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-137260	ENR	Jeremy Green	1999-09-19	UHC-75643-38	2804977407	638 Meadow Ln, Gilbert, AZ, 85272	0.62	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+3 more
CLM-428413	CLM	Bradley William	1938-04-02	—	—	766 Spring St, Tempe, AZ, 85227	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-401085	CLM	Gabriel Brokos	2003-06-07	—	4819315738	682 Pine Dr, Phoenix, AZ, 85051	0.62	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
TPA-50363	TPA	Angela Yang	1970-01-18	—	9816019278	7662 Oak St, Austin, TX, 78702	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-114570	ENR	Henry Peters	1946-04-15	UHC-24087-69	2908779119	7036 Central Ave, Tempe, AZ, 85230	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
PRV-21129	PRV	Noah Ross	2000-02-10	—	5739479009	7804 Maple Ave Apt 32, Los Angeles, CA, 90050	0.62	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
PRV-21275	PRV	Lucia Wood	1943-05-22	UHC-17073-62	—	8150 Pine Dr, Fresno, CA	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-137391	ENR	Heather Evans	1974-02-07	UHC-73056-65	—	2793 Elm St, Atlanta, GA, 30316	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
PRV-25348	PRV	Jordan Perry	1955-11-17	UHC-77617-54	6209529652	6145 Sunset Blvd, Phoenix, AZ, 85072	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
PRV-23029	PRV	Joyce Roberts	2007-01-12	—	—	2751 Jefferson Ave, Los Angeles, CA, 90046	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-411359	CLM	Roger D Dixon	—	UHC-30886-87	9676553886	1715 Jefferson Ave, Dallas, TX, 75243	0.62	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-58306	TPA	Bobby Berry	1941-04-01	UHC-07304-71	3845984149	6469 Valley View Dr, Glendale, AZ	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
PRV-28332	PRV	Aaron Gonzalez	1962-11-03	—	2538912028	9680 Mountain View Dr Apt 38, Seattle, WA, 98103	0.62	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-111119	ENR	Daiel Menodza	1952-12-24	UHC-41060-11	2149895484	1278 Mesa Dr, Atlanta, GA, 30374	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-422105	CLM	Bobby Ellis	1965-10-20	UHC-24725-68	8486402800	7921 Palm Dr, Plano, TX	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-126141	ENR	Keitth Salazar	2005-05-19	UHC-87404-77	7452698727	1828 Market St, Denver, CO, 80253	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-138122	ENR	Stephanie N Ruiz	1960-09-07	UHC-02243-45	5248700134	7665 Mesa Dr, Los Angeles, CA, 90093	0.62	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
PRV-28525	PRV	—Junk	1950-10-06	UHC-31579-16	—	588 Valley View Dr, Jacksonville, FL, 32213	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
PRV-22191	PRV	Stephanie Bishop	1982-12-17	—	7277018029	5282 River Rd, Las Vegas, NV, 89163	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-105398	ENR	Magaret Vasquez	2004-12-24	UHC-21400-01	9176638232	3239 Pine Dr Apt 35, Denver, CO, 80260	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-141420	ENR	William F Webb	1986-01-20	UHC-85317-53	3938443846	2004 Willow Ct, San Diego, CA, 92121	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-431536	CLM	Amanda O Li	1968-03-22	—	—	8177 Ridge Rd, Gilbert, AZ, 85282	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-431537	CLM	Amanda O Li	1968-03-22	—	—	8177 Ridge Rd, Gilbert, AZ, 85282	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-56731	TPA	Bradley Lopez	2005-02-24	—	—	5000 Central Ave, Denver, CO, 80235	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-117750	ENR	Ethan S Hernandez	1990-10-24	UHC-16392-66	6976975727	2044 Park Pl, Columbus, OH, 43227	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-118697	ENR	Kayla R Nunez	2002-09-15	UHC-82450-62	5919393165	317 Meadow Ln, Atlanta, GA, 30351	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-102698	ENR	Juan Q Riley	—	UHC-79569-94	9857441546	4389 Canyon Rd, Tampa, FL, 33697	0.62	Name re-cased Date of birth unreadable City re-cased ZIP+4 trimmed+3 more
