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 “Placeholder values cleared”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlaceholder values clearedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-115969	ENR	Stephen Heyes	1954-03-20	UHC-21260-70	6433471467	3539 Union St, Scottsdale, AZ, 85203	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-103132	ENR	Dennise C Perkins	1971-11-25	UHC-55403-36	8638741759	5125 Oak St, Glendale, AZ	0.48	Two-digit birth year Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-120358	ENR	Noah D Bryant	1949-03-15	UHC-89912-12	—	8174 Pine Dr, Jacksonville, FL, 32262	0.48	Name re-cased Two-digit birth year Phone missing area code Street suffix standardised+4 more
ENR-113088	ENR	Russell Marquez	1962-03-11	UHC-20668-29	—	2146 Mesa Dr, Scottsdale, AZ, 85285	0.48	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+4 more
ENR-113139	ENR	Luis U Bell	1956-03-23	UHC-85259-84	6519571616	9061 Meadow Ln, Atlanta, GA, 30300	0.48	Two-digit birth year Street suffix standardised Address re-cased City re-cased+4 more
ENR-132941	ENR	Paul Q Porter	1941-07-27	UHC-28456-84	2483459516	4240 Church St Apt 31, Plano, TX, 75025	0.48	Name split from “Last, First”Phone reformatted Member ID reformatted Unit split from street+4 more
ENR-108563	ENR	Kevin Rice	1953-10-21	UHC-17571-21	7408127885	7401 Pine Dr, Fresno, CA	0.48	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-120589	ENR	Fatima D Schmidt	1958-12-15	UHC-18800-64	—	8945 Jefferson Ave, Glendale, AZ, 85368	0.48	Name re-cased Street suffix standardised Address re-cased State name converted to code+4 more
ENR-118482	ENR	Christopher E Evans	1960-05-09	UHC-90954-06	5362182375	6340 Cedar Ln, San Diego, CA	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-116829	ENR	Sentiago A Wong	1969-01-19	UHC-35346-77	—	4049 Washington St, Houston, TX	0.48	Middle initial moved out of first name Street suffix standardised Address re-cased City re-cased+4 more
ENR-125751	ENR	Maria M Banks	1962-11-18	—	3439996331	6292 Church St, Los Angeles, CA	0.48	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-129065	ENR	Sarah Phillips	1981-01-22	UHC-31199-52	3443740128	1159 Spring St, Jacksonville, FL	0.48	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+4 more
ENR-134920	ENR	Sofia N Davys	1971-05-14	UHC-61212-01	—	1769 Lincoln Way Apt 32, Plano, TX, 75021	0.48	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+4 more
ENR-134233	ENR	Roy Reed	1975-08-05	UHC-26068-80	6882559284	4501 Indian School Rd, Fresno, CA, 93786	0.48	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
ENR-101617	ENR	Brandon O Adams	1957-09-08	UHC-04938-69	3874682776	2111 Jefferson Ave, Eden Prairie, MN, 55357	0.48	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-127986	ENR	Christian P Nelson	—	UHC-83748-44	6033036816	499 Pine Dr, Los Angeles, CA, 90068	0.48	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+4 more
ENR-141678	ENR	Gabriel Vazquez	1979-05-14	UHC-22403-99	5247442623	2070 Apache Blvd, Phoenix, AZ, 85060	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-134242	ENR	Raymond Hicks	2007-09-22	UHC-56313-54	8437869678	7323 Baseline Rd, Orlando, FL, 32825	0.48	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+4 more
ENR-129623	ENR	Arthur Ryan	1964-06-17	UHC-17123-61	6007025020	2777 Oak St Apt 5, Tampa, FL, 33672	0.48	Name re-cased Two-digit birth year Phone reformatted Unit split from street+4 more
ENR-113034	ENR	Linda Lawrence	1940-05-16	UHC-42978-12	8735890123	4617 Palm Dr Apt 39, Tucson, AZ, 85757	0.48	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-121278	ENR	Tyler Q Rose	1982-01-28	UHC-35992-83	—	959 Palm Dr, Mesa, AZ, 85272	0.48	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+4 more
ENR-104755	ENR	Nathan Morrison	—	UHC-32458-35	5257772917	1788 Valley View Dr, Seattle, WA, 98117	0.48	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+4 more
ENR-122780	ENR	Michelle Walker	2003-08-05	UHC-17580-14	3015838848	7539 Bayshore Dr Apt 19, Jacksonville, FL, 32259	0.48	Name re-cased Two-digit birth year Phone reformatted Unit split from street+4 more
ENR-123645	ENR	Carl N Valdez	1964-02-03	UHC-93111-39	4095222600	6049 Forest Ave, Atlanta, GA, 30380	0.48	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+4 more
ENR-133879	ENR	Harper K Philip	1963-02-22	UHC-80108-67	6875732299	3956 Bayshore Dr, Orlando, FL, 32854	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-108259	ENR	Kathryn Lawson	—	UHC-39531-79	6822446367	6646 Canyon Rd, Orlando, FL, 32893	0.48	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+4 more
