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 “State code upper-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState code upper-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-129183	ENR	Omar C Obrien	1976-06-22	UHC-15358-31	5864108616	3990 Meadow Ln, Chandler, AZ, 85245	0.62	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
PRV-22682	PRV	Emma Spencer	1943-06-15	UHC-81963-03	6626947590	8003 Market St, Orlando, FL, 32818	0.62	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
ENR-118705	ENR	Timothhy N Rice	1994-11-24	UHC-92138-91	6822990225	8880 Forest Ave, Las Vegas, NV, 89193	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted State code upper-cased+2 more
ENR-113665	ENR	Diana Rujas	1972-11-26	UHC-12739-99	6537635059	8215 Cedar Ln Apt 38, Atlanta, GA, 30320	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-103324	ENR	Patricia E Graham	1970-10-08	UHC-52002-05	—	948 Indian School Rd, Tampa, FL, 33656	0.64	Street suffix standardised Address re-cased State code upper-cased ZIP+4 trimmed+2 more
ENR-112673	ENR	Ann P Kelley	—	UHC-38082-71	2458416955	2306 Union St, Scottsdale, AZ, 85236	0.64	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-110891	ENR	Kayla Chen	1967-01-25	UHC-95675-57	2378351439	8289 Main St, Nashville, TN, 37244	0.64	Street suffix standardised Address re-cased City re-cased State code upper-cased+2 more
ENR-117091	ENR	Ana P Rose	1948-12-04	UHC-63052-88	9875724445	21 Cedar Ln, Columbus, OH, 43286	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-115067	ENR	Marcus Armstrong	1950-08-07	UHC-75536-35	—	1828 Market St, Sacramento, CA, 95852	0.64	Phone missing area code Street suffix standardised Address re-cased City re-cased+2 more
ENR-138142	ENR	Yuki O Maldonado	1980-05-26	UHC-77154-60	6806785902	647 Church St, Orlando, FL, 32802	0.64	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-403558	CLM	Dunn Arjun	1987-02-05	—	—	3720 Indian School Rd, Miami, FL, 33165	0.64	Street suffix standardised Address re-cased State code upper-cased Gender normalised+2 more
CLM-400789	CLM	Alie Knight	1958-06-21	UHC-58125-21	4708262531	6465 Pine Dr, Orlando, FL	0.64	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-126515	ENR	Stephaanie Meyer	1979-09-02	UHC-03078-17	6237600804	6243 Valley View Dr, Mesa, AZ, 85246	0.64	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-407843	CLM	—Junk	1968-09-13	UHC-72065-17	—	3206 Meadow Ln, Scottsdale, AZ, 85205	0.64	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-407842	CLM	—Junk	1968-09-13	UHC-72065-17	—	3206 Meadow Ln, Scottsdale, AZ, 85205	0.64	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
TPA-60618	TPA	Terry Davis	1976-05-26	—	—	7984 River Rd # 244, Glendale, AZ, 85332	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-430455	CLM	Ralph Phillips	1983-08-09	—	4636004576	6178 Park Pl, Austin, TX, 78712	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-128060	ENR	Linda Howard	—	UHC-68897-62	—	6346 Market St, Tampa, FL, 33614	0.64	Name re-cased Date of birth unreadable State code upper-cased ZIP+4 trimmed+2 more
ENR-122091	ENR	Doneld I Lawrence	1979-05-14	UHC-21826-52	4605562218	2558 Cedar Ln, Los Angeles, CA, 90035	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-113163	ENR	Paul B Marshall	1965-08-08	UHC-73694-41	8956586819	8380 Ocean Ave # 276, Tampa, FL, 33627	0.64	Name re-cased Two-digit birth year Phone reformatted Unit split from street+2 more
CLM-428738	CLM	Donald B Tran	1952-02-13	UHC-50361-26	—	3981 Maple Ave, Tampa, FL, 33651	0.64	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-408354	CLM	Ahmed Spencer	1994-06-20	—	4925245904	317 Park Pl, Mesa, AZ, 85244	0.64	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-124399	ENR	Jacob T Moreno	1990-08-21	UHC-68222-61	4566853664	6877 Ocean Ave, Orlando, FL, 32837	0.64	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
TPA-61413	TPA	Donna Reed	1985-11-09	—	—	9147 Park Pl, Jacksonville, FL	0.64	Street suffix standardised Address re-cased State code upper-cased ZIP missing+2 more