CLM-414637	CLM	Evelyn V Hawkins	—	—	—	5677 Harbor Blvd, Charlotte, NC, 28280	0.62	Date of birth reformatted Date of birth unreadable Street suffix standardised Address re-cased+3 more
ENR-118906	ENR	Brian Lynch	1980-12-15	UHC-40970-34	7929380882	2551 Apache Blvd, Seattle, WA, 98112	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-114546	ENR	Betty Q Bryant	1979-03-10	UHC-90755-54	3388271251	6889 Desert Sky Blvd, Las Vegas, NV	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-406823	CLM	Amy Andrews	1986-08-10	—	5122567025	6269 Market St, Minneapolis, MN, 55430	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-407588	CLM	Charlie H Thomas	1941-07-20	UHC-32673-49	8862680111	3700 Washington St, Dallas, TX, 75203	0.62	Name re-cased Phone reformatted City re-cased State name converted to code+3 more
CLM-431579	CLM	Richard Miller	1966-07-22	UHC-60998-16	3298377603	1979 Hillcrest Rd, Miami, FL, 33154	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
PRV-28295	PRV	Grace F Duncan	1999-06-14	UHC-41719-75	5905251892	6527 Harbor Blvd, Orlando, FL, 32879	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-125019	ENR	Sofia I Rios	—	UHC-21043-75	8688752423	5680 Desert Sky Blvd, Dallas, TX	0.62	Name re-cased Date of birth unreadable City re-cased ZIP missing+3 more
ENR-125020	ENR	Sofia I Rios	—	UHC-21043-75	8688752423	5680 Desert Sky Blvd, Dallas, TX	0.62	Name re-cased Date of birth unreadable City re-cased ZIP missing+3 more
ENR-137874	ENR	Judith Carlson	1962-08-13	UHC-82292-64	6369555002	9441 Canyon Rd, San Diego, CA, 92110	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-50532	TPA	Steven Lewis	1941-11-08	—	9614692590	5518 Harbor Blvd, Fresno, CA	0.62	Name re-cased Phone reformatted City re-cased ZIP missing+3 more
CLM-426148	CLM	Aaron D Baker	2002-01-13	UHC-67046-98	8577507295	3501 Indian School Rd, Gilbert, AZ, 85251	0.62	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-411626	CLM	Santiago F Henry	1995-11-06	—	3157058390	226 Canyon Rd, Mesa, AZ, 85255	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-400560	CLM	Mateo Espinoza	1979-03-21	—	—	2755 Central Ave, Austin, TX, 78798	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-103390	ENR	Anthony J Hoffman	1978-01-02	UHC-25832-74	5863016837	7546 Main St, Mesa, AZ, 85263	0.62	Middle initial moved out of first name Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-116764	ENR	Jerry E Porter	1980-01-22	UHC-55265-39	7855462350	8480 Forest Ave, Tempe, AZ, 85215	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
TPA-58377	TPA	Amanda Campbell	1968-08-28	—	—	5649 Camelback Rd, Mesa, AZ, 85295	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-51935	TPA	Benjamin Bowman	1992-05-21	—	—	8468 Willow Ct, Columbus, OH, 43269	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-402084	CLM	Peter Walker	1986-04-18	UHC-17729-51	3095074509	5541 Palm Dr, Glendale, AZ, 85386	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-20336	PRV	Samuel C Mejia	1960-06-12	—	8023123063	3111 Mesa Dr, Seattle, WA, 98180	0.62	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-118154	ENR	Patricia T Patel	1958-07-09	UHC-33252-46	7033724602	3400 Central Ave, Nashville, TN, 37256	0.62	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-431297	CLM	Stephen L Butler	2000-08-09	UHC-10227-99	6233879235	1461 Pine Dr, Atlanta, GA, 30354	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-109496	ENR	Sara U Richardson	2002-11-24	UHC-15590-20	5574408247	2997 Pine Dr, San Antonio, TX, 78207	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more

17,850 rows, page 93 of 357Previous Next