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 “Placeholder values cleared”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlaceholder values clearedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-24205	PRV	Wei Castillo	—	—	9062439468	2397 Willow Ct, Eden Prairie, MN, 55392	0.50	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-421272	CLM	Brittany Mendez	1946-05-27	UHC-75234-10	—	5701 Baseline Rd, Columbus, OH, 43234	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-423650	CLM	Mason Vasquez	1952-12-01	—	—	7154 Maple Ave, Los Angeles, CA, 90097	0.50	Name re-cased Phone missing area code Street suffix standardised Address re-cased+3 more
PRV-26425	PRV	Nancy J Graham	—	UHC-43007-22	7094605128	4350 Apache Blvd # 543, Seattle, WA, 98197	0.50	Date of birth missing Phone reformatted Unit split from street Street suffix standardised+3 more
TPA-51818	TPA	William Garrett	1993-12-01	—	6318431022	368 Desert Sky Blvd, Tucson, AZ	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-61129	TPA	Jordan Mason	1963-03-07	—	—	9391 Valley View Dr, Nashville, TN, 37291	0.50	Name re-cased Date of birth reformatted State name converted to code ZIP+4 trimmed+3 more
ENR-126242	ENR	Wayne Davis	1956-05-25	UHC-67278-96	—	4681 Oak St, Eden Prairie, MN, 55309	0.50	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-428000	CLM	Daniel E Gilbert	1938-08-24	—	2658441156	9403 Market St, Tampa, FL, 33624	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-106540	ENR	Austin Jordan	1951-04-05	UHC-02354-94	—	4762 Church St Apt 30, Eden Prairie, MN, 55340	0.50	Date of birth reformatted Phone missing area code Unit split from street Street suffix standardised+3 more
PRV-27502	PRV	Willie Suullivan	2005-02-28	UHC-03086-90	4336975706	6475 Elm St, Tampa, FL, 33636	0.50	Name split from “Last, First”Two-digit birth year Member ID reformatted Street suffix standardised+3 more
CLM-409411	CLM	Kathleen Watson	1959-07-27	—	5847342751	3553 Mountain View Dr, San Diego, CA, 92195	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-23151	PRV	Michael L Graham	1991-04-09	UHC-80630-55	7128880544	5523 Main St, Plano, TX	0.50	Name split from “Last, First”Phone reformatted State name converted to code ZIP missing+3 more
PRV-26789	PRV	Carol Pierce	1957-02-09	UHC-80359-24	8215122517	7677 Baseline Rd, Fresno, CA, 93773	0.50	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
CLM-414310	CLM	Elijah S Stone	1944-04-03	—	—	250 Washington St # 399, Tempe, AZ	0.50	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-410890	CLM	Katherine Bell	1997-07-13	—	9027914060	8466 Bayshore Dr, Tempe, AZ, 85265	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-420406	CLM	Sara Harvey	1984-02-18	—	6245431462	8811 Church St, Denver, CO, 80257	0.50	Name split from “Last, First”Two-digit birth year Phone reformatted City re-cased+3 more
CLM-431145	CLM	Charles M Hoffman	1986-03-16	UHC-28425-96	8849558470	1089 Bayshore Dr, Jacksonville, FL, 32269	0.50	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-116637	ENR	Sharon Jordan	1940-10-09	UHC-95905-11	4188870161	9743 Ridge Rd, Jacksonville, FL, 32207	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-401096	CLM	Emma Reyes	1992-04-17	UHC-53606-43	2464615050	6614 Lake View Rd, Sacramento, CA, 95827	0.50	Two-digit birth year Street suffix standardised Address re-cased City re-cased+3 more
ENR-115991	ENR	Lucia T Reid	2007-05-10	UHC-97211-91	7009542204	2443 Washington St, Chandler, AZ, 85245	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-112679	ENR	Virginia T Rice	—	UHC-60262-09	5794576783	6678 Lincoln Way, Fresno, CA, 93726	0.50	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+3 more
CLM-404747	CLM	Mateo Rivera	1977-04-04	UHC-03884-63	5374470369	6701 Church St, Austin, TX	0.50	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more
TPA-52323	TPA	Raymond Simmons	1972-02-03	—	5704047418	5242 Desert Sky Blvd, Nashville, TN, 37204	0.50	Name split from “Last, First”Phone reformatted City re-cased State name converted to code+3 more
ENR-137936	ENR	Gloria Chapman	1938-10-11	UHC-10323-58	4782630196	4425 Mesa Dr # 964, Denver, CO, 80291	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+3 more
