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 “ZIP+4 trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP+4 trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-118879	ENR	Tyler M Woods	1982-04-20	UHC-14817-37	8959130071	7877 Ridge Rd Apt 31, Houston, TX, 77060	0.46	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+5 more
ENR-113862	ENR	Carol B Luna	1974-03-25	UHC-13714-34	2956266227	6623 Harbor Blvd, Atlanta, GA, 30320	0.46	Middle initial moved out of first name Date of birth reformatted Phone reformatted Member ID reformatted+5 more
ENR-121646	ENR	Martha C Black	1995-03-02	UHC-64249-21	8866077238	2104 Lake View Rd, Mesa, AZ, 85247	0.46	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-120731	ENR	Christine Roberts	1939-06-01	UHC-27869-19	7073816172	4232 Central Ave, Scottsdale, AZ, 85260	0.46	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+5 more
ENR-104350	ENR	Bobby Martinez	1963-09-25	UHC-40996-21	8184283192	2233 Mountain View Dr, Atlanta, GA, 30388	0.46	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-133144	ENR	Matt Brooks	1971-08-14	UHC-65253-69	9356086949	2463 Meadow Ln Apt 9, Tucson, AZ, 85761	0.46	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+5 more
ENR-129516	ENR	Kevin Y Marshall	1997-04-04	UHC-22454-97	7714690933	8744 Lake View Rd, Gilbert, AZ, 85259	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-107366	ENR	Teresa Campbell	1975-11-21	UHC-62597-85	—	2637 Desert Sky Blvd, Scottsdale, AZ, 85287	0.46	Name re-cased Date of birth reformatted Phone missing area code Member ID reformatted+5 more
ENR-117827	ENR	Joshua Bell	1951-09-15	UHC-79259-49	9685390036	8805 Market St, Chandler, AZ, 85203	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-105887	ENR	Logan N Bell	1970-08-22	UHC-88125-05	2247598345	8447 River Rd, Miami, FL, 33145	0.46	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-113476	ENR	Justin Ruiz	1975-08-01	UHC-71419-14	2052139431	4997 Lake View Rd, Tempe, AZ, 85219	0.46	Name re-cased Phone reformatted Member ID reformatted SSN last four extracted+5 more
ENR-127331	ENR	Yuki Simpson	1971-08-19	UHC-94703-77	2358992090	5732 Maple Ave, Austin, TX, 78756	0.46	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-126850	ENR	Camila Richardson	1972-05-10	UHC-85070-52	7402265247	1818 Sage Ct, Sacramento, CA, 95879	0.46	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-132720	ENR	Wayne Obrieen	1973-01-20	UHC-06710-35	4597804684	1154 Mountain View Dr, Denver, CO, 80293	0.46	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+5 more
ENR-125317	ENR	David N Schultz	2002-11-23	UHC-36109-07	4714707157	3708 Baseline Rd, San Antonio, TX, 78257	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-125233	ENR	Cynthia H Lopez	2003-11-17	UHC-81064-96	3319725403	4377 Washington St Apt 1, Austin, TX, 78715	0.46	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+5 more
ENR-103228	ENR	Ethan K Estrada	1966-04-28	UHC-68529-89	2913627424	5007 Apache Blvd, Chandler, AZ, 85229	0.46	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-132091	ENR	—Junk	1954-10-10	UHC-35421-78	9599179021	8938 Union St, Gilbert, AZ, 85212	0.46	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-131725	ENR	Frances O Watins	1946-10-08	UHC-87981-39	7625923138	983 Highland Ave, Orlando, FL, 32864	0.46	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-106713	ENR	AJunk	1961-10-25	UHC-64703-56	4732937664	870 Market St, Orlando, FL, 32832	0.46	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+5 more
ENR-103805	ENR	Tony B Gilbert	1968-05-02	UHC-97232-04	8368966269	6768 Church St, Los Angeles, CA, 90038	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-138995	ENR	Barbara A Rodriguez	1954-04-20	UHC-58424-93	7292017508	8259 Sage Ct, Phoenix, AZ, 85014	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-106312	ENR	Bradley Schmidt	1954-04-16	UHC-91040-77	9573535031	7492 Camelback Rd, Eden Prairie, MN, 55395	0.46	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-106313	ENR	Bradley Schmidt	1954-04-16	UHC-91040-77	9573535031	7492 Camelback Rd, Eden Prairie, MN, 55395	0.46	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-110420	ENR	Roy Flores	1943-03-01	UHC-28140-87	5329526394	41 Pine Dr # 235, Orlando, FL, 32898	0.46	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+5 more
