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diff --git a/episodes/data/covid_simulist_messy.csv b/episodes/data/covid_simulist_messy.csv
new file mode 100644
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+id,case_name,case_type,sex,age,date_onset,date_reporting,date_admission,outcome,date_outcome,date_first_contact,date_last_contact,ct_value
+1,missing,confirmed,Female,n /a,01/01/2023,05/01/2023,NA,recovered,n / a ,n / a ,NA,not available
+2,Mutlaq el-Matar,confirmed,Male,1,01 Jan 2023,Not Avail, na,recovered,NA,27 Dec 2022,02 Jan 2023,26.1
+3,Trent Stevens, a / a,male,\?,01 Jan 2023,05 Jan 2023,NA,recovered,NA,31 Dec 2022,03 Jan 2023,Not Avail
+4,Charisha Zartman,probable,female,twenty-eight,02-01-2023,05-01-2023,missing,recovered,NA,29-12-2022,02-01-2023,NA
+5,Liveth Lariz,cinfirmed,female,7,02/01/2023,04/01/2023,NA,recovered,not avail,29/12/2022,07/01/2023,26.8
+6,Juan Gallegos,confirmed,m,53,01 January 2023,07 January 2023,\?,recovered,NULL,Not A Number,07 January 2023, N / A
+7,n /a,confirmed,male,eleven,02 January 2023,08 January 2023,21 February 2023,died,05 March 2023,30 December 2022,06 January 2023,Not Avail
+8,Warren Cottonwood,suspected,male,five,2023-01-03,2023-01-05,Not Available,recovered,not available,2022-12-28,2023-01-03,NA
+9,Thomas Hardy,probable,Male,five,02 Jan 2023,13 Jan 2023,n /a,not avail,NA,01 Jan 2023,06 Jan 2023,NA
+10,Najaat al-Mitri,confirmed,not available,five,02/01/2023,11/01/2023,NA,NAN,NA,29/12/2022,NA , na
+11,Alejandro Lamas,probable,M,27,04/01/2023,06/01/2023,NA,Not Avail,NA,01/01/2023,05/01/2023,NA
+12,Matthew Shongolo,confirmed,male,1,NA,08-01-2023,NA,recovered,N A,30-12-2022,NAN,25.3
+13,Matthew Shongolo,confirmed,male,1,NA,08-01-2023,NA,recovered,N A,30-12-2022,NAN,25.3
+14, NA,confirmed,Female,N A,2023/01/02,2023/01/06,NA,recovered,NA,2022/12/31,2023/01/02,24.9
+15,Riley Ary,suspected,Male,five,2023/01/04,2023/01/07,NA,recovered,N /A,2023/01/03,2023/01/07,NA
+16,null,Ronfirmed,M,11,03 January 2023,06 January 2023,Not Avail,recovered,NA,\.,03 January 2023,29.3
+17,Numair el-Sayed,probable,male,N/A,04 January 2023,08 January 2023,NA,recovered,n/a,not avail,N A,NA
+18,Molika Ali,confirmed,Female,NULL,2023-01-05,n a,NOt available,NOt available,NA ,2023-01-03,2023-01-09,28
+19,Molika Ali,confirmed,Female,NULL,2023-01-05,n a,NOt available,NOt available,NA ,2023-01-03,2023-01-09,28
+20,Wrwa al-Rabbani,confirmed,female,\*,04 January 2023,13 January 2023,NA,recovered,N/A,missing,06 January 2023,22.5
+21,\*,probamle,Not A Number,29,2023/01/04,2023/01/06,NA,N /A,NA,2023/01/02,2023/01/09,NA
+22,D'Jon Ross,confiymed,femaoe,twenty-four,06 Jan 2023,09 Jan 2023,N/A,recovered,NA,02 Jan 2023,09 Jan 2023,25.6
+23,Safaaa al-Naderi,confirmed,Not Avail,N A,09/01/2023,14/01/2023,18/01/2023,Not A Number,07/02/2023, na,07/01/2023,26
+24,Lance Ljr,probable,m,six,05 Jan 2023,19 Jan 2023,NA,recovered,NA,01 Jan 2023,NA ,NA
+25,Mark Jones,suspecter, NA,22,06 January 2023,14 January 2023,NA,recovered,NA,02 January 2023,NOt available,n / a
+26,Paulina Palacios,confirmed,female,2,04 January 2023,09 January 2023,\?,recovered,NA,Not A Number,07 January 2023,26.3
+27,\?,confirmed,f,25,N/A,null,N/A,N/A,NA,06 Jan 2023,15 Jan 2023,24.5
+28,Michael Schippers,probable,N / A,seventy-one,09-01-2023,14-01-2023,NA,recopered,NA,\*,15-01-2023,NA
+29,Hilmiyya al-Ameen,confirmed,not a number,seven,06/01/2023,08/01/2023,NA,recovered,NA,02/01/2023,NA,NA 
+30,Lesley Perez,confirmed,f,twenty-five,2023/01/10,n /a,NA,recovered,NA,2023/01/05,2023/01/10,26.8
+31,Madysen Roda,confirmed,F,5,2023/01/09,2023/01/12,NA,recrvered,NOt available,2023/01/06,n/a,28
+32,not a number,probable,#N/A,17,2023/01/09,nan,NA,recovered,NA,2023/01/06,2023/01/10,NA
+33,Ariel Eastham,#N/A,na,12,09-01-2023,14-01-2023,NA,recovered,missing,05-01-2023,11-01-2023,NA
+34,Jncob Pratt,suspected,M,37,10 January 2023,13 January 2023,n / a,Not A Number,NA,07 January 2023,14 January 2023,NA
+35,N / A,Wonfirmed,Male,6,2023-01-09, N / A,NA,recovered,NA,na ,2023-01-10,nan
+36,Sulama al-Islam,\*,female,six,11-01-2023,14-01-2023,NA, NA,n / a ,05-01-2023,12-01-2023,NA
+37,Sulama al-Islam,\*,female,six,11-01-2023,14-01-2023,NA, NA,n / a ,05-01-2023,12-01-2023,NA
+38,Carlos Bencomo,nan,Male,16,10 Jan 2023,12 Jan 2023,NA,\?,NA,Not Avail,12 Jan 2023,NA
+39,Trey Bough,covfirmed,Male,74,2023-01-09,2023-01-12,NA,recovered,NA,2023-01-09,2023-01-11,N/A
+40,Idrees el-Odeh,probable,male,n / a ,09/01/2023,12/01/2023,NA,recovered,NA,07/01/2023,13/01/2023,NA
+41,Shelby Ibarra,N / A,missing,n / a,11/01/2023,17/01/2023,NA, NA,not available,07/01/2023,12/01/2023,NA
+42,Jorge Cohen,probable,male,eight,10 January 2023,18 January 2023,NA,recovered,NA,06 January 2023,15 January 2023,N A
+43,Bryan Akiyama,confirmed,M,nine,12 Jan 2023,15 Jan 2023,NA,recovered,NA,08 Jan 2023,13 Jan 2023,24
+44,Jaarallah al-Mahmud,suspected,NULL,n / a ,11 January 2023,14 January 2023,NA,recovered,\*,06 January 2023,12 January 2023,NA
+45,Aaron Krantz,confirmed,Male,7,09-01-2023,17-01-2023,NA,recovered,NULL,05-01-2023,13-01-2023,26.1
+46,not avail,nan,male,N /A,n / a,13/01/2023,12/01/2023,died,,N /A,12/01/2023,22.8
+47,Blark Schiers,suspected,M,na, N / A,16/01/2023,12/01/2023,recovered,not a number,08/01/2023,13/01/2023,NA
+48,Daianaira Heckman,confirmed,Female,NOt available,12/01/2023,16/01/2023,not available,recovered,NA,11/01/2023,13/01/2023,27.8
+49,Huda al-Kazmi,probable,F,39,2023-01-12,2023-01-17,NA,recovered,NAN,n / a,2023-01-11,NA
+50,Adonis Blythe,suspected,m,28,10 January 2023,15 January 2023,NA,NAN,NA,07 January 2023,12 January 2023,NA
+51,Moses Enriquez,confirmed,Male,2,n / a ,2023/01/16,NA,nan,NA,\?,n / a,26.2
+52,Micheal Williams,confirmed,N/A,sixteen, NA,16 January 2023,NA,recovered,N/A,07 January 2023,14 January 2023,23.2
+53,Saajid al-Jabara,suspected,m,twenty-three,12 January 2023,19 January 2023,NA,recovered,NA,Not Avail,14 January 2023,NA
+54,Boone Lald III,confirmed,Male,31,12 January 2023,NA ,NA,recovered,NA,10 January 2023,17 January 2023,26.6
+55,Boone Lald III,confirmed,Male,31,12 January 2023,NA ,NA,recovered,NA,10 January 2023,17 January 2023,26.6
+56,null,probable,male, NA,12 January 2023,15 January 2023,NA,recovered,NA,missing,15 January 2023,NA
+57,Rntwuan Cruze,probable,male,six,2023/01/12,N /A,NA,recovered,n a,2023/01/09,2023/01/14,NA
+58,Marley Palomo,probable,f,nine,13/01/2023,,13/01/2023,died,01/02/2023,NA ,13/01/2023,NA
+59,Matthew Ortega,suspected,Male,2,12-01-2023,15-01-2023, na,recovered, a / a,12-01-2023,13-01-2023,NA
+60,Pameron Chado,suspected,male,nine,2023-01-12,2023-01-15,NA,recovered,n / a ,NA,2023-01-17,NA
+61,Ramla el-Dajani,confirmed,Female,9,2023-01-12,2023-01-16,NA,recovered,NA,2023-01-09,2023-01-15,not a number
+62,not a number,suypected,M,na ,2023-01-13,n a,NA,recovered,NA,Not Avail,2023-01-15,Not Available
+63,Skylar Young,confirmed,female,one,12 Jan 2023,n /a,NA,recovered,NA,10 Jan 2023,n / a,28.8
+64,Michael Pariset,probable,m,nan,N/A,18 Jan 2023,12 Jan 2023,\.,18 Feb 2023,Not Avail, NA,NA
+65,Julian Lawrence-Cooper,confirmed,Male,52,12-01-2023,21-01-2023,NA,recovered,NA,05-01-2023,13-01-2023,26.9
+66,Danial Hoyer,probable,Male,14, N / A,20-01-2023,na ,n/a,NA,09-01-2023,15-01-2023,NA
+67,Eun Sol Desai, N / A,na ,17,13/01/2023,15/01/2023,NA, N / A,NA,11/01/2023,17/01/2023,20.7
+68,,suspected,Male,18,2023-01-14,2023-01-16,2023-01-23,died,2023-02-07,2023-01-11,\.,NA
+69,N A,confirmed,female,60,14/01/2023,18/01/2023,NOt available,recovered,N A,08/01/2023,15/01/2023,23.5
+70,Gunnar Brown,confirmed,Not A Number,one,2023-01-13,\?,NA,recoveped,NA,2023-01-11,2023-01-14,25.4
+71,Kristine Lopez,confireed,Female,eight,12/01/2023,14/01/2023,NA,recovered,NA,07/01/2023,13/01/2023,24.5
+72,Daniel Tiger,probable,M,21,n / a,2023/01/16,N A,recovered,N/A,2023/01/09,2023/01/14,NA
+73,Benjamin Connally,susjected,Male,NULL,2023-01-14,N/A,NA,recovered,NA,2023-01-11,NULL,NULL
+74,Benjamin Connally,susjected,Male,NULL,2023-01-14,N/A,NA,recovered,NA,2023-01-11,NULL,NULL
+75,Emily Din,n /a,f,sixteen,13-01-2023,15-01-2023,NA,recovered,NA,12-01-2023,\.,24.5
+76,Abhishekca Chaivong,suspected,Male,five,N/A,2023-01-22,2023-02-02,NOt available,2023-03-12,2023-01-10,2023-01-18, NA
+77,Laquesh Reda,probable,f,30,14 January 2023,18 January 2023,27 January 2023,recovered,N A,09 January 2023,16 January 2023,NA
+78,Raihaana el-Sesay,confirmed,F,seven,16-01-2023,21-01-2023,NA,recovered,NA,12-01-2023,17-01-2023,25.1
+79,Colen Aragon,confirmed,null,nine,2023-01-12,2023-01-21,NA,recovered,NA,2023-01-07,2023-01-19,24.3
+80,Colen Aragon,confirmed,null,nine,2023-01-12,2023-01-21,NA,recovered,NA,2023-01-07,2023-01-19,24.3
+81,Jeelaan al-Khawaja,confireed,female,six,16-01-2023,19-01-2023,NA,#N/A,NA,11-01-2023,19-01-2023,24.1
+82,Marcus Ahner,Not A Number,m,49,na,25 Jan 2023,NA,not avail,NA,10 Jan 2023,16 Jan 2023,23.2
+83,Raijaun Rosen,confirmed,F, na,2023/01/15,2023/01/30,N / A,recovered,NA,2023/01/13,2023/01/19,NAN
+84,Matthew Sims,probable,M,na,N / A,2023/01/28,NA,recovered,NA,2023/01/11,2023/01/20,NA
+85,N / A , NA,Female,na ,17 January 2023,24 January 2023,NA,recovered,NA,12 January 2023,17 January 2023,24.9
+86,Joshua Waller,N / A ,M,,17/01/2023,Not Avail,NA,recovered,NA,11/01/2023,,#N/A
+87,n /a,probable, na,three,2023/01/17,2023/01/20,NA,rekovered,NA,2023/01/13,2023/01/21,NA
+88,n /a,probable,F,21,2023/01/16,2023/01/21,N / A ,n a,NA,2023/01/12,2023/01/21,n /a
+89,Raafida el-Miah,confirmed,f,2,2023-01-17,2023-01-21, a / a,recovered,n / a ,2023-01-13,2023-01-21,27.6
+90,Cally Iu, na,female,twenty-seven,15-01-2023,nan,23-01-2023,not a number,03-02-2023,08-01-2023,15-01-2023,27
+91,Hmohngchee Wong,probable,male,seventeen,2023/01/16,2023/01/18,NA,recovered,NA,2023/01/10,2023/01/18,NA
+92,Najwa el-Mohammadi,N/A,Female,thirty-eight,2023-01-18,2023-01-23,null,recovered,NA,2023-01-13,2023-01-17,21.1
+93,Phoenix Greening,confirmed,f,3,n/a,n / a,na,recovered,NA,2023/01/14,2023/01/20,24.9
+94,Nathaniel Francis,confirmed,m,three,Not A Number,n / a ,N / A ,recovered,NA,2023/01/10,N/A,20.6
+95,NA ,confirmed,m,Not Available,2023/01/17,2023/01/20,NA,recovered,NA,2023/01/13,2023/01/19,null
+96,Alexis Fiore,probjble,n / a ,12,2023/01/17,2023/01/21,NA,recovered,NA,NOt available,2023/01/20,NA
+97,Kaitlyn Cather,confirmed,female,52,N / A ,27-01-2023,NAN,recovered,NA,17-01-2023,21-01-2023,22.7
+98,Mario Gustafson,N/A,Male,28,2023-01-16,2023-01-21,NA,n /a,\?,n / a,2023-01-19,NA
+99,Gilbert Begaye,probable,m,thirty-one,2023/01/17,N / A,NA,recovered,NA,2023/01/13,n /a,NA
+100,Gilbert Begaye,probable,m,thirty-one,2023/01/17,N / A,NA,recovered,NA,2023/01/13,n /a,NA
+101, a / a,confirmed,Female,66,2023/01/18,2023/01/22,NA,recovered,NA,2023/01/14,NA ,24.2
+102,Dakosa Wells,confirmed,M,6,2023/01/19,2023/01/25,NA,recovered,NA,2023/01/14,2023/01/19,26.1
+103,Dakosa Wells,confirmed,M,6,2023/01/19,2023/01/25,NA,recovered,NA,2023/01/14,2023/01/19,26.1
+104,Ronnie Ruybal-Leyba,probable,Male,twenty-three, na,22/01/2023,NA,recovered,NA,15/01/2023,missing,NA
+105,Jhoirhaz Womack,Not Available,Maxe,,17/01/2023,30/01/2023,NA,null,NA,na ,19/01/2023,NA
+106,Connor Rippley,confirmed,Male,one,18/01/2023,20/01/2023,19/01/2023,recovered,NULL,15/01/2023,20/01/2023,24.2
+107,Turfe el-Arshad,probable,f,Not Avail,2023/01/17,2023/01/22,NA,recovered,NA,2023/01/16,2023/01/23,NA
+108,Cody Archuleta,confirmed,Male,six,17 January 2023,23 January 2023,N /A,recovered,NA,12 January 2023,na,26.1
+109,Cody Archuleta,confirmed,Male,six,17 January 2023,23 January 2023,N /A,recovered,NA,12 January 2023,na,26.1
+110,\.,confirmed,M,8,2023/01/18,2023/01/22,Not Available,recovered,NA,2023/01/15,2023/01/22,25.9
+111,Elberta Sheppard,n / a,female,not a number,17/01/2023,21/01/2023,19/01/2023,Not A Number,n/a,12/01/2023,18/01/2023,na 
+112,N /A,confirmed, NA,37,17-01-2023,19-01-2023,NA,recovered,NA,13-01-2023,18-01-2023,23.4
+113,Alice Nguyen,probable,F,three,N A,2023-01-26,N A,recovered,na ,2023-01-17,2023-01-18,NA
+114,Nicolas Ortiz,n / a ,Maae,61,19/01/2023,24/01/2023,NA,recovered,NA,Not Available,20/01/2023,24.6
+115,Abhi Price,confirmed,male,Not A Number,not available,2023-01-26,N / A,recovered,not avail,2023-01-14,2023-01-26,20.3
+116,,probable,na ,19,18 Jan 2023,n / a,24 Jan 2023,#N/A,NA,na ,NAN,NA
+117,,probable,na ,19,18 Jan 2023,n / a,24 Jan 2023,#N/A,NA,na ,NAN,NA
+118,NA ,confirmed,f,twenty,17 Jan 2023,23 Jan 2023,NA,recovered,NA,12 Jan 2023,n / a,24
+119,Naomi Evans,confirmed,female,not available,18-01-2023,21-01-2023,not available,recovered,NA,15-01-2023,19-01-2023,24
+120,Theador Coyote,confirmed,M,26,2023/01/18,2023/01/29,NA,died,2023/02/03,2023/01/17,2023/01/19,27.2
+121,Krischian Saeed,n /a,M,N/A,2023-01-18,2023-01-26,2023-01-24,rdcovered,NA,2023-01-17,2023-01-25,26.4
+122,Lutfiyya al-Kamal,\*,female,7,2023-01-18,2023-01-25,\*,recoveced,NA,2023-01-14,2023-01-20,22.7
+123,Mujaahida al-Doud,Not A Number,f,sixty-three,17 Jan 2023,24 Jan 2023,NA, N / A,NA,17 Jan 2023,18 Jan 2023,NA
+124,Mujaahida al-Doud,Not A Number,f,sixty-three,17 Jan 2023,24 Jan 2023,NA, N / A,NA,17 Jan 2023,18 Jan 2023,NA
+125,Yhanique Kinloch,confirmed,female,9,2023-01-23,missing,2023-01-24,n/a,NA,2023-01-14, a / a,26
+126,Jeremy Pacheco,confkrmed,m,forty-five,18 Jan 2023,20 Jan 2023,NA,recovered, na,17 Jan 2023,20 Jan 2023,26
+127,Emily Hensley,n/a,F,58,19/01/2023,23/01/2023,NA,NAN,NA,15/01/2023,22/01/2023,26.5
+128,N/A,probable,Femile,3,19 January 2023,25 January 2023,NA,recovered,NA,16 January 2023,22 January 2023,NA
+129,Ariyya allSadiq,probable,Female,38,n / a ,25 Jan 2023,NA,recovered,NA,n a,23 Jan 2023,NA
+130,Taylor Holmes,suspected,NAN,NA ,18 Jan 2023,23 Jan 2023,13 Feb 2023,died,15 Feb 2023,15 Jan 2023,24 Jan 2023,NA
+131,Taylor Holmes,suspected,NAN,NA ,18 Jan 2023,23 Jan 2023,13 Feb 2023,died,15 Feb 2023,15 Jan 2023,24 Jan 2023,NA
+132,Anthony Claston,na,m,73,2023/01/19,2023/01/25,2023/01/20,\?,2023/01/24,2023/01/16,2023/01/19,NA
+133,Connor Drake,confirmed,m,thirty-three,18-01-2023,23-01-2023,NA,recovered,NA,11-01-2023,19-01-2023,23.4
+134,Connor Drake,confirmed,m,thirty-three,18-01-2023,23-01-2023,NA,recovered,NA,11-01-2023,19-01-2023,23.4
+135,Earl Weekly,probable,not a number,66,18 Jan 2023,03 Feb 2023,NA,recovered,NA,12 Jan 2023,19 Jan 2023,NA
+136,Earl Weekly,probable,not a number,66,18 Jan 2023,03 Feb 2023,NA,recovered,NA,12 Jan 2023,19 Jan 2023,NA
+137,Katherine Hobbs,confirmed,female, na,19/01/2023,24/01/2023,NA,Aecovered,N/A,13/01/2023,22/01/2023,25.5
+138,Antonio Larx,confirmed,m,16,19-01-2023,\?,28-02-2023,recovered,NA,18-01-2023,19-01-2023,27.8
+139,\?,suspected,Male, N / A,2023/01/18,2023/01/24,NA,recovered,NA ,\*,2023/01/22,NA 
+140,Zeena el-Pashia,suspected, NA,one,19 January 2023,23 January 2023,NA,recovered,NA,16 January 2023,19 January 2023,NA
+141,Sean Acharya,probable,M,na ,19 Jan 2023,22 Jan 2023,NA,recovered,NA,n / a ,18 Jan 2023,NA
+142,Deja Kovinchick,N A,N / A,49,18 January 2023,27 January 2023,02 March 2023,recovered,N / A ,11 January 2023,19 January 2023,23.1
+143,Holly King,confirmed,Fumale,23,20 Jan 2023,22 Jan 2023,01 Feb 2023,recovered,NA,N / A ,Not Avail,25.7
+144,Not Avail,probable,f,one,19 Jan 2023,23 Jan 2023,NA,died,01 Feb 2023,not available,23 Jan 2023,NA
+145,Dhareef el-Karam,confirmed,Male,na,not a number,2023-01-20,2023-01-31,recovered,NA,2023-01-17,2023-01-23,25.2
+146,Dhareef el-Karam,confirmed,Male,na,not a number,2023-01-20,2023-01-31,recovered,NA,2023-01-17,2023-01-23,25.2
+147,Davianna Scroggins,confirmed,female,n/a,19 January 2023,26 January 2023,NA,recovered,NA,18 January 2023,21 January 2023,25.6
+148,Alejandro Hernandez,probable,m,n / a,19-01-2023,20-01-2023,NA,NAN,NA,11-01-2023,21-01-2023,NA
+149,Michael Kubitza,confirmed,\.,sixty-five,19 January 2023,n /a, na,recovered,NA,13 January 2023,26 January 2023,21.9
+150,Michael Kubitza,confirmed,\.,sixty-five,19 January 2023,n /a, na,recovered,NA,13 January 2023,26 January 2023,21.9
+151,Marcus Walker,confirmed,male,17,19-01-2023,25-01-2023,Not Avail,N/A,NA,16-01-2023,21-01-2023,missing
+152,Ashley Garcia,n/a,Femawe, na,19 Jan 2023,22 Jan 2023,NA,recbvered,NA,17 Jan 2023,22 Jan 2023,26.8
+153,Andrew Mardoyan,NA ,M,11,20/01/2023,not avail,NA,recovered,NA,n / a,23/01/2023,24.9
+154,Jose Garcia,probable,M,30,19-01-2023,23-01-2023,20-01-2023,recovered,NA,17-01-2023,19-01-2023,NA
+155,Domonik Dewberry,confirmed,male,29,20/01/2023,25/01/2023,NA,recovered,NA,13/01/2023,24/01/2023,\*
+156,Not Available,confirmed,female,nine,2023-01-19,not avail,NA,recovered,NA,2023-01-16,2023-01-19,26.1
+157,Riley Jones,n/a,M,NA, na,2023/01/24,NA,recovered,NA,2023/01/17,2023/01/20,NA
+158,Michael Casillas Ibarra,suspected,m,null,2023-01-19,2023-01-23,NA,recovered,NA,2023-01-17,2023-01-23,NA
+159,\.,n / a ,Female,four,2023-01-19,2023-01-24,Not Available,recovered,NA,NA ,N A,24.2
+160,Keyonna Hensinger II,missing,\.,3,19 January 2023,29 January 2023,NA,recovered,NA,18 January 2023,21 January 2023,NA
+161,James Labuda,probable,NA,seventy-four,19 January 2023,23 January 2023,24 January 2023,\?,NA,17 January 2023,24 January 2023,NA
+162,Gregory Gu, N / A,not avail,4,2023-01-19,2023-01-23,NA,recovered,NA,2023-01-19,2023-01-24,NA
+163,Benigno Quintana,suspected,m,N/A,19 Jan 2023,NAN,21 Jan 2023,recovered,NA,14 Jan 2023,22 Jan 2023,#N/A
+164,nan,confirmed,Kale,sixty-two,19 January 2023,23 January 2023,N / A ,redovered,NA,17 January 2023, a / a,23.6
+165,Zaidaan el-Khan,confirmed,Male,forty-three,2023/01/19,2023/01/27,2023/01/21,died,2023/02/03,2023/01/15,2023/01/20,30.1
+166,Kevin Gary,confirmed,missing,18,19 Jan 2023,N A,N/A,recovered,NA,18 Jan 2023,23 Jan 2023,22
+167,Maria Hughes,suspected,Female,na ,2023/01/19, na,2023/01/20,recoverqd,NA,2023/01/17,2023/01/23,NA
+168,Brian Ervin,suspected,Male,18,22 January 2023,24 January 2023,NOt available,n / a ,NA,18 January 2023,23 January 2023,NA
+169,David Kyarns,not avail,Mafe,n a,2023/01/21,2023/02/04,NA,rhcovered,NA,2023/01/17,N A,NA
+170,Waddaah al-Halim,not a number,not available,one,20 Jan 2023,25 Jan 2023,NA,NA,NA,#N/A,21 Jan 2023,\.
+171,Nicole Miller,\?,NAN,one,20 Jan 2023,23 Jan 2023,NA,recovered,NA,17 Jan 2023,22 Jan 2023,NA
+172,not avail,confirmed,f,eleven,2023/01/19,2023/01/23,not available,recovered,NA,2023/01/18,na,26.1
+173,DevonoValdez,confirmed,M,five,2023/01/19,2023/01/26,NA,recovered,NA,2023/01/18,2023/01/22,24
+174,Samuel Thompson,confirmed,Mase,na,20/01/2023,24/01/2023,24/02/2023,recovered,NA,18/01/2023,24/01/2023,28.2
+175,Weiliang Johnson,confirmed,n /a,seventy-two,19 Jan 2023,28 Jan 2023,NA,N A,NA,17 Jan 2023,N /A,29.1
+176,Tammy Quaranto,probable,nan,sixty-two,\*,25 January 2023,NA,recovered,NA,17 January 2023,20 January 2023,na 
+177,Amber Peters-Maloy,probsble,n a,NA,20-01-2023, na,NA,recovered,NA,16-01-2023,21-01-2023,NA
+178,Amber Peters-Maloy,probsble,n a,NA,20-01-2023, na,NA,recovered,NA,16-01-2023,21-01-2023,NA
+179,Aatika al-Ally,n / a ,Female,N/A,n / a ,\*,NA,recovered,NA,2023-01-18,2023-01-21,NA
+180,Ashele Jackson,N /A,Female,thirty-three,2023/01/19,2023/01/21,\?,recovered,NA,2023/01/18,2023/01/22,NA
+181,Chance Ballard,suspected,male,nine,19-01-2023,\?,NA,recovered,NA,14-01-2023,not a number,NA
+182,Brenden Neuhalfen,confirmed,male,fourteen, NA,Not A Number,2023-01-24,,2023-01-30,2023-01-17,2023-01-24,22.8
+183,Kevin Wilson,confirmed,m,61,2023/01/22,NA,NA,\.,not a number,2023/01/18,2023/01/22,NA
+184,Lillian Chavez,confirxed,F,seven,20-01-2023,24-01-2023,NA,recovered,NA,N A,\.,22.2
+185,Lillian Chavez,confirxed,F,seven,20-01-2023,24-01-2023,NA,recovered,NA,N A,\.,22.2
+186,n / a,probable,,thirty-five,2023/01/20,N / A,NA,recovered,NA,2023/01/15,2023/01/23,NA
+187,Maahir al-Rasheed,probable,m,fifty-five,21/01/2023,25/01/2023,NA,recoverez,NA,15/01/2023,25/01/2023,NA
+188,Iavon Williams,suspected,Male,#N/A,missing,2023/01/25,2023/02/05,died,2023/02/11, na,2023/01/24,NA
+189,n /a,probable,maie,36,2023-01-21,2023-01-25,NA,missing,NA,2023-01-14,NA ,NA
+190,Haajid el-Khalid,confirmed,male,nine,2023-01-20,2023-01-26,2023-02-02,NAN,not a number,Not Available,2023-01-24,25.7
+191,Haajid el-Khalid,confirmed,male,nine,2023-01-20,2023-01-26,2023-02-02,NAN,not a number,Not Available,2023-01-24,25.7
+192,Tahshawna Cudjoe,\*,F,nine,NULL,2023/01/25,NA,recovered,NA,2023/01/16,2023/01/23,NA
+193,Ramalaan el-Kamali,probable,male,eight,20/01/2023,25/01/2023,NA,recovered,NA,17/01/2023,20/01/2023,not a number
+194,Ramalaan el-Kamali,probable,male,eight,20/01/2023,25/01/2023,NA,recovered,NA,17/01/2023,20/01/2023,not a number
+195,Valerie Pannotayan,suspdcted,n / a ,thirty,2023-01-20,n/a,NA,recovered,NA,2023-01-17,nan,NA
+196,David Goekg,proiable,Male,two,2023-01-20,2023-01-22,NA,recovered,NA,2023-01-14,NOt available,Not Avail
+197,\*,Duspected,Female,sixty-six,2023-01-20,2023-01-28,NA,not avail,NA,2023-01-17,2023-01-24,NA
+198,Ruben Eisel,n a,male,6,Not Available,2023/01/28,n / a,recovered,NA,2023/01/15,2023/01/22,NA
+199,Jessica Banks,confirmed,femble,56,na ,25/01/2023,NA,recovered,NA,18/01/2023,25/01/2023,27
+200,Morgan Denaro,suspected,F,26,21/01/2023,26/01/2023,NA,recovered,NA,19/01/2023,26/01/2023,Not Avail
+201,Hakam al-Madani,suspectwd,mage,eighteen,2023-01-21,2023-01-26,NULL,,NA,2023-01-18,2023-01-25,not a number
+202,Hakam al-Madani,suspectwd,mage,eighteen,2023-01-21,2023-01-26,NULL,,NA,2023-01-18,2023-01-25,not a number
+203,n a,probable,Female,twelve,21-01-2023,26-01-2023,21-01-2023,died,01-02-2023,Not A Number,23-01-2023,NA
+204,Robert Lorenz,probable,M,seventy-three,2023-01-20,2023-01-22,NA,recovered,NA,2023-01-18,2023-01-24,NA
+205,Safiyya al-Taheri,confirmed,female,11,20 Jan 2023,NOt available,NA,recovered,NA,15 Jan 2023,22 Jan 2023,24.6
+206,Azmi el-Fhrra,suspected,M,fifty-six,2023-01-20,2023-01-23,\*,recovered,NA,2023-01-15,2023-01-22,NA
+207,Shayla Peteers,probable,Female,15,21 Jan 2023,na ,NA,n /a,NA,20 Jan 2023,22 Jan 2023,NA
+208,Kayla Hernandez,confirmed,F,thirty-four,2023-01-20,\?,NA,recovered,missing,2023-01-14,na ,24
+209,Kayla Hernandez,confirmed,F,thirty-four,2023-01-20,\?,NA,recovered,missing,2023-01-14,na ,24
+210,n / a,missing,female,seven,24 Jan 2023,28 Jan 2023,NA,recovered,NA,17 Jan 2023,24 Jan 2023,NA
+211,Austin Cordova,not avail,not available,22,20-01-2023,28-01-2023,24-02-2023,died,11-03-2023,n a,n / a ,25.1
+212,Jacob Prager,confirmed,Not Avail,sixty-two,null,2023/01/23,NA,recovered,NA,2023/01/16,2023/01/24, na
+213,Ju-Young Koul,confirmed,femahe,five,2023/01/20,2023/01/25,NA,NAN,NA,n a,2023/01/22,27.6
+214,Istiaq Harvie,confirmed,male,N / A ,NOt available,na,2023/01/26,nan,2023/02/07,2023/01/19,not avail,24.5
+215,Jessica Hernandez,not avail,f,seventeen,21 January 2023,26 January 2023,NA,recovered,NA,16 January 2023,null,Not Available
+216,Chris Ellis,confikmed, a / a,n/a,2023/01/21,2023/01/25,NA,recovered,NA,Not Available, na,25.5
+217,Christopher Biano,suspocted,male,27,20 Jan 2023,25 Jan 2023,,recovered,NA,16 Jan 2023,N / A ,NA
+218,n / a ,prjbable,female,27,\*,2023-01-22,na ,N / A,NA,2023-01-18,2023-01-20,NA
+219,Warren Dwngle,suspected,male,44,2023-01-20,N A,NA,recovered,not avail,2023-01-19,2023-01-21,NA
+220,Michelle Kim,confirmed,female,18,20 January 2023,Not Avail,na,na,missing,15 January 2023,24 January 2023,25.2
+221,Aabid ez-Din,probable,male,38,na ,02 February 2023,NA,recovered,NA,22 January 2023,27 January 2023,NA
+222,Cierra Vanderwall,suspqcted,f,17,24 January 2023,#N/A,NA,recovered,not available,17 January 2023,24 January 2023,NA
+223,Te'Nisha Daniels,probable,female,seven,2023/01/24,2023/01/29,n / a ,recovered,NA ,\*,#N/A,NA
+224,#N/A,confirmed,male,five, a / a,04 Feb 2023,02 Feb 2023,recovereb,NA,19 Jan 2023,23 Jan 2023,26
+225,Timothy Wafford,confirmed,m,five,2023/01/21,2023/01/27,NA,recovered,NA,2023/01/20,2023/01/24,not avail
+226,Jacob Law,probable,male,seven,2023-01-20, na,,#N/A,NA,N / A ,2023-01-24,NA
+227,Jacob Stribling-Harrell,confirmed,Not A Number,forty-one,20 Jan 2023,N /A,NA,recovered,N /A,17 Jan 2023,24 Jan 2023,24.8
+228,not avail,suspected,n / a, na,\.,2023/01/29, a / a,N /A,NA,2023/01/19,2023/01/22,NA
+229,Fidda al-Wakim,n / a,Female,9,n a,2023/01/24,NULL,nan,NA,2023/01/20,nan,NA
+230,Mackenzie Navarrete,n/a,female,seven,20/01/2023,25/01/2023,NA,recovered,NA,18/01/2023,26/01/2023,NA
+231,Edwin Martinez,NOt available,Not Avail,4, NA,26/01/2023,NA,n / a ,NA,19/01/2023,21/01/2023,NA
+232,Cecelia Williams,suspected,female,58,2023/01/24,NA , NA,recovered,NA,2023/01/20,2023/01/24,NA
+233,Cainan Kennon,confarmed,Not Available,null,24-01-2023,26-01-2023,NA,recovered,NA,20-01-2023,25-01-2023,24.9
+234,n a,confiemed,femafe,11,2023/01/22,2023/01/30,NAN,n /a,not avail,2023/01/19,2023/01/27,26
+235,DavidnReid,comfirmed,M,3,20/01/2023,24/01/2023,N/A,missing,NA,17/01/2023,23/01/2023,27.2
+236,Abhishek Mondia,confirmed,N / A ,fifty-seven,22/01/2023,26/01/2023,NA,recovered,NA,Not Avail,22/01/2023,23.6
+237,Rebekah Cruz,confirmed,missing,nan,20/01/2023,23/01/2023,20/01/2023,died, N / A,19/01/2023,27/01/2023,24.1
+238,Not Available,confirmed,male,9,2023-01-20,2023-01-26,NA,recovered,NA,2023-01-15,2023-01-23,22.7
+239,Dahiel Valdez,confirmed,male,seven,20 January 2023,30 January 2023,NA,recovered,n / a ,18 January 2023,23 January 2023,25.2
+240,Conor Page,confirmed,not available,NOt available,2023-01-20,2023-01-24,NA,recovered,NA,2023-01-18,2023-01-23,29.7
+241,n/a,confirmed,M,34,2023/01/20,2023/01/25,NA,recovered,NA,n / a,2023/01/25,24
+242,Shanta Kabotie,susqected,female,eleven,25 January 2023,08 February 2023,N/A,recovered,NA,n / a ,26 January 2023,NA
+243,Lubaaba el-Badie,confirmed,Female,Not Avail,25 January 2023,30 January 2023,10 February 2023,died,20 February 2023,23 January 2023, na,27.2
+244,Alon'E Thomas,suspectep,Male, na,25 Jan 2023,NA ,NA,recovered,NA ,21 Jan 2023,27 Jan 2023,NA
+245,Alon'E Thomas,suspectep,Male, na,25 Jan 2023,NA ,NA,recovered,NA ,21 Jan 2023,27 Jan 2023,NA
+246,Jennifer Xiong,suspected,female,six,2023-01-22,2023-01-24,2023-01-30,recovered,NA,2023-01-20,2023-01-25,NA
+247,Marrissa Wesley,confirmed,Female,sixty-three,22 January 2023,N /A,NA, N / A,NA,19 January 2023,24 January 2023,27
+248,Benjamin Wong,csnfirmed,Male,2,21/01/2023,23/01/2023,NA,recovered,NA,17/01/2023,21/01/2023,24.7
+249,Taneiah Torres Martinez,N /A,female,twenty,20 Jan 2023,27 Jan 2023,NA,died,07 Feb 2023,17 Jan 2023,21 Jan 2023,NA
+250,Rose Hering,confirmed,na ,N /A,2023-01-21,2023-01-26,not available,recovered,NA,NA ,2023-01-22,26.2
+251,Hanaan el-Nasser,confirmed,female,28,21-01-2023,28-01-2023,22-01-2023,recovered,NA,17-01-2023,\*,24.1
+252,Ja Mil Breazell-Johnson,confirmed,M,thirty-six,21 January 2023,Not A Number,NA,diod,31 January 2023,17 January 2023,23 January 2023,23.5
+253,Tajeanna Kusupati,probable,N /A,thirty,21-01-2023,N A,NA,NOt available,NA,n / a ,22-01-2023,NA
+254,Thomas Tucker, N / A,M,17,21 Jan 2023,25 Jan 2023,NA,recovered,NA,16 Jan 2023,23 Jan 2023,NA
+255,na,suspected,#N/A,7,2023/01/25,2023/01/30,NA,n / a,NA,2023/01/22,2023/01/28,NA
+256,Muammar el-Odeh,probable,male,eight,25-01-2023,N A,NA,recovered,NA,24-01-2023,29-01-2023,NA
+257,Baldeep Hohensee,confirmed,M,nine,26-01-2023,28-01-2023,NA,n / a,\.,17-01-2023,n /a,22
+258,n / a,suspected,M,twelve,21-01-2023,24-01-2023,NA,nan,NA,Not Avail,26-01-2023,NA
+259,NOt available,confirmed,missing,ten,21/01/2023,22/01/2023,NA,recovered,NA,NA,23/01/2023,N A
+260,\.,probable,m,one, NA,nan,NA,died,15-02-2023,20-01-2023,27-01-2023,na 
+261,Frankie Olivas,probable,Male,seventy-three,N / A,25 Jan 2023,NA,\.,NA,16 Jan 2023,23 Jan 2023,NA
+262,#N/A,confirmed,m,forty-six,21/01/2023,null,NA,recovered,\.,NA ,21/01/2023,23.4
+263,Susan Johnson,confirmed,female,62,21-01-2023,NA ,NA,recovered,NA,n /a,28-01-2023,25
+264,Kurdten Bee,probable,F,11,21 January 2023,nan,NA,recovered,NA,18 January 2023,null,NA
+265,Christopher Arechiga,probable,Male,6,25-01-2023,Not A Number,NA,not a number,na ,23-01-2023,29-01-2023,NA
+266,NA,confirmed,female,sixteen,2023/01/25,2023/01/29,2023/01/26,died,2023/02/08,2023/01/20,2023/01/26,26.6
+267,Ajanay Omotosho,NULL,Female,1,24 Jan 2023,27 Jan 2023, na,recoeered,NA, NA,\*,26.8
+268,Ajanay Omotosho,NULL,Female,1,24 Jan 2023,27 Jan 2023, na,recoeered,NA, NA,\*,26.8
+269,Amaanullah al-Rasul,suspemted,Not Available,fifteen,2023/01/21,2023/01/26,NA,recovered,NA,2023/01/17,2023/01/25,NA
+270,Natalie Dalton,confirmed,n a,two,NOt available,08-02-2023,NA,recovered,NA,17-01-2023,26-01-2023,27
+271,Paige Hull,confirmed,F,eighteen,2023/01/22,2023/01/27,2023/01/25,recovered,NA,2023/01/21,2023/01/22,27.1
+272,Zainab al-Darwish,probable,f,28,2023/01/21,na ,NA,N /A,NA,2023/01/19,N A,
+273,Mareena Siymons,Not A Number,female,18,21 Jan 2023,22 Jan 2023,NA,recovered,NA,20 Jan 2023,24 Jan 2023,n / a
+274,Mareena Siymons,Not A Number,female,18,21 Jan 2023,22 Jan 2023,NA,recovered,NA,20 Jan 2023,24 Jan 2023,n / a
+275,Kaleah Mclaughlin,suspected,NOt available,nineteen,2023/01/21,2023/01/26,NA,recovered,NA,2023/01/19,2023/01/22,NA
+276,Kaleah Mclaughlin,suspected,NOt available,nineteen,2023/01/21,2023/01/26,NA,recovered,NA,2023/01/19,2023/01/22,NA
+277,Carly Bauman,probable, NA,forty-eight,21 Jan 2023,23 Jan 2023,NA,recovered,NA,18 Jan 2023,25 Jan 2023,Not Available
+278,Daisy Schweitzer,prmbable,F,six,21 January 2023,25 January 2023,\.,recovered,NA,19 January 2023,24 January 2023,NA
+279,Daniel Brown,probable, a / a,seventeen,NULL,30 Jan 2023,NA,\*,NULL,20 Jan 2023,N/A,NA
+280,Benjamin Skeans,confirmed,N / A ,8,25 January 2023,Not Avail,not a number,died,01 March 2023,23 January 2023,27 January 2023,24.5
+281,Justin Tieman,Not A Number,Male,5,22/01/2023,25/01/2023,23/01/2023,recovered,NA,17/01/2023,24/01/2023,26.9
+282,Ya'eesh al-Jamal,confirmed,\*,nine,2023-01-21,2023-01-28,2023-01-29,died,2023-02-14,2023-01-19,2023-01-25,28.1
+283,Hasan el-Akbari,confirmed,not available,fifty-eight,21 January 2023,23 January 2023,NA,recovered,NA,17 January 2023,23 January 2023,25.9
+284,Yoselin Colon,not available,female,43,,2023/01/28,NA,died,2023/02/08,2023/01/19,2023/01/24,26.4
+285,Kali Cole,confirmed,not avail,18,2023/01/22, NA,2023/01/22,diqd,2023/02/20,2023/01/15,2023/01/23, a / a
+286,Kali Cole,confirmed,not avail,18,2023/01/22, NA,2023/01/22,diqd,2023/02/20,2023/01/15,2023/01/23, a / a
+287,n/a,suspected,f,NA ,n /a,N/A, na,na,NA,18 January 2023,not available,NA
+288,N / A,suspected,female,11, na,26-01-2023,NA,recovered,NA,19-01-2023,25-01-2023,n / a
+289,Miles Grover,confirmed,NOt available,74,n a,24/01/2023,NA,recovered,NA,N / A ,26/01/2023,28.4
+290,Vaughn Nwizu,confirmed,M,32,21 January 2023,28 January 2023,NA,recovered,NA,21 January 2023,27 January 2023,22.5
+291,Vaughn Nwizu,confirmed,M,32,21 January 2023,28 January 2023,NA,recovered,NA,21 January 2023,27 January 2023,22.5
+292,Kathryn Johnson,confirmed,not a number,eight,21 January 2023,29 January 2023,NA,recovered,NA,missing,na ,27.9
+293,Haxey Mathews,probable,f,4,2023-01-22,2023-01-25,NA,recovered,NA,2023-01-18,2023-01-22,NA
+294,Katelyn Light Bosquez,confirmed,female,4,N /A,24 Jan 2023,missing,recovered,NA,18 Jan 2023,25 Jan 2023,NOt available
+295,Carla Jufrez-Green,probable,female,fifty-five,22 Jan 2023,25 Jan 2023,NA,recovered,NA,19 Jan 2023,23 Jan 2023, na
+296,Jahira Peters-Maloy,probable,Female,thirteen,NA ,28 Jan 2023,NA,recovered,\.,18 Jan 2023,23 Jan 2023,n / a
+297,Nayeli Franco-Najera,confirmed,female,3,2023-01-22,2023-01-26,NA,N /A,NA,2023-01-20,2023-01-25,missing
+298,Antoine Laclay,confirmed,M,nan,N/A,26/01/2023,NA,recotered,NA,18/01/2023,null,25.6
+299,Jamickia Nelson,confirmed,null,18,N /A, na,22 January 2023,NULL,NA,19 January 2023,23 January 2023,27.1
+300,Talha al-Mahdi,confirmed,N/A,7,24/01/2023,29/01/2023,NA,recovered,NA,18/01/2023,23/01/2023,21.9
+301,\.,suspefted,female,22,2023-01-28,2023-02-03,NA,recovered,NA,Not Available,2023-01-24,not avail
+302,n / a,probadle,m,7,22/01/2023,Not Available,25/01/2023,died,02/02/2023,17/01/2023,25/01/2023,NA
+303,Haley Lair,suspected,F,4,2023-01-25,N / A,2023-01-26,recovered,NA,2023-01-21,2023-01-27,NA
+304,Austin Li,confirmed,Male,7,29 January 2023,04 February 2023,NA,NA ,NA,not a number,30 January 2023,24.6
+305,Kristina Brooks,probable,Female,fourteen,29 January 2023,03 February 2023,NA,recoverfd,NA,26 January 2023,31 January 2023,NA
+306,N / A ,probable,Uemale,18,22 Jan 2023,24 Jan 2023,17 May 2023,recovered,NA,20 Jan 2023,28 Jan 2023,NA
+307, NA,probable,Female,one,23 Jan 2023,na ,24 Jan 2023,recovered,NA,n / a,23 Jan 2023,NA
+308,Reema al-Taha,probable,f,not avail,2023/01/29, NA,n / a ,recovered,NA,2023/01/28,2023/01/29,NA
+309,Dawn Haol,confirmed,f,forty-five,2023-01-30, na,NA,recovered,n/a,2023-01-24,2023-01-31,22.6
+310,Kaylie Schlappe,suspected,Female,7,29/01/2023,not available,NA,recovered,NA,N /A,NA,n / a
+311,Kaylie Schlappe,suspected,Female,7,29/01/2023,not available,NA,recovered,NA,N /A,NA,n / a
+312,Katherine Moua,N / A,F, na,2023/01/29,2023/02/01,NA,recovered,NA,2023/01/28,2023/02/01,27.7
+313,N A,confirmed,male,sixteen,29 January 2023,03 February 2023,n / a , NA,n/a,23 January 2023,#N/A,26.9
+314,Chad Wade,suspected,m,NAN,2023-01-31,2023-02-05,NA,Cecovered,NA,2023-01-23, a / a,NA
+315,Heaven Taylor,na ,f,nineteen,#N/A,08/02/2023,NA,recovened,NA,26/01/2023,02/02/2023,27.7
diff --git a/episodes/data/ebola_simulist.rds b/episodes/data/ebola_simulist.rds
new file mode 100644
index 00000000..63a81e7c
Binary files /dev/null and b/episodes/data/ebola_simulist.rds differ
diff --git a/episodes/data/ebola_simulist_messy.csv b/episodes/data/ebola_simulist_messy.csv
new file mode 100644
index 00000000..5dd5eec2
--- /dev/null
+++ b/episodes/data/ebola_simulist_messy.csv
@@ -0,0 +1,635 @@
+id,case_name,case_type,sex,age,date_onset,date_reporting,date_admission,outcome,date_outcome,date_first_contact,date_last_contact,ct_value
+1,Isaac Zarlengo,#N/A,m,one,NA ,\.,NA,died,16/01/2023,NA,n a,NA
+2,Salena Mitchell,confirmed,Not Avail,74,02-01-2023,07-01-2023,NA,recovered,18-01-2023,30-12-2022,not available,21.2
+3,Saalima al-Amini,,Female,73,02-01-2023,Not Avail,NULL,rscovered,10-01-2023,28-12-2022,NULL,27.4
+4,Fernando Rosales,nan,male,seven,03 January 2023,09 January 2023,NA,recovered,13 January 2023,nan,04 January 2023,NA
+5,Muslim el-Ghattas,probable,Male,16,03 Jan 2023,09 Jan 2023,N A,recovered,27 Jan 2023,NA,n /a,na
+6,Muslim el-Ghattas,probable,Male,16,03 Jan 2023,09 Jan 2023,N A,recovered,27 Jan 2023,NA,n /a,na
+7,Alyssa Lovern,probable,Female,thirty-eight,04 Jan 2023,30 Jan 2023,NA,rebovered,15 Jan 2023, na,02 Jan 2023,NA
+8,Corey Dunlap,N/A,f,sixteen,04 January 2023,21 January 2023,12 January 2023,recovered,18 January 2023,30 December 2022,03 January 2023,27.2
+9,Diana Levario,confirmed,F,3,04-01-2023,14-01-2023,07-01-2023,recovered,NA,01-01-2023,07-01-2023,27.9
+10,Allyson Pelton,confirmed,Female,Not A Number,04 January 2023,07 January 2023,na,recovered,n a,27 December 2022,\?,24.1
+11,Jazmin Lopez,confirmed, na,two,11 January 2023,NOt available,NA,NA,17 January 2023,30 December 2022, N / A,NULL
+12,IvoryrNewton,suspected,Female,not avail,07 Jan 2023,\*,NA,recovered,11 Jan 2023,01 Jan 2023,03 Jan 2023,NA
+13,Wajeeha al-Hai,probable,female,fifty-two,2023/01/04,2023/01/16,2023/01/07,n / a,2023/01/09,2023/01/01,N/A,n / a
+14,Ihaab al-Abood,N /A,m,75,2023-01-05,2023-01-09,NA,recovered,2023-01-20,2023-01-02,2023-01-07,NA
+15,Emily Lee,suspected,f, na,13-01-2023,24-01-2023,NA,recovered,n /a,03-01-2023,06-01-2023,NA
+16,William Cekis,probable,M,NOt available,05-01-2023,14-01-2023,NA,recovered,n / a ,30-12-2022,11-01-2023,NA
+17,Samwntha Matheson,suspected,NOt available,seven,2023/01/05,N/A,NA,recovered,NA ,2023/01/02, na,NA
+18,Paris Marquez,confirmed,Female,fifty-seven,05 January 2023,12 January 2023,NA,,12 January 2023,01 January 2023,05 January 2023,24.8
+19,Kamaal al-Moghaddam,confirmed,m,28,NOt available,2023-01-10,NA,N /A,2023-02-09,2023-01-03,2023-01-05,24.3
+20,Armando Gomez,n/a,m,1,2023/01/06,2023/01/13,NA,recovered,2023/01/20,2022/12/30,2023/01/07,NA
+21,Grani Parker,NAN,M,seventy-five,08-01-2023,17-01-2023,NA,Not Available,11-01-2023,na ,06-01-2023,29.4
+22,Grani Parker,NAN,M,seventy-five,08-01-2023,17-01-2023,NA,Not Available,11-01-2023,na ,06-01-2023,29.4
+23,\?,n / a,n / a ,seventy-five,missing,03-02-2023,\*,recovered,nan,08-01-2023,16-01-2023,NA
+24,Mariel Minrick,suspected,f,23,2023-01-12,2023-01-19,NA,recovered,2023-01-16,2023-01-09,2023-01-13,NA
+25,Zuhra el-Rahmani,probablq,female,15,2023-01-15,2023-01-22,NOt available,died,2023-01-30,\., a / a,NA
+26,Chaoce Bowman,probable,Male,three,N / A ,2023/01/28,NA,recovered,2023/01/31,N / A ,2023/01/09,NA
+27,Amatullah el-Haider,probable,F,48,16 Jan 2023,26 Jan 2023,NA,recovered,09 Feb 2023,N / A,12 Jan 2023,NA
+28,N/A,suspected,Male,seventy-five,11 January 2023,15 January 2023,NA,recovered,22 February 2023,NAN,08 January 2023,\?
