Normalised records

Normalised records (silver)

Each raw row is parsed into consistently formatted fields. Every change from the raw value is recorded as a data-quality flag.

Normalised rows

99,495

usable in matching

Flagged rows

99,881

99.9% carry at least one flag

Junk quarantined

505

no usable last name

Average quality score

0.75

1.00 = no corrections needed

Quality flags

What normalisation had to do, and how often. Select a flag to filter the table.

Placeholder values cleared71,257
Placeholder tokens such as NULL, N/A, UNKNOWN or "-" treated as empty
Whitespace trimmed57,061
Leading or trailing whitespace removed from one or more fields
Address re-cased56,490
Street line re-cased and punctuation removed
Street suffix standardised55,824
Street suffix standardised to USPS abbreviation (Street to St, Avenue to Ave, and so on)
Phone reformatted50,244
Phone reduced to ten digits, punctuation and leading country code removed
Name re-cased39,996
Name letter-case rewritten to Title Case and stray characters removed
Date of birth reformatted32,400
Date of birth rewritten to ISO 8601 from a source format (MM/DD/YYYY, YYYYMMDD, Mon D, YYYY)
City re-cased17,850
City re-cased to Title Case
Gender normalised16,828
Gender mapped to F or M from a longer or variant value
Email lower-cased11,635
Email lower-cased
Name split from “Last, First”9,980
First-name field held "LAST, FIRST"; the two parts were split into their own fields
State name converted to code9,084
Full state name replaced by its two-letter USPS code
ZIP+4 trimmed8,263
ZIP+4 trimmed to the five-digit ZIP
Member ID reformatted7,723
Member ID re-hyphenated and upper-cased to the UHC-#####-## pattern
ZIP missing7,146
Street address present but no ZIP supplied
Unit split from street6,994
Apartment, suite or unit designator split from street line and re-appended in standard form
Two-digit birth year6,661
Date of birth carried a two-digit year; century inferred by pivot
State code upper-cased4,010
Two-letter state code upper-cased
Plan code upper-cased3,278
Plan code upper-cased
SSN last four extracted2,817
Last four digits of SSN extracted from a longer or punctuated value
Date of birth unreadable2,274
Date of birth did not match any known format or was out of range; cleared
Phone missing area code2,021
Phone had only seven digits (no area code); cleared
Middle initial moved out of first name1,125
A single middle initial was embedded in the first-name field and moved to middle name
Date of birth missing990
Date of birth absent or a null token; left empty
No usable name (quarantined)505
No usable last name; record quarantined as junk and excluded from matching

