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 “City re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagCity re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-129161	ENR	Janice R Wong	1966-03-21	UHC-48942-70	5997397705	3914 Sunset Blvd, Fresno, CA, 93741	0.80	Phone reformatted Street suffix standardised Address re-cased City re-cased
ENR-107337	ENR	Hiroshi L Espinoza	1970-07-02	UHC-80972-01	5692583125	689 Pine Dr, San Diego, CA, 92117	0.80	Phone reformatted City re-cased Gender normalised Whitespace trimmed
ENR-117528	ENR	Ashley N Griffin	1996-03-05	UHC-30684-46	—	7288 Market St, Houston, TX, 77062	0.80	City re-cased ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
ENR-109013	ENR	—Junk	1998-04-14	UHC-77618-30	7448732430	1820 Market St, Mesa, AZ, 85244	0.80	City re-cased Email lower-cased Whitespace trimmed No usable name (quarantined)
ENR-109979	ENR	Sofia Clark	1963-06-07	UHC-18310-45	6177107716	470 Forest Ave, Tampa, FL, 33608	0.80	Street suffix standardised Address re-cased City re-cased Whitespace trimmed
ENR-105562	ENR	Welch K Dennis	1986-10-24	UHC-89611-15	4205227744	3154 Maple Ave, Los Angeles, CA, 90052	0.80	Name split from “Last, First”Phone reformatted City re-cased Whitespace trimmed
ENR-122847	ENR	Kimberly K Austin	1999-02-22	UHC-57685-41	9814286798	1735 Church St, Charlotte, NC	0.80	Phone reformatted City re-cased ZIP missing Whitespace trimmed
ENR-141836	ENR	Melissa Olson	1942-10-19	UHC-23020-91	—	5972 Mesa Dr, Minneapolis, MN, 55470	0.80	Street suffix standardised Address re-cased City re-cased Whitespace trimmed
ENR-141447	ENR	Lawrence J Davis	1987-06-12	UHC-14304-43	5052901117	9021 Highland Ave, Plano, TX, 75027	0.80	Date of birth reformatted City re-cased ZIP+4 trimmed Plan code upper-cased
ENR-107260	ENR	Larry V Dean	1985-10-03	UHC-23098-85	6533495722	2609 Spring St, Jacksonville, FL, 32238	0.80	Street suffix standardised Address re-cased City re-cased Whitespace trimmed
ENR-128879	ENR	Albeert Valdez	1961-08-15	UHC-28534-40	8334909794	373 Park Pl, Eden Prairie, MN, 55365	0.80	Phone reformatted Street suffix standardised Address re-cased City re-cased
ENR-103929	ENR	Keith D Morales	1973-08-27	UHC-51608-34	5556704672	9255 Washington St, Plano, TX, 75009	0.80	Street suffix standardised Address re-cased City re-cased State code upper-cased
ENR-127004	ENR	Frances Q Brown	2004-12-05	UHC-25113-79	4687767432	3236 Washington St # 549, Atlanta, GA, 30318	0.80	Name re-cased Unit split from street City re-cased Whitespace trimmed
ENR-105382	ENR	Christopher G Williamson	2002-02-28	UHC-02046-10	5136237039	7615 Desert Sky Blvd, Charlotte, NC, 28279	0.80	Name re-cased Street suffix standardised Address re-cased City re-cased
ENR-113297	ENR	Helen R Guzman	1977-07-25	UHC-62092-10	4839340028	939 Meadow Ln, Minneapolis, MN, 55416	0.80	Name split from “Last, First”Date of birth reformatted City re-cased Placeholder values cleared
ENR-116507	ENR	Debra Powell	1945-02-07	UHC-90874-75	7948101299	4358 Forest Ave, Tampa, FL, 33622	0.80	Phone reformatted City re-cased ZIP+4 trimmed Whitespace trimmed
