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 “Placeholder values cleared”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlaceholder values clearedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-138817	ENR	Maria V Burns	1994-09-09	UHC-15438-40	3188643368	8057 Baseline Rd, San Antonio, TX, 78226	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-134084	ENR	Evelyn Yang	1985-12-24	UHC-37213-97	4834149028	8283 Main St, Fresno, CA, 93730	0.64	Two-digit birth year Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-142329	ENR	Ronald R Ford	1963-10-11	UHC-97301-31	3682391657	137 Hillcrest Rd, Atlanta, GA, 30351	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-126960	ENR	Amber S Ross	1963-01-15	UHC-76266-30	—	8205 Spring St Apt 6, Minneapolis, MN, 55414	0.64	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+2 more
ENR-108186	ENR	Arthur Thompson	1941-09-20	UHC-87768-94	7646388935	9081 Canyon Rd, Chandler, AZ, 85204	0.64	Name re-cased Member ID reformatted SSN last four extracted Street suffix standardised+2 more
ENR-122659	ENR	Marilyn J Ferguson	1960-04-08	UHC-33529-32	3033306160	8625 Camelback Rd, Charlotte, NC, 28279	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-110248	ENR	Lisa J Berry	1993-11-04	UHC-31792-15	9032765988	1455 Harbor Blvd, Minneapolis, MN, 55495	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-123406	ENR	Logna King	1950-04-20	UHC-67632-43	5358279707	7641 Sage Ct, Glendale, AZ, 85316	0.64	Date of birth reformatted Phone reformatted Member ID reformatted State name converted to code+2 more
ENR-117199	ENR	Jason B Wang	1942-07-04	UHC-43783-35	5354319408	—	0.64	Name split from “Last, First”Two-digit birth year Phone reformatted Email lower-cased+2 more
ENR-101638	ENR	Luccia K Peters	1980-09-08	UHC-14402-39	7962402987	8664 Market St, Atlanta, GA, 30375	0.64	Name split from “Last, First”Date of birth reformatted City re-cased ZIP+4 trimmed+2 more
ENR-142279	ENR	Patricia U Edwards	—	UHC-98173-36	9783003273	—	0.64	Name re-cased Date of birth unreadable Phone reformatted Gender normalised+2 more
ENR-121214	ENR	George E Fisher	1961-03-23	UHC-84057-85	8336986277	1435 Grand Ave, Dallas, TX, 75251	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-141352	ENR	Tricia Robertson	1972-02-10	UHC-63151-88	8342676995	523 Desert Sky Blvd, Eden Prairie, MN, 55365	0.64	Name re-cased Two-digit birth year Phone reformatted State name converted to code+2 more
ENR-114801	ENR	JJunk	1943-12-03	UHC-02814-75	—	5104 Union St, Gilbert, AZ, 85211	0.64	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-124648	ENR	Amanda McCoy	2002-05-06	UHC-05467-15	—	9338 Jefferson Ave, Chandler, AZ, 85243	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
ENR-127204	ENR	—Junk	1944-09-19	UHC-21412-48	6839920067	6531 Union St, Tampa, FL, 33699	0.64	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+2 more
ENR-127205	ENR	—Junk	1944-09-19	UHC-21412-48	6839920067	6531 Union St, Tampa, FL, 33699	0.64	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+2 more
ENR-128810	ENR	George I Schultz	2002-11-11	UHC-55554-57	2096549594	7977 River Rd, Tucson, AZ, 85729	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-135303	ENR	Omar Li	1952-06-27	UHC-33271-88	—	2889 Central Ave, Mesa, AZ, 85299	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-140991	ENR	Matthew M Ford	1990-02-01	UHC-10639-59	5498932696	4359 Oak St, Plano, TX, 75087	0.64	Middle initial moved out of first name Date of birth reformatted Phone reformatted SSN last four extracted+2 more
ENR-104235	ENR	Logan Z Estrada	1945-06-01	UHC-51402-46	—	7129 Harbor Blvd, Miami, FL, 33199	0.64	Date of birth reformatted Member ID reformatted SSN last four extracted State name converted to code+2 more
ENR-104276	ENR	Tim C Cook	2004-02-16	UHC-20743-60	9704746692	2519 Desert Sky Blvd, Columbus, OH	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
ENR-109187	ENR	Heather P Wganer	1991-12-14	UHC-68131-47	4473470816	4720 Canyon Rd, Miami, FL, 33174	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-127928	ENR	Russell Wells	1999-09-14	UHC-34128-76	—	4983 Sunset Blvd # 682, Mesa, AZ, 85241	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-109227	ENR	Timothy Brooks	2005-07-19	UHC-54562-02	8929034016	3289 Mountain View Dr, Dallas, TX, 75214	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-140653	ENR	Doris Anderson	1980-11-24	UHC-03249-14	—	4851 Canyon Rd, Glendale, AZ, 85309	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
