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 “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-123164	ENR	Mariana Moreno	1964-01-12	UHC-30139-49	9078546397	2366 Apache Blvd, Jacksonville, FL, 32269	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-29309	PRV	Roy James	2008-11-12	—	5557193929	6635 Park Pl, Las Vegas, NV, 89178	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+2 more
TPA-62883	TPA	Luis Gray	2000-03-07	—	—	1486 Willow Ct, Denver, CO, 80216	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-431877	CLM	Patrick Y Padilla	1968-02-15	UHC-49823-74	—	4783 Oak St, Mesa, AZ, 85264	0.64	Phone missing area code Street suffix standardised Address re-cased City re-cased+2 more
CLM-424761	CLM	Shirley Munoz	1962-10-06	—	—	9750 Sage Ct, Fresno, CA	0.64	Street suffix standardised Address re-cased City re-cased ZIP missing+2 more
PRV-27247	PRV	Bradley Russell	1976-02-07	—	5219562117	3277 Bayshore Dr, Sacramento, CA, 95833	0.64	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+2 more
CLM-405006	CLM	Linda O Martinez	1963-12-01	—	—	9442 Lake View Rd, Las Vegas, NV, 89148	0.64	Street suffix standardised Address re-cased City re-cased State name converted to code+2 more
CLM-426372	CLM	Sharon Salazar	1961-01-18	—	3908660416	1694 Mesa Dr, Atlanta, GA, 30393	0.64	Phone reformatted City re-cased ZIP+4 trimmed Gender normalised+2 more
TPA-51937	TPA	Wei Gardner	1971-04-01	UHC-94736-96	—	7039 Apache Blvd, Columbus, OH, 43244	0.64	Name split from “Last, First”Two-digit birth year City re-cased Email lower-cased+2 more
ENR-135911	ENR	Frank Y Wilson	2001-08-26	UHC-42985-12	4735034402	7791 Highland Ave, Fresno, CA, 93799	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-142956	ENR	Ommar A Larson	2003-05-23	UHC-53047-48	4615989729	8646 Sunset Blvd, Chandler, AZ, 85296	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-114409	ENR	Patrick P Henderson	1943-04-08	UHC-99656-49	—	7023 Lake View Rd, Tampa, FL, 33661	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-105836	ENR	Janet Willis	—	UHC-24401-43	—	1913 Mountain View Dr, Orlando, FL, 32874	0.64	Date of birth unreadable Street suffix standardised Address re-cased City re-cased+2 more
CLM-428431	CLM	Douglas Knight	1967-12-22	UHC-58513-50	—	427 Central Ave, Chandler, AZ	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-121565	ENR	Richard Wheeler	1994-02-10	UHC-23903-73	4053733770	5088 Baseline Rd, Las Vegas, NV, 89168	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-107033	ENR	Carolyn T Green	1963-05-12	UHC-12560-66	6936380394	2761 Main St, Sacramento, CA, 95874	0.64	Phone reformatted Member ID reformatted City re-cased State name converted to code+2 more
ENR-142404	ENR	Amy Bowman	2001-08-19	UHC-43285-35	3054408132	6542 Valley View Dr, Eden Prairie, MN, 55368	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-409560	CLM	Andrew L Bennett	1959-07-03	UHC-25240-08	—	7099 Cedar Ln, Las Vegas, NV	0.64	Member ID reformatted City re-cased ZIP missing Gender normalised+2 more
ENR-102726	ENR	Patterson K Sharon	1939-10-01	UHC-45516-17	3862309899	7679 Sunset Blvd, Charlotte, NC	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-414856	CLM	Donald Gonzales	2006-10-09	—	9435833336	179 Forest Ave, Jacksonville, FL, 32280	0.64	Street suffix standardised Address re-cased City re-cased State name converted to code+2 more
PRV-24445	PRV	Jacob Banks	1988-07-10	UHC-77320-90	4548488407	5849 Cedar Ln, Mesa, AZ	0.64	Street suffix standardised Address re-cased City re-cased ZIP missing+2 more
CLM-428974	CLM	Priya Valdez	1962-08-15	UHC-79291-64	—	3451 Willow Ct # 241, Tempe, AZ, 85217	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
ENR-115016	ENR	Carol C Ellis	1954-09-16	UHC-90522-90	7588088652	3810 Mountain View Dr, Dallas, TX, 75240	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-427334	CLM	Abigail Stephens	1949-09-04	UHC-27778-62	3274791689	7724 Camelback Rd, Plano, TX, 75070	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-420289	CLM	Sarah Hall	1963-09-18	—	7335977930	7399 Park Pl # 381, Gilbert, AZ, 85205	0.64	Phone reformatted Unit split from street City re-cased Gender normalised+2 more
