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-102263	ENR	Simpson Aisha	2005-09-18	UHC-17586-98	4215249009	3633 Pine Dr, Tampa, FL	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-107272	ENR	Cheryl N Munoz	1946-05-05	UHC-39247-46	8498714888	9140 Lake View Rd, Tempe, AZ, 85297	0.66	Name split from “Last, First”Date of birth reformatted Member ID reformatted SSN last four extracted+1 more
ENR-110985	ENR	Katherine U Black	1972-06-08	UHC-24121-40	5484514222	5352 Mesa Dr, Houston, TX, 77079	0.66	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-139053	ENR	David Webb	1962-05-23	UHC-26994-62	—	602 Hillcrest Rd, Tempe, AZ, 85213	0.66	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+1 more
ENR-116848	ENR	Brenda U Diaz	1997-06-04	UHC-52291-91	7737240838	2359 Apache Blvd, Scottsdale, AZ, 85230	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-127370	ENR	Sean N Chapman	2002-02-14	UHC-35561-40	—	6702 Church St, Minneapolis, MN, 55483	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-127588	ENR	Thomas V Hawkins	1966-03-15	UHC-30123-45	7217849964	—	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+1 more
ENR-112051	ENR	Julye K Hamilton	1976-02-10	UHC-15384-45	6145439499	2564 Washington St, Chandler, AZ	0.66	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-127679	ENR	Joyce R Olson	1996-10-10	UHC-61535-21	9624118270	4027 Mountain View Dr, Houston, TX, 77042	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-127680	ENR	Joyce R Olson	1996-10-10	UHC-61535-21	9624118270	4027 Mountain View Dr, Houston, TX, 77042	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-126076	ENR	Lauren Vasquez	1966-08-26	UHC-24175-19	2868492167	7678 Grand Ave, Tempe, AZ, 85274	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-105048	ENR	Chris Q Weaver	1978-09-07	UHC-31234-24	9402605402	2107 River Rd, Mesa, AZ, 85227	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+1 more
ENR-114799	ENR	Jaack V Guerrero	1992-12-04	UHC-47990-80	3945006227	197 Sage Ct Apt 25, Chandler, AZ, 85226	0.66	Date of birth reformatted Phone reformatted Unit split from street Gender normalised+1 more
ENR-124871	ENR	Noah Herrera	1987-02-24	UHC-59910-68	8788738929	2993 Union St # 510, Seattle, WA, 98167	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+1 more
ENR-105316	ENR	Danielle P Lynch	2000-02-09	UHC-65454-97	3177249878	1905 Elm St, Minneapolis, MN, 55432	0.66	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+1 more
ENR-112921	ENR	Alan N Dixon	1969-05-01	UHC-93773-21	5022758438	1795 Indian School Rd, Tucson, AZ, 85724	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-129316	ENR	Bradley Z Jimenez	1967-03-16	UHC-54645-32	3084149451	186 Camelback Rd # 179, Glendale, AZ	0.68	Date of birth reformatted Phone reformatted Unit split from street ZIP missing
ENR-118540	ENR	Dennis Contreras	1998-08-27	UHC-23357-72	2344197421	1344 Mountain View Dr, Orlando, FL, 32830	0.68	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised
ENR-126599	ENR	Melissa I Gibson	1965-07-09	UHC-50376-45	—	9252 Mesa Dr, Mesa, AZ, 85294	0.68	Name re-cased Date of birth reformatted Phone missing area code ZIP+4 trimmed
ENR-141503	ENR	Heather H Cruz	1979-04-21	UHC-18089-98	2159256455	—	0.68	Middle initial moved out of first name Date of birth reformatted Phone reformatted Gender normalised
ENR-111393	ENR	Cole Amanda	1965-07-03	UHC-99435-72	2735283878	4164 Broadway, Sacramento, CA, 95819	0.68	Date of birth reformatted Phone reformatted State name converted to code Gender normalised
ENR-125163	ENR	Melissa M Lucas	1958-02-13	UHC-85278-67	9513257060	3535 Lake View Rd, Seattle, WA, 98151	0.68	Name split from “Last, First”Date of birth reformatted Phone reformatted ZIP+4 trimmed
ENR-121977	ENR	Omar Chavez	1975-12-25	UHC-90070-55	—	2433 Baseline Rd, Seattle, WA, 98132	0.68	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased
ENR-107195	ENR	Steven Weer	1994-06-16	UHC-54394-70	5059510649	—	0.68	Name split from “Last, First”Date of birth reformatted Gender normalised Whitespace trimmed
ENR-100679	ENR	Judith Ortiz	1981-01-05	UHC-54768-83	7887199290	633 Spring St Apt 30, Columbus, OH	0.68	Date of birth reformatted Phone reformatted Unit split from street ZIP missing
ENR-100205	ENR	Vincent Y Ruiz	2005-09-28	UHC-75913-18	7193792334	3625 Church St, Orlando, FL, 32803	0.68	Middle initial moved out of first name Date of birth reformatted City re-cased Gender normalised
