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 name converted to code”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState name converted to codeClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-28122	PRV	Sarah N Washington	1975-02-02	UHC-90115-28	3136396837	7915 Meadow Ln, Fresno, CA	0.52	Date of birth reformatted State name converted to code ZIP missing Gender normalised+2 more
CLM-421114	CLM	Kathryn Gutierrez	2000-11-17	UHC-77738-19	2853333842	1505 Palm Dr # 577, Austin, TX, 78744	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-123324	ENR	Brandon I Bell	—	UHC-96760-82	9257678922	1250 Apache Blvd, Gilbert, AZ, 85218	0.52	Name re-cased Date of birth missing Street suffix standardised Address re-cased+2 more
ENR-110956	ENR	Diego D Nguyen	1985-12-09	UHC-13195-60	3068492793	7290 Hillcrest Rd, Tempe, AZ, 85278	0.52	Name split from “Last, First”Phone reformatted State name converted to code Gender normalised+2 more
CLM-406194	CLM	Fatima R Perkins	1992-04-14	UHC-00138-75	6414426679	107 Central Ave, Jacksonville, FL, 32210	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-124425	ENR	Noah S Rodriguez	1988-05-14	UHC-97176-02	7836976438	8528 Harbor Blvd # 702, Los Angeles, CA, 90082	0.52	Unit split from street Street suffix standardised Address re-cased State name converted to code+2 more
PRV-28605	PRV	Bruce Fox	1979-09-06	UHC-44206-81	7739939925	4844 Cedar Ln, Austin, TX, 78744	0.52	Name re-cased Two-digit birth year State name converted to code ZIP+4 trimmed+2 more
ENR-130122	ENR	Natalie Payne	1972-03-19	UHC-54535-12	5883360794	3159 Maple Ave, Columbus, OH, 43268	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-119222	ENR	Sophia J Howell	1982-03-08	UHC-19520-79	6728864829	3708 Mountain View Dr, Nashville, TN, 37295	0.52	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more
CLM-421290	CLM	Helen Guerrero	—	UHC-70876-54	—	3231 Baseline Rd, Glendale, AZ, 85329	0.52	Date of birth missing Phone missing area code City re-cased State name converted to code+2 more
PRV-29315	PRV	Doris Espinoza	—	—	—	5805 Meadow Ln, Scottsdale, AZ, 85244	0.52	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
TPA-61891	TPA	Frank Garcia	1941-07-01	—	—	9059 Market St, Denver, CO, 80268	0.52	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
ENR-100043	ENR	Julie G Carter	1979-07-02	UHC-96665-30	5939060630	1136 Desert Sky Blvd, Charlotte, NC, 28292	0.52	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
CLM-400297	CLM	Douglas George	1985-12-18	UHC-91044-29	—	9884 River Rd, Tempe, AZ, 85217	0.52	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
TPA-56398	TPA	Arthur Pierce	1950-01-16	—	—	6768 Lincoln Way, Tampa, FL, 33673	0.52	Street suffix standardised Address re-cased City re-cased State name converted to code+2 more
ENR-142801	ENR	George Y Ramos	1962-03-15	UHC-92611-30	—	2114 Willow Ct Apt 7, Seattle, WA, 98113	0.52	Unit split from street Street suffix standardised Address re-cased State name converted to code+2 more
ENR-105279	ENR	Jesse Ryan	1984-11-25	UHC-71476-43	—	1048 Mesa Dr, Glendale, AZ, 85303	0.52	Phone missing area code Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-107473	ENR	Olivia Chavez	1973-01-15	UHC-71126-91	6156628928	5964 Meadow Ln, Atlanta, GA, 30371	0.52	Name re-cased Two-digit birth year Phone reformatted SSN last four extracted+2 more
CLM-424867	CLM	Hiroshi Q Brooks	1990-08-15	UHC-65032-33	—	741 Canyon Rd, Nashville, TN, 37232	0.52	Street suffix standardised Address re-cased State name converted to code Gender normalised+2 more
ENR-104741	ENR	Aaron Brown	2000-01-02	UHC-60711-09	5939337885	1818 Elm St, Sacramento, CA, 95859	0.52	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-103918	ENR	Walter Perry	—	UHC-37779-02	8944010348	4439 Willow Ct, Nashville, TN, 37271	0.52	Name re-cased Date of birth missing Street suffix standardised Address re-cased+2 more
CLM-429085	CLM	Thomas Snyder	1999-07-18	—	5149856368	2100 Baseline Rd, Las Vegas, NV, 89116	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
PRV-26956	PRV	Bryan Franklin	1981-12-17	—	—	325 Valley View Dr, Scottsdale, AZ, 85200	0.52	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+2 more