CLM-412231	CLM	Jennifer K Le	1952-03-04	—	—	3020 Lake View Rd, Tampa, FL, 33603	0.64	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-114982	ENR	Valentina F Perry	1963-03-05	UHC-66900-34	9664407054	7019 Mesa Dr, Orlando, FL, 32882	0.64	Date of birth reformatted Member ID reformatted State code upper-cased ZIP+4 trimmed+2 more
ENR-127252	ENR	Kelly Hicsk	1958-11-03	UHC-46966-74	5933118541	2724 Apache Blvd # 569, Nashville, TN, 37285	0.64	Name re-cased Phone reformatted Unit split from street State code upper-cased+2 more
ENR-120152	ENR	Kathryn Contreras	1953-04-19	UHC-21639-91	—	9436 Bayshore Dr, Phoenix, AZ	0.64	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-413602	CLM	Jason Phillips	1986-08-11	UHC-16875-64	—	6367 Maple Ave, Houston, TX, 77051	0.64	Name split from “Last, First”Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-124829	ENR	Luis F Knight	1994-04-22	UHC-02229-10	5532669759	4894 Bayshore Dr, Dallas, TX	0.64	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-426078	CLM	Lauren Peters	1984-07-16	—	—	1420 Oak St, Glendale, AZ, 85392	0.64	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-427346	CLM	Scott Boyd	1961-05-06	—	5788993387	8030 Forest Ave, Jacksonville, FL, 32299	0.64	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
TPA-51060	TPA	Lucia Lawson	2004-09-19	—	—	2123 Canyon Rd, Tucson, AZ, 85749	0.64	Street suffix standardised Address re-cased City re-cased State code upper-cased+2 more
ENR-134731	ENR	Julie Fox	1939-08-04	UHC-79877-01	6922946043	5009 Willow Ct, Minneapolis, MN, 55460	0.64	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-115381	ENR	Natalie C Ortiz	2004-03-20	UHC-29726-46	8382866598	1092 Park Pl Apt 34, Eden Prairie, MN, 55359	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-404908	CLM	Kathryn Carpenter	1943-01-12	UHC-20206-20	—	9041 Palm Dr Apt 18, Gilbert, AZ, 85216	0.64	Member ID reformatted Unit split from street Street suffix standardised Address re-cased+2 more
TPA-50115	TPA	Virginia B McCoy	1966-01-24	—	—	6472 Sage Ct, Chandler, AZ, 85239	0.64	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
PRV-25386	PRV	Jessica M Boyd	1977-11-15	UHC-79586-37	5289719406	602 Cedar Ln, Denver, CO, 80297	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-101666	ENR	Ann Lynch	1985-05-23	UHC-24420-08	3372873236	3431 Camelback Rd, Eden Prairie, MN, 55324	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-402459	CLM	Christian Gomez	1984-11-27	—	—	7865 Bayshore Dr, Austin, TX	0.64	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-428153	CLM	Gloria Yang	1940-02-03	—	—	9382 Indian School Rd, Orlando, FL	0.64	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-103114	ENR	Kathryn O Lewis	1968-07-26	UHC-49032-95	3955720807	6494 Park Pl, Phoenix, AZ, 85026	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-52885	TPA	James Gordon	1988-04-11	—	—	9822 Highland Ave, Tempe, AZ, 85243	0.64	Name split from “Last, First”Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-114748	ENR	Eric Rios	1966-11-30	UHC-71144-96	3502839364	3440 Willow Ct, Atlanta, GA, 30382	0.64	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-418443	CLM	Carol Cook	1973-12-02	UHC-47697-12	—	9188 Central Ave, Nashville, TN, 37218	0.64	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
TPA-51787	TPA	Alberrt I Kim	1989-09-03	—	—	2264 Pine Dr, Tucson, AZ, 85784	0.64	Middle initial moved out of first name Street suffix standardised Address re-cased State code upper-cased+2 more
TPA-57482	TPA	Margaret Owens	1984-01-22	UHC-62039-91	—	6737 Ridge Rd, Atlanta, GA, 30330	0.64	Name split from “Last, First”Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-140145	ENR	Thoams Bailey	1999-01-27	UHC-40552-57	9098875112	5198 Jefferson Ave Apt 18, Dallas, TX, 75255	0.64	Member ID reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-430842	CLM	Katherine Gonzalez	—	—	—	3627 Highland Ave, Tampa, FL, 33637	0.64	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
ENR-116871	ENR	Mei N Li	1953-11-28	UHC-98792-36	—	9840 Palm Dr, Jacksonville, FL, 32255	0.64	Name split from “Last, First”Street suffix standardised Address re-cased State code upper-cased+2 more

4,010 rows, page 22 of 81Previous Next