Normalised records

All sources, flag “Date of birth unreadable”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth unreadableClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-61918	TPA	Christine Hunter	—	—	4334537850	7386 Forest Ave, Jacksonville, FL, 32228	0.68	Name split from “Last, First”Date of birth unreadable Whitespace trimmed Placeholder values cleared
CLM-401602	CLM	Douglas Carr	—	UHC-34967-07	—	8779 Highland Ave, Phoenix, AZ, 85020	0.68	Date of birth unreadable Street suffix standardised Address re-cased Placeholder values cleared
ENR-115358	ENR	Alexander Cruz	—	UHC-39381-75	—	1838 Sunset Blvd, Houston, TX, 77078	0.68	Date of birth unreadable Street suffix standardised Address re-cased Placeholder values cleared
ENR-118023	ENR	Jen Smith	—	UHC-75273-23	—	1879 Bayshore Dr, Jacksonville, FL, 32298	0.68	Date of birth unreadable Street suffix standardised Address re-cased Placeholder values cleared
CLM-421861	CLM	Judith Murray	—	UHC-15847-88	—	235 Main St # 245, Columbus, OH, 43289	0.68	Date of birth unreadable Unit split from street Whitespace trimmed Placeholder values cleared
TPA-59668	TPA	Olivia Reed	—	—	—	9635 Forest Ave, San Antonio, TX, 78276	0.68	Date of birth unreadable Street suffix standardised Address re-cased Placeholder values cleared
ENR-100952	ENR	Kyle Nelson	—	UHC-49038-08	2295679104	9867 Ridge Rd, Columbus, OH, 43227	0.68	Name split from “Last, First”Date of birth unreadable Phone reformatted Whitespace trimmed
ENR-119914	ENR	Justin Delgado	—	UHC-04114-56	6744949509	1540 Valley View Dr, Jacksonville, FL, 32247	0.68	Name re-cased Date of birth unreadable ZIP+4 trimmed Placeholder values cleared
TPA-51520	TPA	Michael Kelly	—	—	—	9662 Willow Ct, Dallas, TX, 75200	0.68	Date of birth unreadable Street suffix standardised Address re-cased Placeholder values cleared
ENR-139550	ENR	Barb Rodriguez	—	UHC-75032-93	—	1117 Ridge Rd, Phoenix, AZ, 85068	0.68	Date of birth unreadable Street suffix standardised Address re-cased Placeholder values cleared
ENR-106506	ENR	Harold B Wilson	—	UHC-79831-18	5393133057	184 Indian School Rd, Miami, FL, 33137	0.68	Date of birth unreadable Street suffix standardised Address re-cased Email lower-cased
CLM-418263	CLM	Zachary Montgomery	—	UHC-85166-96	—	8393 Ocean Ave, Glendale, AZ, 85392	0.68	Date of birth unreadable SSN last four extracted Whitespace trimmed Placeholder values cleared
CLM-423058	CLM	Janice Rice	—	—	—	7691 Forest Ave, Glendale, AZ, 85325	0.68	Date of birth unreadable Street suffix standardised Address re-cased Placeholder values cleared
ENR-127346	ENR	Eric O Johnston	—	UHC-30772-05	2586446699	8379 Church St, Atlanta, GA, 30388	0.68	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased
TPA-61481	TPA	Dorothy Salazar	—	—	—	—	0.68	Name split from “Last, First”Date of birth unreadable Whitespace trimmed Placeholder values cleared
ENR-116122	ENR	Julie I Lewis	—	UHC-04157-39	—	7632 Church St, Seattle, WA, 98167	0.68	Name re-cased Date of birth unreadable SSN last four extracted Whitespace trimmed
CLM-423816	CLM	Samantha Lawson	—	UHC-59223-01	—	—	0.68	Name split from “Last, First”Date of birth unreadable Whitespace trimmed Placeholder values cleared
ENR-141933	ENR	Douglas D Castillo	—	UHC-86309-17	—	81 Mesa Dr, Phoenix, AZ, 85050	0.68	Name re-cased Date of birth unreadable Phone missing area code Email lower-cased
CLM-430360	CLM	Jean Campbell	—	—	—	—	0.68	Date of birth unreadable Gender normalised Whitespace trimmed Placeholder values cleared
PRV-25696	PRV	Theresa A McDonald	—	—	7657923963	—	0.68	Name split from “Last, First”Date of birth unreadable Phone reformatted Placeholder values cleared
TPA-55076	TPA	Judith Castillo	—	—	4316528624	5562 Pine Dr, Tucson, AZ, 85793	0.68	Date of birth unreadable Street suffix standardised Address re-cased Placeholder values cleared
TPA-53158	TPA	Christine Munoz	—	—	2215303664	—	0.68	Name split from “Last, First”Date of birth unreadable Phone reformatted Placeholder values cleared
ENR-110764	ENR	Owens O Donna	—	UHC-85375-59	4068516946	8046 Oak St, Glendale, AZ, 85349	0.68	Date of birth unreadable Street suffix standardised Address re-cased Email lower-cased
TPA-52002	TPA	Scott Richardson	—	—	—	5331 Highland Ave, Gilbert, AZ, 85297	0.68	Date of birth unreadable Phone missing area code Whitespace trimmed Placeholder values cleared
