139735c6848801" "Night Prompt" 25-Mar-2022 "21:15:12" 25-Mar-2022 "21:16:50" "-4:00" "5f5159955e42834858a38f2e" 25-Mar-2022 "21:00:00" "SCHEDULE Trigger" 17 "iOS" NaN "04.09.0008" "0.00000,0.00000" "Yes" "No" NaN NaN NaN NaN NaN NaN NaN NaN "No" "No" "No" "No" "No" 69 "22" "53" "42" "61" "13" 55 58 49 39 43 "Yes" "none" <missing> <missing> <missing> <missing> <missing> <missing> <missing> <missing> <missing> NaN
% Clean up entries so that all entries that should be numberic are.
Night_Prompt = convertvars(Night_Prompt,23:width(Night_Prompt),'double');
% MY CODE - Preview duplicates
ind = hours(diff(Night_Prompt.Night_Prompt_SurveyStartedDate))==0 & Night_Prompt.MetricWireID(1:end-1)==Night_Prompt.MetricWireID(2:end);
[Night_Prompt.Night_Prompt_SurveyStartedDate([ind(2:end); false; false]), Night_Prompt.Night_Prompt_SurveyStartedDate([ind; false]), Night_Prompt.Night_Prompt_SurveyStartedDate([false; ind])]
ans = 5×3 datetime array
17-Sep-2020 19-Sep-2020 19-Sep-2020 28-Sep-2020 30-Sep-2020 30-Sep-2020 30-Jun-2021 02-Jul-2021 02-Jul-2021 02-Jul-2021 03-Jul-2021 03-Jul-2021 03-Jul-2021 04-Jul-2021 04-Jul-2021
% Change dates
Night_Prompt.Night_Prompt_SurveyStartedDate([ind; false]) = Night_Prompt.Night_Prompt_SurveyStartedDate([ind; false])-caldays(1);
%Outerjoin
Night_Prompt.Properties.VariableNames('Night_Prompt_SurveyStartedDate')={'StudyDate'};
T4 = outerjoin(Data_EMA, Night_Prompt ,'Keys' , {'StudyDate', 'MetricWireID'}, 'MergeKeys', true, 'Type', 'left');
T4 = sortrows(T4, {'MetricWireID'})
T4 = 2225×64 table
StartDate EndDate SubID Group StudyDay MetricWireID Protocol StudyDate ResponseId ResponseType StudyId SurveyId SurveyName Night_Prompt_SurveyStartedTime Night_Prompt_SurveySubmittedDate Night_Prompt_SurveySubmittedTime TimeZone TriggerId TriggerDate TriggerTime TriggerName TriggerIndex DeviceOS DeviceOSVersion AppVersion SubmissionLocation DidYouDoAnyOfTheFollowingToday_TookYourOpioidMedication_methado DidYouDoAnyOfTheFollowingToday_SpokeTo_orSaw_YourTherapist_ DidYouDoAnyOfTheFollowingToday_AttendedGroupTherapy_meeting_ DidYouDoAnyOfTheFollowingTodaySinceYourLastPrompt_ HowManyBagsOrPillsDidYouUse_ HowMuchMoney_sWorthOfCocaineDidYouHave_ HowManyDrinksDidYouHave__OneDrinkIsACanOfBeer_AGlassOfWine_ASho HowManyJointsDidYouHave_ HowManyBenzodiazepine_orBenzos_PillsDidYouHave_ WhatDidYouUse_ DidYouDoAnyOfTheFollowingToday_DidSomethingDangerousAsAWayToTem DidYouDoAnyOfTheFollowingToday_ShareNeedlesOrWorks_ DidYouDoAnyOfTheFollowingToday_HadUnprotectedSex_ DidYouDoAnyOfTheFollowingToday_TookADrugFromANewOrUnknownSource DidYouDoAnyOfTheFollowingToday_UsedMoreThanIIntended_ HowMuchStressDidYouHaveInTheFollowingAreasToday_YourFinancialSi HowMuchStressDidYouHaveInTheFollowingAreasToday_YourLoveLife_ HowMuchStressDidYouHaveInTheFollowingAreasToday_YourRelationshi HowMuchStressDidYouHaveInTheFollowingAreasToday_YourRelations_1 HowMuchStressDidYouHaveInTheFollowingAreasToday_School_work_ HowMuchStressDidYouHaveInTheFollowingAreasToday_YourLegalSituat HowMuchStressDidYouHaveInTheFollowingAreasToday_YourHealth_ HowMuchStressDidYouHaveInTheFollowingAreasToday_YourDayOverall_ ThroughTheDayToday_HowMuchDidYouFeel_SupportedByThePeopleInYour HowMuchDoYouBelieveThisStatement_TomorrowWillBeABetterDayThanTo HowMuchDoYouBelieveThisStatement_MyLifeIsMeaningful_ TodayOverallIHadPleasant_positive_SocialInteractions_ IsThereAnythingElseOfNoteThatHappenedToday_GoodOrBad_ IfYouHaveBeenPrescribedOtherMedications_DidYouTakeThoseOtherMed