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-104181	ENR	Walter Espinoza	1973-10-15	UHC-26179-57	8958443276	7825 Cedar Ln, Orlando, FL, 32851	0.64	Two-digit birth year Member ID reformatted City re-cased ZIP+4 trimmed+2 more
ENR-118091	ENR	Rogger Stewart	1968-02-21	UHC-97026-67	9217988735	6205 Sage Ct Apt 22, Scottsdale, AZ, 85226	0.64	Date of birth reformatted Phone reformatted Unit split from street State name converted to code+2 more
ENR-128530	ENR	Anthony B Mendoza	1990-10-27	UHC-61241-32	—	205 Church St, Tucson, AZ, 85768	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-114226	ENR	Dylan I Larson	1965-12-16	UHC-23758-98	3596608439	2961 Palm Dr # 826, Atlanta, GA, 30376	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-118459	ENR	Joseph V Porter	1960-06-27	UHC-81468-86	2375510773	6037 Sage Ct, Gilbert, AZ, 85238	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-114831	ENR	Stephanie Hayes	—	UHC-35079-82	—	6718 Elm St, Scottsdale, AZ, 85232	0.64	Name re-cased Date of birth unreadable Member ID reformatted Street suffix standardised+2 more
ENR-136556	ENR	Ana Y Barnes	1983-04-19	UHC-47145-41	—	4649 Pine Dr Apt 10, Columbus, OH, 43286	0.64	Unit split from street Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-128558	ENR	Ralph R Romero	1992-11-24	UHC-38184-87	—	2926 Central Ave, Atlanta, GA, 30322	0.64	Name re-cased Phone missing area code Gender normalised Plan code upper-cased+2 more
ENR-141380	ENR	George W Myers	1970-10-13	UHC-78519-89	2065219426	—	0.64	Two-digit birth year Phone reformatted Member ID reformatted SSN last four extracted+2 more
ENR-131739	ENR	Alexander Harvey	1947-08-04	UHC-12495-58	5024371257	7207 Church St, Plano, TX, 75056	0.64	SSN last four extracted Street suffix standardised Address re-cased City re-cased+2 more
ENR-137715	ENR	Priya L Phillips	1984-06-03	UHC-39705-39	4853134742	1868 Hillcrest Rd, Miami, FL, 33156	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted State name converted to code+2 more
ENR-136142	ENR	Randy W Thomas	—	UHC-12233-10	3413584918	8387 Church St, Fresno, CA, 93740	0.64	Date of birth unreadable Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-101478	ENR	Sandra Sullivan	2007-03-04	UHC-25633-24	—	7761 Forest Ave, Las Vegas, NV, 89132	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-122475	ENR	Nicole Moreno	1951-11-25	UHC-44531-14	—	9504 Apache Blvd, Houston, TX	0.64	Street suffix standardised Address re-cased City re-cased ZIP missing+2 more
ENR-132248	ENR	Danielle N Graham	—	UHC-01900-59	—	4165 Washington St, Tucson, AZ, 85790	0.64	Date of birth missing Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-119237	ENR	Sean N Sandoval	1955-05-28	UHC-11554-69	6513782669	4121 Hillcrest Rd, Dallas, TX, 75205	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted State code upper-cased+2 more
ENR-103094	ENR	Mariana P Nelson	1954-02-04	UHC-45506-94	8145800676	5038 Mountain View Dr, Nashville, TN, 37224	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-127726	ENR	Eugene Dominguez	1951-09-01	UHC-49629-65	7327766432	2009 Spring St, Minneapolis, MN, 55434	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-134569	ENR	Lucia T Olson	—	UHC-29957-26	8966968406	4774 Apache Blvd, Los Angeles, CA, 90013	0.64	Date of birth unreadable Phone reformatted City re-cased State name converted to code+2 more
ENR-120053	ENR	Jordan P Bishop	2008-09-23	UHC-53496-93	7322546561	5429 Meadow Ln, Phoenix, AZ, 85083	0.64	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-100776	ENR	Jesse Kim	1967-01-14	UHC-45304-40	3357488814	3377 Market St, Fresno, CA, 93709	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
ENR-128598	ENR	Olivia Powell	1960-07-13	UHC-19972-86	4816125549	3983 Bayshore Dr, Columbus, OH, 43273	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-124758	ENR	Richard R Boyd	1945-02-02	UHC-89046-92	9896695363	2919 Jefferson Ave, Scottsdale, AZ, 85258	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-107993	ENR	Saan Duncan	2002-02-07	UHC-28881-12	—	6367 Desert Sky Blvd, Dallas, TX, 75206	0.64	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-110681	ENR	Nicole Q Kim	2005-10-04	UHC-81297-86	7358381612	6904 Mountain View Dr, Las Vegas, NV, 89150	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