ENR-127162	ENR	Jacob Z Carpenter	2007-11-22	UHC-24720-46	3346355146	5511 Mountain View Dr, Tempe, AZ, 85296	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-107978	ENR	George Munoz	1956-12-23	UHC-84709-91	3717474418	1291 Cedar Ln # 923, Tampa, FL, 33605	0.48	Phone reformatted Unit split from street Street suffix standardised Address re-cased+4 more
ENR-107977	ENR	George Munoz	1956-12-23	UHC-84709-91	3717474418	1291 Cedar Ln # 923, Tampa, FL, 33605	0.48	Phone reformatted Unit split from street Street suffix standardised Address re-cased+4 more
ENR-142214	ENR	Diane Gordon	1974-08-21	UHC-37282-96	—	9704 Sage Ct, Plano, TX	0.48	Member ID reformatted Street suffix standardised Address re-cased State name converted to code+4 more
ENR-126177	ENR	Samuel N Marquez	1995-12-04	UHC-23159-56	2459718161	927 Church St, Phoenix, AZ, 85093	0.48	Name re-cased Two-digit birth year Phone reformatted SSN last four extracted+4 more
ENR-104038	ENR	Megan K Gordon	2001-04-14	UHC-50440-17	7984445814	5144 Maple Ave Apt 28, Tampa, FL, 33663	0.48	Name re-cased Unit split from street Street suffix standardised Address re-cased+4 more
ENR-134863	ENR	Stephen Q Alvarado	1990-04-08	UHC-69270-12	7345033997	580 Grand Ave, Scottsdale, AZ, 85217	0.48	Name re-cased Two-digit birth year Member ID reformatted Street suffix standardised+4 more
ENR-132811	ENR	Gregory V Weaver	1940-03-01	UHC-54753-15	—	2147 Hillcrest Rd, Denver, CO	0.48	Name re-cased Street suffix standardised Address re-cased ZIP missing+4 more
ENR-108837	ENR	Lori J Lucas	—	UHC-00588-86	2448153512	9365 Palm Dr, Denver, CO, 80288	0.48	Name re-cased Date of birth reformatted Date of birth unreadable Street suffix standardised+4 more
ENR-101665	ENR	Virginia L Thomas	1988-05-17	UHC-94590-15	9125701293	1797 Lake View Rd, Gilbert, AZ, 85235	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-112945	ENR	Olivia Tran	1980-03-18	UHC-76853-38	—	3305 Indian School Rd, Mesa, AZ, 85293	0.48	Street suffix standardised Address re-cased State name converted to code Email lower-cased+4 more
ENR-121209	ENR	Chaarles Hunt	1970-07-25	UHC-19975-87	2439283590	3754 Union St Apt 40, Orlando, FL, 32869	0.48	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-103106	ENR	Albert I Lane	1994-01-16	UHC-80551-45	6895672062	3769 Pine Dr, Denver, CO	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-130789	ENR	Matt Roberts	1981-08-12	UHC-34127-65	9213863935	5944 Bayshore Dr, Las Vegas, NV, 89188	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-137121	ENR	Michael N Carpenter	1995-07-11	UHC-99707-65	—	8019 Market St Apt 13, Plano, TX, 75001	0.48	Name split from “Last, First”Date of birth reformatted Unit split from street Street suffix standardised+4 more
ENR-108233	ENR	Madison Aguilar	2001-03-02	UHC-63465-62	2406933650	2689 Forest Ave # 113, Mesa, AZ, 85258	0.48	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
ENR-104192	ENR	Philip Gray	1948-10-06	UHC-41519-25	8574170224	9035 Willow Ct, Seattle, WA, 98164	0.48	Name split from “Last, First”Phone reformatted SSN last four extracted Street suffix standardised+4 more
ENR-127587	ENR	Debra L Garza	1984-04-28	UHC-51147-76	7983785945	6588 Ocean Ave, Columbus, OH	0.48	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+4 more
ENR-119040	ENR	Patricia K Obrien	1968-08-18	UHC-18106-84	—	5502 Valley View Dr, Orlando, FL, 32851	0.48	Name split from “Last, First”Middle initial moved out of first name Name re-cased Date of birth reformatted+4 more
ENR-114090	ENR	Keith B Olson	2006-03-05	UHC-20417-55	9494048924	500 Highland Ave, Sacramento, CA, 95828	0.48	Middle initial moved out of first name Name re-cased Two-digit birth year Phone reformatted+4 more
ENR-121148	ENR	Gary G Diaz	1989-06-16	UHC-46839-16	4233148081	4178 Baseline Rd, Chandler, AZ, 85225	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-124727	ENR	Larry Chapman	1981-11-16	UHC-75031-60	2542524594	3349 Union St, Eden Prairie, MN, 55390	0.48	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-138703	ENR	Christopher Davis	1986-04-14	UHC-15407-27	3003032139	6306 Jefferson Ave, Atlanta, GA, 30301	0.48	Name split from “Last, First”Phone reformatted Member ID reformatted SSN last four extracted+4 more
ENR-109258	ENR	Jeremy K Mitchell	2003-04-22	UHC-39524-30	2295039534	7007 Camelback Rd, Nashville, TN, 37206	0.48	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+4 more

16,916 rows, page 12 of 339Previous Next