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-142615	ENR	Martha Z Williamson	1995-08-06	UHC-86118-06	5406969099	364 Broadway, Plano, TX, 75094	0.64	Name re-cased Two-digit birth year Phone reformatted Address re-cased+2 more
ENR-102959	ENR	Steven Griffin	1964-06-03	UHC-31694-08	9233736481	7957 Spring St, Los Angeles, CA, 90041	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-104737	ENR	Camila G Bennett	1948-01-16	UHC-13764-67	5517856968	5995 Ridge Rd, Denver, CO, 80242	0.64	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-117467	ENR	Natalie B Morris	1975-07-22	UHC-03553-59	7708262499	7808 Bayshore Dr, Denver, CO, 80265	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-129747	ENR	Frank V Banks	1981-05-15	UHC-38503-33	5343609093	6208 Pine Dr, Austin, TX, 78759	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-132996	ENR	Devid Nguyen	—	UHC-84849-71	5965836704	7691 Washington St, Jacksonville, FL, 32288	0.64	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-104015	ENR	Joan P Johnston	2008-05-11	UHC-22526-84	6824903204	7583 Elm St, Phoenix, AZ, 85002	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-100613	ENR	Susan Robertson	—	UHC-87281-75	9717543482	2352 Willow Ct, Houston, TX, 77049	0.64	Date of birth missing Phone reformatted Member ID reformatted SSN last four extracted+2 more
ENR-111936	ENR	Terry B Fullr	1948-09-06	UHC-32663-33	7909620221	6172 Canyon Rd, Atlanta, GA, 30341	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-102590	ENR	Diana I Thomas	1990-11-12	UHC-72609-55	7242769111	785 Indian School Rd, Tucson, AZ, 85741	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-139464	ENR	Linda X Gray	1991-05-06	UHC-75175-37	4478007522	5491 Broadway, Seattle, WA, 98154	0.64	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+2 more
ENR-139463	ENR	Linda X Gray	1991-05-06	UHC-75175-37	4478007522	5491 Broadway, Seattle, WA, 98154	0.64	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+2 more
ENR-117041	ENR	Jeremy I Fernandez	1986-04-21	UHC-50658-84	9418675142	7181 Mesa Dr, Denver, CO, 80202	0.64	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-104708	ENR	Jacob Brown	1984-09-17	UHC-55032-13	7687702487	2479 Camelback Rd, Dallas, TX, 75297	0.64	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-121293	ENR	Alice E Marshall	1941-03-24	UHC-00664-46	5308369983	1043 Willow Ct, Las Vegas, NV, 89181	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-112211	ENR	Brian U Bailey	1953-03-26	UHC-51571-55	8239601059	4358 Indian School Rd # 401, Los Angeles, CA, 90033	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-110228	ENR	Cruz U Henry	1938-06-10	UHC-97882-70	6047979635	8192 Apache Blvd, Los Angeles, CA, 90080	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-125674	ENR	Jenkins Emily	1991-03-01	UHC-63131-22	7337855742	3664 Camelback Rd, Austin, TX, 78775	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-117288	ENR	Jannice A Austin	1986-05-20	UHC-71582-77	8939218217	3680 Valley View Dr, Tempe, AZ, 85272	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-141736	ENR	Beverly C Warren	1949-07-15	UHC-50109-81	6807195317	3744 River Rd, Tucson, AZ	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-138289	ENR	Noah D George	1956-09-22	UHC-49449-53	7209121097	2933 Pine Dr Apt 31, Las Vegas, NV, 89197	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-104814	ENR	Raymond K Young	1965-05-13	UHC-75134-62	4598987820	1448 Grand Ave, Phoenix, AZ, 85015	0.64	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-120605	ENR	Ronald J Wilson	1978-08-14	UHC-62608-94	8635606194	7705 Desert Sky Blvd, Orlando, FL, 32822	0.64	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-124556	ENR	Ralph T Marshall	1975-02-01	UHC-99444-67	5037124888	2360 Park Pl, Eden Prairie, MN	0.64	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+2 more