ENR-127257	ENR	Andrew Bradley	1951-04-22	UHC-41862-45	8902605677	9405 Washington St, Tempe, AZ, 85205	0.64	Street suffix standardised Address re-cased State code upper-cased ZIP+4 trimmed+2 more
ENR-132694	ENR	Alan Mendez	1999-04-23	UHC-09937-27	2705100280	9237 Lincoln Way, Las Vegas, NV, 89135	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
ENR-136971	ENR	Susan L Vasquez	1965-02-24	UHC-92843-07	6019998736	4067 Grand Ave, Columbus, OH, 43204	0.64	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-113314	ENR	Theresa Roberts	1951-02-05	UHC-10775-37	3672731143	432 Ocean Ave Apt 29, Gilbert, AZ, 85226	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
ENR-115015	ENR	Yuki O Hill	1993-11-25	UHC-14097-65	—	8400 Mountain View Dr, Atlanta, GA, 30389	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-133478	ENR	Harold J Peterson	1963-10-29	UHC-37208-63	—	5963 Lake View Rd, Mesa, AZ, 85239	0.64	Name re-cased Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-113593	ENR	Cheryl K Barnes	—	UHC-40226-91	3153243991	6700 Meadow Ln, Columbus, OH, 43238	0.64	Name re-cased Date of birth missing Street suffix standardised Address re-cased+2 more
ENR-141187	ENR	Heather N Reid	1993-03-26	UHC-36200-07	7059972860	5533 Maple Ave, Fresno, CA, 93711	0.64	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-124083	ENR	Arjun Y Cook	1976-04-22	UHC-87493-59	8304068451	1438 Church St, Seattle, WA, 98101	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-115492	ENR	Omar O Simppson	1999-11-26	UHC-59095-99	3475638475	7949 Central Ave, Charlotte, NC, 28273	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-139217	ENR	Kyle M Contreras	1962-06-10	UHC-17396-44	5368965463	7575 Canyon Rd # 830, Denver, CO, 80251	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-123305	ENR	Vincent Jacobs	1999-09-07	UHC-69484-81	2264674918	4581 Ocean Ave, Nashville, TN, 37229	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-135914	ENR	Andy X Young	1955-04-06	UHC-82178-32	7052620263	2283 Indian School Rd # 441, Gilbert, AZ, 85214	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
ENR-130864	ENR	Joyce C Daniels	1999-03-12	UHC-17507-69	8207156604	6364 Broadway, Seattle, WA	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+2 more
ENR-103202	ENR	Danielle B Bishop	1974-09-14	UHC-38178-59	9193449787	5050 Desert Sky Blvd, Houston, TX, 77067	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-127409	ENR	Jeremy Y Barnes	1988-02-13	UHC-66920-30	2072481591	3426 Market St, San Antonio, TX, 78238	0.64	Two-digit birth year Phone reformatted SSN last four extracted City re-cased+2 more
ENR-111960	ENR	Doris Ford	1958-08-03	UHC-09446-73	2744938096	4869 Meadow Ln, Mesa, AZ, 85259	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-103343	ENR	Priya Reid	1939-08-04	UHC-91776-87	9166205494	8712 Pine Dr, Nashville, TN	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-122894	ENR	Gary Hunt	1959-05-19	UHC-01749-02	3153862451	9561 Lincoln Way, Miami, FL	0.64	Name re-cased Two-digit birth year State code upper-cased ZIP missing+2 more
ENR-113312	ENR	James B Cox	1982-11-25	UHC-14257-05	—	5562 Indian School Rd, Denver, CO, 80254	0.64	Member ID reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-117177	ENR	Linda Gordon	1974-05-07	UHC-71410-38	8497318412	4793 Sunset Blvd # 147, Houston, TX, 77044	0.64	Date of birth reformatted Phone reformatted Unit split from street State name converted to code+2 more
ENR-128427	ENR	Elizabeth M Kelley	2003-03-12	UHC-09452-14	4424109277	2084 Lake View Rd, Chandler, AZ, 85242	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-135830	ENR	Janice Moore	1982-07-13	UHC-20558-92	—	7643 Union St, Houston, TX, 77017	0.64	Name re-cased Two-digit birth year State name converted to code Email lower-cased+2 more
ENR-140742	ENR	Richard Fostre	1986-07-13	UHC-61183-63	—	2550 Washington St, Phoenix, AZ, 85012	0.64	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-112708	ENR	Billy J Holmes	1941-01-13	UHC-51978-56	4696482637	4985 Cedar Ln, Glendale, AZ, 85387	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more

16,916 rows, page 85 of 339Previous Next