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
CLM-425929	CLM	Stephenie Hayes	1946-07-03	—	—	2981 Park Pl, Charlotte, NC, 28247	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
PRV-28643	PRV	Deborah Hall	1983-01-08	UHC-03263-45	3367124151	3592 Maple Ave, Sacramento, CA, 95844	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-22269	PRV	Michelle X Kelley	—	UHC-11382-60	6954920437	2898 Baseline Rd, San Antonio, TX, 78244	0.60	Name re-cased Date of birth unreadable Member ID reformatted Street suffix standardised+4 more
ENR-138516	ENR	Beverly Ortega	1950-07-16	UHC-09931-26	5759757794	830 Bayshore Dr, Dallas, TX, 75209	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-106123	ENR	Jesse F Fowler	1998-12-11	UHC-13704-87	5134605829	4715 Sage Ct, Miami, FL, 33199	0.60	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-127515	ENR	Gary P Garrett	—	UHC-95391-30	3285024835	9326 Highland Ave, Charlotte, NC, 28207	0.60	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+4 more
TPA-61827	TPA	Megan Sandoval	2004-12-05	—	8978076545	8968 Highland Ave Apt 37, Atlanta, GA, 30327	0.60	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+4 more
CLM-403830	CLM	Lori Wells	1955-02-07	UHC-79504-51	—	7001 Meadow Ln, Los Angeles, CA, 90036	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-403363	CLM	Donald W Harris	1956-04-18	UHC-35499-52	6363235538	2294 Valley View Dr, Plano, TX, 75073	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-405121	CLM	Steve Knight	2004-04-20	—	8995510778	3377 Apache Blvd, Nashville, TN, 37202	0.60	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+4 more
ENR-109790	ENR	Charlotte Nunez	1945-02-17	UHC-75383-35	9598232911	1243 Main St, Orlando, FL, 32873	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-142154	ENR	Jessica Z Gonzalez	1982-06-25	UHC-56950-38	6133110776	8554 Ridge Rd, Columbus, OH, 43200	0.60	Name re-cased Date of birth reformatted Phone reformatted City re-cased+4 more
PRV-23709	PRV	Abby Johnson	1969-11-17	—	7167919653	658 Elm St, Charlotte, NC	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-138039	ENR	Charlotte D Perry	1983-12-12	UHC-56932-15	4792872369	6577 Spring St, Scottsdale, AZ, 85266	0.60	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
TPA-63302	TPA	Adam Vega	1974-12-27	—	5372467498	3130 Cedar Ln, San Diego, CA, 92181	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-63815	TPA	Dorothy Lopez	1994-01-02	—	—	2090 Ocean Ave, Tampa, FL, 33668	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-123047	ENR	Daniel Q Mendez	1958-11-04	UHC-21332-78	9787564344	1144 Main St, Columbus, OH	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-141822	ENR	Marilyn Henderson	1982-05-24	UHC-96699-72	5264755262	3603 Camelback Rd, Houston, TX, 77070	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
PRV-27186	PRV	Heather Brooks	1978-07-08	—	8225878741	8233 Indian School Rd, Plano, TX, 75008	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-105171	ENR	Amy Wagner	1956-09-09	UHC-05819-84	6112867706	1324 Bayshore Dr, Columbus, OH, 43269	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-29537	PRV	Jeremy Jacobs	1965-10-04	UHC-51630-28	—	4442 Meadow Ln, Seattle, WA, 98134	0.60	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-132332	ENR	Susan Huntter	1999-07-24	UHC-70915-70	5355554838	5487 Lake View Rd, Mesa, AZ, 85299	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-140116	ENR	Jacob S Hayes	1982-11-11	UHC-47437-62	2512518074	5141 Camelback Rd, Phoenix, AZ, 85073	0.60	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+4 more
ENR-118180	ENR	Serah Yang	1986-04-09	UHC-33199-01	—	6524 Camelback Rd, Tampa, FL, 33626	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-107323	ENR	Harold U Little	1944-05-17	UHC-28581-15	6758344200	298 Mountain View Dr # 544, Austin, TX, 78782	0.60	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-119697	ENR	Kyle Harper	—	UHC-24220-25	3408117174	4809 Meadow Ln, Mesa, AZ, 85216	0.60	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+4 more
