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

All sources, flag “ZIP+4 trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP+4 trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-100880	ENR	Gabriel Rose	1969-05-26	UHC-79218-68	5062196266	1777 Indian School Rd, Plano, TX, 75072	0.70	Member ID reformatted SSN last four extracted ZIP+4 trimmed
ENR-133701	ENR	Grace Banks	1944-03-11	UHC-33084-79	4704329637	9293 Baseline Rd, Plano, TX, 75027	0.70	Street suffix standardised Address re-cased ZIP+4 trimmed
CLM-402874	CLM	Stephen Ray	1957-01-19	UHC-90976-19	—	630 Lake View Rd, San Antonio, TX, 78228	0.70	Two-digit birth year ZIP+4 trimmed Placeholder values cleared
ENR-130167	ENR	Joe V Young	1950-05-13	UHC-90926-97	—	8157 Highland Ave, Scottsdale, AZ, 85245	0.70	Phone missing area code ZIP+4 trimmed Whitespace trimmed
ENR-117356	ENR	Mason V West	1948-01-19	UHC-99432-93	2962571386	8685 Valley View Dr, Denver, CO, 80292	0.70	Street suffix standardised Address re-cased ZIP+4 trimmed
ENR-102449	ENR	Brian Powell	1948-11-01	UHC-32771-56	7782595049	5748 Meadow Ln, Phoenix, AZ, 85080	0.70	Name split from “Last, First”Phone reformatted ZIP+4 trimmed
ENR-109553	ENR	Daniel Freeman	1956-01-22	UHC-53118-31	8016636961	3438 Main St, Minneapolis, MN, 55463	0.70	Date of birth reformatted ZIP+4 trimmed Gender normalised
ENR-108844	ENR	Scott Perez	1948-05-10	UHC-63802-48	7589754154	7250 Hillcrest Rd, Fresno, CA, 93778	0.70	Name split from “Last, First”Phone reformatted ZIP+4 trimmed
ENR-139765	ENR	Marilyn Herrera	1972-10-21	UHC-64076-26	8627287594	579 Sage Ct, Tampa, FL, 33673	0.70	Street suffix standardised Address re-cased ZIP+4 trimmed
PRV-27409	PRV	Gary Delgado	1945-02-08	—	—	8879 Valley View Dr, Fresno, CA, 93767	0.70	ZIP+4 trimmed Gender normalised Placeholder values cleared
ENR-130183	ENR	Diego Ferguson	1984-06-08	UHC-07762-22	9706859537	1523 Union St, San Antonio, TX, 78229	0.70	Phone reformatted ZIP+4 trimmed Gender normalised
ENR-130438	ENR	Douglas Jimenez	1983-08-06	UHC-00025-43	5093666651	509 Jefferson Ave, Seattle, WA, 98105	0.70	Street suffix standardised Address re-cased ZIP+4 trimmed
ENR-109738	ENR	Sophia X Bennett	1992-02-24	UHC-18922-15	5229162765	2822 Union St, Dallas, TX, 75239	0.70	Street suffix standardised Address re-cased ZIP+4 trimmed
ENR-109737	ENR	Sophia X Bennett	1992-02-24	UHC-18922-15	5229162765	2822 Union St, Dallas, TX, 75239	0.70	Street suffix standardised Address re-cased ZIP+4 trimmed
ENR-126102	ENR	Ryan L Castillo	1957-12-14	UHC-42234-74	4979274061	4562 Lake View Rd, Tucson, AZ, 85700	0.70	ZIP+4 trimmed Email lower-cased Gender normalised
TPA-51307	TPA	Joe Gray	1949-02-23	—	5243736300	2333 Apache Blvd, Mesa, AZ, 85283	0.70	ZIP+4 trimmed Gender normalised Whitespace trimmed
