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

Enrollment, flag “Gender normalised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagGender normalisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-108887	ENR	Jacob N King	1970-03-14	UHC-22406-82	5236796588	7963 Lake View Rd, Tempe, AZ, 85266	0.66	Middle initial moved out of first name Phone reformatted Email lower-cased Gender normalised+1 more
ENR-108888	ENR	Jacob N King	1970-03-14	UHC-22406-82	5236796588	7963 Lake View Rd, Tempe, AZ, 85266	0.66	Middle initial moved out of first name Phone reformatted Email lower-cased Gender normalised+1 more
ENR-106078	ENR	Susan Z Kennedy	1955-06-28	UHC-76091-41	9065409347	9397 Canyon Rd # 224, Atlanta, GA, 30329	0.66	Phone reformatted Unit split from street City re-cased Email lower-cased+1 more
ENR-117106	ENR	Joseph Mandoza	1958-05-14	UHC-63893-37	7138314811	7749 Cedar Ln, Orlando, FL, 32865	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-115516	ENR	Lauren N Crawford	2005-01-23	UHC-07528-59	5006338568	3185 Washington St, Miami, FL, 33164	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-112226	ENR	Becky Stephens	1952-11-20	UHC-02357-21	2699305287	7713 Main St Apt 25, Plano, TX, 75037	0.66	Name re-cased Phone reformatted Unit split from street Gender normalised+1 more
ENR-122043	ENR	Debra Vega	1966-11-26	UHC-56890-18	4823124515	9428 Broadway, Charlotte, NC, 28248	0.66	Phone reformatted SSN last four extracted Gender normalised Whitespace trimmed+1 more
ENR-122042	ENR	Debra Vega	1966-11-26	UHC-56890-18	4823124515	9428 Broadway, Charlotte, NC, 28248	0.66	Phone reformatted SSN last four extracted Gender normalised Whitespace trimmed+1 more
ENR-135376	ENR	Debra Moore	2001-07-06	—	2317508054	1132 Apache Blvd, Atlanta, GA	0.66	Date of birth reformatted Phone reformatted ZIP missing Gender normalised+1 more
ENR-135375	ENR	Debra Moore	2001-07-06	—	2317508054	1132 Apache Blvd, Atlanta, GA	0.66	Date of birth reformatted Phone reformatted ZIP missing Gender normalised+1 more
ENR-117659	ENR	Terry Gomez	1977-04-19	UHC-39043-39	9598951396	3153 Washington St, San Diego, CA, 92183	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-109625	ENR	Kathyrn L Carpenter	1974-11-22	UHC-20471-72	2479061184	7653 Canyon Rd, Las Vegas, NV, 89153	0.66	Two-digit birth year Phone reformatted City re-cased Gender normalised+1 more
ENR-104185	ENR	Ann Elliott	1990-05-15	UHC-87363-16	2843122218	3996 Broadway # 899, Glendale, AZ, 85361	0.66	Date of birth reformatted Phone reformatted Unit split from street Address re-cased+1 more
ENR-119925	ENR	Doris J Wright	1960-06-27	UHC-04572-43	6364875230	5738 Lake View Rd, Orlando, FL, 32841	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-108637	ENR	Heather Hawkins	1940-09-04	UHC-59216-69	7528600942	4643 Apache Blvd, Tempe, AZ, 85234	0.66	Name re-cased Two-digit birth year Phone reformatted City re-cased+1 more
ENR-119693	ENR	Dennis O Reyes	1993-07-19	UHC-08084-99	8143883081	6396 Ocean Ave Apt 28, Tempe, AZ, 85288	0.66	Phone reformatted Unit split from street Gender normalised Whitespace trimmed+1 more
ENR-101444	ENR	Gregory P Salazar	1967-09-26	UHC-24529-54	6639038016	7702 Apache Blvd, Seattle, WA	0.66	City re-cased ZIP missing Email lower-cased Gender normalised+1 more
ENR-110392	ENR	George K Santos	1942-06-04	UHC-45616-92	9278110590	6304 Willow Ct, Columbus, OH, 43201	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-100235	ENR	Maria Davis	2007-03-12	UHC-35556-52	5754717021	5103 Willow Ct, Tempe, AZ	0.66	Phone reformatted ZIP missing Gender normalised Whitespace trimmed+1 more
ENR-122192	ENR	Ruth Patterson	2001-08-13	UHC-86088-59	3524527959	9601 Sage Ct, Seattle, WA, 98123	0.66	Street suffix standardised Address re-cased Email lower-cased Gender normalised+1 more
ENR-141613	ENR	Fatima Bishop	1959-09-04	UHC-22906-10	—	5867 Grand Ave, Scottsdale, AZ, 85238	0.66	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-142438	ENR	Susan U Richardson	1985-09-09	UHC-73739-77	6315870561	9879 Market St, Phoenix, AZ, 85033	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-136957	ENR	Isabella Lewis	1952-09-19	UHC-11005-47	8197379585	6395 Valley View Dr, Glendale, AZ, 85326	0.66	Name re-cased Two-digit birth year City re-cased Gender normalised+1 more
ENR-129972	ENR	Carolyn Cole	1970-01-18	UHC-93389-67	3937635596	4149 Mountain View Dr, Tempe, AZ, 85288	0.66	Name re-cased Phone reformatted State name converted to code Gender normalised+1 more