+29,Conor Moore,suspected,m,eighteen,16/01/2023,21/01/2023,NA,null,31/01/2023,09/01/2023,17/01/2023, NA
+30,Conor Moore,suspected,m,eighteen,16/01/2023,21/01/2023,NA,null,31/01/2023,09/01/2023,17/01/2023, NA
+31,Lenore Boyle,conficmed,f,1,2023-01-15,#N/A,NA,recovered,N A,2023-01-09,Not A Number,26.7
+32,Jessica Cacdwell,confirmed,nan,fifty-eight,10 Jan 2023,14 Jan 2023,NA,recovered,NA ,31 Dec 2022,NULL,25.3
+33,Daovone Sun,suspected,m,eighteen,null,missing,not available,recovered,23-01-2023,02-01-2023,07-01-2023,NA
+34,Kenny Her,confirmed,M,thirty-one,06 January 2023,N /A,08 January 2023,recovered,14 January 2023,03 January 2023,NOt available,26.8
+35,Kenny Her,confirmed,M,thirty-one,06 January 2023,N /A,08 January 2023,recovered,14 January 2023,03 January 2023,NOt available,26.8
+36,Reginald Mcdaniel,confirmed,Male,40,11 January 2023,18 January 2023,16 January 2023,recovered,22 January 2023,01 January 2023,12 January 2023,24.7
+37,n a,probable,Female,23,06-01-2023,10-01-2023,NA,recovered,15-01-2023,03-01-2023,09-01-2023,NA
+38,Aatika al-Sani,suspected,f,five,N / A ,NA,NA,recovered,03/02/2023,30/12/2022,07/01/2023,NA
+39,Reiana Ransom,confirmed,female,28,22-01-2023,25-01-2023,NA,died,NOt available, N / A,N/A,na 
+40,Nichokas Deegan,\.,m,7,12 January 2023,20 January 2023,NA,recovvred,26 January 2023,04 January 2023,10 January 2023,NA
+41,Aaish al-Wakim,confirmed,Malf,10,20-01-2023,26-01-2023,27-01-2023,recovered,N / A ,05-01-2023,11-01-2023,23.4
+42,NA ,confirmed,F,56,20 Jan 2023,26 Jan 2023,NA,N / A,05 Feb 2023,11 Jan 2023,17 Jan 2023,24.5
+43,Rediet Braziel-Horne,confirmed,F,fifty-six,NOt available,06 Feb 2023,NA,recovered,09 Feb 2023,12 Jan 2023,na,22.9
+44,Elias Martinez,probable,m,75,15 Jan 2023,29 Jan 2023,NA,recovered,25 Jan 2023,nan,15 Jan 2023,NA
+45, na,suspected,n / a,seventy-five,20/01/2023,06/02/2023,NA,recovered,26/01/2023,not avail,17/01/2023,NA
+46,Angela Moses,N/A,female,37,2023/01/23,2023/01/28,NA,recovered,2023/01/31,N A,2023/01/24,NA
+47,Shaakir el-Kalil,confirmed,male,33,22 Jan 2023,30 Jan 2023,NA,recovered,28 Jan 2023,#N/A,27 Jan 2023,27.5
+48,Andrea Coombs,confirmed,female,39,2023-01-17,N A,NA,recovered,2023-01-29,2023-01-16,2023-01-17,26.1
+49,Taylor Amedick,confirwed,f,eight,11 January 2023,16 January 2023,13 January 2023,recovered,N /A,09 January 2023,13 January 2023,23.6
+50,Aaron Fuller,cknfirmed,Male,twenty-one,2023/01/17,2023/01/24,NA,N / A,2023/01/24,2023/01/14,2023/01/17,25.4
+51,Zaghlool el-Rehmann,na ,male,twenty-one,15 Jan 2023,25 Jan 2023,NA,died,16 Jan 2023,NAN,16 Jan 2023,NA
+52,Elberta Rodriguez,confirmed,female,na,16 January 2023,31 January 2023,NA,recovered,NA,13 January 2023,17 January 2023,19.5
+53,Arturo Chacon,probable,M,12,#N/A,16 January 2023,NA,recovered,18 January 2023,08 January 2023,13 January 2023,NA
+54,Michelle Smith,na ,Female,twenty-four,N A,15/01/2023,n/a,died,30/01/2023,09/01/2023,17/01/2023,25.2
+55,not available,suspected,male,N / A ,2023/01/13,2023/01/20,NA,recovered,2023/01/29,2023/01/10,N / A,NA
+56,Not A Number,probable,m,75,07 Jan 2023,na,13 Jan 2023,died,24 Jan 2023,31 Dec 2022,07 Jan 2023,NA
+57,Noelle Tuguldur, N / A,F,six,NAN,2023-01-21,NA,recoverkd,2023-01-14,2023-01-04,2023-01-08,NA
+58,Vanesa Diaz,problble,Not Avail,64,na,05-02-2023,N/A,recovered,03-02-2023,10-01-2023,null,NA
+59,Dior Tupper,probable, N / A,2,30-01-2023,04-02-2023,04-02-2023,recovered,10-02-2023,07-01-2023,19-01-2023,NA
+60,missing,confirmed,F,twenty-four,2023-01-14,n / a ,NA,NAN,Not Available,2023-01-07,2023-01-14, N / A
+61,Tierra Desett,suspected,NULL,seventy-five,2023/01/13,2023/01/18,NA,recrvered,null,2023/01/01,2023/01/08,Not Available
+62,Joshua Beaumont,n a,M,22,14/01/2023,29/01/2023,NA,Not A Number,06/02/2023,N /A,13/01/2023,NA
+63,Natalie Norton,probable,N/A,Not A Number,2023/01/12,2023/01/22,2023/01/17,recovered,2023/02/08,2023/01/05,2023/01/12,NA
+64,Prachi Sengsavath,confirmed,f,fifteen,2023/01/22,2023/01/24,NA,nan,2023/01/26,2023/01/15,2023/01/21,29.4
+65,NA ,probable,Female,12,N / A,25-01-2023,NA,recovered,06-02-2023,14-01-2023,n / a ,NA
+66, a / a,probable,m,75,20 Jan 2023,not available,NA,recovered, N / A,10 Jan 2023,18 Jan 2023,NA
+67,Adam Elizondo,NAN,Male,fourteen,2023-02-04,2023-02-24,NA,died,2023-02-10,2023-01-15,2023-01-25,NA
+68,Adam Elizondo,NAN,Male,fourteen,2023-02-04,2023-02-24,NA,died,2023-02-10,2023-01-15,2023-01-25,NA
+69,Makala Wako, NA,NA,n / a,22-01-2023,NAN,NA,recovered,03-02-2023,17-01-2023,22-01-2023,NA
+70,Chaz Mcbride,\.,M,fifty-eight,20 January 2023,N / A,NA,recovered,06 February 2023,20 January 2023,20 January 2023,21.1
+71,Rustin Riley,probablb,male,seventy-five,26-01-2023,05-02-2023,30-01-2023,died,07-02-2023,17-01-2023,27-01-2023,NA
+72,Kevin Lucero,probable,Male,eight,null,23-01-2023,NA,na ,29-01-2023,12-01-2023,21-01-2023,Not Available
+73,Mario Romero,n / a ,NA,Not Avail,16 Jan 2023,22 Jan 2023,NA,recovered,N/A,15 Jan 2023,18 Jan 2023,NA
+74,Mario Romero,n / a ,NA,Not Avail,16 Jan 2023,22 Jan 2023,NA,recovered,N/A,15 Jan 2023,18 Jan 2023,NA
+75,Laucen Major,probable,f,20, NA,23-01-2023,NA,recovered,27-01-2023,11-01-2023,na,NA
+76,Joshua Tellkz,suspected,male,fifty-three,27-01-2023,N /A,NA,recovered,14-02-2023,14-01-2023,#N/A,missing
+77,Guem Deuth,probable,male,20,na ,03-02-2023,NA,recovered,19-02-2023,20-01-2023,25-01-2023,NA
+78,n / a ,suspectee,n / a ,9,2023/01/26,2023/02/04,NA,recovered,NOt available,2023/01/17,2023/01/25,NA
+79,Gaitha al-Mansour,probable,f,8,N /A,09/02/2023,NA,died,n a,14/01/2023,NA ,NA
+80,Abdur Rasheed el-Shad,confirmed,M,#N/A,2023/01/26,NULL,not available,recovered, N / A,2023/01/15,2023/01/25,29
+81,Michael Ewings,confirmed,M,11,26-01-2023,01-02-2023, NA,recovered,07-02-2023,Not Available,20-01-2023,24.8
+82,Devin Castaneda,confirmed,male,18,13 Jan 2023,18 Jan 2023,N / A,recovered,13 Feb 2023,11 Jan 2023,11 Jan 2023,26.5
+83,Alyssa White,confirmed,Female,n a,16-01-2023,21-01-2023,19-01-2023,recovered,31-01-2023,n / a,12-01-2023,27.1
+84,\*,confirmed,male,75,20/01/2023,23/01/2023,27/01/2023,died,28/01/2023,06/01/2023,13/01/2023,21.2
+85,BrycetVickers,probable,Male,38,18-01-2023,19-01-2023,NA,recovered,not avail,\.,20-01-2023,NA
+86,n/a,confirmrd,Female,5,20 January 2023,27 January 2023,NOt available,recovered,06 February 2023,12 January 2023,20 January 2023,26.4
+87,Amexandria Bailey,confirmed,F,sixty-eight,19 Jan 2023,23 Jan 2023,NA,recovered,04 Feb 2023,16 Jan 2023,18 Jan 2023,22.8
+88,Daniel Musick-Occhiuto,suspected,male,17,Not A Number,\.,N / A ,recovered,nan,15 January 2023,20 January 2023,NA
+89,Terry Yannias,probable,not a number,thirteen,2023-01-16,2023-01-27,NA,recovered,2023-01-31,2023-01-10,2023-01-19,NA
+90,Terry Yannias,probable,not a number,thirteen,2023-01-16,2023-01-27,NA,recovered,2023-01-31,2023-01-10,2023-01-19,NA
+91,Talea Bean,pxobable,F,Not Avail,\.,28 Jan 2023,NA,recovered,28 Jan 2023,16 Jan 2023,24 Jan 2023,NA
+92,Akhilesh Yoshida,confirmed,male,20,17 Jan 2023,23 Jan 2023,23 Jan 2023,recovered,12 Feb 2023,16 Jan 2023,19 Jan 2023,25.5
+93,Kuan-Hsuen Guha,confirmed,M,thirteen,2023-01-17,2023-01-24,NA,recovered,2023-01-22,2023-01-13,NA,26.4
+94,Terrance Abram,#N/A,M,75,20 January 2023, NA,23 January 2023,NULL,30 January 2023,09 January 2023,14 January 2023,NA
+95,Patrick Savage,probable,Male,not a number,\*, NA,23 January 2023,recovered,Not Available,09 January 2023,16 January 2023,NA
+96, na,probable,Female,3,14 Jan 2023,19 Jan 2023,not available,recovered,29 Jan 2023,n a, a / a,NA
+97,nan,\.,Male,N /A,09/01/2023,18/01/2023,NA,recovered,01/02/2023,03/01/2023,07/01/2023,24
+98,Candance Green,confirmed,f,not avail,09/01/2023,22/01/2023,NA,recovered,not available,02/01/2023,07/01/2023,26.3
+99,Cory Ware,confirmed,not available,56,12/01/2023,18/01/2023,NA,recovered,31/01/2023,04/01/2023,10/01/2023,n a
+100,Maya Berg,probable, NA,three,12 January 2023,19 January 2023,n /a,recovered,Not Avail,02 January 2023,10 January 2023,NA
+101,Angela Ghale,confirmed,Female,\*,14 January 2023,18 January 2023,17 January 2023,recovered,18 January 2023,06 January 2023,08 January 2023,23.4
+102,Carlos Barrios-Zepeda,suspected,Male,69,20-01-2023,23-01-2023,NA,died,NULL,13-01-2023,16-01-2023,n/a
+103,Tyler Yazzie,probable,m,54,2023/01/18,2023/01/25,2023/01/23,recovered,2023/02/01,2023/01/15, a / a,na
+104,Steviejo Garcia Alvarado,confirmed,not avail,six,2023/01/21,2023/01/26,2023/01/25,recovered,\?,2023/01/14,,25.3
+105,Brian Mekonnen,confirmed,M,2,n / a ,29 Jan 2023,06 Feb 2023,recovered,07 Feb 2023,n / a,21 Jan 2023,21.2
+106,Brian Mekonnen,confirmed,M,2,n / a ,29 Jan 2023,06 Feb 2023,recovered,07 Feb 2023,n / a,21 Jan 2023,21.2
+107,Anastasia Lucero,confirmed,Female,forty-three,01-02-2023,n/a,NA,recovered,22-02-2023,27-01-2023,03-02-2023,27.5
+108,Anastasia Lucero,confirmed,Female,forty-three,01-02-2023,n/a,NA,recovered,22-02-2023,27-01-2023,03-02-2023,27.5
+109,N A,confirmed,male,twenty-three,#N/A,2023/02/15,NA,Not A Number,2023/02/16,2023/01/27,2023/01/31,N/A
+110,Anthony Pantoja,probable,Bale,twelve,2023-02-03,NA ,NA,recovered,2023-02-13,2023-01-28,2023-02-01, na
+111,Not A Number,confirmed,m,sixty-three,n /a,30-01-2023, a / a,N / A,null,10-01-2023,17-01-2023,27
+112,Shelby Saindon,null,f,forty-four,16 Jan 2023,27 Jan 2023,NA,recovered,18 Feb 2023,\*,16 Jan 2023,22.9
+113,\.,suspected,female,13,18 January 2023,29 January 2023,NA,recovered,30 January 2023,09 January 2023,16 January 2023,NA
+114,Shay Bonser,Fonfirmed,M,NULL,Not Available,2023/01/18,NA,recovered,2023/01/27,2023/01/12,2023/01/16,23.2
+115,Cristian Besch,suspected,m,15,15-01-2023,22-01-2023,21-01-2023,recovered,29-01-2023,n/a,Not Available,NA
+116,Monica Robles,probable,missing,forty-two,20/01/2023,23/01/2023,NA,recovered,not avail,06/01/2023,14/01/2023,NA
+117,NULL,confirmed,male,3,17/01/2023,24/01/2023,NA,recovered,09/02/2023,13/01/2023,20/01/2023,na
+118,Kevin Lewis,probable,male,N /A,NA,2023/01/28,NA,recovered,2023/01/31,2023/01/11,2023/01/16,not avail
+119,Leroy Al-Yazidi, NA,m,1,2023-01-13,2023-01-17,NA,recovered,2023-01-30,na ,2023-01-14,NA
+120, N / A,suspected,missing,nine,N/A,not avail,23/01/2023,recovered,25/01/2023,09/01/2023,14/01/2023,NA
+121,Richard Rofriguez,NOt available,m,missing,2023/01/16,N A,NA,recovered,2023/02/25,2023/01/11,2023/01/16,27.7
+122,Bfnton Varanai,confirmed,Male,na ,not available,not available,N A,recovered,29/01/2023,08/01/2023,14/01/2023,27.8
+123,Bfnton Varanai,confirmed,Male,na ,not available,not available,N A,recovered,29/01/2023,08/01/2023,14/01/2023,27.8
+124,Felicia Thompson,confirmed,f,twenty-three,2023/01/16,\*,NA,recovered,,2023/01/09,2023/01/17,22.3
+125,Nathan Tan,confirmed,,two,Not Available,31 January 2023,na ,recovered,26 February 2023,20 January 2023,27 January 2023,24.7
+126,Nathan Tan,confirmed,,two,Not Available,31 January 2023,na ,recovered,26 February 2023,20 January 2023,27 January 2023,24.7
+127,Kevin Hiler,confirmed,not avail,fifty-four,2023/01/26,not a number,NA, a / a,2023/02/03,2023/01/18,2023/01/27,24.5
+128,Samuel Phelka,n a,male,NOt available,2023/01/26,2023/02/05,NA,died,NA,2023/01/16,2023/01/20,NA
+129,Leeanne Phan,confirmed,female,75,28 Jan 2023,not available,NA,recovered,07 Feb 2023,18 Jan 2023,21 Jan 2023,missing
+130,Luz Pinto,probable,female,16,20 January 2023,30 January 2023,NA,,Not Available,n/a,23 January 2023,NA
+131,Saba Hickman,confirmed,female, a / a,2023-01-20,2023-01-29,NA,recovered,\*,2023-01-14,2023-01-23,23.7
+132,Haseena el-Aydin,#N/A,female, na,22-01-2023,30-01-2023,NA,recovered,06-02-2023,13-01-2023,23-01-2023,25.2
+133,null,prozable,m,seven,N /A,n / a ,N /A,recovered,07-02-2023,03-02-2023,07-02-2023,NA
+134,na,pgobable,not available,n / a,06 February 2023,10 February 2023,NA,recovered,07 March 2023,29 January 2023,07 February 2023,NA
+135,Dejuan Lewis,suspected,Male,23, na,2023/02/23,NA,recovered,2023/03/02,2023/01/17,2023/01/26,NA
+136,NAN,probable,female,N/A,29/01/2023,09/02/2023,NAN,recovered,05/02/2023,17/01/2023,23/01/2023,NA
+137,Jonathan Zhang,N A,M,75,Not A Number,2023-02-01,NA,recovermd,not available,2023-01-12,2023-01-24,N / A 
+138,Wadee'a al-Majeed,confirmed,female,9,21 Jan 2023,29 Jan 2023,NA,recovered,n / a,Not Avail,23 Jan 2023,23.6
+139,Raquel Rascon, a / a,\?,fourteen,21 January 2023,13 February 2023,25 January 2023,recovered,07 February 2023,15 January 2023,26 January 2023,NA
+140,Desmond Arellano Saguilan,probable,M,forty,23-01-2023,27-01-2023,NA,recovered,01-02-2023,15-01-2023,24-01-2023,na 
+141,\?, N / A,F,71,,22 Jan 2023,NA,recovered,01 Feb 2023,12 Jan 2023,21 Jan 2023,23.6
+142,\?, N / A,F,71,,22 Jan 2023,NA,recovered,01 Feb 2023,12 Jan 2023,21 Jan 2023,23.6
+143,n a,Not A Number,F,N / A ,\?,23/01/2023,NA,recovered,24/01/2023,#N/A,19/01/2023,NA
+144,Trenton Holdaway,confirmed,Male,75,20-01-2023,01-02-2023,25-01-2023,recovered,01-02-2023,15-01-2023,19-01-2023,24
+145,N / A ,confkrmed,not a number,sixty-eight,NAN,2023-02-06,NA,recovered,2023-02-15,2023-01-24,2023-01-29,26.3
+146,Destiny Johnson,nan,F,twenty,NAN,2023-02-21,NA,recovered,2023-02-22,2023-01-22,2023-01-26,22
+147,Destiny Johnson,nan,F,twenty,NAN,2023-02-21,NA,recovered,2023-02-22,2023-01-22,2023-01-26,22
+148,\.,confirmed,female,fifty-three,02-02-2023,NA,NA,recovered,24-02-2023,NA,27-01-2023,22.8
+149,Jaela Felipe,suspected,Female,seventy-five,02-02-2023,09-02-2023,NA,recovered,n / a,18-01-2023,30-01-2023,NA
+150,Jacob Conover, NA,m,seven,N A,2023-02-08,2023-01-31,recovered,NOt available,2023-01-21,2023-02-01,NA
+151,Jacob Conover, NA,m,seven,N A,2023-02-08,2023-01-31,recovered,NOt available,2023-01-21,2023-02-01,NA
+152,Eric Jelly,confirmed,male,forty-seven,2023-01-27,2023-02-01,NA,Not A Number,2023-02-11,2023-01-24,2023-01-29,25.7
+153,Luis Ramirez,n a,M,7,NULL,2023-02-01,2023-01-28,na,2023-02-12,2023-01-25,2023-01-28,NA
+154,Mikayla Slee Ackerson,paobable,n/a,nan,2023/01/21,2023/01/29,2023/01/24,recovered,\*,2023/01/14,2023/01/20,NA
+155,Najwa al-Youssef,confirmed,f,eight,18/01/2023,05/02/2023,not avail,recovered,26/01/2023,16/01/2023,23/01/2023,30.6
+156,Victoria Tran,probabpe,\., NA,28-01-2023,03-02-2023,06-02-2023,died,n /a,\?,28-01-2023,NA
+157,Dejah Gelsey II,confirmed,female,sixty-four,16 Jan 2023,19 Jan 2023,NA, na,22 Jan 2023,N/A,22 Jan 2023,23.6
+158,Fikri el-Hamady,N A,M,43,2023/01/16,2023/01/26,NA,recovered,2023/02/17,2023/01/12,2023/01/19,N /A
+159,Patrick Vigil,confirmed,M,6,16 January 2023,22 January 2023,NA,recovered,null,13 January 2023,18 January 2023,missing
+160,Yorkanos Gee,probable, a / a,nan, N / A,2023-01-21,N / A,recovered,Not Available,2023-01-14,2023-01-16,NULL
+161,Aaron French,confirmed,M,18,na ,29 Jan 2023,NA,recovered,15 Feb 2023,14 Jan 2023,\*,25.3
+162,Alahna-Monique Figgs,confirmed,F,thirty,18 Jan 2023,02 Feb 2023,nan,N/A,26 Jan 2023,n a,nan,NAN
+163,Kody Spangler,probable,male,four,n / a ,NOt available,28/01/2023,Jecovered,06/02/2023, a / a,21/01/2023,NA
+164,Kody Spangler,probable,male,four,n / a ,NOt available,28/01/2023,Jecovered,06/02/2023, a / a,21/01/2023,NA
+165,Salma Maestas,n/a,NULL,,2023-01-19,2023-01-26,N / A ,recovered,2023-02-03,Not Avail,2023-01-22,#N/A
+166,n / a,probable,Female,n a,2023-01-30,2023-02-05,NA,recovered,2023-03-02,2023-01-17,2023-01-22,NA
+167,n / a,probable,Female,n a,2023-01-30,2023-02-05,NA,recovered,2023-03-02,2023-01-17,2023-01-22,NA
+168,Joseph Zelalem,probable,Male,thirteen,n /a,2023-02-03,NA,recovered,2023-02-01,nan,2023-01-25,NA
+169,Rosalyn Amin,na ,F,fifty-seven,01 Feb 2023,07 Feb 2023,NA,recovered,03 Mar 2023,19 Jan 2023,22 Jan 2023,21.6
+170,Lynea Karg,probasle,Female,na,04 February 2023,15 February 2023,NOt available,recohered,15 February 2023,not a number,24 January 2023,NA
+171,Dayiel Howe,confirmed,M,75,Not Available,2023/02/12,N / A,recovered,2023/02/10,2023/01/20,2023/01/23,23.2
+172,Andrew Moua,suspected,male,15,19/01/2023,27/01/2023,Not Avail,NAN,09/02/2023,15/01/2023,18/01/2023,n / a
+173, N / A,probable,Female,17,n/a,23/01/2023,NA,recowered,22/01/2023,16/01/2023,22/01/2023,NA
+174,Colette Mkzokami,suspected,Female,N /A,20/01/2023,#N/A,N /A,recovered,10/02/2023,15/01/2023,23/01/2023,NA
+175,Abbie Marr,confirmed,f,twenty-four,23-01-2023,26-01-2023,n / a ,,16-02-2023,12-01-2023,22-01-2023,22.2
+176,Jackeline Valencia-Robles,probable,f,fifteen,18 January 2023,24 January 2023,NA,\.,Not A Number,15 January 2023,21 January 2023,NA
+177,Theolian Hurd,sbspected,M,seventy-five,23 Jan 2023,02 Feb 2023,NA,recovered,30 Jan 2023,15 Jan 2023,22 Jan 2023,NA
+178,Iona Thompson,confirmed,Female,na ,n a,27/01/2023,NA,recovered,NA,12/01/2023,19/01/2023,24.5
+179,Jordan Demery,na ,male,14,19 Jan 2023,02 Feb 2023,NA,recovered,13 Feb 2023,15 Jan 2023,20 Jan 2023,NA
+180,Neben Tompkins,confirmed,M,seventy-two,22/01/2023,10/02/2023,01/02/2023,Oied,01/02/2023,12/01/2023, NA,25.5
+181,Tammaam al-Saah,N/A,Male,3,17/01/2023,28/01/2023,NA,Not Avail,30/01/2023,10/01/2023,18/01/2023,NA
+182,Tristen Guerrero,probable,na ,N /A,15/01/2023,30/01/2023,NA,recovered,not avail,09/01/2023,10/01/2023,NA
+183,n / a ,confirmed,N/A,\?,Not A Number,30 Jan 2023,n / a ,recovered,25 Jan 2023,08 Jan 2023,16 Jan 2023,23
+184,#N/A,confirmed,male,23,22 Jan 2023,28 Jan 2023,missing,recoverqd,05 Mar 2023,12 Jan 2023,not a number,24.2
+185,Savannah Petrouske,probabae,F,NAN,na ,2023-01-22,2023-01-22,recovered,2023-01-30,2023-01-16,2023-01-23,n a
+186,Mahdi Lund,probable,M,twenty-two,2023-01-19,2023-01-22,2023-01-25,recovered,2023-02-08,2023-01-16,2023-01-22,NA
+187,Mahdi Lund,probable,M,twenty-two,2023-01-19,2023-01-22,2023-01-25,recovered,2023-02-08,2023-01-16,2023-01-22,NA
+188,Saafiyya al-Galla,NULL,Female,four,28/01/2023,07/02/2023,NA,recovered,17/02/2023,16/01/2023,n / a,NA
+189,not a number,probable,f,12,23/01/2023,26/01/2023,NA,recovered,02/02/2023,22/01/2023,26/01/2023,NA
+190,Nicholas Miller,confirmed,Male,twenty-three,26/01/2023,03/02/2023,NA,recovered,nan,18/01/2023,25/01/2023,n /a
+191,NA ,suspected,Female,thirteen,03 Feb 2023,08 Feb 2023,n a,N / A ,11 Mar 2023,N/A,02 Feb 2023,n/a
+192,Jordan Hoyt,confirmed,F,n/a,07-02-2023,18-02-2023,NA,\?,21-02-2023,01-02-2023,n / a,27.4
+193,missing,confirmed,f,twenty-nine,08 February 2023,12 February 2023,NA,recovered,13 March 2023,30 January 2023,11 February 2023,23.7
+194,Charlie Schenally,suspected,NA,61,08-02-2023,21-02-2023,NA,recovered,26-02-2023,29-01-2023,06-02-2023,NA
+195,Raul Valenzuela,probable,male,75,n/a,09 Feb 2023,n a,recovered,17 Feb 2023,02 Feb 2023,08 Feb 2023,NA
+196,Travion Herndon,suspected, na,na ,07 February 2023,13 February 2023,na ,recovered,14 February 2023,29 January 2023,06 February 2023,#N/A
+197,Joseph Chavez,not available,M,forty-seven,NOt available,26/02/2023,NA,recovered,09/04/2023,28/01/2023,05/02/2023,26.6
+198,not a number,suspected,N / A ,ten,03/02/2023,09/02/2023,NA,recovered,28/02/2023,02/02/2023,03/02/2023,na 
+199,Whitney Zachary,confirmed,missing,4,17 Jan 2023,22 Jan 2023,N / A ,not a number,04 Feb 2023,14 Jan 2023,18 Jan 2023,24.9
+200,Stuart Haney,confirmed,m,thirteen,18-01-2023,23-01-2023,\?,recovered,09-02-2023,15-01-2023,NA,26.1
+201,Not Avail,confirmed,F,seventy-five,16 January 2023,27 January 2023,NOt available,recovered,23 January 2023,13 January 2023,19 January 2023,25.8
+202,Bo Hall,probanle,male,sixty-two,2023/01/20,2023/02/04,NA,recovered,2023/01/23,2023/01/14,2023/01/22,nan
+203,Ahdul Kader al-Hamad,suspected,NA,5,21 Jan 2023,01 Feb 2023,NA,NOt available,29 Jan 2023,13 Jan 2023,20 Jan 2023,NA
+204,Sergio Rincon,suspected,M,thirty-four,21 Jan 2023,28 Jan 2023,NA,recovered,30 Jan 2023,NA,N/A,\.
+205,Ahmed Hoang,NAN,, N / A,2023/01/19,2023/01/25,not available,reiovered,2023/01/25,2023/01/11,2023/01/16,NA
+206,Carmen Helmbrecht,probable,f,sixteen,2023-01-19,2023-01-31,NA,recovered,2023-01-28,NOt available,2023-01-17,NA 
+207,\.,probable,F,12,16/01/2023,28/01/2023,NA,recovered,NULL,11/01/2023,null,NA
+208,na,probable,Not Avail,nineteen,2023/01/17,n / a ,NA,na ,2023/01/23,2023/01/12,2023/01/17,NA
+209,na,probable,Not Avail,nineteen,2023/01/17,n / a ,NA,na ,2023/01/23,2023/01/12,2023/01/17,NA
+210,Kareem Mehert Ab,probable,M, a / a,16 January 2023,20 January 2023,NA,recovered,NOt available,13 January 2023,16 January 2023,NA
+211,Abren Wilson,suspected,m,twenty-eight,16-01-2023,25-01-2023,,died,19-01-2023,12-01-2023,16-01-2023,NA 
+212,not a number,confirmed,M,16,16-01-2023,21-01-2023,NA,missing,22-01-2023, NA,N/A,26.8
+213,not a number,confirmed,M,16,16-01-2023,21-01-2023,NA,missing,22-01-2023, NA,N/A,26.8
+214, NA,sushected,female,forty-two,2023-01-15,2023-01-18,NA,n a, a / a,2023-01-12,2023-01-18,NA
+215,Not Available,confirmed,Male,thirty-eight,21/01/2023,25/01/2023,27/01/2023,not available,28/01/2023,15/01/2023,22/01/2023,23.8
+216,Saajid el-Nagi,N / A,male,#N/A,NA ,2023/01/27,NA,Not Available,2023/02/08,2023/01/15,2023/01/25,22.8
+217,N A, a / a,f,5,22/01/2023,null,NA,null,29/01/2023,16/01/2023,22/01/2023,NA
+218,Dylan Truong,N A,male,8,2023-01-22,2023-01-25,NA, N / A,2023-01-26,2023-01-16,\*, NA
+219,\.,not available, a / a,thirty-nine,17 January 2023,23 January 2023,22 January 2023,recovered,NULL,15 January 2023,20 January 2023,Not A Number
+220,Samuel Thao,nan,male,17,31/01/2023,\*,NA,died,12/02/2023,17/01/2023,22/01/2023,NA
+221,missing,null,M,69,30/01/2023,09/02/2023,NA,recovered,16/02/2023,18/01/2023,NULL,NA
+222,Haneef el-Salameh,suspected,nan,not a number,01 February 2023,12 February 2023,,n a,09 February 2023,14 January 2023, N / A,NA
+223,Haneef el-Salameh,suspected,nan,not a number,01 February 2023,12 February 2023,,n a,09 February 2023,14 January 2023, N / A,NA
+224,missing,probable,Female,seventy-five,16-01-2023,28-01-2023,18-01-2023,died,22-01-2023,n / a ,missing,NA
+225,Zahraaa al-Shafi,suspected,n/a,twelve,2023/01/19,NAN,n a,died,2023/01/20,2023/01/12,2023/01/18,NA
+226,Shaqeeqa al-Safar,confirmed,F,N /A,2023-01-18,Not Avail,NA,recovered,2023-02-14,na,2023-01-18,#N/A
+227,Haleema al-Muhammad,suspected,female,N/A,14 January 2023,18 January 2023,NA,recovered,01 February 2023,not a number,20 January 2023,NA
+228,Fateena al-Haq,confirmed,f,19, na,19 Jan 2023,NA,recovered,22 Jan 2023,n/a,14 Jan 2023,28.1
+229,Fateena al-Haq,confirmed,f,19, na,19 Jan 2023,NA,recovered,22 Jan 2023,n/a,14 Jan 2023,28.1
+230,John Downs,suspected,Malm,thirty-nine,15-01-2023,21-01-2023,NA,recovered,25-01-2023,11-01-2023,15-01-2023,NA
+231,Daniel Sandoval,confrrmed,not available,73,NA ,03/02/2023,04/02/2023,died,06/02/2023,20/01/2023,27/01/2023, na
+232,Taylor Pettit,confirmed,Female,Not Avail,26 Jan 2023, NA,NA,recovered,11 Mar 2023,22 Jan 2023,28 Jan 2023,25.8
+233,Sozan Herold,suspected,f,fifty,31 January 2023,05 February 2023,04 February 2023, a / a,22 February 2023,24 January 2023,29 January 2023,NA
+234, na,confirmed,M,fourteen,2023-02-05,N /A,NA,recovered,2023-02-27,2023-01-21,2023-01-28,not avail
+235,Nur Nguyen,suspected,Female,fifty-seven,03/02/2023,09/02/2023,NOt available,recoverel,24/02/2023,23/01/2023,28/01/2023,\?
+236,Nur Nguyen,suspected,Female,fifty-seven,03/02/2023,09/02/2023,NOt available,recoverel,24/02/2023,23/01/2023,28/01/2023,\?
+237,Clyde Rodriguez,probable,M,seventy-four,null,2023/02/11,NA,recovered,2023/02/22,2023/01/18,2023/01/29,NA
+238,Erica Vargas,probable,F,n / a ,2023-01-29,2023-02-05,N/A,recoverid,2023-02-05,2023-01-27,2023-02-01,NA
+239,n a,conuirmed,Male,10,26 Jan 2023,03 Feb 2023,NA,null,03 Feb 2023,19 Jan 2023,24 Jan 2023,null
+240,Spirit Galindo,suspected,f,twenty-four,01 February 2023,06 February 2023,NA,recovered,23 February 2023,na ,26 January 2023,NA
+241,Shaafi el-Saleem,probable,Male,9,29/01/2023,03/02/2023, na,recovered,06/02/2023,19/01/2023,26/01/2023,NA
+242,Humaid el-Sani,NULL,m,fourteen,Not A Number,12 Feb 2023,NA,recovered,26 Feb 2023,21 Jan 2023,na,25.9
+243,not avail,confirmed,f,not a number,03/02/2023,13/02/2023,NA,recovered,not a number,Not Avail,24/01/2023,27.7
+244,Lawrence Baker,NULL,male,2,12 Feb 2023,21 Feb 2023,14 Feb 2023,\.,27 Feb 2023, na,08 Feb 2023,26.1
+245,n a,confirmed,f,NAN,2023-02-10,2023-02-17, a / a,recovered,2023-02-25,2023-02-01,2023-02-12,24.2
+246,Janetta Romero-Rough,NAN,Female,seventy-five,15-02-2023,24-02-2023,NA,recovered,na,30-01-2023,04-02-2023,not avail
+247,Joel Aguilar,#N/A,NA,Not Available,17-02-2023,null,NA,recovered,24-02-2023,29-01-2023,06-02-2023,n / a
+248,null,probable,Female,nineteen,2023/02/04,2023/02/21,NA,recovered,2023/03/03,2023/01/27,not a number,NA
+249,n a,probable,m,10,12 February 2023,02 March 2023,NA,died,17 February 2023,NA ,06 February 2023,NA
+250,n a,probable,m,10,12 February 2023,02 March 2023,NA,died,17 February 2023,NA ,06 February 2023,NA
+251,not available,probable,not available,20,N A,2023/01/31, NA,recovered,2023/02/04,NA,2023/01/31,NA
+252,John Johnson,confirmed,not avail,21,N A,09-02-2023,NA,recovered,12-02-2023,NULL,25-01-2023,24.7
+253,nan,confirmed,f,55, NA,29-01-2023,not available,recovered,18-02-2023,19-01-2023,na,23.7
+254,Mazeeda el-Shakoor,confirmed,n/a,20,2023/01/30,2023/02/11,missing, NA,N/A,2023/01/19,2023/01/23, NA
+255,na ,NA,N /A,Not Avail,30-01-2023,NAN,03-02-2023,recovered,06-02-2023,20-01-2023,24-01-2023,24.3
+256,Derek Williamson-Lee,null,male,9,29-01-2023,11-02-2023,NA,recovered,25-03-2023,18-01-2023,21-01-2023,NA
+257,Daysha Habimana,confirmed, na,sixty-one,25 Jan 2023,11 Feb 2023,NA,recovered,06 Feb 2023,18 Jan 2023,26 Jan 2023,25.7
+258,Ariel Wlsthoff,confirmed,F,8,25 Jan 2023,14 Feb 2023,NA,recovered,14 Feb 2023,n /a,29 Jan 2023,23.7
+259,n /a,confirmed,F,forty-eight,31/01/2023,n /a,NA,recovered,06/02/2023,N A,29/01/2023,
+260, na,n / a,Female,n / a ,2023-01-27,NOt available,NA,recovered,2023-02-21,2023-01-21,2023-01-27,26
+261,N / A ,confirmed,Male,3,not a number,06 February 2023,NA,recovered,19 February 2023,n / a ,27 January 2023,24.3
+262,Morgun Hammond,suspected,m,twelve,2023-01-24,2023-01-30,2023-01-25,recovered,2023-02-08,NA ,2023-01-21,NA
+263,Angelina Hicks,not available,F,seventy-five,2023-01-26,NOt available,NA,recovered,2023-02-05,2023-01-14,2023-01-24,27.6
+264,Waatim el-Abdella,probable,male,Not A Number,21-01-2023,25-01-2023,NA,recoveref,NOt available,null,25-01-2023,n/a
+265,Montina Medina,probable,female,n a,Not Available,not available,NA,recovered,2023/02/02,n / a,2023/01/22, a / a
+266,Elizabeth Teuton,confirmed,female,nine,20 Jan 2023,27 Jan 2023,NA,recovered,01 Feb 2023,15 Jan 2023,25 Jan 2023,27.1
+267,Elizabeth Teuton,confirmed,female,nine,20 Jan 2023,27 Jan 2023,NA,recovered,01 Feb 2023,15 Jan 2023,25 Jan 2023,27.1
+268,Desarae Perry,pmobable,femate,25,2023-01-27,2023-02-01,NA,recovered,2023-02-20,2023-01-15,2023-01-24,NA
+269,Ie'Von Babbs,\.,Male,twenty-one,30/01/2023,05/02/2023,NA,recovered,15/02/2023,14/01/2023,23/01/2023,NA
+270,Ashgey Oster,conffrmed,f,5,21/01/2023,N/A,23/01/2023,recovered,15/02/2023,20/01/2023,24/01/2023,21.6
+271,Joshua Trainer,suspected,Male,four,01/02/2023,\*,na ,\.,26/03/2023,n /a,missing,NA
+272,Taylor Holiday,probable,female,6,missing,08/02/2023,NA,recovered,06/02/2023,NA ,03/02/2023,NA
+273,n /a,confirmed,f,18,01-02-2023,07-02-2023,03-02-2023,recovered,08-02-2023,27-01-2023,02-02-2023,27.8
+274,Ibrahima Yancey,suspected,N/A,NA,2023-02-02,2023-02-09,NA,recovered,2023-02-23,2023-01-28,2023-02-05,NA
+275,Vicente Espinoza,probable,Male,Not Available,2023-02-05,2023-02-13,NA,recovered,2023-02-14, na,2023-02-05,NA
+276,Vicente Espinoza,probable,Male,Not Available,2023-02-05,2023-02-13,NA,recovered,2023-02-14, na,2023-02-05,NA
+277,Erick Flores,probable,male,two,08/02/2023,17/02/2023,NA,recovered,16/02/2023,02/02/2023,\*,NA
+278,Wyatt Zhang,probable,M,forty-one,07 February 2023,17 February 2023,n/a,recovered,27 February 2023,31 January 2023,10 February 2023,NA
+279,N/A,confirmed,F,twenty,06-02-2023,14-02-2023,N /A,recovered,25-02-2023,NULL,05-02-2023,23.8
+280,Caigen Carroll,confirmed,m,12,04 February 2023,08 February 2023,NA,recovereg,02 March 2023,28 January 2023,05 February 2023,23.6
+281,Dylan Biby,not available,m,seventeen,02 February 2023,null,NA,recovered,17 February 2023,30 January 2023,05 February 2023,26
+282,Fawqiyya al-Azzi,probafle,female,Not Avail,2023-02-03,2023-02-14,NA,recovered,2023-02-09,2023-02-01,na,NA
+283,Janelle Smith,confirmed,\*,fifty-eight,02 Feb 2023,13 Feb 2023,not a number,recovered,14 Feb 2023,02 Feb 2023,04 Feb 2023,20.8
+284,Alexander Granados Garcia,probable,na ,seventeen,2023-02-03,2023-02-09,not a number,recovered,2023-02-06,2023-01-24,2023-02-02,NA
+285,Jia Le,null,F,11,09/02/2023,14/02/2023,NA,recovered,N A,27/01/2023,01/02/2023,NA
+286,Jaddah Metoyer,probable,fmmale,N /A,2023/02/03,2023/02/19,NA,recovered,,2023/01/20,2023/01/29,NA
+287,Jaddah Metoyer,probable,fmmale,N /A,2023/02/03,2023/02/19,NA,recovered,,2023/01/20,2023/01/29,NA
+288,Zulfa al-Khan,n / a ,f,four,30/01/2023,na,NA,recovered,Not Available,26/01/2023,30/01/2023,NA
+289,Zulfa al-Khan,n / a ,f,four,30/01/2023,na,NA,recovered,Not Available,26/01/2023,30/01/2023,NA
+290,Amie Butler,confirmed,Female,NA ,27 Jan 2023,03 Feb 2023,NA,n / a ,09 Feb 2023,missing,28 Jan 2023,NA
+291,Pradyumna Thao,probable,male,4,NAN,08 February 2023,NA,recovered,09 February 2023,22 January 2023,Not A Number,NA
+292,Kierra Blair,probable,F,20,2023-01-26,not available,NA,recovered,2023-02-05,2023-01-19,2023-01-22,NA
+293,Zachary Cdebaca,not a number,Male,N/A,24 January 2023,08 February 2023,26 January 2023,recovered,28 February 2023,17 January 2023,26 January 2023,24.3
+294,Kyle Magnuson,confirmed,m,N A,not avail,n / a,07-02-2023,recovered,10-02-2023,27-01-2023,30-01-2023,25
+295,Joshua Smith,confirmed,#N/A,seventy-five,2023/01/16,n a,NA,recovered,2023/01/22,2023/01/11,Not Available,27.1
+296,\?,probable,Female,\*,16 January 2023,21 January 2023,#N/A,recovered,na,11 January 2023,20 January 2023,NA
+297,Nabeeha el-Baccus,confirmed,null,two,16-01-2023,\.,NA,null,02-02-2023,13-01-2023,n / a,21.3
+298,Yaasmeena al-Samad,probable,f,seventy-five,16 January 2023,null,21 January 2023,died,27 January 2023,n/a,na,N / A
+299,N/A,probable,null,N / A ,17-01-2023,24-01-2023,NA,recovered,23-01-2023,14-01-2023,17-01-2023,NA
+300,Meghann Jacobo-Castro,confirced,F,Not Avail,2023-01-17,2023-01-22,NA,recovered,2023-01-24,not available,2023-01-21,25.1
+301,Brooke Gomez,confirmed,F,34,2023/01/17,2023/01/23,NA,recoverem,2023/01/29,2023/01/14,2023/01/22,27.3
+302,Not Available,probable,F,seventy-one,2023-01-18,2023-01-24,NA,recovered,na ,NULL,2023-01-17,NA
+303,Christopher Johnson,probabme,m,18,2023/01/19,2023/01/23,NA,Uecovered,2023/01/26,2023/01/15,n a,NA
+304,n a,N/A,F,seven,23-01-2023,31-01-2023,NA,recovered,04-02-2023,17-01-2023,20-01-2023,27.7
+305,Shyvaughn Travis,confirmed, na,seventy-five,2023-01-20,2023-01-26,NA,#N/A,2023-01-28,2023-01-16,2023-01-23,23.1
+306, a / a,\?,Femqle,thirteen,21/01/2023,26/01/2023,NA,recovered,07/02/2023,15/01/2023,20/01/2023,NA
+307,Kolby Pimentel,N A,Male,seventy,2023-01-23,2023-02-04,NA,recovered,n/a,2023-01-15,2023-01-21,NA
+308,Hudson Martih,confirmed,m,25,2023-01-22,Not Available,NA,recovered,N / A,2023-01-18,2023-01-25,27.1
+309,Faaid al-Salahuddin,probable,M,53,22/01/2023,25/01/2023,\.,recovered,31/01/2023,14/01/2023,23/01/2023,na 
+310,Danielle Dunn,probable,F,75,24/01/2023,31/01/2023,nan,Not A Number,N /A,15/01/2023,19/01/2023,NA
+311,Ashley Rdndle,confirmed,f,sixty-four,25 January 2023,02 February 2023,NA,recovered,31 January 2023,11 January 2023,24 January 2023,27.6
+312,Ashley Rdndle,confirmed,f,sixty-four,25 January 2023,02 February 2023,NA,recovered,31 January 2023,11 January 2023,24 January 2023,27.6
+313,Cailee Nance,NA,na,21,29 Jan 2023,07 Feb 2023, na,recovered,07 Feb 2023,23 Jan 2023,27 Jan 2023, na
+314,Daniel Meek,not available,m,5,n / a ,2023/02/24,NA,recovered,2023/02/20,not avail,2023/02/06,25.6
+315,Phoebe Norwood,confirmed,F,seventy-four,2023-02-08,2023-03-03,NA,rtcovered,2023-02-16,2023-01-31,2023-02-02,n / a
+316,Phoebe Norwood,confirmed,F,seventy-four,2023-02-08,2023-03-03,NA,rtcovered,2023-02-16,2023-01-31,2023-02-02,n / a
+317,Jaime Cline,confirmed,Male,13,18/02/2023,23/02/2023,NA,recovered,22/02/2023,29/01/2023,07/02/2023,24
+318,Orion Crawleigh,probable,m,sixty-one,2023-02-22,2023-03-02,NA,null,N A,2023-02-03,2023-02-10,NA
+319,N /A,confirmed,female,forty-eight,2023/02/22,2023/02/28,NA,recovered,2023/03/12,2023/02/01,2023/02/09,22.2
+320,N /A,confirmed,female,forty-eight,2023/02/22,2023/02/28,NA,recovered,2023/03/12,2023/02/01,2023/02/09,22.2
+321,Kenny Porras,probable,N A,NAN,03/02/2023,11/02/2023,NA,n/a,n / a ,31/01/2023,05/02/2023,NA
+322,Shaheer al-Ayub,not avail,M,twenty-nine,not a number,n /a,NA,\.,20 Feb 2023,30 Jan 2023,n / a ,#N/A
+323,Gilda Martinez,confirmed,f,22,2023-01-21,2023-02-01,NA,recovered,2023-02-08,2023-01-17,2023-01-21,24.1
+324,Melissa Arnold,confirmed,female,NOt available,2023/01/23,2023/02/10,NA,recovered,2023/01/26,not avail,2023/01/22,22.8
+325,Karla Pineda Bu-Assaf, a / a,female,na,2023-01-22,#N/A,NA,not avail,2023-02-09,2023-01-17,2023-01-22,25.7
+326,Karla Pineda Bu-Assaf, a / a,female,na,2023-01-22,#N/A,NA,not avail,2023-02-09,2023-01-17,2023-01-22,25.7
+327,Sumbula el-Qazi,confirmed,F,2,n / a,01 Feb 2023,NA,Yecovered,Not Avail,15 Jan 2023,22 Jan 2023,25.1
+328,Alan Escalante,confirmed,\.,thirty-nine,22 Jan 2023,29 Jan 2023,n/a, NA,02 Feb 2023,13 Jan 2023,24 Jan 2023,23.7
+329,Sara Thesz,confirmed,female, a / a,n/a,29-01-2023,n / a,recovered,04-02-2023,16-01-2023,22-01-2023,23.7
+330,Lee Rojas,suspected,Male,sixty-two,21/01/2023,25/01/2023,NA,recovered,27/01/2023,15/01/2023,\*,\.
+331,N / A,probable,Male,four,29 Jan 2023,04 Feb 2023,NA,recovered,NULL,na,23 Jan 2023,NA
+332,N A,nan,Female,four,25-01-2023,29-01-2023,NA,recovered,04-02-2023,13-01-2023,19-01-2023,NA
+333,Kimberly Lara,suspected,F,fifteen,2023/01/26,2023/01/31,not avail,Not Avail,2023/02/14,N / A ,2023/01/19, na
+334,Isaac Colgan,probable,M,seventy-five,23/01/2023,05/02/2023,n / a ,recovered,02/02/2023,NULL,20/01/2023,NA
+335,Aayaat al-Khawaja,confirmed,F,n a,27 January 2023,NAN,NA,recovered,23 February 2023,20 January 2023,25 January 2023,22.6
+336,Aayaat al-Khawaja,confirmed,F,n a,27 January 2023,NAN,NA,recovered,23 February 2023,20 January 2023,25 January 2023,22.6
+337,Drew Holt,confirmed,M,thirty-four,22/01/2023,03/02/2023,28/01/2023,recovered,12/02/2023,21/01/2023,24/01/2023,NULL
+338,Drew Holt,confirmed,M,thirty-four,22/01/2023,03/02/2023,28/01/2023,recovered,12/02/2023,21/01/2023,24/01/2023,NULL
+339,Muthanna al-Hanif,n a,male,1,26 Jan 2023,03 Feb 2023,Not Avail,recovered,03 Feb 2023,NA ,24 Jan 2023,NA
+340,N A,confirmed,Female,three,18 January 2023,NA ,NA,recovered,NA ,17 January 2023,23 January 2023,n a
+341,Dylan Marolt,suspected,#N/A,4,25-01-2023,\*,NA,recovered,31-01-2023,15-01-2023,22-01-2023,NA
+342,Rylan Rogge,confirmed,m,NA,25 Jan 2023,02 Feb 2023,NA,recovered,19 Feb 2023,12 Jan 2023,19 Jan 2023,23
+343,Stephanie Hall,probable,female,sixteen,19-01-2023, N / A,NA,recovered,not available,11-01-2023,Not Available,Not A Number
+344,Chelsea Byrnes,suspected,Female,4,2023-01-24,2023-02-02,na ,recovered,2023-02-16,n a,2023-01-23,NA
+345,Simone Potratz-Oldham,probable,N A,75,2023/01/17,2023/01/30,NA,died,2023/02/06,2023/01/12,2023/01/17,NA
+346,Jared Williams,Not Avail,\.,8,19-01-2023,NULL,NA,recovered,13-02-2023,12-01-2023,19-01-2023,25.1
+347,Nathan Biles,probable,Male,60,2023/01/17,2023/01/30,NA,recivered,2023/02/09,2023/01/13,2023/01/19,NA
+348,Brittany Trautman,not avail,f,24,16-01-2023,22-01-2023,NA,recovered,31-01-2023,11-01-2023,17-01-2023,20.5
+349,Emrly Conley,n / a ,na ,5,15 Jan 2023,22 Jan 2023,NA,recovered,20 Jan 2023,13 Jan 2023,18 Jan 2023,28.3
+350,Kymbreanne Beard,probable,femalm,6,16 Jan 2023,23 Jan 2023,#N/A,died,27 Jan 2023,10 Jan 2023,17 Jan 2023,NA
+351,Kymbreanne Beard,probable,femalm,6,16 Jan 2023,23 Jan 2023,#N/A,died,27 Jan 2023,10 Jan 2023,17 Jan 2023,NA
+352,,suspected,F,twenty-six,24 Jan 2023,28 Jan 2023,NA,Not A Number, NA,20 Jan 2023,29 Jan 2023,NA
+353,Arriane Julia Basnet,confirmed,N/A,75,2023-01-24,2023-02-01,NA,recovered,2023-02-03,2023-01-21,2023-01-27,n / a
+354,Atiyya el-Khalaf,probabld,Female,39,20 January 2023,09 February 2023,N/A,died,30 January 2023,#N/A,24 January 2023,missing
+355,Chelsey Spindel,suspected,\*,seventy-five,2023-01-20,2023-01-25,NA,recovered,\.,2023-01-17,2023-01-22,NA
+356,Joseph Zarate,confirmed,M,9,20/01/2023,22/01/2023,NA,reeovered,30/01/2023,19/01/2023,23/01/2023,27.4
+357,Saafiyyw el-Kaiser,probable,f,N / A ,20-01-2023,29-01-2023,25-01-2023,recovered,28-01-2023,18-01-2023,23-01-2023,NA
+358,Karina Gamma,Not Avail,f,21,2023/01/24,2023/02/04,NA,recovered,Not A Number,2023/01/18,2023/01/22,NA
+359,n / a ,confirmed,null,9,2023-01-29,2023-02-05,NA,recovered,2023-02-06,2023-01-14,2023-01-20,26
+360,Destany Olson,suspected,F,sixteen,28/01/2023,13/02/2023,NA,Not Avail,25/02/2023,N / A,31/01/2023,NA
+361,Alexis Perez Ordonez, N / A,Female,seven,n a,2023/02/12,NA,recovered,2023/02/22,2023/01/25,2023/01/29,25
+362,Colin Soh,probable,m,na,2023/01/28,2023/01/30,NA,recovered,2023/03/04,2023/01/27,2023/01/29,NA
+363,Noori al-Othman,confirmed,male,15,26 January 2023,06 February 2023,31 January 2023,recovered,06 February 2023,22 January 2023,26 January 2023,30.9
+364,Nambera el-Beydoun,confirmed,F,2,01-02-2023,06-02-2023,NA,recovered,18-02-2023,NULL,\.,22.2
+365,David Taylor,codfirmed,male, NA,31 January 2023,08 February 2023,NA,rgcovered,20 February 2023,19 January 2023,24 January 2023,N / A
+366, N / A,confirmed,male,not available,2023/02/10,2023/02/19,nan,na ,2023/02/19,2023/01/23,2023/01/28,N / A
+367,Cante Hogan,suspected,Female,twenty-two,2023-02-08,2023-02-13,NA,recovered,2023-02-16,2023-01-31,N / A ,Not Avail
+368,Adelissa Rubio,probable,Female,thirty-nine,09-02-2023,21-02-2023,NA,recovered,15-02-2023,04-02-2023,13-02-2023,NA
+369,Kseniya Duggan,,F,missing,2023-02-13,Not A Number,NA,recovered,2023-03-10,2023-02-05,2023-02-12,#N/A
+370,N /A,NAN,male,seventy-five,2023/02/13,2023/02/21,NA,not available,2023/02/28,2023/02/06,2023/02/11,NA
+371,\*,n a,Female,\*,09 Feb 2023,14 Feb 2023,NA,rerovered,07 Mar 2023, N / A,09 Feb 2023,NA
+372,Kelly Thach,probable,f,twenty-four,missing,16 February 2023,NA,recovered,18 February 2023,03 February 2023,10 February 2023,NA
+373,Umaira el-Harroun,confirmed,f,,09-02-2023,27-02-2023,NA,NA ,09-03-2023,03-02-2023,not avail,23.4
+374,A'Jonte Kalema,probable,not available,58,09/02/2023,17/02/2023,NA,\?,27/02/2023,01/02/2023,na,NA
+375,Lavelle Pyles,confirmed, N / A,N / A,2023/02/08,2023/02/14,NA,recovered,2023/02/22,2023/02/05,2023/02/11,25.6
+376,Maurice Maker,probable,m,seventy-one,11 February 2023,23 February 2023,13 February 2023,recovernd,05 March 2023,04 February 2023,08 February 2023,NA
+377,Sereno Gordon,probable,male,twenty-two,10 Feb 2023,Not Available,NA, a / a,03 Mar 2023,N / A,15 Feb 2023,NA
+378,Anthony Saucedo,confirmed,Male,nine,10 Feb 2023,16 Feb 2023,27 Feb 2023,recovered,02 Mar 2023,06 Feb 2023,13 Feb 2023,24.9
+379,Karina Burckley,confirmee,Not Available, N / A,2023-01-18,2023-01-28,NA,Aecovered, a / a,2023-01-17,2023-01-23,28.6
+380,Nicholas Herrmann,confirmed,m,58,21-01-2023,01-02-2023,NA,died,28-01-2023,14-01-2023,20-01-2023,\?