TPA-63691	TPA	Ann Castro	1997-07-15	—	—	8768 Washington St, Charlotte, NC, 28237	0.70	Name split from “Last, First”ZIP+4 trimmed Whitespace trimmed
CLM-428695	CLM	Laura Silva	1951-08-26	UHC-72934-78	—	9641 Valley View Dr, Austin, TX, 78743	0.70	State name converted to code ZIP+4 trimmed Placeholder values cleared
CLM-406141	CLM	—Junk	1943-10-27	UHC-20733-31	—	2915 Maple Ave, Chandler, AZ, 85226	0.70	ZIP+4 trimmed Placeholder values cleared No usable name (quarantined)
PRV-28246	PRV	Megan Z Marquaz	1990-06-14	UHC-86538-02	7964673988	4790 Washington St, Mesa, AZ, 85238	0.70	Two-digit birth year ZIP+4 trimmed Placeholder values cleared
ENR-104004	ENR	Fatima Ryan	1959-08-24	UHC-77743-69	3654063399	9612 Ridge Rd, Austin, TX, 78767	0.70	Phone reformatted State name converted to code ZIP+4 trimmed
CLM-431508	CLM	Luis Sanders	1927-12-14	UHC-37937-73	—	7051 Canyon Rd, Glendale, AZ, 85301	0.70	ZIP+4 trimmed Gender normalised Placeholder values cleared
CLM-400557	CLM	Amy Hudson	1994-02-15	—	—	8671 Willow Ct, Denver, CO, 80271	0.70	Name split from “Last, First”ZIP+4 trimmed Placeholder values cleared
CLM-418045	CLM	Jennifer Lewis	1973-02-23	UHC-67406-74	—	3020 Washington St, Houston, TX, 77090	0.70	Name split from “Last, First”ZIP+4 trimmed Placeholder values cleared
ENR-107324	ENR	Sofia G Sims	1955-06-06	UHC-52577-70	—	1384 Lincoln Way, Houston, TX, 77064	0.70	Two-digit birth year ZIP+4 trimmed Placeholder values cleared
ENR-131987	ENR	Bradley E Ford	1988-03-20	UHC-73205-59	2658032193	4178 Market St, Seattle, WA, 98147	0.70	Street suffix standardised Address re-cased ZIP+4 trimmed
ENR-116940	ENR	Marcus V Gibson	2006-06-28	UHC-21771-30	4885464662	8845 Market St, Seattle, WA, 98105	0.70	Two-digit birth year Phone reformatted ZIP+4 trimmed
TPA-52883	TPA	Kevin Martin	1983-05-19	—	—	3725 Park Pl, Dallas, TX, 75262	0.70	ZIP+4 trimmed Gender normalised Placeholder values cleared
ENR-104445	ENR	Beth G Vazquez	1982-08-07	UHC-78298-23	8467281083	5770 Jefferson Ave, Glendale, AZ, 85306	0.70	Middle initial moved out of first name Phone reformatted ZIP+4 trimmed
PRV-29205	PRV	Mei Thomas	1976-12-22	UHC-27268-61	2487190934	5547 Union St, Sacramento, CA, 95871	0.70	ZIP+4 trimmed Gender normalised Placeholder values cleared
ENR-138065	ENR	Marilyn Matthews	1961-05-19	UHC-75503-07	5332114737	6552 Canyon Rd, Atlanta, GA, 30352	0.70	Name split from “Last, First”Phone reformatted ZIP+4 trimmed
TPA-56415	TPA	Joyce A Tran	1939-04-24	—	5446290568	3124 Grand Ave, Miami, FL, 33162	0.70	State name converted to code ZIP+4 trimmed Placeholder values cleared
CLM-422021	CLM	Christina Graham	2000-01-21	UHC-41760-03	7554538929	6748 Camelback Rd, Jacksonville, FL, 32250	0.70	Street suffix standardised Address re-cased ZIP+4 trimmed
