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 “SSN last four extracted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagSSN last four extractedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-121280	ENR	Thomas E Harvey	1977-10-25	UHC-55914-02	9672293694	6330 Cedar Ln, Plano, TX, 75096	0.50	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
ENR-112772	ENR	Ralph T Mitchell	1990-02-21	UHC-17638-14	6095253763	3670 Spring St, Minneapolis, MN, 55402	0.50	Name re-cased Two-digit birth year Phone reformatted SSN last four extracted+3 more
ENR-106670	ENR	Sarah E Park	1964-06-27	UHC-57297-32	2248538438	1654 Church St, Atlanta, GA, 30343	0.50	Name re-cased Two-digit birth year Phone reformatted SSN last four extracted+3 more
ENR-139046	ENR	Kathryn I Wallace	1991-04-10	UHC-49905-75	6103310650	8278 Canyon Rd # 197, Jacksonville, FL, 32271	0.50	Date of birth reformatted Phone reformatted SSN last four extracted Unit split from street+3 more
TPA-50427	TPA	Ann Campbell	2008-12-18	—	—	223 Indian School Rd, Denver, CO, 80250	0.50	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
ENR-111837	ENR	Walter O Peterson	1965-10-07	UHC-30055-98	7395661763	4110 Spring St, Seattle, WA, 98144	0.50	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
CLM-429829	CLM	Nancy Porter	1940-07-15	UHC-71964-53	—	6331 Ocean Ave, Dallas, TX, 75291	0.50	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
PRV-20016	PRV	Smaantha Young	1990-04-28	UHC-43942-38	—	5157 Harbor Blvd, San Antonio, TX, 78231	0.50	Name re-cased Two-digit birth year SSN last four extracted Street suffix standardised+3 more
CLM-418700	CLM	George Shaw	1984-10-02	UHC-36004-77	7996539568	6572 Bayshore Dr # 840, Tucson, AZ, 85780	0.50	Name re-cased Phone reformatted SSN last four extracted Unit split from street+3 more
ENR-101798	ENR	Amy Graham	1942-12-08	UHC-93467-22	8128178278	3276 Oak St, Seattle, WA, 98148	0.50	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-109278	ENR	Pamela Mitchell	—	UHC-76970-81	7883541894	5418 River Rd, Phoenix, AZ, 85073	0.50	Date of birth unreadable Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-116797	ENR	Sophia K Robertson	1942-08-12	UHC-82419-72	—	5540 Hillcrest Rd, Austin, TX, 78703	0.50	Name re-cased Date of birth reformatted Phone missing area code SSN last four extracted+3 more
ENR-107657	ENR	Bryan V Carr	1959-11-01	UHC-84837-95	9384882231	7382 Pine Dr, Atlanta, GA, 30349	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted SSN last four extracted+3 more
TPA-63628	TPA	Julie C Walsh	1980-09-08	—	7853136471	4721 Meadow Ln, Fresno, CA, 93756	0.50	Date of birth reformatted Phone reformatted SSN last four extracted State name converted to code+3 more
ENR-114254	ENR	Amy Soto	1985-05-18	UHC-23381-51	8316648487	4411 Sunset Blvd, Minneapolis, MN, 55473	0.50	Two-digit birth year Phone reformatted Member ID reformatted SSN last four extracted+3 more
ENR-142567	ENR	Christina P Williamson	1977-02-26	UHC-18331-38	3272371218	2552 Apache Blvd, Minneapolis, MN, 55422	0.50	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+3 more
CLM-422165	CLM	Billy R Collins	1941-06-06	—	—	1834 Mountain View Dr, Austin, TX, 78762	0.50	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+3 more
ENR-135416	ENR	Samantha Z Burke	2000-08-27	UHC-94001-94	7822754763	8709 Lincoln Way # 146, Minneapolis, MN, 55404	0.50	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+3 more
CLM-418923	CLM	Mary Miller	1940-11-17	UHC-95565-83	—	9265 Sunset Blvd, Minneapolis, MN, 55476	0.50	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
ENR-136498	ENR	Anthony Myers	1978-05-08	UHC-74006-37	3422405515	4764 Sunset Blvd # 930, Eden Prairie, MN, 55334	0.50	Name re-cased Phone reformatted SSN last four extracted Unit split from street+3 more
ENR-125696	ENR	Nicole P Luna	2006-03-22	UHC-74735-63	4303691195	9760 Washington St, Tempe, AZ, 85256	0.50	Middle initial moved out of first name Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-113914	ENR	Petrick Luna	1983-10-03	UHC-87231-07	9599188887	2497 Baseline Rd, Jacksonville, FL, 32287	0.50	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
CLM-422395	CLM	Joshua Payne	1938-09-03	—	2893105697	5146 Cedar Ln, Sacramento, CA, 95871	0.50	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
ENR-113159	ENR	Lisa U Hayes	1997-11-16	UHC-48433-58	6132327411	3266 Mountain View Dr, Plano, TX, 75053	0.50	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+3 more
ENR-120119	ENR	Edward Olliver	2006-04-20	UHC-36016-90	4294649556	2187 Sage Ct, Columbus, OH, 43206	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted SSN last four extracted+3 more
