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-129070	ENR	Isabella F Gomez	1998-10-10	UHC-64666-87	—	6632 Union St # 321, Jacksonville, FL, 32212	0.36	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
ENR-120525	ENR	Dennys J Dominguez	1966-12-28	UHC-79255-89	7702938775	7029 Union St, San Diego, CA, 92171	0.36	Name split from “Last, First”Date of birth reformatted Phone reformatted SSN last four extracted+4 more
ENR-119386	ENR	Albert Marquez	2003-09-12	UHC-18573-78	—	9035 Pine Dr # 233, Fresno, CA, 93765	0.36	Date of birth reformatted Phone missing area code Unit split from street Street suffix standardised+4 more
ENR-133871	ENR	Betty E Morris	1960-12-10	UHC-99383-58	—	3269 Grand Ave, Eden Prairie, MN, 55342	0.36	Name split from “Last, First”Date of birth reformatted Phone missing area code Street suffix standardised+4 more
ENR-135300	ENR	Camila E Rodriguez	1945-09-18	UHC-63430-90	—	4784 Baseline Rd, Phoenix, AZ	0.36	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+4 more
ENR-114681	ENR	Kevin L Soot	1955-12-09	UHC-69990-78	4152597720	3195 Meadow Ln, San Antonio, TX, 78261	0.36	Name split from “Last, First”Date of birth reformatted Phone reformatted SSN last four extracted+4 more
ENR-125950	ENR	Hayes Bradley	1967-08-21	UHC-37877-13	9799749640	7711 Mountain View Dr # 907, Orlando, FL, 32845	0.36	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-128259	ENR	Natalie E Johnson	1968-10-03	UHC-69553-31	4204837222	3534 Sunset Blvd, Los Angeles, CA	0.36	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-135102	ENR	Rebecca D Mendoza	2006-03-10	UHC-41468-60	8696390034	9585 Baseline Rd, Houston, TX	0.36	Name split from “Last, First”Date of birth reformatted Phone reformatted State name converted to code+4 more
ENR-100344	ENR	Shirley D Reynolds	1973-09-12	UHC-14074-32	3603387648	6472 Desert Sky Blvd Apt 5, Houston, TX	0.36	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-116528	ENR	Ryan Martin	2008-09-08	UHC-11874-06	4108143067	678 Palm Dr Apt 28, Miami, FL, 33187	0.36	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-139035	ENR	Donald Payne	1959-06-26	UHC-97805-04	7782909563	6405 Hillcrest Rd, Gilbert, AZ, 85276	0.36	Name split from “Last, First”Date of birth reformatted Phone reformatted SSN last four extracted+4 more
ENR-108533	ENR	Barbara Lynch	1958-02-01	—	—	8824 Maple Ave # 395, Austin, TX, 78742	0.36	Date of birth reformatted Phone missing area code Unit split from street Street suffix standardised+4 more
ENR-124696	ENR	Sophia Evans	1974-12-27	UHC-44844-73	8026281086	9437 Sunset Blvd, Chandler, AZ	0.36	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-119971	ENR	Jack X Robinson	1984-07-02	UHC-95924-51	—	3371 Pine Dr, Glendale, AZ, 85385	0.36	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+4 more
ENR-139974	ENR	Sam O Martin	1972-01-26	UHC-34323-72	7975207379	9645 Apache Blvd # 211, Fresno, CA	0.36	Date of birth reformatted Member ID reformatted SSN last four extracted Unit split from street+4 more
ENR-112615	ENR	HaroldJunk	1940-11-11	UHC-33464-88	—	1481 Hillcrest Rd, Gilbert, AZ, 85238	0.36	Date of birth reformatted Phone missing area code Member ID reformatted Street suffix standardised+4 more
ENR-129340	ENR	Nancy L Castor	1986-08-06	UHC-90346-97	7547601844	4187 Church St, Fresno, CA	0.36	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-132729	ENR	Jimmy Kim	1941-12-16	UHC-20636-37	7179341496	8979 Meadow Ln, Columbus, OH, 43285	0.36	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-118929	ENR	Carl Vasqeuz	2000-10-08	UHC-28618-98	3964821958	2528 Union St # 308, Eden Prairie, MN	0.36	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-117936	ENR	Samantha T Diaz	1998-08-23	UHC-92123-72	3177985037	5983 Cedar Ln, Nashville, TN, 37206	0.36	Name split from “Last, First”Middle initial moved out of first name Date of birth reformatted Phone reformatted+4 more
ENR-113710	ENR	Robert P Allen	1951-01-11	UHC-77201-48	7875127472	2090 Ridge Rd, Sacramento, CA, 95847	0.36	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-104631	ENR	ArjunJunk	1987-02-05	UHC-85265-58	—	3720 Indian School Rd # 596, Miami, FL, 33165	0.36	Date of birth reformatted Phone missing area code Unit split from street Street suffix standardised+4 more
ENR-132578	ENR	Wayne Z Morrison	1989-06-15	UHC-36040-90	2132838035	3423 Valley View Dr, Fresno, CA, 93785	0.36	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-136882	ENR	Jack L Wheeler	1946-03-14	UHC-27972-26	—	1276 Central Ave, Tempe, AZ, 85227	0.36	Name split from “Last, First”Date of birth reformatted Phone missing area code Street suffix standardised+4 more
