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 “Unit split from street”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagUnit split from streetClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-141508	ENR	Stephen P Rojas	1941-09-07	UHC-61238-06	5512671249	8822 Spring St # 161, Jacksonville, FL, 32200	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
ENR-127623	ENR	Margaret Yang	1974-10-17	UHC-97427-60	3024015286	5878 Indian School Rd # 857, Los Angeles, CA, 90024	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-117358	ENR	Mark F Maldonado	1990-06-11	UHC-07588-91	5335139184	925 Central Ave Apt 2, Eden Prairie, MN, 55325	0.66	Name split from “Last, First”Phone reformatted Unit split from street City re-cased+1 more
ENR-111218	ENR	Evelyn Z Valdez	1959-09-19	UHC-12756-19	2987547342	607 Highland Ave # 498, San Antonio, TX, 78255	0.66	Middle initial moved out of first name Name re-cased Phone reformatted Unit split from street+1 more
ENR-133848	ENR	Linda F Murray	1981-01-19	UHC-28136-04	8829828245	5901 Mesa Dr # 726, Tucson, AZ, 85755	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-136512	ENR	Santiago K Ford	1979-10-19	UHC-63013-92	7295491469	7019 Camelback Rd # 887, Tempe, AZ, 85250	0.66	Name re-cased Unit split from street ZIP+4 trimmed Email lower-cased+1 more
ENR-108663	ENR	Brenda T Porter	2003-10-03	UHC-42540-74	4488079590	9264 Oak St # 434, Tempe, AZ, 85221	0.66	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-139982	ENR	Valentina Q Jordan	1959-11-15	UHC-89295-98	2738528564	3838 Market St Apt 31, Sacramento, CA, 95867	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-127594	ENR	Frank Lynch	1974-10-18	UHC-74524-88	2129137573	8055 Mesa Dr Apt 9, Houston, TX, 77060	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-133396	ENR	Shirley R Trn	1948-12-09	UHC-38072-10	2906196861	9650 Ocean Ave Apt 22, Seattle, WA, 98126	0.66	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-138063	ENR	Mei H Thompson	1980-10-20	UHC-34224-49	7002522355	3545 Harbor Blvd # 572, San Antonio, TX, 78232	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
ENR-103758	ENR	Andrea Reid	1974-08-23	UHC-58460-30	8595595392	2859 Indian School Rd Apt 37, Denver, CO, 80222	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-136997	ENR	Russell Fowler	1968-06-10	UHC-69971-22	7237017922	8038 Elm St # 484, Sacramento, CA, 95898	0.66	Date of birth reformatted Unit split from street State name converted to code Plan code upper-cased+1 more
ENR-127291	ENR	Maark Q Chen	1961-09-23	UHC-64993-34	—	5207 Maple Ave Apt 12, Dallas, TX, 75204	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-126466	ENR	Hiroshi K Espinoza	1942-03-09	UHC-19295-48	9634076340	5158 River Rd # 196, Tucson, AZ, 85782	0.66	Name re-cased Phone reformatted Unit split from street ZIP+4 trimmed+1 more
ENR-117767	ENR	Joyce B Sullivan	1955-03-12	UHC-29436-43	2065416989	2397 Baseline Rd Apt 26, Minneapolis, MN, 55465	0.66	Unit split from street Street suffix standardised Address re-cased City re-cased+1 more
ENR-140985	ENR	Nathan Lewis	1952-06-10	UHC-96932-40	8036967538	8798 Park Pl # 162, Sacramento, CA, 95848	0.66	Unit split from street Street suffix standardised Address re-cased City re-cased+1 more
ENR-104442	ENR	Judith C Foster	1964-09-11	UHC-50144-99	6393156452	8648 Lake View Rd Apt 9, Fresno, CA, 93763	0.66	Unit split from street City re-cased State name converted to code Whitespace trimmed+1 more
ENR-118266	ENR	Amber Miller	1953-10-09	UHC-91685-21	9112124742	5844 Baseline Rd Apt 13, Columbus, OH, 43292	0.66	Name re-cased Phone reformatted Unit split from street Gender normalised+1 more
ENR-137516	ENR	Sarah Q Munoz	1966-11-09	UHC-67066-47	3186650437	6749 Market St Apt 13, Scottsdale, AZ, 85256	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-142786	ENR	Emily B Hamilton	1958-04-24	UHC-45306-29	7927784735	1869 Apache Blvd # 850, San Antonio, TX, 78278	0.66	Name re-cased Phone reformatted Unit split from street City re-cased+1 more
ENR-132284	ENR	Donna N Delgado	1985-07-17	UHC-83738-65	2014242738	9421 Market St # 510, Atlanta, GA, 30331	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-142510	ENR	Kelly King	1960-09-10	UHC-20472-86	—	2448 Broadway Apt 25, Nashville, TN, 37233	0.66	Name re-cased Date of birth reformatted Phone missing area code Member ID reformatted+1 more
ENR-100698	ENR	Lisa Griffin	1956-06-14	UHC-92306-14	7549344258	7485 Broadway # 633, Houston, TX, 77065	0.66	Phone reformatted Unit split from street Email lower-cased Gender normalised+1 more
ENR-137852	ENR	Roger E Fernnadez	1963-11-20	UHC-76572-53	—	7593 Main St Apt 20, Sacramento, CA, 95802	0.66	Unit split from street Street suffix standardised Address re-cased City re-cased+1 more