ENR-139952	ENR	Marilyn Ramirez	1970-06-01	UHC-67599-81	—	8681 Spring St, Charlotte, NC	0.50	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+3 more
ENR-108504	ENR	Ryan Laura	1993-01-22	UHC-44301-74	3507482025	9430 Sunset Blvd, Charlotte, NC	0.50	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-111348	ENR	Julie Hall	2008-02-10	UHC-86527-90	5212095610	6710 Mesa Dr, San Antonio, TX, 78249	0.50	Two-digit birth year Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-108855	ENR	Ahmed M Hudson	2000-03-10	UHC-80428-70	9817944266	4171 Valley View Dr Apt 33, Sacramento, CA, 95809	0.50	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+3 more
ENR-128247	ENR	Doris Guzman	1956-10-23	UHC-56787-59	3642722355	3126 Indian School Rd, Minneapolis, MN, 55466	0.50	Phone reformatted Member ID reformatted SSN last four extracted Street suffix standardised+3 more
ENR-128246	ENR	Doris Guzman	1956-10-23	UHC-56787-59	3642722355	3126 Indian School Rd, Minneapolis, MN, 55466	0.50	Phone reformatted Member ID reformatted SSN last four extracted Street suffix standardised+3 more
TPA-57982	TPA	Kayla Perez	1964-12-11	—	—	5951 Forest Ave, Plano, TX, 75025	0.50	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+3 more
ENR-138536	ENR	Roger V Taylor	1996-11-08	UHC-26029-98	6877346758	4847 Church St, Dallas, TX, 75292	0.50	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+3 more
ENR-109418	ENR	Henry Roberts	1969-10-21	UHC-17992-75	6856078523	7955 Sage Ct, Chandler, AZ, 85285	0.50	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
TPA-50700	TPA	Brandon E Porter	1947-04-22	—	7575976324	7764 Pine Dr, Miami, FL, 33165	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted SSN last four extracted+3 more
CLM-418393	CLM	Maria Reid	1943-06-02	UHC-95329-63	—	8664 Mountain View Dr, Las Vegas, NV, 89198	0.50	Name split from “Last, First”Date of birth reformatted SSN last four extracted Street suffix standardised+3 more
CLM-429323	CLM	Jordan Robertson	1979-09-13	—	—	1875 Ocean Ave, Tempe, AZ, 85216	0.50	Name re-cased Date of birth reformatted SSN last four extracted ZIP+4 trimmed+3 more
ENR-128765	ENR	Keith Long	1985-12-28	UHC-61870-19	3656913767	8925 Highland Ave, Jacksonville, FL, 32227	0.50	Phone reformatted SSN last four extracted City re-cased ZIP+4 trimmed+3 more
CLM-400698	CLM	Marcuus Collins	1946-03-20	UHC-00187-28	3772524734	3486 Harbor Blvd, Fresno, CA	0.50	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
ENR-115280	ENR	Lawrence K Weaver	1964-02-04	UHC-26133-98	9292120024	3519 Church St Apt 22, Tempe, AZ, 85219	0.50	Phone reformatted SSN last four extracted Unit split from street Street suffix standardised+3 more
CLM-412718	CLM	Janice K Patel	1993-06-11	UHC-60883-65	5658649043	2290 Central Ave, Phoenix, AZ	0.50	Date of birth reformatted Member ID reformatted SSN last four extracted Street suffix standardised+3 more
ENR-121813	ENR	Lawrence J Williams	1987-07-11	UHC-68040-19	8988804967	7519 Highland Ave, Minneapolis, MN, 55461	0.50	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
CLM-410229	CLM	Russell Hicks	1974-03-05	UHC-25635-11	3292866762	294 Central Ave, Charlotte, NC, 28284	0.50	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+3 more
CLM-426745	CLM	Brenda Butler	1947-12-28	—	—	3051 Church St, Los Angeles, CA, 90027	0.50	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+3 more
CLM-400504	CLM	Dorothy Reyes	1994-07-24	UHC-45582-86	6886767972	8886 Lake View Rd, Orlando, FL	0.50	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
ENR-101145	ENR	Catherine E Ford	1988-07-03	UHC-79361-30	3644097615	975 Main St, Gilbert, AZ, 85287	0.50	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-103097	ENR	Diana Hudson	—	—	5389802920	4568 Elm St, Tempe, AZ, 85281	0.50	Date of birth missing Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-119955	ENR	Mari D Cruz	1989-07-28	UHC-50333-60	6916424491	1792 Forest Ave Apt 2, Phoenix, AZ, 85083	0.50	Phone reformatted SSN last four extracted Unit split from street Street suffix standardised+3 more
ENR-111224	ENR	Vincent J Stevens	1975-10-05	UHC-60712-59	4723952432	1528 Baseline Rd # 847, Sacramento, CA, 95845	0.50	Name re-cased Date of birth reformatted SSN last four extracted Unit split from street+3 more
ENR-129961	ENR	Kayla Mills	—	UHC-01587-52	8867856919	3905 Apache Blvd, Miami, FL, 33131	0.50	Name re-cased Date of birth missing Phone reformatted SSN last four extracted+3 more

2,817 rows, page 13 of 57Previous Next