ENR-140574	ENR	Sofia Owens	1972-08-15	UHC-02113-98	—	3376 Central Ave, Denver, CO, 80219	0.36	Name split from “Last, First”Date of birth reformatted SSN last four extracted Street suffix standardised+4 more
ENR-136733	ENR	Jack Chen	1959-04-17	UHC-51556-12	9696147099	1301 Apache Blvd, Gilbert, AZ	0.36	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-136809	ENR	Deborah Johnston	1963-05-04	UHC-79873-39	3265342461	1122 Central Ave, Los Angeles, CA, 90011	0.36	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-126514	ENR	Susan Yang	2000-01-13	UHC-21009-42	4769869935	3414 Church St Apt 12, Jacksonville, FL, 32295	0.36	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-127599	ENR	Joan Maldonado	1990-12-10	UHC-93987-64	9547456209	1564 Ridge Rd, Tampa, FL, 33607	0.36	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-135005	ENR	Abigail G Young	1992-02-27	UHC-96753-20	5887315256	9294 Indian School Rd Apt 16, Los Angeles, CA	0.38	Middle initial moved out of first name Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-102828	ENR	Santiago W Aguilar	1946-01-13	UHC-56097-85	—	7366 Sunset Blvd, Charlotte, NC, 28219	0.38	Name split from “Last, First”Middle initial moved out of first name Date of birth reformatted Member ID reformatted+3 more
ENR-125880	ENR	Carolyn H Carslon	1963-03-23	UHC-63760-02	—	4704 Bayshore Dr, Columbus, OH, 43214	0.38	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-101938	ENR	Doris R Black	1957-02-20	UHC-33201-57	7223618617	4505 Ridge Rd, Denver, CO, 80277	0.38	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+3 more
ENR-106552	ENR	Janice V Tran	1977-08-21	UHC-34246-57	7909389444	5132 Jefferson Ave, San Antonio, TX, 78239	0.38	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-130647	ENR	Jake C Harvey	1991-02-10	UHC-30103-80	3422132751	9345 Main St, San Diego, CA, 92168	0.38	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+3 more
ENR-131291	ENR	Lisa Wong	1966-09-13	UHC-10089-20	5915578825	6788 Oak St Apt 39, Tucson, AZ	0.38	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-114058	ENR	Harold U Nelson	1971-09-18	UHC-43965-26	3195965425	918 Elm St # 112, Austin, TX, 78796	0.38	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-127273	ENR	Jennifer M Schmidt	1992-10-05	UHC-36303-02	—	9425 Desert Sky Blvd, Gilbert, AZ, 85255	0.38	Date of birth reformatted Phone missing area code SSN last four extracted Street suffix standardised+3 more
ENR-115478	ENR	Pena R Douglas	1965-08-05	UHC-46619-09	—	9100 Bayshore Dr Apt 30, Eden Prairie, MN, 55379	0.38	Name split from “Last, First”Date of birth reformatted Unit split from street Street suffix standardised+3 more
ENR-138555	ENR	Beverly T Garrett	1958-12-03	UHC-81988-70	9237699337	3178 Baseline Rd, Chandler, AZ, 85295	0.38	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-108126	ENR	Mason Harris	2004-01-22	UHC-66482-78	3637256262	838 River Rd, Tampa, FL	0.38	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
ENR-108987	ENR	Roy J Dunn	2005-06-22	UHC-64037-81	4687803368	4764 Ocean Ave, Glendale, AZ	0.38	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-121000	ENR	Daniel K Ramirez	1992-09-15	UHC-57427-66	6727715403	815 Sunset Blvd Apt 19, Miami, FL, 33128	0.38	Middle initial moved out of first name Date of birth reformatted Phone reformatted SSN last four extracted+3 more
ENR-126348	ENR	Debra Coleman	1972-03-28	UHC-55489-25	5452817895	6947 Ocean Ave, Tempe, AZ	0.38	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-105930	ENR	Nathan W Clark	1967-04-01	UHC-59130-67	—	9074 Hillcrest Rd, Denver, CO, 80202	0.38	Middle initial moved out of first name Date of birth reformatted SSN last four extracted Street suffix standardised+3 more
ENR-111892	ENR	Anna J Allen	1977-07-07	UHC-01802-26	—	4429 Mesa Dr Apt 26, Tempe, AZ, 85289	0.38	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-123094	ENR	Juan S Holmes	1993-11-20	UHC-53444-10	9037574085	9861 Willow Ct, Tucson, AZ, 85797	0.38	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
ENR-132300	ENR	Philip H Willis	1968-02-27	UHC-00426-62	—	8286 Bayshore Dr, Seattle, WA	0.38	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-101971	ENR	Anna M Sanchez	1964-01-06	UHC-55023-31	4823316465	879 Palm Dr Apt 5, Austin, TX, 78728	0.38	Name split from “Last, First”Date of birth reformatted Unit split from street Street suffix standardised+3 more

13,989 rows, page 4 of 280Previous Next