ENR-103500	ENR	Kayla H Wells	1985-07-02	UHC-51813-94	2699514602	16 Forest Ave, Glendale, AZ, 85362	0.80	Phone reformatted City re-cased State code upper-cased Gender normalised
ENR-141850	ENR	Gloria H Lane	1944-03-24	UHC-48820-35	—	9513 Willow Ct, Tempe, AZ, 85232	0.80	Street suffix standardised Address re-cased City re-cased Whitespace trimmed
ENR-100144	ENR	Joseph U Simpson	1997-04-14	UHC-40911-71	7684184471	9890 Canyon Rd, Nashville, TN, 37266	0.80	Phone reformatted City re-cased State name converted to code Whitespace trimmed
ENR-110621	ENR	Bruce Werd	1939-10-03	UHC-99058-30	7513706054	2876 Church St, Charlotte, NC, 28258	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
ENR-121482	ENR	Theresa Herrera	1945-04-08	UHC-63529-87	2345997335	4862 Indian School Rd, Tempe, AZ, 85243	0.80	Street suffix standardised Address re-cased City re-cased Whitespace trimmed
ENR-102494	ENR	Kyle Guzman	1996-03-24	UHC-29349-66	2119363478	9740 Valley View Dr # 302, Denver, CO, 80268	0.80	Phone reformatted Unit split from street City re-cased Email lower-cased
ENR-139423	ENR	Patrick U Hayes	1989-06-27	UHC-62613-40	9055286223	5129 Grand Ave, Orlando, FL, 32818	0.80	Name re-cased Phone reformatted City re-cased Gender normalised
ENR-137949	ENR	Billy P Lynch	1987-11-08	—	—	1768 Washington St, Sacramento, CA, 95896	0.80	Name re-cased Phone missing area code City re-cased Whitespace trimmed
ENR-102642	ENR	Kevin Z Gonzales	1979-04-17	UHC-66033-82	7632167898	2112 Hillcrest Rd, Chandler, AZ, 85260	0.80	Name split from “Last, First”Member ID reformatted City re-cased Whitespace trimmed
ENR-109282	ENR	Alexis Burke	1951-01-13	—	—	6809 Valley View Dr, Tucson, AZ, 85747	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
ENR-142196	ENR	James G Ruiz	1987-07-19	UHC-92430-95	3378820309	1528 Ridge Rd, Mesa, AZ	0.80	Phone reformatted City re-cased ZIP missing Whitespace trimmed
ENR-107151	ENR	Diana G Hanson	1989-01-07	UHC-23006-28	6684891550	2739 Hillcrest Rd, Fresno, CA, 93730	0.80	Phone reformatted Street suffix standardised Address re-cased City re-cased
ENR-110830	ENR	Jean Z Ford	1987-02-01	UHC-58932-47	—	5920 Cedar Ln, Eden Prairie, MN, 55360	0.80	Name split from “Last, First”Date of birth reformatted City re-cased Placeholder values cleared
ENR-128080	ENR	Carol Mason	1947-06-16	UHC-05630-68	4158604155	3272 Highland Ave, Eden Prairie, MN, 55312	0.80	Phone reformatted Street suffix standardised Address re-cased City re-cased
ENR-114958	ENR	Peter P Edwards	1948-09-12	UHC-22840-88	3774316210	6925 Pine Dr, Mesa, AZ, 85257	0.80	Phone reformatted City re-cased Gender normalised Placeholder values cleared
ENR-139644	ENR	Mark Garrett	2002-03-09	UHC-96165-68	2764224442	4341 Valley View Dr, Los Angeles, CA, 90099	0.80	Name re-cased Phone reformatted City re-cased Gender normalised
ENR-104571	ENR	Alan I Howell	1980-06-07	UHC-76458-51	—	7152 Mesa Dr, Tucson, AZ, 85773	0.80	Name split from “Last, First”Date of birth reformatted City re-cased Placeholder values cleared
