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-124560	ENR	Janice B Morris	1978-11-05	UHC-64462-90	2807620499	9728 River Rd, Seattle, WA, 98179	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-140138	ENR	Lugan Greene	1941-01-16	UHC-34472-84	6095528497	990 Indian School Rd, Tucson, AZ, 85798	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-115125	ENR	Jeffry Y Valdez	1998-02-08	UHC-15233-48	9055946021	5176 Baseline Rd, Atlanta, GA, 30310	0.62	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+3 more
ENR-108046	ENR	Lori A Rodriguez	1941-12-16	UHC-24750-67	7504099972	2084 Maple Ave, Gilbert, AZ, 85252	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-108328	ENR	Virginia G Carter	1958-06-24	UHC-07463-33	8418984941	9246 Lake View Rd, Minneapolis, MN, 55485	0.62	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-134743	ENR	Seen R Jones	1947-05-03	UHC-22092-71	3207778085	8932 Hillcrest Rd, Mesa, AZ, 85286	0.62	Name re-cased Phone reformatted City re-cased State name converted to code+3 more
ENR-130859	ENR	Paul Lawson	1967-01-26	UHC-77158-43	8338077978	3409 Elm St, Tempe, AZ, 85233	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-105965	ENR	Roger Lawrence	1953-11-17	UHC-05657-40	5462796789	5935 Meadow Ln, Las Vegas, NV, 89126	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-101850	ENR	Sharon K Hall	1974-12-27	UHC-18998-04	2765653804	8610 Cedar Ln Apt 17, Miami, FL, 33149	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-141872	ENR	Donna Kennedy	1992-12-05	UHC-09408-30	3328963228	2000 Canyon Rd, Nashville, TN, 37271	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-126890	ENR	Donald B Ellis	1939-01-25	UHC-39148-42	2809011502	9268 Union St, Tempe, AZ, 85269	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-122415	ENR	Steven Anderson	1980-10-21	UHC-73679-17	5265922271	5988 Lincoln Way, Tampa, FL, 33683	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-130500	ENR	Bradley U Green	1970-06-22	UHC-21055-73	4128872134	6742 Market St, Austin, TX, 78741	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-107697	ENR	Dot Matthews	1941-12-19	UHC-82814-73	3135574928	6235 Spring St, Mesa, AZ, 85211	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-117230	ENR	Angela Greene	1983-06-07	UHC-22046-69	9108073288	9228 Ocean Ave, Glendale, AZ, 85369	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-123699	ENR	Mariana M Reyd	1962-08-21	UHC-79629-60	6172878659	8707 Main St, Glendale, AZ, 85384	0.62	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-134326	ENR	Judy Nelson	1952-10-02	UHC-65995-66	7873525343	5320 River Rd, Tucson, AZ, 85710	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-113844	ENR	Grace Ortega	1962-04-12	UHC-94521-16	3376109694	8559 Meadow Ln, Nashville, TN, 37280	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-119084	ENR	Maria J Cooper	1980-01-25	UHC-70178-65	2417212278	5711 Jefferson Ave, Columbus, OH, 43227	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-126598	ENR	Theresa D Meyer	1970-02-18	UHC-06837-05	6277376605	1228 Apache Blvd, Mesa, AZ, 85265	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-104611	ENR	Kevin Turner	1981-03-07	UHC-30904-19	3493617366	3268 Elm St, Gilbert, AZ, 85200	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-104893	ENR	SamanthaJunk	2000-04-03	UHC-05248-31	6326196458	6065 Camelback Rd, Sacramento, CA, 95868	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-124413	ENR	Russell Brown	1941-07-27	UHC-59359-98	2794659772	654 Forest Ave, Orlando, FL, 32804	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-139583	ENR	Keith Howell	1992-02-06	UHC-30928-47	4527031128	200 Camelback Rd # 852, Dallas, TX, 75201	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-105874	ENR	Justin V Crawford	—	UHC-66696-56	4915538423	3216 Park Pl, Houston, TX, 77003	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
