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

Enrollment, flag “Phone reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPhone reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-114182	ENR	Harold Fox	1946-07-09	UHC-10508-05	6978267472	8814 Elm St, Columbus, OH, 43242	0.50	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
ENR-133661	ENR	Wayne B Hansen	1992-06-27	UHC-73085-85	3507887140	9844 Mountain View Dr, San Diego, CA, 92131	0.50	Middle initial moved out of first name Name re-cased Phone reformatted Member ID reformatted+3 more
ENR-108351	ENR	Camila D Murphy	1983-01-06	UHC-75358-97	5742191506	3039 Pine Dr, Glendale, AZ, 85303	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-123103	ENR	Jeffrey K Singh	2008-10-28	UHC-30073-49	9054588942	3844 Cedar Ln, Las Vegas, NV	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-126934	ENR	Alan P Rice	1997-11-15	UHC-77693-50	7126101939	1231 Desert Sky Blvd, Phoenix, AZ, 85087	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-126933	ENR	Alan P Rice	1997-11-15	UHC-77693-50	7126101939	1231 Desert Sky Blvd, Phoenix, AZ, 85087	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-112399	ENR	Bobby Harper	1991-12-14	UHC-24069-93	2702784382	516 Park Pl, Fresno, CA, 93701	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-135409	ENR	Daniel Y Jensen	1974-09-12	UHC-77446-05	9178022537	3605 Baseline Rd, Chandler, AZ, 85239	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-129074	ENR	Marcus P Lewis	1981-05-06	UHC-53639-04	3939827389	2066 Main St, Atlanta, GA, 30343	0.50	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-108920	ENR	Jean Myers	1977-02-04	UHC-89681-88	4287338255	4776 Pine Dr, Orlando, FL, 32867	0.50	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
ENR-117222	ENR	Sophia Ferguson	1956-12-12	UHC-38535-74	6188715819	5698 Baseline Rd, San Antonio, TX, 78225	0.50	Two-digit birth year Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-111440	ENR	Mason B Thmas	1975-02-27	UHC-72107-50	8042854375	9032 Hillcrest Rd, San Antonio, TX, 78283	0.50	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-128702	ENR	Henry Sean	2006-09-22	UHC-61982-60	2738717720	4054 Apache Blvd Apt 38, Jacksonville, FL, 32272	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-104768	ENR	Lawrence V Estrada	1944-10-22	UHC-71464-18	2576532633	4645 Harbor Blvd, Columbus, OH, 43290	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-109417	ENR	Shirley Cruz	1978-10-23	UHC-86255-78	8457280068	814 Baseline Rd, Glendale, AZ, 85314	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-117186	ENR	Ann Barnes	2002-11-15	UHC-79988-61	8394609081	9185 Central Ave, Charlotte, NC	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-104160	ENR	Vincent T Brooks	1946-11-09	UHC-04330-68	4282903653	1195 Ridge Rd, Eden Prairie, MN	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-133868	ENR	Nathan A Alvarez	1999-11-21	UHC-29311-43	7384171614	3534 Mesa Dr, Seattle, WA, 98176	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-105673	ENR	Patryck Willis	1966-07-03	UHC-50932-49	4114404827	1850 Cedar Ln, Denver, CO, 80233	0.50	Name split from “Last, First”Two-digit birth year Phone reformatted City re-cased+3 more
ENR-116893	ENR	Michael V Harrison	—	UHC-04868-24	9577426060	7551 Lake View Rd, Los Angeles, CA, 90095	0.50	Date of birth reformatted Date of birth unreadable Phone reformatted Street suffix standardised+3 more
ENR-100971	ENR	Ronald Perez	1980-01-07	UHC-12194-35	4698227013	3180 Elm St, Charlotte, NC, 28284	0.50	Name split from “Last, First”Two-digit birth year Phone reformatted Member ID reformatted+3 more
ENR-118842	ENR	Cheryl U Wang	1959-07-15	UHC-22851-71	6223808771	2046 River Rd, Plano, TX, 75069	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-103733	ENR	Beverly B Taylor	1996-03-12	UHC-10404-50	4842487245	8531 Canyon Rd, Mesa, AZ, 85240	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-134693	ENR	Henry Rios	1989-07-25	UHC-91003-95	6119307857	2185 Palm Dr Apt 24, San Antonio, TX	0.50	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-126822	ENR	Carol Castillo	2004-05-18	UHC-75924-10	6199411290	9167 Canyon Rd, Tampa, FL	0.50	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+3 more