+381,Morgan Vazquez,confirmsd,Fmmale,thirteen,22 Jan 2023,29 Jan 2023,NA,recovered,28 Jan 2023,11 Jan 2023,N /A,na
+382,NA,Not Available,Male,18,2023/01/17,2023/01/23,2023/01/19,recovered,n / a,2023/01/11,2023/01/18,26
+383,Abdur Raheem el-Murad, N / A,Uale,14, NA,27/01/2023,NA,recovered,24/01/2023,15/01/2023,21/01/2023,NA
+384,Oscar Ramirez,not available,male,2,16/01/2023,N/A,NA,recovered,29/01/2023,n a,19/01/2023,24.4
+385,Izah Liddle,confirmed,na ,65,23 January 2023,07 February 2023,29 January 2023,died,29 January 2023,14 January 2023,23 January 2023,Not A Number
+386,Juan Pena-Manuel,confirmed,male,ten,30-01-2023,\.,NA,recovered,not available,20-01-2023,24-01-2023,28
+387,Brandon Gerlach,confirmed,\.,twenty,2023/01/25,2023/02/01,NA,recovered,2023/02/03,2023/01/15,2023/01/22,not a number
+388,Jordyn Aztwine,probable,NULL,na,30 Jan 2023,NAN,NA,recovered,03 Mar 2023,16 Jan 2023,25 Jan 2023,NA
+389,NA ,confirmed,female,65,29-01-2023,missing,Not Available,recovered,not avail,Not Available,24-01-2023,27.5
+390,Urja Le,not available,F, NA,not a number,26-01-2023,NA,recovered,01-02-2023,16-01-2023,25-01-2023,n /a
+391,Britlyn Fleer,probable,\.,18,2023-01-21,2023-02-03,NA,recovered,2023-01-26,NOt available,\.,NAN
+392,Jesse Martinez,probable,male,six,21 Jan 2023,na,n a,recovered,05 Feb 2023,14 Jan 2023,22 Jan 2023,NA
+393,NA,probable,m,56,22/01/2023,02/02/2023,NA,recovered,28/01/2023, a / a,23/01/2023,NA
+394,Tyler Webb,confirmed,male,thirty-six,18-01-2023,,23-01-2023,recovered,03-02-2023,13-01-2023,18-01-2023,23.6
+395,Andrew Toliver,suspected, na,4, N / A,2023-02-04,NA,recovered,\?,Not A Number,2023-01-20,NA
+396,,suspected,Febale,63,NOt available,2023-01-27,2023-01-22,Nied,2023-02-05,2023-01-14,2023-01-22,NA
+397,Karin Lieb,confirmed,f,one,25 January 2023,29 January 2023,NA,recovered,11 February 2023,15 January 2023,NOt available,22.5
+398,Karin Lieb,confirmed,f,one,25 January 2023,29 January 2023,NA,recovered,11 February 2023,15 January 2023,NOt available,22.5
+399,N/A,probable,M,2,30 Jan 2023,06 Feb 2023,NA,NULL,\?,13 Jan 2023, na,NA
+400,Maria Demmitt-Hiott,confirmed,na,eighteen,19-01-2023,24-01-2023,NA,recovered,26-01-2023, a / a,18-01-2023,N / A 
+401,Jesse Crowe,confirmed,male,3,21/01/2023,n / a,NA,Not A Number,24/01/2023,13/01/2023,19/01/2023,20.2
+402,Brooke Tyler,confirmed,Female,75,27 Jan 2023,03 Feb 2023,NA,\*,07 Feb 2023, NA,18 Jan 2023,23.8
+403,Maribel Gomez,probable,N A,n a,29 January 2023,04 February 2023,NA,\*,10 February 2023, na,18 January 2023,NA
+404,n a,confirmed,M,three,N / A,not a number,NA,recovered,2023/01/30,2023/01/11,2023/01/18,27.7
+405,Seungwan Jones,confirged,N/A,7,2023/01/20,2023/02/02,n / a,recovered,2023/01/27,2023/01/11,2023/01/18,25.7
+406,Ian Mays,probable,M,five,2023-01-19,2023-01-23,NA,recovered,2023-02-07,2023-01-13,2023-01-17,NA
+407,Brandqn Kim,confirmed,m,8,null,03/02/2023,#N/A,recovered,30/01/2023,13/01/2023,16/01/2023,24.1
+408,Brandqn Kim,confirmed,m,8,null,03/02/2023,#N/A,recovered,30/01/2023,13/01/2023,16/01/2023,24.1
+409,Caleb Cotton,confirmed,m,8,19 January 2023,25 January 2023,NA,recovered,01 February 2023,13 January 2023,,#N/A
+410,Eryn Haut-Quintana,probable,Female,54,2023-01-22,2023-01-26,NA,recovered,na,null,2023-01-22,NA
+411,Caitlynn Shangoeaux,probable,F,42,null,Not Avail,n /a,N / A ,2023-02-07,2023-01-18,,
+412,Irfaan al-Attar,confirmed,male,twenty-six,na,02/02/2023,28/01/2023,recovered,31/01/2023,15/01/2023,24/01/2023,24.6
+413,Rachel Varley,confirmed,F,56,NULL,2023/01/30,NA,recovered,2023/01/27, a / a,N / A ,Not A Number
+414,Mayo Daniels,probable,m, a / a,22 January 2023,29 January 2023,NA,NA,04 February 2023,18 January 2023,24 January 2023,NA
+415,Nhi Saldanha,suspected,Femtle,47,2023/01/23,N A,NA,recovered,2023/02/14,2023/01/16,NA ,NA
+416,Mary Moreno,probable,Female,sixty-five,23 January 2023,01 February 2023,NA,rewovered,N A,na,N/A,NA
+417,n/a,suspected, a / a,na , N / A,2023-02-03,2023-01-30,NULL,2023-02-04,2023-01-17,2023-01-23,NA
+418,n/a,suspected, a / a,na , N / A,2023-02-03,2023-01-30,NULL,2023-02-04,2023-01-17,2023-01-23,NA
+419,Shfwn Day,confirmed,Male,24,25-01-2023,28-01-2023,\?,racovered,07-02-2023,17-01-2023,26-01-2023,not a number
+420,Gustavo Lopez,Not A Number,M,seventy-three,2023/01/19,2023/01/29,NA,not available,2023/01/24,2023/01/16,2023/01/20,25.1
+421,Gustavo Lopez,Not A Number,M,seventy-three,2023/01/19,2023/01/29,NA,not available,2023/01/24,2023/01/16,2023/01/20,25.1
+422,Geoffrey Hermanyhorses,NAN,m,seventy-five,21/01/2023,27/01/2023,NA,null,26/01/2023,17/01/2023,18/01/2023,NA
+423,Geoffrey Hermanyhorses,NAN,m,seventy-five,21/01/2023,27/01/2023,NA,null,26/01/2023,17/01/2023,18/01/2023,NA
+424,Skyllar Jonds,Nrobable,female,eighteen,\?,08 February 2023,NA,Not Avail,11 February 2023,24 January 2023,n / a ,NA
+425,Tyler Walker-Reese,suspected,N / A,seventy-five,09/02/2023,missing,NA,recovered,15/02/2023,28/01/2023,01/02/2023,NA
+426,Tyler Walker-Reese,suspected,N / A,seventy-five,09/02/2023,missing,NA,recovered,15/02/2023,28/01/2023,01/02/2023,NA
+427,Frankie Rioja Piedras,N A,F,sixty-eight,N/A,2023/02/04,2023/02/13,died,2023/03/08,N/A,#N/A,22.6
+428,Jacob Lucero,suspected,missing,64,N / A ,19/02/2023,NA,recovered, a / a,29/01/2023,01/02/2023,NA
+429,Matthew Gamage,confirmed,NA,15,2023-02-12,2023-02-27,nan,recovered,not a number,2023-01-29,n / a ,N / A 
+430,Destiney Burton,confirmed,female,18,10/02/2023,19/02/2023,NA,recovered,04/03/2023,28/01/2023,02/02/2023,26.4
+431,Alexandrer Paplow,probable,Female,eight,06 Feb 2023,12 Feb 2023,NA,recovered,n /a,28 Jan 2023,04 Feb 2023,NA
+432,Essence Jackson,confirmed,f,14,17-01-2023,29-01-2023,NA,recovered,16-02-2023,14-01-2023,19-01-2023,25.1
+433,NA,prrbable,F,one,not a number,2023-02-09,2023-01-30,recovered,2023-02-02,null,2023-01-25,NA
+434,German Fregoso,confirmrd,M,not a number,26 January 2023,29 January 2023,NA,\*,15 February 2023,16 January 2023,Not Available,25.5
+435,German Fregoso,confirmrd,M,not a number,26 January 2023,29 January 2023,NA,\*,15 February 2023,16 January 2023,Not Available,25.5
+436,na,confirmed,Female,two,19/01/2023,,NA,recovered,02/02/2023,15/01/2023,21/01/2023,26.3
+437,Tevin Hightower,n/a,M,18,20 January 2023,26 January 2023,NA,recovered,29 January 2023,11 January 2023,18 January 2023,28.8
+438,Anthony Smith,probable,m,twenty-two,19-01-2023,23-01-2023,22-01-2023,recovered,27-01-2023,10-01-2023,16-01-2023,NA
+439,Natasha Parker,suspected,female,75,20-01-2023,25-01-2023,NA,recivered,29-01-2023,11-01-2023,19-01-2023,NA
+440,Michael Mergerson,n a,m,54,n / a ,27 January 2023,22 January 2023,recpvered,23 February 2023,13 January 2023,18 January 2023,NA 
+441,Michael Mergerson,n a,m,54,n / a ,27 January 2023,22 January 2023,recpvered,23 February 2023,13 January 2023,18 January 2023,NA 
+442,Steven Guerra Moreno,probable,Male,n a,21-01-2023,29-01-2023,NA,recovered,05-02-2023,09-01-2023,not avail,NA
+443,Mariah Payne,probable,female,NAN,16-01-2023,28-01-2023,NA,recovered,29-01-2023,13-01-2023,19-01-2023,NA
+444,Mariah Payne,probable,female,NAN,16-01-2023,28-01-2023,NA,recovered,29-01-2023,13-01-2023,19-01-2023,NA
+445,Keith Brutout,\?,m,2,2023/01/16,2023/01/25,2023/01/25,recovered,2023/02/09,2023/01/15,2023/01/20,27.9
+446,Amajda Russell,confirmed,Female,seven,2023/01/18,2023/01/31,NA, na,2023/02/14, N / A,2023/01/18,23.7
+447,Daisha Cameron,probable,Female,1,2023-01-16,2023-01-21,2023-01-24,recovered,2023-01-25,2023-01-13,2023-01-17,NA
+448,\.,confirmex,Female, na,27 Jan 2023,30 Jan 2023,30 Jan 2023,died,12 Feb 2023,19 Jan 2023,\?,25.6
+449,\.,confirmex,Female, na,27 Jan 2023,30 Jan 2023,30 Jan 2023,died,12 Feb 2023,19 Jan 2023,\?,25.6
+450,Kara Thorson,probable,Female,65,nan,29/01/2023,NA,recovered,n / a,22/01/2023,31/01/2023,NA
+451,\?,n a,F,seventy-five,Not Avail,2023-02-06,NA,recovered,2023-02-12,2023-01-18,2023-01-31,NA
+452,Daniel Campbell,suspected,N / A,four,27-01-2023,NA ,na ,recovered,07-02-2023,21-01-2023,28-01-2023,NA
+453,Trevon Berhane,probable,not available,\.,na,Not Available, na,\?,2023-02-18,2023-01-30,2023-02-01,NA
+454,Shalin Kee,na ,F,49,31-01-2023,17-02-2023,NA,recovernd,10-02-2023,na ,NOt available,NA
+455,N / A ,probable,male,seven,08 Feb 2023,19 Feb 2023,NULL,recovered,19 Feb 2023,31 Jan 2023,08 Feb 2023,\?
+456,Michael Nededog,N A,NAN,6,2023-02-13,N /A,NA,recovered,2023-03-23,NULL,2023-02-06,not a number
+457, N / A,probable,\*,seventy-five,2023/02/04,2023/02/13,\?,recovered,\.,2023/01/28,2023/02/07,NA
+458, a / a,probable,\.,seventy-three,2023-01-26,2023-02-01,na ,died,2023-02-17,2023-01-21,2023-01-28,NA
+459,Anthony Her,confirmed,male,seven,N/A,15 February 2023,NA,Oecovered,24 February 2023,01 February 2023,03 February 2023,26.8
+460,Muhyddeej el-Nazar,probable,M,\*,31-01-2023,05-02-2023,NAN,recovered,18-02-2023,29-01-2023,31-01-2023,NA
+461,Raaid al-Parsa,NAN,male,75,29/01/2023,05/02/2023,NA,recovered,18/02/2023,27/01/2023,02/02/2023,23.9
+462,Marcus Jumbo,confirmed,Male,seventy-five,08 February 2023,15 February 2023,NULL,recovered,23 February 2023,31 January 2023,09 February 2023,24.5
+463,Madison Heiss,confirmed,F,21,05 February 2023,Not Avail,NA,na ,13 February 2023,02 February 2023,\?,20.7
+464,Madison Heiss,confirmed,F,21,05 February 2023,Not Avail,NA,na ,13 February 2023,02 February 2023,\?,20.7
+465,Randy Jewell,N A,m,N A, NA,15 Feb 2023,N / A ,NAN,27 Feb 2023,02 Feb 2023,06 Feb 2023,27.9
+466,\.,confirmed,Male,57,2023/02/07,2023/02/13,NA,recovered,2023/02/11,2023/01/31,2023/02/07,23.1
+467,N/A,suspected,M,#N/A,2023-02-13,2023-02-23,NA, N / A,NA,n /a,2023-02-13,NA
+468,Mercedes Gaudian,NULL,Not Available,51,15-02-2023,28-02-2023,na,recovered,28-02-2023,07-02-2023,16-02-2023,26.9
+469,Mercedes Gaudian,NULL,Not Available,51,15-02-2023,28-02-2023,na,recovered,28-02-2023,07-02-2023,16-02-2023,26.9
+470,Moriah Green-Schenfeld,probable,missing,10,12 Feb 2023,22 Feb 2023,NA,recovered,NA ,09 Feb 2023,15 Feb 2023,NA
+471, a / a,confirmed,Female,sixteen,14-02-2023,22-02-2023,NA,n /a,19-02-2023,09-02-2023,n a,24.1
+472, a / a,confirmed,Female,sixteen,14-02-2023,22-02-2023,NA,n /a,19-02-2023,09-02-2023,n a,24.1
+473,Cory Murray,probable,male,75,,2023-02-26,NA,recoverxd,N/A,2023-02-08,2023-02-11,NA
+474,Demetrius Carabajal III,confirmed, NA,8,not available,16/02/2023,N /A,recovered,16/02/2023,08/02/2023,N/A,nan
+475,Raven Mackey,confirmed,f,NA,\*,03/03/2023,26/02/2023,recovered,08/03/2023,not avail,16/02/2023,26.8
+476,Sage Tovar-Jimenez,confiumed,NA ,thirteen,N/A,na,NA,recovered,2023/03/17,\*,NAN,25
+477,Jolene Lee,not available,\?,eight,2023-02-18,2023-03-12,NA,recovered,2023-03-01,2023-02-12,2023-02-20,26.5
+478,NOt available,NA,F,NAN,18/02/2023,#N/A,NA,\?,02/03/2023,13/02/2023,18/02/2023,NA
+479,Moriah Hughes,confirmed,Femvle,n/a,Not A Number,26-02-2023,N / A,died,22-02-2023,14-02-2023,20-02-2023,25.6
+480,Andrea Lopez,suspected,F,nineteen,2023/02/13,2023/02/20,NA,recovered,2023/02/23,2023/02/09,2023/02/16,NA
+481,Paul Zermeno,confirmed,m,12,,na,#N/A,recovered,01 February 2023,29 January 2023,01 February 2023,n /a
+482,Shi Hyung Gee-Taylor,probable,,19,29 January 2023,02 February 2023,NA,recovered,16 February 2023,25 January 2023,30 January 2023,not a number
+483,Aaron Brave,probable,male,57,2023-02-02,2023-02-07,not avail,recovered,2023-02-14,2023-01-19,2023-01-25,NA
+484,Treauna Payton,\*,Female,63,29 Jan 2023,04 Feb 2023,NA,recovered,15 Feb 2023,23 Jan 2023, NA,NA
+485,Razeen al-Rassi,suspected,\*,eleven,29/01/2023,09/02/2023,02/02/2023,n / a ,13/02/2023,21/01/2023,25/01/2023,NA
+486,Habeeba el-Shaheen,confirmed,F,75,na ,2023/01/30,NA,recovered,2023/02/03,N A,NA ,24.1
+487,Andres Nelson,confirmed,M,12,31/01/2023,06/02/2023,NA,recovered,05/02/2023,N /A,02/02/2023,na
+488,N/A,NAN,f,8,08-02-2023,20-02-2023,NA,recovered,15-02-2023,na,02-02-2023, a / a
+489,Kaley Roces,confirmed,female,missing,02/02/2023,10/02/2023,NA,NOt available,20/02/2023,27/01/2023,01/02/2023,n / a
+490,Zachery Brown,confirmed,N /A,19,30-01-2023,06-02-2023,03-02-2023,recovered,15-02-2023,25-01-2023,31-01-2023,25
+491,Torrance Al Amin Jr,confirmed,NULL,60,2023-02-03, NA,NA,recohered,N / A ,2023-01-28,2023-02-03,26.1
+492,Alexis Jackson,probable,f,forty-nine,06-02-2023,#N/A,n /a,refovered,17-02-2023,25-01-2023,N / A,NA
+493,Alexis Jackson,probable,f,forty-nine,06-02-2023,#N/A,n /a,refovered,17-02-2023,25-01-2023,N / A,NA
+494,Jyona Reagor, N / A,Female,thirty-three,04/02/2023,13/02/2023,NA,recovered,21/02/2023,25/01/2023,03/02/2023,27.6
+495,Amanda Bullard,confirmed,Female,seventy-five,10-02-2023,24-02-2023,NA,recovered,N/A,NA ,02-02-2023,25.1
+496,Riley Kennedy,probable,m,sixty-six,2023-02-02,2023-02-14,NA,nan,2023-02-14,2023-01-26,2023-02-01,NA
+497,NAN,concirmed,f,sixty-eight,10-02-2023,\.,NA,recovered,17-02-2023,27-01-2023,31-01-2023,23.5
+498,Christopher Elliott,suspected,male,one,25-01-2023,01-02-2023,NA,n /a,28-01-2023,na,29-01-2023,NA
+499,Valeria Muniz,na ,n /a,\.,28/01/2023,07/02/2023,NA,recovered,n / a ,21/01/2023,Not Available,29.1
+500,Maria Carmona,suspected,female,2,2023-01-27,2023-02-01,NAN,not avail,2023-02-04,2023-01-20,2023-01-28,NA
+501,Matthew Hamer,confirmed,Maae,10,02 Feb 2023,11 Feb 2023,NA,recovered,23 Feb 2023,31 Jan 2023,06 Feb 2023, na
+502,Dhaki el-Dallal,consirmed,M,forty-six,not avail,2023/02/08,NA,recovered,2023/02/10,2023/01/26,2023/02/04,25.9
+503,Katheriae Baliga,suspected,f,twenty-three,01 February 2023,16 February 2023,NA,recovered,14 February 2023,22 January 2023,28 January 2023,NA
+504,n /a,probable,f,18,28/01/2023,N / A,NA,died,09/02/2023,23/01/2023,28/01/2023,NA
+505,Robert Sabala,probabre,M,two,30 January 2023,04 February 2023,NA,recovered,25 February 2023,22 January 2023,31 January 2023,NA
+506,Jasmine Smith,confiemed,f,seventy-four,na ,13 February 2023,NA,recovered,12 February 2023,29 January 2023,02 February 2023,26.3
+507,Francisco Aguilar,suspected,\?,31,03 February 2023,28 February 2023,NA,recovered,10 February 2023,17 January 2023,27 January 2023,NOt available
+508,Musheer al-Younis,confirmed,male,13,28 Jan 2023,not avail,30 Jan 2023,not a number,missing,23 Jan 2023,29 Jan 2023, NA
+509,Neben Hoang,N /A,m,13,25 Jan 2023,02 Feb 2023,NA,recovered,22 Feb 2023,15 Jan 2023,Not Avail,NA
+510,n / a,confirmed,M,63,2023/01/24,2023/01/28,NA,recovered,2023/02/14,2023/01/16,2023/01/27,NA
+511,Ashley Lewis,confirmed,na,NAN,23 Jan 2023,29 Jan 2023,26 Jan 2023,Not Available, NA,16 Jan 2023,23 Jan 2023,NA
+512,Travis Colony,probable,m,missing,25 Jan 2023,04 Feb 2023,n / a,n/a,21 Feb 2023,17 Jan 2023,Not Avail,NA
+513,Haala al-Mian,suspected,Female,seventy-five,22 January 2023,na ,31 January 2023,dief,05 February 2023,17 January 2023,N /A,NA
+514,#N/A,n /a,F,15,25-01-2023, a / a,NA,recovered,04-02-2023,17-01-2023,21-01-2023,NA
+515,Brian Runyon,probable,M,65,21/01/2023,24/01/2023,NA,recovered,NOt available,,21/01/2023,NA
+516,Widdad al-Rahimi,probable,f,ten,21-01-2023,30-01-2023,NA,rectvered,08-02-2023,18-01-2023,22-01-2023,NA
+517,Matthew Kreul,confirmed,na ,17,n / a ,2023-02-19,NA,recovered,2023-02-05,2023-01-22,2023-01-30,25
+518,Zeena el-Ibrahim,\.,F,22,2023-02-02,2023-02-16,NA,recovered,2023-02-24,2023-01-25,2023-01-30,25.9
+519,Jessica Mayard,confirmed,n /a, NA,2023-02-04,2023-02-20,na,recovered,2023-02-15,2023-01-26,2023-01-30,26.1
+520,null,confirmed,Fezale,NAN,NA ,07/02/2023,missing,recovered,04/02/2023,18/01/2023,23/01/2023,27.6
+521,null,confirmed,Fezale,NAN,NA ,07/02/2023,missing,recovered,04/02/2023,18/01/2023,23/01/2023,27.6
+522,Christa Leswick,probabse,female,24,23 January 2023,03 February 2023,28 January 2023,not a number,07 February 2023,17 January 2023,28 January 2023,not a number
+523,Jeffery Johnson,confirmed,N A,nine,2023/01/28,2023/02/03,NA,recovered,nan,2023/01/20,n / a ,24.1
+524,Mary Rodrigrez,confirmed,female,11,2023-01-28,N A,NA,recovered,2023-02-16,2023-01-18,not avail, a / a
+525,Nour-El Dean Trujillo,confirmed,male,forty-nine,25/01/2023,05/02/2023,NA,recovered,04/02/2023,19/01/2023,23/01/2023,26.5
+526,Josiah Abdi,confirmed,Male,40,06-02-2023,21-02-2023,14-02-2023,recovered,03-03-2023,29-01-2023,03-02-2023,25.1
+527,Baaqir al-Bashir,suspected,M,3,2023-02-03,2023-02-12,NA,N / A ,2023-03-05,2023-01-29,2023-02-03,N A
+528,Baaqir al-Bashir,suspected,M,3,2023-02-03,2023-02-12,NA,N / A ,2023-03-05,2023-01-29,2023-02-03,N A
+529,Anna Watson,confirmed,female,17,04-02-2023,07-02-2023,NA,recovered,13-02-2023,27-01-2023,04-02-2023,23.3
+530,Zubaida el-Sulelman,nan,f,fifteen,2023-02-02,2023-02-08,na ,recovered,2023-03-03,2023-01-29,2023-02-03,26.2
+531,\*,confirmed,Male,30,04 Feb 2023,11 Feb 2023,NA,recovered,12 Feb 2023,28 Jan 2023,05 Feb 2023,25.9
+532,Irvin Bonilla,confirmed,N / A,thirty,15-02-2023,21-02-2023,NA,recovered,Not Avail,29-01-2023,n /a,24.6
+533,Chevantey Mcknight,n / a ,female,sixty-three,13 Feb 2023,20 Feb 2023,NA,N / A,02 Mar 2023,28 Jan 2023,na,25.2
+534,Adal el-Khan,not a number,F,53,2023-02-03,2023-02-09,NA,recovered,2023-02-11,2023-01-30,2023-02-04,24.9
+535,Nhan Magsaysay II,confirmed,m, a / a,02/02/2023, NA,06/02/2023,n a,17/03/2023,\.,n/a,NULL
+536,Nhan Magsaysay II,confirmed,m, a / a,02/02/2023, NA,06/02/2023,n a,17/03/2023,\.,n/a,NULL
+537,Jordan Owen,suspected,Male,46,07 Feb 2023,18 Feb 2023,NA,died,15 Feb 2023,n / a,08 Feb 2023,NA
+538,Christian Weinstein,suspected,m,n / a ,09 Feb 2023,20 Feb 2023,NA,recovered,15 Feb 2023,03 Feb 2023,10 Feb 2023,NA
+539,n / a ,not avail,male,na ,08/02/2023,19/02/2023,NA,recovered,15/03/2023,05/02/2023,10/02/2023,NA
+540,Jeong-Hun Quinn,probable,missing,null,07-02-2023,18-02-2023,NA,recoveryd,11-02-2023,03-02-2023,09-02-2023,NA
+541,Ievin Artis,#N/A,NA,eleven,2023-02-09,2023-02-18,NA, NA,N / A,NA ,2023-02-07,18.8
+542,Susana Gallegos,confirmed,N/A,16,2023/02/08,2023/02/20,NA,recovered,2023/02/21,2023/01/31,2023/02/08,24
+543,Felicia Kabotie,confirmed,#N/A,n / a,07-02-2023,17-02-2023,NOt available,recovered,18-02-2023,02-02-2023,#N/A,22.6
+544, a / a,confirmed,Male,thirty-eight, na,01 Mar 2023,NA,recovered,22 Mar 2023,02 Feb 2023,04 Feb 2023,21.1
+545,NA,probable,female,six,15 Feb 2023,N /A,NA,recovered,15 Mar 2023,31 Jan 2023,04 Feb 2023,NA
+546,Ashlee Nguyen,probable,Female,sixty-eight,18-02-2023,25-02-2023,25-02-2023,died,N A,29-01-2023,06-02-2023,NA
+547,Joshua O'Neil,confirmed,M,three,04/02/2023,08/02/2023,08/02/2023,recovered,20/03/2023,Not Avail,n / a ,23.2
+548,Stephanie Ramirez,probable,F,75,08/02/2023,13/02/2023,NA,recovered,\?,27/01/2023, a / a,NA
+549,not available,confirmed,M,one,07/02/2023,13/02/2023,NA,recovered,14/02/2023,03/02/2023,08/02/2023,24
+550,Filmona Hood,probable,male,two,2023/02/07,\?,NA,recovehed,2023/02/25, N / A,2023/02/05,NA
+551,Christian Howard,probable,Male,five,2023/02/13,2023/02/18,NA,recovered,2023/02/25,2023/02/01,2023/02/10,NA
+552,Not Available,,f,n / a ,09 Feb 2023,25 Feb 2023,NA,rtcovered,N / A,01 Feb 2023,06 Feb 2023,25
+553,Not Available,,f,n / a ,09 Feb 2023,25 Feb 2023,NA,rtcovered,N / A,01 Feb 2023,06 Feb 2023,25
+554,Antonio Reider,confirmed,n /a,seventy-five,10 Feb 2023,13 Feb 2023,NA,recovered,21 Feb 2023,31 Jan 2023, N / A,not avail
+555,Antonio Reider,confirmed,n /a,seventy-five,10 Feb 2023,13 Feb 2023,NA,recovered,21 Feb 2023,31 Jan 2023, N / A,not avail
+556,Thomas Prak,probable,Male,Not A Number,2023-02-03,2023-02-13,NA, N / A,2023-02-16,2023-01-30,2023-02-09,NA
+557,Kathleen Baig,confirmed,F,n / a ,not avail,14 Feb 2023,16 Feb 2023,died, a / a,\*,03 Feb 2023,27.7
+558,Koi Harris,confirmed,\*,6,12-02-2023,25-02-2023,NA,recovered,23-02-2023,Not Avail,11-02-2023,24.1
+559,,probable,m,null,12-02-2023,17-02-2023,NA,recovered,23-02-2023,08-02-2023,13-02-2023,NA
+560,Raymond Ruiz,confirmed,M,7,11-02-2023,17-02-2023,NA,recovered,20-02-2023,08-02-2023,12-02-2023,23
+561,\?,confirmed,M,6,06 February 2023,12 February 2023,08 February 2023,recovered,25 February 2023,02 February 2023,04 February 2023,21.3
+562,Cynthia Day,probable,Female,18,2023/02/07,2023/02/13,2023/02/10,N/A,2023/02/24,2023/01/26,\?,NA
+563,nan,probable,female,thirteen,2023/01/28, NA,NA,rjcovered,NA ,n a,2023/01/27,NA
+564,Jumaana al-Sabir,Confirmed,F,12,29-01-2023,N/A,NA,recovered,10-02-2023,22-01-2023,NAN, N / A
+565,Kayla Goodman,suspected,Female,sixty-nine,06/02/2023,,NA,recovered,24/02/2023,25/01/2023,N / A ,NA
+566,Avrry Ashlock,probable,m,14,2023-01-28,N /A,NA,recovered,2023-02-13,NOt available,2023-01-27,NA
+567,Ian Lacy,confirmed,Male,52,N/A,16 February 2023,nan,recovered,01 March 2023,N/A,Not A Number,25.4
+568,Jonathon Statom,suspected,Male,thirty-four,2023-02-03,2023-02-08,2023-02-09,recovered,nan,2023-01-27,2023-02-02,NA
+569,Mahbooba el-Ismanl,suspected,f,19,n / a,not a number,NA,died,NULL,15 Jan 2023,N /A,NA
+570,Derian Lopez,probable,na,15,not a number,30 Jan 2023,NA,recovered,03 Feb 2023,15 Jan 2023,\?,NA
+571,Derian Lopez,probable,na,15,not a number,30 Jan 2023,NA,recovered,03 Feb 2023,15 Jan 2023,\?,NA
+572,NA ,probable,N A,75,2023-02-03,2023-02-09,2023-02-09,recovered,2023-02-13,2023-01-13,nan,
+573,Nicklos Heffelman,suspected,male,33,2023/01/26,2023/01/31,NA,recodered,2023/02/16,2023/01/13,2023/01/20,NA
+574,Thuy Bickel,confirmed,F,na,\.,31-01-2023,n a,died,Not Available,15-01-2023,20-01-2023,22
+575,Zufar al-Kader,probable,m,fifty-six,N / A,2023/01/26,2023/01/25,na ,2023/02/15,2023/01/15,2023/01/16,\?
+576,Maegan Straughn,confirmed,NA,thirty,16 January 2023,23 January 2023,NA,died,02 February 2023,12 January 2023,21 January 2023,Not Available
+577,Samantha Gracely,probablo,n a,5,17/01/2023,25/01/2023,NA,recovered,03/02/2023,12/01/2023,18/01/2023,NA
+578,Alexandel Duarte,confirmed,M,Not A Number,17 January 2023,27 January 2023,NA,recovered,02 February 2023,15 January 2023,20 January 2023,24.1
+579,Khatlyn Page,suspected,f,n /a,17 Jan 2023,n/a,25 Jan 2023,not avail,n/a,14 Jan 2023,17 Jan 2023,NA
+580,Khatlyn Page,suspected,f,n /a,17 Jan 2023,n/a,25 Jan 2023,not avail,n/a,14 Jan 2023,17 Jan 2023,NA
+581,Amanda Ramirez,probabfe,f,7,20 Jan 2023,28 Jan 2023,NA,recovered,30 Jan 2023,09 Jan 2023,21 Jan 2023,NA
+582,Not Avail,confirmed,male,forty-six,n a,30 January 2023,n /a,reeovered,13 February 2023,10 January 2023,20 January 2023,21.7
+583,Millacynt Ghebre,n / a, a / a,9,18 Jan 2023,Not Avail,NA,recovered,08 Feb 2023,12 Jan 2023,21 Jan 2023,23.6
+584,nan,probable,Mdle,missing,18-01-2023,24-01-2023,NA,recovered,01-02-2023,14-01-2023,n a,NA
+585,Numair el-Hussain,\.,Male,forty-eight,20 Jan 2023,24 Jan 2023,NA,Mecovered,15 Feb 2023,15 Jan 2023,20 Jan 2023,\.
+586,Not A Number,probable,NOt available,sixty-four,20-01-2023,27-01-2023,23-01-2023,died,01-02-2023,16-01-2023,22-01-2023,NULL
+587,Jessica Quiroz,Not Available,N A,three,2023/01/22,2023/01/25,NA,recovered,n /a,2023/01/15,2023/01/22,28.2
+588,Samuel Maling,suspected,Male, a / a,nan,31-01-2023,NA,recovered,25-01-2023,16-01-2023,23-01-2023,n a
+589,Elizabeth Ludja,confirmed,f,four,24 January 2023,nan,NA,recoveren,05 February 2023,15 January 2023,19 January 2023,22.7
+590,Not Available,confirmed,Female,23,NA ,2023-01-28,NA,N / A,2023-02-08,NAN,2023-01-21,25.3
+591,N/A,probablc,Male,3,\*,08/02/2023,NA,recovered,nan,13/01/2023,25/01/2023,not a number
+592,Anthony Vazquez,suspected,Male,n /a,21 January 2023,na,23 January 2023,recovered,01 February 2023,15 January 2023,24 January 2023,NA
+593,Katherine Green,probable,f,null,2023/01/21,2023/01/29,2023/01/24,recovered,2023/02/19,N A,2023/01/23,NA
+594,Amber Mascarenas,probable,F,7,2023-01-24,2023-01-30,N/A,reckvered,2023-02-08,2023-01-20,2023-01-23,NA
+595,Not Avail,confirmed,Female,n a,2023/01/22,Not Avail,NA,recovered,2023/02/04,n /a,2023/01/26,22.3
+596,not available,suspected,M,18,2023-01-29,#N/A,2023-02-03,recovered,2023-02-04,2023-01-20,2023-01-28,NA
+597,NA ,confirmed,male,46,01/02/2023,15/02/2023,NA,NULL,not avail,19/01/2023,24/01/2023,25.8
+598,Not Avail,confirmed,f,three,N/A,NULL,N / A ,recovered,13 Feb 2023,21 Jan 2023,29 Jan 2023,26.8
+599,Sarah Titus,suspected,F,48,2023-01-24,2023-01-31,NA,recovered,2023-02-21,2023-01-20,2023-01-27,NA
+600,Levi Smith,#N/A,Male,1,nan,06 February 2023,30 January 2023,not available,10 February 2023,NAN,26 January 2023,NA
+601,Levi Smith,#N/A,Male,1,nan,06 February 2023,30 January 2023,not available,10 February 2023,NAN,26 January 2023,NA
+602,n / a ,confirmed,m,twenty-six,2023/01/24,2023/02/03,2023/01/28,recovered,not a number,2023/01/20,N / A,25.8
+603,Rachel Williams,confirmed,F,70,2023/01/25,2023/02/01,NA,recovered,2023/02/05,2023/01/21,2023/01/28,25.7
+604,Jannat el-Mousa,suspectee,f,fifty-two,26/01/2023,na,n / a ,recovered,04/02/2023,22/01/2023,27/01/2023,NA
+605,NULL,suspected,n / a,13,Not A Number,2023-02-05,NA,N /A,2023-02-04,2023-01-23,2023-01-26,NA
+606,Cmarlayna Embry,confirmew, N / A,sixty-three,nan,2023-02-04,NA,recovered,2023-02-26,Not Avail,\?,N A
+607,Ty Kirven,confirmed,male,fourteen,nan,2023-02-04,NA,not a number,2023-02-21,2023-01-23,2023-01-30,24.7
+608,na,suspected,N /A,14,17 Feb 2023,23 Feb 2023,NA,died,20 Feb 2023,15 Feb 2023,18 Feb 2023,NA
+609,Gregg Shoeboot,confirmed,male,15,18 Feb 2023,26 Feb 2023,NA,not a number,06 Mar 2023,12 Feb 2023,na ,21.7
+610,Mahdeeya al-Qazi,suspected,f,fifty-two,2023/02/19,2023/02/22,NA,not avail,2023/03/10,N / A,2023/02/12,Not A Number
+611,Moira Crosby,suspected,fezale,19,27-02-2023,09-03-2023,NA,NAN,16-03-2023,04-02-2023,N /A,NA
+612,Joey Tran,sulpected,Male,32,17/02/2023,28/02/2023,NA,recovered,11/03/2023,07/02/2023,09/02/2023,NA
+613,Haatim el-Allam,confirmed,m,eight,19 Feb 2023,#N/A,NA,not a number,20 Mar 2023,16 Feb 2023,18 Feb 2023,22.9
+614,Manaal el-Koroma,confirmed,Female,69,27/02/2023,03/03/2023,NA,not avail,17/03/2023,19/02/2023,24/02/2023,26.2
+615,Kara Maloy,na,Female,\*,NULL,not a number,26 Feb 2023,NA,11 Mar 2023,18 Feb 2023,Not Avail, NA
+616,Daniel Alexander,confirmed,Mele,11,02-03-2023,07-03-2023,na,recovered,21-03-2023,\*,NA ,30.1
+617,null,confirmed,Mace,not avail,24-02-2023,05-03-2023,01-03-2023, na,02-03-2023,20-02-2023,28-02-2023,24.9
+618,Hishaam el-Latif,confirmed,M,thirteen,not a number,2023-02-27,2023-03-01,recovered,#N/A,2023-02-18,2023-02-23,24.1
+619,Hishaam el-Latif,confirmed,M,thirteen,not a number,2023-02-27,2023-03-01,recovered,#N/A,2023-02-18,2023-02-23,24.1
+620,N /A,suspected,Female,thirteen,08 Feb 2023,15 Feb 2023,NA,recovered,15 Feb 2023,27 Jan 2023,06 Feb 2023,NA
+621,N /A,suspected,Female,thirteen,08 Feb 2023,15 Feb 2023,NA,recovered,15 Feb 2023,27 Jan 2023,06 Feb 2023,NA
+622,Alyssa Sandhu,confirmed,f,null,08/02/2023,na ,NA,recovered,18/02/2023,02/02/2023,N/A,28.6
+623,Jalen Marquez,Not Available,M,six,not avail,15 February 2023,Not A Number,Gecovered,18 February 2023,03 February 2023,06 February 2023,23.6
+624,n / a,probable,na,seventy-five,14/02/2023,23/02/2023,NA,n a,09/03/2023,31/01/2023,09/02/2023,not available
+625, na,confirmed,M, a / a, na,28 January 2023,31 January 2023,n / a,24 February 2023,19 January 2023,na,24.6
+626,NA,confirmed,male,6,2023/01/25,2023/01/30,NA,n a,2023/02/03,2023/01/21,2023/01/26,26.1
+627,NAN,nan,M,28,23 January 2023,N A,NA,recovered,27 January 2023,20 January 2023,na,23.2
+628,n / a ,confirmed,NA,two,23 Jan 2023,NULL,NA,recovered,21 Feb 2023,21 Jan 2023,23 Jan 2023,na 
+629,N / A ,N / A ,Not A Number,eight,N/A,29/01/2023, a / a, a / a,14/02/2023,21/01/2023,25/01/2023,NA
+630,Alex Gayman,confirmed,Male,twenty-two,2023-01-26,2023-02-02,NA,recovered,2023-02-09,2023-01-19,2023-01-28,23.3
+631,Diego Bueno,confirmed,male,na,24/01/2023,N / A,NA,,15/02/2023,18/01/2023,26/01/2023,23.5
+632,Marcus Bell,nan,male,nine,\.,n/a,NA,recovered,18/02/2023,22/01/2023,28/01/2023,25.5
+633,not a number,confirmed,f,thirty-nine,24 January 2023,04 February 2023,\*,recovered,07 February 2023,21 January 2023,28 January 2023,26.7
+634,Alexandcr Heilman,Not Available,m,seventy-four,01 Feb 2023,n / a,NA,recovered,15 Feb 2023,22 Jan 2023,23 Jan 2023,NA
diff --git a/episodes/data/unknown_simulist.rds b/episodes/data/unknown_simulist.rds
new file mode 100644
index 00000000..a2b924b4
Binary files /dev/null and b/episodes/data/unknown_simulist.rds differ
diff --git a/episodes/data/unknown_simulist_messy.csv b/episodes/data/unknown_simulist_messy.csv
new file mode 100644
index 00000000..425d55c6
--- /dev/null
+++ b/episodes/data/unknown_simulist_messy.csv
@@ -0,0 +1,1702 @@
+id,case_name,case_type,sex,age,date_onset,date_reporting,date_admission,outcome,date_outcome,date_first_contact,date_last_contact,ct_value
+1,Caroline Fowler,confirmed,f,N/A,2023-01-01,2023-01-06,2023-01-12,died,2023-01-26,NA,NA,25.7
+2,Mato Ty oatch,confirmed,N A,13,11-01-2023,15-01-2023,NA,recovered,NA,29-12-2022,03-01-2023,26.1
+3,missing,confirmed,male,19,not a number,2023/01/24,2023/01/20,recovered,NA,2023/01/08,2023/01/13,24
+4,Daquan Konneh,confirmed,Mala,83,23 January 2023,not a number,NA,recovered,NA,09 January 2023,12 January 2023,25.4
+5,NOt available,suspected,male,thirty-five,30 Jan 2023,01 Feb 2023,NA,recovered,,NAN,20 Jan 2023, a / a
+6,Evan Macneill,confirmed,M,50,2023/01/24, a / a, na,dmed,2023/02/01,2023/01/21,2023/01/27,null
+7,Elias Arnold,na,M,83,\*,02-02-2023,NA,recovered,NA,N / A ,01-02-2023,not available
+8,Micah Le,n a,\?,72,2023/01/30,2023/01/31,2023/02/02,recovered,NA,2023/01/25, na,NA
+9, na,prodable,#N/A,fourteen,27 Jan 2023,29 Jan 2023,03 Feb 2023,recovered,NA,NA, N / A,NA
+10,NAN,suspected,Male,46,NULL,2023-02-13,NA,Eecovered,NA,2023-01-26,2023-02-04,NA
+11,Sanate Javaid,probable,Male,N/A,11-02-2023,14-02-2023,NA,recovered,NA,29-01-2023,03-02-2023,#N/A
+12, a / a,confirmed,Male,fifty-six,2023-02-01,2023-02-03,not avail,recovered,Not Avail,2023-01-27,2023-02-03,not avail
+13,Tracy Wilson,confirhed,M,7,not available,2023-02-06,Not Available,recovered,NA,2023-01-25,2023-02-01,21
+14,not available,confirmed,m, N / A, na,03 February 2023,NA,recovered,NA,24 January 2023,28 January 2023,22.5
+15,Eric Mcgwe,confirmed,M,twenty,27-01-2023,30-01-2023,na,#N/A,NA,23-01-2023,n/a,24.2
+16,NULL,confirmed,m,56,2023-01-29,2023-01-31,NA,recovered,NA,2023-01-23,2023-01-29,28.4
+17,N/A,suspected,f,28,15-02-2023,18-02-2023,NA,died,24-02-2023,07-02-2023,10-02-2023,NA
+18,Matthew Jones,probable,male,9,nan,NA,17/02/2023,died,02/03/2023,N / A ,11/02/2023,NA
+19,Isaiah Fergins,suspected,M,1,12 February 2023,14 February 2023,NA,recovered,NA,null,13 February 2023,NA
+20,Isaiah Fergins,suspected,M,1,12 February 2023,14 February 2023,NA,recovered,NA,null,13 February 2023,NA
+21,Jesse Fajardo,probable,M,71,04/02/2023,06/02/2023,NA,recovered,na ,24/01/2023,04/02/2023,NA
+22,Faison Mosley,confirmid,male,n /a,04 Feb 2023,missing,NA,N / A ,NA,31 Jan 2023,03 Feb 2023,26.7
+23,Joshua Buczynski,suspectev,m,77,05/02/2023,NOt available,NA,recovered,NA,30/01/2023,04/02/2023,NA
+24,Quiana Nguyen,probable,Female,fifty-two,05-02-2023,NA ,NA,NULL,null,25-01-2023,na,NA
+25,Typone Peele,confirmed,M,n a,02/02/2023,05/02/2023,NA,#N/A,NA,28/01/2023,04/02/2023,23.6
+26,Rajaa al-Sabet,suspected,Not Available,fifty-four,02 Feb 2023,n / a,n / a,died,18 Feb 2023, a / a,29 Jan 2023,NA
+27,n / a ,suspected,Male,fifty-eight,2023-02-14,2023-02-17,NA,recovered,NA,2023-02-09,2023-02-13,not avail
+28,n / a ,suspected,Male,fifty-eight,2023-02-14,2023-02-17,NA,recovered,NA,2023-02-09,2023-02-13,not avail
+29,Eric Santistevan,suspected,m,ninety,14/02/2023,22/02/2023,NA,recovered,NA,10/02/2023,14/02/2023,NA
+30,Brandyn Rowles,confirmed,m,twenty-six,14 February 2023,21 February 2023,NA,recovered,NA, a / a,13 February 2023,23.9
+31,NULL,n a,Male,72,2023/02/13,2023/02/15,n / a,recovered,NA,null,2023/02/19,Not Available
+32,David Peak,confirmed,M,59,14-02-2023,Not Available,NA,diyd,01-03-2023,02-02-2023,\*,20.6
+33,David Peak,confirmed,M,59,14-02-2023,Not Available,NA,diyd,01-03-2023,02-02-2023,\*,20.6
+34,Raafi el-Abdelnour,suspected,M,twenty-six,05 February 2023,09 February 2023, na,recovered,NA,04 February 2023,n /a,NA
+35,Raafi el-Abdelnour,suspected,M,twenty-six,05 February 2023,09 February 2023, na,recovered,NA,04 February 2023,n /a,NA
+36,Tabitha Talent,confirmed,F,twenty-three,02 February 2023,04 February 2023,07 February 2023,died,14 February 2023,null,nan,24.1
+37,Miqdaam al-Hariri,prxbable,m,nine,06-02-2023,09-02-2023,NA,recovered,NA,31-01-2023,05-02-2023,NA
+38,Chaz Wall,suspected,male,80,NA ,04 Feb 2023,NA,recovered,NA,01 Feb 2023,04 Feb 2023,NA
+39,Not Avail, NA,male,sixty-two,15 Feb 2023,17 Feb 2023,19 Feb 2023,died,25 Feb 2023,10 Feb 2023,16 Feb 2023,NA
+40,Not Avail, NA,male,sixty-two,15 Feb 2023,17 Feb 2023,19 Feb 2023,died,25 Feb 2023,10 Feb 2023,16 Feb 2023,NA
+41,Nicholas Reznik,confirmed,m,two,17/02/2023,19/02/2023,24/02/2023,died,n/a,12/02/2023,null,21.1
+42,Chuong Guerette,confirmed,M,64,15 February 2023,Not Avail,NA,recovered,Not Avail,09 February 2023,18 February 2023,25.6
+43,missing,confirmed,na,seventy,15-02-2023,N / A ,NA,recovered,\.,10-02-2023,15-02-2023,23
+44,Tristan Gifford,confirmed,M,thirty-three,17-02-2023,19-02-2023,NA,N A,NA,08-02-2023,13-02-2023,24.8
+45,na ,na,M,seventy,n a,2023/02/24,n / a,died,2023/03/09,2023/02/02,2023/02/08,NA
+46,Zachary Buels,Not Avail,M,14,14-02-2023,17-02-2023,NA,recovered,NA,02-02-2023,08-02-2023,25.1
+47,Farhaan el-Irani,\*,Male,68,03 Feb 2023,n a,10 Feb 2023,recovered,NA,29 Jan 2023,\?,NA
+48,Leroy Hall,Not Avail,male,33,2023/02/07,2023/02/09,NA,recovered,NA,2023/01/29,null,NA
+49,Isaiah Johnson,confirmed,m,twenty-eight,11/02/2023,12/02/2023,NA,recovered,NA,,07/02/2023,24.3
+50,Danielle Garcia,confirmed,Female,eighty-one,not available,2023/02/16, a / a,diej,2023/02/25,NA ,2023/02/07,25.9
+51,Kennia Ramirez Rosales,suspected,female,NAN,09/02/2023,13/02/2023,#N/A,recovered,NA,02/02/2023,06/02/2023,NA
+52,Imani Roaf,confirmed,female,53,2023-02-07,2023-02-10,NA,recovered,NA,2023-01-30,2023-02-07,24.6
+53,Jose Gilbert,suspected, a / a,67,2023-02-20,2023-02-23,NA,recovered,NA,2023-02-13,2023-02-18,NA
+54,MarinalHernandez De La O,Not Avail,F,seventy-two,2023/03/02,\.,NA,recovered,NA,2023/02/11,2023/02/23,NAN
+55,Yomenic Trinh,probable, N / A,37,24 February 2023,27 February 2023,NA,recovered,NA,10 February 2023,18 February 2023,NA
+56,Yomenic Trinh,probable, N / A,37,24 February 2023,27 February 2023,NA,recovered,NA,10 February 2023,18 February 2023,NA
+57,N /A,probable,M,sixty-nine,not avail,24 February 2023,NA,recovered,Not A Number,13 February 2023,NA ,NA
+58,Aleanna Germeroth,not available,F,Not A Number,18 Feb 2023,22 Feb 2023,NA,recovered,n/a,n/a,19 Feb 2023,26
+59,nan,suspected, na,twenty-five,19-02-2023,23-02-2023,NA,died,04-03-2023,14-02-2023,18-02-2023,NA
+60,nan,suspected, na,twenty-five,19-02-2023,23-02-2023,NA,died,04-03-2023,14-02-2023,18-02-2023,NA
+61,Nicholas Judkins,na ,Male,twenty-six,23 Feb 2023,27 Feb 2023,NA,Iecovered,Not Avail,17 Feb 2023,01 Mar 2023,NA
+62,Cory Jacobson,probable, NA,nine,null,2023/02/19,NA,recovered,NA,NA ,2023/02/16,NA
+63,Miranda Usry,confirmed,Not Avail,thirty-nine,NAN,19/02/2023,NA,rmcovered,NA,08/02/2023,14/02/2023,28
+64,Jeffrey Garcia,n/a,n a,30,not available,19-02-2023,not available,recovered,NA,05-02-2023,13-02-2023,NA
+65,Gene Gilliard,confirmed,male,87,NAN,15/02/2023,NA,recovered,NA,N / A ,12/02/2023,25.9
+66,NULL,probable,null,sixty-five,2023-02-23,2023-02-25,NA,\*, na,2023-02-18,2023-02-21,NA
+67,Reema al-Momin,n a,female, a / a,2023-02-27,nan,NA,recovered,NA,2023-02-21,2023-02-26,NA
+68,n a,confirmed,Female,sixty-six,2023/02/26,2023/02/28,NA,recovered,NA,2023/02/22,2023/02/28,26.6
+69,n a,confirmed,Female,sixty-six,2023/02/26,2023/02/28,NA,recovered,NA,2023/02/22,2023/02/28,26.6
+70,Malachi Session,probable,m,eighty-eight,not available,03/03/2023,NA,recovered,NA,#N/A,n / a,na 
+71,Malachi Session,probable,m,eighty-eight,not available,03/03/2023,NA,recovered,NA,#N/A,n / a,na 
+72,Michelle Rendon,suspected,NOt available,39,08/03/2023,10/03/2023,13/03/2023,died,N / A ,15/02/2023,nan,NA 
+73,n / a,confirmed,\.,sixty-two,18/02/2023,22/02/2023,NA,recovered,NA,na ,19/02/2023,25.2
+74,Taaha al-Guler,confirmed,m,sixty-eight,22 Feb 2023,25 Feb 2023,null,recovered,NA,\.,,27
+75,Taaha al-Guler,confirmed,m,sixty-eight,22 Feb 2023,25 Feb 2023,null,recovered,NA,\.,,27
+76,Abdul Khaliq el-Bilal,confirmed,M,fifty-one,24 February 2023,27 February 2023,NA,recovered,NA,19 February 2023,24 February 2023,22.4
+77,Abdul Khaliq el-Bilal,confirmed,M,fifty-one,24 February 2023,27 February 2023,NA,recovered,NA,19 February 2023,24 February 2023,22.4
+78,#N/A,probable, a / a,27,19 Feb 2023,04 Mar 2023,not avail, na,06 Mar 2023, NA,22 Feb 2023,NA
+79,Not Avail,confirmed,Male,null,20-02-2023,25-02-2023,NA,recovered,NA,14-02-2023,n /a,21.9
+80,Hannah Willhoit,confirmed,female,N /A,18/02/2023,20/02/2023,NA,recovered,#N/A,null,20/02/2023,23.3
+81,#N/A,confirmed,M,7,,null,NA,recovered,NA,18 Feb 2023,26 Feb 2023,23
+82,n /a,confirmed,f,NOt available,NA,04-03-2023,NA,recovered,NA,20-02-2023,02-03-2023,28
+83,Chinguun Patria,probable,malh,thirty-four,11 March 2023,na ,18 March 2023,recovered,NA,26 February 2023,03 March 2023,NA
+84,n/a,probable,M,76,2023-03-04,2023-03-07,NA,n/a,NA,not avail,2023-03-05,NA
+85,Maxwell Goyette,probable,m,N A,12-03-2023,14-03-2023,NA,recovernd,NA,05-03-2023,11-03-2023,NA
+86,Labteb el-Sharifi,confirmed,M,38,2023/02/24,2023/02/26,Not A Number,recovered,N/A,2023/02/20, na,24
+87,N/A,confirmed,M,sixteen,27/02/2023,28/02/2023,n / a ,recovered,NA,23/02/2023,27/02/2023,N / A 
+88,Syed Kaiwi,confirmed,M,fifty-six,2023/02/26,2023/03/01,NA,recovered, NA,not a number,2023/02/23, a / a
+89,Sfeven Mclin,suspected,M,Not Available,25-02-2023,28-02-2023,n/a, a / a,NA,14-02-2023,N/A,NA
+90,n/a,suspected,Male,thirty-six,21-02-2023, na,26-02-2023,recovered,NA,15-02-2023,21-02-2023,NA
+91,Kyleigh Diaz,suspected,F,31,2023-03-01, N / A,NA,recovered,NA,2023-02-15,not a number,NA
+92,Kyleigh Diaz,suspected,F,31,2023-03-01, N / A,NA,recovered,NA,2023-02-15,not a number,NA
+93,Justin Galvan,probable,male,twenty-four,2023-02-25,n /a,2023-03-02,recovered,NA,2023-02-20,2023-02-26,NA
+94,Audrey Rosenberg,confirmed,Female,56,2023-03-01,2023-03-03,#N/A,recovered,NA,Not A Number,2023-03-02,22.7
+95,Daniel Torrez,probable,Male,thirty-seven,12 March 2023,13 March 2023,N/A,na ,06 April 2023,05 March 2023,15 March 2023,NA
+96,Daniel Torrez,probable,Male,thirty-seven,12 March 2023,13 March 2023,N/A,na ,06 April 2023,05 March 2023,15 March 2023,NA
+97,Trenecy Herrera,confirmed,m,\.,16-03-2023,20-03-2023,20-03-2023,recovered,NA,not avail,16-03-2023,27
+98,Jala Leroy,confirmed,Not Avail,40,04 March 2023,07 March 2023,NA,recovered,na ,27 February 2023,04 March 2023,24.2
+99,Natjsha Allen,confirmed,Not Avail,eighty-two,04/03/2023,08/03/2023,06/03/2023,died,n / a,21/02/2023,04/03/2023,\?
