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-132354	ENR	Denise Woods	1954-12-11	UHC-11661-57	—	7491 Hillcrest Rd, Columbus, OH, 43248	0.66	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-101497	ENR	Dorothy Jackson	2008-11-10	UHC-09214-53	9759369494	6142 Lake View Rd, Denver, CO, 80268	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted ZIP+4 trimmed+1 more
ENR-118877	ENR	Carlos M Moore	1960-12-21	UHC-01951-86	9678945504	2901 Main St, San Antonio, TX, 78289	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-113243	ENR	Virginia D Cruuz	1950-06-15	UHC-48332-68	—	1146 Baseline Rd, Plano, TX, 75001	0.66	Middle initial moved out of first name Date of birth reformatted Phone missing area code Whitespace trimmed+1 more
ENR-124588	ENR	Aisha Snyder	1967-03-11	UHC-55261-40	—	7756 Hillcrest Rd, Atlanta, GA, 30333	0.66	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+1 more
ENR-107582	ENR	Mark D Espinoza	1947-12-03	UHC-46329-47	6137008519	8996 Ridge Rd, Plano, TX, 75018	0.66	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-141848	ENR	Mateo B Simpson	1994-10-16	UHC-34741-79	2039855055	2939 Broadway, Las Vegas, NV, 89108	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Address re-cased+1 more
ENR-123055	ENR	Carllos Luna	1956-11-05	UHC-61107-88	—	8583 Jefferson Ave, Denver, CO, 80271	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-102235	ENR	Margaret Lawrence	1938-11-02	UHC-48899-77	—	218 Washington St, Plano, TX, 75018	0.66	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+1 more
ENR-100671	ENR	Amber Bnenett	1959-05-15	UHC-43794-53	6002079323	1407 Palm Dr, Fresno, CA, 93717	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted State name converted to code+1 more
ENR-133386	ENR	Yuki S Bradley	1968-03-18	UHC-33277-67	4419526572	7211 Jefferson Ave, Eden Prairie, MN, 55360	0.66	Date of birth reformatted Phone reformatted ZIP+4 trimmed Gender normalised+1 more
ENR-131114	ENR	Sandra H Vasquez	1937-09-12	UHC-61566-57	8314744473	5203 Church St, Dallas, TX, 75283	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-122813	ENR	Kimebrly Q Gardner	1968-11-23	UHC-05701-79	—	1126 Washington St, Columbus, OH, 43247	0.66	Name re-cased Date of birth reformatted State name converted to code ZIP+4 trimmed+1 more
ENR-137329	ENR	Larry Reyes	1965-06-27	UHC-64902-70	—	4844 Park Pl, Plano, TX	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-113259	ENR	Ruth Griffin	1985-11-06	UHC-42941-09	6256929052	1018 Lake View Rd, Scottsdale, AZ, 85285	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-107244	ENR	Ahmed B Biley	1978-05-10	UHC-12383-43	—	5091 Broadway, Atlanta, GA	0.66	Name re-cased Date of birth reformatted Phone missing area code ZIP missing+1 more
ENR-133205	ENR	Christine H Gilbert	1995-01-23	UHC-50271-21	6524674613	866 Pine Dr, San Diego, CA, 92178	0.66	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-117104	ENR	Michael George	1997-12-10	UHC-99535-98	6969218894	499 Sunset Blvd, Los Angeles, CA	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-102365	ENR	Maria P Myers	1998-02-16	UHC-78259-73	8343850501	7724 Sage Ct Apt 28, Tampa, FL, 33676	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+1 more
ENR-102542	ENR	Justin A Myes	1972-03-15	UHC-69978-94	2827644427	1634 Apache Blvd, San Diego, CA	0.66	Name re-cased Date of birth reformatted Phone reformatted ZIP missing+1 more
ENR-138650	ENR	Jose J Yang	1996-12-24	UHC-79343-17	6139254564	6764 Ridge Rd Apt 11, Tampa, FL, 33657	0.66	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-126295	ENR	Gregory S Wagner	1968-04-22	UHC-10634-98	9892776402	3175 Mesa Dr, Scottsdale, AZ, 85228	0.66	Name split from “Last, First”Date of birth reformatted State code upper-cased ZIP+4 trimmed+1 more
ENR-111524	ENR	Sandra Franklin	1938-10-06	UHC-51432-41	8322977462	3855 Oak St, Fresno, CA, 93752	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+1 more
ENR-103240	ENR	Andrea Cook	1969-03-28	UHC-23088-75	6877379373	8650 Maple Ave, Scottsdale, AZ	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted ZIP missing+1 more
