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
ENR-103675	ENR	Martha G Sanchez	—	UHC-34396-45	7289875490	3891 Camelback Rd, Seattle, WA, 98186	0.48	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+4 more
ENR-116294	ENR	Brandon Munoz	—	UHC-58272-47	—	7696 Highland Ave, Tempe, AZ, 85265	0.48	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+4 more
PRV-21496	PRV	Elijah X Flores	—	—	5144282516	7879 Market St, Los Angeles, CA, 90040	0.48	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-408369	CLM	Mason A Maldonado	—	—	2722862384	1570 Union St, Tampa, FL, 33604	0.48	Name split from “Last, First”Date of birth unreadable Phone reformatted City re-cased+4 more
ENR-122886	ENR	Jessica Mendez	—	—	9433476409	4733 Mountain View Dr, Miami, FL, 33137	0.48	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+4 more
ENR-137532	ENR	Joeph E Porter	—	UHC-13992-81	8177127121	1656 Church St, Orlando, FL	0.48	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+4 more
CLM-406912	CLM	Priya Barnes	—	—	—	4086 Ocean Ave, Tampa, FL	0.48	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+4 more
PRV-23479	PRV	Julie J Wilson	—	UHC-76381-41	2859476131	9127 Pine Dr # 522, Columbus, OH, 43249	0.48	Name re-cased Date of birth unreadable Phone reformatted Member ID reformatted+4 more
ENR-136770	ENR	Donald Santos	—	UHC-53519-21	5115161080	2431 Indian School Rd, Columbus, OH, 43292	0.48	Name re-cased Date of birth reformatted Date of birth unreadable Phone reformatted+4 more
CLM-414920	CLM	Don Hamilton	—	UHC-49782-38	3453084119	4473 Canyon Rd, Columbus, OH, 43291	0.48	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+4 more
ENR-120770	ENR	Russell Harrsion	—	UHC-05513-68	9875500866	460 Palm Dr, Dallas, TX, 75239	0.48	Date of birth unreadable Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-133756	ENR	Marcus P Thompson	—	UHC-71607-73	4012247216	4858 Apache Blvd, Atlanta, GA	0.48	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+4 more
PRV-23318	PRV	Rebecca Garza	—	UHC-40205-49	5495561390	5199 Union St, Plano, TX, 75044	0.48	Name split from “Last, First”Date of birth unreadable Phone reformatted Street suffix standardised+4 more
ENR-107623	ENR	Jacob J Reed	—	UHC-01120-63	5806639194	9349 Meadow Ln, Columbus, OH	0.48	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-139931	ENR	Kyle Z Le	—	UHC-49171-75	—	3289 Church St, Eden Prairie, MN, 55370	0.48	Date of birth reformatted Date of birth unreadable Street suffix standardised Address re-cased+4 more
CLM-424685	CLM	Johnson Teresa	—	UHC-93030-14	2097641862	3273 Washington St, Austin, TX, 78701	0.48	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-110202	ENR	Noah Miller	—	UHC-00633-60	8687041115	468 Bayshore Dr, Scottsdale, AZ, 85250	0.48	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-101528	ENR	Amber Jimenez	—	UHC-80329-77	7878524581	9003 Camelback Rd, Glendale, AZ	0.48	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+4 more
ENR-106896	ENR	Viirginia W Gibson	—	UHC-99575-20	4347781662	7772 Baseline Rd, Nashville, TN, 37296	0.48	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+4 more
ENR-134164	ENR	Scott Gardner	—	UHC-41805-67	2747519604	7087 Ridge Rd, Glendale, AZ, 85312	0.48	Date of birth reformatted Date of birth unreadable Phone reformatted Member ID reformatted+4 more
TPA-59909	TPA	Gloria Dean	—	—	—	7637 Bayshore Dr, Glendale, AZ, 85395	0.48	Name re-cased Date of birth reformatted Date of birth unreadable Street suffix standardised+4 more
CLM-416946	CLM	Ralph Montgomery	—	—	—	4474 Sage Ct Apt 36, Mesa, AZ, 85254	0.48	Name re-cased Date of birth unreadable Unit split from street Street suffix standardised+4 more
TPA-60078	TPA	Barbara Collins	—	—	9139945612	647 Market St, Minneapolis, MN, 55468	0.48	Name split from “Last, First”Date of birth reformatted Date of birth unreadable Phone reformatted+4 more
CLM-431020	CLM	Sarah S Dunn	—	UHC-26514-98	2545140687	4136 Grand Ave Apt 5, Dallas, TX, 75268	0.48	Date of birth unreadable Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-115169	ENR	Logan N Collins	—	UHC-11070-99	5114008104	9814 Pine Dr, Las Vegas, NV, 89137	0.48	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+4 more
