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 “Name re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-27013	PRV	Doris P Kign	1976-07-06	—	—	1377 Indian School Rd, Tampa, FL, 33644	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-427624	CLM	Amber Lee	2004-04-08	UHC-32742-91	5362651559	5091 Church St, Sacramento, CA, 95883	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-122137	ENR	Noah E Morgan	1976-03-20	UHC-82203-05	4083092344	5058 Palm Dr # 214, Nashville, TN, 37274	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-135143	ENR	Christian H Simmons	1990-12-02	UHC-65062-39	4748365776	976 Valley View Dr # 870, Mesa, AZ, 85269	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
ENR-106105	ENR	Philip O Carpenter	1952-03-23	UHC-95540-90	7835940628	3207 Oak St, Tucson, AZ, 85777	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-406894	CLM	Brandon Stephens	1981-06-27	—	3368199621	2701 Mesa Dr, Tempe, AZ, 85240	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-416096	CLM	Sandra Mason	1954-04-28	—	3903756414	862 Maple Ave, Mesa, AZ, 85255	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-430083	CLM	Hannah Howell	1938-12-24	UHC-33142-04	—	550 Palm Dr, Plano, TX, 75033	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-405693	CLM	Bradley Vazquez	1943-01-07	—	—	9117 Meadow Ln, Atlanta, GA, 30368	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
TPA-62014	TPA	Pat Howell	1979-04-14	—	—	7085 Pine Dr, Houston, TX, 77099	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-414195	CLM	Santiago Aguilar	1970-06-16	UHC-15363-06	8814811936	7696 Bayshore Dr, San Antonio, TX, 78241	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-115042	ENR	Joan V Flores	—	UHC-12786-17	9176037194	3225 River Rd, Miami, FL, 33182	0.64	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+2 more
ENR-105206	ENR	Virginia G Cook	2007-06-17	UHC-55267-90	3443404000	9174 Forest Ave, Plano, TX, 75020	0.64	Name re-cased Phone reformatted City re-cased State name converted to code+2 more
PRV-23563	PRV	Edward Coleman	1971-11-17	UHC-77392-61	6329700454	7471 Washington St, Denver, CO, 80222	0.64	Name re-cased Phone reformatted Member ID reformatted State name converted to code+2 more
ENR-126223	ENR	Judy Willis	1997-06-11	UHC-66735-76	8972562951	7572 Mountain View Dr, Nashville, TN	0.64	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
CLM-420828	CLM	Pauul S Butler	1962-03-16	—	—	528 Mesa Dr, Seattle, WA	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
CLM-404458	CLM	Kelly Baker	2006-08-28	—	2786859756	4218 Sunset Blvd, San Diego, CA, 92180	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-130992	ENR	Sofia J Romero	1967-03-07	UHC-33423-69	8384194682	4041 Apache Blvd, Plano, TX, 75044	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-140447	ENR	Linda D Carpenter	1940-10-18	UHC-03197-05	2405136107	9397 Grand Ave, Phoenix, AZ, 85076	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-21544	PRV	Branodn Hansen	1979-03-20	—	7959480557	4589 Mesa Dr, Chandler, AZ	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-101128	ENR	Roger B Hamilton	1970-08-26	UHC-09343-47	8397472337	380 Spring St, Jacksonville, FL, 32208	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-58555	TPA	Julia Le	1972-12-15	—	2789404205	9364 Market St # 125, Tucson, AZ, 85750	0.64	Name re-cased Phone reformatted Unit split from street Email lower-cased+2 more
ENR-104849	ENR	William Patterson	1967-10-21	UHC-98995-42	5604859942	4238 Church St Apt 35, Los Angeles, CA, 90042	0.64	Name re-cased Two-digit birth year Phone reformatted Unit split from street+2 more
PRV-26189	PRV	Kathleen U Clark	1981-08-17	UHC-96127-46	—	3451 Sunset Blvd, Orlando, FL, 32860	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-419030	CLM	Natalie Ramos	1958-04-23	UHC-54434-24	—	7803 Washington St, Phoenix, AZ, 85046	0.64	Name re-cased Street suffix standardised Address re-cased Email lower-cased+2 more