+100,Diana Hickman,confirmed,NAN,54,05-03-2023,07-03-2023,Not A Number,recovebed,N/A,23-02-2023,27-02-2023,25.1
+101,Joshua Eisele,probable,Male,83,not available,08/03/2023,NA,recovered,NA,26/02/2023,04/03/2023,NA
+102,Ramalaan al-Yacoub,suspected,M,N / A ,2023-03-01,2023-03-05,NA,n / a,NA,N /A,2023-03-02,NA
+103,Ramalaan al-Yacoub,suspected,M,N / A ,2023-03-01,2023-03-05,NA,n / a,NA,N /A,2023-03-02,NA
+104,Jahsiel Esparla,confirmed,Not Available,eighty-eight,NULL,,NA,recovered,NA,18 February 2023,26 February 2023,na
+105,Skylar Yohe-Ironwing,confirmed,female,n a,2023/03/02,2023/03/04,N / A,Not A Number,\?,2023/02/26,2023/03/04,23.1
+106,Skylar Yohe-Ironwing,confirmed,female,n a,2023/03/02,2023/03/04,N / A,Not A Number,\?,2023/02/26,2023/03/04,23.1
+107,Kenneth xammans,confirmed,M,Not A Number,08 March 2023,11 March 2023,11 March 2023,djed,24 March 2023,24 February 2023,03 March 2023,25.8
+108,Mirza Ho,suspected,m,N /A,2023/03/09,2023/03/10,NA,recovered,NA,2023/02/20,N /A,NA
+109,Tyson Arguello,probable,N /A,81,03-03-2023,07-03-2023,NOt available,recovered,NA,28-02-2023,NULL,NA
+110,not avail,probable,f,twenty-five,not avail,2023/03/18,2023/03/19,died,2023/04/02,\?,2023/03/14,NA
+111,Valce Gonzalez,conxirmed,Not A Number,NOt available,14 Mar 2023,18 Mar 2023,NOt available,recovered,NA,NA ,14 Mar 2023,25.8
+112,Mia Johnson,NA,female,seventy-five,2023-03-24,not avail,NA,recovered,NA,not avail,2023-03-20,N / A 
+113,Michael Frazier, na,male,eighty-two,19-03-2023,21-03-2023,NA,recovered,NA,14-03-2023,20-03-2023,N / A
+114,Andrew Drury-Parlett,confirmed,Mape,39,2023-03-06,#N/A,NA,recovered,NA,2023-03-02,2023-03-06,23.1
+115,Kya Daniels,probable,male,na ,2023-03-07,missing,NA,recovered,NA,2023-03-01,2023-03-06,NA
+116,NA,confirmed,m,N /A,06/03/2023,08/03/2023,N /A,na ,NA,01/03/2023,03/03/2023,22.8
+117,Antonio qines,confirmed,male,90,02-03-2023,05-03-2023,NA,recovered,NA,25-02-2023,NA,25
+118,Ya'eesh al-Sahli,suspected,NOt available, na,na ,2023/03/03,NA,recovered,NA,2023/02/19,2023/02/27,NA
+119,Xai Shongolo,Not A Number,Male,\*,2023-03-07,2023-03-11,NA,recovered,NA,N / A ,2023-03-04,NA
+120,\*,probable,F,73,2023/03/09,2023/03/14,NA,recovered,NA,2023/03/06,2023/03/09,N / A
+121,Ghazaala el-Minhas,confirmed,missing,52,11 March 2023,16 March 2023,NA,\*,Not Avail,28 February 2023,08 March 2023,not avail
+122,Nathaniel Bell,suspected,male,46,2023/03/06,not avail,NA,recovered,NA,2023/03/02,2023/03/06,NA
+123,missing,confirmed, N / A,fifty-eight,n / a ,08 Mar 2023,NA,recovered,NA,02 Mar 2023,04 Mar 2023,29.9
+124,Frankie Natonabah,N/A,F,seventy-nine,19 Mar 2023,20 Mar 2023,Not Available,\.,NA,11 Mar 2023,18 Mar 2023,27.8
+125,Katherine Landry,confirmed,female,67,29/03/2023,01/04/2023,NA,NAN,NA,not a number,24/03/2023,27
+126,Katherine Landry,confirmed,female,67,29/03/2023,01/04/2023,NA,NAN,NA,not a number,24/03/2023,27
+127,N / A,confirmed,male,sixty-three,07/04/2023,09/04/2023,NA,Xecovered,NA,23/03/2023,27/03/2023,25.9
+128,N / A,confirmed,male,sixty-three,07/04/2023,09/04/2023,NA,Xecovered,NA,23/03/2023,27/03/2023,25.9
+129,Andrew Kim,confirmed,na,Not Available,29 March 2023,31 March 2023,NA,recovered,NA,22 March 2023,25 March 2023,22.7
+130,Lilyana Harris,NULL,f,twenty-six,11 March 2023,12 March 2023,NA,recovered,NA,04 March 2023,NOt available,NA
+131,D'Andre Zanders,confirmed,male,Not Available,n / a,na,NA,recovered,NA,2023-03-02,2023-03-08,25.1
+132,Diego Ramos Ruiz,suspected,na ,80,2023/03/07,2023/03/10,null,recovered,Not Avail,NA ,2023/03/09,NA
+133,Marie Aguilera,probable,Female,59,17 Mar 2023,24 Mar 2023,NA,not avail,NA,02 Mar 2023, na,NA
+134,\*,confirmed,M,forty-two,2023-03-17,2023-03-19,NA,n / a ,NA,2023-03-04,2023-03-09,22.4
+135,n a,probable,M,20,2023/03/08,NULL,NA,recovered,not available,n/a,NULL,NA
+136,NOt available,not avail,F,twenty-eight,2023-03-08,2023-03-12,NA,recovered,NA,2023-03-03,2023-03-09,\.
+137,Amos Thiessen,confirmed,Male,eight,2023/03/08,2023/03/10,not avail, na,NA,2023/03/02,2023/03/07,24.9
+138,Vinh Miller,probable,m,eighty-two,n /a,2023/03/12,NA,recovered,NA,NA ,2023/03/02,NA
+139,Richard Ayala,confirmed,M,forty-nine,2023/03/01,2023/03/03,NA,n /a,NA,2023/02/24,2023/03/02,N /A
+140,Ryan Lee,confirmed,M,41,N / A , a / a,NA,recovered,NA,06 Mar 2023,11 Mar 2023,24.5
+141,n / a ,confirmed,m,ten,2023/03/10,2023/03/12, NA,recovered,NA,2023/03/07,2023/03/10,26.2
+142, na,suspected,F,n / a,NOt available,11/03/2023,NA,,NA,05/03/2023,08/03/2023,null
+143,Eliakim Patterson,suspected,N /A,thirty-nine,06-03-2023,09-03-2023,NA,recovered,NA,01-03-2023,10-03-2023,NA
+144,Kane Davis,suspected,Male,69,12-03-2023,16-03-2023,NA,recovered,NA,06-03-2023,08-03-2023,Not Available
+145,Silmi al-Younis, na,maie,eighty-six, NA,24/03/2023,NA,recovered,NA,15/03/2023,23/03/2023,NA
+146,Jeremiah Miller,confirmed,Male,48,04 Apr 2023,07 Apr 2023,NA,reaovered,NA,26 Mar 2023,03 Apr 2023,24.1
+147,Michael Benge,suspected,M,37,07-04-2023,13-04-2023,NA,recovered,Not Avail, na,05-04-2023,NA
+148,Jordab Kim,confirmed,Not Available,66,01-04-2023,02-04-2023,NA,recovered,NA,27-03-2023,missing,26.5
+149,Christopher Lark,null,NAN,21,11 Mar 2023,13 Mar 2023,NA,recovered,NA,09 Mar 2023,17 Mar 2023,NA
+150,Cicely Naylor,suspected,female,fifty-three,18 Mar 2023,null,23 Mar 2023,died,08 Apr 2023,13 Mar 2023,18 Mar 2023, N / A
+151,Morris Miller,,male,sixty-one,13 March 2023,16 March 2023,NA,recovered,n a,02 March 2023,09 March 2023,\.
+152,Samuel Le,suspected,M,na,2023/03/09,n a,NA,recovered,NA,2023/03/03,2023/03/12,n / a
+153,Samuel Le,suspected,M,na,2023/03/09,n a,NA,recovered,NA,2023/03/03,2023/03/12,n / a
+154,Robyn Lynn,confirmed,female,46,21-03-2023,26-03-2023,NA,\.,NA,not avail,18-03-2023,N / A 
+155,Mitchell Campbell Lalone,na ,m,seventy-one,2023/03/18,2023/03/22,NA,recovered,NA, NA,NA,NA
+156,Isiah Edwards,Not A Number,N A,eighty-six,2023-03-12,N /A,NA,recovered,NA,2023-03-07,2023-03-11,N / A
+157,Musheer el-Khatib,suspected,n / a,forty,12 March 2023,15 March 2023,NA,recovered,NAN,07 March 2023,12 March 2023,NA
+158,Rasheeq el-Safar,confirmed,M,24,missing,15 March 2023,16 March 2023,recovered,NA,05 March 2023,09 March 2023,27.1
+159,Dean Johnson-Hodge,N / A ,M,not avail,13/03/2023,16/03/2023,NA,recovered,NA,\?,12/03/2023,NA
+160,Tomas Shaw,probable,na ,sixty,12 Mar 2023,14 Mar 2023,NA,recovered,NA , N / A,13 Mar 2023,NA
+161,Danielle Romero,confirmed,F,66,NAN,2023/03/04,NA,N A,NA,2023/02/25,2023/03/03,24.9
+162,N A,confirmed,m,51,08 Mar 2023,12 Mar 2023,NA,recovered,NA,27 Feb 2023,n /a,Not Avail
+163,Heather Adams,#N/A,female,75,08 Mar 2023,n a,NA,N /A,\?,05 Mar 2023,09 Mar 2023,NA
+164,Waseef ul-Ibrahim,confirmed,NULL,twenty-six,07 Mar 2023,12 Mar 2023,NA,recovered,NA,03 Mar 2023,12 Mar 2023,26.5
+165,Shukri al-Can,confirmed,m,sixty-four,n /a,05 April 2023,NA,rhcovered,NA,19 March 2023,23 March 2023,23.5
+166,Madyson Crispell,confirmed,female,4,07 Apr 2023,11 Apr 2023,16 Apr 2023,rucovered,NA,28 Mar 2023,04 Apr 2023,30.5
+167,Madyson Crispell,confirmed,female,4,07 Apr 2023,11 Apr 2023,16 Apr 2023,rucovered,NA,28 Mar 2023,04 Apr 2023,30.5
+168,Sarah Hyun,suspected,F,eighty-two,2023/04/03,2023/04/05,NA,recovered,NA,2023/03/30,2023/04/03,NA
+169,Tex Harrys,confirmed,\?, N / A,2023/03/12,N / A,NA,n / a,NA,2023/03/10,2023/03/13,25.9
+170,\?,suspected,#N/A,52,\.,14-03-2023,NA,n / a,NA,08-03-2023,17-03-2023,NA
+171,Jenna Esparza,n a,Not A Number,48,2023-03-12,2023-03-14,NA,recovered,n a,2023-03-08,2023-03-15,NA
+172,NA,confirmed,Male,eighty-eight,NOt available,2023-03-23,NA,Secovered,NA,2023-03-17,2023-03-21,n/a
+173,Marissa Ramos,\.,female,39,N / A,11 Mar 2023,NA,recovered,NA,08 Mar 2023,10 Mar 2023,26.1
+174,Alexandra Goyal,null,f,twenty-six,2023/03/10,2023/03/13,NA,recovered,NA,#N/A,2023/03/12,NA
+175, na,probable,M,N / A,NULL,28/03/2023,NA,recovered,N / A,20/03/2023,25/03/2023,NA
+176,Ellen Nguyen, NA,f,fifty-seven,04 April 2023,08 April 2023,11 April 2023,died,#N/A,N / A ,24 March 2023,NA
+177,Usman Lymbuwn,Not Available,M,sixty-four,24-03-2023,25-03-2023,NA,recovered,NA,,24-03-2023,28.7
+178,Grant Corby,probable,NA,forty-three,21 Mar 2023,24 Mar 2023,24 Mar 2023,Not Avail,NA,14 Mar 2023,19 Mar 2023,NA
+179,Grant Corby,probable,NA,forty-three,21 Mar 2023,24 Mar 2023,24 Mar 2023,Not Avail,NA,14 Mar 2023,19 Mar 2023,NA
+180, NA,confirmed,m,72,2023/03/26,2023/03/30,2023/04/04,\*,NA,2023/03/17,2023/03/20,29.1
+181,Not Avail,confirmed,Male,56,16 Mar 2023,21 Mar 2023,20 Mar 2023,died,24 Mar 2023,Not Available,18 Mar 2023,22.8
+182,Julio Castaneda-Amaya,confirmed,M,missing,12/03/2023,17/03/2023,,recovered,na ,07/03/2023,,23.5
+183,Masaki Lu,confirmed,Male,eighteen,19-03-2023,22-03-2023,NA,NOt available,n a,11-03-2023,18-03-2023,24.2
+184,Dexter Jones,probable,Male,65,17 March 2023,19 March 2023,NA,recovered,NA,10 March 2023,15 March 2023,NA
+185,Kaleb Hoke,\*,m,,16 March 2023,17 March 2023,n /a,recovered,NA,Not Available,16 March 2023,24.6
+186,#N/A,confirmed,nan,twenty,nan,2023-03-18,NA,recovzred,NA,2023-03-09,2023-03-15,24.1
+187,Eric Phillips,n / a ,Male,NA ,17 March 2023,n /a,NA,recovered,NA,10 March 2023,17 March 2023,22.8
+188,Anthony Do,probablq,male,n/a,2023/03/07,2023/03/10,NA,recovered,NA,2023/02/26,2023/03/04,N / A 
+189,\*,confirmed,Mhle,sixty-six,10/03/2023,12/03/2023,NA,null,na ,nan,12/03/2023,29.4
+190,Cordero Denny,not available,M,38,na ,12 March 2023,NOt available,recoverpd,NA,07 March 2023,NULL,NA
+191,Kanaan el-Ghazal,probable,male,one,11 March 2023,16 March 2023,N A,recovered,Not A Number,04 March 2023,11 March 2023,NA
+192,Markese Davis,,malz,29,2023/03/15,2023/03/19,2023/03/17,N A,null,2023/03/01,nan,n / a 
+193,Whittle Montalbano,suspected,N /A,78,2023/03/09,2023/03/12,2023/03/13,rmcovered,NA,2023/03/06,2023/03/08,NA
+194,Wisaam el-Mahdavi,confirmed,Male,50,2023-03-16,2023-03-20,NA, N / A,2023-03-24,2023-03-03,n / a ,24.3
+195,Frederick Taylor,confirmed,m,NA ,04 April 2023,08 April 2023,NA,recovered,NA,31 March 2023,04 April 2023,22.7
+196,Henry Stiens,NA,m,twenty-four,19/03/2023,22/03/2023,NA ,recoverei,NULL,09/03/2023,17/03/2023,24.2
+197,Jonathan Alcala, N / A,Male,fifty-six,17 Mar 2023,20 Mar 2023,NA,recovered,NA,\?,NA,NA
+198,n/a,confirmed,Maze,Not A Number,2023/03/18,not available,\*,n/a,2023/04/04,2023/03/09,2023/03/16,20
+199,Dylan Herndndez,confirmed,Male,81,2023-03-28,2023-03-31,\.,Not A Number,NA,2023-03-18,NA,23.9
+200,Timothy Walker,confirmed,Male,72,13/03/2023,20/03/2023,NA,recoverrd,NA,09/03/2023,12/03/2023,25.4
+201,Mitchell Baugh,suspected,m,3,07 Apr 2023,09 Apr 2023,21 Apr 2023,died,25 Apr 2023,01 Apr 2023,07 Apr 2023,NA
+202,Saif el-Molla,probable,male,89,NOt available,11 April 2023,Not Avail,recovered,n / a ,31 March 2023,05 April 2023,NA
+203,NA,suspecsed,Female,8,NAN,10-04-2023,14-04-2023,recovered,NA,02-04-2023,NULL,\.
+204,Jonathxn Andrada,confirmed,Male,one,23/03/2023,28/03/2023,NA,recovered,NA,19/03/2023,22/03/2023,\.
+205,Jonathxn Andrada,confirmed,Male,one,23/03/2023,28/03/2023,NA,recovered,NA,19/03/2023,22/03/2023,\.
+206,Musheer al-Rashed,probable,Male,missing,21 March 2023,22 March 2023,NA, na,NA,#N/A,23 March 2023,NA
+207,Kaitlyn Lejeune,suspected,Female,eighty,28 Mar 2023,01 Apr 2023,NA,recovered,NA,NOt available,27 Mar 2023,NA
+208,John Weiss,confirmed,Male,sixty-nine,23 Mar 2023,24 Mar 2023,NA,recovered,NA,19 Mar 2023,26 Mar 2023,24.3
+209,Damion Mattice,confirmed,Male,seventy-eight,30-03-2023,01-04-2023,NA,recovered,NA,24-03-2023,26-03-2023,25.6
+210,#N/A,confirmed,m,83,2023-03-22,Not A Number,NA,recovered, N / A,2023-03-12,2023-03-19,24.6
+211,\.,Not Available,M,36,21 March 2023,23 March 2023,null,recovered, NA,12 March 2023,19 March 2023,24.5
+212,N/A,confirmod,Uale,one,na ,24-03-2023,25-03-2023,recovered,NA,missing,20-03-2023,28.5
+213,N/A,confirmod,Uale,one,na ,24-03-2023,25-03-2023,recovered,NA,missing,20-03-2023,28.5
+214,Rueben Harris,suspected,m,seventy-nine,N / A,2023/03/21,NA,recovered,NA,2023/03/15,2023/03/20,nan
+215,Rueben Harris,suspected,m,seventy-nine,N / A,2023/03/21,NA,recovered,NA,2023/03/15,2023/03/20,nan
+216,Paul Fraser,not a number,m,n/a,18 Mar 2023,20 Mar 2023,23 Mar 2023,not available,NA,\*,20 Mar 2023,NA
+217,Kylie Yoshimura,confirmed,F,eighty-one,19 March 2023,not a number,NA,recovered,NA,15 March 2023,22 March 2023,26.1
+218,Kristel Leon-Macias,N /A,female,84,18/03/2023,20/03/2023,NA,recovered,null,15/03/2023,,Not A Number
+219,Kristel Leon-Macias,N /A,female,84,18/03/2023,20/03/2023,NA,recovered,null,15/03/2023,,Not A Number
+220, NA,N /A,male,66,22 March 2023,24 March 2023,NA,N / A,not a number,04 March 2023,10 March 2023,#N/A
+221,Aakif al-Wakim,confirmed,male,sixty-nine,24 March 2023,27 March 2023,NA,recovered,NA,05 March 2023,11 March 2023,24.9
+222,Phillip Fazio,\.,male,,2023-03-12,2023-03-16,na ,recovered,NA,2023-03-08,2023-03-15,26.7
+223,Dawa Ahluwalia,probable,M,84,11 Mar 2023,14 Mar 2023,,recovered, NA,06 Mar 2023,09 Mar 2023,NA
+224,n / a,probable,na ,eighty,2023-03-20,2023-03-22,NA,recovered,NA,2023-03-05,2023-03-13,NA
+225,Brenden Timken,confirmed,Mare,forty-three,13/03/2023,17/03/2023,na,recovered, N / A,n/a,12/03/2023,24.4
+226,Brenden Timken,confirmed,Mare,forty-three,13/03/2023,17/03/2023,na,recovered, N / A,n/a,12/03/2023,24.4
+227,n / a ,na,F,64,Not A Number,17/03/2023,19/03/2023,recovered,NAN,05/03/2023,11/03/2023,NA
+228,Caleb Dunbar,confirmsd,Male,one,21 March 2023,23 March 2023,NA,recsvered,NA,14 March 2023,21 March 2023,24.3
+229,Aaron Hintor,probable,M,eighty-seven,05 Apr 2023,07 Apr 2023,NA,recovered,NA,01 Apr 2023,05 Apr 2023,NA
+230,Eleazar Munoz Rivera,probable,male,69,2023-03-19,2023-03-28,NA,recovered,NULL,2023-03-17,2023-03-24,NA
+231,Markus Ross,suspected,n a,48,22/03/2023,26/03/2023,NA,n/a,NA,14/03/2023,21/03/2023,NA 
+232,Miguel Esparza,confirmed,male,52,2023/03/28,2023/03/31,Not Available,not avail,na ,,2023/03/18,22.5
+233,Niko York,probable,null,Not Avail,22/03/2023,26/03/2023,24/03/2023,recovered,NA,Not Avail,21/03/2023,NA
+234,Christian Bozonier,probable,Male,forty-seven,21 Mar 2023,25 Mar 2023,NA,recovered,NA,n /a,19 Mar 2023,NA
+235,Ayala Chavarria,probable,F,49,17 March 2023,20 March 2023,NA,recovered,NA, a / a,16 March 2023,NA
+236,Ayala Chavarria,probable,F,49,17 March 2023,20 March 2023,NA,recovered,NA, a / a,16 March 2023,NA
+237,Ardisia Walton,probable,f,78,2023/04/10,2023/04/11,NA,recovered,NA,null,2023/04/10,NA
+238,Christopher Ortivez,confirmed,Male,na,09 Apr 2023,14 Apr 2023,not a number,recovered, N / A,06 Apr 2023,N/A,29.7
+239,Abbey Gilpatrick,probable,F,thirteen,2023/04/20,2023/04/21,NA,recovered,NA,2023/04/03,2023/04/13,NA
+240,Abbey Gilpatrick,probable,F,thirteen,2023/04/20,2023/04/21,NA,recovered,NA,2023/04/03,2023/04/13,NA
+241,Ji Hoon Nguyen,confirmed,M,one,15 Apr 2023,17 Apr 2023,NA,recovered,NA,06 Apr 2023,Not Available,N / A 
+242,Zaahir al-Lone,confirmed,Male,sixty-one,18-04-2023,n/a,null,recovered,NA,05-04-2023,09-04-2023,27.9
+243,Wyatt Cunningham,shspected,M,thirty-four,23/03/2023,24/03/2023,NA,recovered,NA,16/03/2023,25/03/2023,NA
+244,Ubaida el-Samaan,N A,male,22,23-03-2023,25-03-2023,NA,N A,NA,13-03-2023,24-03-2023,NA
+245,Ashley Vazquez,confirmed,N / A,44,22 Mar 2023,29 Mar 2023,NA,recovered,n a,20 Mar 2023,24 Mar 2023,n a
+246,Ashley Vazquez,confirmed,N / A,44,22 Mar 2023,29 Mar 2023,NA,recovered,n a,20 Mar 2023,24 Mar 2023,n a
+247,na ,confirmed,female,nan,2023-03-26, na,n / a,na,NA,2023-03-19,nan,23.3
+248,Roland Aragon,protable,NA,seventeen,25 Mar 2023,27 Mar 2023,29 Mar 2023,rbcovered,NA,not a number,26 Mar 2023,Not A Number
+249,Carlos Miller,confirmed,Male,twelve,04 Apr 2023,N /A,NA,null,na,27 Mar 2023,02 Apr 2023,25.9
+250,Caroline Stahuljak,confirmed,F,54,2023/03/24,N/A,NA,recovered,NA,2023/03/19,2023/03/24,25.9
+251,StevengBaca,na,m,twenty-four,NA, na,NA,recovered,null,19 Mar 2023,23 Mar 2023,NA
+252,N / A,suspected,Female,Not Avail,2023/03/30,2023/04/02,NA,recovered,NA,2023/03/22,2023/03/24,NA
+253,Danielle Wilson,confirmed,F,forty,N/A,30/03/2023,06/04/2023,Not Available,11/04/2023,NA ,24/03/2023,24.6
+254,Ariel Manlove,confirmed,Female,six,26 Mar 2023,28 Mar 2023,NA,N/A,NA,not avail,24 Mar 2023,26.7
+255,\?,N /A,m,fourteen,26-03-2023,29-03-2023,NA,recovered,NULL,14-03-2023,23-03-2023,23.6
+256,Donovan Bellender,probable,male,32,25 Mar 2023,27 Mar 2023,NA,recovered,NA,15 Mar 2023,21 Mar 2023,not a number
+257,Timothy Miller,Vonfirmed,male,41,24 Mar 2023,n / a ,NA,recovered,NA,16 Mar 2023,18 Mar 2023,24.1
+258,John Rudolph Demessie,confirmed,N / A ,76,19 Mar 2023,23 Mar 2023,NA,recovered,\*,15 Mar 2023,n /a,N A
+259,Makenzie Ortiz,confirmed,F,7,2023-03-30,n / a ,NA,recovered,N/A,NA ,2023-03-21,25.7
+260,Malik Crutcher,\?,missing,Not Available,22 Mar 2023,25 Mar 2023,NA,recovered,NA,18 Mar 2023,21 Mar 2023,N/A
+261,Derek Rfams,suspected,Male,eighty-one,NAN,2023/03/21,not available,recovmred,NA,2023/03/17,2023/03/19,NA
+262,Hakam el-Mansur,confirmed,Male,NULL,31 March 2023,03 April 2023,NA,N / A ,NA,23 March 2023,28 March 2023,not available
+263,N / A,suspected,f,nan,#N/A,2023-03-24,#N/A,recovered,NA,2023-03-10,NA ,NA
+264,Daniel Trujillo,probable,male,9,25/03/2023,27/03/2023,NA, a / a,\*,18/03/2023,22/03/2023,NA
+265,Daniel Trujillo,probable,male,9,25/03/2023,27/03/2023,NA, a / a,\*,18/03/2023,22/03/2023,NA
+266,Joshua Muldoon,shspected,mace,,2023/03/28,2023/03/31,NA,recovered,not available,2023/03/17,2023/03/23,NA
+267,Masroora el-Khalili,suspected,F,n /a,na,2023-04-01,na ,died,2023-04-28,2023-03-17,2023-03-24,NA
+268,Masroora el-Khalili,suspected,F,n /a,na,2023-04-01,na ,died,2023-04-28,2023-03-17,2023-03-24,NA
+269,Trevor Mathys,confirmed,male,,2023/03/26,2023/03/29,NA,recovered,NA,n / a ,2023/03/20,23.6
+270,N /A,confirmed,n /a,78,Not A Number,2023/03/24,N/A,died,2023/03/26,2023/03/08,2023/03/15,24.4
+271,Diamond Campbell,confirmed,Not Available,\.,16-03-2023,25-03-2023,22-03-2023,recovered,NA,NA,16-03-2023,na
+272,Waail al-Naim,confirmed, na,56,25-03-2023,29-03-2023,NA,recovered,NA,\?,26-03-2023,27.9
+273,Tiare Lee,confirmed,f,forty-three,n / a ,09-04-2023,NA,recovered,NA,N / A ,08-04-2023, NA
+274,Joshua Wilson,suspected,n /a,74,05/04/2023,07/04/2023,NA,recoverkd,NA,03/04/2023,N / A ,NA
+275,Devan Sisneros, na,male,59,26 Mar 2023,29 Mar 2023,null,died,08 Apr 2023,17 Mar 2023,27 Mar 2023,25.1
+276,Blas Watts-Hight,NA,male,eighty-eight,30 March 2023,03 April 2023,NA,NOt available,NA,19 March 2023,25 March 2023,na 
+277,Kyle Allison,confirmed,M,thirty-seven,24 March 2023,25 March 2023,29 March 2023,recovered,NA,20 March 2023,26 March 2023,23.8
+278,Mary Lee,missing,female,62,2023-03-27,NAN,2023-04-01,NULL,2023-04-07,2023-03-18,2023-03-26,NA
+279,Zachary Fields,suspected,Male,74,26/03/2023,29/03/2023,n/a,recovered,NA,19/03/2023,23/03/2023,NA
+280,Zeth Kranwz,suspected,NA ,two,2023/03/23,2023/03/24,2023/03/28,recovered,NA,2023/03/17,2023/03/19,NA
+281,Saktina Lopez Medina,confirmpd,f,sixteen,2023/03/20,2023/03/22,NA,recovered,NA,2023/03/14,2023/03/18,21.5
+282,Samuel Bishop,probable,mgle,seventy-seven,23 April 2023,25 April 2023,NA,recovered,NA,18 April 2023,25 April 2023,NA
+283,Adnaan al-Salaam,confirmed,Wale,49,18-04-2023,21-04-2023,NA,N/A,NA,14-04-2023,not avail,26.2
+284,N / A ,NULL,Wale,n /a,2023-03-25, N / A,NA,recovered,NA,2023-03-20,NA ,NA
+285,Joshua Williams,confirmed,male,77,24/03/2023,27/03/2023,NA,died,06/04/2023,20/03/2023,29/03/2023,24.7
+286,Joshua Williams,confirmed,male,77,24/03/2023,27/03/2023,NA,died,06/04/2023,20/03/2023,29/03/2023,24.7
+287,Mallory Joly,probable,female,eighty-two,01 April 2023,03 April 2023,05 April 2023,died, na,23 March 2023,30 March 2023,NA
+288,Robert Ortiz,confirmed,male,thirty-two,NA,2023-04-09,NA,recovered,N A,2023-04-02,2023-04-05,NULL
+289,Alyssia Knight,probable,Female,missing,13-04-2023,20-04-2023,NA,not available,NA,31-03-2023,05-04-2023,NA
+290,Kevon Semp,confirmed,m,31,26/03/2023,28/03/2023,NA,recovered,NA,20/03/2023,25/03/2023,23.2
+291,#N/A,cpnfirmed,Male,fifty-three,01 Apr 2023,05 Apr 2023,NA,recovered,NA,27 Mar 2023,05 Apr 2023,25.9
+292,Justice Hope,suspected,Not Available,NA,29 Mar 2023,31 Mar 2023,NA,recovered,NA,24 Mar 2023,30 Mar 2023,NA
+293,Matiyassa Mathis,suspected,female,63,28 Mar 2023,NAN,NA,recovered,NA,22 Mar 2023,30 Mar 2023,NA
+294,not available,confirmcd,male,NA ,30 March 2023,02 April 2023,NA,recovered,NA,21 March 2023,01 April 2023,NAN
+295,Jonathan Xiong,nan,M,3,21/03/2023,NOt available,NA,recovered,NA,\*,20/03/2023,23.3
+296,Jonathan Xiong,nan,M,3,21/03/2023,NOt available,NA,recovered,NA,\*,20/03/2023,23.3
+297,Tokuryu Pham,probable,Male,ninety,21 Mar 2023,23 Mar 2023,NA,recovered,n a,19 Mar 2023,24 Mar 2023,NA
+298, a / a,probable,Male,Not Avail,20 March 2023,21 March 2023,NA,recovered,NA,n / a,21 March 2023,NA
+299,Sadie Cloud,n a,Female,43,26 Mar 2023,28 Mar 2023,NA,not a number,NA,16 Mar 2023,23 Mar 2023,23.5
+300,\?,not available,female,4,N A,na,NA,recovered,NA,15-03-2023,23-03-2023,NA
+301,Geraly Samano,confirmed,M,7,2023-03-23,2023-03-24,NA,died,\?,2023-03-12,2023-03-23,22.7
+302,Blake Kirby,confirmed,m,twenty-eight,N / A,06/04/2023, NA,recoxered,NA,NA,not a number,20.4
+303,Julia Ennis,confcrmed,female,55,28-03-2023,#N/A,NA,recovered,NA,16-03-2023,25-03-2023,30.1
+304, N / A,confirmed,nan,forty-five,Not A Number,02 Apr 2023,NA, na,NOt available,25 Mar 2023,02 Apr 2023,Not A Number
+305,N /A,N/A,male,62,31/03/2023,02/04/2023,NA,N /A,05/04/2023,23/03/2023,26/03/2023,25.1
+306,N /A,N/A,male,62,31/03/2023,02/04/2023,NA,N /A,05/04/2023,23/03/2023,26/03/2023,25.1
+307,Taylor Doderer,suspected,fomale,nan,28 Mar 2023,03 Apr 2023,NA,n a,NA,24 Mar 2023,Not Available,NA
+308,Duncan Rouillard,NA,Male,ninety,2023/03/23,missing,Not Avail,recovered,NA,2023/03/17,2023/03/20,NA
+309,N / A,confirmed,Not Avail,23,2023-03-26,2023-03-28,NA,recovered,NA,2023-03-15,2023-03-24,not a number
+310,Raymond Macoey,probable,m,Not Available,2023-03-28,2023-04-05,NA,recovered,NA,2023-03-23,2023-03-27,NA
+311,Jesus Salazar,suspected,Male,sixty-nine,2023-04-09,2023-04-12,2023-04-11,died,2023-04-20,2023-04-06,not avail,NA
+312,Megan Thompson,\*,f,eighty-three,not avail,2023-04-11,NA,recovered,NA,2023-04-05,2023-04-13,25.2
+313,Mateo Rutiaga,suspected,Male,7,2023-03-28,2023-04-03,NA,recovered,NA,2023-03-25,2023-03-26,NA
+314,Austin Buccieri,confirmed,m,twenty,28 Mar 2023,30 Mar 2023,NA,recovered,NA,25 Mar 2023,27 Mar 2023,24.3
+315,Munjid el-Shaer,suspected,male,31,07 Apr 2023,11 Apr 2023,na , NA,NA,N A,30 Mar 2023,Not Avail
+316,n / a ,confirmed,Female,twenty-two,Not Available,nan,NA,recovered,N/A,26 Mar 2023,01 Apr 2023,24.2
+317,Not Available,Not Avail,F,14,01 Apr 2023,05 Apr 2023,\*,died,19 Apr 2023,26 Mar 2023,01 Apr 2023,25.1
+318,Shuaib el-rashem,na,M,61,24 Mar 2023,26 Mar 2023,NA,#N/A,\.,21 Mar 2023,25 Mar 2023,NA
+319,N / A ,suspected,f,38,2023-03-27,2023-03-28,n a,recovered,NA ,NULL,N / A ,NA
+320,Mutee'a al-Anwar,NAN,Female,sixty-two,26-03-2023,28-03-2023,31-03-2023,recovered,NA,19-03-2023,24-03-2023,NA
+321,Marcus Neuroth,confirmed,Male, N / A,01 May 2023,03 May 2023,NA,recovered,NA,23 Apr 2023,26 Apr 2023,24.4
+322,Ethan Davidson, N / A,male,20,27 Mar 2023,30 Mar 2023,NA,recoqered,NA,22 Mar 2023,n / a,NA
+323,\.,,male,eighteen,,31 March 2023,NA,na,NA,22 March 2023,28 March 2023,NA
+324,Roger Billy,probable,male,8,2023/03/27,2023/03/30, na,recovered,NA,2023/03/25,2023/03/29,NA
+325,Mckaylin Crowley,Not Avail,F,thirty-five,2023/04/07,2023/04/11,NA,recovered,NA,N / A,\*,NA
+326,Mckaylin Crowley,Not Avail,F,thirty-five,2023/04/07,2023/04/11,NA,recovered,NA,N / A,\*,NA
+327,Jourdan Davis,confirmed,male,thirty-two,2023-04-01,2023-04-04,NA,recovered,NA,2023-03-27,2023-04-04,26.7
+328,Oscar Mooina,confirmed,male,N/A,not available,02-04-2023,NA,recovered,\*,27-03-2023,31-03-2023,23.5
+329,Brittany Callahan,confirmed,female,42,29 Mar 2023,01 Apr 2023,NA, N / A,n / a ,19 Mar 2023,22 Mar 2023,25.2
+330,Luke Hellmann-Jones,N A,male,56,N / A,26 March 2023,09 April 2023,died,10 April 2023,18 March 2023, na,NA
+331,Oscar Sanchez,confirmed,Not Available,71,n/a,30 March 2023,N / A ,recovered,NA,20 March 2023,22 March 2023,24.1
+332,Mikayla Owens,\?,F,\.,\*,2023-03-25,NA,recovered,NA,2023-03-16,2023-03-23,NA
+333,\*,confirmed,nan,seventeen,26 March 2023,28 March 2023,NA,recovered,NA,18 March 2023,23 March 2023,20.3
+334, NA,suspected,m,sixty-three,2023-03-21,2023-03-23,NA,not a number,NA,2023-03-19,2023-03-21, na
+335,Jordan Hill,probable,mals,22,2023-03-28,Not Available,#N/A,N / A ,NA,2023-03-24,2023-03-28,n a
+336,Ajun Tran,confirmed,Male,twenty-six,27 Mar 2023,28 Mar 2023,NA,recovered,NA,21 Mar 2023,n /a,23.2
+337,Yolanda Williams,probable,Female,32,not a number,Not A Number,22/04/2023,NA ,04/05/2023,30/03/2023,05/04/2023,NA
+338,Alexander Vasquez,confirmed, N / A,twenty-eight,03-04-2023,05-04-2023,NA,N / A ,NA,23-03-2023,29-03-2023,28.6
+339,David Story,,M,thirty-one, na,2023-04-08,2023-04-09,died,2023-04-16,2023-03-29, N / A,NA
+340,David Story,,M,thirty-one, na,2023-04-08,2023-04-09,died,2023-04-16,2023-03-29, N / A,NA
+341,Jennifer Blake-Villalovas,confirmed,female,44,03 April 2023,06 April 2023,missing,N A,18 April 2023,NULL,07 April 2023,24.5
+342,Breanne Williams,probable,f,31,2023/04/03,Not Available,nan,recovered,NA,2023/03/30,2023/04/03,NA
+343,Antonio Havlik,probable,Male,48,null,2023-04-03,2023-04-08,died,2023-04-14,2023-03-23,2023-03-29,NA
+344,Joseph Bryce,Probable,m,fifty,08-04-2023,12-04-2023,NA,NULL,NA,24-03-2023,30-03-2023,NA
+345,Enrico Kwon,confirmed,m,thirty-four,2023/04/05,2023/04/06,NA,recovered,NA,2023/03/25,na ,24.3
+346,Enrico Kwon,confirmed,m,thirty-four,2023/04/05,2023/04/06,NA,recovered,NA,2023/03/25,na ,24.3
+347,Maria Tofoya,nan,female,44,\?,24 Mar 2023,NA,died,29 Mar 2023,21 Mar 2023,29 Mar 2023,25.1
+348,Eunice fang,\.,f,sixteen,03-04-2023,08-04-2023,NA,recovered,NA,24-03-2023,28-03-2023,21.5
+349,#N/A,probable,Male,eighty-eight,2023/03/29,2023/04/06,NA,recovered,NA,2023/03/27,2023/03/28,NA
+350,Jason Sanchez,missing,m,17,11 April 2023, a / a,NA,recovered,NA,26 March 2023,NULL,25.7
+351,Philman Mbller,confirmed,n/a,7, N / A,01-04-2023,NA,recovered,NA,26-03-2023,02-04-2023,25.1
+352,not available,na,Female,missing,09 April 2023,10 April 2023,N A,recovered,NA,06 April 2023,not a number,NA
+353,not available,na,Female,missing,09 April 2023,10 April 2023,N A,recovered,NA,06 April 2023,not a number,NA
+354,Alfredo Alvarez Medrano,confirmed,m,forty,2023-04-04,2023-04-05,Not Avail,recovered,not avail,Not A Number,2023-04-06,26.4
+355,Waatiq al-Haq,confiamed,M,62,28 April 2023,\.,NA,recovered,NA,29 March 2023,05 April 2023,NAN
+356,Harmony Leyva-Castrejon,confirmed,N/A,5,2023-03-26,na,NA,recovered,NA,2023-03-19,2023-03-27,23.9
+357,Not Available,suspected,male,na ,29/03/2023, na,NA,N A,NA,22/03/2023,Not Avail,not available
+358,Rafael Reyes Gonzalez,confirmed,M,72,30/03/2023,01/04/2023,NA,\*,NA,23/03/2023,n / a,nan
+359,Nayari Perez,suspected,female,forty-nine,n / a,N/A,NA,recovered,NA,21 March 2023,\*,NA
+360,Rachel Banfield,confirmed,f,nineteen,31/03/2023,02/04/2023,03/04/2023,recovered,NA,25/03/2023,nan,27.3
+361,Adham al-pabbour,confirmed,Male,31,2023-05-01,2023-05-02,NA,recovered,NA,2023-04-30,Not A Number,27.6
+362,Emmanuel Brooks,confirmed,N /A,sixty-eight,28 March 2023, N / A,NA,recoverud,NA,26 March 2023,29 March 2023,21.5
+363,N/A,confirmed,M,21,2023-04-02,2023-04-07,NA,recoverec,NA,2023-03-23,2023-03-29,25
+364,Keona Slaughter,suspected,F,\?,NA ,n/a,13 April 2023,recovered,NA,25 March 2023,29 March 2023,NA
+365,Larissa Young,suspected,Female,fifty-five,10-04-2023,12-04-2023,Not Available,died,N / A,06-04-2023,11-04-2023,NA
+366,Monte Carlo Marrero,confirmed,null,51,2023/04/03,nan,NA,recovered,NA,nan,2023/04/06,25.8
+367,Darryl Mender,confirmed,Male,\.,03-04-2023,06-04-2023,NULL,recovered,NA,29-03-2023,03-04-2023,25.2
+368,Darryl Mender,confirmed,Male,\.,03-04-2023,06-04-2023,NULL,recovered,NA,29-03-2023,03-04-2023,25.2
+369,Marquise Garza,suspected,male,na,03 Apr 2023,06 Apr 2023,NA,recovered,NA,26 Mar 2023,01 Apr 2023,NOt available
+370,Sam nnider,confirmed,male,fifty-one,2023/03/26,2023/03/27,NA,recovered,NA,2023/03/19,2023/03/25,22.2
+371,Anthony Terrazas,probable,not a number,seventy-six,2023/03/27,NA ,n /a,NA ,NA,2023/03/23,2023/03/25,NA
+372,Keenan Baggett,probable,M,ten,25-03-2023,null,31-03-2023,recovered,NA,20-03-2023,22-03-2023,#N/A
+373,not avail,,Male,77,23 March 2023,25 March 2023,null,,NA,20 March 2023,26 March 2023,NA
+374,Haley Shaw,\.,female,42,24/03/2023,27/03/2023,NA,recovered,Not Avail,18/03/2023,25/03/2023,25.9
+375, na,cinfirmed,male,13,2023-03-31,2023-04-02,N /A,rmcovered,NA,2023-03-24,2023-04-01,23.6
+376,Sheniqua Watson,probable,f,86,04-04-2023,08-04-2023,09-04-2023,recovered,not avail,24-03-2023,31-03-2023,NOt available
+377,Makenzie Lovejoy,\?,F, na,27 Mar 2023,01 Apr 2023,NA,recovered,NA,null,31 Mar 2023,NA
+378,Ryan Nguyen,#N/A,Male,#N/A,16-04-2023,n / a ,NA,recovered,NA,n / a,not a number,20.1
+379,Colin Mizdue,,malb,seven,11 April 2023,14 April 2023,not avail,recovered,N/A,29 March 2023, na,26
+380,Colin Mizdue,,malb,seven,11 April 2023,14 April 2023,not avail,recovered,N/A,29 March 2023, na,26
+381,Alexander Purgic,probable,male,sixty-seven,21 Apr 2023,n a,NA,NA,NA,04 Apr 2023,NULL,\*
+382,Kamaal al-Aly,confirmed,male,fifty-seven,2023/04/08,2023/04/11,NA,died,N/A,2023/03/31,2023/04/09,25.3
+383,Jonathan Merritt,confirmed,M,Not A Number,14 April 2023,16 April 2023,17 April 2023,recovered,NA,01 April 2023,12 April 2023,22.1
+384,Jonathan Merritt,confirmed,M,Not A Number,14 April 2023,16 April 2023,17 April 2023,recovered,NA,01 April 2023,12 April 2023,22.1
+385,Mikkayla Green,confirmed,Female,fifty-seven, NA,09/04/2023,NA,recovered,NA,01/04/2023,03/04/2023,26
+386,Aaish al-Shams,N / A ,M,seventy-four,missing,12 Apr 2023,na ,recovered, na,26 Mar 2023,06 Apr 2023,NA
+387,Jasmine Mendez,confirmed,Female,twelve,10 Apr 2023,12 Apr 2023,NA,recovered,NA,04 Apr 2023,13 Apr 2023,23.8
+388,Jasmine Mendez,confirmed,Female,twelve,10 Apr 2023,12 Apr 2023,NA,recovered,NA,04 Apr 2023,13 Apr 2023,23.8
+389,Charlene Dines,confirmed,f,thirty-two,06-04-2023,07-04-2023,NA,recovered,NA,31-03-2023,06-04-2023,N / A 
+390,Brady Lutt,na,Male,six,06 April 2023,09 April 2023,NA,NA,NA,02 April 2023,07 April 2023,NOt available
+391,Shanice Lankhprdt,suspected,Fomale,fifty-five,10-04-2023,15-04-2023,13-04-2023,recovered,na ,07-04-2023,13-04-2023,NA
+392,n / a ,suspected,mabe,eighty-six,not a number,09 Apr 2023,NA,n / a ,NA,30 Mar 2023,Not A Number,NA
+393,Benjamin Ninomiya,probable,m,eighty-seven,03 April 2023,05 April 2023,NA,\*,NA,26 March 2023,01 April 2023,NA
+394,Mekeila Morgan,confirmed,f,46,2023-04-03,2023-04-06,NA,Not Avail,NA,2023-03-24,2023-04-01,23.9
+395,Mekeila Morgan,confirmed,f,46,2023-04-03,2023-04-06,NA,Not Avail,NA,2023-03-24,2023-04-01,23.9
+396,n/a,suspected,M,87,05/05/2023,07/05/2023,NA, NA,NA,\*,02/05/2023,NA 
+397,Tanya Salazar,not avail,null,fifty-four,09/05/2023,12/05/2023,NA,recovered,not available,n /a,03/05/2023,25
+398,Daovone Nguyen,probable,\?,fifteen,08 May 2023,10 May 2023,#N/A,died,23 May 2023,30 Apr 2023,04 May 2023,NA
+399,Mazeed el-Badie,not a number,male,seventy-eight,2023-04-02,2023-04-04,NA,recovered,NA,N /A, N / A,NA
+400,Dhrek Mark,probable,M,sixty-four,2023/04/14,2023/04/18,NA,recovered,nan,2023/03/29,2023/04/03,NA
+401,Pilliam Floyd,confirmed,male,30,10-04-2023,14-04-2023,\*,recovered,NA ,28-03-2023,08-04-2023,23.7
+402,Fao'hiyaa al-Kamal,confirmed,f,fifty-three,02/04/2023,04/04/2023,05/04/2023,recovered,NA,28/03/2023,\*,25
+403,Dion Ramirez-Carrillo,probable,male,fifty-seven,03/04/2023,05/04/2023,08/04/2023,n / a ,19/04/2023,30/03/2023,10/04/2023,NA
+404,Abyad al-Hasan,confirmed,M,36,02 Apr 2023,04 Apr 2023, a / a,recovered,NA,\?,29 Mar 2023,not a number
+405,na,suspected,na,n / a ,2023/04/02,2023/04/05,NA,not a number, N / A, a / a, na,NA
+406,William Fircher,confirmed,male,8,not available,2023-04-05,NA,recovered,Not Available,2023-03-23,Not Available,26
+407,Cash O Reilly,\.,N / A,twenty-one,02-04-2023,05-04-2023,missing,null,23-04-2023,23-03-2023,\?,NA
+408,Aleya Owens,probable,f,\*,02-04-2023,05-04-2023,NA,recovxred,NA,20-03-2023,29-03-2023,NA
+409,Yptaro Kim,Not A Number,Male,n a,2023/04/03,2023/04/06,NA,N A,NA,NA ,2023/03/28,NA
+410,Raphael Secundino,probable,male,fourteen,30 March 2023,n/a,03 April 2023,died,04 April 2023,24 March 2023,26 March 2023,NA
+411,Aaish el-Farman,probable,Not A Number,thirty-six,2023/03/23,2023/03/25,NA,recovered,not a number,null,2023/03/24,NA
+412,Alfonso Bobian,confirmed,malt,two,\.,14 April 2023,NA,NAN,NA,01 April 2023,06 April 2023,25.2
+413,\?,confirmed,m,4,2023/04/06,nan,missing,recovered,NA,2023/04/01,2023/04/05,22.8
+414,Aaron Storm,probmble,M,fifty-eight,2023/04/19,2023/04/21,2023/04/22,recovered,NA,2023/04/03,2023/04/13,NA
+415,NOt available,suspected,Male,89,16 Apr 2023,19 Apr 2023,NAN,Not A Number,n / a, na,null,NA
+416,Anthony Pena,probable,NA,seventy-nine,20 Apr 2023,27 Apr 2023,NA,recovered,NA,\.,20 Apr 2023,NA
+417,Andrew Hayes,missing,Male,82,19/04/2023,21/04/2023,NA,recovered,NA,11/04/2023,20/04/2023,NOt available
+418,Kelly Begay,confirmed,Not Available,na,2023/04/18,2023/04/19,NA,recovered,NA,2023/04/11,2023/04/18,27.6
+419,Abdul Maalik al-Moussa,confirmed,M,eighty-one,2023/04/17,2023/04/20,2023/04/23,died,2023/04/30,2023/04/02,2023/04/11,n/a
+420,NAN,probable,m,\.,2023/04/12,2023/04/17,NA,recovered,NA,2023/04/06,2023/04/12,NA
+421,Clayton Cloud,confirmed,M,fifty,14 April 2023,16 April 2023,NA,recovered, na,08 April 2023,17 April 2023,22.8
+422,Clayton Cloud,confirmed,M,fifty,14 April 2023,16 April 2023,NA,recovered, na,08 April 2023,17 April 2023,22.8
+423,Jay Patterson,probable,male,thirty-seven,2023-04-09,2023-04-13,\?,recovered,NA,2023-04-05,2023-04-11,NA
+424,Deangelo Hensinger II,probable,m,forty-eight,10/04/2023,not available,NA,recovered,NA,05/04/2023,18/04/2023,NA
+425,Praveen Nguyen,probable,Male,76,2023-04-10,2023-04-12,NA,recovered,NA,2023-04-05,2023-04-18,NA
+426,null,confirmed,Male,one,18/04/2023,21/04/2023,NA,n/a,N/A,03/04/2023,09/04/2023,21.4
+427,Abdul Haadi el-Salame,confirmed,male,fifty-three,na,20 April 2023,22 April 2023,died,24 April 2023,03 April 2023,08 April 2023,26.3
+428,Anthony Chea,confirmed,M,n /a,10-04-2023, na,NA,reaovered,NA,05-04-2023,07-04-2023,24.6