ENR-102712	ENR	Theresa V Pierce	2001-09-12	UHC-22598-55	6627422690	4585 Park Pl, Seattle, WA, 98107	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-135030	ENR	Emma Rios	2004-03-22	UHC-29326-42	—	124 Ridge Rd, San Diego, CA, 92177	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
ENR-125628	ENR	Gloria Walker	1952-10-05	UHC-25531-36	5228501157	3777 Willow Ct, Denver, CO, 80232	0.66	Name re-cased Two-digit birth year City re-cased Gender normalised+1 more
ENR-104228	ENR	Justin N Jenkins	1959-09-21	UHC-42783-82	9624222395	—	0.66	Two-digit birth year Phone reformatted Gender normalised Whitespace trimmed+1 more
ENR-113422	ENR	Dennnis U Estrada	1940-08-10	UHC-28133-57	—	2069 River Rd, Tampa, FL, 33617	0.66	Date of birth reformatted ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
ENR-102395	ENR	Lucia Turner	2001-01-12	UHC-13056-72	5704951378	7359 Willow Ct, Charlotte, NC, 28240	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
ENR-109756	ENR	Nicole R Riley	1950-03-20	UHC-60698-80	9433223496	—	0.66	Name split from “Last, First”Phone reformatted Email lower-cased Gender normalised+1 more
ENR-107943	ENR	Emily Wong	1977-02-10	UHC-39469-33	5278687953	3028 Maple Ave, Tampa, FL, 33624	0.66	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
ENR-104117	ENR	Megan Larson	1980-04-15	UHC-27720-40	3705328612	6741 Highland Ave, Chandler, AZ, 85225	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-109757	ENR	Christopher Larson	1993-05-14	UHC-44959-12	—	6575 Jefferson Ave, Austin, TX, 78783	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
ENR-114798	ENR	Kayla Wheeler	1950-02-20	UHC-07128-66	—	701 Baseline Rd, Chandler, AZ, 85247	0.66	Street suffix standardised Address re-cased State code upper-cased Gender normalised+1 more
ENR-118748	ENR	Steven N Ortiz	—	UHC-23902-47	8149220156	8017 Valley View Dr, San Antonio, TX, 78260	0.66	Name re-cased Date of birth unreadable Phone reformatted Gender normalised+1 more
ENR-109875	ENR	Laura V Bryant	1985-06-09	UHC-42238-04	7919321075	2223 Jefferson Ave, Mesa, AZ, 85215	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-101469	ENR	Kayla N Mejia	2003-09-22	UHC-37503-44	6004668179	6725 Baseline Rd, Seattle, WA, 98160	0.66	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-124272	ENR	Priya W Henderson	1942-09-26	UHC-79286-86	7333987726	3004 Cedar Ln, Tucson, AZ, 85718	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-106614	ENR	Richard Washington	1988-08-26	UHC-88068-66	3747511524	—	0.66	Two-digit birth year Phone reformatted Gender normalised Whitespace trimmed+1 more
ENR-107048	ENR	Danielle M Parker	1958-01-03	UHC-09719-62	9126186315	1498 Lincoln Way, Atlanta, GA, 30340	0.66	Date of birth reformatted Phone reformatted SSN last four extracted Gender normalised+1 more
ENR-118443	ENR	Jake K Freeman	1950-07-01	UHC-70215-87	8665844681	4127 Grand Ave, Seattle, WA, 98176	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-142466	ENR	Russell N Mitchell	1992-05-13	UHC-25517-25	2296414298	5643 Washington St, Chandler, AZ, 85239	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-100110	ENR	Fatima A Lynch	2001-08-22	UHC-78829-59	3518682231	7675 Harbor Blvd, Columbus, OH	0.66	Phone reformatted ZIP missing Gender normalised Plan code upper-cased+1 more
ENR-104199	ENR	Roy K Green	1955-10-15	UHC-60747-64	2328719993	8357 Palm Dr, Houston, TX, 77031	0.66	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-122754	ENR	Jack B Alexander	1971-04-20	UHC-89498-08	7237404966	7505 Mesa Dr # 306, Gilbert, AZ, 85215	0.66	Phone reformatted Unit split from street Gender normalised Whitespace trimmed+1 more
ENR-129126	ENR	Diana A Spencer	1942-08-19	UHC-15396-79	6903792927	1835 Oak St, Denver, CO, 80219	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+1 more
ENR-126417	ENR	Martinez R Austin	2003-05-20	UHC-33131-73	3438742027	2801 Park Pl, Los Angeles, CA, 90064	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
ENR-130662	ENR	Amber T Wells	1953-04-11	UHC-80479-97	8446790447	3814 Palm Dr, Eden Prairie, MN, 55386	0.66	Name re-cased Two-digit birth year Phone reformatted Gender normalised+1 more
ENR-108202	ENR	Jeremy Welker	1958-05-11	UHC-68255-89	—	7404 Lincoln Way, Seattle, WA, 98133	0.66	Name re-cased Date of birth reformatted ZIP+4 trimmed Gender normalised+1 more

7,326 rows, page 99 of 147Previous Next