PRV-25456	PRV	Noah Munoz	1973-01-26	—	—	5381 Pine Dr, Houston, TX, 77095	0.52	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-110439	ENR	Randy L Murphy	1944-02-26	UHC-31162-50	8496614340	243 Central Ave, Charlotte, NC, 28250	0.52	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-135603	ENR	Grace Davis	2000-05-18	UHC-22284-67	6634670721	436 Spring St, Denver, CO	0.52	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-59042	TPA	Juan Lewis	1964-04-09	UHC-51931-21	9282759792	4772 Jefferson Ave, Scottsdale, AZ	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-419850	CLM	McDonald Eric	2006-08-23	—	7502790087	4372 Central Ave, Minneapolis, MN, 55464	0.52	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
PRV-20254	PRV	Jeffrey S Dixon	2007-02-12	—	—	3804 Hillcrest Rd, Mesa, AZ, 85223	0.52	Two-digit birth year Street suffix standardised Address re-cased State name converted to code+2 more
PRV-23634	PRV	Noah E Sims	2002-05-14	UHC-54449-78	—	7793 Harbor Blvd, Chandler, AZ, 85215	0.52	Two-digit birth year Street suffix standardised Address re-cased State name converted to code+2 more
ENR-131029	ENR	Yukki Elliott	1992-02-18	UHC-02081-19	5678289868	4413 Church St, Chandler, AZ, 85273	0.52	Name split from “Last, First”Date of birth reformatted Phone reformatted State name converted to code+2 more
ENR-142072	ENR	Grace C Oliver	1954-02-20	UHC-79868-47	2579887625	5167 Willow Ct, Gilbert, AZ, 85234	0.52	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-406859	CLM	Walter Murray	—	UHC-21262-70	—	9728 Mesa Dr, Las Vegas, NV, 89166	0.52	Date of birth missing Street suffix standardised Address re-cased City re-cased+2 more
ENR-140372	ENR	Larry W Hudson	—	UHC-70621-95	5372156216	7931 Elm St, San Diego, CA, 92161	0.52	Date of birth unreadable Street suffix standardised Address re-cased City re-cased+2 more
ENR-112425	ENR	Etan Alvraez	1955-12-04	UHC-95573-58	9707017180	349 Mountain View Dr, Nashville, TN, 37269	0.52	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-117606	ENR	Emily X Willis	2001-01-12	UHC-12444-58	2564537672	1859 Market St, Miami, FL, 33168	0.52	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
CLM-429160	CLM	Jason Z Thompson	1994-08-22	—	5913030233	1783 Indian School Rd, Nashville, TN, 37241	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-400052	CLM	Diane Lee	1970-01-11	UHC-83472-91	8387724725	4401 Sunset Blvd, Scottsdale, AZ, 85200	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-427464	CLM	Jacqueline Bennett	—	UHC-63718-39	—	5967 Washington St, Tempe, AZ, 85271	0.52	Date of birth reformatted Date of birth unreadable Street suffix standardised Address re-cased+2 more
PRV-22440	PRV	Gloria Webb	1941-12-28	UHC-39563-01	—	7915 Mountain View Dr, Austin, TX, 78757	0.52	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
ENR-101416	ENR	Martha C Murphy	1950-02-01	UHC-96988-57	6187760369	8376 Camelback Rd, Scottsdale, AZ, 85232	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-114249	ENR	Megan P Carpenter	1946-06-01	UHC-78670-63	5025705284	3675 Willow Ct, Nashville, TN, 37231	0.52	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
TPA-59506	TPA	Arjun G Morris	1999-02-21	—	—	3815 Cedar Ln, Scottsdale, AZ, 85290	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-409656	CLM	Dylan Berry	—	UHC-73876-98	—	7702 Harbor Blvd, Plano, TX, 75059	0.52	Date of birth unreadable Member ID reformatted State name converted to code ZIP+4 trimmed+2 more
CLM-406338	CLM	Frank Guzman	2006-10-09	UHC-66444-28	—	1500 Spring St, Fresno, CA, 93723	0.52	Name split from “Last, First”Two-digit birth year State name converted to code Plan code upper-cased+2 more
ENR-121198	ENR	George C Sanchez	1970-05-24	UHC-75107-90	2257196452	1944 Park Pl Apt 15, Seattle, WA	0.52	Date of birth reformatted Phone reformatted Unit split from street State name converted to code+2 more
ENR-116061	ENR	Arjun O Wong	1993-08-22	UHC-77127-41	4293948346	1565 Sunset Blvd, Gilbert, AZ, 85242	0.52	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
ENR-134254	ENR	Jese P Park	1950-02-11	UHC-31353-24	9487225676	5096 Valley View Dr, Charlotte, NC	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-139045	ENR	Don Hudson	1964-02-07	UHC-48273-26	—	6118 Lake View Rd, Minneapolis, MN, 55444	0.52	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-432796	CLM	Stephen C Murray	1962-05-26	UHC-92761-01	8113848702	4148 Main St, Seattle, WA, 98101	0.52	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more

9,084 rows, page 53 of 182Previous Next