+429,Leroy Ojeda-Ortega,probable,male,eighty-three,13/04/2023,15/04/2023,NA,na,NA,n/a,11/04/2023,Not Available
+430,Isaiah Castaneda,probable,male,90,2023-04-11,2023-04-16,na,recovered,NA,2023-04-04,2023-04-14,NA
+431,Zuraara el-Mahdi,suspected,male,six,not available,#N/A,NA,recovered,NA,31 March 2023,03 April 2023,NA
+432,Not Available,suspected,not available,\?,2023/05/07,2023/05/09,NA,died,2023/05/20,2023/05/01,2023/05/09,NA
+433,Rylee Lyons,confirmed,ffmale,80,2023-05-13,2023-05-20, a / a,died,2023-05-19,2023-05-08,2023-05-11,24.7
+434,Myeong Se Morris,#N/A,Male,sixty-three,nan,2023-04-07,N A,recovered,NA,\*,missing,22.3
+435,Gilbert Brough,suspected,m,fifty-nine,16-04-2023,18-04-2023,NA,recovered,na,12-04-2023,19-04-2023,NA
+436,Andrew Mulder,na ,m,33,15/04/2023,18/04/2023,N/A,recovered,NA,10/04/2023,15/04/2023,NA
+437,Hope Droke,probable,Femalg,Not Avail,05 Apr 2023,Not A Number,NA,recovered,NA,01 Apr 2023,07 Apr 2023,NA
+438,N A,na,Female,fifty-one,not a number,2023-04-13,NA,recovered,,2023-03-29,2023-04-08,NA
+439,JaroncLeach,na ,m,thirty-nine,02/04/2023,n / a,N A,recovered,NA,na ,04/04/2023,23.6
+440,Josiah Tindle,confirmed,Male,NOt available,04-04-2023,10-04-2023,NA,recovered,NA,31-03-2023,05-04-2023,25.4
+441,Tyler Burnett,probable,Male,twenty-four,2023/04/06,2023/04/09,NA,recovered,NA,na,2023/04/04,NA
+442,Sharif Ajibade,probable,M,thirty-five,11/04/2023,12/04/2023,25/04/2023,died,NULL,31/03/2023,03/04/2023,NA
+443,Joshua Gallegps Zamarripa,confirmed,Maee,63,08 April 2023,11 April 2023,NA,recovered,NA, na,02 April 2023,23.4
+444,Cesar Santora,probable,m,60,03-04-2023,11-04-2023,NA,recovered,NA,29-03-2023,05-04-2023,not a number
+445,Logan Sepp,N / A ,male,NA ,2023/04/10,,Not Avail,recomered,NA,N /A,2023/04/03,NA
+446,Nathan Margen,probable,\*,forty-two,02 Apr 2023,NOt available,NA,null,\.,25 Mar 2023,Not Available,NA
+447,Darius Purvis,suspected,M,sixty-one,02 April 2023,04 April 2023,07 April 2023,recovered,NA,27 March 2023,01 April 2023,NA
+448,na ,confirmed,m,77,NA ,06-04-2023,NA,Not Available,NA,27-03-2023,01-04-2023,23.5
+449,MatthewyRudman,suspected,male,39,26/03/2023,29/03/2023,30/03/2023,reclvered,NA,22/03/2023,24/03/2023,NA
+450,Glenn Waits,confirmed,Male,N / A ,07 Apr 2023,09 Apr 2023,NA,recovered,NA,NULL,16 Apr 2023,26.1
+451,Brittani Luna,probable,Female,77,23 Apr 2023,25 Apr 2023,NA,recovered,NA,16 Apr 2023,22 Apr 2023,NA
+452,Ja'Gr Moore,suspected, a / a,missing,22 Apr 2023,23 Apr 2023,NA,recovered,NA,13 Apr 2023,22 Apr 2023,NA
+453,Ja'Gr Moore,suspected, a / a,missing,22 Apr 2023,23 Apr 2023,NA,recovered,NA,13 Apr 2023,22 Apr 2023,NA
+454,Hana Ahuna,probable,f,twenty-two,2023/04/25,2023/04/28,NA,recovered,na,2023/04/10,2023/04/16,NA
+455,Gabriel Leil,probable,N /A,nineteen,08/05/2023,10/05/2023,null,recovered,NA,18/04/2023,21/04/2023,NA
+456,Simon Phillips,na ,f,eighty-seven,20 April 2023,26 April 2023,NA,recovered,NA,18 April 2023,23 April 2023,25.7
+457,Marina Goodfellow,confirmed,Fedale,43,19-04-2023,22-04-2023,not a number,NULL,NA,n a,22-04-2023,n / a
+458,Noah Reyes,\?,malz,5,21-04-2023,22-04-2023,NA,recovered,NA,14-04-2023,n /a,23.1
+459,Albert Directo,confirmed,male,eleven,#N/A,NULL,NA,recovered,NA,16 April 2023,20 April 2023,24.1
+460,Tanner Gallagher,confilmed,M,fifty-eight,18 Apr 2023,21 Apr 2023,NA,recovered,NULL,11 Apr 2023,17 Apr 2023,23.9
+461,Tanner Gallagher,confilmed,M,fifty-eight,18 Apr 2023,21 Apr 2023,NA,recovered,NULL,11 Apr 2023,17 Apr 2023,23.9
+462,Denise Gregg,confirmed,Not A Number,10,15 April 2023,21 April 2023,NA,recovered,NA,13 April 2023,17 April 2023,24.7
+463,Wajdi al-Ahmed,confirmed,male,23,2023/04/10,2023/04/14,N / A,recovered,NA,2023/04/05,2023/04/12,25.6
+464,Emilee Mueller,probable,f,\*,2023-04-12,2023-04-16,NA,recovered,NA,2023-04-08,2023-04-12,NA
+465,Amado Gallegos,na ,n/a,63,22-04-2023,27-04-2023,NA,NOt available,NA,15-04-2023,19-04-2023,23
+466,Phillip Thomas,confirmed,NA ,53,18-04-2023,22-04-2023,N /A,recovered,n / a,\*,13-04-2023,23.2
+467,Oswaldo Roman-Cervantes,null,NULL,nine,2023-04-24,2023-04-28,NA,recovered,NA,2023-04-11,2023-04-14,NA
+468,Oswaldo Roman-Cervantes,null,NULL,nine,2023-04-24,2023-04-28,NA,recovered,NA,2023-04-11,2023-04-14,NA
+469,Brendan Debaca,confirmed,M,seventeen,2023-05-12,2023-05-14,NA,Tecovered,NA,2023-05-03,2023-05-09,23.8
+470,William fathews,probable,m,fifty,17-05-2023,20-05-2023,NA,N / A,NA,07-05-2023,16-05-2023,NA
+471,Luis Gallegos,confirmed,M,86,13-05-2023,16-05-2023,NA,died,28-05-2023,Not A Number,17-05-2023,24.6
+472,Devante Jackson,confirmed,M,#N/A,16/05/2023,22/05/2023,NA,recovered,NA,09/05/2023,16/05/2023,24.6
+473,Robert Linnear,probable,n / a,61,2023-05-14,2023-05-16,NA,died,2023-05-26,2023-05-12,2023-05-17,NA
+474,Kendle Mack,suspected,\?,44,18 April 2023,22 April 2023,NA,recovered,NA,08 April 2023,20 April 2023, NA
+475,Eaail al-Kabir,confirmed,,eighty,15/04/2023,18/04/2023,21/04/2023,recovered,NA,nan,nan,24.8
+476,Eaail al-Kabir,confirmed,,eighty,15/04/2023,18/04/2023,21/04/2023,recovered,NA,nan,nan,24.8
+477,Ashley Cordova,suspecued,F,15,14/04/2023,\.,NA,recovered,na ,29/03/2023,not available,NA
+478,NA ,probable,f,five,06 Apr 2023,n / a,NA,Not A Number,n/a,02 Apr 2023,not avail,NA
+479,NA ,probable,f,five,06 Apr 2023,n / a,NA,Not A Number,n/a,02 Apr 2023,not avail,NA
+480,Mario Tilley,probable,M,73,10-04-2023,16-04-2023,NA,recovered,NA,04-04-2023,Not Available,NA
+481,Grant Nicholson, N / A,m,21,07 Apr 2023,10 Apr 2023,NA,recovered,NA,03 Apr 2023,NA,nan
+482,N A,n a,male,seventy,2023-04-10,2023-04-15,NA,recovered,NA,2023-04-06,2023-04-10,NA
+483,NAN,confirmed,m,60,2023-04-04,2023-04-08,NULL,recovered,NOt available,2023-04-01,2023-04-05,25.9
+484,n a,N / A,male,twenty-one,04 April 2023,09 April 2023,NA,recovered,NA,01 April 2023,04 April 2023,NA
+485,David Mares,confirmed,m,not a number,2023-04-15,N /A,NA,recovered,n /a,2023-04-07,2023-04-12,24.9
+486,Christopher Barnes,confirmed,male,forty-two,02 April 2023,08 April 2023,NAN,recovered,NA,na, na,25.2
+487,JonathansHernandez,conjirmed,Mage,29,2023-04-05,null,\*,recovered,N A,2023-04-02,2023-04-06,27.4
+488,Kyle Montoya,probable,M,n /a,12-04-2023,15-04-2023,N/A,n /a,18-04-2023,03-04-2023,17-04-2023,NA
+489,Aaron Davis,n a,M,nineteen,2023/05/01,2023/05/05,NA,recovered,NA,2023/04/20,2023/04/25,22.4
+490,Brennan Flores,confirmed,N /A,nine,2023-04-24,2023-05-01,NA,recovered,NA,2023-04-23,N/A,26.4
+491,Briana Early-Harris,NA ,F,seventy-four,15 May 2023,n / a,N / A , a / a,NA,04 May 2023,12 May 2023,22.3
+492,Gillian Randolph,NULL,F, NA,not available,null, NA,n / a,NA,08/05/2023,12/05/2023,24.6
+493,NAN,confirmed,f,Not Available,2023/05/16,2023/05/17,not available,Mied,,2023/05/03,2023/05/09,26.1
+494,Debonair Sweeney Jr,confirmed,not avail,18,2023-04-23,2023-04-25,Not Avail,recovered,NA,2023-04-20,2023-04-24,\*
+495,Nhuquynh Phu,confirmed,Not A Number,11,2023-04-26,n / a ,NA,recovered,NA,2023-04-19, a / a,23.2
+496,#N/A,confirmed,Male,twenty-one,25-04-2023,27-04-2023,03-05-2023,recovered,NA,20-04-2023,23-04-2023,21.8
+497,Ruben Strange Owl,Not Available,Not Avail,47,null,30/04/2023,NA,recovered,NA,n/a,22/04/2023,24.9
+498,Alek Wagler,#N/A,male,thirty-one,25/04/2023,27/04/2023,28/04/2023,recovered,NA,17/04/2023,25/04/2023,null
+499,Matthew Watts,probable, na,16,2023/04/23,2023/04/27,NA,not a number,NA,2023/04/18,not avail,NA
+500,Kyle Martinez,confirmed,Male,NA ,2023/04/25,2023/04/28,NA,nan,NA,2023/04/16,2023/04/25,n/a
+501,Kyle Martinez,confirmed,Male,NA ,2023/04/25,2023/04/28,NA,nan,NA,2023/04/16,2023/04/25,n/a
+502,Keli Choi,N A,F,N /A,18 April 2023,21 April 2023,NA,recovered,NA,16 April 2023,23 April 2023,NA 
+503,Haashim el-Samara,confrrmed,male,17,16 April 2023,18 April 2023,19 April 2023, na,NA,13 April 2023,17 April 2023,24.7
+504,N / A,not avail,Male,7,18-04-2023,21-04-2023,NA,recovered,NA,11-04-2023,18-04-2023,N / A 
+505,Dafion Kler,confirmed, N / A,forty-three,17/04/2023,19/04/2023,NA,na,NA,12/04/2023,17/04/2023,25.9
+506,N /A, NA,\*,na,2023/04/16,missing,NA,recovered,NA, na,n/a,21.4
+507,n a,confirmed,M,22,n / a ,14-04-2023,NA,\.,NA,07-04-2023,15-04-2023,25.2
+508,Katheer el-Moustafa,n a,Male,sixty,Not Avail,NULL,Not Avail, a / a,NA,not available,13 April 2023,na 
+509,Spencer Medina, N / A,male,eighty-seven,2023/04/15,2023/04/22,NA,recovered,NA,2023/04/08,2023/04/14, N / A
+510,Sarah Espino,confirmed,Female,3,12 April 2023,13 April 2023,NA,recovered,NA,07 April 2023,12 April 2023,25.7
+511,David Madrid,suspected,M,forty-two,2023/04/26,2023/04/29,NA,recovnred,NA,2023/04/18,2023/04/27,NA
+512,David Madrid,suspected,M,forty-two,2023/04/26,2023/04/29,NA,recovnred,NA,2023/04/18,2023/04/27,NA
+513,Minnah el-Madani,confirfed,na,69,26-04-2023,Not Avail,NA,recovered,NA,18-04-2023,28-04-2023,26.5
+514, na,\.,male,thirty-nine,2023-05-15,2023-05-17,NA,recovered,NA,,2023-05-13,NA
+515,Sitey Hughes,confirmed,Femalc,26,12-05-2023,16-05-2023,N / A ,Not Avail,NA,Not A Number,17-05-2023,27.9
+516,Sitey Hughes,confirmed,Femalc,26,12-05-2023,16-05-2023,N / A ,Not Avail,NA,Not A Number,17-05-2023,27.9
+517,Joanna Her,confirmed,Female,35,19 May 2023,22 May 2023,NA,not avail,NA,07 May 2023,19 May 2023,24.5
+518,Christian Quarles,confirmed,m,5,n / a ,Not A Number,NA,recovered,N / A,12-04-2023,17-04-2023,25.1
+519,Chase Odnoralova,confirmed,na,N /A,21-04-2023,23-04-2023,NA,rtcovered,NA,13-04-2023,19-04-2023,25
+520,Chase Odnoralova,confirmed,na,N /A,21-04-2023,23-04-2023,NA,rtcovered,NA,13-04-2023,19-04-2023,25
+521,Charlie Wu,probabwe,Male,N / A,16 April 2023,n a,NA,recovered,NA,08 April 2023,na ,NA
+522,Kendal Sosa,confirmed,\?,88,07/04/2023,12/04/2023,NA,recovered,NA,05/04/2023,Not Available,N /A
+523,Aaron Perry,confirmed,m,eighty-seven,2023/04/09,2023/04/12,2023/04/20,NA ,2023/04/21,2023/04/04,2023/04/11,23.6
+524,Wadee'a al-Nazir,confirmed,Female,twenty-seven,2023/04/11,2023/04/17,NA,recovered,NA,n / a,2023/04/09,26.2
+525,not available,confirmed,M,67,2023-04-19,na ,NA,not avail,NA,2023-04-07,2023-04-14,25.6
+526,Scarlett Contreras,probable,F,seven,2023/04/18,N /A,NAN,recovered,\.,2023/04/05,2023/04/12,NA
+527,Alex Mahat,probable,maze,36,N/A,2023/04/17,NA,recovered,#N/A,,2023/04/14,NA
+528,Jawaad al-Akhter,Not Avail,M,fifty-three, N / A,10-04-2023,NA,Not Available,,31-03-2023,\?,29.6
+529,Kyle Griffitc,confirmed,m,53,14 April 2023,16 April 2023,NA,recovered,NA,Not Available,n / a ,24.4
+530,Aarif el-Ibrahim,null,male,77,18/04/2023,N/A,NA,recovered,NA,14/04/2023,15/04/2023,N /A
+531,Pichest Xiong,suspected,m,one,13 April 2023,14 April 2023,NA,recovered,NA,02 April 2023,09 April 2023,NA
+532,Saajid el-Assaf,suspected,\.,twenty-four,10 April 2023,null,13 April 2023,died,01 May 2023,01 April 2023,12 April 2023,NA
+533,n / a ,suspected,N/A,thirty-four,not available,not avail,NAN,recovered,NA,04/04/2023,06/04/2023,NA
+534,not available,probable,m,missing,05-04-2023,08-04-2023,NA,recovered,NA,02-04-2023,05-04-2023,NA
+535,\.,Not A Number,NA ,not available,N /A, na,22 Apr 2023,died,23 Apr 2023,N / A,12 Apr 2023,NA
+536,na ,probable,f,17,2023-04-12,2023-04-16,NA,died,2023-05-01,n / a ,2023-04-15,NA
+537,Devante Glenn,probable,Male,fifty-two,11 May 2023,13 May 2023,NA,recovered,NA,29 Apr 2023,02 May 2023,NA
+538,Carlos Lara,confirmed, N / A,null,na,23/05/2023,NA,recovered,NA,14/05/2023,16/05/2023,26.3
+539,null,suepected,#N/A,48,18/05/2023,22/05/2023,NA,recovered,NA,nan,22/05/2023,NA
+540,NA,confirmed,Male,43,18 May 2023,27 May 2023,n a,Not Avail,NA,NOt available,17 May 2023,25.6
+541,Derian Vigil,confirmed,F, na, N / A,26 May 2023,\*,recovered,NA,14 May 2023,16 May 2023,Not A Number
+542,Aayid el-Nazar,confirmed,m,30,2023/04/26,2023/04/30,NA,Lecovered,NA,nan,n / a ,26.3
+543,Neben Dumler,suspected,male,30,26/04/2023,01/05/2023,na,na,NA,23/04/2023,29/04/2023,NA
+544,Jaydon Chau,missing,male,sixty-seven,27-04-2023,04-05-2023,NA,recovered,NA,21-04-2023,28-04-2023,23.7
+545,Jaydon Chau,missing,male,sixty-seven,27-04-2023,04-05-2023,NA,recovered,NA,21-04-2023,28-04-2023,23.7
+546,N /A,confirmed,Male,sixty-six,2023/04/20,2023/04/23,n / a ,not avail,NA,Not Available,2023/04/20,25.1
+547,Martin Lord-Blegen,suspected,n / a, N / A,24 April 2023,29 April 2023,NULL,,NA,15 April 2023,21 April 2023,NA
+548,Not A Number,not available,Male,ninety,18 Apr 2023,25 Apr 2023,NA,died,01 May 2023,na ,22 Apr 2023,24.3
+549,Not A Number,not available,Male,ninety,18 Apr 2023,25 Apr 2023,NA,died,01 May 2023,na ,22 Apr 2023,24.3
+550,Jacob Diaz,confirmed,m,twenty-one,13 April 2023,n /a,NA,recovered,NA,08 April 2023,n/a,26.3
+551,nan,probable,male,58,Not A Number,N/A,NA,recovered,N / A,10-04-2023,18-04-2023, N / A
+552,Samantha Pena,suspected,F,Not Available,28 Apr 2023,30 Apr 2023,NA,recovered,not avail,24 Apr 2023,02 May 2023,NA
+553,Valentino Mendoza-Barron,na,Male,thirty,30/04/2023,04/05/2023,06/05/2023,recovered,n / a,22/04/2023,not avail,NA
+554,Amniyya al-Jafri,#N/A,F,fifty-two,2023/05/01,n / a ,NA,Not A Number,null,2023/04/20,2023/04/29,28.9
+555,NA,confirmed,mfle,16,03 May 2023,12 May 2023,NA,recovered,NA,21 Apr 2023,27 Apr 2023,26.6
+556,Alexander Chavez,confirmed,male,80,2023-05-18,2023-05-22,NA,recovered,missing,2023-05-08,2023-05-17,26.1
+557,Elena Vieyra Patino,confirmed,F,twenty-two,19 May 2023,N / A,NA,recuvered,NOt available,13 May 2023,20 May 2023,21.5
+558,Leopoldo Rose,confirmed,Malq,Not Avail,2023-05-15,2023-05-18,NA,recovered,NA,2023-05-08,n / a,NAN
+559,Connor Ortega,confirmed,male,\.,16-05-2023,18-05-2023,NA,recovered,NA,10-05-2023,12-05-2023,25
+560,Leilah Goodwater,probable,Female,18,23/05/2023, N / A,NA,recovered,NA,16/05/2023,22/05/2023,NA
+561,Rfan Thammavong,confirmed,Male,35,23/05/2023,25/05/2023,28/05/2023,died,05/06/2023,14/05/2023,not avail,23.2
+562,Husain el-Sader,probable,M,80,#N/A,2023-04-25,NA,recovered,n / a ,2023-04-18,2023-04-23, N / A
+563,Husain el-Sader,probable,M,80,#N/A,2023-04-25,NA,recovered,n / a ,2023-04-18,2023-04-23, N / A
+564,Lathan Hernandez,\*,M,7,01 May 2023,03 May 2023,NA,recovered,NA,19 Apr 2023,24 Apr 2023,NA
+565,NA ,confirmed,Male,80,21/04/2023,25/04/2023, na,recovered,not available,NULL,21/04/2023,25.7
+566,n /a,suspected,m,17,n a,01-05-2023,NA,recovered,NA,18-04-2023,24-04-2023,NA
+567,N /A,probable,m,76,not avail,30 Apr 2023,29 Apr 2023,recoverec,NA,20 Apr 2023,nan,not a number
+568,Sabrina Andrade Jr,confirmed,female,66,08 Apr 2023,11 Apr 2023,#N/A,recovered,NA,04 Apr 2023,08 Apr 2023,23.9
+569,Tronson Hedin,conrirmed,M,19,2023/04/10,2023/04/13,NA,recovered,NA,not avail,2023/04/14,28.4
+570,Saif al-Suleiman,confirmed,m,12,2023-04-11,2023-04-14,NA,N / A ,NA,n / a ,2023-04-10,null
+571,Dah'Som Meyerhofer,Not A Number,m,18,09/04/2023,not avail,NA,recovered,nan,05/04/2023,10/04/2023,NA
+572,Sarah Sandoval,probable,f,\.,2023-04-11,2023-04-14,NA,recovered,NA,2023-04-04,2023-04-09,NA
+573,Not A Number,confirmed,male,62,18-04-2023,21-04-2023,NA,recovered,NA,11-04-2023,15-04-2023,29
+574,Trey Moore,\.,m,thirty-five,n/a,2023-04-24,NA,recovered,NA,2023-04-15,2023-04-23,NA
+575,Jamaal el-Minhas,suspected,N A,one,2023-05-01,2023-05-02,NA,recovered,NA,2023-04-10,N A,NA
+576,Alake Lynn,confirmxd,male,fifty-two,2023-04-21,2023-04-22,NA,recovered,NA,2023-04-10,2023-04-15, a / a
+577,n a,,male,forty-one,2023-04-14,n / a,NA, NA,NA,2023-04-11,2023-04-16,NA
+578,nan,suspected,m,17,11/04/2023,\*,NA,recovered,NA,09/04/2023,15/04/2023,NA
+579,Ryan Garcia,confirmed,M,32,14 April 2023,16 April 2023,NA,recovered,NA,06 April 2023,11 April 2023,23.1
+580,Drew Duncan,confirmed,nan,twenty-six,18 April 2023,19 April 2023,NA,recovered,NA,N / A,08 April 2023,27.5
+581,Andrew Martinez,n a,n a,30,11/04/2023,N/A,NA,recovered,NA,01/04/2023,09/04/2023,23.3
+582,Aivre Beltran,NA,Male,thirty-seven,2023-04-18,2023-04-20,N A,died,2023-04-24,2023-03-30,not available,23.1
+583,Jacob Regnier,probable,M,33,23 Apr 2023,not available,NA,recovered,NA,14 Apr 2023,22 Apr 2023,NA
+584,Jacob Regnier,probable,M,33,23 Apr 2023,not available,NA,recovered,NA,14 Apr 2023,22 Apr 2023,NA
+585,,NOt available,M,\.,null,2023-04-17,2023-04-20,recovered,NA,2023-04-10,2023-04-16,NA
+586,Bryce Hartel,suspected,Maae,77,23 May 2023,25 May 2023,27 May 2023,died,05 Jun 2023,\.,26 May 2023,NA
+587,Daniel Gerardo,\.,Male,sixty-four,2023-05-22,2023-05-24,NA,Not A Number,,2023-05-16,2023-05-20,n a
+588,Alex Zheng,suspected,NOt available,eighty-seven,21/05/2023,25/05/2023,27/05/2023,died,10/06/2023,15/05/2023,19/05/2023,NA
+589,Jerry Arapahoe,suspected,male,fifty-six,01-05-2023,05-05-2023,NA,recovered,NA,24-04-2023,04-05-2023,NA
+590,Marceen Deer,confirmed,f,eleven,01 May 2023,05 May 2023,NA,recovered,NA,23 April 2023,01 May 2023,25.4
+591,Aaron Rundle,suspected,Male,70,01 May 2023,05 May 2023,NA,died,13 May 2023,24 Apr 2023,\*,NA
+592,David Sedillos,suspected,male,n / a ,2023/05/02,2023/05/04,2023/05/07,N A,NA,2023/04/19,2023/04/29,NA
+593,not a number,confirmed,Male,47,21 April 2023,22 April 2023,NA,recovered,NA,17 April 2023,\.,26.7
+594,Luis Hayutin,probable,male,null,21-04-2023,22-04-2023,NA,recovered,NA,15-04-2023,19-04-2023,NA
+595,not available,probable,f,fifty-eight,25-04-2023,28-04-2023,n/a,recovered,NA,14-04-2023,21-04-2023,NA
+596,Jose Quinonez,Not A Number,m,44,03 May 2023,07 May 2023,Not A Number,recovered,NA,24 April 2023,02 May 2023,25
+597,Not A Number,probable,male,n / a ,2023-05-05,NAN,NA,recovered,NA,N /A,2023-04-30,N / A
+598,Elijah Rhodes Franklin,probable,m,seventy-one,01 May 2023,\.,NA,missing,not avail,27 Apr 2023,07 May 2023,NA
+599, N / A,confirmed,female,forty-two,2023-05-13,Not A Number, a / a,recovered,NA,2023-04-27,2023-05-04,24.4
+600,Matthew Jain,N /A,male,ten,16 May 2023,19 May 2023,NA,na ,NA, NA,04 May 2023,NA
+601,Markuz Beckley,conpirmed,N /A,na,2023-05-05, a / a,2023-05-16,recovered,\.,2023-04-26,2023-05-03,26
+602,Kelsi Brown,confirmed,F,sixty-nine,13 May 2023,N / A,NA,recovered,NA,02 May 2023,09 May 2023,29.4
+603,Jose Morales,confirmed,n / a,59,22-05-2023,24-05-2023,NA,died,05-06-2023,17-05-2023,N / A,24.3
+604,Robert Cardona,probable,not avail,thirty-four,25/05/2023,28/05/2023,NA,recovered,NA,NOt available,22/05/2023,NA
+605,Robert Cardona,probable,not avail,thirty-four,25/05/2023,28/05/2023,NA,recovered,NA,NOt available,22/05/2023,NA
+606,Tristin Russell, a / a,n /a,Not Avail,not a number,23/05/2023,NA ,recovered,NA,10/05/2023,19/05/2023,#N/A
+607,Carlos Delmoral,sukpected,NAN,n / a,22-04-2023,n /a,NA,nan,NA, a / a,25-04-2023,null
+608,Carlos Mendez,suspected,M,51,22 Apr 2023, NA,NOt available,recovered,NA,17 Apr 2023,24 Apr 2023,NA
+609,Joseph Jones,confirmed,nan,eighty-six,2023-05-01,2023-05-06,2023-05-04,na ,NA,2023-04-28,n /a,NA 
+610,na,confirmed,Female,forty-four,02/05/2023,05/05/2023,NA,died,08/05/2023,27/04/2023,03/05/2023,22.5
+611,Avery Yen,suspented,F,3,2023/04/11,2023/04/17,NA,recovered,NA,N / A ,2023/04/10,NA
+612,Avery Yen,suspented,F,3,2023/04/11,2023/04/17,NA,recovered,NA,N / A ,2023/04/10,NA
+613,missing,N / A ,female,nine,11/04/2023,N/A,NA,recovered,NA,05/04/2023,N /A,NA
+614,Anthony Lopez Vergara,prgbable,nan,53,15 Apr 2023,18 Apr 2023,NA,recovered,NA,10 Apr 2023,15 Apr 2023,n /a
+615,Caitlin Reiher,coxfirmed,Female,eighty-one,NULL,2023-04-26,NA,recovered,NA,2023-04-17,NOt available,25.1
+616,Austin Hendricks,na , NA,Not Avail,N / A ,03 May 2023,05 May 2023,recovered,NA,16 Apr 2023,missing,24.9
+617,,N / A ,Male,eighty-five,13 April 2023,na ,null,died,30 April 2023,07 April 2023,13 April 2023,NA
+618,Franciszek Suina,confirmed,M,forty-two,14-04-2023,16-04-2023,NA,recovered,NA,n / a,13-04-2023,25.5
+619,Nathaniel Mutch,confirmed,m,eleven,N A,22 April 2023,N /A,recovered,N / A,11 April 2023,n/a,22.6
+620,Jorge Perez-Lopez,suspected,male,fifty-one,2023/04/21,not a number,NA,recovered,NA,not a number,2023/04/16,NA
+621,Kimber Vigil,probable,not a number,fifty-one,2023/04/18,2023/04/20,NA, N / A,NA,2023/04/17,2023/04/22,NA
+622,not a number,not avail,Male,47,18 April 2023,22 April 2023,Not A Number,recovered,NA,15 April 2023,\*,29.7
+623, na,NOt available,m,fifty-five,2023-04-27,2023-05-01,NA,recovered,NA,2023-04-08,\?,NA
+624,N / A ,confirmed,m,sixty-nine,2023/04/23,2023/04/26,2023/04/29,NULL,2023/04/30,2023/04/17,2023/04/21,28.5
+625,N / A ,confirmed,m,sixty-nine,2023/04/23,2023/04/26,2023/04/29,NULL,2023/04/30,2023/04/17,2023/04/21,28.5
+626,Gabriel Park,confirmed,Qale,N/A,21/04/2023,25/04/2023,NA,recovered,NA,14/04/2023,23/04/2023,NA
+627,N / A ,probable,M,73,N /A,25/04/2023,not a number,n/a,NA,21/04/2023,26/04/2023,NA
+628,,probable,\.,53,27 April 2023,01 May 2023,NA,died,08 May 2023,21 April 2023,25 April 2023,NA
+629,Brendan Chan,confirmed,m,not a number, na,N/A,NA,recovered,NA,15 Apr 2023,19 Apr 2023,22.2
+630,Sepehr Hasam,not a number,m,23,2023/04/19,2023/04/20,NA,Eecovered,NA,2023/04/14,2023/04/20,28.4
+631,Sepehr Hasam,not a number,m,23,2023/04/19,2023/04/20,NA,Eecovered,NA,2023/04/14,2023/04/20,28.4
+632,Hassan Rhodes Franklin,not avail,n/a,8,28 May 2023,03 Jun 2023,NA,recovered,Not A Number,19 May 2023,23 May 2023,NA
+633,Dylan Hammond,confirmed,not a number,8,25 May 2023,01 June 2023,NA,recovered,\?,20 May 2023,23 May 2023,24.9
+634,Munanal-Awan,suspected,F,13,04 May 2023,08 May 2023,07 May 2023,recovered,NA,27 April 2023,06 May 2023,NA
+635,Rgan Kiley,confirmed, N / A,N / A ,03/05/2023,07/05/2023,05/05/2023,recovered,NA,29/04/2023,05/05/2023,27.6
+636,Raafi al-Yousef,NULL,Male,n a,25-04-2023,NULL,28-04-2023,died,10-05-2023,17-04-2023,25-04-2023,21.7
+637,Dylan Rodriguez,probable,m,fifty-seven,2023-04-25,\*,2023-04-30,recovered,NA ,2023-04-18,Not Avail,NA
+638,Dylan Rodriguez,probable,m,fifty-seven,2023-04-25,\*,2023-04-30,recovered,NA ,2023-04-18,Not Avail,NA
+639,Drequez Brooks,probable,Male,sixty-two,26 Apr 2023,29 Apr 2023,NA,recovered,NA,21 Apr 2023,23 Apr 2023,NA
+640,Sean oielson,probable,m,31,2023/05/10,2023/05/12, NA,recovered,Not Avail,2023/04/30,NOt available,NA
+641,Kayla Stoian,not a number,Female,1, na,09 May 2023,NA,NA ,N A,26 April 2023,09 May 2023,n / a
+642,Alexis Valenzuela,confirmed,female,twenty-two,2023-05-14,2023-05-16,NA,recpvered,NA,2023-05-11,2023-05-19,23.7
+643,Vkrginia Lovo,confirmed,F,thirty-four,19 May 2023,23 May 2023,NA,recovered,NA,10 May 2023,n / a ,not available
+644,Zakariyya el-Saeed,probable,male,72,2023/05/20,2023/05/26,NA,recuvered,NA,2023/05/12,2023/05/21,NA
+645,Zakariyya el-Saeed,probable,male,72,2023/05/20,2023/05/26,NA,recuvered,NA,2023/05/12,2023/05/21,NA
+646,Cory Ryan,confirmed,Malb,53,2023/05/22,2023/05/23,not a number,recovered,NA,2023/05/13,na,23.6
+647,Melvna Lujan-Orona,NA ,female,sixty-six,17-05-2023,19-05-2023,NA,recovered,NA,14-05-2023,not available,NA
+648,Naadir el-Awan,confirmed,male,na,11 May 2023,12 May 2023,NA,recovered,NA,03 May 2023,06 May 2023,26.8
+649,Megan Vanry,probablz,Female,51,11-05-2023,12-05-2023,NA,recovered,NA,03-05-2023,07-05-2023,N / A
+650,na,probable,mmle,N / A , NA,n / a,n / a ,recovered,NA,20/05/2023,25/05/2023,NA
+651,Noah Cluster,NOt available,Male,24,29 May 2023,02 June 2023,NA,recovered,NA,20 May 2023,\*,NA
+652,na,probable,Not Available,22,31-05-2023,02-06-2023,NA,n/a,n/a,24-05-2023,29-05-2023,NA
+653,Devlin Smith,probable,M,ten,22 May 2023,24 May 2023,NA,recovered,NA,n a,26 May 2023,NA
+654,Amanda Schettley,confirmed,female,Not A Number,22-05-2023,24-05-2023,NA,recovered,not avail,16-05-2023,27-05-2023,25.6
+655,Rabi al-Farman,confirmed,Male,1,2023/04/27,2023/04/29,NA,recovered,nan,2023/04/22,2023/04/23,24.9
+656,Javier Mendez,not a number,M,fifty-one,06/05/2023,09/05/2023,NA,recovered,NA,17/04/2023,25/04/2023,NA
+657,Jacob Luna,N /A,m,eighteen,03 May 2023,nan,NA,recovered,NA,27 Apr 2023,04 May 2023,NA
+658,Huda el-Ghani,confirmed,Female,sixty-five,26 Apr 2023,n /a,n/a,recovered,NA,08 Apr 2023,12 Apr 2023,22.6
+659,Mark Butler,suspected,,one,2023-04-17,2023-04-20,NA,recovered,NA,2023-04-13,2023-04-17,NA
+660,Muhjar al-Yamin,confirmed,f,Not Avail,n/a,na ,2023/05/09,recovered,NA,2023/04/21,2023/04/29,22.9
+661,Abdul Jabbaar el-Javed,cxnfirmed,not available,seventy-six,2023-04-30,2023-05-05,NA,recovered,NA,2023-04-29,N/A,26.1
+662,Abdul Kareem el-Rayes,N/A,m,N / A ,18/04/2023,21/04/2023,25/04/2023,Not A Number,NA,08/04/2023,21/04/2023,24.8
+663,nan, NA,M,28,2023/04/22, na,NA,NA,NA,2023/04/21,2023/04/22,NA
+664,Atalisha Flores,NULL,\*,48,23 Apr 2023,27 Apr 2023,28 Apr 2023,recovered,NA,17 Apr 2023,21 Apr 2023,NA
+665,Ashlee Smith,suspected,Female,38,18/04/2023,22/04/2023,NA,recovered,NA,17/04/2023,21/04/2023,NA
+666,Patrick Charley,confirmed,M,seventy-nine,19 April 2023,21 April 2023,not avail,recovered,NA,15 April 2023,22 April 2023, a / a
+667,Nicwle Hirst,confirmed,f,\?,2023-05-02,2023-05-03,2023-05-04,died,Not Available,2023-04-24,N / A ,29.1
+668,Brandon Mucha,suspected,M,25,27 Apr 2023,N / A,nan,recovered,NA,21 Apr 2023, a / a,NA
+669,N / A,confirmed,male,60,27/04/2023,30/04/2023,NA,recovered,NA,22/04/2023,28/04/2023,25.4
+670,Brandon Yang,confirmed,m,sixty-eight,NA,2023/05/09,N /A,recovered,NA,2023/04/21,not available,26
+671,N A,probable,m,43,26/04/2023,28/04/2023,NA,Iied,n / a,22/04/2023,27/04/2023,NA 
+672,Macy Jones,suspected,M,35,nan,2023/04/28,NA,recovered,NA,2023/04/14,2023/04/25,NA
+673,Sanad al-Muhammed,suspected,Female,eleven,2023-04-22,NULL,2023-04-25,died,N A,2023-04-16,2023-04-24,NA
+674,Demetrius Perkins,nan,male,four,2023/04/23,2023/04/27,N / A ,recovered,Not Available,2023/04/18,2023/04/19,27.3
+675,\*,NA,Male,eighty-nine,20 Apr 2023,24 Apr 2023,NA,recovered,NA,18 Apr 2023,22 Apr 2023,21.2
+676,Daleel el-Hares,confirmed,m,twenty-three, NA,30/05/2023,NA,recovered,NA,25/05/2023,31/05/2023,25.1
+677,Daleel el-Hares,confirmed,m,twenty-three, NA,30/05/2023,NA,recovered,NA,25/05/2023,31/05/2023,25.1
+678,Alliance Ousley,probable,female, na,2023/05/31,2023/06/04,2023/06/04,recovered,NA, na,2023/05/29,NA
+679,Alliance Ousley,probable,female, na,2023/05/31,2023/06/04,2023/06/04,recovered,NA, na,2023/05/29,NA
+680,Not A Number,suspected,male,N / A ,02 Jun 2023,N A,NA,recovered,NA,na ,28 May 2023,NA
+681,Kailyn Jones,confirmed,n a,84,12 May 2023,16 May 2023,16 May 2023,recovered,missing,04 May 2023,07 May 2023,n / a
+682,Richard Lytle,confirmed,n /a,6,05/05/2023,09/05/2023,NA,recovered,NA,27/04/2023,07/05/2023, a / a
+683,Amar So,n /a,M,nan,06/05/2023,NAN,NA,recovered,NA,01/05/2023,#N/A, na
+684,Carlos Jimenez,confirmed,na ,N / A,07 May 2023,09 May 2023,NA,recovered,NA,30 April 2023,08 May 2023,25.9
+685,Carlos Jimenez,confirmed,na ,N / A,07 May 2023,09 May 2023,NA,recovered,NA,30 April 2023,08 May 2023,25.9
+686,Akash Bull,probable,m,thirty-two,26-04-2023,28-04-2023,NA,recovered,NA,24-04-2023,01-05-2023, a / a
+687,Billy Leamons,confirmed,M,18,2023/05/04,Not A Number,NA,recovered,NA ,2023/04/18,2023/04/25,n / a
+688,Karina Stewart,confirmed,F,thirty-three,N A,05 May 2023,06 May 2023,died,11 May 2023,\.,03 May 2023,not avail
+689,Ethan Huntington,probable,m,thirty-three,13/05/2023, na,NA,recovered,n / a,NA ,N / A ,NA
+690,Seiyoung Wu,suspected,Female,48,2023-05-25,\*,2023-05-30,N/A,2023-06-08,2023-05-16,not available,NA
+691,Daniel Ridings,suspected,M,53,16-05-2023,18-05-2023,NA,rdcovered,NA,06-05-2023,Not Avail,NA
+692,Anthony Brandenburger,probable,n /a,sixty-five,2023/05/28,not avail,NA, N / A,NA,2023/05/23,2023/05/25,NA
+693,Charles Kellison,probable,M,79,n a,2023-06-03,NA,recovered,NA,NULL,2023-06-01,NA
+694,Braden Paine,confirmed,m,10,NA ,missing,NA,recovered,NA,not avail,03 Jun 2023,23.1
+695,n / a, na,m,thirty-one,30 May 2023,02 June 2023,NA,N / A ,NA,24 May 2023,31 May 2023,not available
+696,Scott Yu,confirmed,male,twenty,N / A ,N / A,NA,recovered,NA,16/05/2023,Not Available,25.3
+697,Kevin Pallister,\.,M,41,10/05/2023,13/05/2023,NA,recovered,NA,05/05/2023,Not Avail,NA
+698,Mana Morgan,probable,F,79,30 Apr 2023,01 May 2023,NOt available,recovered,NA,22 Apr 2023,NAN,NA
+699,Abdul Ghani al-Azimi,null,m,21,22 Apr 2023,28 Apr 2023,NA,recovered, N / A,17 Apr 2023,21 Apr 2023,25.4
+700,Lekesha Young,suspected,female,NOt available,not a number,25-04-2023,NA,recovered,NA,21-04-2023,25-04-2023,NA
+701,Lekesha Young,suspected,female,NOt available,not a number,25-04-2023,NA,recovered,NA,21-04-2023,25-04-2023,NA
+702,Filipe Hritsick,suspected,M,73,null,30/04/2023,null,recovered,NA,17/04/2023,19/04/2023,NA
+703,nan,prwbable,female,forty-two, a / a,28 April 2023,06 May 2023,na ,n/a,16 April 2023,n /a,NA
+704,Dalaun Hall-Esparza,suspected,M, NA,28 Apr 2023,30 Apr 2023,NA,recovered,NA,14 Apr 2023,20 Apr 2023,NA
+705,Raaid el-Fayad,probable,m,30,missing,02-05-2023,NA,recovered,not a number,15-04-2023, NA,NA
+706,Dante Godley,confirmed,M,27,20 April 2023,n / a,NA,recovered,NA,15 April 2023,21 April 2023,21.5
+707,Ezra Shreck,not a number,N / A ,eighty-six,2023/05/02,2023/05/04,NA,recovered,NA,2023/04/25,2023/05/02,23.6
+708,Gilberto Santos,suspected,m,seventy-four,07 May 2023,10 May 2023,NA,recovered,NA,28 April 2023,04 May 2023,#N/A
+709,Shamuel Trang,confirmed, a / a,seventy-six,na ,01 May 2023,NA,recovered,NA,22 Apr 2023,27 Apr 2023,23.4
+710, N / A,cinfirmed,m,49,29 April 2023,01 May 2023,NA,NA ,NA,23 April 2023,02 May 2023,25.1
+711,Andrea Brown,,F,sixty-nine,N/A,2023-05-10,NA,recovered,NA,2023-05-02,2023-05-09,23.4
+712,Andrea Brown,,F,sixty-nine,N/A,2023-05-10,NA,recovered,NA,2023-05-02,2023-05-09,23.4
+713,Matihew Salazar, N / A,NA ,twenty-eight,Not Available,n/a,NA,recovered,NA,2023/05/04,2023/05/10,NA
+714,NOt available,confirmed,F,fifty-nine,30 Apr 2023,01 May 2023,NA,recovered,n / a,24 Apr 2023,28 Apr 2023,23.8
+715,NOt available,confirmed,F,fifty-nine,30 Apr 2023,01 May 2023,NA,recovered,n / a,24 Apr 2023,28 Apr 2023,23.8
+716,,confirmed,female,31,\.,28 Apr 2023,#N/A,recovered,NA,18 Apr 2023,22 Apr 2023,25.9
+717, na,probable,female,forty-three,N A,2023-04-23,N /A,recovered,NA,2023-04-18,2023-04-23,NA
+718,nan,confirmed,male,eighteen,2023/04/27,2023/05/01,NA ,null,NA,2023/04/16,2023/04/21,not avail
+719,Dezi Olivas,confihmed,Male,seventy-seven,2023/06/07,\?,NA,recovered,N/A,2023/05/29,2023/06/06,20.8
+720,Tavien Maxwell,confirmed,M,n a,Not Avail,n /a,NA,NOt available,NA,na,14/05/2023,24.1
+721,Mario Sanchez-Gonzales,confirmed,M,80,17 May 2023,19 May 2023,NA,recovered,NA,04 May 2023,09 May 2023,N / A
+722,Nicolas Tillotson,confirmed,m,57,2023-04-29,2023-05-01,NA,recovered,NA,2023-04-23,2023-04-28,24.4
+723,Rodney Lytle,confirued,m,84,04 May 2023,N / A ,NA,recovered,NA,29 Apr 2023,04 May 2023,29.5
+724,Kiera Coolidge,confirmed,female,16,12 May 2023,14 May 2023,na,recovered,N /A,30 Apr 2023,07 May 2023,25.8
+725,Nicholas Moore,n /a,Male,29,2023/05/15,2023/05/18,NA,recovered,NA,2023/05/11,\*,25
+726,Naadiya al-Reza,confirmed,not a number,79,16 May 2023,Not Available,\*,NOt available,N / A,12 May 2023,16 May 2023,25
+727,N / A,confirmed,f,thirty-five,2023/05/29,2023/05/30,NA,recovered,NA,2023/05/22,2023/05/28,29.1
+728,NOt available,confirmed,missing,31,28-05-2023,02-06-2023,NA,NA ,NA,24-05-2023,Not A Number,27.7
+729,NA ,confirmed,Male,3,17 May 2023,\?,NA,recovered,NA,12 May 2023,not avail,26.2
+730,NA ,confirmed,Male,3,17 May 2023,\?,NA,recovered,NA,12 May 2023,not avail,26.2
+731, NA,confirmed,Female,Not Avail,01-06-2023,04-06-2023,NA,recovered, NA,25-05-2023, N / A,25.4
+732,Not Avail,probable,F,thirty-one,\.,03/06/2023,NA,recovered,n / a ,27/05/2023,02/06/2023,NA
+733,Not Avail,probable,F,thirty-one,\.,03/06/2023,NA,recovered,n / a ,27/05/2023,02/06/2023,NA
+734,Not A Number,NA,M,sixty-eight,2023-06-01,n / a,NA,recovered,NA,2023-05-21,2023-06-02,NA 
+735,Jota Tran,suspected,N / A ,9,05 Jun 2023,06 Jun 2023,NA,recovered,NA,24 May 2023,n / a,NA
+736,Mahdhoodha al-Abdi,n / a ,Female,eighty-one,NAN,\*,n / a ,NA ,2023/06/14,2023/05/20,2023/06/01,NA
+737,Haneef al-Amir,probable,Male,forty-five,2023/05/01,2023/05/04,NA,recovered,NA,NOt available,2023/05/04,NA
+738,Karl Caffery,Crobable,m,na,24 Apr 2023,25 Apr 2023,n a,died,02 May 2023,not a number,27 Apr 2023,NA
+739,n / a ,confirmem,n / a ,na ,30/04/2023,02/05/2023,NULL,died,10/05/2023,22/04/2023,25/04/2023,23.7
+740,n / a ,confirmem,n / a ,na ,30/04/2023,02/05/2023,NULL,died,10/05/2023,22/04/2023,25/04/2023,23.7
+741,n / a,probable,, NA,2023-05-02,2023-05-02,N/A,recovered,NA,n a,2023-04-28,NA
+742,Andrew Carmona,probable,mame,40,28/04/2023,02/05/2023,na,recovered,NA,NA ,01/05/2023,NA
+743,Quinn Clajk,confirmed,maee,Not A Number,02 May 2023,07 May 2023,n a,recovered,NA,26 Apr 2023,01 May 2023,22.2
+744,Thomas Bille,probable,male,twenty-five,03-05-2023,08-05-2023,NA,recovered,N / A,26-04-2023,29-04-2023,NA
+745,Shaimaaa el-Rais,suspected,female,fifty-six,2023/04/22,2023/04/23,2023/04/26,recovered,NA,2023/04/18,2023/04/20,NA
+746,Miguel Payne,confirmed,n/a,sixty,Not A Number,2023-04-30,NA,recovered,NA,2023-04-17,2023-04-23,23.2
+747,Riley Baca,suspected,m,n/a,NA,na,NA,recovered,NA,2023/04/17,2023/04/22,NA
+748,Christopher Sandoval,pxobable,M,\?,2023/05/09,2023/05/13,NA,recovered,NA,2023/05/03,2023/05/10,NA
+749,Mina Nguyen,probable,Female,14,02 May 2023,05 May 2023,06 May 2023,recooered,NA,27 April 2023,n / a,NULL
+750,Mina Nguyen,probable,Female,14,02 May 2023,05 May 2023,06 May 2023,recooered,NA,27 April 2023,n / a,NULL
+751,Jericho Emert,confirmed,male,27,29 Apr 2023,01 May 2023,NA,recovered,NA,26 Apr 2023,30 Apr 2023,27.9
+752,Jonathan Saldivar,suspected,Male,89,N /A,2023/05/25,NA, na,\*,2023/05/04,2023/05/13,NA
+753, NA,n / a,F,\.,08 May 2023,11 May 2023,NA,recovered,NA,\?,10 May 2023,n/a
+754,Mayra Munib,confirmed,female,54,2023-05-08,NA,2023-05-12,died,2023-05-27,2023-05-03,2023-05-11, NA
+755,Kyle Weihrauch,probable,male,79,05 May 2023,08 May 2023,NA,recovered,NA,28 Apr 2023, N / A,NA
+756,Ashly Wong,confirmed,Female,41,05 May 2023,08 May 2023,,recovered,NA,n/a,25 Apr 2023,Not Available
+757,Luis Montoya,n / a,m,six,01-05-2023,02-05-2023,NA,recovered,NAN,n a,28-04-2023,24.3
+758,n a,suspected,m,67,2023-05-18,2023-05-21,NA,recovered,NA,not a number,2023-05-20,NA
+759,Daeun Ha,suspected,female,42,\*,07/05/2023,NA,recovered,NA,27/04/2023,01/05/2023,NA
+760,Jacob Avifa,probable,m,59,2023/05/05,#N/A,NA,NAN,2023/05/17,2023/04/28,2023/04/30, N / A
+761,Aaron Bhagria,confirmed,null,\*,2023-05-08,2023-05-11,NA,recovered,NA,2023-04-28,2023-05-06,28.2
+762,Andrew Lovelace,\?,male,seventeen,22-05-2023,n / a,NA,recovered,NA,15-05-2023,20-05-2023,missing
+763,Joshua loshi,not avail,M,seventy-three,2023/05/17,nan,NA,recovered,n a,2023/05/12,2023/05/21,\?