ENR-139909	ENR	Jessica A George	1949-12-04	UHC-93474-84	7059467008	5100 Valley View Dr, Seattle, WA, 98142	0.68	Middle initial moved out of first name Date of birth reformatted Phone reformatted State name converted to code
ENR-134389	ENR	Olivia Chapman	1956-02-05	UHC-95278-33	5139680812	6806 Bayshore Dr, Jacksonville, FL, 32280	0.68	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased
ENR-137977	ENR	Cynthia Weber	1989-03-13	UHC-51670-82	6978675698	37 Elm St, Tampa, FL, 33648	0.68	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code
ENR-123245	ENR	Oliiva S Gilbret	1944-05-17	UHC-20851-36	3075504591	3145 Willow Ct, Gilbert, AZ, 85229	0.68	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed
ENR-101464	ENR	Stephen T Burns	1972-01-19	UHC-47911-67	4254694421	6488 Spring St, Denver, CO, 80276	0.68	Date of birth reformatted Phone reformatted State name converted to code ZIP+4 trimmed
ENR-142595	ENR	ShirleyJunk	1949-03-16	UHC-56574-44	3376321598	4682 Ocean Ave, Columbus, OH, 43208	0.68	Date of birth reformatted ZIP+4 trimmed Placeholder values cleared No usable name (quarantined)
ENR-141274	ENR	Jacqueline C Gomez	2006-02-09	UHC-63509-85	3884183106	3490 Forest Ave, Tucson, AZ, 85729	0.68	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised
ENR-105765	ENR	Hawkins Jordan	2005-02-03	UHC-41842-89	8509682789	5341 Sunset Blvd, Jacksonville, FL	0.68	Name split from “Last, First”Date of birth reformatted Phone reformatted ZIP missing
ENR-111260	ENR	Philip Wright	1998-04-12	UHC-98948-34	6736256120	1137 Hillcrest Rd, Las Vegas, NV, 89166	0.68	Name split from “Last, First”Date of birth reformatted ZIP+4 trimmed Whitespace trimmed
ENR-133459	ENR	Elijah V Lynch	1952-11-08	UHC-37755-50	—	3236 Camelback Rd, Austin, TX, 78748	0.68	Date of birth reformatted SSN last four extracted Gender normalised Placeholder values cleared
ENR-135107	ENR	James I Freeman	1985-01-04	UHC-64293-35	—	6336 Market St, Charlotte, NC	0.68	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing
ENR-103942	ENR	Mason R Lawrence	1980-03-04	UHC-24473-72	—	7666 Baseline Rd, Scottsdale, AZ, 85206	0.68	Name split from “Last, First”Date of birth reformatted Email lower-cased Gender normalised
ENR-126596	ENR	Michael Sanders	1990-11-01	UHC-59749-51	—	8657 Mesa Dr, Scottsdale, AZ, 85200	0.68	Date of birth reformatted SSN last four extracted Email lower-cased Gender normalised
ENR-138734	ENR	Julia D Luna	1971-02-15	UHC-80595-34	4034715948	8584 Main St, Tampa, FL	0.68	Date of birth reformatted Phone reformatted ZIP missing Gender normalised
ENR-117818	ENR	Eric O Sullivan	1963-09-08	UHC-21997-61	4495005274	209 Mountain View Dr, Sacramento, CA	0.68	Date of birth reformatted Phone reformatted ZIP missing Gender normalised
ENR-129721	ENR	Arthur V Lawson	1980-01-04	UHC-45410-99	2375944552	6245 Union St, Tampa, FL, 33637	0.68	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised
ENR-100685	ENR	Judith Q Gonzales	1995-04-21	UHC-65932-60	—	144 Canyon Rd Apt 2, Seattle, WA, 98195	0.68	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased
ENR-102674	ENR	Marilyn M Gutierrez	1964-04-03	UHC-79657-83	6855161333	1528 Camelback Rd, Charlotte, NC, 28292	0.68	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased
ENR-133783	ENR	Ahmed Nichols	1966-12-09	UHC-99284-49	—	1682 Elm St, Mesa, AZ, 85236	0.68	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised
ENR-138974	ENR	Lawrence Ramirez	1993-03-11	UHC-95611-07	—	1423 Cedar Ln Apt 23, Tucson, AZ, 85769	0.68	Date of birth reformatted Unit split from street State name converted to code Placeholder values cleared
ENR-135257	ENR	Alexander W Estrada	2004-12-02	UHC-81386-36	8435691803	2506 Indian School Rd, Houston, TX, 77036	0.68	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised
ENR-141321	ENR	Ryan U Brown	2004-10-07	UHC-61960-28	7533471667	2476 Washington St, Denver, CO, 80295	0.68	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised
ENR-129802	ENR	Austin T Young	2006-08-21	UHC-00858-64	—	4779 Meadow Ln, Minneapolis, MN, 55498	0.68	Name split from “Last, First”Date of birth reformatted Gender normalised Whitespace trimmed
ENR-138886	ENR	Gabriel Q Watson	1940-07-08	UHC-73072-51	—	2560 Central Ave, Tucson, AZ, 85779	0.68	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased

13,989 rows, page 105 of 280Previous Next