ENR-119678	ENR	Gabriel Meyer	1980-09-10	UHC-93627-27	9462059099	3324 Ocean Ave, Nashville, TN, 37239	0.66	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-133560	ENR	MadisonJunk	1966-11-16	UHC-58752-22	3446203431	3811 Bayshore Dr, Scottsdale, AZ, 85291	0.66	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared+1 more
ENR-141703	ENR	Don R Silva	1940-01-23	UHC-12940-18	—	7928 Union St, Las Vegas, NV, 89128	0.66	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-114475	ENR	Helen McCoy	2004-04-17	UHC-96672-11	4133819639	5375 Oak St, Mesa, AZ	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-123521	ENR	Benjamin Taylor	2001-12-08	UHC-67866-65	—	6565 Cedar Ln Apt 23, Las Vegas, NV, 89175	0.66	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-112152	ENR	Vincent Gomez	1987-11-04	UHC-91184-90	8724311892	4262 Spring St, San Antonio, TX, 78295	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-115961	ENR	Samel J Ellis	1946-11-02	UHC-35009-37	8104327908	4689 Apache Blvd, Tempe, AZ, 85258	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+1 more
ENR-138845	ENR	Gary J Graham	1991-05-19	—	2753363092	6136 Willow Ct, Los Angeles, CA, 90038	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-138733	ENR	Alice R Maldonado	1968-07-03	UHC-09345-46	6443068747	8532 Valley View Dr, Los Angeles, CA, 90086	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+1 more
ENR-104316	ENR	Gerald Q Anderson	1983-03-15	UHC-62113-50	4298781475	9159 Jefferson Ave Apt 3, Tucson, AZ, 85757	0.66	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+1 more
ENR-109150	ENR	Emily Silvva	1976-12-22	UHC-43687-71	—	4265 Union St, Los Angeles, CA, 90067	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-124392	ENR	Michelle N Carroll	1980-12-26	UHC-10245-69	—	927 Indian School Rd # 271, San Antonio, TX, 78203	0.66	Name re-cased Date of birth reformatted Phone missing area code Unit split from street+1 more
ENR-110024	ENR	Kimberly Bryant	2001-09-27	UHC-41397-22	6588041763	9728 Lincoln Way, Orlando, FL	0.66	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-134366	ENR	Russell J Holmes	1969-07-10	UHC-68851-64	4113858348	6297 Sage Ct # 452, Atlanta, GA, 30312	0.66	Middle initial moved out of first name Date of birth reformatted Phone reformatted Unit split from street+1 more
ENR-119605	ENR	Doris X Cerroll	1985-10-24	UHC-14268-87	4776028146	5143 Indian School Rd, Dallas, TX, 75295	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+1 more
ENR-103603	ENR	Timothy Wilson	1995-03-24	UHC-70158-96	6073712460	9453 Central Ave, Orlando, FL, 32816	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted ZIP+4 trimmed+1 more
ENR-102274	ENR	Julia V Hudson	1973-04-10	UHC-14027-60	5103754706	6316 Forest Ave, Los Angeles, CA, 90073	0.66	Name split from “Last, First”Date of birth reformatted Gender normalised Whitespace trimmed+1 more
ENR-101594	ENR	Jordaan G Cruz	2008-01-23	UHC-28356-94	9724552637	4114 Spring St, Plano, TX, 75047	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-124890	ENR	Michelle O Hansen	1970-09-01	UHC-73917-55	4246315895	2356 Church St, Mesa, AZ, 85259	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+1 more
ENR-138990	ENR	Marcus R Luna	1955-03-12	UHC-01356-25	2348831994	5242 Lake View Rd, Tampa, FL, 33623	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-100691	ENR	Bobby J Arnold	1993-03-03	UHC-10974-02	4313031794	8996 River Rd, Fresno, CA, 93790	0.66	Middle initial moved out of first name Date of birth reformatted ZIP+4 trimmed Whitespace trimmed+1 more
ENR-125976	ENR	Marcus Burns	1966-09-19	UHC-37882-51	4782927645	2113 Washington St, Columbus, OH, 43279	0.66	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-132643	ENR	Teresa Bishop	1961-04-10	UHC-34907-30	6129120926	314 Church St Apt 20, Tampa, FL, 33601	0.66	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+1 more
ENR-133437	ENR	Donna Cole	1963-10-15	UHC-91826-55	6244676373	5655 Apache Blvd, Chandler, AZ, 85231	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-133436	ENR	Donna Cole	1963-10-15	UHC-91826-55	6244676373	5655 Apache Blvd, Chandler, AZ, 85231	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-138646	ENR	Martha A Cook	1983-01-04	UHC-59990-86	9853291648	948 Highland Ave, Plano, TX, 75019	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more

13,989 rows, page 96 of 280Previous Next