+764,Antwan Gilbert,confirmed,Male,18,01 Jun 2023,03 Jun 2023,NA,recovered,NA,24 May 2023,31 May 2023,26.4
+765,Keifer Garlick,suspdcted,m,,30/05/2023,01/06/2023,13/06/2023,recovered,NA,24/05/2023,31/05/2023,NA
+766,Izzat el-Shehadeh,prabable,m,54,05/06/2023,10/06/2023,na ,recovered,NA,,04/06/2023,NA
+767,Soyeun Nguyen,\*,female,nan,03-06-2023,not avail,N/A,recovered,NA,27-05-2023,08-06-2023,n/a
+768,Antonio Valenzuela,suspected,Male,5,,05/06/2023,NA,recovered,NA,30/05/2023, a / a,NA
+769,Naweed Lam,probable,m,four,2023-06-02,2023-06-03,NA,\.,NA,2023-05-30,2023-06-02,NA
+770,Heidi Goodenow,confirmed,female,19,n a,N / A ,not available,recovered,NA,28-04-2023,05-05-2023,24.7
+771,N /A,probable,f,44,02 May 2023,07 May 2023,NA,recovered,NA,30 April 2023,n /a,NA
+772,Haamid al-Yousef,confirmed,Male,72,2023-05-02,2023-05-05, NA,N / A ,NA,2023-04-30,2023-05-03, N / A
+773,Haamid al-Yousef,confirmed,Male,72,2023-05-02,2023-05-05, NA,N / A ,NA,2023-04-30,2023-05-03, N / A
+774,Milton Ortiz,missing,Male,77,2023/05/06,2023/05/11,NA,recovered,Not Available,2023/04/27, a / a,23.1
+775, N / A,probable,f,15,01/05/2023,06/05/2023,NA,recovered,NA,29/04/2023,06/05/2023,NA
+776, N / A,probable,f,15,01/05/2023,06/05/2023,NA,recovered,NA,29/04/2023,06/05/2023,NA
+777,Steven Alvarez-Villalba,confirmed,M,forty-six, a / a,2023/05/07,NA,recovered,NA,2023/04/26,2023/05/04,27.3
+778,Hazel Joy Lor,confirmed,not avail, a / a,03-05-2023,NOt available,NAN,recovered,not available,30-04-2023,03-05-2023,26.6
+779,Lakota Ortiz Barron,confirmed,missing,sixty-two,23/04/2023,27/04/2023,NA,N/A,\.,20/04/2023,25/04/2023,26.5
+780,Lakota Ortiz Barron,confirmed,missing,sixty-two,23/04/2023,27/04/2023,NA,N/A,\.,20/04/2023,25/04/2023,26.5
+781,Derrick Smith, a / a,male,eighty-two,24 Apr 2023,27 Apr 2023,N/A,recovered,NA,18 Apr 2023,N /A,Not A Number
+782,Derrick Smith, a / a,male,eighty-two,24 Apr 2023,27 Apr 2023,N/A,recovered,NA,18 Apr 2023,N /A,Not A Number
+783,Terrance Jackson,confirmed,male,77,2023-04-24,2023-04-26,NOt available,null,not available,2023-04-20,2023-04-23,N / A 
+784,Rico Herrera,probajle,male,62,2023/05/13,2023/05/18,null,#N/A,NA,2023/05/06,2023/05/11,NA
+785,Richard Stacy,probable,Male,,03-05-2023,05-05-2023,NA,recovered,n / a,Not Available,01-05-2023,NA
+786,Christopher Abeyta,\.,male,n a,03/05/2023,05/05/2023,NA,recovered,NA,26/04/2023,03/05/2023,20.4
+787,not avail,confirmed,Male,fifty-nine,18 May 2023,19 May 2023,NA,recovered,NA,15 May 2023,N / A ,23.4
+788,N / A ,na,f,nineteen,12-05-2023,16-05-2023,NA,recovered,NA,04-05-2023,13-05-2023, na
+789,Rigoberto Bueno,suspected, NA,66,07-05-2023,\.,08-05-2023,recovered,NA,04-05-2023,11-05-2023,NA
+790,Iffat al-Sinai,confirmed,f,forty-five,10-05-2023,11-05-2023,NA,recovered,NA,28-04-2023,07-05-2023,28.7
+791,Danijah Dunaway,suspected,f,28,2023-05-03,\*,NA,recovered,NA,2023-04-28,2023-05-06,NA
+792,Joseph Ouren,suppected,m,87,na,21-05-2023,NA,recovered,NA,n/a,21-05-2023,NA
+793,Komijen Chau,confirmed, na,forty-eight,2023-05-08,not avail,NA,recovered,NA,2023-05-05,2023-05-09,25.4
+794,Joshua Brock,probable,Male,forty-one,2023/05/22,2023/05/25,NA,not available,NA,2023/05/19,2023/05/26,NA 
+795,Joshua Brock,probable,Male,forty-one,2023/05/22,2023/05/25,NA,not available,NA,2023/05/19,2023/05/26,NA 
+796,Salmaan el-Ahmad,\*,\*,n / a,23 May 2023,27 May 2023,25 May 2023,recovered,NAN,14 May 2023,Not Avail,26
+797,Kaitlyn Torres,suspected,Female,null,2023-05-25,2023-05-26,NA,recovered,NA,2023-05-13,2023-05-18,n / a 
+798,,probable,F,48,07 Jun 2023,09 Jun 2023,NOt available,recovered,NA,28 May 2023,07 Jun 2023,NA
+799,Lakota Israel,probable,male,NOt available,2023-06-08,2023-06-10,NA,recovered,#N/A,2023-06-01,2023-06-05,NA
+800,Manuel Valadez-Cruz,suspected,m,fourteen,2023/06/06,2023/06/07,NA,recovered,NA,n/a,N/A,NA
+801,not a number,n / a ,Male,55,07 June 2023,nan,NA,not a number,NA,31 May 2023,N / A ,missing
+802,Jessica Lamvertson, NA,female,four,05 Jun 2023,08 Jun 2023,NA,recovered,NA,02 Jun 2023,05 Jun 2023,25.1
+803,missing,suspected,female,63,04/06/2023,08/06/2023,NA,recovered,NA,29/05/2023,07/06/2023,NA
+804,Shannon England,confirned,m,thirty-four,05/06/2023,07/06/2023,NA,recovered,NA,27/05/2023,n /a,27.3
+805,n / a, NA,N / A,sixty-nine,2023/06/07,2023/06/10,NA,n /a, NA,2023/06/01,NA ,23.3
+806,NA,probable,male,eighty-one,03 May 2023,06 May 2023,11 May 2023,recovered, N / A,01 May 2023,08 May 2023,NA
+807,n / a ,suspected,f,14,2023-05-06,2023-05-07,\.,recovered,NA,na ,2023-05-06,NA
+808,,suspected,male,eight,n /a,06 May 2023,NA,N / A ,NA,28 Apr 2023,04 May 2023,NA
+809,Han Mi Anglo,probable,Female,twenty-five,12 May 2023,14 May 2023,NA,\?,NA,29 Apr 2023,N/A, a / a
+810,Michael Rapp,suspected,M,six,04 May 2023,06 May 2023,NA,diad,18 May 2023,30 April 2023,05 May 2023,NA
+811,Freya Oconnell,suspected,female,NA,null,06-05-2023,NA,died,23-05-2023,28-04-2023,05-05-2023,NA
+812,Azza al-Abdqlla, NA,Not Avail,59,2023/05/09, a / a,NA,n / a ,na,N A,2023/05/07,25.4
+813,Rebecca Redfern,n / a,Female,n/a,N / A ,08 May 2023,NA,recovered,na,29 April 2023,05 May 2023,23.6
+814,Yeng Sa,confirmed,m,twenty,25 April 2023,\.,NA,recoveryd,NA,\*,27 April 2023,23.7
+815,Tera Hussainy,\?,Female,Not Available,24-04-2023,nan,NA,recovered,NA,n/a,25-04-2023,27.1
+816,Esteban Navarrete,confirmed,NA ,\*,2023/04/26,2023/04/28,NA,recovered,NA,2023/04/22,Not A Number,22.7
+817,Ramalaan el-Soliman,N /A,m,NAN,06 May 2023,08 May 2023,NA,recovered,NA,30 Apr 2023,05 May 2023,NA
+818,N / A,confirqed,M,50,14 May 2023, na,NA,rucovered,NAN,09 May 2023,14 May 2023,23.6
+819,Abdul Maalik al-Meskin,suspected,M,forty-four, na,15 May 2023,NA,recovered,NA,04 May 2023,12 May 2023,NA
+820,Craigan Richardson,confnrmed,male,five,N / A ,08 May 2023,NA,recovered,n a,29 April 2023,03 May 2023,N A
+821,,confirmed,Female,N / A,07 May 2023,11 May 2023,NA,recovered,NA,29 April 2023,04 May 2023,Not A Number
+822,Nerod Kim,confirmed,m,25,2023-05-27,2023-06-03,NA,recovered,not a number,2023-05-15,N / A ,23.8
+823,Raabiya al-Bahri,confirmed,F,90,28 May 2023,04 June 2023,NA,n/a,17 June 2023,16 May 2023,n / a ,25.8
+824,NAN,suspecced,male,5,2023-05-20,2023-05-23,NA,recovered,NA,2023-05-16,2023-05-23,NA
+825,NOt available,\.,Female,57,na ,12/05/2023,NA,recovered,NA,06/05/2023,nan,NA
+826,Eliezer Bermejo,confirmed,Male,eight,2023/05/26,2023/05/29,2023/05/28,Hied,2023/06/14,not a number,2023/05/27,22.6
+827,\?,confirmed,male,3,26-05-2023,29-05-2023,29-05-2023,died,09-06-2023,16-05-2023,25-05-2023,25.9
+828,Fahd al-Aly,confirmed,NULL,na,01 Jun 2023,03 Jun 2023,NA,missing,NA,20 May 2023,22 May 2023,19.9
+829,Consuello Rodriguez,confirmed,f,fifty,2023-05-26,2023-05-31,n / a ,recovered,n /a,2023-05-20,2023-05-27,25.5
+830,Harrison Yang,probable,m,23,N /A,15 June 2023,NA,recovered,NA,06 June 2023,10 June 2023,NA
+831,Wileen Felipe,confirmed,f,\.,09/06/2023,not available,NA,recovered,NA,03/06/2023,14/06/2023,27.1
+832,Daniel Billiamosa,confirmed, a / a,63,16 Jun 2023,20 Jun 2023,NA,nan,NA,03 Jun 2023,11 Jun 2023,\?
+833,Erica Sams,probable,Female,39,n / a,25-06-2023,n a,recovered,NA,06-06-2023,11-06-2023,NA
+834,Christopher Ortega,suspected,M,44,2023-06-07,2023-06-09,NA,died,N A,2023-06-07,2023-06-11,null
+835,Max Forbes,confirmed,m,48,10 Jun 2023,N A,NA,recovered,N A,not a number,,27.5
+836,Kaalim el-Daoud,probable,Male,NULL,04/06/2023,07/06/2023, NA, N / A,NA,04/06/2023,08/06/2023,NA
+837,\*,probable,F,n / a ,2023-05-04,2023-05-08,NA ,recovered,NA,2023-04-29,2023-05-06,NA
+838,Nicole Lor,probable,f,80,2023-05-06,na ,na ,removered, a / a,2023-05-04,2023-05-09,NA
+839,Jomo Boller,suspected, N / A,thirty-three,2023/05/09,2023/05/15,NA,recovered,NA,2023/05/04,2023/05/07,NA
+840,Scott Davidson,Not A Number,Male,47,09/05/2023,11/05/2023,14/05/2023,recovered,\?,03/05/2023,null,NA
+841,Mitchel Whitney,suspected,m,80, a / a,2023-05-08,NA,recovvred,NA,2023-05-01,2023-05-05,n / a
+842,Khyre Felton,nan,Male,fifty-four,21-05-2023,23-05-2023,26-05-2023,died,02-06-2023,08-05-2023,#N/A,NA
+843,Leshawn Ricks,confirmed,Male,na ,15 May 2023,18 May 2023,NA,recovered,NA,09 May 2023,13 May 2023,24.6
+844,\.,suspected,f,\?,22 May 2023,\*,NA,recovered,null,09 May 2023,NULL,NA
+845,Nizaar al-Salim,suspected,N/A,seventy-nine,21/05/2023, na,NA,n / a,NA,09/05/2023,\?,NA
+846,n/a,probable,Kale,eighty-seven,15 May 2023,18 May 2023,19 May 2023,nan,NA,08 May 2023,11 May 2023,NA
+847,Badraan el-Fares,N A,male,forty-two,n /a,10/05/2023,NOt available,recovered,NA,01/05/2023,N/A,NA
+848,Fikri al-Akram,confirmed,Male,\?,2023-04-26,2023-04-27,NA,n / a,NA,not a number, NA,22.5
+849,Edgar Valdez,suspected,m,ninety,2023-04-27,2023-04-29,NA,recovered,NA,2023-04-20,2023-04-28,NA
+850,Slul Estrada,confirmed,M,86,02-05-2023,04-05-2023,NA,recovered,NA,22-04-2023,28-04-2023,na 
+851,null,suspected,Male,9,missing,NA,NA,recovered,NA,19 Apr 2023,27 Apr 2023,NA
+852,Ernesto Martinez,confirmed,m,thirty-eight,01/05/2023,03/05/2023,NA,,NA,na ,01/05/2023,24.4
+853,Tanner Jones,confirmed,\*,ninety,29/04/2023,#N/A,NA,n /a,#N/A,24/04/2023,27/04/2023,22.1
+854,Dolores Madera,Not Avail,f,65,2023-05-01,\?,NA,#N/A,NAN,2023-04-25,2023-04-29,NA
+855,N / A,confirmed,mafe,fourteen,n / a ,15-05-2023,NA,null,null,02-05-2023,09-05-2023,20.6
+856,Ryan Grove,probable,M,6,30 May 2023,31 May 2023,NA,recovered,NA,27 May 2023,,NA
+857,Fakeeha al-Khatib,confirmed,f,seventy-seven,29 May 2023,\.,NA,N / A,NA,missing,30 May 2023,23.6
+858,Branjy Martinez,confirmed,nan,forty-nine,29/05/2023,na,NA,recovered,NA,22/05/2023,31/05/2023,22.5
+859,,sukpected,F,sixteen,not a number,02-06-2023,NA,recovered,n / a,22-05-2023,29-05-2023,NA
+860,n / a, a / a,f,seventy-two,26 May 2023,n a,NA,recovered,NA,22 May 2023,28 May 2023,25.4
+861,Krishawnda Martin,confirmed,not avail,NULL,26 May 2023,29 May 2023,NA,recovered,NA,20 May 2023,30 May 2023,25.9
+862,Anthaneisha Gabriel, N / A,Female,eighty-six,21 June 2023,\.,25 June 2023,dihd,05 July 2023,06 June 2023,13 June 2023,27
+863,n/a,probable,M,eighty-four,10 June 2023,18 June 2023,NA,N /A,20 June 2023,n /a,13 June 2023,NA
+864,Jafar al-Ally,probable,male,thirty,Not Available,na ,NA,Not Avail,NA,Not Available,13-06-2023,NA
+865,Joshua Oakes,suspected,male,4,13 Jun 2023,17 Jun 2023,NA,recovered,NA,06 Jun 2023,10 Jun 2023,NA
+866,Carlo Christy,confirmed,Not A Number,forty-two,nan,missing,Not Avail,recovered,NA,not a number,16-06-2023,26.7
+867,Taariq el-Shah,confirmed,N A,fifty-seven,not avail, a / a,NA,N A,NA,n/a,n / a,23.2
+868,Dakota Bullen,confirmed,m,na ,19-06-2023,20-06-2023,N/A,recovered,NA,14-06-2023,17-06-2023,NA 
+869,\.,confirmed,Male,81,24-06-2023,28-06-2023,NA,na ,NA,19-06-2023,25-06-2023,n / a 
+870,Aasim el-Bahri,confirmed,mals,NAN,28/06/2023,01/07/2023,NA,recovered,NA,16/06/2023,nan,25.7
+871,Claudia Lujan,NA ,n a, NA,2023/06/26,2023/06/28,NA,recovered,NA,2023/06/18,2023/06/23,24
+872,Grant West,confirmed,M,25,10 June 2023,,NA,na,\?,03 June 2023,Not Available,25.1
+873,Emma Nguyen,confirmed,Female,26,#N/A,09/06/2023,13/06/2023,n / a,Not Avail,30/05/2023,06/06/2023,22.7
+874,Vamshi Schlotfeldt-Perez,confirmod,Male,40,2023-06-10,2023-06-14,null,recovered,NA,2023-06-03,2023-06-10,N A
+875,Not Available,probable,Female,35,07-05-2023,09-05-2023,NA,N / A ,17-05-2023,02-05-2023,08-05-2023,NA
+876,David Manaois,confirmed,male,18,\.,N /A,NA,recovered,NA,not a number,05-05-2023,25.8
+877,Colin Parker,suspected,Male,#N/A,2023/05/26,2023/05/27,not avail, a / a,NA,2023/05/06,Not Available,NA
+878,Billy Abraham,probable,m,19,09/05/2023,11/05/2023,NA,recovered,NA,#N/A,11/05/2023,nan
+879,Cody Lam,suspected,Male,twenty-two,09/05/2023,11/05/2023,NA,recovered,NA,05/05/2023,Not Avail,NA
+880,Jacob Mangino,probable,Male,thirty-eight,2023/05/21,\?,NA,nan,NA,2023/05/20,2023/05/24,NA
+881,Jacob Mangino,probable,Male,thirty-eight,2023/05/21,\?,NA,nan,NA,2023/05/20,2023/05/24,NA
+882,Cinthia Flores,cojfirmed,Female,2,2023-05-27,2023-05-29,NA,recovered,NA,2023-05-14,2023-05-19,25
+883,Daejha Eldridge,confirmed,m,seventy-four,2023/05/26,2023/05/28,NA,recovered,NA,2023/05/13,\?,n a
+884,Miguel Rodriguez,confirmed,m,40,NA,2023-06-05,n / a ,died,2023-06-18,2023-05-17,2023-05-23,24.8
+885,Quyen Sundara,confirmed,NOt available,8,2023-05-29,not available,2023-06-02, na,2023-06-15,2023-05-16,2023-05-24,22
+886, a / a,confirmed,male,Not A Number,28 May 2023,01 Jun 2023,02 Jun 2023,recovered,NA,21 May 2023,24 May 2023,Not Avail
+887,Waynoka Perry,confirmed,F,three,19-05-2023,21-05-2023,NA,n / a,NA,09-05-2023,,24.6
+888,NA,n / a,M,thirty,2023-05-14,missing,NA,recovered,NA,2023-05-04,2023-05-13,nan
+889,NA,n / a,M,thirty,2023-05-14,missing,NA,recovered,NA,2023-05-04,2023-05-13,nan
+890,Dakota Bean,n a,Male,thirty-one,01/05/2023,\.,not available,recovered,NA,24/04/2023,29/04/2023,n a
+891, a / a,confirmed,M,55,2023-05-06,2023-05-09,2023-05-11,died,2023-05-19,2023-04-24,N /A,26.6
+892,Keith Thomas,confirmed,m,nine,03 May 2023,not avail,NA,recovered,NA,25 April 2023,01 May 2023,24.5
+893,Tristin Jefferson,Not Available,Female,37,01 May 2023,03 May 2023,NA ,n/a,NA,23 Apr 2023,not available,NA
+894,Andy Lor,confirmed,m,2,2023-05-06,2023-05-09,NA,recovered,NA,2023-04-29,2023-05-03,25.6
+895,Michael Nesmith,probable,male,37,2023/05/07,n / a ,NA,recovered,NA,2023/04/29,2023/05/05,NA
+896,Othell Billings, NA,NA,N A,missing,06 May 2023,NA,recovered,\?,30 April 2023,04 May 2023,\.
+897,Colin Jones,confirmed,Male,34,01-05-2023,02-05-2023,missing,nan,NA,23-04-2023,26-04-2023,26.7
+898,Nathaniel Kennon,probable,Male,not a number,Not Available,2023/05/01,NA,recovered,NA,2023/04/22,2023/04/30,
+899,DanebBaker,probable,M,\.,14-05-2023,N /A,Not Avail,recovered,NA,30-04-2023,03-05-2023,NA
+900,Jessica Keenan,confirmed,F,forty-one,N / A,NULL,nan,racovered,NA,2023/05/01,2023/05/04,25.8
+901,Jordan Poore,suspected,m,64,30 Apr 2023,02 May 2023,NA,recovered,NA,28 Apr 2023,01 May 2023,NA
+902,Shashwat Mcarthur,confirmed, a / a,nine,2023/05/02,2023/05/05,\*,recovered,NA,2023/04/29,2023/05/03,
+903,Luke Ulery,probable,NULL, NA,2023-06-07,2023-06-09,nan,N / A ,NA,Not A Number,2023-06-02,NA
+904,Qamraaa el-Hammoud,probable,F,74,02 June 2023,05 June 2023,NA, a / a,NA,24 May 2023, NA,NA
+905,Casey Green,suspected,female,na ,2023/05/29,2023/06/01,not available,recovered,n / a ,2023/05/26,2023/05/31,not available
+906,Casey Green,suspected,female,na ,2023/05/29,2023/06/01,not available,recovered,n / a ,2023/05/26,2023/05/31,not available
+907,\*,not a number,M,NOt available,2023-05-30,2023-06-01,2023-06-06,died,2023-06-07,2023-05-27,2023-05-31,NA
+908,n a,probable,male,eighteen,29 May 2023,n a,NA,recovered,NA,28 May 2023,30 May 2023,NA
+909,na,conqirmed,NOt available,sixty-nine,\*,\.,NA,recovered,NA,20/05/2023,31/05/2023,24.5
+910,Mystic Moonlight,probable,Female,18,NA ,2023/06/03,NA,#N/A,NA,null,2023/05/27,Not Avail
+911,Mystic Moonlight,probable,Female,18,NA ,2023/06/03,NA,#N/A,NA,null,2023/05/27,Not Avail
+912,William Ross,N A,NA ,sixteen,13 June 2023,14 June 2023,NA,recovered,\?,06 June 2023,,23.9
+913,Horacio Leija,confirmed,m,25, NA,\., NA,recovered, NA,06 Jun 2023,17 Jun 2023,25.5
+914,Horacio Leija,confirmed,m,25, NA,\., NA,recovered, NA,06 Jun 2023,17 Jun 2023,25.5
+915,Damacio Lasco,confirmed,NOt available,NA,2023-06-15,2023-06-17,not a number,recovwred,,2023-06-12,2023-06-15,not avail
+916,Dwayne Thompson,confirmed,Not Available,17,2023/06/25,2023/06/29,NA,recovered,NA,2023/06/20,2023/06/24,24.6
+917,Shanta Boisselle,probable,NA,11,29/06/2023,01/07/2023,NA,recovered,NA,17/06/2023,24/06/2023,NA 
+918,N /A,probable,M,15,Not A Number,02 Jul 2023,n / a,recovered,NA,18 Jun 2023,21 Jun 2023,NA
+919,Banning Romley, na,m,69,25 Jun 2023,27 Jun 2023,N/A,recovered,NA,23 Jun 2023,29 Jun 2023,24
+920,Not Avail,confirmed,Female,thirteen,2023/07/03,2023/07/06,NA,recovered,na ,2023/06/26,2023/07/02,24.8
+921,Farha el-Abdallah,confirmed,#N/A,Not Available,NAN,#N/A,NA,NA,18/07/2023,22/06/2023,28/06/2023,23.3
+922,Laura Ann Croshal,suspected,female,sixty-one,01-07-2023,03-07-2023,NA,recovered,not a number,23-06-2023,28-06-2023,NA
+923,\?,confirmed,M,fifty-five,2023/06/11,2023/06/15,NA,recovered,NA,2023/06/09,N A,N /A
+924,Cimarron Ferguson,confirmed,male,59,2023-05-30,N /A,NA,recovered,NA,2023-05-21,not avail,\*
+925,Martin Bolton,N /A,M,N / A,N / A ,2023-05-30,Not A Number,recovered,NA,\.,2023-05-27,22
+926,Martin Bolton,N /A,M,N / A,N / A ,2023-05-30,Not A Number,recovered,NA,\.,2023-05-27,22
+927,Isaiah Whipple,prrbable, a / a,49,11 May 2023, na, a / a,recovered,n a,06 May 2023,11 May 2023,NA
+928,Samuel Her,suspectej,male,87,09 June 2023,NOt available,NA,Not A Number, a / a,\.,n / a,n /a
+929,Hsiang Xiong,suspected,Male,42,2023-06-16,2023-06-19,NA,null,NA,2023-05-23,2023-05-31,\?
+930,Marcus Mondragon,probable,m,twenty,06/06/2023,09/06/2023,11/06/2023,died,20/06/2023,not available,29/05/2023,NA
+931,Not Available,suspected,Mcle,24,N A,06 June 2023,10 June 2023,died,null,31 May 2023,03 June 2023,NA
+932,Kyle Michael,probable,\.,n/a,02 Jun 2023,04 Jun 2023,NA,recovered,NA,31 May 2023,05 Jun 2023,NA
+933,n / a ,not a number,male,85,01 June 2023,04 June 2023,NA,dqed,not available,26 May 2023,30 May 2023,NA
+934,Deisha Groesbeck,conflrmed,F,nine,2023/05/25,2023/05/28,NA,recovered,NA,2023/05/13,2023/05/23,26.6
+935,Baylee Herron Jr,confirmed,Not Available,NULL,30/05/2023,02/06/2023,NA,recovered,NA,15/05/2023,25/05/2023,25.3
+936,Jawhar el-Azer,n / a ,male,fifty-one,2023-05-05,2023-05-08,2023-05-08,died,na,2023-04-28,2023-05-04,27.1
+937,NA ,suspected,M, a / a,NAN,\*,NA,#N/A,NA,2023-04-28,n /a,NA
+938,Juwan Worley,not a number,male,eleven,2023/05/14,2023/05/17,NA,recovered,NA,2023/04/28,\.,27.9
+939,James Kamanawa,probabce,m,n/a,05 May 2023,06 May 2023,08 May 2023,died,24 May 2023,29 April 2023,05 May 2023,NA
+940,Tonia Burger,confirmed, NA,30,04 May 2023,06 May 2023,\*,recovered,NA,26 Apr 2023,07 May 2023, a / a
+941,Navdeep Choi,probable,Female,eighty-nine,07 May 2023,09 May 2023,NA,recovered,NA,27 April 2023,06 May 2023, NA
+942, N / A,probable,m,twenty-nine,\*,N / A,NA,died,24/05/2023,28/04/2023,null,NA
+943,Naseem al-Sabet,confirmed,M,5,05/05/2023,NA ,N A,recovered, na, N / A,08/05/2023,25.4
+944,Naseem al-Sabet,confirmed,M,5,05/05/2023,NA ,N A,recovered, na, N / A,08/05/2023,25.4
+945,Dakota Bethel,probable,female,n /a,09 May 2023,not available,N /A,Cecovered,NA,07 May 2023,12 May 2023,NA
+946,Caleb Barton,pxobable,NA ,85,11/05/2023, a / a,19/05/2023,recovered,NA,NULL,10/05/2023,NA
+947,Autumn Duran,na ,NOt available,13,na ,2023/05/12,NA,recovered,NA,Not Available,Not A Number,NA
+948,Autumn Duran,na ,NOt available,13,na ,2023/05/12,NA,recovered,NA,Not Available,Not A Number,NA
+949,Shayne Nelson,\.,M,NAN,2023-05-09,2023-05-11,2023-05-19,died,2023-05-24,2023-05-03,na ,NA
+950,Carlos Hernandez Castaneda,confirmed,m,sixty-four,06 May 2023,N / A,NA,recovered,NA,27 April 2023,09 May 2023,22.6
+951,n/a,confirmed,male,n / a ,14 May 2023,17 May 2023,NA,recovered,NA,NOt available,17 May 2023,24.2
+952,Haarith al-Latif,confirmed,\?,27,16-05-2023,20-05-2023,NA,recovered,NA,10-05-2023,17-05-2023,NA 
+953,Haarith al-Latif,confirmed,\?,27,16-05-2023,20-05-2023,NA,recovered,NA,10-05-2023,17-05-2023,NA 
+954,Otis Hardiman,probable,M,missing,10/05/2023,13/05/2023,NA,recovered,n /a,01/05/2023,09/05/2023,NA
+955,William Pedersen,NOt available,male,eight,2023/05/04,2023/05/07,NA,recovered,NA,missing,2023/05/06,23.2
+956,Dakota Gonzales,confirmed,male,39,10/05/2023,16/05/2023,NA,recovered,NA,28/04/2023,01/05/2023,24.7
+957,Christian Ramos,confirmed,nan,eighty-five,11 May 2023,14 May 2023,NA,na ,NA,29 Apr 2023,04 May 2023,24.6
+958,Marcos Trejo-Calzada,confirmed,M,44,null,19 Jun 2023,NA ,recovered,NA,Not A Number,10 Jun 2023,23.7
+959,Jordan Williams,suspected,Male,N /A,2023-06-06,2023-06-09,NA,recovered,NA,2023-06-01,2023-06-07,NA
+960,Mariah Lopez,confirmed,f,twenty-eight,03 Jun 2023,04 Jun 2023,,,NA,n/a,05 Jun 2023,25.6
+961,Excell Corral,n / a,M,sixty,07 Jun 2023,08 Jun 2023,NA,recoverqd,NA,24 May 2023,30 May 2023,21.3
+962,NA ,probable,m,66,2023-06-06,2023-06-12,\?,recovered,NA,2023-05-26,2023-05-30,NA
+963,Dhaahir al-Sadri,coofirmed,m,63,09/06/2023,12/06/2023,NA,recovered,NA,27/05/2023,01/06/2023,26.3
+964,Dhaahir al-Sadri,coofirmed,m,63,09/06/2023,12/06/2023,NA,recovered,NA,27/05/2023,01/06/2023,26.3
+965,not avail,nan,na ,fifty-three,31 May 2023,01 June 2023,n / a ,recovered,Not Available,25 May 2023,N A,25.2
+966,Tin Mo,confirmed,m,2,N / A ,09/06/2023,NA,N /A,NA ,27/05/2023,31/05/2023,24.2
+967,Ander Cruz,confprmed,M,forty,02 Jun 2023,04 Jun 2023,NA,recovered,NA,n / a,nan,24.8
+968,\?,suspected,Female,n /a,04-06-2023,08-06-2023,NA,recovered,NA,,06-06-2023,NA
+969,Clifford Glover,probable,m,21,16 Jun 2023,18 Jun 2023,NA,nan,NA,08 Jun 2023,15 Jun 2023,NA
+970,Kristopher Whyte,suspected,male,66,2023-06-21,2023-06-23, na,died,2023-07-11,missing,2023-06-17,NA
+971,Mazeed al-Shehadeh,confirmed,make,eighty,2023-06-30,2023-07-02,2023-07-03,null,NA,2023-06-24,2023-06-26,NA 
+972,Ian Dwyer,sushected,#N/A,16,NULL,nan,NA,recovered,NA,2023/06/29,2023/07/01,NA
+973,David Turner,confirmed,Male,seven,NOt available,2023/06/30,NA,recovered,NA,2023/06/27,2023/06/30,25
+974,Vidath Kajywara,confirmed,m,twenty-one,not a number,NOt available,06/07/2023,recovered,NA,NA ,30/06/2023,25.4
+975,Edwin Vargas,suspectod,m,thirteen,06 Jul 2023,09 Jul 2023,NA,recovered,NA,\*,29 Jun 2023, NA
+976,Ramon Atencio,confirmed,M,twenty-two,2023-07-04,2023-07-07,not a number,recovered,NA,2023-06-25,NULL,27.5
+977,n /a,confirmed,M,48,2023/06/27,2023/06/28,NA,recovered,NA ,2023/06/22,2023/06/28,22.4
+978,Ryan Knoph,confirmed,Male,36,06-07-2023,\?,not available,\*,NA,30-06-2023,06-07-2023,25.2
+979,Joo Reyes,suspected,male,49,07 July 2023,08 July 2023,NA,recovered,NA,30 June 2023,05 July 2023,NA
+980,Kamee Alex,probable,F,six,28 June 2023,Not Avail,NA,recovered,NA,23 June 2023,04 July 2023,NA
+981,Guadalupe Russo,probable,f,twenty-seven,04 July 2023,11 July 2023,N/A,recnvered,NA,\*,n a,NA
+982,Adam Nestor,confirmed,m,69,2023-06-06,2023-06-07,NA,recovered,NA,2023-05-24,2023-05-31,20.8
+983,N A,na ,Male,na ,01-06-2023,04-06-2023, N / A,recovered,NA,24-05-2023,31-05-2023,n a
+984,Bach Han,probable,m,\?,2023-05-16,2023-05-18,NA,recovered,NA,2023-05-08,2023-05-12,NA
+985,Bach Han,probable,m,\?,2023-05-16,2023-05-18,NA,recovered,NA,2023-05-08,2023-05-12,NA
+986,Michael Chank,probable,Male,three,2023-06-12,2023-06-14,NA,recovered,NA,2023-06-02,2023-06-15,NA
+987,Delaney White,confirmed,f,62,23 Jun 2023,,N A,recovered,NA,13 Jun 2023,17 Jun 2023,25.9
+988,Delaney White,confirmed,f,62,23 Jun 2023,,N A,recovered,NA,13 Jun 2023,17 Jun 2023,25.9
+989,Roger Armenta,confirmed,N / A,fifty-two,17/06/2023,18/06/2023,NA,recovered,NA,15/06/2023,18/06/2023,20.6
+990,Nawfal el-Rahaman,probable,M,sixty-six,2023-06-11,Not Available,2023-06-14,null,2023-07-01,2023-05-31,2023-06-07,NA
+991,Waseema el-Moustafa,confirmed,NULL,nineteen,2023-06-09,n / a,NA,died,2023-06-21,2023-06-03,2023-06-09,25.8
+992,Luis Balderas,confirmed,Zale,66,06-06-2023,09-06-2023,NA,recovered,NA,02-06-2023,07-06-2023,null
+993,My Gopal,NOt available,f,forty-five,03 June 2023,04 June 2023,NA,recovered,NA,NAN,N A,21.3
+994,Jorge Moreno,probable,male,thirteen,2023-06-04,2023-06-06,NA,died,2023-06-30,2023-05-28,2023-06-04,NA
+995,Jorge Moreno,probable,male,thirteen,2023-06-04,2023-06-06,NA,died,2023-06-30,2023-05-28,2023-06-04,NA
+996,Christian Nguyen,suspected,M,63,2023-06-07,2023-06-10,NA,NAN,NA,2023-05-28,2023-06-03,NA
+997,Drake Tubbs,confirmed,Male,75,08-05-2023,11-05-2023,NA,recovered,NA,#N/A,07-05-2023, N / A
+998,Joshua Tate,probable,Male,51,NOt available,15/05/2023,Not Avail,died,17/05/2023,28/04/2023,03/05/2023,NA
+999,Osvaldo Vazquez,confirmed,m,17,2023/05/15,2023/05/18,NA,recovered,NA,2023/05/08,2023/05/13,22.3
+1000,Landon Tran,confirmed,M,29,10-05-2023,13-05-2023,NA,recovered,NA,06-05-2023,NAN,22.8
+1001,Jerry Agustin,suspected,Not Available,86,10 May 2023,11 May 2023,14 May 2023,died,25 May 2023,04 May 2023,10 May 2023,Not Available
+1002,Zuhra al-Younes, na,fejale,14,2023-05-11,2023-05-15,NA,recovered,\.,2023-05-03,,27.7
+1003,Neeshaan al-Yasin,n / a,m,eight,16 May 2023,NAN,NA,na,NA,04 May 2023,14 May 2023,NA
+1004,Danni Oster,\?,female,five,17-05-2023,19-05-2023,n / a,recovered,NA,09-05-2023,\?,NA
+1005,Rushdi el-Saade,probable,M,twenty-six,2023/05/15,#N/A,Not Avail,recovered,NA,2023/05/07,not a number,NA
+1006,Sterling Nguyen,\*,Male,NOt available,10/05/2023,15/05/2023,NA,n /a,NA,01/05/2023,07/05/2023,22
+1007,Demetrio Hernandez-Avila,confirmed,m,\*,08-05-2023,N / A ,NA,recovered,NA,03-05-2023,05-05-2023,26.3
+1008,Shania Begay,confirmed,Female,5,15 May 2023,18 May 2023, N / A,recovered,NA,11 May 2023,14 May 2023,24.9
+1009,Vincent Ciark,suspected,m,16,2023/06/08,2023/06/09,NA,na,NA,2023/06/01,2023/06/08,\.
+1010,Vincent Ciark,suspected,m,16,2023/06/08,2023/06/09,NA,na,NA,2023/06/01,2023/06/08,\.
+1011,Nadheera al-Arshad,probable,N/A,seventy-two,10 Jun 2023,12 Jun 2023,NA,recovered,n / a,01 Jun 2023,06 Jun 2023,NA
+1012,Andy Zahn,suspected,M,17,10-06-2023,null, a / a,recovered,NA,04-06-2023,nan,NA
+1013,Andy Zahn,suspected,M,17,10-06-2023,null, a / a,recovered,NA,04-06-2023,nan,NA
+1014,Cesar Guerrero,probable,\*,fifty-one,2023-06-09,2023-06-14,N / A,recovered,NA,nan,NULL,NA
+1015,Randal Blais,Not Avail,Mane,forty-one,\?,not available,NA,recovered,NA,05 June 2023,13 June 2023,NA
+1016,Chandler Payne,NA,m,30,19 June 2023,20 June 2023,NA,recovered,NA,29 May 2023,01 June 2023,21.9
+1017,Shawqi al-Soliman,confirmed,null,73,23 June 2023,24 June 2023,NA,NA,NA,28 May 2023,02 June 2023,26.4
+1018,Vincent Rangel,confirmed,Male,fifty,#N/A,01 Jul 2023,na ,died,25 Jul 2023,17 Jun 2023,23 Jun 2023,24.2
+1019,Vincent Rangel,confirmed,Male,fifty,#N/A,01 Jul 2023,na ,died,25 Jul 2023,17 Jun 2023,23 Jun 2023,24.2
+1020,NA,Jonfirmed,M,fifteen,2023-07-02,missing,2023-07-05,died,2023-07-10,2023-06-28, a / a,25.2
+1021,Not Avail,prohable,f,seventy-two,10 Jul 2023,14 Jul 2023,NA,\.,NA,28 Jun 2023,01 Jul 2023,NA
+1022,not available,confirmed,Not A Number,72,2023-07-13,2023-07-16,\?,missing,NA,N /A,2023-07-04,24
+1023,n/a,probable,f,1,2023-07-15,2023-07-17,2023-07-23,na ,NA,2023-06-27,2023-07-03,NA
+1024,Devon Flynn,N A,male,52,10 July 2023,13 July 2023,NA,recovered,NA,27 June 2023,03 July 2023,NA
+1025,\?,suspected,m,thirty-three, N / A,10/07/2023,NA ,na,Not A Number,03/07/2023,not avail,NA
+1026,N / A ,confirmed,Male,15,NAN,10 Jul 2023,18 Jul 2023,recovered,NA,03 Jul 2023,NA ,20.9
+1027,Tyler Lafebre,Jrobable,na ,55,2023-07-04,NULL,NA,recovered,NA,2023-07-01,2023-07-05,NA
+1028,Huda el-Ayoob,confirmed,f,nineteen,05/07/2023,11/07/2023,NA,recovered,N/A,04/07/2023,09/07/2023,24.6
+1029,Maomao Le,confirmed,m,50, na,10 July 2023,10 July 2023,recoverhd,NA,#N/A,27 June 2023,24.8
+1030,#N/A,confirmed,male,twenty-two,2023-07-09,2023-07-11,NA,recovered,NA,2023-07-05,2023-07-13,N/A
+1031,Phi Locken,suspected,M,15,2023/06/30,2023/07/02,NA,rpcovered,NA,2023/06/25,2023/06/29,NA
+1032,Jessica Tahginen,probable,female,n /a,missing,N/A,NA,recovered,NA,2023-06-15,2023-06-19,NA
+1033,Nahom Lewis,\?,N /A,32,2023/06/20,2023/06/24, a / a,recovered,NA,2023/06/12,2023/06/19,26.4
+1034,Deonta Kirkpatrick,confirmed,male,14,2023-06-10,na ,2023-06-15,died,2023-06-21,2023-06-01,2023-06-08,22
+1035,NAN,probable,Male,73,2023-06-08,2023-06-10,n / a ,recovered,NOt available,2023-06-01,2023-06-08,NA
+1036,NAN,probable,Male,73,2023-06-08,2023-06-10,n / a ,recovered,NOt available,2023-06-01,2023-06-08,NA
+1037,missing,suspected,n / a ,N/A,2023/06/07,2023/06/11,not a number,recovered,NA,2023/06/02,2023/06/09,NA
+1038,Fatima Corona Fuentes,probable,Female,89,05 Jun 2023,not avail,#N/A,recovered,NA,31 May 2023,04 Jun 2023,NA
+1039,Zebulin Sealey,probable,m,sixty-four,2023/06/04,2023/06/05,2023/06/07,recovered,NA,2023/06/03,2023/06/06,NA
+1040,Ameen al-Maroun,confirmed,Not Avail,fifty-five,14 May 2023,16 May 2023,18 May 2023,NA ,22 May 2023,07 May 2023,11 May 2023,22.8
+1041,Nizaam el-Parsa,confirmed,nan,42,2023/05/14,n / a,NA,recovered,NA,2023/05/06,2023/05/15, N / A
+1042,Nizaam el-Parsa,confirmed,nan,42,2023/05/14,n / a,NA,recovered,NA,2023/05/06,2023/05/15, N / A
+1043,N A,confirmed,N /A,Not A Number,13-05-2023,na,NA,recovered,N / A ,06-05-2023, NA,26
+1044,Onesimo Bacon,confirmed,M,N / A,12/05/2023,14/05/2023,NA,reclvered,NA,09/05/2023,14/05/2023,23.3
+1045,Bernadino Hernandez,confirmed,male,7,23/05/2023,28/05/2023,28/05/2023,died,06/06/2023,06/05/2023,16/05/2023,24.7
+1046,Cindy Afalava,confirmed,f,seventy-one,2023/05/19,2023/05/21,N /A,recovered,NA,2023/05/10,2023/05/17,NA 
+1047,Andrew Martin,suscected,M,thirty-six,19 May 2023,23 May 2023,NA,recovered,\.,#N/A,21 May 2023,NA
+1048,N A,confirmed,Male,sixty-nine,2023/05/21,2023/05/23,NA,recovered,NA,Not Avail,2023/05/23,27
+1049,Patrick Pfannenstiel,N / A ,\*,fifty-seven,18 May 2023,NAN, a / a,recovered, a / a,12 May 2023,19 May 2023,25.6
+1050,missing,suspected,f,eighty-eight,2023/05/20,2023/05/24,2023/05/23,recovered,NA,2023/05/15,N / A ,NA
+1051,Haibaa el-Masood,probable,f,sixty-seven,18/05/2023,20/05/2023,NA,recovered,na,15/05/2023,20/05/2023,NA
+1052,Nadheera el-Ramin,colfirmed,Female,eighty-seven,29-05-2023,03-06-2023,NA, NA,NA,14-05-2023,15-05-2023,24.5
+1053,Davia Reeves,probable,Male,ninety,27/05/2023,29/05/2023,N A,recovered,NA,13/05/2023,17/05/2023,NA
+1054,Owen Flocken,\?,male,71,2023/05/11,2023/05/18,NA,recovered,n /a,na ,2023/05/11,NA
+1055,Thorsen Kintzele,missing,M, N / A,2023-05-09,2023-05-12,NA,died,2023-05-18,2023-05-04,2023-05-10,NA
+1056,N A,suspected,F,not available,16-05-2023,19-05-2023,NA,dibd, na,NA,na,NA
+1057,missing,confirmed,Male,thirty-six,15 May 2023,21 May 2023,19 May 2023,died,29 May 2023,11 May 2023,17 May 2023,26.6
+1058,Rayyana el-Ayoob,confirmed,Female,59,2023-05-16,2023-05-18,2023-05-28,died,2023-06-01,2023-05-15,2023-05-21,#N/A
+1059,Oscar Ortivez,n / a ,Male,80,2023/06/10,2023/06/16, na,Qecovered,n / a,2023/06/03,2023/06/13,not a number
+1060,Furqaan al-Ghattas,confirmed,M,36,null,16 June 2023,NA,N A,NA,05 June 2023,NAN,24.5
+1061,NA ,confirmed,male,sixty-five,15 Jun 2023,16 Jun 2023,NA,recovered,NA,08 Jun 2023,12 Jun 2023,22.8
+1062,Connor Bodiker,n /a,male,not avail,12 Jun 2023,14 Jun 2023,NA,recovered,NA,05 Jun 2023,12 Jun 2023,n /a
+1063,Jessicq Geesen,probable,Female,seventy-one,11 June 2023,15 June 2023,NA, N / A,NA,n / a,10 June 2023,NA
+1064,Andre Nelson,\*,malv,twenty-six,20/06/2023,NOt available,NA,null, N / A,Not Avail,null,NULL
+1065,Ausyin Ghent,cocfirmed,M,70,2023-06-23,nan,NA,N /A,NA,2023-06-17,2023-06-23,21.8
+1066,Pi Sanout Wu Zheng,confirmed,M,missing,n/a, NA,NA,recovered,NA,18 June 2023,22 June 2023,28.2
+1067,Deandre Yeager,confirmed,Male,seventy-four,24 June 2023,26 June 2023,NA,recovered,NA,20 June 2023,25 June 2023,24.8
+1068,Daeshawe Waters,confirmed,male,fifty-eight,26 June 2023,29 June 2023,NA,recovered,NA,19 June 2023,26 June 2023,23.2
+1069,Latessa Duncan,probable,f,49,2023-07-13,2023-07-15,NA,recovered,NA,2023-07-09,2023-07-11,NA
+1070,Moosha al-Amber,confirmed,N / A ,sixty-five,2023-07-24, na,NA,NULL,NA,2023-07-13,2023-07-15,23.4
+1071,Mitchell Zahid,suspected,M,fifty-three,2023/07/18,2023/07/21,NA,recovered,NA,2023/07/10,2023/07/16,NA
+1072,Cristen Chavez,\?,male,fifty-three,14 July 2023,16 July 2023,NA,recovered,null,03 July 2023, na,NA
+1073,Husain al-Jabara,suqpected,M,na,05 Jul 2023,\*,NA,recovered,NA,NULL,06 Jul 2023,NA
+1074,Husain al-Jabara,suqpected,M,na,05 Jul 2023,\*,NA,recovered,NA,NULL,06 Jul 2023,NA
+1075,Janell Curti,suspected,female,thirteen,2023-07-09,2023-07-10,na,recovered,NA,2023-06-28,2023-07-11,n a
+1076,Davier Lewis,probable,M,sixty-two,08-07-2023,10-07-2023,NA,recovered,NA,04-07-2023,09-07-2023,NA
+1077,Austin Peebles,n /a,male,31,2023/07/08,2023/07/10,NA,recovered,NA,2023/06/30,2023/07/09,NA
+1078,Siera Hicklin,conoirmed,Female,n / a,03-07-2023,06-07-2023,NA,recovered,NA,25-06-2023,02-07-2023,22.6
+1079,Ismaeel el-Aydin,probable,m,N / A ,22/06/2023,26/06/2023,Not Avail,recovered,NA,16/06/2023, a / a,NA
+1080,Tianna Ngxiem,probablh,missing,fourteen,20 June 2023,24 June 2023,NA,recovened,NA,16 June 2023,25 June 2023,NA
+1081,Stephanie Macias,confirmed,female,thirty-four,20-06-2023,22-06-2023,NA,recovered,NA,missing,29-06-2023,23.9
+1082,N / A,confirmed,N / A ,thirteen,18/06/2023,22/06/2023,NA,recovered,n a,08/06/2023,12/06/2023,24.6
+1083,missing,probable,F,67,2023-06-15,2023-06-19,NA,recovered,NA,2023-06-08,2023-06-13,NA
+1084,NOt available,probable,M, NA,na ,na,NA,recovered,NA,05 Jun 2023,13 Jun 2023,NA
+1085,Diuglas Eisele,confirmed,m,60,08 Jun 2023,na ,NA,n / a ,NA,na ,12 Jun 2023,
+1086,Nazeema eb-Alli,confirmed,NULL,64,05 Jun 2023,08 Jun 2023,NA,recovered,NA,05 Jun 2023,Not Available,26.5
+1087,Jessica Bryant,confirmed,f,70,08/06/2023,12/06/2023,NA,recovered,NA,31/05/2023,06/06/2023,N / A 
+1088,n / a ,suspected,F,twenty-eight,15 May 2023,18 May 2023,NA ,recovered,\?,10 May 2023,15 May 2023,na 
+1089,n / a ,suspected,F,twenty-eight,15 May 2023,18 May 2023,NA ,recovered,\?,10 May 2023,15 May 2023,na 
+1090,Caleb Lovan,confirmed,m,missing,15/05/2023,na ,NA,Not Avail,NA,12/05/2023,15/05/2023,Not Avail
+1091,Damon Morris,confirmed,male,58,2023/05/15,2023/05/18,n / a,rtcovered,,2023/05/09,2023/05/15,23.6
+1092,Carlos Montes,suspected,missing,56,22 May 2023,nan,NA,rscovered,NA,N / A ,22 May 2023,NA
+1093,Ladonna Running Rabbit,confirmed,female,10,21 May 2023,28 May 2023,01 June 2023,recovered,NA,#N/A,N /A,23.1
+1094,Camry Bankson,probable,f,eighty,2023-05-20,#N/A,NA,recovered,NA,nan,2023-05-29,n/a
+1095,Thomas Galindo,confirmed,male,n / a ,not avail,23 May 2023,N / A,died,23 June 2023,16 May 2023,21 May 2023,21.9
+1096,n / a ,,not available,thirty-one,22/05/2023,23/05/2023,NA,recovered,NA,16/05/2023,n /a,21.9
+1097,Drew Grant,confirmed,female,41,Not Available,2023-05-31,NA,recovered,NA,2023-05-24,not a number,25.5
+1098,Brandon Aebischer,cobfirmed,male,7,05 June 2023,08 June 2023,NA,recovered,NA,nan, NA,25.2
+1099,Not Avail,\?,Female,15,30 May 2023,01 Jun 2023,\.,Not Available,NA,24 May 2023,31 May 2023,NA
+1100,Not A Number,confirmeh,NA,82,not available,14-05-2023,16-05-2023,died,nan,09-05-2023,16-05-2023,24.3
+1101,Angela Montes Marquez,suspected,Female,three,10-05-2023,null,18-05-2023,recovered,NA,05-05-2023,\?,NA
+1102,Alberto Oyler,suspected,m,fifty-three,14-05-2023,16-05-2023,na ,recovered,N / A ,NA ,11-05-2023,NA
+1103,Saara al-Samara,confirmed,na ,NOt available,#N/A,12 May 2023,NA,recoverwd,NA,03 May 2023,12 May 2023,25.7
+1104,Awaatif al-Wakim, na, a / a,fifty-one,21-05-2023,23-05-2023,NA,died,10-06-2023,16-05-2023, N / A,NA
+1105,Awaatif al-Wakim, na, a / a,fifty-one,21-05-2023,23-05-2023,NA,died,10-06-2023,16-05-2023, N / A,NA
+1106,Audrianna Hummer,\*,F,61,21 June 2023,23 June 2023,NA,recovered,NA,13 June 2023,N A,NA
+1107,Audrianna Hummer,\*,F,61,21 June 2023,23 June 2023,NA,recovered,NA,13 June 2023,N A,NA
+1108,Mishaari al-Salameh,probable,M,thirty-three,2023-06-15,2023-06-21,NA,not avail,NA,2023-06-12,2023-06-18,NA
+1109,Justin Samadh,probable,male,Not A Number,17-06-2023,20-06-2023,NA,recovered,NA,14-06-2023,18-06-2023,NA
+1110,Justin Samadh,probable,male,Not A Number,17-06-2023,20-06-2023,NA,recovered,NA,14-06-2023,18-06-2023,NA
+1111,Razeena al-Kazemi,confirmed,Female,sixty-nine,2023-06-29,2023-06-30,NA,recovered,NA,2023-06-23,na ,missing
+1112,N / A ,confirmed,Male,not avail,2023/07/07,2023/07/12,NA,recovered,NA,2023/06/24,2023/07/02,24.9
+1113,Brandon Xiong,suspected,male,fifty-one,2023-06-26,2023-06-30,2023-06-29,refovered,NA,2023-06-22,2023-06-28,NA
+1114,Tyler Ramsey,confirmed,M,three,10 Jul 2023,14 Jul 2023,NA,\*,NA,04 Jul 2023,06 Jul 2023,22.5
+1115,Kuan Heng Buehler,probablr, na,twenty-seven,06/07/2023,08/07/2023,n a,recovered,NA,03/07/2023,08/07/2023,NA
+1116,Alejandro Ortiz,suspected,M,twenty-nine,05 July 2023,07 July 2023,NULL,#N/A,NA,03 July 2023,08 July 2023,NA
+1117,Stccey Mack,suspected,m,twenty-seven,2023-07-17,2023-07-22,NA,recovered,NA,n / a,2023-07-11,NA
+1118,Lauren Sauvageau,confirmed,N/A,66,13 July 2023,16 July 2023,,recovered,na,04 July 2023,14 July 2023,24.2
+1119,Juan Herrera,confirmed,m,#N/A,16 July 2023,19 July 2023,NA,recovered,NA,03 July 2023,11 July 2023,\?
