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-116460	ENR	Jean Rojas	1967-09-27	UHC-90958-81	—	3453 Broadway, Orlando, FL, 32829	0.66	Name split from “Last, First”Address re-cased Email lower-cased Gender normalised+1 more
ENR-142983	ENR	Eugene Tyalor	1994-10-05	UHC-84843-28	5392950074	839 Canyon Rd, Las Vegas, NV, 89197	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
ENR-101872	ENR	Jordan Y Hoffman	1952-05-02	UHC-31665-66	9387016755	5062 Desert Sky Blvd Apt 33, Las Vegas, NV, 89113	0.66	Phone reformatted Unit split from street ZIP+4 trimmed Whitespace trimmed+1 more
ENR-101873	ENR	Jordan Y Hoffman	1952-05-02	UHC-31665-66	9387016755	5062 Desert Sky Blvd Apt 33, Las Vegas, NV, 89113	0.66	Phone reformatted Unit split from street ZIP+4 trimmed Whitespace trimmed+1 more
ENR-133791	ENR	Raymond M Baker	1977-10-18	UHC-89971-89	3817739398	3551 Ridge Rd # 236, Scottsdale, AZ, 85226	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-108743	ENR	Ryan Russell	1973-05-02	UHC-72695-19	5829805593	351 Ocean Ave, Tempe, AZ, 85260	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
ENR-109779	ENR	Ana Hunter	2008-10-04	UHC-68356-50	6402136733	6740 Hillcrest Rd # 540, Las Vegas, NV, 89121	0.66	Name split from “Last, First”Date of birth reformatted Member ID reformatted Unit split from street+1 more
ENR-123176	ENR	Angela P Hamilton	1960-09-08	UHC-96995-64	—	1326 Valley View Dr Apt 31, Houston, TX, 77096	0.66	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-100683	ENR	Maria D Wheeler	1968-08-13	UHC-92131-92	9435015807	9013 Willow Ct, Tempe, AZ, 85251	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-122485	ENR	Billy Griffin	1986-06-20	UHC-51997-76	—	1134 Valley View Dr, Houston, TX, 77016	0.66	Name re-cased Phone missing area code Street suffix standardised Address re-cased+1 more
ENR-138654	ENR	Harold Barnes	1995-04-05	UHC-11839-77	8725208417	683 Hillcrest Rd, Jacksonville, FL, 32299	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-100661	ENR	Jessica F Yang	1998-10-26	UHC-15571-89	4953542647	6280 Lake View Rd, Los Angeles, CA, 90024	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-113325	ENR	Kevin M James	1968-07-04	UHC-20440-30	8022184183	7132 Lake View Rd, Orlando, FL, 32841	0.66	Date of birth reformatted Phone reformatted State name converted to code ZIP+4 trimmed+1 more
ENR-134266	ENR	Frank L Turner	1989-06-15	UHC-62017-64	3627447334	9015 Market St, Sacramento, CA, 95801	0.66	Name split from “Last, First”Middle initial moved out of first name Phone reformatted Whitespace trimmed+1 more
ENR-113662	ENR	Jeffrey S Contreras	1985-03-18	UHC-49087-19	8444373158	1184 Main St, San Diego, CA, 92196	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-117733	ENR	Debra G Bailey	1995-11-14	UHC-85402-79	8532379320	2311 Church St, Orlando, FL, 32878	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-138364	ENR	Alan M McDonald	1978-06-07	UHC-93299-85	7688792119	775 Jefferson Ave, Orlando, FL	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
ENR-123370	ENR	Carlos B Gibson	1939-07-05	UHC-74409-30	3233165820	8326 Cedar Ln, Tucson, AZ, 85772	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-109047	ENR	Betty H Stewart	1963-09-14	—	7302207701	468 Highland Ave, Columbus, OH, 43208	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-103477	ENR	Donna Russell	1941-05-01	UHC-55663-84	2965524389	1862 Mesa Dr, Miami, FL, 33125	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-119926	ENR	Doris J Wright	1960-06-27	UHC-04572-43	—	5738 Lake View Rd, Orlando, FL	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
ENR-109704	ENR	Joohn F Lee	1959-06-19	UHC-08697-40	9639281174	6819 Pine Dr, Mesa, AZ, 85251	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-141607	ENR	Andrea C Matthews	1974-04-26	UHC-26184-74	—	1602 Canyon Rd, Tempe, AZ, 85203	0.66	Name split from “Last, First”Date of birth reformatted Email lower-cased Gender normalised+1 more
