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-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-142994	ENR	Aaron T Alexander	1993-07-23	UHC-25370-27	5785142617	5873 Union St, Tampa, FL, 33615	0.64	Name re-cased Two-digit birth year 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-115836	ENR	Kenneth Harrison	1961-04-04	UHC-81468-72	—	1680 Lake View Rd, Las Vegas, NV	0.64	Name re-cased Date of birth reformatted State name converted to code ZIP missing+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-141501	ENR	Carolyn Flores	1964-05-16	UHC-75026-55	9022803240	2384 Apache Blvd, Los Angeles, CA, 90037	0.64	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-133330	ENR	Omar I Hernandez	2006-04-17	UHC-76794-85	—	3106 Willow Ct, Phoenix, AZ, 85019	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-127405	ENR	Mateo S Burton	1997-10-03	UHC-08742-63	7139639463	3588 Main St, Plano, TX, 75035	0.64	Two-digit birth year Street suffix standardised Address re-cased City re-cased+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-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-138961	ENR	Douglas Banks	1982-01-06	UHC-51125-18	—	1901 Mountain View Dr, Sacramento, CA, 95895	0.64	Street suffix standardised Address re-cased Email lower-cased Gender normalised+2 more
ENR-134473	ENR	Christina XJunk	1980-06-05	UHC-44252-83	—	9715 Meadow Ln, Scottsdale, AZ, 85296	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+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-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-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-115860	ENR	Nathan Black	1977-10-02	UHC-58673-95	—	6520 Pine Dr, Los Angeles, CA, 90011	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
ENR-112086	ENR	Evelyn Austin	1953-04-15	UHC-82037-47	—	6261 Church St, Gilbert, AZ, 85299	0.64	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+2 more
ENR-112087	ENR	Evelyn Austin	1953-04-15	UHC-82037-47	—	6261 Church St, Gilbert, AZ, 85299	0.64	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+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-138981	ENR	Samantha H Armstrong	—	UHC-46849-18	4226324549	6687 Elm St, Denver, CO, 80297	0.64	Name re-cased Date of birth missing 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-140044	ENR	Charlotte F Ross	1978-02-09	UHC-07779-40	—	2008 Ocean Ave, Dallas, TX	0.64	Street suffix standardised Address re-cased City re-cased ZIP missing+2 more
ENR-122669	ENR	Willliam I Stewart	1961-07-10	UHC-93919-22	6522388424	3967 Central Ave, San Antonio, TX, 78270	0.64	Name split from “Last, First”Date of birth reformatted State code upper-cased ZIP+4 trimmed+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-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-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-109424	ENR	Ralph R Rios	1942-07-13	UHC-62279-46	4883355336	6066 Apache Blvd, Fresno, CA, 93795	0.64	Name re-cased Date of birth reformatted 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-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-103150	ENR	Evelyn Y Green	1999-02-03	UHC-14885-23	2777100758	7071 Oak St, Denver, CO, 80209	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
ENR-123589	ENR	Kenneth W Stewart	1946-06-05	UHC-80393-86	8564494783	5531 River Rd, Plano, TX, 75090	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-114629	ENR	Valentina Marshall	—	UHC-34628-13	5736138237	6701 Mountain View Dr, Austin, TX, 78717	0.64	Date of birth unreadable Street suffix standardised Address re-cased City re-cased+2 more
ENR-139510	ENR	Frank D Wang	1974-04-11	UHC-52030-56	8656849700	9191 Union St # 504, Tempe, AZ, 85203	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-107586	ENR	Henry A Mendez	1981-08-06	UHC-27527-73	—	7683 Meadow Ln, Jacksonville, FL	0.64	Name re-cased Member ID reformatted ZIP missing Gender normalised+2 more
ENR-134998	ENR	Eric Foster	1953-07-26	UHC-04955-08	3585718910	4997 Elm St, Tempe, AZ, 85241	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-106337	ENR	Thomas Q Hart	2004-09-01	UHC-88572-81	—	3114 Sage Ct, Seattle, WA, 98128	0.64	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+2 more
ENR-126910	ENR	George Rios	1946-03-27	UHC-14932-67	9444237590	514 Park Pl, Atlanta, GA, 30342	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-101906	ENR	Ethan J Herrera	1948-01-21	UHC-58484-97	9246163522	3154 Sunset Blvd # 524, Glendale, AZ, 85388	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-126425	ENR	Santiago B Robertson	2005-09-25	UHC-96558-10	5973378221	915 Canyon Rd, Minneapolis, MN, 55461	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-122649	ENR	Joshua O Turner	2006-01-21	UHC-52997-64	5898925828	1947 Grand Ave, Houston, TX, 77024	0.64	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+2 more
ENR-112357	ENR	Jonathan G Gardner	1959-12-22	UHC-56406-57	2607069786	4766 Canyon Rd, Dallas, TX, 75244	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-105533	ENR	Anna Willis	1963-11-06	UHC-02375-50	7695472625	7346 Grand Ave, Seattle, WA, 98119	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-100590	ENR	Anna P West	1992-12-07	UHC-73605-83	2044924905	4679 Harbor Blvd, Scottsdale, AZ, 85260	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-138213	ENR	Nancy W Morles	1945-10-03	UHC-29743-13	6607485132	2130 Forest Ave, Mesa, AZ, 85239	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-125496	ENR	Carlos K Howard	1959-05-04	—	9797037808	4386 Palm Dr Apt 25, Orlando, FL, 32891	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-102329	ENR	Bobby Kelly	1975-04-25	UHC-98988-55	3875832552	5505 Washington St # 655, Columbus, OH, 43298	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-104921	ENR	John S Howarrd	1966-05-09	UHC-29863-30	4729471098	1195 Washington St, Chandler, AZ, 85235	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more

16,916 rows, page 95 of 339Previous Next