ENR-110417	ENR	Frances J Davis	1942-04-09	UHC-05286-73	4273631124	1926 Willow Ct, Austin, TX, 78742	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-142950	ENR	Elijah Wood	1990-06-06	UHC-36510-96	7923404379	2449 Meadow Ln, Plano, TX, 75045	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-129738	ENR	Danny Guerrero	1946-06-03	UHC-09188-37	3973018288	8195 Apache Blvd, Sacramento, CA, 95845	0.64	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-112436	ENR	Shirley Boyd	1984-03-11	UHC-73114-89	3496733305	5207 Mesa Dr, Los Angeles, CA, 90025	0.64	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-140139	ENR	Diane L Fisher	1984-02-16	UHC-53365-30	2767398459	4157 Church St Apt 9, Columbus, OH, 43285	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-101780	ENR	Thomas L Hanson	1961-12-03	UHC-43892-40	6666105579	226 Elm St, Dallas, TX, 75212	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted ZIP+4 trimmed+2 more
ENR-123413	ENR	Kyle B Oslon	1998-06-26	UHC-89184-73	4578211779	774 Harbor Blvd, Orlando, FL, 32898	0.64	Date of birth reformatted Phone reformatted City re-cased State name converted to code+2 more
ENR-106811	ENR	Victoria T Santiago	1952-09-07	UHC-11021-88	3582205834	8172 Canyon Rd, San Antonio, TX, 78272	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-100840	ENR	Scott N Ellis	1975-12-04	UHC-48686-39	2992008798	1689 Main St Apt 12, San Diego, CA, 92199	0.64	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
ENR-102179	ENR	Donald G Rooss	1996-12-09	UHC-84152-83	2277971875	223 Indian School Rd, Charlotte, NC, 28201	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-103083	ENR	Anthony Brooks	1992-02-12	UHC-38979-10	8259102437	9264 Indian School Rd, Tempe, AZ, 85265	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-123704	ENR	Jennifer Santos	1944-02-16	UHC-69446-66	6707461860	4465 Hillcrest Rd, Seattle, WA, 98130	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-107161	ENR	Linda J Andrews	1977-03-23	UHC-12390-67	3909752658	822 Sage Ct, Gilbert, AZ, 85200	0.64	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-103768	ENR	Zachary A Wheeler	1991-01-13	UHC-43929-28	2993185230	3086 Sage Ct, Mesa, AZ, 85243	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-102068	ENR	Stephanie L Miller	1992-05-27	UHC-50204-08	6092039771	339 Central Ave # 176, Jacksonville, FL, 32212	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-140578	ENR	Ethan S Garza	2002-06-26	UHC-91432-94	3496815937	9873 Market St, Atlanta, GA, 30335	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-118309	ENR	Sarah Burns	1957-05-23	UHC-70818-69	9627167220	2920 Hillcrest Rd, Sacramento, CA, 95834	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-104443	ENR	Judith Foster	1964-09-11	UHC-50144-99	6393156452	8648 Lake View Rd, Fresno, CA, 93763	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-110945	ENR	Therasa Q Park	1940-09-04	UHC-02703-13	8938996873	2853 Camelback Rd, Plano, TX, 75066	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-138307	ENR	Raymond V Wood	1981-03-24	UHC-27241-99	3548267778	2266 Sage Ct, Atlanta, GA, 30387	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-142819	ENR	Santos F Elizabath	1954-09-06	UHC-22491-86	6284174398	596 Elm St, Scottsdale, AZ, 85222	0.64	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-125776	ENR	Will M Espinoza	1960-09-11	UHC-41396-31	6646168492	9710 Palm Dr, Eden Prairie, MN, 55395	0.64	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-118910	ENR	Diego Ross	1944-06-23	UHC-73403-26	3308562850	7329 Grand Ave, Los Angeles, CA	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-112703	ENR	Carol N Howell	1942-02-16	UHC-35472-34	4335936242	7900 Mesa Dr, Glendale, AZ, 85340	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-130756	ENR	Patel B Pamela	1970-03-25	UHC-46677-80	5795492500	5691 Palm Dr, San Antonio, TX, 78230	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-108269	ENR	Nathan W Powell	1989-03-17	UHC-58381-41	4416767283	683 Willow Ct, Seattle, WA, 98177	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more

28,181 rows, page 156 of 564Previous Next