CLM-432695	CLM	Denise Rogers	1996-05-21	UHC-63267-36	3935128684	2232 Forest Ave, Las Vegas, NV, 89136	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-116567	ENR	Jerry Burke	1976-08-18	UHC-38441-26	—	8032 Valley View Dr, Nashville, TN, 37248	0.50	Street suffix standardised Address re-cased City re-cased State name converted to code+3 more
CLM-410325	CLM	Keith Torres	—	UHC-89886-91	—	8102 Main St, Houston, TX, 77018	0.50	Date of birth unreadable Street suffix standardised Address re-cased City re-cased+3 more
CLM-405096	CLM	Marilyn Romero	1954-08-02	UHC-22595-40	5559000569	2973 Main St, Eden Prairie, MN, 55338	0.50	Name split from “Last, First”Member ID reformatted SSN last four extracted Street suffix standardised+3 more
CLM-430741	CLM	Samantha Payne	2001-06-24	UHC-99063-40	—	4292 Washington St, Gilbert, AZ, 85200	0.50	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-431609	CLM	Carolyn Flores	1964-05-16	—	—	2384 Apache Blvd Apt 34, Los Angeles, CA, 90037	0.50	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+3 more
CLM-406812	CLM	Vincent Lewis	1977-02-13	UHC-59903-89	7694508550	7484 Bayshore Dr, Glendale, AZ	0.50	Name split from “Last, First”Date of birth reformatted Member ID reformatted ZIP missing+3 more
TPA-55813	TPA	Noah Hawkins	1976-10-12	—	4703777460	3221 Union St, San Antonio, TX, 78286	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-400293	CLM	Valentina Austin	1980-11-05	UHC-16705-36	4258931839	6663 Highland Ave, Gilbert, AZ	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-428168	CLM	Kevin D Matthews	1966-08-15	UHC-84075-27	—	6609 Mesa Dr, Houston, TX, 77074	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-422159	CLM	Santiago Johnston	1951-11-11	—	—	2725 Washington St, Chandler, AZ, 85284	0.50	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
CLM-405996	CLM	Donna Moore	1983-06-07	UHC-26588-38	2209655848	5727 Lake View Rd, Plano, TX, 75090	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-425309	CLM	Arthur Carter	1953-09-20	UHC-46569-38	—	7582 Washington St, Chandler, AZ, 85272	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
TPA-59057	TPA	Danielle Vazquez	1948-10-27	—	—	8681 Grand Ave Apt 37, Atlanta, GA, 30386	0.50	Name split from “Last, First”Date of birth reformatted Unit split from street Street suffix standardised+3 more
CLM-421241	CLM	Weber K Frances	1963-02-15	UHC-72878-47	—	4716 Camelback Rd Apt 35, Los Angeles, CA, 90013	0.50	Name re-cased Two-digit birth year Unit split from street State name converted to code+3 more
ENR-134056	ENR	Jusitn I Rojas	1950-01-27	UHC-93944-47	4103007271	5377 Cedar Ln, Mesa, AZ, 85260	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-107350	ENR	Jose B Lawrence	1967-12-22	UHC-16741-15	2338899604	9696 Valley View Dr, Atlanta, GA, 30300	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-51609	TPA	Keith Vazquez	1965-05-23	—	—	6164 Grand Ave, Scottsdale, AZ, 85299	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-429983	CLM	Julie Romero	—	—	—	5486 Central Ave, Nashville, TN, 37292	0.50	Name split from “Last, First”Date of birth unreadable Street suffix standardised Address re-cased+3 more
TPA-50318	TPA	Diego Holmes	1965-05-21	—	—	5512 Sage Ct, Scottsdale, AZ, 85238	0.50	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
CLM-402891	CLM	Grace Hawkins	1938-07-27	UHC-70840-06	—	1559 Willow Ct, Fresno, CA, 93701	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
ENR-117142	ENR	Diana V Lane	1940-04-01	UHC-50137-28	7683704962	3196 Sunset Blvd, Eden Prairie, MN, 55378	0.50	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more
TPA-53799	TPA	Victoria Chen	1947-02-23	—	6924259533	925 Ridge Rd, Orlando, FL, 32808	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-124775	ENR	Ahmed Kim	2004-08-23	—	7537218219	4911 Forest Ave # 468, Nashville, TN, 37298	0.50	Name re-cased Phone reformatted Unit split from street State name converted to code+3 more
PRV-28368	PRV	Paul Y Ross	—	UHC-15295-38	—	3208 Lincoln Way, Plano, TX, 75029	0.50	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+3 more
CLM-405255	CLM	Alexis Washington	1997-12-03	—	2627064480	5669 Valley View Dr, Columbus, OH	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more

71,257 rows, page 92 of 1,426Previous Next