ENR-139078	ENR	Zachary L Reyes	1977-04-28	UHC-41213-20	9016106841	2144 Church St Apt 15, Miami, FL, 33175	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-101574	ENR	Brittany K Hawkins	—	UHC-72035-60	—	4053 Pine Dr, Charlotte, NC, 28241	0.66	Date of birth missing Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-132734	ENR	Mei A Bailley	1966-11-09	UHC-36377-34	5165565888	1353 Desert Sky Blvd, Tampa, FL	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-113597	ENR	Tyler U Perkins	1941-01-20	—	7679793333	4711 Mountain View Dr, Columbus, OH, 43249	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-111587	ENR	Judith L Armstrong	1989-03-13	—	5127131909	6268 River Rd, Houston, TX	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-108008	ENR	Kayla R Myers	1980-11-25	—	4393803860	3718 Church St, Tampa, FL	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-120040	ENR	Judith H Howard	—	UHC-27142-46	3322736253	9141 Harbor Blvd, Glendale, AZ, 85361	0.66	Date of birth unreadable Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-126429	ENR	Ronald Collins	1940-08-25	UHC-11953-53	3364909748	9779 Indian School Rd, Fresno, CA, 93712	0.66	Name split from “Last, First”City re-cased ZIP+4 trimmed Whitespace trimmed+1 more
ENR-110883	ENR	Stephanie Hill	1959-12-18	UHC-50137-89	—	9548 Market St, Columbus, OH, 43276	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
ENR-135421	ENR	Andrea Cunningham	1943-06-09	UHC-36872-64	7334317270	976 Bayshore Dr Apt 11, Atlanta, GA, 30365	0.66	Name split from “Last, First”Phone reformatted Unit split from street Whitespace trimmed+1 more
ENR-141701	ENR	Daniel Diaz	1952-07-09	UHC-89578-32	—	8265 Harbor Blvd, Minneapolis, MN, 55408	0.66	Member ID reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-138920	ENR	Christine Moore	1954-06-10	UHC-37303-77	—	8018 Maple Ave, Scottsdale, AZ	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
ENR-116318	ENR	Olivia X Pena	1962-11-01	UHC-64907-39	4994022698	3732 Lake View Rd, Las Vegas, NV, 89186	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
ENR-118812	ENR	Roger Castillo	1979-05-19	UHC-26116-11	—	7382 Park Pl, Scottsdale, AZ, 85255	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-100455	ENR	Noah I Ryan	1987-04-19	UHC-99079-19	2727872191	2398 Willow Ct, San Antonio, TX, 78256	0.66	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+1 more
ENR-133748	ENR	Larry Ortiz	1981-09-13	UHC-17335-26	2832320237	3600 Main St Apt 40, Houston, TX, 77013	0.66	Date of birth reformatted Phone reformatted Unit split from street Gender normalised+1 more
ENR-112120	ENR	Reed O Dylan	1944-03-04	UHC-37557-53	3883279903	1234 Pine Dr Apt 13, Jacksonville, FL, 32257	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-117876	ENR	Charles Hyes	1979-05-14	UHC-18806-91	5533925474	4463 Park Pl, Houston, TX, 77073	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-124022	ENR	Jeffrey Garrett	1938-01-04	UHC-19175-98	—	1295 Sage Ct, Chandler, AZ, 85250	0.66	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+1 more
ENR-124021	ENR	Jeffrey Garrett	1938-01-04	UHC-19175-98	—	1295 Sage Ct, Chandler, AZ, 85250	0.66	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+1 more
ENR-127638	ENR	Daniel R Jimenez	1956-02-18	UHC-92103-63	6512437620	4505 Hillcrest Rd, Sacramento, CA, 95817	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted ZIP+4 trimmed+1 more
ENR-138312	ENR	Kenneth H Hunter	1939-12-05	UHC-95837-68	2818831642	5984 Lake View Rd Apt 36, Atlanta, GA, 30334	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-131258	ENR	Ahmed H Jordan	1957-09-07	UHC-80312-48	4343134073	3570 Indian School Rd, Houston, TX, 77073	0.66	Middle initial moved out of first name Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-112422	ENR	Castro Cynthia	1981-10-06	UHC-71182-79	—	1248 Sunset Blvd, Seattle, WA	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
ENR-108335	ENR	Michael White	2003-01-02	UHC-58953-75	5679229266	6143 Union St Apt 16, Denver, CO, 80267	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+1 more
ENR-101554	ENR	Jerry Spencer	1972-07-22	UHC-16233-26	—	5552 Oak St, Tempe, AZ, 85213	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-119560	ENR	Luis Y Kennedy	1984-12-08	UHC-45119-92	3804259697	2088 Mountain View Dr # 780, Chandler, AZ, 85294	0.66	Name re-cased Phone reformatted Unit split from street State name converted to code+1 more

16,916 rows, page 125 of 339Previous Next