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 “City re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagCity re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-114318	ENR	Bryan B Moreno	1940-10-16	UHC-65865-12	2443190921	4217 Harbor Blvd, Eden Prairie, MN, 55356	0.80	Street suffix standardised Address re-cased City re-cased Whitespace trimmed
ENR-115084	ENR	Steven Crawford	1991-02-06	UHC-53196-63	4945908668	8433 Market St, Los Angeles, CA, 90029	0.80	Name re-cased Street suffix standardised Address re-cased City re-cased
ENR-117090	ENR	Kayla L Gardner	—	UHC-87728-37	—	9879 Elm St, Jacksonville, FL, 32278	0.80	Name re-cased Date of birth unreadable City re-cased Placeholder values cleared
ENR-115805	ENR	Gerld B Jones	1943-06-01	UHC-28458-04	2072198039	6618 Church St, Tempe, AZ, 85268	0.80	Phone reformatted City re-cased Gender normalised Whitespace trimmed
ENR-142396	ENR	Patricia Porter	1945-01-11	UHC-96889-07	2914513224	7521 Valley View Dr, Phoenix, AZ, 85058	0.80	Phone reformatted City re-cased Gender normalised Whitespace trimmed
ENR-136663	ENR	Juan H Armstrong	1955-11-06	UHC-53733-41	5044296883	4410 Forest Ave, Columbus, OH, 43245	0.80	Street suffix standardised Address re-cased City re-cased Whitespace trimmed
ENR-118405	ENR	Mei Lane	1963-07-23	UHC-15267-96	2832281350	6232 Hillcrest Rd, Las Vegas, NV, 89186	0.80	Name re-cased City re-cased ZIP+4 trimmed Whitespace trimmed
ENR-137415	ENR	Nicole Willis	1997-02-08	UHC-86882-04	7408018267	1520 Highland Ave, Gilbert, AZ	0.80	Phone reformatted City re-cased ZIP missing Whitespace trimmed
ENR-114050	ENR	Peter Willis	1946-12-24	UHC-19939-26	4354939382	1547 Camelback Rd, Jacksonville, FL, 32252	0.80	Two-digit birth year Phone reformatted City re-cased Whitespace trimmed
ENR-139547	ENR	Rachel S Taylor	2004-08-20	UHC-30724-46	6516315887	391 Broadway, Houston, TX, 77023	0.80	Name split from “Last, First”Phone reformatted City re-cased Placeholder values cleared
ENR-114472	ENR	Carolyn K Chen	2006-09-02	UHC-46103-72	2756819734	2822 Sunset Blvd, Glendale, AZ, 85314	0.80	Street suffix standardised Address re-cased City re-cased Whitespace trimmed
ENR-127283	ENR	Cheryl A Owens	1976-10-12	UHC-97448-63	4679141075	9579 Lincoln Way, Phoenix, AZ, 85022	0.80	Middle initial moved out of first name Date of birth reformatted Phone reformatted City re-cased
ENR-114263	ENR	Ryan Knight	1952-11-19	UHC-97617-12	9477738831	8974 Willow Ct, Houston, TX, 77050	0.80	Street suffix standardised Address re-cased City re-cased Email lower-cased
ENR-111603	ENR	Susan V Torres	1948-07-23	UHC-43424-68	4319310485	7638 Spring St, San Diego, CA	0.80	Date of birth reformatted Member ID reformatted City re-cased ZIP missing
ENR-106574	ENR	Charles Lane	1953-12-13	UHC-26831-50	—	2643 Washington St, Seattle, WA	0.80	City re-cased ZIP missing Email lower-cased Placeholder values cleared
ENR-109817	ENR	Doris Murphy	1953-03-22	UHC-18676-02	7239138186	9130 Lincoln Way, Tampa, FL, 33687	0.80	Two-digit birth year Phone reformatted City re-cased Placeholder values cleared