ENR-132970	ENR	Michele J Tucker	1939-07-22	UHC-99041-10	—	5313 Broadway # 171, Gilbert, AZ, 85269	0.48	Name re-cased Date of birth reformatted Member ID reformatted Unit split from street+4 more
ENR-131734	ENR	Janet Knight	—	UHC-89314-66	5265465202	8349 Forest Ave, Seattle, WA, 98153	0.48	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+4 more
ENR-107504	ENR	Nathan O Adams	1963-09-07	UHC-35012-64	4514050581	6781 Pine Dr, Houston, TX, 77012	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-100602	ENR	Patrick D Jensen	1979-11-07	UHC-29674-55	6515849272	5738 Forest Ave, Houston, TX, 77068	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-122063	ENR	Michelle P Reed	1962-08-23	UHC-33270-80	6506369202	8956 Central Ave, San Diego, CA, 92173	0.48	Middle initial moved out of first name Name re-cased Two-digit birth year Phone reformatted+4 more
ENR-108861	ENR	Eddward Delgado	1986-01-16	UHC-98565-10	4453176477	8051 Market St, Atlanta, GA, 30380	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-108860	ENR	Eddward Delgado	1986-01-16	UHC-98565-10	4453176477	8051 Market St, Atlanta, GA, 30380	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-138017	ENR	George Berry	1987-02-04	UHC-94256-16	9482191848	4676 Ocean Ave, Chandler, AZ, 85299	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-109889	ENR	Abby Kelley	1987-10-27	UHC-49343-30	2325778514	3540 Harbor Blvd Apt 23, Seattle, WA, 98172	0.48	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-122862	ENR	Sean F Price	1952-05-18	—	6433590619	469 Apache Blvd, Chandler, AZ, 85296	0.48	Phone reformatted Street suffix standardised Address re-cased State name converted to code+4 more
ENR-141386	ENR	Bran O Fox	1940-05-21	UHC-71539-25	5779045222	4990 Highland Ave, Denver, CO, 80230	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-135950	ENR	Martha I Campbell	1970-12-14	UHC-78455-90	4176077919	3970 Harbor Blvd, Gilbert, AZ, 85201	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-115969	ENR	Stephen Heyes	1954-03-20	UHC-21260-70	6433471467	3539 Union St, Scottsdale, AZ, 85203	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-134233	ENR	Roy Reed	1975-08-05	UHC-26068-80	6882559284	4501 Indian School Rd, Fresno, CA, 93786	0.48	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
ENR-106452	ENR	Laura N Green	1971-08-01	UHC-02350-82	5412710172	7399 Church St, Glendale, AZ, 85317	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-125058	ENR	Hannah G Dean	1943-06-10	UHC-03019-59	7805122733	248 River Rd, Scottsdale, AZ, 85242	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-109171	ENR	Luis Bailey	1976-06-02	UHC-42810-13	3477249469	7673 Main St, Minneapolis, MN, 55451	0.48	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-134242	ENR	Raymond Hicks	2007-09-22	UHC-56313-54	8437869678	7323 Baseline Rd, Orlando, FL, 32825	0.48	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+4 more
ENR-121278	ENR	Tyler Q Rose	1982-01-28	UHC-35992-83	—	959 Palm Dr, Mesa, AZ, 85272	0.48	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+4 more
ENR-118359	ENR	Joe Wright	1992-06-04	UHC-08635-40	6875965982	907 Apache Blvd, Gilbert, AZ, 85291	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-133879	ENR	Harper K Philip	1963-02-22	UHC-80108-67	6875732299	3956 Bayshore Dr, Orlando, FL, 32854	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-127162	ENR	Jacob Z Carpenter	2007-11-22	UHC-24720-46	3346355146	5511 Mountain View Dr, Tempe, AZ, 85296	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-104038	ENR	Megan K Gordon	2001-04-14	UHC-50440-17	7984445814	5144 Maple Ave Apt 28, Tampa, FL, 33663	0.48	Name re-cased Unit split from street Street suffix standardised Address re-cased+4 more
ENR-134863	ENR	Stephen Q Alvarado	1990-04-08	UHC-69270-12	7345033997	580 Grand Ave, Scottsdale, AZ, 85217	0.48	Name re-cased Two-digit birth year Member ID reformatted Street suffix standardised+4 more
ENR-108837	ENR	Lori J Lucas	—	UHC-00588-86	2448153512	9365 Palm Dr, Denver, CO, 80288	0.48	Name re-cased Date of birth reformatted Date of birth unreadable Street suffix standardised+4 more

3,951 rows, page 9 of 80Previous Next