DELETED_QUESTION DELETED_QUESTION_1 DELETED_QUESTION_2 DELETED_QUESTION_3 DELETED_QUESTION_4 DELETED_QUESTION_5 DELETED_QUESTION_6 DELETED_QUESTION_7 DELETED_QUESTION_8 ___________ ___________ _________ _______ ________ __________________________ ________ _________ __________________________ ____________ __________________________ __________________________ ______________ ______________________________ ________________________________ ________________________________ _________ __________________________ ___________ ___________ __________________ ____________ _________ _______________ ____________ __________________ _______________________________________________________________ ___________________________________________________________ ____________________________________________________________ __________________________________________________ ____________________________ _______________________________________ _______________________________________________________________ ________________________ _______________________________________________ ______________ _______________________________________________________________ ___________________________________________________ _________________________________________________ _______________________________________________________________ _____________________________________________________ _______________________________________________________________ _____________________________________________________________ _______________________________________________________________ _______________________________________________________________ ____________________________________________________________ _______________________________________________________________ ___________________________________________________________ _______________________________________________________________ _______________________________________________________________ _______________________________________________________________ ____________________________________________________ _____________________________________________________ _____________________________________________________ _______________________________________________________________ ________________ __________________ __________________ __________________ __________________ __________________ __________________ __________________ __________________ 09-Mar-2022 06-Apr-2022 2.176e+07 {'OUD'} 1 "5e617d2afddfbe07f6e838ca" 2 03/09/22 "62295c789ce0ce50d1ebcd61" "Submission" "5df13e7726139735c684868b" "5df13f3826139735c6848801" "Night Prompt" "21:00:08" 09-Mar-2022 "21:03:36" "-5:00" "5f5159955e42834858a38f2e" 09-Mar-2022 "21:00:00" "SCHEDULE Trigger" 1 "iOS" NaN "04.09.0008" "0.00000,0.00000" "Yes" "Yes" NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN 73 62 19 55 72 55 52 54 61 52 59 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN 09-Mar-2022 06-Apr-2022 2.176e+07 {'OUD'} 2 "5e617d2afddfbe07f6e838ca" 2 03/10/22 "622aadb257ab90e887b0c829" "Submission" "5df13e7726139735c684868b" "5df13f3826139735c6848801" "Night Prompt" "21:00:14" 10-Mar-2022 "21:02:25" "-5:00" "5f5159955e42834858a38f2e" 10-Mar-2022 "21:00:00" "SCHEDULE Trigger" 2 "iOS" NaN "04.09.0008" "0.00000,0.00000" "Yes" "Yes" NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN 65 59 18 49 45 15 38 44 49 68 55 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN 09-Mar-2022 06-Apr-2022 2.176e+07 {'OUD'} 3 "5e617d2afddfbe07f6e838ca" 2 03/11/22 "622bff1de2720180db350ac6" "Submission" "5df13e7726139735c684868b" "5df13f3826139735c6848801" "Night Prompt" "21:00:07" 11-Mar-2022 "21:02:04" "-5:00" "5f5159955e42834858a38f2e" 11-Mar-2022 "21:00:00" "SCHEDULE Trigger" 3 "iOS" NaN "04.09.0008" "0.00000,0.00000" "No" "No" NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN 70 17 14 35 73 23 53 53 54 28 31 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN 09-Mar-2022 06-Apr-2022 2.176e+07 {'OUD'} 4 "5e617d2afddfbe07f6e838ca" 2 03/12/22 "622d51d9a87238437f8f05fb" "Submission" "5df13e7726139735c684868b" "5df13f3826139735c6848801" "Night Prompt" "21:03:14" 12-Mar-2022 "21:04:55" "-5:00" "5f5159955e42834858a38f2e" 12-Mar-2022 "21:00:00" "SCHEDULE Trigger" 4 "iOS" NaN "04.09.0008" "0.00000,0.00000" "No" "No" NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN 73 53 18 25 80 6 25 NaN 48 22 33 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN 09-Mar-2022 06-Apr-2022 2.176e+07 {'OUD'} 5 "5e617d2afddfbe07f6e838ca" 2 03/13/22 "622fc93ceb2b032e050e82db" "Submission" "5df13e7726139735c684868b" "5df13f3826139735c6848801" "Night Prompt" "21:15:07" 13-Mar-2022 "21:16:41" "-4:00" "5f5159955e42834858a38f2e" 13-Mar-2022 "21:00:00" "SCHEDULE Trigger" 5 "iOS" NaN "04.09.0008" "0.00000,0.00000" "No" "No" NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN 45 52 61 53 55 62 56 56 59 59 60 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN 09-Mar-2022 06-Apr-2022 2.176e+07 {'OUD'} 6 "5e617d2afddfbe07f6e838ca" 2 03/14/22 "622fe95d668d4360b2527222" "Submission" "5df13e7726139735c684868b" "5df13f3826139735c6848801" "Night Prompt" "21:15:15" 14-Mar-2022 "21:18:20" "-4:00" "5f5159955e42834858a38f2e" 14-Mar-2022 "21:00:00" "SCHEDULE Trigger" 6 "iOS" NaN "04.09.0008" "0.00000,0.00000" "No" "Yes" NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN 58 31 46 36 73 13 64 58 70 39 48 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN 09-Mar-2022 06-Apr-2022 2.176e+07 {'OUD'} 7 "5e617d2afddfbe07f6e838ca" 2 03/15/22 "62313de36450cf99ddac2885" "Submission" "5df13e7726139735c684868b" "5df13f3826139735c6848801" "Night Prompt" "21:15:17" 15-Mar-2022 "21:31:14" "-4:00" "5f5159955e42834858a38f2e" 15-Mar-2022 "21:00:00" "SCHEDULE Trigger" 7 "iOS" NaN "04.09.0008" "0.00000,0.00000" "Yes" "Yes" NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN 76 25 99 46 77 18 35 54 56 31 24 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN 09-Mar-2022 06-Apr-2022 2.176e+07 {'OUD'} 8 "5e617d2afddfbe07f6e838ca" 2 03/16/22 "6233500e141c1df0920ab8a4" "Submission" "5df13e7726139735c684868b" "5df13f3826139735c6848801" "Night Prompt" "21:00:06" 16-Mar-2022 "21:02:13" "-4:00" "5f5159955e42834858a38f2e" 16-Mar-2022 "21:00:00" "SCHEDULE Trigger" 8 "iOS" NaN "04.09.0008" "0.00000,0.00000" "Yes" "Yes" NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN 40 38 35 19 45 18 45 18 42 38 32 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN 09-Mar-2022 06-Apr-2022 2.176e+07 {'OUD'} 9 "5e617d2afddfbe07f6e838ca" 2 03/17/22 "6233db4ce9f1cf1c2094badf" "Submission" "5df13e7726139735c684868b" "5df13f3826139735c6848801" "Night Prompt" "21:05:08" 17-Mar-2022 "21:07:01" "-4:00" "5f5159955e42834858a38f2e" 17-Mar-2022 "21:00:00" "SCHEDULE Trigger" 9 "iOS" NaN "04.09.0008" "0.00000,0.00000" "Yes" "No" NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN 76 23 21 49 30 9 77 71 69 52 29 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN 09-Mar-2022 06-Apr-2022 2.176e+07 {'OUD'} 10 "5e617d2afddfbe07f6e838ca" 2 03/18/22 "62352b6bf6d02cf4e23cf823" "Submission" "5df13e7726139735c684868b" "5df13f3826139735c6848801" "Night Prompt" "21:00:17" 18-Mar-2022 "21:01:30" "-4:00" "5f5159955e42834858a38f2e" 18-Mar-2022 "21:00:00" "SCHEDULE Trigger" 10 "iOS" NaN "04.09.0008" "0.00000,0.00000" "Yes" "Yes" NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN 58 62 NaN 54 58 35 34 49 30 41 54 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN 09-Mar-2022 06-Apr-2022 2.176e+07 {'OUD'} 11 "5e617d2afddfbe07f6e838ca" 2 03/19/22 <missing> <missing> <missing> <missing> <missing> <missing> NaT <missing> <missing> <missing> NaT <missing> <missing> NaN <missing> NaN <missing> <missing> <missing> <missing> NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN 09-Mar-2022 06-Apr-2022 2.176e+07 {'OUD'} 12 "5e617d2afddfbe07f6e838ca" 2 03/20/22 "6237ce618a28d169ba509415" "Submission" "5df13e7726139735c684868b" "5df13f3826139735c6848801" "Night Prompt" "21:00:10" 20-Mar-2022 "21:01:21" "-4:00" "5f5159955e42834858a38f2e" 20-Mar-2022 "21:00:00" "SCHEDULE Trigger" 12 "iOS" NaN "04.09.0008" "0.00000,0.00000" "No" "No" NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN 78 23 53 56 74 58 52 45 54 NaN 55 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN 09-Mar-2022 06-Apr-2022 2.176e+07 {'OUD'} 13 "5e617d2afddfbe07f6e838ca" 2 03/21/22 "6239248308460b617d0a3a1b" "Submission" "5df13e7726139735c684868b" "5df13f3826139735c6848801" "Night Prompt" "21:15:06" 21-Mar-2022 "21:20:28" "-4:00" "5f5159955e42834858a38f2e" 21-Mar-2022 "21:00:00" "SCHEDULE Trigger" 13 "iOS" NaN "04.09.0008" "0.00000,0.00000" "Yes" "No" NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN 14 64 25 53 27 68 22 49 41 51 48 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN 09-Mar-2022 06-Apr-2022 2.176e+07 {'OUD'} 14 "5e617d2afddfbe07f6e838ca" 2 03/22/22 "623a71dda6be9a84d555a9bc" "Submission" "5df13e7726139735c684868b" "5df13f3826139735c6848801" "Night Prompt" "21:00:43" 22-Mar-2022 "21:03:25" "-4:00" "5f5159955e42834858a38f2e" 22-Mar-2022 "21:00:00" "SCHEDULE Trigger" 14 "iOS" NaN "04.09.0008" "0.00000,0.00000" "Yes" "Yes" NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN 69 32 56 49 69 24 49 26 NaN 51 38 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN 09-Mar-2022 06-Apr-2022 2.176e+07 {'OUD'} 15 "5e617d2afddfbe07f6e838ca" 2 03/23/22 "623bc87600f3ac8298e02095" "Submission" "5df13e7726139735c684868b" "5df13f3826139735c6848801" "Night Prompt" "21:24:14" 23-Mar-2022 "21:25:09" "-4:00" "5f5159955e42834858a38f2e" 23-Mar-2022 "21:00:00" "SCHEDULE Trigger" 15 "iOS" NaN "04.09.0008" "0.00000,0.00000" "Yes" "No" NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN 26 55 24 61 17 NaN 25 48 35 58 33 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN 09-Mar-2022 06-Apr-2022 2.176e+07 {'OUD'} 16 "5e617d2afddfbe07f6e838ca" 2 03/24/22 "623d1548beb4cdaefb69b394" "Submission" "5df13e7726139735c684868b" "5df13f3826139735c6848801" "Night Prompt" "21:03:34" 24-Mar-2022 "21:05:10" "-4:00" "5f5159955e42834858a38f2e" 24-Mar-2022 "21:00:00" "SCHEDULE Trigger" 16 "iOS" NaN "04.09.0008" "0.00000,0.00000" "Yes" "No" NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN 56 31 52 41 67 15 56 51 51 44 58 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN
BA
BA on 29 Jul 2022
Wow this is great. Thank you so much for your help! I can't thank you enough for doing this. Really really appreciate it!

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