ENR-109260	ENR	Lucia Gray	1981-03-26	UHC-38544-29	4512495460	5550 Lincoln Way, Charlotte, NC	0.64	Name re-cased City re-cased ZIP missing Email lower-cased+2 more
ENR-138665	ENR	Ruth Nguyen	1959-06-20	UHC-10388-58	7839885285	7673 Spring St, Charlotte, NC, 28243	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-139517	ENR	Ken H Austin	1999-05-12	UHC-79067-76	2295598320	9530 Forest Ave, Miami, FL, 33121	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-432351	CLM	Julie Hall	1956-08-14	—	—	1783 Union St, Jacksonville, FL, 32202	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
TPA-54834	TPA	Fatima Collins	1999-12-24	—	6343053581	9073 Lincoln Way, Denver, CO, 80205	0.64	Street suffix standardised Address re-cased City re-cased State name converted to code+2 more
ENR-109340	ENR	Janice L Harvy	1968-12-21	UHC-19715-72	4693479054	6297 Sage Ct, Dallas, TX, 75297	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-113277	ENR	Helen J Jackson	1978-08-12	UHC-94122-95	5105388168	5934 Lake View Rd, Glendale, AZ, 85356	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-104594	ENR	Betty J Jimennez	1944-05-06	UHC-61044-73	3315717754	5946 Mountain View Dr, Austin, TX, 78707	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-54183	TPA	Martha Singh	—	—	—	3687 Pine Dr, Jacksonville, FL, 32278	0.64	Date of birth unreadable Street suffix standardised Address re-cased City re-cased+2 more
PRV-29218	PRV	Valentina Castillo	1975-01-19	—	—	2097 Sunset Blvd, San Antonio, TX, 78268	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-119954	ENR	Linda C McDonald	1987-03-12	UHC-89393-86	—	3863 Broadway, San Antonio, TX, 78286	0.64	Name re-cased Phone missing area code City re-cased ZIP+4 trimmed+2 more
TPA-62221	TPA	Sofia Arnold	1973-09-13	UHC-41265-38	—	423 Market St, Sacramento, CA, 95843	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
ENR-127228	ENR	Emily J Smith	1947-01-09	UHC-61805-54	2464362858	8374 Market St, Eden Prairie, MN, 55374	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-414400	CLM	Amanda Olson	1996-07-06	—	—	4130 Hillcrest Rd, Columbus, OH	0.64	Street suffix standardised Address re-cased City re-cased ZIP missing+2 more
CLM-428527	CLM	Billy R Dunn	—	UHC-74132-11	7107005817	8863 Bayshore Dr, Fresno, CA, 93746	0.64	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-26128	PRV	Andrew Bradley	1951-04-22	UHC-41862-45	8902605677	9405 Washington St, Tempe, AZ, 85205	0.64	Two-digit birth year Street suffix standardised Address re-cased City re-cased+2 more
ENR-122447	ENR	Andrea E Beell	1940-01-26	UHC-37247-96	5179991466	9349 Lake View Rd, Gilbert, AZ, 85250	0.64	Name re-cased Phone reformatted City re-cased State name converted to code+2 more
TPA-52742	TPA	Ronald Reed	1947-10-26	—	—	9356 Forest Ave, Jacksonville, FL, 32254	0.64	Name split from “Last, First”Date of birth reformatted City re-cased Gender normalised+2 more
ENR-109367	ENR	Beverly E Burns	1955-03-05	UHC-65357-91	5922748806	6077 Mesa Dr, San Antonio, TX	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-110966	ENR	Abigail L Marshall	1943-09-25	UHC-76851-39	6475203297	8253 Desert Sky Blvd Apt 3, Dallas, TX, 75264	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
ENR-140325	ENR	Angela I Nelson	1947-08-01	UHC-42015-33	3872735798	2170 Apache Blvd, Gilbert, AZ, 85235	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-404186	CLM	Alexis Daivs	1952-08-28	UHC-98113-37	—	3470 Bayshore Dr, Los Angeles, CA, 90016	0.64	Two-digit birth year Street suffix standardised Address re-cased City re-cased+2 more
ENR-135292	ENR	Aaron K Vazquez	2004-03-06	UHC-28889-32	6893100538	1357 Maple Ave, Columbus, OH, 43230	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-122082	ENR	David S Woods	1945-04-11	UHC-14405-97	2977679145	6472 Cedar Ln, Minneapolis, MN, 55493	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-133503	ENR	Elijah Wislon	1945-03-07	UHC-92642-82	3272767470	8213 River Rd, Denver, CO	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more

17,850 rows, page 130 of 357Previous Next