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 “Email lower-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagEmail lower-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-117790	ENR	Danielle Marshall	1950-02-25	UHC-60613-36	5714297426	5450 Camelback Rd, Atlanta, GA, 30328	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-138851	ENR	Heather U Rodriguez	1942-02-16	UHC-31342-40	3008083557	460 Washington St, Mesa, AZ	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-109134	ENR	Donna B Padilla	1951-10-28	UHC-36891-63	—	6322 Bayshore Dr, Sacramento, CA, 95875	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-121206	ENR	Carl E Schmidt	1963-05-09	UHC-97348-98	7774573348	1359 Pine Dr, Mesa, AZ, 85254	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-134751	ENR	Kimberly J Washington	1950-10-24	UHC-66941-78	—	2417 Sage Ct, Scottsdale, AZ, 85225	0.62	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
ENR-113960	ENR	Terry Dean	2001-05-13	—	—	5823 Lincoln Way, Dallas, TX, 75248	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-102680	ENR	Jacob Little	—	UHC-18349-35	2962387539	2027 Cedar Ln, Orlando, FL, 32819	0.62	Name re-cased Date of birth unreadable Phone reformatted Member ID reformatted+3 more
ENR-111459	ENR	Jacqueline N Pierce	1939-11-08	UHC-89578-74	6326008818	4171 Ocean Ave, Tempe, AZ, 85285	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-141152	ENR	Justin V Munoz	1996-07-23	UHC-65561-74	8085609710	2020 Main St # 453, Fresno, CA, 93784	0.62	Date of birth reformatted Phone reformatted Member ID reformatted Unit split from street+3 more
ENR-126468	ENR	Frances E Howard	1973-02-25	UHC-51655-54	9867523585	9018 Main St # 582, Phoenix, AZ, 85093	0.62	Date of birth reformatted Phone reformatted Unit split from street State name converted to code+3 more
ENR-105384	ENR	Nancy Palmer	1975-12-11	UHC-18015-69	8348821792	4573 Elm St, Dallas, TX	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-125965	ENR	Aisha Russell	1961-08-03	UHC-64455-52	2556679446	824 Indian School Rd, Nashville, TN, 37239	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-125580	ENR	Judy Schmidt	1998-11-05	UHC-15358-33	—	3663 Pine Dr, Tampa, FL, 33672	0.62	Name re-cased Street suffix standardised Address re-cased Email lower-cased+3 more
ENR-134716	ENR	Deborah S Burns	1980-01-12	UHC-63347-73	2202424505	2696 Willow Ct, Fresno, CA, 93727	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-126799	ENR	Patrick L Chavez	1957-09-23	UHC-06289-61	4146813859	6009 Baseline Rd, Denver, CO, 80283	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-117031	ENR	Bryan Alvarez	1955-06-09	UHC-34162-31	9589694496	5263 Canyon Rd, Eden Prairie, MN	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-107433	ENR	Niole F Hall	1980-02-28	UHC-51352-25	7413068541	7074 Desert Sky Blvd, Seattle, WA, 98120	0.62	Middle initial moved out of first name Date of birth reformatted Phone reformatted City re-cased+3 more
ENR-128839	ENR	Nancy Mejia	1955-12-04	UHC-96159-26	8864290962	1300 Maple Ave Apt 11, Phoenix, AZ, 85067	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-109231	ENR	Ana Hoffman	1966-03-13	UHC-13956-74	5945110535	6463 Washington St, Denver, CO, 80206	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-107000	ENR	Eric B Sancez	1942-03-09	UHC-51287-21	4534147687	9364 Jefferson Ave, Tempe, AZ, 85210	0.62	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-112596	ENR	Arthur J Walsh	1946-08-12	UHC-28000-63	—	6786 Washington St, Denver, CO	0.62	Member ID reformatted Street suffix standardised Address re-cased ZIP missing+3 more
ENR-123113	ENR	Alexis J Tran	1938-01-26	UHC-80596-07	6349166724	238 Apache Blvd, Sacramento, CA, 95836	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-119638	ENR	Gabriel Sullivan	1967-12-04	UHC-51151-71	8038223466	4637 Main St, Fresno, CA, 93796	0.62	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-133420	ENR	Nancy G Alvarez	1961-02-06	UHC-44268-52	6962978117	2852 Indian School Rd, Minneapolis, MN, 55405	0.62	Date of birth reformatted Phone reformatted City re-cased ZIP+4 trimmed+3 more