ENR-136227	ENR	Elijah G Yang	1990-04-17	UHC-90889-13	4254694345	418 Washington St, Las Vegas, NV	0.50	Name re-cased Phone reformatted State name converted to code ZIP missing+3 more
ENR-139925	ENR	Banks W William	1991-07-21	UHC-22405-80	6727408804	8775 Valley View Dr, Columbus, OH	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-102074	ENR	Lisa Stewart	1947-01-24	UHC-45005-81	2032537680	1205 Apache Blvd, Minneapolis, MN, 55427	0.50	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-107801	ENR	Emily A Peters	1962-08-09	UHC-24172-82	5184678823	2414 Union St, Denver, CO, 80267	0.50	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-110006	ENR	Amber D Chapman	1992-04-28	UHC-00847-23	2612692545	8550 Canyon Rd, Tempe, AZ, 85235	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-128855	ENR	Eric C Hall	1956-12-06	UHC-73484-68	2032903503	6838 Maple Ave, Dallas, TX, 75299	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-130005	ENR	Sara Armstrong	—	UHC-69116-90	4099241708	9391 Market St, Dallas, TX	0.50	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-137843	ENR	Marilyn T Johnson	—	UHC-48489-42	5856164597	8315 Willow Ct, Denver, CO, 80294	0.52	Name re-cased Date of birth unreadable Phone reformatted ZIP+4 trimmed+2 more
ENR-122667	ENR	Maria L Ryan	1965-03-01	UHC-53814-07	2898118492	8437 Lake View Rd, Atlanta, GA	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-119432	ENR	Willie McCoy	—	UHC-22083-44	8759847359	1428 Cedar Ln, Fresno, CA, 93781	0.52	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-137049	ENR	Joey C Lynch	1949-03-22	UHC-21147-79	6067607474	7688 Church St, Tempe, AZ, 85276	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-115105	ENR	Sarah W Olson	2000-06-19	UHC-48451-84	7502604308	5496 River Rd Apt 31, Seattle, WA, 98181	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-109863	ENR	Keith F Nguyen	—	UHC-46334-94	5088079144	6118 Harbor Blvd, Phoenix, AZ, 85078	0.52	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-141456	ENR	Brandon Moreno	1983-09-07	UHC-40927-06	4523852288	1197 Hillcrest Rd, Columbus, OH, 43212	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-112373	ENR	Isabella Berry	1945-04-01	UHC-10949-47	6863928550	8659 Sage Ct Apt 37, Tucson, AZ, 85722	0.52	Two-digit birth year Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-117512	ENR	Lawrence G Anderson	2001-08-07	UHC-75461-19	5843569567	6884 Meadow Ln, San Diego, CA	0.52	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-125963	ENR	Harold Q Peterson	2004-06-22	UHC-40852-83	3279938860	7323 Harbor Blvd, Las Vegas, NV, 89191	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-135905	ENR	Maargaret Diaz	—	UHC-18648-63	6162096665	7146 Willow Ct, Columbus, OH	0.52	Name re-cased Date of birth unreadable Phone reformatted ZIP missing+2 more
ENR-142031	ENR	Beverly Tran	1961-08-17	UHC-27198-30	2719576487	112 Canyon Rd Apt 31, Chandler, AZ	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-126586	ENR	Bradley Dainels	1951-03-27	UHC-82783-21	5992017489	4074 Jefferson Ave, Austin, TX, 78751	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-139631	ENR	Ronald George	1953-09-04	UHC-01862-02	6598849840	7249 Palm Dr, Houston, TX, 77096	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-142797	ENR	Maria Perry	1959-07-07	UHC-21303-62	8904423563	7211 Lake View Rd, Scottsdale, AZ, 85256	0.52	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-120722	ENR	Richard L Sandoval	1947-10-27	UHC-66581-87	6922986423	7359 Harbor Blvd, San Diego, CA, 92107	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-135194	ENR	Billy M Robertson	2004-11-07	UHC-17775-68	7932812018	1554 Grand Ave, Phoenix, AZ, 85023	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-130938	ENR	Mason M Vasquze	1952-12-01	UHC-56594-06	6696404326	7154 Maple Ave, Los Angeles, CA, 90097	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more

28,181 rows, page 49 of 564Previous Next