ENR-136790	ENR	Wei L Vega	1997-12-07	UHC-47177-97	4972338463	6344 Forest Ave, Sacramento, CA, 95827	0.80	Phone reformatted City re-cased ZIP+4 trimmed Whitespace trimmed
ENR-129956	ENR	Brittany H Lawson	1963-02-23	UHC-05989-74	5148910295	1729 Jefferson Ave, Columbus, OH, 43284	0.80	Date of birth reformatted SSN last four extracted City re-cased Whitespace trimmed
ENR-112554	ENR	Bobby Harris	2002-06-23	UHC-14387-95	7142545268	5709 Washington St, Houston, TX, 77025	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased
ENR-121675	ENR	Gary W Vazquez	1974-01-17	UHC-43078-98	9332571941	9390 Bayshore Dr, Austin, TX	0.80	Date of birth reformatted City re-cased ZIP missing Whitespace trimmed
ENR-124676	ENR	Paul S Peterson	1975-03-27	UHC-47732-42	2858788676	6786 Washington St, Miami, FL, 33177	0.80	Phone reformatted Street suffix standardised Address re-cased City re-cased
ENR-111717	ENR	Maria Ortiz	—	UHC-34340-27	2869611624	1527 Park Pl, Nashville, TN, 37222	0.80	Name re-cased Date of birth unreadable City re-cased Whitespace trimmed
ENR-130057	ENR	Arjun Hansen	2008-12-22	UHC-24319-70	8946064469	8163 Apache Blvd, Phoenix, AZ, 85006	0.80	Date of birth reformatted City re-cased State code upper-cased Gender normalised
ENR-126676	ENR	Cheryl V Andrews	1942-06-01	UHC-74091-14	7747176079	3779 Jefferson Ave, Plano, TX, 75011	0.80	Phone reformatted Street suffix standardised Address re-cased City re-cased
ENR-113313	ENR	Rachel C Hughes	1963-04-07	UHC-54765-40	8495526274	6194 Willow Ct # 973, Austin, TX, 78713	0.80	Phone reformatted Unit split from street City re-cased Placeholder values cleared
ENR-120698	ENR	Kathy M Duncan	1957-06-27	UHC-88906-54	5183115046	4883 Desert Sky Blvd, Las Vegas, NV, 89149	0.80	Name re-cased City re-cased ZIP+4 trimmed Whitespace trimmed
ENR-121884	ENR	Joseph Payne	1983-10-10	UHC-48006-84	9685451234	5057 Central Ave, Tampa, FL, 33620	0.80	Phone reformatted City re-cased ZIP+4 trimmed Placeholder values cleared
ENR-115732	ENR	Chen Arthur	1946-09-05	UHC-64162-33	4968146384	2514 Apache Blvd, Dallas, TX, 75268	0.80	Name re-cased SSN last four extracted City re-cased Email lower-cased
ENR-116408	ENR	Noah D Estrada	1946-11-14	UHC-13233-49	4157663333	1290 Mesa Dr, Austin, TX, 78719	0.80	Phone reformatted Street suffix standardised Address re-cased City re-cased
ENR-115141	ENR	Virginia N Harvey	2008-05-20	UHC-98212-19	8587676921	7773 Main St, Dallas, TX, 75280	0.80	Middle initial moved out of first name Phone reformatted City re-cased Email lower-cased
ENR-123859	ENR	Joyce Rios	1977-04-28	UHC-99569-59	7988622151	4611 Oak St, Nashville, TN, 37272	0.80	Name split from “Last, First”Phone reformatted City re-cased Placeholder values cleared
ENR-135957	ENR	Bradley Murphy	1978-06-26	UHC-98942-64	9729222247	8816 Canyon Rd, Seattle, WA, 98177	0.80	Street suffix standardised Address re-cased City re-cased Email lower-cased
ENR-135575	ENR	Fatima Fisher	1951-10-02	UHC-57975-29	5763013331	8668 Oak St, San Diego, CA, 92121	0.80	Date of birth reformatted Street suffix standardised Address re-cased City re-cased

8,423 rows, page 137 of 169Previous Next