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 missing area code”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPhone missing area codeClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-142624	ENR	Brenda Medina	1975-11-01	UHC-58038-13	—	3908 Sage Ct, Sacramento, CA, 95862	0.50	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
ENR-106856	ENR	Ruht Gray	1970-01-21	UHC-61211-20	—	2395 Cedar Ln, Charlotte, NC, 28290	0.50	Name re-cased Date of birth reformatted Phone missing area code SSN last four extracted+3 more
ENR-105366	ENR	Carl Carpenter	1950-12-14	UHC-83740-01	—	8723 Central Ave, Sacramento, CA, 95845	0.50	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
ENR-102180	ENR	Donald G Ross	1997-12-09	UHC-84152-83	—	223 Indian School Rd, Charlotte, NC, 28201	0.50	Name re-cased Phone missing area code Member ID reformatted Street suffix standardised+3 more
ENR-116797	ENR	Sophia K Robertson	1942-08-12	UHC-82419-72	—	5540 Hillcrest Rd, Austin, TX, 78703	0.50	Name re-cased Date of birth reformatted Phone missing area code SSN last four extracted+3 more
ENR-110260	ENR	Peter M Gonzalez	1995-02-07	UHC-67948-80	—	6218 Mesa Dr Apt 12, Scottsdale, AZ, 85246	0.50	Name re-cased Phone missing area code Unit split from street Street suffix standardised+3 more
ENR-130226	ENR	Mychelle Gordon	1948-04-16	UHC-80137-39	—	470 Valley View Dr, Houston, TX, 77049	0.50	Name split from “Last, First”Phone missing area code Member ID reformatted Street suffix standardised+3 more
ENR-112218	ENR	Stephanie Nelson	—	UHC-79058-71	—	3566 Canyon Rd, Las Vegas, NV, 89191	0.50	Name re-cased Date of birth reformatted Date of birth unreadable Phone missing area code+3 more
ENR-137139	ENR	James Johnson	1955-03-03	UHC-45826-69	—	4782 Main St, San Antonio, TX, 78236	0.50	Name split from “Last, First”Phone missing area code Street suffix standardised Address re-cased+3 more
ENR-140994	ENR	Susan Contreras	1963-04-01	UHC-06057-20	—	7437 Sage Ct, Columbus, OH, 43295	0.50	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+3 more
ENR-122275	ENR	Bradley Q Sims	2006-09-04	UHC-24731-14	—	5554 Cedar Ln, Atlanta, GA	0.50	Phone missing area code City re-cased State code upper-cased ZIP missing+3 more
ENR-138145	ENR	Kenneth E Woods	1963-12-26	UHC-80979-49	—	6704 Sage Ct, Seattle, WA, 98171	0.50	Name re-cased Date of birth reformatted Phone missing area code Member ID reformatted+3 more
ENR-128876	ENR	Turnner I Alexander	1965-08-27	UHC-98406-32	—	429 Pine Dr, Sacramento, CA, 95897	0.50	Name split from “Last, First”Phone missing area code Street suffix standardised Address re-cased+3 more
ENR-132343	ENR	Bobby Riley	1960-03-26	UHC-22969-34	—	2284 Main St, Denver, CO, 80205	0.50	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
ENR-142627	ENR	Juan Snyder	1939-04-17	UHC-15581-31	—	7663 Spring St, Las Vegas, NV, 89164	0.50	Name re-cased Phone missing area code Street suffix standardised Address re-cased+3 more
ENR-114940	ENR	Mary Fields	1941-09-09	UHC-14826-97	—	6672 Elm St, Denver, CO, 80238	0.50	Name re-cased Phone missing area code Street suffix standardised Address re-cased+3 more
ENR-126484	ENR	Anna P Watkins	1983-08-25	UHC-81236-85	—	5278 Sunset Blvd, Seattle, WA, 98129	0.50	Name split from “Last, First”Phone missing area code Member ID reformatted Street suffix standardised+3 more
ENR-110472	ENR	Dylan Santiago	1991-06-20	UHC-31030-97	—	8719 Pine Dr, Atlanta, GA, 30368	0.50	Name re-cased Two-digit birth year Phone missing area code City re-cased+3 more
ENR-111011	ENR	Jeremy Schmidt	1971-11-24	UHC-95137-59	—	4185 Meadow Ln, Los Angeles, CA, 90068	0.50	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
ENR-139111	ENR	Yuki Ruiz	1972-03-21	UHC-19041-11	—	6056 Ridge Rd, Nashville, TN, 37257	0.50	Name split from “Last, First”Date of birth reformatted Phone missing area code Street suffix standardised+3 more
ENR-133727	ENR	Zachary U Morris	1985-09-28	UHC-13938-46	—	6613 Pine Dr, Fresno, CA, 93723	0.50	Name re-cased Phone missing area code Street suffix standardised Address re-cased+3 more
ENR-106540	ENR	Austin Jordan	1951-04-05	UHC-02354-94	—	4762 Church St Apt 30, Eden Prairie, MN, 55340	0.50	Date of birth reformatted Phone missing area code Unit split from street Street suffix standardised+3 more
ENR-134734	ENR	Bryan Matthews	1988-07-28	UHC-23750-61	—	8907 Harbor Blvd, Plano, TX, 75085	0.50	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
ENR-117405	ENR	Eddie Alvarez	1948-01-05	—	—	9770 Highland Ave, Fresno, CA, 93745	0.50	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+3 more