CLM-432485	CLM	Jack Jacobs	—	—	—	7442 Washington St, Glendale, AZ, 85324	0.68	Name split from “Last, First”Date of birth unreadable Whitespace trimmed Placeholder values cleared
ENR-120362	ENR	Joyce M Grza	—	UHC-98079-58	7889027235	—	0.68	Name split from “Last, First”Date of birth unreadable Phone reformatted Whitespace trimmed
CLM-414729	CLM	Anggela Perkins	—	—	—	2249 Mountain View Dr, Mesa, AZ, 85298	0.68	Date of birth unreadable Street suffix standardised Address re-cased Placeholder values cleared
ENR-130210	ENR	Mark W Day	—	UHC-40883-26	8694762010	9298 Bayshore Dr, Charlotte, NC, 28276	0.68	Middle initial moved out of first name Date of birth unreadable Whitespace trimmed Placeholder values cleared
ENR-119522	ENR	Lawrence T Owens	—	UHC-66059-99	5245311349	2445 Grand Ave, Scottsdale, AZ, 85205	0.68	Name split from “Last, First”Date of birth unreadable Phone reformatted Whitespace trimmed
CLM-406774	CLM	Russell Stewart	—	UHC-99532-19	2287968735	—	0.68	Name split from “Last, First”Date of birth unreadable Phone reformatted Placeholder values cleared
TPA-59369	TPA	Sean Le	—	—	—	465 Willow Ct, Austin, TX, 78743	0.68	Date of birth unreadable Street suffix standardised Address re-cased Placeholder values cleared
ENR-106717	ENR	Joseph F Rojas	—	UHC-50449-34	6147685977	3168 Willow Ct, Gilbert, AZ, 85284	0.68	Date of birth unreadable City re-cased ZIP+4 trimmed Placeholder values cleared
CLM-425150	CLM	Brandon Owens	—	UHC-82663-44	3977177912	—	0.68	Name split from “Last, First”Date of birth unreadable Phone reformatted Placeholder values cleared
ENR-119825	ENR	Katherine Jacobs	—	UHC-26509-84	3998865637	9842 Indian School Rd, Phoenix, AZ, 85091	0.68	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased
CLM-418288	CLM	Natalie Stewart	—	UHC-71635-91	8013968414	—	0.68	Date of birth unreadable Phone reformatted Gender normalised Whitespace trimmed
ENR-119430	ENR	Douglas J Guerrero	—	UHC-01929-44	6167295315	9814 Pine Dr, Miami, FL, 33130	0.68	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased
CLM-418324	CLM	Omar Moore	—	UHC-47663-42	2598112902	—	0.68	Name re-cased Date of birth unreadable Gender normalised Plan code upper-cased
TPA-57463	TPA	Bill Wallace	—	—	—	—	0.68	Date of birth unreadable Gender normalised Whitespace trimmed Placeholder values cleared
TPA-51727	TPA	CharlotteJunk	—	—	—	8125 Canyon Rd, Austin, TX, 78765	0.68	Date of birth unreadable State code upper-cased Placeholder values cleared No usable name (quarantined)
ENR-101973	ENR	Douglas U Hill	—	UHC-33322-25	5324308942	7413 Hillcrest Rd, Denver, CO, 80215	0.68	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased
ENR-101972	ENR	Douglas U Hill	—	UHC-33322-25	5324308942	7413 Hillcrest Rd, Denver, CO, 80215	0.68	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased
CLM-402827	CLM	Ruth Wells	—	—	8227708183	7402 Sage Ct # 791, Tempe, AZ, 85264	0.68	Date of birth unreadable Unit split from street Whitespace trimmed Placeholder values cleared
ENR-104243	ENR	Jess G Carroll	—	UHC-03251-98	3618668303	7789 Spring St, Scottsdale, AZ, 85265	0.68	Date of birth unreadable State name converted to code Email lower-cased Whitespace trimmed
CLM-410674	CLM	Amanda Hunt	—	UHC-44646-26	—	88 Broadway, Jacksonville, FL	0.68	Date of birth unreadable City re-cased ZIP missing Placeholder values cleared
CLM-413556	CLM	Johnny Watkins	—	UHC-85271-08	—	7718 River Rd, Nashville, TN, 37276	0.68	Name re-cased Date of birth unreadable Gender normalised Placeholder values cleared
ENR-132886	ENR	Kayla E Edwards	—	UHC-75544-45	6002520497	8770 Lake View Rd # 676, Mesa, AZ, 85288	0.68	Name re-cased Date of birth unreadable Unit split from street Placeholder values cleared
PRV-24047	PRV	Gary P Coopeer	—	—	9572674322	7995 Sage Ct, Atlanta, GA, 30321	0.68	Date of birth unreadable Street suffix standardised Address re-cased Placeholder values cleared
ENR-118653	ENR	Kethryn Mendez	—	UHC-34100-98	5669214260	8345 Meadow Ln, San Antonio, TX, 78210	0.68	Date of birth unreadable City re-cased Gender normalised Placeholder values cleared
ENR-123090	ENR	Gloria M Dixon	—	UHC-62207-61	—	1423 Oak St, Mesa, AZ, 85231	0.68	Date of birth unreadable ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
ENR-108649	ENR	Douglas F Garza	—	UHC-82645-48	2734276134	1168 Cedar Ln, Phoenix, AZ, 85069	0.68	Date of birth unreadable Street suffix standardised Address re-cased Email lower-cased

2,274 rows, page 33 of 46Previous Next