ENR-135273	ENR	Wei Mendez	2006-07-20	UHC-86051-11	3297665668	2110 Indian School Rd, Chandler, AZ, 85283	0.80	Street suffix standardised Address re-cased City re-cased Whitespace trimmed
ENR-122048	ENR	Chuck Fernendez	1968-06-02	UHC-67743-02	5575679794	3419 Lake View Rd # 668, Mesa, AZ, 85280	0.80	Phone reformatted Unit split from street City re-cased Whitespace trimmed
ENR-131460	ENR	Bobbby K Murray	1993-12-01	UHC-88662-78	3249799456	2508 Highland Ave, Miami, FL, 33174	0.80	Name re-cased Street suffix standardised Address re-cased City re-cased
ENR-139851	ENR	Kayla Wilzon	1999-12-01	UHC-85786-60	3895430887	4661 Mesa Dr, Nashville, TN, 37272	0.80	Name split from “Last, First”Phone reformatted City re-cased Placeholder values cleared
ENR-107343	ENR	Marcus C Bryant	1998-01-03	UHC-34443-06	5179745055	3386 Indian School Rd, Houston, TX, 77034	0.80	Name re-cased SSN last four extracted City re-cased Placeholder values cleared
ENR-122471	ENR	Charlotte Reid	1997-11-10	UHC-89212-78	2822351642	8889 Main St, Mesa, AZ, 85273	0.80	Phone reformatted City re-cased State name converted to code Whitespace trimmed
ENR-132345	ENR	Lri W Marshall	1995-10-20	UHC-14620-73	4537437511	3879 Park Pl, Atlanta, GA, 30399	0.80	Street suffix standardised Address re-cased City re-cased Whitespace trimmed
ENR-107835	ENR	Doris R Sanders	1979-10-14	UHC-68041-75	—	6462 Central Ave, Glendale, AZ, 85326	0.80	Name re-cased Phone missing area code City re-cased Whitespace trimmed
ENR-128991	ENR	Santiago James	1945-09-07	UHC-43373-39	—	6714 Church St, Denver, CO, 80272	0.80	City re-cased Email lower-cased Gender normalised Placeholder values cleared
ENR-120419	ENR	Janice S Snyder	1938-10-28	UHC-41575-25	—	3113 Ridge Rd, Tempe, AZ, 85222	0.80	City re-cased Gender normalised Whitespace trimmed Placeholder values cleared
ENR-121412	ENR	Carol H Waton	1977-08-21	UHC-45598-14	9294422414	1921 Bayshore Dr, Charlotte, NC, 28256	0.80	City re-cased State name converted to code Whitespace trimmed Placeholder values cleared
ENR-141119	ENR	Bradley L Silva	2006-03-08	UHC-52424-70	8055883195	7257 Broadway, Mesa, AZ, 85235	0.80	City re-cased State name converted to code Whitespace trimmed Placeholder values cleared
ENR-123311	ENR	Jason D Schultz	1989-11-12	UHC-55617-96	6877064246	2031 Bayshore Dr # 282, Orlando, FL, 32895	0.80	Name re-cased Phone reformatted Unit split from street City re-cased
ENR-123476	ENR	Helen Chavez	2000-04-08	UHC-96490-92	4245898774	5914 Canyon Rd, Mesa, AZ, 85239	0.80	Name re-cased Two-digit birth year Phone reformatted City re-cased
ENR-105532	ENR	Billy Watkins	1956-08-02	UHC-22233-15	6339397692	9181 Mountain View Dr, Phoenix, AZ, 85054	0.80	Phone reformatted Street suffix standardised Address re-cased City re-cased
ENR-141339	ENR	Richard J Clark	1972-10-03	UHC-54936-57	—	569 Forest Ave, Atlanta, GA, 30377	0.80	Date of birth reformatted Street suffix standardised Address re-cased City re-cased
ENR-142806	ENR	Peter Wagner	1939-02-15	UHC-81419-27	2472555856	2672 Lincoln Way, Charlotte, NC, 28242	0.80	Date of birth reformatted City re-cased State name converted to code Whitespace trimmed