ENR-140952	ENR	Marilyn Hart	1964-01-17	UHC-50479-15	—	448 Highland Ave, Eden Prairie, MN, 55376	0.50	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+3 more
ENR-143021	ENR	Tyler S Anderson	2002-09-16	UHC-60331-66	—	7392 Main St, Sacramento, CA	0.50	Name re-cased Phone missing area code Street suffix standardised Address re-cased+3 more
ENR-107863	ENR	Roger Gonzalez	1979-03-28	UHC-13173-01	—	4584 Central Ave, Los Angeles, CA, 90057	0.50	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
ENR-107864	ENR	Roger Gonzalez	1979-03-28	UHC-13173-01	—	4584 Central Ave, Los Angeles, CA, 90057	0.50	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
ENR-125852	ENR	Angela L Wagner	1942-12-13	—	—	1573 Maple Ave, Tucson, AZ, 85713	0.52	Phone missing area code Street suffix standardised Address re-cased Gender normalised+2 more
ENR-130206	ENR	Mary C Ferguson	1953-05-16	UHC-59478-04	—	9096 Park Pl, Atlanta, GA, 30358	0.52	Name re-cased Phone missing area code City re-cased State name converted to code+2 more
ENR-110580	ENR	Cheryl Daniels	1966-01-28	UHC-21002-42	—	1820 Jefferson Ave, Phoenix, AZ, 85091	0.52	Name split from “Last, First”Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-142477	ENR	Jeremy G Scott	1980-01-26	UHC-34112-33	—	9678 Forest Ave, Dallas, TX, 75225	0.52	Name re-cased Two-digit birth year Phone missing area code Street suffix standardised+2 more
ENR-114324	ENR	Ronald R Lawson	1991-08-03	UHC-93268-33	—	4129 Highland Ave, San Antonio, TX, 78241	0.52	Phone missing area code Street suffix standardised Address re-cased City re-cased+2 more
ENR-141146	ENR	Brian Fox	1969-01-20	UHC-56910-92	—	3889 Spring St, Chandler, AZ, 85204	0.52	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+2 more
ENR-101600	ENR	Walter Garza	2008-06-23	UHC-07202-12	—	5014 Ocean Ave, Charlotte, NC, 28269	0.52	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-142110	ENR	Sandra Hudson	1987-04-08	UHC-87344-62	—	4344 Desert Sky Blvd, Seattle, WA, 98100	0.52	Name re-cased Two-digit birth year Phone missing area code Street suffix standardised+2 more
ENR-139011	ENR	Patrick I Santiago	1951-07-19	UHC-87991-71	—	1176 Willow Ct, Fresno, CA, 93798	0.52	Name re-cased Phone missing area code SSN last four extracted Street suffix standardised+2 more
ENR-114206	ENR	William M Herrera	—	UHC-27008-72	—	1009 Church St, Minneapolis, MN, 55447	0.52	Name re-cased Date of birth unreadable Phone missing area code State name converted to code+2 more
ENR-115373	ENR	Susan Ward	1959-08-18	UHC-02824-24	—	8521 Highland Ave, Nashville, TN, 37228	0.52	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-102571	ENR	Mei F Estrada	1958-06-13	UHC-89965-96	—	8211 Church St, Tempe, AZ	0.52	Phone missing area code Street suffix standardised Address re-cased ZIP missing+2 more
ENR-121796	ENR	Philip Perez	1975-01-14	UHC-11905-66	—	8397 Sage Ct, Phoenix, AZ, 85084	0.52	Phone missing area code Street suffix standardised Address re-cased City re-cased+2 more
ENR-108611	ENR	Julia V Peterson	1944-12-08	UHC-94819-32	—	718 Palm Dr # 820, Dallas, TX, 75255	0.52	Phone missing area code Unit split from street Street suffix standardised Address re-cased+2 more
ENR-119504	ENR	Lucia Smith	1998-06-16	UHC-11040-64	—	2181 Forest Ave, Houston, TX, 77007	0.52	Name split from “Last, First”Date of birth reformatted Phone missing area code Street suffix standardised+2 more
ENR-119987	ENR	Matthews Lori	2000-11-13	UHC-03231-10	—	6793 Market St, Mesa, AZ, 85218	0.52	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+2 more
ENR-134690	ENR	Dorothy Franklin	1976-08-17	UHC-90811-84	—	1448 Desert Sky Blvd, Atlanta, GA, 30389	0.52	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-134698	ENR	Cynthia Carlson	1997-07-15	UHC-39422-61	—	4545 Park Pl, Chandler, AZ, 85297	0.52	Name split from “Last, First”Date of birth reformatted Phone missing area code State name converted to code+2 more
ENR-128228	ENR	Meyer C Scott	—	UHC-86113-05	—	7628 Sage Ct, Phoenix, AZ, 85083	0.52	Date of birth unreadable Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-126026	ENR	Charles E George	1984-08-28	UHC-68001-45	—	8364 Camelback Rd, Nashville, TN, 37225	0.52	Phone missing area code Street suffix standardised Address re-cased City re-cased+2 more
ENR-122738	ENR	Holmes U Arjun	1978-11-22	UHC-29447-82	—	5851 Main St, Glendale, AZ, 85333	0.52	Phone missing area code Street suffix standardised Address re-cased Gender normalised+2 more
ENR-103465	ENR	Lawrence Morales	1957-08-11	UHC-63515-18	—	5156 Forest Ave, Gilbert, AZ, 85262	0.52	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+2 more

1,095 rows, page 5 of 22Previous Next