ENR-115806	ENR	Jose W Campbell	1980-01-09	UHC-70117-04	6684951635	5850 Union St, Jacksonville, FL, 32269	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-103016	ENR	Kenneth Wallace	1958-11-28	UHC-00563-50	2588243229	4932 Indian School Rd, Miami, FL	0.60	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-404600	CLM	Deborah Vazquez	2002-04-08	—	—	7172 Bayshore Dr, Tucson, AZ	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-417296	CLM	Betty Garcia	1999-09-19	UHC-86761-69	—	3070 Park Pl, San Diego, CA, 92178	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
TPA-58310	TPA	Tyler Vargas	1980-01-13	UHC-54913-54	4346315874	6278 Highland Ave, Atlanta, GA, 30340	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-416146	CLM	Harold Greene	1994-12-16	—	—	7545 Ocean Ave, Seattle, WA, 98132	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-102537	ENR	Isabella Y Price	1964-03-25	UHC-41557-49	4734495502	7692 Meadow Ln, San Antonio, TX, 78235	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-139296	ENR	Alexis E Duncan	1970-08-12	UHC-79293-81	3037285635	9398 Maple Ave, Gilbert, AZ, 85284	0.60	Member ID reformatted Street suffix standardised Address re-cased City re-cased+4 more
ENR-122394	ENR	Carl F Nichols	1962-11-25	UHC-14580-29	—	6806 Mesa Dr, Tampa, FL, 33697	0.60	Name re-cased Date of birth reformatted Phone missing area code City re-cased+4 more
ENR-112652	ENR	Ralph Chavez	1988-12-07	UHC-46584-60	8275916623	8378 Ridge Rd, Denver, CO	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-122208	ENR	Priya Thomas	2007-07-14	UHC-93116-67	8102713142	5410 Mesa Dr, San Antonio, TX	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-111466	ENR	Aaron F Welch	2008-09-03	UHC-51582-83	6519602271	6030 Bayshore Dr # 696, Austin, TX, 78727	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-131418	ENR	Susan Salazar	1966-12-23	UHC-80684-62	7436860152	1616 Sunset Blvd Apt 30, Glendale, AZ, 85383	0.60	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-117888	ENR	Joyce Bradley	1980-04-12	UHC-14598-28	8066731254	4399 Maple Ave, Fresno, CA, 93742	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-110648	ENR	Pamela Phillips	1971-11-10	UHC-63688-70	4526539125	8055 Hillcrest Rd, Gilbert, AZ, 85294	0.60	Phone reformatted Street suffix standardised Address re-cased City re-cased+4 more
ENR-113697	ENR	Alexis Jensen	1957-11-16	UHC-14285-46	7613710994	6234 Camelback Rd, Tampa, FL	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-431978	CLM	Jeffrey Grant	1983-09-13	UHC-11675-92	—	8815 Oak St, Eden Prairie, MN, 55300	0.60	Name split from “Last, First”Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
TPA-50450	TPA	Bobby O Garcia	1940-10-09	—	3767933181	3222 Valley View Dr, Minneapolis, MN	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-20930	PRV	Zachary Reynolds	2006-09-10	—	9077672286	1038 Main St, Plano, TX	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-101454	ENR	Frank R Wallace	1999-09-15	UHC-74375-66	2852010316	37 Washington St, Tucson, AZ, 85782	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-63753	TPA	Debra Burton	1998-08-18	—	—	639 Cedar Ln, Plano, TX, 75074	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-417520	CLM	Richard Kelely	1963-12-07	UHC-11767-95	2502272678	68 Desert Sky Blvd, Tucson, AZ, 85719	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-135331	ENR	Andrew M Ray	1959-12-12	UHC-74730-74	4639505664	1611 Jefferson Ave, Tempe, AZ, 85278	0.60	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-401595	CLM	Melissa Willis	1939-06-04	—	4969581419	8088 Lincoln Way, Chandler, AZ, 85298	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more

17,850 rows, page 51 of 357Previous Next