TPA-59365	TPA	Lawrence Shaw	1968-10-26	—	—	1839 Ridge Rd, Columbus, OH, 43205	0.70	Two-digit birth year ZIP+4 trimmed Placeholder values cleared
CLM-418542	CLM	Kayla W Cunningham	1964-01-07	—	—	8778 Cedar Ln # 966, Atlanta, GA, 30356	0.70	Unit split from street ZIP+4 trimmed Placeholder values cleared
TPA-64311	TPA	Christina Cooper	1958-05-08	—	—	6821 Sage Ct, Miami, FL, 33179	0.70	Name split from “Last, First”ZIP+4 trimmed Placeholder values cleared
CLM-411833	CLM	Sarah Nguyen	2004-01-18	UHC-67677-60	8146241762	127 Lake View Rd Apt 20, Orlando, FL, 32822	0.70	Phone reformatted Unit split from street ZIP+4 trimmed
CLM-400022	CLM	Don R Cole	2002-06-28	UHC-90325-35	—	2476 Broadway, Columbus, OH, 43240	0.70	Two-digit birth year ZIP+4 trimmed Placeholder values cleared
CLM-426155	CLM	Russell Schultz	1964-07-04	—	—	1372 Forest Ave, Plano, TX, 75033	0.70	Street suffix standardised Address re-cased ZIP+4 trimmed
ENR-119600	ENR	Richard Sanchez	1953-12-23	UHC-22704-81	8506094050	349 Spring St, Minneapolis, MN, 55448	0.70	Phone reformatted State name converted to code ZIP+4 trimmed
ENR-132076	ENR	Bradley Q Banes	1986-01-18	UHC-02728-80	6305500274	1932 Spring St, Glendale, AZ, 85338	0.70	Two-digit birth year ZIP+4 trimmed Placeholder values cleared
PRV-28092	PRV	Joyce Chapman	2007-02-23	UHC-27758-57	3514492477	7447 Canyon Rd, Tempe, AZ, 85222	0.70	ZIP+4 trimmed Gender normalised Placeholder values cleared
CLM-431888	CLM	Diiego Evans	1964-06-28	—	4486606449	5946 Mountain View Dr, Eden Prairie, MN, 55392	0.70	State name converted to code ZIP+4 trimmed Placeholder values cleared
ENR-115163	ENR	Jose Barnes	1979-07-16	UHC-53140-13	2354606618	7290 Cedar Ln, Austin, TX, 78722	0.70	Street suffix standardised Address re-cased ZIP+4 trimmed
ENR-141032	ENR	Raymond C Freeman	1953-01-23	UHC-96816-88	4823648363	3667 Valley View Dr, Tempe, AZ, 85211	0.70	Name split from “Last, First”ZIP+4 trimmed Whitespace trimmed
ENR-107880	ENR	Tyler E Mason	1971-03-26	UHC-20831-74	5576974499	1085 Meadow Ln, Atlanta, GA, 30305	0.70	Phone reformatted ZIP+4 trimmed Gender normalised
ENR-114537	ENR	Teresa Armstrong	1942-02-06	UHC-45294-16	—	769 Lincoln Way, Los Angeles, CA, 90017	0.70	Phone missing area code ZIP+4 trimmed Placeholder values cleared
ENR-119800	ENR	Christine D Mejia	1945-11-20	UHC-22167-31	8785758153	6041 Lincoln Way, Orlando, FL, 32808	0.70	Name split from “Last, First”Phone reformatted ZIP+4 trimmed
ENR-137219	ENR	Scott Kelley	1995-07-25	UHC-50527-90	7095904912	9189 Canyon Rd, Seattle, WA, 98100	0.70	Street suffix standardised Address re-cased ZIP+4 trimmed
ENR-121689	ENR	Ethan Ramos	1942-05-17	UHC-43094-43	—	8474 Harbor Blvd, Eden Prairie, MN, 55378	0.70	Phone missing area code ZIP+4 trimmed Placeholder values cleared

8,263 rows, page 133 of 166Previous Next