ENR-112835	ENR	Cynthia Y Ford	1951-09-23	UHC-92645-67	5759134166	2718 Ridge Rd, Los Angeles, CA, 90098	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-115337	ENR	Jonathan O Orttega	1993-09-14	UHC-09877-57	7463874433	3868 Willow Ct, Orlando, FL, 32830	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-135742	ENR	—Junk	1946-07-23	UHC-26724-61	7047446923	2736 Lake View Rd, San Antonio, TX, 78294	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-126478	ENR	Barb Z Gordon	1974-10-13	UHC-06105-89	8152657950	3289 Washington St, Orlando, FL, 32852	0.62	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-138368	ENR	Tyler Patel	1981-02-27	UHC-49734-09	9296273424	5621 Highland Ave, Columbus, OH	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-125787	ENR	Eugene X Perez	1995-04-11	UHC-36595-86	—	7968 Baseline Rd, Chandler, AZ, 85244	0.62	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
ENR-126918	ENR	Janet Morales	1992-01-17	UHC-08987-22	2562524520	1780 Spring St, Chandler, AZ, 85240	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-124478	ENR	Marilyn Mason	2003-01-23	UHC-06049-09	2517492884	7190 Baseline Rd, Plano, TX, 75071	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-106677	ENR	Joyce Rice	1943-05-25	UHC-64786-05	6034401327	2028 Baseline Rd, Mesa, AZ, 85273	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-124806	ENR	Willie C Perez	1982-12-06	UHC-21123-09	—	5735 Park Pl, Sacramento, CA, 95810	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-127888	ENR	Lisa Li	1999-09-23	UHC-04073-64	2314798466	6577 Ridge Rd, San Diego, CA, 92129	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-123336	ENR	Ryan Morrison	1997-06-28	UHC-42344-63	6144678272	8872 Sage Ct, Atlanta, GA, 30321	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-142392	ENR	Denise Mills	1982-03-24	UHC-44700-43	5672689715	1110 Grand Ave, Atlanta, GA, 30389	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-101375	ENR	Hunter Z Charles	1989-06-08	UHC-17944-90	5238736858	5023 Elm St, Tempe, AZ, 85267	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-127913	ENR	Lawrence Shaw	1968-10-26	UHC-23351-29	2686453729	1500 Baseline Rd, Houston, TX, 77023	0.62	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-143040	ENR	Ryan Stephens	1975-11-12	UHC-85421-18	9047854086	4576 Pine Dr, Phoenix, AZ, 85048	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-101501	ENR	Brenda T Bradley	1946-05-19	UHC-93672-78	—	7376 Bayshore Dr, Chandler, AZ, 85281	0.62	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
ENR-118481	ENR	Kyle Young	1957-11-24	UHC-38709-51	2117034491	5907 Harbor Blvd, San Antonio, TX	0.62	Date of birth reformatted Phone reformatted State name converted to code ZIP missing+3 more
ENR-111328	ENR	Aisha Garza	2000-11-19	UHC-00750-76	9788914253	6081 Sunset Blvd, Gilbert, AZ, 85255	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-128628	ENR	Aaron J Santiago	1940-02-25	UHC-34413-08	3954830136	487 Washington St, Columbus, OH, 43259	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-138477	ENR	Paul Price	1973-10-13	UHC-93059-68	3848566332	6954 Park Pl, Eden Prairie, MN	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-128304	ENR	Phhilip Hill	1960-04-12	UHC-58500-48	6597822186	1537 Spring St, Austin, TX, 78780	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-128303	ENR	Phhilip Hill	1960-04-12	UHC-58500-48	6597822186	1537 Spring St, Austin, TX, 78780	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-108688	ENR	Walter E Patel	2005-07-01	UHC-76743-89	4442800558	6868 Maple Ave, Phoenix, AZ, 85063	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-112365	ENR	Stephen M Fowler	2001-09-27	UHC-96013-13	6007978481	9290 Forest Ave, Chandler, AZ, 85277	0.62	Middle initial moved out of first name Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-136326	ENR	Maria T Valdez	1997-07-27	UHC-44368-17	7327804713	681 Sage Ct, Houston, TX, 77039	0.62	Phone reformatted Member ID reformatted SSN last four extracted Street suffix standardised+3 more

8,934 rows, page 39 of 179Previous Next