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 “Date of birth reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-101300	ENR	Diane I Washington	1971-08-01	UHC-22655-79	2037679231	6998 Bayshore Dr Apt 12, Plano, TX, 75068	0.46	Date of birth reformatted Phone reformatted Member ID reformatted Unit split from street+5 more
ENR-102644	ENR	Benjamin T Johnston	1948-02-17	UHC-90631-95	4976145415	5939 Cedar Ln, Orlando, FL	0.46	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+5 more
ENR-127101	ENR	Nicholas Clark	1963-11-09	UHC-59054-98	5335782541	7847 Highland Ave, San Diego, CA	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-133600	ENR	Daniel A Ortiz	2005-03-05	UHC-04338-14	8989372565	6892 Mesa Dr, Gilbert, AZ, 85208	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-102682	ENR	Charlotte B Smith	1992-12-17	UHC-45559-79	5667796574	2953 Cedar Ln, Tampa, FL, 33699	0.46	Middle initial moved out of first name Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-128578	ENR	Carolyn M Santiago	2007-03-10	UHC-51828-36	2826262585	4033 Hillcrest Rd, Phoenix, AZ, 85083	0.46	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-125661	ENR	Elizabeth M Maldonado	1986-04-01	UHC-49167-25	5893508348	3871 Park Pl Apt 40, Charlotte, NC, 28277	0.46	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+5 more
ENR-101814	ENR	Benjamin Harris	1978-11-02	UHC-55813-93	7414289056	1764 Mountain View Dr, Las Vegas, NV	0.46	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-132785	ENR	Elijah X Williams	1959-10-23	UHC-93427-23	5933260049	6333 Harbor Blvd, Seattle, WA	0.46	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-120956	ENR	Judith Lucas	—	UHC-82017-35	4284050195	5675 Bayshore Dr # 815, Orlando, FL, 32894	0.46	Name re-cased Date of birth reformatted Date of birth unreadable Phone reformatted+5 more
ENR-115512	ENR	Arjun Davis	1957-09-09	UHC-79014-99	5769585063	6398 Union St, Denver, CO, 80281	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-137533	ENR	Diego Ford	—	UHC-42855-52	7705262408	3131 Apache Blvd, Tempe, AZ, 85271	0.46	Name re-cased Date of birth reformatted Date of birth unreadable Phone reformatted+5 more
ENR-140551	ENR	Scott V Turner	1951-05-21	UHC-29656-32	4345839565	3002 Lake View Rd Apt 35, Tampa, FL, 33668	0.46	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+5 more
ENR-130169	ENR	Janice Welch	1945-03-17	UHC-30440-03	8869319768	4837 Union St # 134, Houston, TX	0.46	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+5 more
ENR-126072	ENR	Ahmed W Perez	2004-09-18	UHC-29273-05	9522031486	3808 Elm St Apt 33, Scottsdale, AZ, 85286	0.46	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+5 more
ENR-131978	ENR	Rachel C Lawson	1942-03-23	UHC-27077-99	2048265282	8742 Pine Dr, Houston, TX, 77087	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-133326	ENR	Ralph K Medina	1953-12-04	UHC-86664-23	6277254859	7492 Palm Dr, Tucson, AZ	0.46	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+5 more
ENR-121990	ENR	Santiago Patterson	1960-06-28	UHC-88650-70	5913420133	9129 Ocean Ave, Tampa, FL	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
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-105751	ENR	Luis S Gordon	1948-07-16	UHC-01696-38	9007903007	46 Sage Ct # 785, Minneapolis, MN, 55469	0.46	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+5 more
ENR-123297	ENR	George K Fernandez	1972-09-21	UHC-36073-65	5194603935	7541 Park Pl, Columbus, OH, 43244	0.46	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+5 more
ENR-118486	ENR	Fatima Jacobs	1999-05-26	UHC-85686-39	8659220737	6402 Valley View Dr # 271, Mesa, AZ, 85284	0.46	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+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-117861	ENR	Bowman K Deborah	1967-01-01	UHC-46233-98	7667150145	5150 Sage Ct, Fresno, CA	0.46	Name re-cased Date of birth 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-132959	ENR	Julia U Foster	1946-01-02	UHC-42461-59	6218834441	8175 Ocean Ave # 765, Plano, TX, 75063	0.46	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+5 more
ENR-135737	ENR	Jeremy Y Collins	1962-05-15	UHC-91689-83	9799145986	5358 Lake View Rd Apt 31, Tempe, AZ, 85219	0.46	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+5 more
ENR-106276	ENR	Grace Sanchez	1964-06-17	UHC-94978-64	8742315927	551 Grand Ave, San Diego, CA, 92136	0.46	Name split from “Last, First”Date of birth reformatted Phone reformatted 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-124135	ENR	Kenneth W Lawrence	1965-08-19	UHC-46680-27	8128836722	9367 Grand Ave Apt 11, Seattle, WA, 98160	0.46	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+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-131040	ENR	Dianna O Sanchez	1999-03-10	UHC-38109-63	4224642012	9681 Desert Sky Blvd Apt 28, Sacramento, CA, 95822	0.46	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+5 more
ENR-105358	ENR	Patricia Rios	2001-05-20	UHC-27480-20	8356881568	6561 Highland Ave, Phoenix, AZ, 85070	0.46	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+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-136506	ENR	Maria Wells	1971-03-17	UHC-00047-14	6987386165	5314 Apache Blvd, San Diego, CA	0.46	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+5 more
ENR-133325	ENR	Austni Lucas	1946-01-03	UHC-48528-99	9576645396	6727 Church St, Mesa, AZ	0.46	Date of birth reformatted Phone reformatted Member ID 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-131465	ENR	Charles G Perry	1953-09-03	UHC-24528-85	8819610904	3200 Mesa Dr, Glendale, AZ, 85307	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-130446	ENR	Richard Hansen	1959-10-08	UHC-25477-10	3505892402	1452 Cedar Ln # 851, Nashville, TN, 37215	0.46	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+5 more
ENR-110645	ENR	Randy Wood	1981-05-19	UHC-10379-19	7357520739	4592 Desert Sky Blvd, Glendale, AZ	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-104513	ENR	Nancy V Santiago	1977-01-19	UHC-01581-34	8404222900	7831 Market St # 701, Las Vegas, NV, 89116	0.46	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+5 more
ENR-106681	ENR	Luis Ramos	1965-11-22	UHC-28626-89	7892327072	8960 Apache Blvd, Minneapolis, MN	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+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

13,989 rows, page 8 of 280Previous Next