ENR-123844	ENR	Sofia L Grannt	1985-08-17	UHC-24068-09	2297766274	2301 Baseline Rd, Austin, TX	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-110805	ENR	Jonathan Sandoval	1962-03-06	UHC-01777-85	8107213077	5390 Maple Ave, San Diego, CA, 92106	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-106672	ENR	Helen O Sancheez	1981-03-25	UHC-87964-67	2024904589	3728 Desert Sky Blvd # 585, Dallas, TX, 75229	0.62	Phone reformatted Member ID reformatted Unit split from street Gender normalised+3 more
ENR-123702	ENR	Margaret Q Perry	1969-11-26	UHC-92594-86	8677260266	833 Apache Blvd, Scottsdale, AZ, 85209	0.62	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-105892	ENR	Shirley Alvarez	1986-07-17	—	7104483252	1833 Grand Ave, Gilbert, AZ	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-132831	ENR	Sara P Tucker	1943-12-24	UHC-90720-81	3419626063	5110 Forest Ave, Mesa, AZ, 85210	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-131416	ENR	Ann Howell	1940-07-26	UHC-63778-36	4469623808	167 Sunset Blvd, Phoenix, AZ, 85051	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-126636	ENR	Angela Romero	1988-04-27	UHC-21428-28	7156003594	1730 Hillcrest Rd, Phoenix, AZ, 85077	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-125859	ENR	Lisa Y Young	1964-10-21	UHC-82516-84	5828696368	2499 Elm St, Fresno, CA, 93777	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-125924	ENR	George E Padilla	1946-10-19	UHC-72130-12	9617463014	6800 Central Ave, Tampa, FL	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-116597	ENR	Mark J Clark	1939-01-17	UHC-77659-24	3398161429	5557 Meadow Ln # 161, Sacramento, CA, 95837	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-120214	ENR	Sofia I Lopez	1997-04-09	UHC-91834-08	6672772546	5094 Mesa Dr # 325, Gilbert, AZ, 85254	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-137260	ENR	Jeremy Green	1999-09-19	UHC-75643-38	2804977407	638 Meadow Ln, Gilbert, AZ, 85272	0.62	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-142168	ENR	Mateo Coleman	1985-03-04	UHC-67652-54	4494680986	2214 Central Ave, Sacramento, CA, 95826	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-138037	ENR	Rachel Lopez	1988-02-12	UHC-33532-68	5638886399	4269 Market St, Columbus, OH, 43209	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-104075	ENR	Arthur P Schulltz	1979-11-14	UHC-88993-69	5219637228	7879 Forest Ave, Seattle, WA, 98192	0.62	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+3 more
ENR-117139	ENR	Andrew I Reid	1969-12-25	UHC-10002-80	9368264425	3112 Meadow Ln, Seattle, WA	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-110423	ENR	Eugene Murphy	1974-03-13	UHC-80044-23	3978661588	3306 Spring St, Nashville, TN	0.62	Name re-cased Date of birth reformatted Phone reformatted ZIP missing+3 more
ENR-106788	ENR	Jacqueline Williams	1962-04-22	UHC-76657-21	3746730146	949 Lake View Rd, Tampa, FL, 33659	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-107590	ENR	Jack V Armstrong	1965-07-16	UHC-92872-24	2577559969	9598 Oak St, Atlanta, GA	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-101862	ENR	Daniel P Lee	1956-02-05	UHC-13842-70	5797499867	8813 Palm Dr, Tempe, AZ, 85224	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-138663	ENR	Anthony Hudson	1950-11-25	UHC-90438-50	4684483691	4131 Baseline Rd, Charlotte, NC, 28221	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-108199	ENR	Christopher George	1968-08-04	UHC-66684-75	9598481439	6132 Canyon Rd, Phoenix, AZ, 85033	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-104021	ENR	Alice U Carroll	1948-06-15	UHC-43843-49	5218900456	6738 Oak St, Mesa, AZ, 85272	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-111119	ENR	Daiel Menodza	1952-12-24	UHC-41060-11	2149895484	1278 Mesa Dr, Atlanta, GA, 30374	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more

28,181 rows, page 117 of 564Previous Next