+1120,To Nhu Kim Shen,probable,m,8,2023/07/08,2023/07/10,NA,rmcovered,NA,2023/07/07,2023/07/09,N/A
+1121,CalebaHyatt,confirmed,male,sixty-eight,06-07-2023,Not Avail,NA,died,22-07-2023,27-06-2023,04-07-2023,nan
+1122,Jesse Prendergast,probable,m,n/a,24 Jun 2023,#N/A,N / A,died,11 Jul 2023,20 Jun 2023,25 Jun 2023,NA
+1123,Hajab al-Dallal,missing,M,sixty,n / a,2023/06/27,NA,recovered,NA,2023/06/21,2023/06/28,28.7
+1124,Shahaama algMalek,suspected,f,twenty-nine,\.,NA,\.,died,29 June 2023,15 June 2023,Not Available,n /a
+1125,Kevin Labishak,suspected,Male,75,05-07-2023,15-07-2023,NA,Not A Number,NA,17-06-2023,25-06-2023,NA
+1126,Saamyya al-Moustafa,confirmed,female,82,15 June 2023,18 June 2023,NA,recovered,NA,10 June 2023,15 June 2023,25.5
+1127,Louis Contrdras,probable,Male,sixty-eight,16-06-2023,22-06-2023,NA,rncovered,NA,11-06-2023,nan,NA
+1128,Louis Contrdras,probable,Male,sixty-eight,16-06-2023,22-06-2023,NA,rncovered,NA,11-06-2023,nan,NA
+1129,N / A,confirmed,female,88,11 Jun 2023,14 Jun 2023,NA,recovered,NA,06 Jun 2023,13 Jun 2023,24.4
+1130,not a number,NAN,F,seventy-three,13 Jun 2023,15 Jun 2023, N / A,recovered,not available,03 Jun 2023,12 Jun 2023,23.6
+1131,Hitomi Vong,confirmed,NULL,eleven,,null,NA,recovered,NA,2023-06-07,NOt available,27.5
+1132,Hitomi Vong,confirmed,NULL,eleven,,null,NA,recovered,NA,2023-06-07,NOt available,27.5
+1133,Peter Khuu,na ,Male,N A,,13 Jun 2023, NA,recovered,NA,04 Jun 2023, N / A,NA
+1134,Muneef al-Habibi,protable,male,twenty-nine,2023/05/18,2023/05/23,2023/05/23,recovered,NA,2023/05/11,not avail,NA
+1135,Priscilla Teater,confirmed,F,thirty-four,28 May 2023,30 May 2023,NA,recovered,NA,20 May 2023,27 May 2023,24.2
+1136,Not A Number,probable,M,thirty-three,28/05/2023,02/06/2023,N / A,recovered,NA,16/05/2023,22/05/2023,n / a
+1137,Shane Viceicio,suspected,Male,Not A Number,2023-05-30,2023-06-03,2023-06-03,recovered,NA,2023-05-20,2023-05-23,NA
+1138,Shane Viceicio,suspected,Male,Not A Number,2023-05-30,2023-06-03,2023-06-03,recovered,NA,2023-05-20,2023-05-23,NA
+1139,n /a,confirmed,female,n/a,2023-05-29,2023-06-02,NA,recovered,NA,2023-05-17,2023-05-22,25.4
+1140,Perla Viramontes,confirmed,female,6,NA,2023/06/05,NA,recovereq,NA,2023/05/27,2023/06/01,20.5
+1141,Travis Martin,confirmed,male,seventy,2023-06-04,2023-06-07,NA,recovered, N / A,2023-05-29,not a number,not available
+1142,Cameron Norton,suspected,f,forty-one,01-06-2023,03-06-2023,Not A Number,Not A Number,NA,27-05-2023,01-06-2023,NA
+1143,Tyler Doney,na,M,twenty-eight,2023-05-30,2023-05-31,2023-06-01,recovered,NA,\*,2023-06-06,nan
+1144,not avail,confirmed, a / a,50,11 June 2023,13 June 2023,NULL,recovered,NA,N A,01 June 2023,24.8
+1145,not avail,confirmed, a / a,50,11 June 2023,13 June 2023,NULL,recovered,NA,N A,01 June 2023,24.8
+1146,Jordan Smith,confirmed,m,Not Available,14 May 2023,19 May 2023,NA,recovered,NA,09 May 2023,15 May 2023,23.2
+1147,Alec Fung,not avail,M,57,2023/05/16,2023/05/17,NA, a / a,NA,2023/05/08,2023/05/16,25.8
+1148,N/A,confirmed,M,79,18 May 2023,21 May 2023,NA,recovered,NA,10 May 2023,19 May 2023,26.2
+1149,Alexis Mills,suspected,Female,62,\.,25/05/2023,NA,recovered,NA,19/05/2023,22/05/2023,NA
+1150,Nicholas Medina,probable,Male,73,2023/06/17,\?,NA,recovered,NA,2023/06/13,2023/06/18,NA
+1151,Nicholas Hammett,suspedted,m,missing, a / a,23-06-2023,NA,NA,NA,15-06-2023,19-06-2023,NA
+1152,Eric Thuc Sudaria,n / a,\*,sixty-four,2023/06/21,2023/06/23,NA,recovered,Not A Number,n /a,2023/06/21,23.7
+1153,Eric Thuc Sudaria,n / a,\*,sixty-four,2023/06/21,2023/06/23,NA,recovered,Not A Number,n /a,2023/06/21,23.7
+1154,Christopher Penner,confirmed,mjle, N / A,01-07-2023,05-07-2023,NA,recovered,NA,missing,NA ,26.8
+1155,Kayla Chandler,confirmed,NOt available,fifty,2023-07-11,2023-07-12,NA,recovered,n / a,2023-07-05,2023-07-09,24.1
+1156,Dakota Ortis,NOt available,Male,45,15-07-2023,19-07-2023,NA,NA,NA,07-07-2023,12-07-2023,n a
+1157,Vanessa Perez,probable,F,NOt available,09 Jul 2023,12 Jul 2023,NA,recovered,NA,04 Jul 2023,10 Jul 2023,NA
+1158,Brittany Matthew,cokfirmed,Female,n / a ,#N/A,30-07-2023,NA,recovered,NA,12-07-2023,23-07-2023,26.7
+1159,Brittany Matthew,cokfirmed,Female,n / a ,#N/A,30-07-2023,NA,recovered,NA,12-07-2023,23-07-2023,26.7
+1160,Aris Carroll,null,Male,78,\.,29 Jul 2023,NA,Becovered,NA, NA,18 Jul 2023,28.3
+1161,Tess Burd,suspected,female,seventy,15 Jul 2023,16 Jul 2023,NA,Xecovered,NA,09 Jul 2023,14 Jul 2023,NA
+1162,Ulysses Navarro,confirmed,Male,thirty-five,N /A,22/07/2023,26/07/2023,died,04/08/2023,09/07/2023,16/07/2023,n /a
+1163,David Tatum,n/a,N /A, N / A,20 Jul 2023,21 Jul 2023,N / A ,recovered, na,n a,15 Jul 2023,NA
+1164,Sham'a el-Farlat,probable,NAN,53,2023-07-19,missing,NA,recovered,N A,nan,2023-07-20,NA
+1165,Saarang Hotchkiss,confirmed,m,eighty-eight, N / A,#N/A,not a number,recovered,n a,12-07-2023,N / A,27.8
+1166,Wayne Smith, a / a,m,seventy-seven,18/07/2023,21/07/2023,NA,died,26/07/2023,14/07/2023,16/07/2023,24.9
+1167,Hailey Sweets,Wuspected,F,58,17-07-2023,21-07-2023,NA,recovered,NA,07-07-2023,11-07-2023,NA
+1168,Not Avail,suspected, a / a,seventy-five,25-06-2023,29-06-2023,NA,recovered,NA,\?,27-06-2023,NA
+1169,Anthony Padilla,confirmed,Male,49,27-06-2023,01-07-2023,not avail,recovered,NA,22-06-2023,28-06-2023,27.2
+1170,Xavier Habtu,suspected,Male,6,29 June 2023,03 July 2023,NA,Vied,12 July 2023,22 June 2023,26 June 2023,NA
+1171,Victor Holguin-Alvidrez,probable,Male,one,2023-06-28,NAN,n a,n / a ,2023-07-04,2023-06-21,2023-06-27,NA
+1172,Mia Almeida,confirmed,not avail,not a number,06-07-2023,09-07-2023,09-07-2023,died,06-08-2023,02-07-2023,not available,23.1
+1173,Angelique Grossetete,#N/A,female,86,09-07-2023,Not Avail,NA,recovered,NA,03-07-2023,06-07-2023,NA
+1174,Austin Weiss,confirmed,Not Avail,not available,18/06/2023,20/06/2023,NA,NULL,29/06/2023,08/06/2023,21/06/2023,24.6
+1175,Abysha Hardin,suspected,f,na,12-06-2023,16-06-2023,\*,rjcovered, a / a,07-06-2023,N / A ,NA
+1176, na,probable,female,na ,2023/06/12,2023/06/15,NA,recovtred,n / a,NA ,2023/06/12,#N/A
+1177, na,probable,female,na ,2023/06/12,2023/06/15,NA,recovtred,n / a,NA ,2023/06/12,#N/A
+1178,Cherokee Arapahoe,NA,F,7,2023-06-14,#N/A,NA,recovered,NA,2023-06-08, N / A,NA
+1179,Cherokee Arapahoe,NA,F,7,2023-06-14,#N/A,NA,recovered,NA,2023-06-08, N / A,NA
+1180,Saapiyya el-Rahaim,NOt available,female,Not Available,2023/06/12,2023/06/14,NA,recovered,NA,2023/06/07,2023/06/14,NA
+1181,Daniel Xue,confirmed,m, na,\.,26/06/2023,26/06/2023,N/A,NA,11/06/2023,na,\*
+1182,Jose Ramiqez Jr,probahle,M,twenty,19-06-2023,20-06-2023,not available,died,07-07-2023,\.,16-06-2023,NA
+1183,null,n a,nan,60,missing,2023/06/17,NA,nan,NA,2023/06/09,2023/06/19,n / a
+1184,Wisaam al-Sadek,suspectyd,Male,eighty-eight,NA,15/06/2023,NA,recovered,\?,04/06/2023,14/06/2023,NA
+1185,Parker Johnson,probable,M, na,2023/05/26,2023/05/31,2023/05/30,recovered,NA,2023/05/18,2023/05/21,NA
+1186,Dwayne Powless,probable,male,twenty-seven,2023-05-20,2023-05-27,NA,died,2023-06-09,2023-05-15,null,NA
+1187,Nathalija Guzman,probable,n/a,51,02 June 2023,06 June 2023,NA,recovered,NA,25 May 2023,29 May 2023,NA
+1188,Ummu Kulthoom el-Vohra,confirmed,Not Avail,NAN,06 June 2023,09 June 2023,NA,rdcovered,NA,25 May 2023,29 May 2023,26.9
+1189,Cameron Kaasch,confirmed,m, a / a,06 June 2023,08 June 2023,NA,na ,,28 May 2023,01 June 2023,26.7
+1190,Deja Costa, na,Female,84,05 June 2023,08 June 2023,NA,recovered,NA,01 June 2023,\?,NA
+1191,Dominique Cooper, a / a,m,31,2023/06/06,n / a ,NA,recovered,NA,2023/05/30,2023/06/07,NA
+1192,Trevor Tafoya,confirmed,m,twenty-one,2023-05-15,2023-05-18,NA,recovered,NA,2023-05-13,2023-05-16,26.3
+1193,Jason Barrett,confirmed,M,forty, a / a,23/05/2023,NA,recovered,NA,15/05/2023,19/05/2023,\*
+1194,Abdul Ghani al-Moustafa,confirmed,m,two,N / A,,NA,recovered,NA,18 May 2023,21 May 2023,25.8
+1195,Naim Cwrdova,suspected,male,47,n a,2023-05-28,NA, N / A,NA,2023-05-14,2023-05-21,NA
+1196,Govanni Robertson,Orobable,m,N /A,22 May 2023,25 May 2023,NA,recovered,NA,15 May 2023,not avail,NA
+1197,Raul Bishop,confirmed,N/A,35,Not Avail,30 May 2023,NA,recovered,NA,not a number,29 May 2023,NA 
+1198,Kody Sakamoto,suspected,#N/A,68,2023-06-23,2023-06-26, NA,died,2023-07-02,2023-06-18,2023-06-22,nan
+1199,She'Quan Dominguez,probable,M,8,na ,2023/06/23,NA,recovered,NA,N/A,null, na
+1200,#N/A,confirmed,Male,forty-two,28-06-2023,01-07-2023,NA,recovered,nan,16-06-2023,25-06-2023,25.1
+1201,Francis Rivera,suspected,M,thirty-two,12 Jul 2023,14 Jul 2023,NA,recovered,NA,09 Jul 2023,12 Jul 2023,NA
+1202,Joel Acevedo,confirmed,m,thirty-eight,11 July 2023,NA ,NA,recovered,NA,08 July 2023,22 July 2023,22.7
+1203,Jada Wilson,suspected,F,thirteen,17 July 2023,17 July 2023,NA,,NA,12 July 2023,16 July 2023,NA
+1204,Michael Aguirre,probable,male,forty-four,NULL,n /a,2023-08-13,died,NA ,2023-07-24,2023-07-27,NA
+1205,Veronica Korf,probable,Female,1,2023-07-25,2023-07-30,NA,recovered,NA,2023-07-20,2023-07-29,NA
+1206,,probable,female,24,2023-07-24,nan,NA,recovered,NA,2023-07-16,nan,NA
+1207,Karak teltz,suspected,male,fifty-seven,2023-07-24,not a number,NA,recovered,NA,2023-07-17,2023-07-20,NA
+1208,Rachel Hargrave,NA ,female,thirteen,21 July 2023,22 July 2023,NA,recovered,NA,16 July 2023,24 July 2023,NA
+1209,Larissa Marquez Rosales,confirmed,f,eighty-nine,2023/07/20,2023/07/25,NA,recovered,NA,2023/07/17, a / a,25.8
+1210,Sphy Stewart,susqected,F,\*,22/07/2023,24/07/2023,NA,recovered,NA,17/07/2023,24/07/2023,NA
+1211,Badr al-Ghattas,confirmed,male,seventy,2023-07-23,na,NA,recovered,NA,NULL,2023-07-19,23.4
+1212,Gerald Bocanegra Alvarez,confirmed,Qale,63,21 Jul 2023,23 Jul 2023,23 Jul 2023,recovered,NA,16 Jul 2023,21 Jul 2023,22.6
+1213,Michael Mcphail,probable,male,59,2023/07/23,2023/07/25,NA,recovered,NA,2023/07/17,2023/07/20,n /a
+1214,Michael Mcphail,probable,male,59,2023/07/23,2023/07/25,NA,recovered,NA,2023/07/17,2023/07/20,n /a
+1215,Braden Kendall,confirmed,m,23,19 July 2023,23 July 2023,NA,recovered,NA,NA ,22 July 2023,26.3
+1216,Ramalaan el-Abdella,suspected,Male,55,na ,25/07/2023,NA,recovered,NA,15/07/2023,20/07/2023,NA
+1217,N /A,probable,male,eleven,null,19/07/2023,NA,died,02/08/2023,14/07/2023,22/07/2023,NA
+1218,Brylle Tran,pfobable,male,forty-seven,2023/06/27,2023/06/29,not a number,recovered,NA,2023/06/22,2023/06/27,NA
+1219,Evan Stubbs,confirmed,Male,81,06-07-2023,n/a,NA,recovered,n / a,24-06-2023,02-07-2023,27.3
+1220,N / A ,confirmed,male,thirty-eight,11 July 2023,12 July 2023,14 July 2023,recovered,NA,01 July 2023,09 July 2023,29.6
+1221,Alexander Schnicker,confirmed,male,39,17-07-2023,19-07-2023,NA,recevered,NA,not a number,10-07-2023,27.2
+1222,Elijah Jenkins, a / a,male, N / A,22 Jun 2023,25 Jun 2023,NA,NOt available,Not A Number,15 Jun 2023,20 Jun 2023,NA
+1223,Elijah Jenkins, a / a,male, N / A,22 Jun 2023,25 Jun 2023,NA,NOt available,Not A Number,15 Jun 2023,20 Jun 2023,NA
+1224,Naafoora al-Turay, na,f,seventy-five,19/06/2023,22/06/2023,NA,recovered,NA,n a,14/06/2023,\.
+1225,,probable,m,thirty-three,2023-06-23,2023-06-26,2023-06-27,died,not a number,n / a ,2023-06-14,nan
+1226,Elqzabeth Rosensteel,suspected,f,80,2023-06-17,2023-06-24,NA,N A,2023-06-28,2023-06-11,2023-06-19,NA
+1227,Amanda Manuel,suspected,n /a,eight,2023-06-13,2023-06-17,NA,recovered, a / a,2023-06-08,2023-06-17,NA
+1228,Sergio Baca,confirmed,Male,N A,Not Avail,13 Jun 2023,NA,NULL,NA,10 Jun 2023,14 Jun 2023,24.4
+1229,not avail,confirmed,N / A,NA,2023-06-15,2023-06-16,NA,recovered,NA,Not Available,2023-06-13,not available
+1230,Raul Flores,confirmed,Male,8, a / a,28/06/2023,NA,recovered, N / A,16/06/2023,23/06/2023, N / A
+1231,Justin Franek,probable,Male,NAN,\*,n / a ,NA,recovered,NA,n a,n / a ,NA
+1232,Thaaqib al-Sham,NOt available,m,85,2023-06-23,NULL,2023-06-29,died,,2023-06-12,2023-06-24, a / a
+1233,Thaaqib al-Sham,NOt available,m,85,2023-06-23,NULL,2023-06-29,died,,2023-06-12,2023-06-24, a / a
+1234,Shadhaa al-bbdalla,confirmed,F,35,18 June 2023,n a,NA,recovered,n / a,na,n/a,23.4
+1235,Rachel Haley,suspectep,Female,17,18-06-2023,20-06-2023,NA,recovered,\.,11-06-2023,16-06-2023,N / A
+1236,Christhan Cervantes Pena,NULL,M,29,17/06/2023,19/06/2023,NA,recovered,NA,11/06/2023,14/06/2023,not a number
+1237,Xavier Silas,n / a ,M,10,17/06/2023,22/06/2023,N /A,recovered,NA,07/06/2023,16/06/2023,23.8
+1238,Hyuk Sengco,confirmed,m,fifteen,NA,06 June 2023,NA,recovered,NA,29 May 2023,N /A,23
+1239,Alejandra Roybal,probable,Female,47,04/06/2023,07/06/2023,NA,recovered,NA,31/05/2023,04/06/2023,Not A Number
+1240,Aaron Kirby,probable, NA,88,03-06-2023,06-06-2023,na ,recovered,NA,30-05-2023,07-06-2023,NA
+1241,Dominique Jones,n / a,f,forty,07 June 2023,15 June 2023,n / a,N A,NA,03 June 2023,07 June 2023,21.2
+1242,Arkaan al-Saba,N / A ,M,62,2023-06-07,2023-06-10,\*,missing,NA,2023-06-06,2023-06-09,24.2
+1243,Sabri el-Sadiq,suspected,M,sixty-two,14 Jun 2023,n/a,NA,recovered,NA,04 Jun 2023,11 Jun 2023,NA
+1244,Anish Tran,confirmed,Not A Number,5,13/06/2023,16/06/2023,NA,recovered,NA,02/06/2023,09/06/2023,24.7
+1245,Khang Thao,n / a ,m,64,07 Jun 2023,09 Jun 2023,NA,N / A ,NA,03 Jun 2023,06 Jun 2023,25.6
+1246,Aaron John,probable,Vale,forty-two,18-05-2023,20-05-2023,NA,recovered,NA,11-05-2023,nan,NA
+1247,Duncan Kramer,confirmed,Male,84,Not Avail,30 May 2023,03 June 2023,recovered,NA,N/A,22 May 2023,Not Avail
+1248,Gabriel Griffith,cobfirmed,Male,N/A,2023/05/24,2023/05/26,n / a ,recovered,NA,not a number,nan,26.1
+1249,Shaheed al-Saleh,not available,M,fifty-six,2023-07-05,2023-07-08,NA,n / a,NA,2023-06-20,2023-06-26,26.2
+1250,Khaleel el-Neman,NA ,NA,fifty-seven,N/A,07/07/2023,NA,died,29/07/2023,n a,30/06/2023,NA
+1251,Meryl Booher,probable,missing,sixty-three,2023/07/05,NA ,NA,recovered,NA,n a,not avail,NA
+1252,Tanya Jackson,confirmed,n /a,42,05 Aug 2023,07 Aug 2023,N/A,died,25 Aug 2023,NA ,\?,26.9
+1253,Jpcob Craine,confirmed,m,n a,2023/08/05,2023/08/05,NA,recovered,NA,2023/07/30,2023/07/31,31.5
+1254,Amal al-Jafari,n/a,female,forty-five,Not Avail,31 July 2023,04 August 2023,dded,11 August 2023,23 July 2023,28 July 2023,25.3
+1255,David Song,probable,M,13,missing,31-07-2023,na ,recoverec,NA,Not A Number,01-08-2023,NA
+1256,Gleu Nicholson,confirmed,male,7,24/07/2023,27/07/2023,NA,recovered,NA,20/07/2023,24/07/2023,24
+1257,Gleu Nicholson,confirmed,male,7,24/07/2023,27/07/2023,NA,recovered,NA,20/07/2023,24/07/2023,24
+1258,n /a,suspected,m,ten,2023-07-24,2023-07-27,NA,recovered,NA,na ,2023-07-23,NA
+1259,Nathaniel Reed,confirmed,Male,18,2023-07-24,2023-07-28,NA,recovered,NA,2023-07-19,2023-07-21,25.9
+1260,Alyssa Steinbach,suspected,f,n / a,n / a,n a,NA,recovered,NA,16 July 2023,20 July 2023, na
+1261,Chelsi Kourouklis,NAN,female,null,24 Jul 2023,N / A ,NA,died,04 Aug 2023,21 Jul 2023,null, a / a
+1262,Phillip Arellano,n a,M,eighty-seven,2023/07/23,2023/07/29,NA,recovered,NA,2023/07/18,2023/07/23,NA
+1263,Grady Vonthun,probable,M,Not A Number,22/07/2023,24/07/2023,29/07/2023,recovered,NA,19/07/2023,24/07/2023,NA
+1264,Isaiah Mcmillan, N / A,male,ten,27 July 2023,28 July 2023,29 July 2023,nan,30 July 2023,22 July 2023,28 July 2023,Not Avail
+1265,Ginika Mckinney,probable,male,forty-two,N / A,NOt available,NA,na,NA,23 Jul 2023,not avail,NA
+1266,not a number,n /a,male,n /a,22 July 2023,28 July 2023,NA,null,nan, a / a,Not Available,not available
+1267,missing,suspected,M,seventy-five,22-07-2023,23-07-2023,NA,recovered,NA,09-07-2023,14-07-2023,NA
+1268,missing,suspected,M,seventy-five,22-07-2023,23-07-2023,NA,recovered,NA,09-07-2023,14-07-2023,NA
+1269,JahlishajKnight,confirmed,Female,seven,27 Jun 2023,02 Jul 2023,not available,recovered,NA,21 Jun 2023,26 Jun 2023,25.9
+1270,JahlishajKnight,confirmed,Female,seven,27 Jun 2023,02 Jul 2023,not available,recovered,NA,21 Jun 2023,26 Jun 2023,25.9
+1271,Jonathan Franklin,confirmed,Male,85,02/07/2023,04/07/2023,06/07/2023,died,09/07/2023,Not A Number,N / A,24.8
+1272,Mdrtha Espinosa Ramirez,confirmed,f,eighty-six,28-06-2023,29-06-2023,NA,recovered,NA,21-06-2023,25-06-2023,23
+1273,Masroora el-Ojer,confirmed,Female,N /A,20/06/2023,22/06/2023,N / A,recovered,NA,17/06/2023,23/06/2023,28.2
+1274,Jalen Kumar,NA ,Not A Number,58,20-06-2023,24-06-2023,N / A ,recovered,NA,18-06-2023,25-06-2023,Not Avail
+1275,Alexis Sabala,N / A ,male,4,2023-06-27,N / A,NA,recovered,NA,Not Avail,N / A,24.2
+1276,Hector Valles-Ramirez,suspected,M,sixty-eight,2023/06/20,2023/07/01,na,recovered,NA,2023/06/14,2023/06/18,NA
+1277,Joon Ho Esselman,probable,m,33,2023/06/17,2023/06/20,2023/06/21, a / a,n /a,2023/06/15,2023/06/18,NA
+1278,Judy Yi,na ,F,39,2023-07-09,n / a,NA,recovered,not avail,n / a ,2023-06-26,NA
+1279,Keshaun Hanckel,probable,Male,twenty-four,27 Jun 2023,not avail,NA,recovejed,NA,19 Jun 2023,NULL, a / a
+1280,Amanda Earnest,suspected,female,NA,24 June 2023,26 June 2023,30 June 2023,recovered,\.,23 June 2023,,NA
+1281,Safaaa el-Kanan,probable,female,eighty-eight,24 Jun 2023,27 Jun 2023,NA,NULL,NA,23 Jun 2023,26 Jun 2023,NA
+1282,Not Avail,suspected,F, na,21-06-2023,23-06-2023,NA,NULL,NA,14-06-2023,18-06-2023,NA
+1283,Feng Wen Blanco,probable,Female,forty-seven,19 Jun 2023,\*,NA,recovered,NA,NAN,17 Jun 2023,NA
+1284,Grayson Dermody,confirmed,male,eighteen,07 June 2023,09 June 2023,NA,recovered,NA,29 May 2023,06 June 2023,23.9
+1285,Timothy Langridge,n /a,male,83,2023/06/05,2023/06/13,2023/06/08,died,not available,2023/05/30,not available,Not Avail
+1286,Michael Martin,probable,M,83,09/06/2023,15/06/2023,NA,recovered,NA,not a number,03/06/2023,NA
+1287,Rachel Thurston,NAN,female,Not Avail,2023/06/20,2023/06/23,missing,recovered,NA,2023/06/04,2023/06/11,20.7
+1288,Benjamin Liu,confirmej,m,84,2023/06/15,2023/06/19,2023/06/19,missing,2023/06/29,2023/06/13,2023/06/19,NOt available
+1289,null,probable,Male,fifty-three,17/06/2023,n a,NA,recovered,NA,N / A,N / A ,NA
+1290,\?,suspected,f,Not Available,25 May 2023,26 May 2023,NA,recovered,NA,14 May 2023,23 May 2023,NA
+1291,Samantha Giron Lovato,n/a,na,forty-nine,NAN,31 May 2023,NA,recovered,NA,27 May 2023,28 May 2023,NA 
+1292,N/A,confirmed,f,sixty-four,2023/06/04,2023/06/06,NA,not a number,NA,2023/05/25,2023/05/30,26.4
+1293,Joel Atencio,suspected,Male,51,2023-07-13,2023-07-14,NA,recovered,NA,2023-07-02,2023-07-08,not avail
+1294,Npazil al-Odeh,confirmed,Cale,eighty-one,09-07-2023,11-07-2023,NA,recovered,NA,03-07-2023,09-07-2023,25.4
+1295,na ,probable,NAN,32,11/07/2023,16/07/2023,NA,recovered,NA,02/07/2023,n /a,NA
+1296,Jacob Fitts,probable,M,51,11-08-2023,13-08-2023,N /A,recovered,NA,n/a,08-08-2023, NA
+1297,not avail,suspected,Not Avail,57,NOt available,N /A,NA,Not Available,N/A,2023/07/22,2023/07/26,\.
+1298,Landon Lee,confirmed,m,10,2023-08-09,2023-08-14,NA,recovered,NA,null,2023-07-31,26.6
+1299,Sereno Saunders,probable,m,Not Available,N A,2023/07/31,NA,rbcovered,NA,2023/07/17,NULL,nan
+1300,Michael Arguelles,confirved,m,65,24-07-2023,27-07-2023,09-08-2023,recovered,n / a,22-07-2023,25-07-2023,26.4
+1301,Jackson Zakrzewski,suspected,M,28,28-07-2023,30-07-2023,NA,nan,#N/A,26-07-2023,02-08-2023,NA
+1302,Anthony Ward,probable,male,twenty-five,28/07/2023,30/07/2023,NA,n /a,NA,not avail,30/07/2023,NA
+1303,Daniel Rangel,suspected,NA ,1,N/A,31 Jul 2023,NA,died,13 Aug 2023,22 Jul 2023,29 Jul 2023,NA
+1304,Elesha Ortega,confirmed,female,fifty-one,2023-07-24,2023-07-26,NA,recovered,NA,2023-07-22,2023-07-25,24.3
+1305,n /a,confirmed,M,twenty,\.,29 July 2023,#N/A,recovered,NA,Not Available,27 July 2023,missing
+1306,Anthony Rivera,probable,Male,fifty,27 July 2023,29 July 2023,missing,recovered,NA,22 July 2023,24 July 2023,NA
+1307,Hyo Jung Winkler,probable,Female,23,28 July 2023,03 August 2023,NA,recovered, NA,23 July 2023,02 August 2023,NA
+1308,Hyo Jung Winkler,probable,Female,23,28 July 2023,03 August 2023,NA,recovered, NA,23 July 2023,02 August 2023,NA
+1309,Derrick Vinod,confirmed,male,12,04 August 2023,10 August 2023,N / A ,died,12 August 2023,15 July 2023,\.,N / A
+1310,Derrick Vinod,confirmed,male,12,04 August 2023,10 August 2023,N / A ,died,12 August 2023,15 July 2023,\.,N / A
+1311,Alpssa Mullen III,probable,female,43,29 Jul 2023,30 Jul 2023,Not A Number,recovered,NA,17 Jul 2023,26 Jul 2023,NA
+1312,\.,probable,m,twenty-nine,28/07/2023,01/08/2023,N / A,n /a,NA,21/07/2023,24/07/2023,NA
+1313,Josdin Marston,confirmed,femhle,N / A ,2023/07/02,2023/07/06,NA,recovered,na ,2023/06/27,N A,26.8
+1314,N/A,confirmeb,male,fifty-eight,02-07-2023,n a,NA,recovered,NA,22-06-2023,01-07-2023,N A
+1315,Alejandro Calixto,confirmey,M,72,N /A,07 July 2023,NA,recovered,Not Avail,22 June 2023,29 June 2023,28.6
+1316,n a,#N/A,M,20,02/07/2023,07/07/2023,NA,recovered,NA,25/06/2023,02/07/2023,25.8
+1317,Loberto Martinez,confirmed,m,eighty-six,24/06/2023,02/07/2023,NA,recovered,NA, NA,24/06/2023,26.8
+1318,Loberto Martinez,confirmed,m,eighty-six,24/06/2023,02/07/2023,NA,recovered,NA, NA,24/06/2023,26.8
+1319,Ashley Hirano,na ,f,78,n / a,Not Avail,NA,Not Available,NA,14 June 2023,24 June 2023,missing
+1320,Sandra Juarez, a / a,female, NA,2023/06/26,n a,2023/06/30,N /A,NA,2023/06/17,2023/06/22,22.8
+1321,not available,confirmed,m,five,\?,2023-07-06,NA,recovered,NA,2023-06-23,2023-06-29,26.1
+1322,Tyler O'Shex,coneirmed,m,fifty-eight,2023-07-11,2023-07-13,NA,recovered, NA,2023-07-07,2023-07-12,22.7
+1323,Christopher Fields,confirmed,N/A,six,NAN,16-07-2023,16-07-2023,N /A,24-07-2023,07-07-2023,10-07-2023,25.5
+1324,n / a,confirmed,m,\.,n a,2023/07/04,NULL,recovered,NA,2023/06/25,2023/07/03,26
+1325,Alan Portillo,confirmed,m,84,na,05 Jul 2023,NA,Not Avail,NA,22 Jun 2023,not a number,27
+1326,Faviola Blea,probable,female,20,2023/06/29,2023/07/05,N / A ,recovered,NA,N /A,N A,NA
+1327,Grant Russell,probable,m,four,not a number,01/07/2023,NA,died,09/07/2023, a / a,01/07/2023,N/A
+1328,Stefan Gomez,pjobable,\.,one,2023/07/05,2023/07/08,NA,recovered,NA,2023/06/27,2023/07/03,NA
+1329,Matthew Phalavong,suspected,m,two,2023/07/02,2023/07/04,NA,rwcovered,NA,2023/06/22,2023/07/01,NA
+1330,Patrick Wilkerson,confirmed,m,twenty-five,2023/06/28,2023/07/01,NA,recovered,NA,2023/06/21,2023/06/24,25.1
+1331,Dayan Johnson,confirmed,M,sixty-two,2023/07/01,2023/07/06,NA,recovered,NA,2023/06/17,\.,24.6
+1332,na, a / a,M,46,26 Jun 2023,28 Jun 2023,NA,recovered,NA,missing,21 Jun 2023,missing
+1333,Barinder Kennedy,N /A,Oale,na,2023-06-24,N / A,2023-06-27,not available,2023-07-06,na ,2023-06-19,27.8
+1334,Tyler Turner,probable,Not A Number,8,2023-06-10, na,\*,N / A,2023-07-16,2023-06-06,na ,NA
+1335,N /A,na,female,forty-one,15/06/2023,16/06/2023,18/06/2023,n / a,23/06/2023,NAN,07/06/2023,24.7
+1336,N /A,na,female,forty-one,15/06/2023,16/06/2023,18/06/2023,n / a,23/06/2023,NAN,07/06/2023,24.7
+1337,Joseph Alexander,probable,m,11,04 June 2023,06 June 2023,07 June 2023,recovered,NA,24 May 2023,26 May 2023,NA
+1338,Haleema el-Mansoor,probable,female,six,n/a,2023/06/02,NA,recovered,NA,2023/05/19,2023/05/31,nan
+1339,Caleb Buskey-Williams,confirmed,m,1,2023-07-19,2023-07-23,NA,recovered,NA,2023-07-12,2023-07-17,25.6
+1340,Mathew Sanchez,confirmed,m,fifty,2023-07-13,2023-07-14,NA,recovered,NA,missing,2023-07-12,28
+1341,Octavius Bouchon,probable,m,forty-eight,2023/07/10,2023/07/12, a / a,recovered,NA,2023/07/04,2023/07/11,NA
+1342,Anthony Martinez,suspected,M,seventy-two,12-07-2023,17-07-2023,NAN,N/A,NA,08-07-2023, NA,NA
+1343,not avail,confirmed,m,eighty-two,N/A,21 Jul 2023,NA,recovered,NA,10 Jul 2023,14 Jul 2023,27.8
+1344,Joshua Ehlers,confirmed,male,seventy-two, NA,na ,2023/08/20,\.,2023/08/30,2023/08/08,n a,26.6
+1345,Rachel Acesta,confirmed,not available,82,13/08/2023,n / a ,na,NOt available,NA,07/08/2023,12/08/2023,19.7
+1346,not avail,suspected,Male,25,2023-07-31,2023-08-01,2023-08-06,recovered,not available,2023-07-23,N/A,NA
+1347,Sherreelynn Skodack,confirmed,f,59,30-07-2023,\.,NA,,NA, na,not a number,N/A
+1348,Sherreelynn Skodack,confirmed,f,59,30-07-2023,\.,NA,,NA, na,not a number,N/A
+1349, NA,suspected,F,N/A,01-08-2023,02-08-2023,NA,recovered,NA,\?,30-07-2023,NA
+1350,Jonathan Willmann,probable,M,26,2023-07-28,2023-08-01,Not Available,recovered,missing,2023-07-23,2023-07-29,NA
+1351,Jonathan Willmann,probable,M,26,2023-07-28,2023-08-01,Not Available,recovered,missing,2023-07-23,2023-07-29,NA
+1352,Yechan Evans,confirmed,male,twenty-seven, na,28-07-2023,NA,recovered, na,21-07-2023,27-07-2023,24.7
+1353,Danseh Nunez,probable,M,46,24 July 2023,28 July 2023,02 August 2023,died,04 August 2023,20 July 2023,26 July 2023,NA
+1354,Angela Aguilar,confirmed,f,eighty-seven,30 Jul 2023,03 Aug 2023,Not A Number,recovgred,NOt available,n /a,29 Jul 2023,24.1
+1355,Ace Kim,confirmed,N A,52,2023-07-30,2023-08-01,NA,recovered,NA,2023-07-22,2023-07-30,21.5
+1356,Ace Kim,confirmed,N A,52,2023-07-30,2023-08-01,NA,recovered,NA,2023-07-22,2023-07-30,21.5
+1357,Abdut Tawwab el-Bangurj,probable,N /A,Not Available,31 Jul 2023,NA ,#N/A,recovered,NA,27 Jul 2023,n / a ,NA
+1358,Fahd al-Soliman,probable,m,48,06 Aug 2023,N/A,NA,recovered,NA,02 Aug 2023,08 Aug 2023,NA
+1359,Tony Bui,probable,male,eighty-seven,04-08-2023,06-08-2023,NA,recovered,NA,not avail,30-07-2023,NA
+1360,Brandi Zhfng,confirmed,fesale,78,2023-07-05,2023-07-08,2023-07-11,recovered,NA,2023-07-02,2023-07-05,\.
+1361,Clinton Deardeuff,probable,m,twenty,07/07/2023,10/07/2023,NA,recouered,NA,01/07/2023,05/07/2023,NA
+1362,Khaalid al-Ismael,NA ,male,forty-two,27 June 2023,29 June 2023,NA,recovered,NA,19 June 2023,N A,null
+1363,nan,na ,Male,39, NA,06/07/2023,08/07/2023,died,22/07/2023,26/06/2023,NA ,24.3
+1364,Aayid al-Kassem,N /A,M,54,30 June 2023,04 July 2023, a / a,recovered,NA,20 June 2023,29 June 2023,NA
+1365,Ji Doan,suspected,Male,NA ,01/07/2023,08/07/2023,NA,recovered,N / A,23/06/2023,29/06/2023,NA
+1366,Ji Doan,suspected,Male,NA ,01/07/2023,08/07/2023,NA,recovered,N / A,23/06/2023,29/06/2023,NA
+1367,NA ,confirmed,M,36,29-06-2023,null,NA,n a,NA,22-06-2023,27-06-2023,26.2
+1368,Tehya Garcia,probable,Female,10,06 July 2023,09 July 2023,NA,n /a,n/a,25 June 2023,05 July 2023,NA
+1369,Aslam el-Zahra,probable,M,70,2023/07/12,2023/07/16,nan,NA ,NA,2023/07/08,n / a ,NA
+1370, NA,Not Available,n a,3,04 Jul 2023,08 Jul 2023,NA,recovered,\.,01 Jul 2023,05 Jul 2023,\?
+1371,Not A Number,suspected,null,nan,29/06/2023,NA,NA,N /A,NA,26/06/2023,02/07/2023,Not A Number
+1372,Jdmes Dyer,probable,male, N / A,30 June 2023,01 July 2023,NA,recovered,NA,27 June 2023,02 July 2023,NA
+1373,Jdmes Dyer,probable,male, N / A,30 June 2023,01 July 2023,NA,recovered,NA,27 June 2023,02 July 2023,NA
+1374,Colin O'Dell,\*,Male,forty-nine,2023/06/27,2023/06/28,NA,recovered,not available,2023/06/22, a / a,26.3
+1375,n / a ,confirmed,Male,60,NAN,NA,Not Avail,recovered,NA,n /a,27 Jun 2023,24.7
+1376,Katryn Nguyen,sukpected,f,25,2023/06/12,2023/06/16,2023/06/18,died,2023/06/20,2023/06/06,2023/06/13, NA
+1377,Isaiah Peters,confirmed,M,twenty-nine,11 Jun 2023,n a,NA,recovered,NA,08 Jun 2023,14 Jun 2023, N / A
+1378,Isaiah Peters,confirmed,M,twenty-nine,11 Jun 2023,n a,NA,recovered,NA,08 Jun 2023,14 Jun 2023, N / A
+1379,Abdul Jabbaar al-Abdallah,N A,M,sixty-six,11-06-2023,13-06-2023,NA,NOt available,NA,07-06-2023,\*,NA
+1380,\., a / a,male,42,20 June 2023,22 June 2023,26 June 2023,died,02 July 2023,11 June 2023,15 June 2023,Not A Number
+1381,Hunter Williams,suspected,M,seventy-three,,20 Jun 2023,NA,\?,NA,na,30 May 2023,NA
+1382,Pearl Nichols,probable,f,eighty,N / A,22 July 2023,NA,recovered,NA,16 July 2023,24 July 2023,NA
+1383,Tyler Suta,Huspected,Male,seventy-one,null,21 July 2023, a / a,recovered,NA,08 July 2023,15 July 2023,null
+1384,Tyler Suta,Huspected,Male,seventy-one,null,21 July 2023, a / a,recovered,NA,08 July 2023,15 July 2023,null
+1385,Jamie Hoage,confirmed,f,\.,11/07/2023,\*,Not A Number,died,not available,10/07/2023,11/07/2023,26.8
+1386,Jordan Ahuja,confirmed,Male,60,15 July 2023,18 July 2023,N / A ,recovered,NA,09 July 2023,16 July 2023,21
+1387,Khawla al-Kabir,confirmed,female,87,19/07/2023,21/07/2023,NA,repovered,NA,08/07/2023,14/07/2023,23.7
+1388,Ryan Beutler,confirmed,male,37,12 Jul 2023,15 Jul 2023,14 Jul 2023,died,19 Aug 2023,10 Jul 2023,null,25.3
+1389,Aliika Hicks,Ruspected,Female,N / A ,16 July 2023,19 July 2023,NA,recovered,NA,08 July 2023,\?,NA
+1390,Ryan Harjo, NA,Male,eight,2023/08/18,2023/08/23,NA,recovered,NA,not a number,na,28.7
+1391,Samuel Reed,Not Available,M,37,17 August 2023,18 August 2023,NA,reclvered,NA,09 August 2023,17 August 2023,NA
+1392,Mariah Mcconnell, NA,female,50,27 Aug 2023,02 Sep 2023,05 Sep 2023,recovered,NA,14 Aug 2023,n/a,NA
+1393,Byron Vaughn,probable,N /A,,05 Aug 2023,09 Aug 2023,NA,recovered,NA,NA,04 Aug 2023,NA
+1394,Byron Vaughn,probable,N /A,,05 Aug 2023,09 Aug 2023,NA,recovered,NA,NA,04 Aug 2023,NA
+1395,not a number,confirmed,Male,n / a ,2023-08-07,2023-08-09,NA,recovered,NA,2023-07-27,NAN,24.2
+1396,Genesiseden Cunningham-Byrd,confirmed,female, NA,NULL,08-08-2023,06-08-2023,died,18-08-2023,N / A,01-08-2023, N / A
+1397,Genesiseden Cunningham-Byrd,confirmed,female, NA,NULL,08-08-2023,06-08-2023,died,18-08-2023,N / A,01-08-2023, N / A
+1398,Sandra Milanes,,F,70,NULL,06-08-2023,Not Available,Not Available,NA,22-07-2023,26-07-2023,not avail
+1399,Nicholas Tolbert,confirmed,na,11,2023/07/30,2023/07/31,NA,Vecovered,NA,n /a,2023/07/29,26
+1400,Raaniya el-Begum,suspected,Female,NAN,02-08-2023,03-08-2023,NA,Not A Number,N/A,29-07-2023,02-08-2023,NA
+1401,Aaron Chev,confirmed,M,null,03 August 2023,05 August 2023,NA,recovered,NA,n /a,03 August 2023,27.1
+1402,Matthew Gasdner,suspected,male,eighty-one,14-08-2023,18-08-2023,,died,30-08-2023,03-08-2023,11-08-2023,n a
+1403,Sharisse Douglrs,probable,f,70,13 Aug 2023,16 Aug 2023,NA,recoverey,NA,31 Jul 2023,not available,NA
+1404,Sharisse Douglrs,probable,f,70,13 Aug 2023,16 Aug 2023,NA,recoverey,NA,31 Jul 2023,not available,NA
+1405,N /A,,male,36,10-08-2023,14-08-2023,NA,not a number,NA,01-08-2023,07-08-2023,NA
+1406,Segan Green,suspected,Female,thirty-seven,2023-08-09,2023-08-14,2023-08-15,recovered,NA,NA ,2023-08-09,NA
+1407,Lydia Lizeo,confirmed,f,1,14 Jul 2023,N / A,na,recovered,N/A,01 Jul 2023,14 Jul 2023,24.6
+1408,Landen Alarid,confirmed,M,twenty-two,08 July 2023, na,NA,died,\*,05 July 2023,10 July 2023,28.1
+1409,Jaime Holguin,\.,Male,six,\*,2023/07/17, N / A,recovered,null,2023/07/03,\.,NA
+1410,Kawthar al-Ghazal,probable,Female,Not Avail,08 July 2023,11 July 2023,NA,n / a,NA,29 June 2023,01 July 2023,NA
+1411,John Hartmann,probablr,Male,52,2023-06-30,2023-07-03,not a number,Secovered,NA,N /A,2023-07-02,NA
+1412,Cody Lacy,not a number,Mane,60,02-07-2023,03-07-2023,NA,recovered,NA,26-06-2023,Not A Number,NA
+1413,Cody Lacy,not a number,Mane,60,02-07-2023,03-07-2023,NA,recovered,NA,26-06-2023,Not A Number,NA
+1414,n a,N A,F,one,08 Jul 2023,10 Jul 2023,15 Jul 2023,n/a,N A,04 Jul 2023,#N/A,26.9
+1415,Ricardo Bautista-Muro, a / a,m,seventy-two,N / A,13 July 2023,NA,recovered,NA,02 July 2023,07 July 2023,NA
+1416,Jota Takayama,confirmed,M,thirteen,2023/07/04,2023/07/08,not avail,recovered,NA,\.,2023/07/02,25.8
+1417,not avail,confirmed,n / a,Not Available,n / a,03/07/2023,NA,recovered,NA,25/06/2023,06/07/2023,22.5
+1418,Kenneth Tsinnijinnie,probable,Male,twenty-one,2023-07-04,2023-07-10,2023-07-07,died,2023-07-13,2023-06-29,2023-07-04,NA
+1419,Jesse Cazares,probable,missing,seventy-one,03/07/2023,09/07/2023,NA,recovered,NA,26/06/2023,05/07/2023,NA
+1420,Taylor Scheid,probable,f,12,2023-06-12,n a,NA,recovered,NA,2023-06-10,2023-06-13,NA
+1421,Chase Hosp,confirmed,M,seventy-three,11/06/2023,14/06/2023,NA,recovered,NA,05/06/2023,12/06/2023, na
+1422,Chase Hosp,confirmed,M,seventy-three,11/06/2023,14/06/2023,NA,recovered,NA,05/06/2023,12/06/2023, na
+1423,Tique Kayanja,suspected,N / A ,forty-one,Not Avail,NAN,NA,recovered,NA,09-06-2023,12-06-2023,NA
+1424,Jojhua Perez,probable,M,60,22-06-2023,25-06-2023,NA,recovered,N A,17-06-2023,24-06-2023,NA
+1425,Monica Soriano,probable,F,55,N /A,24/06/2023,NULL,N/A,NA,N / A,23/06/2023,NA
+1426,Raashid el-Shaer,probable,Male,thirteen,2023-08-01,N/A,NA,recovered,NA,2023-07-16,2023-07-24,NA
+1427,Raashid el-Shaer,probable,Male,thirteen,2023-08-01,N/A,NA,recovered,NA,2023-07-16,2023-07-24,NA
+1428,Sndrew Clements,probable,na , N / A,24 Jul 2023,\.,\.,recovered,NA,n / a ,23 Jul 2023,NA
+1429,Shaheed el-Abdullah,probable,Male,38,22-07-2023,na ,NA,N/A,#N/A,11-07-2023,n a,NA
+1430,NAN,confirmed,not avail,eighty-seven,2023/07/17,2023/07/20,\.,recovered,NA,2023/07/14,2023/07/19,22.1
+1431,Nicole Terry,not avail,Female,fifty, na,NOt available,NA,recovered,NA,17 August 2023,24 August 2023,\.
+1432,Santeijga Russell,\?,F,eighty-two,18 August 2023,null,NA,recovered,NA,11 August 2023,21 August 2023,Not Avail
+1433,Melanie Denny,,F,83,21/08/2023,23/08/2023,NA,recovered,NA,16/08/2023,20/08/2023,not avail
+1434,Marcus Tall Bull,not a number,m,24,20 August 2023,23 August 2023,NA,not avail,NA,13 August 2023,22 August 2023,
+1435,Habeeba al-Parsa,probable,female,23,08 Aug 2023,not a number,NA,null,NA,04 Aug 2023,14 Aug 2023,n/a
+1436,Danzig Nguyen,probable,n a,sixty-three,not a number,06/08/2023,09/08/2023,died,n/a,01/08/2023,04/08/2023,NA 
+1437,Devon Martin,probable,M,six,19 August 2023,21 August 2023,NA,recovered,NA,10 August 2023,19 August 2023,nan
+1438,Angelina Cardona,suspected,f,50,16 August 2023,,NA,recovered,NA,10 August 2023,18 August 2023,NA
+1439,Noel Arreola-Santillano,confirmed,M,33,16-08-2023,19-08-2023,not available,recovered,NA,08-08-2023,NOt available,n a
+1440,Victor Martinez,confirmed,NOt available,seventy-seven,N/A,15 August 2023,NA,recovered,NA,08 August 2023,12 August 2023,24.1
+1441,Ayyoob al-Saidi,confirmed,null,69,2023/08/13,2023/08/17,NA,recovered,NA,2023/08/06,2023/08/13,Not A Number
+1442,Shajee'a el-Ammar,confirmed,F,50,N/A,18 Aug 2023,NA,recovered,NA,06 Aug 2023,15 Aug 2023,28.2
+1443,Casey Devlin,confirmed,M,fifty-seven,NULL,2023/07/20, a / a,\.,NA,2023/07/10,2023/07/16,24.3
+1444,Casey Devlin,confirmed,M,fifty-seven,NULL,2023/07/20, a / a,\.,NA,2023/07/10,2023/07/16,24.3
+1445,Garitt Brauher,N / A,male,sixty-six,2023-07-28,2023-08-02,NA,recovered,NA,2023-07-13,not a number,25.1
+1446,Gregory Milbry,confirmed,N / A ,48, NA,n / a,NA,recoveoed,n / a ,02 July 2023,not a number,25.7
+1447,Chanelle Casillas,confirmed,female,seventy-five,2023/07/17, N / A,NA,reuovered,NA,2023/07/10,2023/07/21, a / a
+1448,Kaleem al-Shams,N/A,m,10,14 July 2023,missing,Not Available,recovered,NA,12 July 2023,not a number,24.7
+1449,Skyler Matthewj,\?,NOt available,forty-six,not available,23 Jul 2023,NA,recovered,NA,14 Jul 2023,Not Avail,25.2
+1450,Sonny Kinlicheene,confirmed,m,n / a ,2023-07-17,2023-07-18,NA,recovered,NA,2023-07-13,2023-07-16,n /a
+1451,Christopher Bacon,suspected,missing,4,2023-07-02,2023-07-04,2023-07-04,Not Avail,NA,2023-06-29,not avail,NA
+1452,Orion Roubideaux,N/A,m,three,2023-07-11,2023-07-17,2023-07-13,recovered,NA, N / A,2023-07-05,NA
+1453,N/A,confirmed,m,fifty-seven,09 Jul 2023,13 Jul 2023,NA,recovered,NA,03 Jul 2023,09 Jul 2023,24.8
+1454,Ayyoob el-Kaiser,confihmed,m,35,n / a,2023-07-08,2023-07-13,recovered,NA,2023-07-02,2023-07-07,27.1
+1455,Kawthar el-Basa,confirmed,fexale,na,05 July 2023,09 July 2023,NA,recovered,NA,n / a , NA,25.1
+1456,Alyssa Sam,missing,female,77,03/07/2023,na ,NA, na,NA,30/06/2023,not available,NA
+1457,Paris hane,Not Available,F,N/A,14 Jul 2023,18 Jul 2023,18 Jul 2023,nan,NA,01 Jul 2023,05 Jul 2023,NA
+1458,Joleen Williams,confirmed,F,12,2023-07-04,NAN,2023-07-11,recovered,NA,2023-06-30,2023-07-05,26.3
+1459,Benjamin Tannyhill,probable,Male,N /A,15/06/2023,18/06/2023,NA,recovered,NA,10/06/2023,13/06/2023,NA
+1460, a / a,n/a,F,4,2023/06/27,2023/06/28,NA, NA,nan,\?,2023/06/27,27
+1461,Nathan Bassnett,probable,Male,52,2023/06/22,2023/06/24,NA,NAN,NA,na ,NULL,NOt available
+1462,Naadir el-Omer,confirmed,not a number,67,24 July 2023,26 July 2023, na,recovered,NA,21 July 2023,29 July 2023,24.2
+1463,Valeria Salazar,confirmxd,female, a / a,27 July 2023,29 July 2023,NA,died,09 August 2023,13 July 2023,20 July 2023,n / a
+1464,Valeria Salazar,confirmxd,female, a / a,27 July 2023,29 July 2023,NA,died,09 August 2023,13 July 2023,20 July 2023,n / a
+1465,Tyrell Guernsey,confirmed,m,14,24 Aug 2023,26 Aug 2023,NA,recovered,NA,17 Aug 2023,27 Aug 2023,25.3
+1466,Jacob Shumate,probable,N /A,57,26/08/2023,NA ,NA,recovered,NA,N/A,Not Avail,NA
+1467,Jacob Shumate,probable,N /A,57,26/08/2023,NA ,NA,recovered,NA,N/A,Not Avail,NA
+1468,Reginald Visee,suspected,\*,forty-one,26 August 2023,28 August 2023,n a,recovered,NA,19 August 2023,Not Avail,NA
+1469,\.,probable,M,72,2023/08/28,2023/08/30,NA,recovered,NA,2023/08/18,2023/08/26,Not Available
+1470,\.,probable,M,72,2023/08/28,2023/08/30,NA,recovered,NA,2023/08/18,2023/08/26,Not Available
+1471,Corey Sellers,proyable,M,NAN,23 August 2023,\.,NA,recovered,NA,17 August 2023,null,\.
