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 “Unit split from street”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagUnit split from streetClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-131454	ENR	Luis U Jones	1984-04-14	UHC-10104-58	—	2214 Washington St # 143, Atlanta, GA, 30344	0.70	Phone missing area code Unit split from street Whitespace trimmed
ENR-136951	ENR	Samantha V Riley	1965-12-27	UHC-88189-45	2449878790	5302 Hillcrest Rd Apt 28, Orlando, FL, 32828	0.70	Unit split from street Gender normalised Whitespace trimmed
ENR-138700	ENR	Angela Simpson	1941-03-28	UHC-88361-45	5523173174	7681 Spring St Apt 39, Tucson, AZ, 85740	0.70	Name re-cased Two-digit birth year Unit split from street
TPA-62573	TPA	Jessica Welch	1952-01-27	—	—	1213 Apache Blvd Apt 9, Dallas, TX, 75284	0.70	Unit split from street ZIP+4 trimmed Placeholder values cleared
ENR-120950	ENR	Ronald Vargas	2001-06-27	UHC-34390-87	4768636175	4115 Meadow Ln # 959, Chandler, AZ, 85265	0.70	Name split from “Last, First”Phone reformatted Unit split from street
CLM-405565	CLM	JackJunk	1974-02-24	—	—	6010 Broadway Apt 13, Plano, TX, 75013	0.70	Unit split from street Placeholder values cleared No usable name (quarantined)
ENR-102148	ENR	Mariana Y Hill	1943-09-18	UHC-13011-56	6812160391	9584 Forest Ave # 979, Fresno, CA, 93735	0.70	Phone reformatted Unit split from street ZIP+4 trimmed
TPA-52690	TPA	Laura Perkins	1956-09-28	—	—	5448 Baseline Rd # 300, Minneapolis, MN	0.70	Unit split from street ZIP missing Placeholder values cleared
TPA-64466	TPA	Valentina H Jacobs	1974-08-06	—	—	7801 Spring St Apt 36, Las Vegas, NV, 89133	0.70	Two-digit birth year Unit split from street Placeholder values cleared
TPA-57523	TPA	Yuki Rios	1979-11-21	UHC-04431-12	—	2827 Central Ave Apt 10, Orlando, FL, 32883	0.70	Name split from “Last, First”Unit split from street Placeholder values cleared
ENR-112944	ENR	Sophia Gonzalez	1998-01-12	UHC-90248-76	5418341547	4231 Highland Ave Apt 31, Scottsdale, AZ, 85227	0.70	Phone reformatted Unit split from street ZIP+4 trimmed
TPA-55983	TPA	Gregory Price	1944-02-04	UHC-92493-94	—	2317 Church St # 594, Houston, TX, 77050	0.70	Name split from “Last, First”Unit split from street Placeholder values cleared
CLM-403693	CLM	Gary Weber	1981-03-13	UHC-46874-68	—	7590 Forest Ave Apt 19, Seattle, WA, 98100	0.70	Name split from “Last, First”Unit split from street Placeholder values cleared
ENR-107967	ENR	Gregory Boyd	1959-04-06	UHC-93839-18	7604885676	9511 Harbor Blvd # 259, Scottsdale, AZ, 85203	0.70	Phone reformatted Unit split from street Gender normalised
TPA-53390	TPA	Jennifer Martinez	1975-04-05	—	—	3815 Highland Ave # 906, Nashville, TN, 37279	0.70	Name split from “Last, First”Unit split from street Placeholder values cleared
PRV-28991	PRV	Judith Morgan	—	UHC-85227-49	4493674179	112 Meadow Ln # 869, Chandler, AZ, 85223	0.70	Date of birth unreadable Unit split from street Placeholder values cleared
CLM-416311	CLM	Walter Phillips	1998-10-01	—	—	3291 Broadway # 341, Fresno, CA, 93755	0.70	Unit split from street Gender normalised Placeholder values cleared
ENR-115256	ENR	Brandon P Wheeler	1981-12-18	UHC-40767-81	—	3670 Sunset Blvd Apt 30, Los Angeles, CA, 90072	0.70	Name split from “Last, First”Unit split from street Placeholder values cleared
ENR-122688	ENR	Edward I Hansen	1988-06-21	UHC-55946-18	—	8444 Sunset Blvd Apt 14, Scottsdale, AZ, 85246	0.70	Unit split from street Street suffix standardised Address re-cased
ENR-128065	ENR	Nicole Hansen	2007-07-26	UHC-66560-42	8679179787	8627 Elm St # 742, Scottsdale, AZ, 85221	0.70	Phone reformatted Unit split from street Gender normalised
ENR-117292	ENR	Logan A Phillips	1966-04-21	UHC-58593-18	4609196479	3710 Mountain View Dr Apt 32, Orlando, FL, 32851	0.70	Phone reformatted Unit split from street Gender normalised
ENR-105828	ENR	Lisa Campell	—	UHC-87281-93	6732717388	1629 Pine Dr # 601, Denver, CO, 80275	0.70	Date of birth missing Phone reformatted Unit split from street
PRV-24693	PRV	Kayla E Simmns	1946-05-05	—	4779048063	5269 Ridge Rd # 318, Gilbert, AZ, 85223	0.70	Name split from “Last, First”Unit split from street Placeholder values cleared
ENR-104218	ENR	Dan Q Patterson	1940-08-21	UHC-22446-16	8853448891	5843 Main St Apt 38, Miami, FL, 33192	0.70	Middle initial moved out of first name Phone reformatted Unit split from street