PRV-23812	PRV	Aaron Rojas	—	—	3164352379	1140 Spring St, Tempe, AZ, 85244	0.48	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-29059	PRV	Julie N Guerrero	—	—	9008893494	3375 Apache Blvd, Sacramento, CA	0.48	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-118950	ENR	Jacqueline E Spencer	—	UHC-18603-59	—	1667 Camelback Rd, Tampa, FL, 33622	0.48	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+4 more
ENR-111553	ENR	Larry Murphy	—	UHC-56832-36	6239891647	5457 Harbor Blvd, Tempe, AZ, 85211	0.48	Date of birth unreadable Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-416152	CLM	Nathan Le	—	UHC-58783-64	5219134034	6482 Forest Ave, Las Vegas, NV, 89182	0.48	Name re-cased Date of birth reformatted Date of birth unreadable Phone reformatted+4 more
ENR-102978	ENR	Joshua Johnson	—	UHC-72422-30	6657950588	7815 Maple Ave, Tucson, AZ, 85726	0.48	Name re-cased Date of birth unreadable Phone reformatted Member ID reformatted+4 more
ENR-123698	ENR	Paul M Robertson	—	UHC-98133-86	7868963192	1361 Maple Ave, Jacksonville, FL	0.48	Name re-cased Date of birth unreadable Phone reformatted Member ID reformatted+4 more
CLM-403397	CLM	Jeremy Munoz	—	UHC-92193-29	9218602035	1606 Church St, Eden Prairie, MN, 55314	0.48	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+4 more
ENR-110931	ENR	Alan A Wilson	—	UHC-64460-07	4378382365	9375 Camelback Rd # 395, Columbus, OH, 43279	0.48	Date of birth unreadable Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-120227	ENR	Alice Patterson	—	UHC-05568-65	3976284792	9575 Washington St, Chandler, AZ	0.48	Date of birth reformatted Date of birth unreadable Phone reformatted Street suffix standardised+4 more
ENR-135250	ENR	Jordan Ferguson	—	UHC-68665-03	3254919247	6753 Sage Ct, Seattle, WA, 98133	0.48	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+4 more
ENR-123769	ENR	Rachel Murray	—	UHC-86163-90	6178472809	1127 River Rd, Tampa, FL, 33628	0.48	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+4 more
TPA-52756	TPA	Bill Stewart	—	—	2198079607	7629 Ridge Rd, Tampa, FL, 33650	0.48	Name split from “Last, First”Date of birth unreadable Phone reformatted Street suffix standardised+4 more
ENR-133835	ENR	Judy Rogers	—	UHC-61450-81	4593737143	1643 Bayshore Dr, Plano, TX, 75048	0.48	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-102895	ENR	Dnenis C Sanders	—	UHC-72206-49	—	4095 Meadow Ln, Nashville, TN, 37259	0.48	Name re-cased Date of birth unreadable Phone missing area code Member ID reformatted+4 more
ENR-111528	ENR	Emma Nunez	—	UHC-01335-74	7107211508	5096 Washington St, Fresno, CA, 93797	0.48	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-430090	CLM	Walter Burns	—	—	—	739 Valley View Dr, Seattle, WA, 98183	0.48	Name re-cased Date of birth unreadable Phone missing area code Street suffix standardised+4 more
ENR-103954	ENR	Hannah Q Peterson	—	UHC-35783-07	7797108154	3908 Pine Dr, Jacksonville, FL, 32263	0.48	Name re-cased Date of birth reformatted Date of birth unreadable Phone reformatted+4 more
ENR-137993	ENR	Harold Hall	—	UHC-71225-35	8363390651	4518 Union St, Dallas, TX, 75298	0.48	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+4 more
TPA-57557	TPA	Timothy Wong	—	—	6834109706	3169 Camelback Rd, Fresno, CA, 93793	0.48	Name re-cased Date of birth unreadable Phone reformatted SSN last four extracted+4 more
ENR-113251	ENR	Willie G Espinoza	—	UHC-99098-64	3943371897	6665 Harbor Blvd, Chandler, AZ, 85275	0.48	Name re-cased Date of birth reformatted Date of birth unreadable Phone reformatted+4 more
CLM-432040	CLM	Brittany Shaw	—	UHC-43130-16	5076170562	6327 Ridge Rd, Denver, CO, 80299	0.48	Date of birth unreadable Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-411331	CLM	Dylan F Dean	—	UHC-33903-05	3722813844	—	0.48	Name re-cased Date of birth reformatted Date of birth unreadable Phone reformatted+4 more
CLM-402761	CLM	Lidna Oliver	—	UHC-29977-44	2294438693	1038 Sunset Blvd, Eden Prairie, MN, 55375	0.48	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+4 more
CLM-430447	CLM	Arthur X Hell	—	UHC-60721-03	9268253521	8579 Camelback Rd, Chandler, AZ, 85245	0.48	Name split from “Last, First”Date of birth unreadable Phone reformatted Street suffix standardised+4 more

2,274 rows, page 6 of 46Previous Next