ENR-137632	ENR	Michael Rios	1961-08-23	UHC-88156-15	2537291705	9120 Lake View Rd Apt 25, Los Angeles, CA, 90097	0.80	Member ID reformatted Unit split from street City re-cased Whitespace trimmed
ENR-118144	ENR	Nicholas Bowman	1965-06-26	UHC-26614-77	9727230482	8128 Harbor Blvd, Nashville, TN, 37251	0.80	Phone reformatted City re-cased State name converted to code Whitespace trimmed
ENR-123316	ENR	Caimla N Andrews	1983-02-08	UHC-90086-43	7636097465	6518 Mesa Dr, Houston, TX, 77024	0.80	Middle initial moved out of first name City re-cased Whitespace trimmed Placeholder values cleared
ENR-115757	ENR	Albert Butler	—	UHC-78321-66	8716909998	4427 Jefferson Ave, Tempe, AZ, 85238	0.80	Date of birth unreadable City re-cased Plan code upper-cased Placeholder values cleared
ENR-118707	ENR	Janice C Gonzales	1978-04-24	UHC-38433-28	9125841145	2651 Hillcrest Rd, Eden Prairie, MN, 55317	0.80	Name re-cased Street suffix standardised Address re-cased City re-cased
ENR-131813	ENR	Willie M Rodriguez	1977-10-06	UHC-98614-26	8967325628	79 Market St, Plano, TX	0.80	Member ID reformatted City re-cased ZIP missing Whitespace trimmed
ENR-123736	ENR	Susan L Murphy	1969-07-25	UHC-30065-10	3835492958	6103 Meadow Ln, Eden Prairie, MN	0.80	Name re-cased City re-cased ZIP missing Whitespace trimmed
ENR-139330	ENR	Jack Pierce	1996-01-01	UHC-70363-83	3499282769	8375 Spring St, Eden Prairie, MN, 55337	0.80	Name re-cased City re-cased ZIP+4 trimmed Whitespace trimmed
ENR-141353	ENR	Patricia E Robertson	1972-02-10	UHC-63151-88	8342676995	523 Desert Sky Blvd, Eden Prairie, MN, 55365	0.80	Street suffix standardised Address re-cased City re-cased Email lower-cased
ENR-105998	ENR	Jessica Rid	1996-11-21	UHC-21937-44	—	5505 Pine Dr, Denver, CO, 80250	0.80	Date of birth reformatted City re-cased Gender normalised Placeholder values cleared
ENR-133623	ENR	Emily S Knight	—	UHC-61707-51	4877676188	7278 Harbor Blvd, Jacksonville, FL, 32251	0.80	Date of birth unreadable City re-cased State code upper-cased Email lower-cased
ENR-136808	ENR	Christian King	1952-07-18	UHC-48234-46	3087673267	5526 Sunset Blvd, Tempe, AZ, 85215	0.80	Phone reformatted City re-cased Gender normalised Whitespace trimmed
ENR-105170	ENR	Stephen C Mitchell	1980-12-12	UHC-99156-85	—	4075 Bayshore Dr, Plano, TX, 75050	0.80	Name re-cased Phone missing area code Member ID reformatted City re-cased
ENR-123456	ENR	Angela Wagner	1963-08-06	UHC-33234-79	2598821144	7213 Highland Ave, Minneapolis, MN, 55436	0.80	Name re-cased City re-cased Email lower-cased Gender normalised
ENR-141460	ENR	Daniel Walker	1967-04-27	UHC-12416-79	3419170507	770 Indian School Rd, Glendale, AZ, 85305	0.80	Name split from “Last, First”Phone reformatted City re-cased Email lower-cased
ENR-127046	ENR	Charlotte Guzman	1963-03-01	UHC-27658-01	8622597123	9733 Broadway, Chandler, AZ, 85271	0.80	Name re-cased Phone reformatted City re-cased ZIP+4 trimmed
ENR-111262	ENR	Teryr Ford	1971-10-27	UHC-20757-40	6202116340	3149 Maple Ave, Mesa, AZ, 85266	0.80	Phone reformatted Street suffix standardised Address re-cased City re-cased

8,423 rows, page 129 of 169Previous Next