+1472,N / A,confirmed,m,forty-eight,21/08/2023,23/08/2023,NA,recovered,NA,14/08/2023,missing,23.1
+1473,Alexander Arechiga,suspected,male,six,25/08/2023,30/08/2023,31/08/2023,recovered,NA,18/08/2023,\.,NA
+1474,not avail,na ,Male,90,23-08-2023,27-08-2023,NA,recovered,NA,20-08-2023,23-08-2023,22.7
+1475,n/a,N / A,male,forty-nine,10/08/2023,12/08/2023,NA,recovered,NA,04/08/2023,N /A,NA
+1476,na,confirmed,N / A,,\?,15/08/2023,NA,recovered,NA,05/08/2023,08/08/2023,25.7
+1477,Antonio Ramirez,probable,male,74,21-08-2023,23-08-2023,25-08-2023,,01-09-2023,16-08-2023,25-08-2023,NA
+1478,Zuhaira el-Azzam,Not Available,N / A,forty-five,n / a,2023/08/20,NA, N / A,2023/08/31,2023/08/10,2023/08/19,26.3
+1479,N / A ,suspected,m,22,13 August 2023,16 August 2023,NA,recovered,NA,missing,13 August 2023,NA
+1480,n / a ,conftrmed,Female,65,15/08/2023,19/08/2023,NA,recovered,NA,08/08/2023,17/08/2023,25
+1481,April Simoens,suspected,female,67,14 August 2023,15 August 2023,NA,recovered,NA,10 August 2023,n a,NA
+1482,Yihang Dinhvu,confirmld,\*,eighty-two,21 July 2023,22 July 2023,27 July 2023,died,02 August 2023,17 July 2023,20 July 2023,NAN
+1483,Yihang Dinhvu,confirmld,\*,eighty-two,21 July 2023,22 July 2023,27 July 2023,died,02 August 2023,17 July 2023,20 July 2023,NAN
+1484,Maria Contreras,N /A,Female,twenty-three,29/07/2023,02/08/2023,NA,recovered,NA,16/07/2023,27/07/2023,n/a
+1485,Mushtaaq el-Rafiq,probable,male,sixty-one,28 July 2023,30 July 2023, N / A,recovered,NA,18 July 2023,22 July 2023,NA
+1486,Oraivon Tran, N / A,male,missing,25-07-2023,27-07-2023,na ,died,18-08-2023, a / a,NULL,NA
+1487,Candace Olaiz,confirmed,Female,41,16/07/2023,17/07/2023,NA,recovered,NA,Not Avail,Not Avail,NAN
+1488,Benjamin Kelly,confirmed,Male,seventy-eight,\*,NULL,19-07-2023,not avail,NA,13-07-2023,16-07-2023,21.4
+1489,Mikala Gultom,probable,F,85,na ,25 July 2023,NA,recovered,NA,16 July 2023,not available,NA
+1490,Christhian Vega,missing,female,forty-eight,23 Jul 2023,26 Jul 2023,NA,n / a ,NA,13 Jul 2023,19 Jul 2023,N A
+1491, N / A,cpnfirmed,Male,N /A,n / a,2023/07/08,NA,recovered,NA,2023/06/29,N A,28.3
+1492,not avail,confirmed,not avail,27,\.,2023/07/13,NA,recovered,NA ,2023/06/30,not available,25.4
+1493,Simon Cardenas,confirmed,Male,eighty-nine,13-07-2023,15-07-2023,NA, N / A,NA,\.,,26.8
+1494,Zachary Thomas,probable,Male,82,not avail,2023/07/19,2023/07/24,died,2023/08/01,N/A,2023/07/15,NA
+1495,Zachary Thomas,probable,Male,82,not avail,2023/07/19,2023/07/24,died,2023/08/01,N/A,2023/07/15,NA
+1496,Cicely Lewis,confirmed,f,58,15/07/2023,18/07/2023,NA,recovered,NA,09/07/2023,11/07/2023,21.7
+1497,NAN,confirmed,m,51,10-07-2023,11-07-2023,NA,rkcovered,NA,02-07-2023,10-07-2023,26.6
+1498,Kaarim al-Masri,suspected,Male,90,07-07-2023,11-07-2023,NA,recovered,not a number,#N/A,06-07-2023,NA
+1499,Aaqil al-Saade,confirmed,m,seventy-two,09 July 2023,12 July 2023,NA,recovered,NA,29 June 2023,09 July 2023,23
+1500,Ghaamid al-Sheikh,suspected,M,41,04 Jul 2023,N/A,NA,recovered,NA,28 Jun 2023,#N/A,NA
+1501,na,probable,m,Not Avail,null,13/07/2023,16/07/2023,recovered,NA,01/07/2023,05/07/2023,NA
+1502,Carlos Gutierrez,probable,m,78,04-07-2023,06-07-2023,NA,removered,NA,03-07-2023,05-07-2023,NA
+1503,Najeema el-Mohammadi,confirmed,f,four,01 Jul 2023,N / A,NA,recovered,N A,Not Avail,29 Jun 2023,22.4
+1504,Emily Chukkapalli,confirmed,female,fifty-two,24 Jun 2023, NA,NA,recovered,NA,18 Jun 2023,24 Jun 2023,27.4
+1505,Joshua Roubideaux,confirmed,Male,N / A,2023/07/31,2023/08/04,2023/08/05,died,2023/08/10,2023/07/23,2023/07/26, NA
+1506,Jordan Morris,confirmed, na,n /a,26 Jul 2023,Not Avail,NULL,n /a,14 Aug 2023,20 Jul 2023,24 Jul 2023,21.5
+1507,Temuulen Ho,confirmed,\*,not avail,27/08/2023,29/08/2023,NA,recovered,Not Avail,21/08/2023,26/08/2023,27.5
+1508,NA,confirmed,null,eighty-nine,not a number,2023/08/26,2023/08/28,recovered,NA ,n a,2023/08/29, na
+1509,The Rasmussen,confirmed,male,39,06-09-2023,11-09-2023, N / A,recovered,Not Avail,23-08-2023,29-08-2023, NA
+1510,Marceleno Meraz,susaected,M,thirty-two,26/08/2023, NA,N / A,n / a,NA,n/a,27/08/2023,NA
+1511,N /A,confirmed,malu,#N/A,08/09/2023,10/09/2023,20/09/2023,recovered,N/A,24/08/2023,,27.7
+1512,Kyle Delgado,confirmed,m,thirty-three,2023-08-13,2023-08-14,2023-08-15,died,2023-09-24,2023-08-09,n / a,27.1
+1513,Kimberly Fabiano,suspected, NA,6,Not A Number,17 Aug 2023,NA,recovered,NA ,12 Aug 2023,14 Aug 2023,NA
+1514,Kimberly Fabiano,suspected, NA,6,Not A Number,17 Aug 2023,NA,recovered,NA ,12 Aug 2023,14 Aug 2023,NA
+1515,Cale Stypinski,n a,male,eight,14 August 2023,16 August 2023,NA,recovered,NA,#N/A,16 August 2023,NA
+1516,Cody Maher,na ,male,seventy-four,23 Jul 2023,30 Jul 2023,26 Jul 2023,recovered,NA,na,23 Jul 2023,24.6
+1517,Naseeba el-Rahim,cwnfirmed,female,na,30 July 2023,02 August 2023,NA,na ,NA,27 July 2023,31 July 2023,26.3
+1518,n / a,probable,female,25,2023-07-28,2023-08-01,2023-08-03,recovered,NA,n / a ,not available,NA
+1519,Alexandra Ortiz Vasquez,confirmed,f,30,2023/07/20,2023/07/22,NA,recovered,NA,2023/07/11,N /A,24.7
+1520,Austin Iese,confirmed,NA,N/A,27 July 2023,31 July 2023,NA,recovered,\?,22 July 2023,26 July 2023,22.5
+1521,Audrev Dixon,confirmed,Female,79,2023-07-28,2023-07-31,NA,recovered,NA,2023-07-20,2023-07-29,26.1
+1522,Nicolas Oliva,confirmed,m,\*,25-07-2023,26-07-2023,NA,recovered,NA,21-07-2023,26-07-2023,27.1
+1523,Umar al-Hares,suspected,n/a,Not A Number,Not Avail,2023/07/26,NA,recovered,NA,2023/07/22,2023/07/27,NA
+1524,Kayla Brooks,NAN,,19,13 July 2023,14 July 2023,NA,recovered,NA,05 July 2023,09 July 2023,21.6
+1525,Jordan Slade,probable,male,31,2023-07-09,2023-07-13,NA,recovered,n / a,2023-07-02,2023-07-08,N / A
+1526,Maurice urown, NA,M,na,2023/07/06,NULL,NA,recovered,NA,\.,2023/07/09,27.5
+1527,Richard Salazar,N/A,n / a ,twenty-four,19 Jul 2023,20 Jul 2023,Not Available,recovered,NA,04 Jul 2023,10 Jul 2023,NA
+1528,Claire Gereltuya,confipmed,Pemale,#N/A,14 Jul 2023,15 Jul 2023,NA,recovered,NA,12 Jul 2023,16 Jul 2023, N / A
+1529,Francisco Villela Talavera,confirmed,M,90,15 July 2023,18 July 2023,NA,\*,NA,10 July 2023,,24.7
+1530,Ian Comlins, na,M,seventy-nine,2023/07/16,N/A,NA,recovered,NA,Not A Number,2023/07/14,null
+1531,Shaddaad al-Salaam,probable,not a number,85,NA ,25-07-2023,30-07-2023,died,09-08-2023,11-07-2023,24-07-2023,NA
+1532,Marcus Torres,na,M,83,2023-07-18,2023-07-19,NA,recovered,NA,2023-07-14,2023-07-18,NA
+1533,Antonio Kratz,confirmed,m,eighty-seven,2023/07/15,2023/07/20,NA,N / A ,NA,2023/07/08,2023/07/16,23.6
+1534,Waseeflal-Salame,confirmed,not a number,Not Available,2023/07/13,2023/07/16,2023/07/19,N / A ,, N / A,2023/07/08,
+1535,Javier Mota,confirmed,male,43,09-07-2023,11-07-2023,missing,recovered,n / a ,05-07-2023,09-07-2023,24.4
+1536,Mutasim el-Khalaf,probable,male,null,19-07-2023,not a number,NA,N / A,NA,09-07-2023, N / A,NA
+1537,Sharin Little,suspected,f,23,2023-07-07,#N/A,NA,recovered, a / a,2023-06-30,2023-07-08,NA
+1538,Tommy Emliy,suspected,M,twenty-four, N / A,08 Jul 2023,08 Jul 2023,n / a,NA,26 Jun 2023,03 Jul 2023,NA
+1539,Caleb Ortiz,probable,Male,n/a,03 Jul 2023,06 Jul 2023,NA,recovered,NA,not a number,06 Jul 2023,NA
+1540,Shakeela el-Mostafa,suspected,Female,na ,06-07-2023,10-07-2023,11-07-2023,died,n /a, na,02-07-2023,NA
+1541,Francisco Zuniga,\?,Male,six,06-07-2023,Not Avail,NAN,recovered,NA,30-06-2023,08-07-2023,24.7
+1542,Jordan Domingo,confirmed,m,69,2023-07-05,2023-07-08,NA,recovered,not a number,2023-06-26,2023-07-03,\?
+1543,Joshua Beck,suspected,n / a,22,31 July 2023,\?,06 August 2023,died,10 August 2023,27 July 2023,06 August 2023,NA
+1544,Jeremiah Laborde,confirmed,M,twenty-six,31/08/2023,06/09/2023,NA,missing,NA,23/08/2023,28/08/2023,23.3
+1545,Hannah Nguyen,confirmzd,Female,33,09-09-2023,15-09-2023,NA,recoveryd,NA,21-08-2023,N /A,24.3
+1546,Fawwaaz al-Sawaya,suspected,Male,na,07 September 2023,10 September 2023,NA,recovered,NA,01 September 2023,08 September 2023,NA
+1547,Benjamin Simmons,confirmed,Male,33,03 September 2023,nan,NA,died,24 September 2023,22 August 2023,30 August 2023,NULL
+1548,,probable,m,#N/A,11 September 2023,17 September 2023,NA,recovered,NA,02 September 2023,11 September 2023, NA
+1549,Dana Caldera,confirmed,Female,forty-four,not avail,15 August 2023,NA,recovered,\.,Not Available,18 August 2023,25.6
+1550,Jacob Horton,probable,Male,fifty,14 Aug 2023,16 Aug 2023,NA,died,08 Sep 2023,11 Aug 2023,17 Aug 2023, NA
+1551,Joshua Makaiwi,confirmed,n /a,14,N / A,n a,NA, a / a,NA,11/08/2023,14/08/2023,23.7
+1552,Kevin Vue,confirmed,na ,69,17 Aug 2023,19 Aug 2023,NA,recovered,NA,11 Aug 2023,17 Aug 2023,23.5
+1553,Yoonus el-Nasr,confirmed,M,16,22/08/2023,n / a,NA,recovered,NA,08/08/2023,18/08/2023,\*
+1554, a / a,missing,Female,26,17-08-2023,20-08-2023,NA,recovered,NA,09-08-2023,16-08-2023,NA
+1555,Baahir al-Alli,suspected,M, na,23 August 2023,30 August 2023,n / a,not avail,NA,13 August 2023,18 August 2023,NA
+1556,Robert Pettinger,probable,M,55,2023/08/01,2023/08/05,NA,recovered,NA,2023/07/27,2023/08/03,NA
+1557,Robert Pettinger,probable,M,55,2023/08/01,2023/08/05,NA,recovered,NA,2023/07/27,2023/08/03,NA
+1558,Benhamin Kraiger,corfirmed,m,fifty-two,03-08-2023,05-08-2023,NA,recovered,NA,N A,31-07-2023,27.7
+1559,n a,suspected,M,nineteen,30 Jul 2023,01 Aug 2023,NA,recovered,NA,24 Jul 2023,29 Jul 2023,NA
+1560,n a,suspected,M,nineteen,30 Jul 2023,01 Aug 2023,NA,recovered,NA,24 Jul 2023,29 Jul 2023,NA
+1561,Hibaq Axalan, N / A,NOt available,39,NULL,2023/08/11,NA,recovered,NA,missing,2023/08/01,22.7
+1562,Gregory Ridgeway,confirmed,M,forty,28/07/2023,30/07/2023,NA,recovered,NA,15/07/2023,21/07/2023,24.4
+1563,Jessica Kathwein,confirmed,n / a,thirty-five,24/07/2023,31/07/2023,NA,n a,NA,16/07/2023,n / a ,n / a
+1564,Jessica Kathwein,confirmed,n / a,thirty-five,24/07/2023,31/07/2023,NA,n a,NA,16/07/2023,n / a ,n / a
+1565,Justin Thompson,confirmed,male,thirty-one,26-07-2023, NA,not available,died,07-08-2023,21-07-2023,26-07-2023, NA
+1566,Justin Thompson,confirmed,male,thirty-one,26-07-2023, NA,not available,died,07-08-2023,21-07-2023,26-07-2023, NA
+1567,Briseida Hernandez,confirmed,f,nan,26-07-2023,01-08-2023,NA,recovered,NA,24-07-2023,nan,N A
+1568,N /A,probable,male,45,28 July 2023,30 July 2023,NA,na ,NA,15 July 2023,19 July 2023,NA
+1569,Marc Ingels,n / a,M,three,18 Jul 2023,20 Jul 2023, N / A,recovered,NA,12 Jul 2023,n /a,21.7
+1570,Noah Hogan,not a number,n /a,86,26-07-2023,29-07-2023,NA,recoverwd,NA,16-07-2023,missing,NA
+1571,Andre Mccoy,N/A,Male,thirty-nine,N /A,2023-07-21,NA,recovered,NA,2023-07-11,2023-07-21,NA
+1572,Ali Helton,suspected,Male,Not Avail,2023-07-16,not avail,NA,recovered,NA,2023-07-13,2023-07-16,n a
+1573,Zawkab el-Hoda,probable,N / A,5,2023-07-21,2023-07-24,not available,N / A ,2023-08-06,2023-07-11,2023-07-18,NA
+1574,,probable,n a,17,25 Jul 2023,01 Aug 2023,NA,recovered,NA,10 Jul 2023,18 Jul 2023,NA
+1575,Steven Barron,confirmed,m,fifty-six,15 Jul 2023,N A,#N/A,n / a,NA,07 Jul 2023,13 Jul 2023,24.1
+1576,Thaddeus Linear,confirmed,male,seventy-three,19-07-2023,21-07-2023,Not Avail,Not Avail,03-08-2023,17-07-2023,23-07-2023,22.6
+1577, N / A,confirmed,male,84,25 Jul 2023,28 Jul 2023,N /A,recovered,NA,n / a ,25 Jul 2023,26.2
+1578,N / A ,suspected,Female,twenty-three,11 Jul 2023,14 Jul 2023,NA,recovered,NA,05 Jul 2023,nan,NA
+1579,Penly Hurlburt,suspected,n a,38,20 July 2023,22 July 2023,NA,recovered,NA,05 July 2023,10 July 2023,NA
+1580,Ruwaid el-Salloum,confirmed,Male,21,08-07-2023,Not Available,NA,NA ,NA,04-07-2023,07-07-2023,29.8
+1581,Ruwaid el-Salloum,confirmed,Male,21,08-07-2023,Not Available,NA,NA ,NA,04-07-2023,07-07-2023,29.8
+1582,Nicklos Weinstein,confirmed,male,forty-seven,18 Jul 2023,20 Jul 2023,NA,recovered,Not Avail,01 Jul 2023,09 Jul 2023,NULL
+1583,Richard hastle,\*,Male,17,2023/07/15,2023/07/20,2023/07/18,recovered,NA,2023/07/02,2023/07/11,24.6
+1584,Not A Number,smspected,Male,50,2023-07-12,2023-07-15,NA,recovered,NA,2023-07-04,2023-07-07,NA
+1585,Andrew Weeks,probable,M,sixty-five,2023-07-08,2023-07-12,n / a, NA,Not Available,2023-07-03,not available,\.
+1586,Ilyaas el-Rauf,confirmed,NA,60,05-07-2023,13-07-2023,NA,recovered,NAN,02-07-2023,07-07-2023,26.1
+1587,Ilyaas el-Rauf,confirmed,NA,60,05-07-2023,13-07-2023,NA,recovered,NAN,02-07-2023,07-07-2023,26.1
+1588,Samantha Ironwing,confirmed,n/a,twenty,01 September 2023,03 September 2023,07 September 2023,Kecovered,NA,26 August 2023,02 September 2023,Not Avail
+1589,Christopher Moore,not available, N / A,N / A ,01 Sep 2023,03 Sep 2023,05 Sep 2023,Wied,17 Sep 2023,29 Aug 2023,31 Aug 2023, na
+1590,Long Cottrell,confirmed,male,22,2023-09-08,2023-09-10,missing,recovrred,NA,2023-09-05,2023-09-10,27
+1591,Cody Johnson,Not A Number,M,thirty-one,n a,2023/09/11,NA,recovervd,NA, NA,2023/09/08,N/A
+1592,Joshua Cartwright,confirmed,M,2,11-09-2023,N A,NA, a / a,NA,02-09-2023,05-09-2023,22.7
+1593,Khulood al-Hamady,probable,f,fifty-seven,2023-09-12,2023-09-14,NA,recovered,NA,2023-08-27,2023-09-06,not a number
+1594,Annmarie Enriquez,suspected,F,N A,06 Sep 2023,10 Sep 2023,08 Sep 2023,n/a,N/A,02 Sep 2023,06 Sep 2023,NA
+1595,Annmarie Enriquez,suspected,F,N A,06 Sep 2023,10 Sep 2023,08 Sep 2023,n/a,N/A,02 Sep 2023,06 Sep 2023,NA
+1596,n / a,confirmed,Not Avail,fifty-seven,2023-09-24,2023-09-26,NA,recovered,NA,2023-09-07,2023-09-15,27.8
+1597,missing,confirmed,Male,12,2023/08/14,2023/08/17,not available,recovered,NA,\*,2023/08/17,25.5
+1598,missing,confirmed,Male,12,2023/08/14,2023/08/17,not available,recovered,NA,\*,2023/08/17,25.5
+1599,Christina Tan, N / A, NA,21,2023/08/18,2023/08/20,2023/08/20,died,2023/09/05,2023/08/12,2023/08/20,NA
+1600,Israel Valdez,probable,Male,46,14 Aug 2023,16 Aug 2023,NA,#N/A,NA,13 Aug 2023,Not Available,NA
+1601,John Pullen,suspected,m,twenty-one,18/08/2023,28/08/2023,NA,recovered,NA,10/08/2023,15/08/2023,NA
+1602,Not A Number,not avail,female,ninety,15-08-2023,18-08-2023,NA,recovered,NA,12-08-2023,17-08-2023,not avail
+1603,N / A ,probable,male,thirty-four,n / a,N/A,NA,recovered,NA,16 Aug 2023,19 Aug 2023,NA
+1604,n /a,confirmed,male,\*,NOt available,\*,NA,recovered,NA,2023/08/13,2023/08/20, NA
+1605,n /a,confirmed,male,\*,NOt available,\*,NA,recovered,NA,2023/08/13,2023/08/20, NA
+1606,null,confirmed,N / A,73,na ,2023-08-28,NA,rpcovered,NA,2023-08-15,2023-08-19,N / A
+1607,null,confirmed,N / A,73,na ,2023-08-28,NA,rpcovered,NA,2023-08-15,2023-08-19,N / A
+1608,Hanna Stinyr,NAN,female,21,23-08-2023,Not A Number,27-08-2023,recovered,NA,20-08-2023,n / a ,NA
+1609,Brandon Babcock, NA,male,60,24-08-2023,27-08-2023,Not A Number,recovered,NA,missing,26-08-2023,NA
+1610,Jubair el-Aly,confirmed,Male,80,21 Aug 2023,23 Aug 2023,25 Aug 2023,recovered,NA,15 Aug 2023,19 Aug 2023,26.7
+1611,Samuel Sutton,suspected,male,na ,,2023-08-23,NA,NULL,NA,2023-08-14,2023-08-17,NA
+1612,Samuel Cadayong,suspezted,Male,fifty-four,26 August 2023,29 August 2023,NA,recovered,NA,14 August 2023,N/A,N /A
+1613,Zhiwes Nguyen,probable,male,12,23 Aug 2023,28 Aug 2023,NA,Not Avail,NA,Not Available,20 Aug 2023,#N/A
+1614,Josefina Ontiveros,not available,n/a,n / a ,n / a ,n/a,NA,recovered,,2023-08-14,2023-08-21,NA
+1615,Jacob Medina,confirmed,male,27,01 Aug 2023,04 Aug 2023,04 Aug 2023,died,06 Aug 2023,31 Jul 2023,04 Aug 2023,25.1
+1616,N / A ,probable,f,#N/A,2023-08-03,2023-08-05,2023-08-08,died,2023-08-22,2023-07-31,2023-08-05,NA
+1617,Diana Aochi,suspected,female,51,2023/08/06,2023/08/08,NA,n /a,NA,2023/07/31,2023/08/07,not a number
+1618,Haafil el-Sani,suspected,Male,\?,n / a ,n / a ,NA,recovered,NA,n/a,null,NA
+1619,Kacy Rodvold,probable,m,sixty-seven,2023-08-10,N A,NA,recovered,NA,2023-08-09,2023-08-13,NA
+1620,Salaah el-Mansouri,suspected,NA ,85,12/08/2023,na,17/08/2023,died,NA ,05/08/2023,17/08/2023,NA
+1621,Alizae Dubose,n /a,not a number,na,01 Aug 2023,04 Aug 2023,NA,recovered,NA,21 Jul 2023,28 Jul 2023,NA
+1622,Iana Tillery,Not A Number,n / a, NA,2023/07/26,2023/08/02,NA,recovebed,NA,2023/07/16,2023/07/20,20.1
+1623,Zachary Hart,suspeczed,N A,fifty-six,na ,29 July 2023,NA,recoverei,NA,N / A ,27 July 2023,NA
+1624,,confirmed,Female,Not Avail,25/07/2023,27/07/2023,NA,recovered,NA,17/07/2023,23/07/2023,25
+1625,Suwailim el-Haidar,confirmed,N /A,24,30/07/2023,02/08/2023,NA,recovered, N / A,23/07/2023,29/07/2023,23.9
+1626,Nuzha el-Morad,probable,female,NULL,29 Jul 2023,04 Aug 2023,03 Aug 2023,n / a ,NA,18 Jul 2023,28 Jul 2023,NA
+1627,Jessica Cohen,probable,female,two,17-07-2023,21-07-2023,NA,recovered,NA,12-07-2023,Not Avail,NA
+1628,Damian Chavez,suspected,Male,seventy-four,15-07-2023,18-07-2023,NA,missing,NA,12-07-2023,18-07-2023,NA
+1629,Lisa Nowotczynski-Sharp,probable,NA,53,21 July 2023,25 July 2023,NA,recovered,NA,15 July 2023,21 July 2023,NA
+1630,Lisa Nowotczynski-Sharp,probable,NA,53,21 July 2023,25 July 2023,NA,recovered,NA,15 July 2023,21 July 2023,NA
+1631,Noah Mahan,probable,male,50,23 Jul 2023,27 Jul 2023,NA,Not A Number,NA,NAN,21 Jul 2023,NA
+1632,Noah Mahan,probable,male,50,23 Jul 2023,27 Jul 2023,NA,Not A Number,NA,NAN,21 Jul 2023,NA
+1633,na ,suspected,male,two,29 Jul 2023,02 Aug 2023,NA,repovered, a / a,22 Jul 2023,28 Jul 2023,NA
+1634,Not Available,suspected,M,23,24 July 2023,31 July 2023,NA,recovered,NA,17 July 2023,n a, N / A
+1635,Haleakala Phan,confirmed,f,seventy-two,09 July 2023,12 July 2023,NA,recovered,NA,06 July 2023,11 July 2023,25.6
+1636,Fareed eu-Harron,probabie,male,fifty-four,n / a,2023/07/21,NA,recovered,NOt available,2023/07/06,2023/07/13,n / a 
+1637,Fareed eu-Harron,probabie,male,fifty-four,n / a,2023/07/21,NA,recovered,NOt available,2023/07/06,2023/07/13,n / a 
+1638,Jordan Plewe,confirmed, na,eighty-four,2023/07/22,2023/07/31,NA,recovered,NA,2023/07/16,not avail,23.7
+1639,Jordan Plewe,confirmed, na,eighty-four,2023/07/22,2023/07/31,NA,recovered,NA,2023/07/16,not avail,23.7
+1640,Anthony Morris,N / A ,M,fifty-one,2023/07/25,2023/07/27,\.,died,not avail,2023/07/14,2023/07/23,\.
+1641,Leeum Beltran Monge,probable,Lale,fifteen,2023/07/19,2023/07/22,NA,recovered,NA,2023/07/12,2023/07/17,NA
+1642,Mikaela Pallen,confirmed, a / a,89,19/07/2023,25/07/2023,missing,recovered,NA,13/07/2023,16/07/2023,27.3
+1643,Suhail al-Elamin,probable,male,seven,2023/07/13,2023/07/16,2023/07/15,deed,2023/07/21,2023/06/28,2023/07/06,NA
+1644,Brandon Maldonado,probable,m,seventy-one,14 Jul 2023,17 Jul 2023,NA,recovered,NAN,27 Jun 2023,na,NA
+1645,ElisevAvila,prubable,Femase,73,03/09/2023,04/09/2023,NA,N / A,N A,NA,04/09/2023,NA
+1646,Katheer el-Hana,suspected,m,na ,Not Avail,07-09-2023,NULL,recovered,NA,31-08-2023,04-09-2023,NA
+1647,not available,nan,male,thirty-nine,02 Sep 2023,07 Sep 2023,NA,recovered,NA, a / a,04 Sep 2023,NA
+1648,Kody West,suspecthd,male,75,02 Sep 2023,03 Sep 2023,NA,\.,NA,NOt available,NOt available,n / a
+1649,Haibaa al-Madani,suspected,f,twenty-four,14/09/2023,17/09/2023,NA,recovered,NA,07/09/2023,09/09/2023,NA
+1650,Haibaa al-Madani,suspected,f,twenty-four,14/09/2023,17/09/2023,NA,recovered,NA,07/09/2023,09/09/2023,NA
+1651,Jeudihd Bautista Bello,confirmed,F,#N/A,15 Sep 2023,17 Sep 2023,NA,recovered,NA,05 Sep 2023,13 Sep 2023,20.8
+1652,Jose Miera,probable,M,twenty-seven,16/09/2023,19/09/2023,NA,recovered,NA,05/09/2023,12/09/2023,NA
+1653,#N/A,probable,Male,N A,09 Sep 2023,11 Sep 2023,10 Sep 2023,died,12 Oct 2023,05 Sep 2023,09 Sep 2023,NA
+1654,Nabeeh el-Saah,probable,m,ten,12/09/2023,not a number,NA,recovered,NA,10/09/2023,17/09/2023,N /A
+1655,Robert Mitzner,probable,Male, NA,2023/09/20,2023/09/24,NA,recovered,NA,2023/09/11,2023/09/14,NA
+1656,Gage Glasco,missing,m,n / a ,2023-09-13,2023-09-19,NA,recovered,NA,2023-09-09,2023-09-15,NA
+1657,NAN,suspected,male,not avail,14-09-2023,16-09-2023,NA,recovered,Not Avail,#N/A,#N/A,NA
+1658,Steffen Clark,probable,M,sixty-eight,17 August 2023,20 August 2023,N / A ,died,N A,09 August 2023,14 August 2023,NA
+1659,Orion Navajo,confirmed,M,null,20 Aug 2023,21 Aug 2023,null,recovered,NA,14 Aug 2023,N /A,24.9
+1660,N / A,suspected,male,2,2023-08-23,#N/A,2023-08-30,recovered,NA,2023-08-15,2023-08-22,NA
+1661,N / A,suspected,male,2,2023-08-23,#N/A,2023-08-30,recovered,NA,2023-08-15,2023-08-22,NA
+1662,Jamie Denny,probable,n / a , N / A,26 August 2023,27 August 2023,NA, N / A,NA,07 August 2023,20 August 2023,NA
+1663,Jonathan Rivera,confirmed,male,N / A ,17-08-2023,25-08-2023,NA,recovered, NA,11-08-2023,18-08-2023,\?
+1664,Taiseer el-Amin,confirmed,male,fourteen,,26 Aug 2023,NA,N/A,NA,17 Aug 2023,21 Aug 2023,25.7
+1665,Zakarias Cordova-Cisneros,suspected,male,seventy, N / A,28-08-2023,NA,\*,NA,14-08-2023,21-08-2023,NA
+1666,William Weirich,probable,na ,seventy-eight,17/08/2023,20/08/2023,NA,recovered,NA,08/08/2023,15/08/2023,NA
+1667,Joseph Stewart,confirmed,male, a / a,2023/08/25,2023/08/31,NA,recovered,NA,2023/08/21,NULL,n /a
+1668,DeondrevPerkins,confirmed,m,five,nan,25 Aug 2023,N / A ,\?,NA,22 Aug 2023,28 Aug 2023,27.2
+1669,na ,confirmed,M,1,24 August 2023, na,NA,recovered,NA,22 August 2023,24 August 2023,26.2
+1670,Bilal Mcknight,suspected,m,null,03/09/2023,07/09/2023,05/09/2023,recovered,NULL,17/08/2023,26/08/2023, na
+1671,not available,confirmed,F,44,30/08/2023,03/09/2023,NA,recovered,NA,21/08/2023,30/08/2023,not avail
+1672,Daniel May,confirmed,m,sixty-five,NA,null, NA,N A,NA,23 August 2023,28 August 2023,27.7
+1673,Hasan el-Shaheen,N /A,Malq,30,28-08-2023,01-09-2023,NA,recovered,NA,23-08-2023,30-08-2023,N / A
+1674,Galen Martinez,probable,male,31,Not A Number,03-09-2023,#N/A,\?,NA,23-08-2023,26-08-2023,nan
+1675,na ,suspected,Female,86,28/08/2023,30/08/2023,NA,recovered,n / a,19/08/2023,23/08/2023,NA
+1676,missing,confirmed,male,61,28/08/2023,N / A,na,died, na,17/08/2023,25/08/2023,25.8
+1677,Brenden Hamlin,confirmed,male,eighty-two,24 Aug 2023,26 Aug 2023,NA,recovered,NA,19 Aug 2023,25 Aug 2023,25.9
+1678,Julie Jedynak,confirmed,female,85,31/08/2023,02/09/2023,nan,recovered,NA,25/08/2023,01/09/2023,20
+1679,Matthew Sharkey,suspected,m,54,04 August 2023,05 August 2023,NA,n a,NA,\*,05 August 2023,NA
+1680,Jonathan Klein-Callea,probable,male,34,14 August 2023,15 August 2023,NA,recovered,NA,06 August 2023,11 August 2023,NA
+1681,Nicklas Woodrizg,confirmed,Malq,57,18 August 2023,21 August 2023,NA,recovered,NA,08 August 2023,14 August 2023,26.4
+1682,Austin Burnett,probable,m,n /a,02 August 2023,11 August 2023,NA,recovered,NA,26 July 2023,29 July 2023,NA
+1683,Joshua Kasparek,n /a,Male,null, N / A,01 August 2023,NA,recovered,NA,25 July 2023,30 July 2023,NA
+1684, NA,confirmed,male,70,n a,02-08-2023,NA,recovered,NA,28-07-2023,n /a,25.2
+1685,Alia Mei,confirmed,n/a,n /a,20 July 2023,N / A ,NA,recovered,NA,17 July 2023,not a number,24.2
+1686,Not Available,confirmed,male,seventy-nine,22/07/2023,26/07/2023,NA,recovered,NA,14/07/2023,23/07/2023,25.9
+1687,Ahkmahd Johnson,suspected,Male,eighteen,05/08/2023,07/08/2023,NA,recovered,NA,28/07/2023,01/08/2023,NA
+1688,Gawfeeq al-Rahmani,probable,male,sixty-two,13 August 2023,15 August 2023,NA,missing,NA,25 July 2023,31 July 2023,NA 
+1689,Sarah Lk,probable,Female,two,NAN,27 Jul 2023,NOt available,died,09 Aug 2023,21 Jul 2023,na ,NA
+1690,Eric Martinez,confirmed,na ,N/A,13 July 2023,21 July 2023,NA,recovered,NA,09 July 2023,N A,25.6
+1691,Hannah Rusciolelli,confirmtd,NA ,#N/A,NULL,nan, a / a,recovered,NA,17 Jul 2023,27 Jul 2023,25.6
+1692,Raaji al-Salah,confirmed,male,41,27-07-2023,03-08-2023,NA,recovered,NA,18-07-2023,25-07-2023,na 
+1693,N A,probable,m,25,29 Jul 2023,31 Jul 2023,NA,recoverek,NULL,18 Jul 2023,NAN,\?
+1694,Tyler Nguy,probable,m,n / a,28-07-2023,01-08-2023,31-07-2023,dijd,05-08-2023,21-07-2023,25-07-2023,NA
+1695,Kaishon Nelswn,suspected,m,eighty-two,25-07-2023,27-07-2023,NA,Tecovered,NA,25-07-2023,30-07-2023,NULL
+1696,Kaishon Nelswn,suspected,m,eighty-two,25-07-2023,27-07-2023,NA,Tecovered,NA,25-07-2023,30-07-2023,NULL
+1697,Stormy Cisneros,confirmed,Female,4,21 Jul 2023,,missing,recovered,NA,13 Jul 2023,na ,26.4
+1698,Naseem el-Hannan,n /a,M,6,28-07-2023,31-07-2023,NA,recovered,NA,16-07-2023,23-07-2023,n /a
+1699,Kathryn Sein-Ware,suspected,Female,forty-eight,21 Jul 2023,na ,NA,not a number,NA,15 Jul 2023,21 Jul 2023,NA
+1700,Tre John Mitchell,suspected,Male,forty-seven,n / a , N / A, NA,#N/A,NA,\?,Not A Number,NA
+1701,Azzaam al-Baluch,confirmed,male,ten,17 Jul 2023,19 Jul 2023,NA,recovered,NA,NA,17 Jul 2023,23.1
diff --git a/episodes/read-case-data.Rmd b/episodes/read-case-data.Rmd
index 45a2e343..224a59fc 100644
--- a/episodes/read-case-data.Rmd
+++ b/episodes/read-case-data.Rmd
@@ -346,7 +346,7 @@ You can retrieve the IDs and names of available programs and organization units
 # establish the connection to the system
 dhis2_login <- readepi::login(
   type = "dhis2",
-  from = "https://play.im.dhis2.org/stable-2-41-8-1",
+  from = "https://play.im.dhis2.org/stable-2-41-8-2",
   user_name = "admin",
   password = "district"
 )
@@ -354,6 +354,8 @@ dhis2_login <- readepi::login(
 dhis2_login
 ```
 
+If the step above fails, check for others available in the list of [DHIS2 Demo Instances](https://im.dhis2.org/public/instances), all accessible with username `"admin"` and password `"district"`. Just replace `stable-2-41-8-2` in the URL string.
+
 ::::::: caution
 
 Avoid publishing your USER NAME and PASSWORD. You could use `{rstudioapi}`:
@@ -361,7 +363,7 @@ Avoid publishing your USER NAME and PASSWORD. You could use `{rstudioapi}`:
 ```{r, eval = FALSE}
 dhis2_login <- readepi::login(
   type = "dhis2",
-  from = "https://play.im.dhis2.org/stable-2-41-8-1",
+  from = "https://play.im.dhis2.org/stable-2-41-8-2",
   user_name = rstudioapi::askForPassword("Database username"),
   password = rstudioapi::askForPassword("Database password")
 )
@@ -434,8 +436,6 @@ Note: This example uses a demo system provided by DHIS2 [organization](https://t
 
 ### Reading from a DHIS2 sever
 
-<!-- The DHIS2 organization provides demo servers for development and testing. One of these is called **stable-2-41-8-1**, from many other available in a list of [DHIS2 Demo Instances](https://im.dhis2.org/public/instances), and accessible with username `"admin"` and password `"district"`.  -->
-
 Test `{readepi}` by accessing to a DHIS2 server with your credentials.
 
 Do the following:
diff --git a/instructors/00-simulist-A1.R b/instructors/00-simulist-A1.R
new file mode 100644
index 00000000..1cf63e5a
--- /dev/null
+++ b/instructors/00-simulist-A1.R
@@ -0,0 +1,139 @@
+## age-strutured population
+
+library(simulist)
+library(epiparameter)
+library(tidyverse)
+
+### delays ----------
+
+contact_distribution <- epiparameter(
+  disease = "COVID-19",
+  epi_name = "contact distribution",
+  prob_distribution = create_prob_distribution(
+    prob_distribution = "pois",
+    prob_distribution_params = c(mean = 2)
+  )
+)
+
+infectious_period <- epiparameter(
+  disease = "COVID-19",
+  epi_name = "infectious period",
+  prob_distribution = create_prob_distribution(
+    prob_distribution = "gamma",
+    prob_distribution_params = c(shape = 1, scale = 1)
+  )
+)
+
+# get onset to hospital admission from {epiparameter} database
+onset_to_hosp <- epiparameter_db(
+  disease = "COVID-19",
+  epi_name = "onset to hospitalisation",
+  single_epiparameter = TRUE
+)
+
+# get onset to death from {epiparameter} database
+onset_to_death <- epiparameter_db(
+  disease = "COVID-19",
+  epi_name = "onset to death",
+  single_epiparameter = TRUE
+)
+
+reporting_delay <- function(n) {
+  stats::rlnorm(
+    n = n,
+    meanlog = 1.5,
+    sdlog = 0.5
+  )
+}
+
+### structure ---------
+
+age_struct <- data.frame(
+  age_limit = c(1, 10, 30, 60, 75),
+  proportion = c(0.4, 0.3, 0.2, 0.1, 0)
+)
+age_struct
+
+### simulate --------
+
+set.seed(1)
+
+linelist_agestructure_pre <- sim_linelist(
+  contact_distribution = contact_distribution,
+  infectious_period = infectious_period,
+  prob_infection = 0.45,
+  onset_to_hosp = onset_to_hosp,
+  onset_to_death = onset_to_death,
+  reporting_delay = reporting_delay,
+  population_age = age_struct,
+  outbreak_size = c(100, 1e4)
+) %>% 
+  tibble::as_tibble()
+
+## write ----------
+
+linelist_agestructure_pre %>%
+  simulist::messy_linelist(
+    inconsistent_id = FALSE,
+    inconsistent_dates = TRUE,
+    prop_missing = 0.2,
+    missing_value = cleanepi::common_na_strings
+  ) %>%
+  dplyr::select(-id) %>%
+  tibble::rownames_to_column(var = "id") %>% 
+  readr::write_csv("episodes/data/covid_simulist_messy.csv")
+
+linelist_agestructure <- linelist_agestructure_pre %>%
+  # Categorize the age numerical variable
+  dplyr::mutate(
+    age_category = base::cut(
+      x = age,
+      breaks = c(0, 20, 35, 60, 100), # replace with max value if known
+      include.lowest = TRUE,
+      right = FALSE
+    )
+  )
+
+linelist_agestructure %>% 
+  readr::write_rds("episodes/data/covid_simulist.rds")
+
+## for everyone -------------
+
+linelist_agestructure %>% glimpse()
+
+### delay ---------------
+
+linelist_agestructure_d1 <- linelist_agestructure %>% 
+  cleanepi::timespan(
+    target_column = "date_onset",
+    end_date = "date_reporting",
+    span_unit = "days",
+    span_column_name = "delay_reporting"
+  )
+
+linelist_agestructure_d2 <- linelist_agestructure %>% 
+  dplyr::mutate(delay_reporting = date_reporting - date_onset)
+
+linelist_agestructure_d1 %>% 
+  skimr::skim(delay_reporting)
+
+linelist_agestructure_d1 %>% 
+  ggplot(aes(delay_reporting)) +
+  geom_histogram(binwidth = 1) +
+  xlim(0,30)
+
+### incidence2 -----------
+
+incidence_agestructure <- linelist_agestructure %>% 
+  incidence2::incidence_(
+    date_index = c(date_onset,date_outcome),
+    #groups = sex,
+    groups = age_category,
+    interval = "day"
+  )
+
+### plot ----------
+
+incidence_agestructure %>% plot()
+incidence_agestructure %>% plot(fill = "age_category")
+
diff --git a/instructors/00-simulist-A2.R b/instructors/00-simulist-A2.R
new file mode 100644
index 00000000..8c29c5db
--- /dev/null
+++ b/instructors/00-simulist-A2.R
@@ -0,0 +1,163 @@
+library(simulist)
+library(epiparameter)
+library(tidyverse)
+
+## delays ----
+
+contact_distribution <- epiparameter(
+  disease = "Ebola",
+  epi_name = "contact distribution",
+  prob_distribution = create_prob_distribution(
+    prob_distribution = "pois",
+    prob_distribution_params = c(mean = 4)
+  )
+)
+
+infectious_period <- epiparameter(
+  disease = "Ebola",
+  epi_name = "infectious period",
+  prob_distribution = create_prob_distribution(
+    prob_distribution = "gamma",
+    prob_distribution_params = c(shape = 2.3, scale = 3.5)
+  )
+)
+
+onset_to_hosp <- epiparameter(
+  disease = "Ebola",
+  epi_name = "onset to hospitalisation",
+  prob_distribution = create_prob_distribution(
+    prob_distribution = "gamma",
+    prob_distribution_params = c(shape = 1.2103668, scale = 1/0.1709325)
+  )
+)
+
+# get onset to death from {epiparameter} database
+onset_to_death <- epiparameter_db(
+  disease = "Ebola",
+  epi_name = "onset to death",
+  single_epiparameter = TRUE
+)
+
+hosp_to_death <- epiparameter_db(
+  disease = "Ebola",
+  epi_name = "hospitalisation to death",
+  single_epiparameter = TRUE
+)
+
+onset_to_recovery <- epiparameter_db(
+  disease = "Ebola",
+  epi_name = "onset to discharge",
+  single_epiparameter = TRUE
+)
+
+reporting_delay <- function(n) {
+  stats::rlnorm(
+    n = n,
+    meanlog = 2,
+    sdlog = 0.5
+  )
+}
+
+### structure ---------
+
+age_struct <- data.frame(
+  age_limit = c(1, 25, 60, 75),
+  proportion = c(0.6, 0.2, 0.1, 0.1)
+)
+age_struct
+
+
+## death-risk -----
+
+age_dep_hosp_death_risk <- data.frame(
+  age_limit = c(1, 35, 60),
+  risk = c(0, 0, 0.9)
+)
+age_dep_hosp_death_risk
+
+## simulate -----
+
+set.seed(1)
+
+linelist_deathriskstr_pre <- sim_linelist(
+  contact_distribution = contact_distribution,
+  infectious_period = infectious_period,
+  prob_infection = 0.5,
+  # onset_to_hosp = onset_to_hosp,
+  onset_to_death = onset_to_death,
+  onset_to_recovery = onset_to_recovery,
+  reporting_delay = reporting_delay,
+  hosp_death_risk = age_dep_hosp_death_risk,
+  population_age = age_struct,
+  outbreak_size = c(100,300)
+) %>% 
+  tibble::as_tibble()
+
+## write ----------
+
+linelist_deathriskstr_pre %>%
+  simulist::messy_linelist(
+    inconsistent_id = FALSE,
+    inconsistent_dates = TRUE,
+    prop_missing = 0.2,
+    missing_value = cleanepi::common_na_strings
+  ) %>%
+  dplyr::select(-id) %>%
+  tibble::rownames_to_column(var = "id") %>% 
+  readr::write_csv("episodes/data/ebola_simulist_messy.csv")
+
+linelist_deathriskstr <- linelist_deathriskstr_pre %>%
+  # Categorize the age numerical variable
+  dplyr::mutate(
+    age_category = base::cut(
+      x = age,
+      breaks = c(0, 20, 35, 60, 100), # replace with max value if known
+      include.lowest = TRUE,
+      right = FALSE
+    )
+  )
+
+linelist_deathriskstr %>% 
+  readr::write_rds("episodes/data/ebola_simulist.rds")
+
+## for everyone -------------
+
+
+
+linelist_deathriskstr %>% glimpse()
+
+### delay ---------------
+
+linelist_deathriskstr_d1 <- linelist_deathriskstr %>% 
+  cleanepi::timespan(
+    target_column = "date_onset",
+    end_date = "date_reporting",
+    span_unit = "days",
+    span_column_name = "delay_reporting"
+  )
+
+linelist_deathriskstr_d2 <- linelist_deathriskstr %>% 
+  dplyr::mutate(delay_reporting = date_reporting - date_onset)
+
+linelist_deathriskstr_d1 %>% 
+  skimr::skim(delay_reporting)
+
+linelist_deathriskstr_d1 %>% 
+  ggplot(aes(delay_reporting)) +
+  geom_histogram(binwidth = 1) +
+  xlim(0,30)
+
+### incidence2 -----------
+
+incidence_deathriskstr <- linelist_deathriskstr %>% 
+  incidence2::incidence_(
+    date_index = c(date_onset, date_outcome),
+    #groups = sex,
+    groups = c(age_category),
+    interval = "day"
+  )
+
+### plot ----------
+
+incidence_deathriskstr %>% plot()
+incidence_deathriskstr %>% plot(fill = "age_category")
diff --git a/instructors/00-simulist-A3.R b/instructors/00-simulist-A3.R
new file mode 100644
index 00000000..7e10a0a2
--- /dev/null
+++ b/instructors/00-simulist-A3.R
@@ -0,0 +1,90 @@
+library(simulist)
+library(tidyverse)
+
+## delays ------
+
+reporting_delay <- function(n) {
+  stats::rlnorm(
+    n = n,
+    meanlog = 1,
+    sdlog = 0.5
+  )
+}
+
+## simulate -----
+
+set.seed(1)
+
+linelist_sexdiff_pre <- simulist::sim_linelist(
+  outbreak_size = c(1000, 1500),
+  reporting_delay = reporting_delay, 
+  config = simulist::create_config(prob_male = 0.7)
+) %>% 
+  tibble::as_tibble()
+
+## write ----------
+
+linelist_sexdiff_pre %>%
+  simulist::messy_linelist(
+    inconsistent_id = FALSE,
+    inconsistent_dates = TRUE,
+    prop_missing = 0.2,
+    missing_value = cleanepi::common_na_strings
+  ) %>%
+  dplyr::select(-id) %>%
+  tibble::rownames_to_column(var = "id") %>% 
+  readr::write_csv("episodes/data/unknown_simulist_messy.csv")
+
+linelist_sexdiff <- linelist_sexdiff_pre %>%
+  # Categorize the age numerical variable
+  dplyr::mutate(
+    age_category = base::cut(
+      x = age,
+      breaks = c(0, 20, 35, 60, 100), # replace with max value if known
+      include.lowest = TRUE,
+      right = FALSE
+    )
+  )
+
+linelist_sexdiff %>% 
+  readr::write_rds("episodes/data/unknown_simulist.rds")
+
+## for everyone -------------
+
+linelist_sexdiff %>% glimpse()
+
+### delay ---------------
+
+linelist_sexdiff_d1 <- linelist_sexdiff %>% 
+  cleanepi::timespan(
+    target_column = "date_onset",
+    end_date = "date_reporting",
+    span_unit = "days",
+    span_column_name = "delay_reporting"
+  )
+
+linelist_sexdiff_d2 <- linelist_sexdiff %>% 
+  dplyr::mutate(delay_reporting = date_reporting - date_onset)
+
+linelist_sexdiff_d1 %>% 
+  skimr::skim(delay_reporting)
+
+linelist_sexdiff_d1 %>% 
+  ggplot(aes(delay_reporting)) +
+  geom_histogram(binwidth = 1) +
+  xlim(0,30)
+
+### incidence2 -----------
+
+incidence_sexdiff <- linelist_sexdiff %>%
+  incidence2::incidence_(
+    date_index = date_onset,
+    interval = "month",
+    groups = c(sex, age_category),
+  )
+
+### plot ----------
+
+incidence_sexdiff %>% plot()
+incidence_sexdiff %>% plot(fill = "age_category",angle = 45)
+incidence_sexdiff %>% plot(fill = "sex",nrow = 1)