CLM-415136	CLM	Doris J Wright	1960-06-27	UHC-04572-43	—	5738 Lake View Rd, Orlando, FL, 32841	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
ENR-120009	ENR	Gabriel H Taylor	1973-05-24	UHC-69788-78	2072861977	916 Apache Blvd # 566, Eden Prairie, MN, 55345	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-429442	CLM	Kevin Mills	1948-08-03	—	6254216797	7049 Ocean Ave # 714, San Diego, CA, 92129	0.64	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+2 more
ENR-127175	ENR	Mari D Knight	2006-03-17	UHC-08266-58	2095519219	4553 Spring St, Glendale, AZ, 85393	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-27231	PRV	Bruce Burke	1979-08-05	UHC-27034-47	—	8889 Canyon Rd, Tucson, AZ, 85730	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-423409	CLM	Nicole Arnold	1979-05-10	UHC-18919-15	5623336184	3165 Mesa Dr, Chandler, AZ, 85231	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
CLM-428991	CLM	Heather Gomez	2001-11-26	UHC-98871-36	—	7113 Cedar Ln, Minneapolis, MN, 55435	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
ENR-141296	ENR	Kevin N Fuller	1974-01-20	UHC-89175-90	8205152479	8360 Washington St, Sacramento, CA, 95831	0.64	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+2 more
CLM-428127	CLM	Roy Alexander	1975-11-15	—	4563126321	2232 Harbor Blvd, Plano, TX, 75060	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-62224	TPA	Zachary Fuller	1969-07-13	—	3919891906	3951 Market St, Eden Prairie, MN, 55323	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-20781	PRV	Sanrda K Wallace	1943-05-15	—	6383857939	9327 Lincoln Way, Mesa, AZ, 85228	0.64	Name re-cased Phone reformatted ZIP+4 trimmed Gender normalised+2 more
PRV-24941	PRV	Kayla Murray	1988-09-07	—	9564426103	6435 Palm Dr, Mesa, AZ	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
ENR-103818	ENR	Linda A Garrtet	1947-03-01	UHC-52045-15	3724993067	6243 Mesa Dr, Nashville, TN	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
CLM-401121	CLM	Aisha Campbell	1985-09-27	—	9242636524	7867 Grand Ave, Minneapolis, MN, 55455	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-117669	ENR	Megan E Rice	1941-01-01	UHC-35388-29	7018598950	4054 Willow Ct, Los Angeles, CA, 90067	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
CLM-426424	CLM	Beverly Reed	—	UHC-18578-72	—	5652 Desert Sky Blvd, Tampa, FL, 33624	0.64	Name re-cased Date of birth reformatted Date of birth unreadable ZIP+4 trimmed+2 more
ENR-127060	ENR	Lucia Vega	1962-02-03	UHC-18096-62	3203449877	5744 Spring St, Las Vegas, NV, 89168	0.64	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
PRV-20792	PRV	George Knight	1998-04-09	—	6864390158	7834 Canyon Rd, Los Angeles, CA, 90070	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-140043	ENR	Nicole W Chne	1949-03-15	UHC-87075-85	9316873774	9865 Forest Ave, Jacksonville, FL, 32246	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
TPA-62192	TPA	William Cook	—	—	—	221 Baseline Rd, Seattle, WA, 98135	0.64	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
CLM-412237	CLM	Yuki D Boyd	1993-05-18	—	—	1400 Maple Ave, Chandler, AZ, 85297	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
TPA-56573	TPA	Omar J Obrien	—	—	—	8082 Highland Ave, Tucson, AZ, 85760	0.64	Name re-cased Date of birth reformatted Date of birth unreadable State name converted to code+2 more
CLM-402834	CLM	Isabella D Robertson	1986-03-18	UHC-58329-99	—	3669 Bayshore Dr, San Antonio, TX, 78252	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
TPA-58027	TPA	Ahmed I Adams	—	—	—	3121 Union St, Las Vegas, NV, 89139	0.64	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
TPA-58026	TPA	Ahmed I Adams	—	—	—	3121 Union St, Las Vegas, NV, 89139	0.64	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more

39,996 rows, page 163 of 800Previous Next