ENR-108606	ENR	Brian W Maldonado	1942-03-05	—	5295924354	198 Main St, Orlando, FL	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-111070	ENR	Natalie Hudson	2002-11-14	UHC-07480-19	6038664902	2089 Ocean Ave Apt 6, Plano, TX, 75072	0.64	Name re-cased Phone reformatted Unit split from street ZIP+4 trimmed+2 more
ENR-110987	ENR	Abigail T Payne	2008-05-01	UHC-49968-61	6737925814	2812 Sage Ct, Nashville, TN	0.64	Date of birth reformatted City re-cased ZIP missing Gender normalised+2 more
ENR-140300	ENR	Austin E Powell	1998-07-26	UHC-82867-57	7554915489	1772 Elm St, Jacksonville, FL, 32206	0.64	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-114232	ENR	Laura W Powell	1969-05-21	UHC-45064-52	7687704513	3187 Harbor Blvd, Eden Prairie, MN, 55356	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-135883	ENR	Mei V Vasquez	1958-03-22	UHC-37162-88	4444327533	1826 Lincoln Way, Glendale, AZ, 85365	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-105550	ENR	Jason Sancheez	1960-08-06	UHC-50529-27	—	873 Willow Ct, Tucson, AZ, 85760	0.64	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-124234	ENR	Michelle F Herrera	1950-05-20	UHC-18176-75	5416572819	7756 Ocean Ave # 606, Sacramento, CA, 95825	0.64	Name re-cased Phone reformatted Unit split from street Gender normalised+2 more
ENR-104762	ENR	Maria Dean	1987-08-11	UHC-39017-66	9643076582	8425 Broadway # 808, Dallas, TX	0.64	Name re-cased Unit split from street State code upper-cased ZIP missing+2 more
ENR-121116	ENR	Raymond Thomas	1966-03-27	UHC-02723-41	8274614635	7605 Harbor Blvd, Phoenix, AZ, 85007	0.64	Name split from “Last, First”Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-125522	ENR	Gregory Fields	1956-07-04	UHC-50997-76	—	606 Sage Ct, Tempe, AZ, 85211	0.64	Street suffix standardised Address re-cased Gender normalised Plan code upper-cased+2 more
ENR-117779	ENR	Branndon Peterson	1974-03-12	UHC-68516-24	5728424306	8586 Central Ave, Glendale, AZ, 85392	0.64	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-131906	ENR	Megan L Nunez	1967-08-04	UHC-57892-81	—	143 Park Pl, Atlanta, GA, 30391	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-140050	ENR	Brenda Garrett	1981-09-22	—	3098899475	5537 Hillcrest Rd, San Diego, CA	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-106386	ENR	Scott X Stevens	1994-01-08	UHC-77093-82	7172575483	4455 Main St, Austin, TX, 78723	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
ENR-127119	ENR	Natalie Estrada	1938-05-17	UHC-84399-83	4355169604	8742 Church St, Fresno, CA	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
ENR-123154	ENR	Charles Q Santos	1962-08-07	UHC-27566-45	6759698776	8576 Jefferson Ave, Dallas, TX, 75270	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-136321	ENR	Sharon Maldonado	1982-05-27	UHC-48917-93	4786993618	7013 Meadow Ln, Tucson, AZ, 85755	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-135846	ENR	Keith T Gonzalez	1960-12-05	UHC-62035-80	6979515669	6402 Union St, Sacramento, CA, 95887	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-110703	ENR	Stephen Peterson	1943-06-12	UHC-22151-31	5229834977	6606 Jefferson Ave Apt 1, San Antonio, TX, 78242	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-124191	ENR	Carol Soto	1988-09-25	UHC-49221-24	2276330016	8206 Bayshore Dr, Tampa, FL, 33624	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-126317	ENR	Judy Brown	1979-03-24	UHC-18974-54	8854644983	—	0.64	Name split from “Last, First”Phone reformatted Email lower-cased Gender normalised+2 more
ENR-117768	ENR	Rachel Lee	—	UHC-20804-03	2993997503	3132 Meadow Ln, Las Vegas, NV, 89139	0.64	Name re-cased Date of birth unreadable Phone reformatted Gender normalised+2 more
ENR-135405	ENR	Christian I Alexandre	1998-11-14	UHC-81311-98	4787211571	5569 Spring St Apt 19, Sacramento, CA, 95815	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+2 more

16,916 rows, page 91 of 339Previous Next