CLM-404301	CLM	Eugene Delgado	1970-03-25	—	—	4758 Main St # 529, Tampa, FL, 33684	0.70	Unit split from street State name converted to code Placeholder values cleared
ENR-117302	ENR	Lisa Clark	1977-03-13	UHC-08004-40	9768768845	9555 Ridge Rd # 789, Las Vegas, NV	0.70	Phone reformatted Unit split from street ZIP missing
TPA-59252	TPA	Bruce Lawson	1951-01-03	—	—	4529 Church St # 236, Los Angeles, CA, 90063	0.70	Two-digit birth year Unit split from street Placeholder values cleared
ENR-108133	ENR	Nancy D Mendoza	1988-03-18	UHC-66651-92	6149331084	994 Lincoln Way # 291, Tucson, AZ, 85768	0.70	Unit split from street Gender normalised Whitespace trimmed
CLM-405400	CLM	Marilyn W Nguyen	1982-03-21	—	9505968736	6415 Broadway Apt 31, Tempe, AZ, 85256	0.70	Unit split from street State name converted to code Placeholder values cleared
ENR-132403	ENR	Ann X Murphy	1939-06-17	UHC-58244-17	—	5847 Park Pl # 549, Eden Prairie, MN, 55381	0.70	Name re-cased Two-digit birth year Unit split from street
ENR-122097	ENR	Kyle T Watkins	1984-12-10	UHC-94843-45	—	2406 Palm Dr # 708, Tampa, FL, 33648	0.70	Date of birth reformatted Phone missing area code Unit split from street
ENR-122180	ENR	Charlotte X James	1991-08-17	UHC-14077-28	9467053438	372 Market St Apt 11, Tampa, FL, 33607	0.70	Phone reformatted Unit split from street State name converted to code
ENR-122179	ENR	Charlotte X James	1991-08-17	UHC-14077-28	9467053438	372 Market St Apt 11, Tampa, FL, 33607	0.70	Phone reformatted Unit split from street State name converted to code
ENR-101564	ENR	Gregory W Lawson	1983-02-02	UHC-71079-08	7327798790	3957 Grand Ave Apt 7, Denver, CO, 80261	0.70	Unit split from street City re-cased State name converted to code
PRV-22413	PRV	Camila W Sandoval	1983-09-18	UHC-60824-59	4592179167	5221 Broadway Apt 16, Seattle, WA, 98142	0.70	Middle initial moved out of first name Phone reformatted Unit split from street
TPA-60798	TPA	Eric Castillo	1996-03-25	—	—	8778 Ocean Ave # 605, Minneapolis, MN, 55400	0.70	Unit split from street Gender normalised Placeholder values cleared
TPA-60174	TPA	Jeremy A Wong	1939-09-08	UHC-88270-98	—	4708 Grand Ave Apt 26, Seattle, WA, 98141	0.70	Unit split from street State name converted to code Placeholder values cleared
CLM-401144	CLM	Rebecca Y Garza	1976-06-04	UHC-50074-12	—	5159 Mountain View Dr Apt 28, Gilbert, AZ, 85272	0.70	Unit split from street Street suffix standardised Address re-cased
CLM-418542	CLM	Kayla W Cunningham	1964-01-07	—	—	8778 Cedar Ln # 966, Atlanta, GA, 30356	0.70	Unit split from street ZIP+4 trimmed Placeholder values cleared
ENR-106687	ENR	Sofia Fuller	1956-08-14	UHC-83296-48	5945145848	9744 Cedar Ln # 698, Tucson, AZ	0.70	Name re-cased Unit split from street ZIP missing
CLM-411833	CLM	Sarah Nguyen	2004-01-18	UHC-67677-60	8146241762	127 Lake View Rd Apt 20, Orlando, FL, 32822	0.70	Phone reformatted Unit split from street ZIP+4 trimmed
ENR-130867	ENR	Rebecca T Rodriguez	1996-06-08	UHC-72123-01	4757714074	1058 Lake View Rd # 652, Denver, CO, 80214	0.70	Member ID reformatted Unit split from street Gender normalised
CLM-429379	CLM	Morgan Denny	1955-03-02	—	—	7311 Washington St # 540, Glendale, AZ, 85386	0.70	Unit split from street State name converted to code Placeholder values cleared
CLM-429378	CLM	Morgan Denny	1955-03-02	—	—	7311 Washington St # 540, Glendale, AZ, 85386	0.70	Unit split from street State name converted to code Placeholder values cleared
CLM-426501	CLM	Gregory Alvarez	1982-03-27	UHC-67391-14	—	1067 Oak St # 230, Tempe, AZ	0.70	Unit split from street ZIP missing Placeholder values cleared
ENR-119182	ENR	Lisa Fuller	2006-05-09	UHC-66030-92	—	3202 Jefferson Ave # 323, Mesa, AZ, 85249	0.70	Name split from “Last, First”Date of birth reformatted Unit split from street
ENR-118303	ENR	Kayla H Watkins	1977-02-06	UHC-05998-73	2799958588	5154 Harbor Blvd # 673, Mesa, AZ, 85267	0.70	Date of birth reformatted Unit split from street Gender normalised
ENR-122746	ENR	Evelyn Wong	—	UHC-67290-43	4662732042	2547 Mountain View Dr Apt 22, Charlotte, NC, 28287	0.70	Date of birth missing Phone reformatted Unit split from street
TPA-57191	TPA	Sean Estrada	1976-12-02	—	—	6902 Washington St # 282, Atlanta, GA, 30360	0.70	Name split from “Last, First”Unit split from street Placeholder values cleared
ENR-104051	ENR	Paul G Patel	1942-05-08	UHC-83011-39	6984708982	3504 Harbor Blvd # 364, Gilbert, AZ, 85236	0.70	Two-digit birth year Phone reformatted Unit split from street

6,994 rows, page 114 of 140Previous Next