ENR-133123	ENR	Ralph P Henderson	1993-01-01	UHC-76683-43	2547941469	4281 Willow Ct # 802, Plano, TX, 75073	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-125011	ENR	Joshua Andrews	1992-08-20	UHC-23044-84	8587926864	9339 Ocean Ave # 137, Dallas, TX, 75284	0.66	Name re-cased Phone reformatted Unit split from street Gender normalised+1 more
ENR-141861	ENR	Diego Evans	1964-06-28	UHC-07580-34	4486606449	5946 Mountain View Dr # 677, Eden Prairie, MN, 55392	0.66	Name re-cased Date of birth reformatted Unit split from street Email lower-cased+1 more
ENR-120966	ENR	Alexis Reynolds	1988-03-04	UHC-91345-99	—	5890 Harbor Blvd Apt 32, Glendale, AZ, 85387	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
ENR-129887	ENR	Brenda G Willis	1953-12-11	UHC-15928-05	8959258544	9873 Union St Apt 17, Plano, TX, 75022	0.66	Phone reformatted Member ID reformatted SSN last four extracted Unit split from street+1 more
ENR-125904	ENR	Janet X Ford	1962-10-20	UHC-93525-44	4193487514	4746 Spring St Apt 28, Glendale, AZ, 85371	0.66	Name re-cased Phone reformatted Unit split from street Street suffix standardised+1 more
ENR-117688	ENR	Mariana K Roberts	1990-11-16	UHC-39339-40	3123284698	1684 Willow Ct Apt 39, Charlotte, NC, 28201	0.66	Name re-cased Phone reformatted Unit split from street Street suffix standardised+1 more
ENR-124258	ENR	Kathryn O Hunter	1987-09-21	UHC-93530-79	—	6677 Harbor Blvd # 287, Scottsdale, AZ, 85234	0.66	Member ID reformatted Unit split from street City re-cased Gender normalised+1 more
ENR-111879	ENR	Eugene S Collins	2005-05-18	UHC-77997-41	8643502892	1653 Highland Ave # 646, Tempe, AZ, 85221	0.66	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+1 more
ENR-123119	ENR	Janice Y Perry	2001-11-11	UHC-27746-87	—	112 Highland Ave Apt 34, Eden Prairie, MN, 55327	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-123120	ENR	Janice Y Perry	2001-11-11	UHC-27746-87	—	112 Highland Ave Apt 34, Eden Prairie, MN, 55327	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-106833	ENR	Anna Y Henry	1994-09-07	UHC-94202-84	3565924567	7054 Forest Ave Apt 31, Phoenix, AZ, 85039	0.66	Date of birth reformatted Phone reformatted Unit split from street Email lower-cased+1 more
ENR-126418	ENR	Judith D Rojas	1992-03-05	UHC-32413-72	6366599017	7964 Market St Apt 25, Tempe, AZ, 85263	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
ENR-125109	ENR	Harold R Gibson	1963-11-09	UHC-00058-98	5686147221	4042 Jefferson Ave # 582, Las Vegas, NV, 89108	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-134441	ENR	Nancy Y Valdez	2002-06-24	UHC-34666-58	3923898239	3019 Park Pl # 455, Tucson, AZ, 85734	0.66	Date of birth reformatted Phone reformatted Unit split from street State name converted to code+1 more
ENR-112601	ENR	Donald B Reyes	1953-08-27	UHC-02730-79	8712659474	3204 Forest Ave # 696, Houston, TX, 77041	0.66	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-130071	ENR	Abby Q Owens	1991-04-07	UHC-77928-28	6783502997	2777 Broadway Apt 15, Sacramento, CA	0.66	Unit split from street Address re-cased City re-cased ZIP missing+1 more
ENR-106580	ENR	Andrew V Reyes	1977-12-22	UHC-82778-20	7628617286	6345 Ridge Rd Apt 29, Eden Prairie, MN, 55368	0.66	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-135494	ENR	Jesse R Wright	1964-05-28	UHC-52441-48	2746508253	8687 Central Ave # 584, Scottsdale, AZ, 85277	0.66	Phone reformatted Unit split from street State name converted to code Email lower-cased+1 more
ENR-140614	ENR	Bruce Y Chavez	1984-06-11	UHC-48974-50	7836690851	1757 Maple Ave Apt 11, Denver, CO, 80297	0.66	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+1 more
ENR-109991	ENR	Betty U Perkins	1986-12-19	UHC-63108-91	2032029774	938 Central Ave # 961, Denver, CO, 80257	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-137652	ENR	Andrea Boyd	2001-04-15	UHC-99046-48	4288102609	6842 Harbor Blvd Apt 30, Columbus, OH, 43208	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-104992	ENR	Vincent Stevens	1969-03-05	UHC-04192-96	8052965947	4823 Bayshore Dr # 413, Mesa, AZ, 85208	0.66	Unit split from street Street suffix standardised Address re-cased City re-cased+1 more
ENR-114737	ENR	Nancy Wheeler	1992-07-20	UHC-66994-16	2838643586	3917 Forest Ave # 365, Miami, FL, 33171	0.66	Name re-cased Phone reformatted Unit split from street Street suffix standardised+1 more
ENR-126997	ENR	Bradley J Foster	1992-10-12	UHC-61179-72	3692183356	7079 Washington St Apt 1, Los Angeles, CA, 90063	0.66	Name re-cased Phone reformatted Unit split from street Street suffix standardised+1 more

3,345 rows, page 49 of 67Previous Next