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

All sources, 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-136299	ENR	Beverly Y Green	1985-12-20	UHC-01481-07	5972663693	1874 Canyon Rd, Las Vegas, NV	0.66	Street suffix standardised Address re-cased City re-cased ZIP missing+1 more
ENR-118316	ENR	Anddrea V Kelly	1940-11-02	UHC-21701-06	4259738695	2445 Forest Ave, Nashville, TN, 37253	0.66	Date of birth reformatted City re-cased ZIP+4 trimmed Email lower-cased+1 more
CLM-410684	CLM	Teresa Gonzales	1961-04-23	—	4467870483	9167 Grand Ave, Houston, TX	0.66	Phone reformatted City re-cased ZIP missing Gender normalised+1 more
PRV-26938	PRV	Russell Ferguson	1949-04-04	—	3755916732	2954 Highland Ave, Charlotte, NC	0.66	Phone reformatted City re-cased State name converted to code ZIP missing+1 more
CLM-414743	CLM	Shirley Lopez	1991-06-04	UHC-44235-49	—	1286 Park Pl Apt 22, Scottsdale, AZ, 85214	0.66	Unit split from street Street suffix standardised Address re-cased City re-cased+1 more
CLM-430230	CLM	Maria Montgomery	1951-04-08	—	6173444429	2720 Baseline Rd # 888, Plano, TX, 75056	0.66	Name re-cased Unit split from street City re-cased State name converted to code+1 more
TPA-53465	TPA	Yuki Luna	1987-06-20	—	—	2639 Central Ave, Las Vegas, NV	0.66	Name re-cased City re-cased State name converted to code ZIP missing+1 more
ENR-139068	ENR	Sandra G Hart	1957-12-16	UHC-88610-44	—	9810 Jefferson Ave, San Diego, CA, 92119	0.66	Phone missing area code Street suffix standardised Address re-cased City re-cased+1 more
CLM-414891	CLM	Devid R Ryan	1956-10-15	—	—	5705 Pine Dr, Tempe, AZ, 85247	0.66	Street suffix standardised Address re-cased City re-cased State name converted to code+1 more
CLM-429783	CLM	Vincent Ward	1982-04-26	—	—	2532 Market St, Mesa, AZ, 85201	0.66	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+1 more
PRV-25367	PRV	David M Ruiz	1967-12-20	UHC-51878-80	—	2004 Lake View Rd, Denver, CO, 80235	0.66	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+1 more
ENR-135060	ENR	Debra Oliveer	1938-12-13	UHC-76154-45	4134396828	8029 Maple Ave, Phoenix, AZ, 85043	0.66	Two-digit birth year Phone reformatted City re-cased Email lower-cased+1 more
CLM-432399	CLM	Ronald Cox	1994-08-04	UHC-07390-48	—	1782 Camelback Rd # 759, Scottsdale, AZ, 85231	0.66	Date of birth reformatted Unit split from street City re-cased Gender normalised+1 more
ENR-124337	ENR	Martha L Haimlton	1970-02-03	UHC-92698-48	4862567242	133 Washington St, Tampa, FL, 33664	0.66	SSN last four extracted Street suffix standardised Address re-cased City re-cased+1 more
ENR-103301	ENR	Kayla E Soto	1948-08-02	UHC-34616-97	—	5011 Harbor Blvd, Fresno, CA, 93700	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-107099	ENR	Doris Alvarez	1971-01-07	UHC-60201-75	6699270351	8860 Meadow Ln, Tampa, FL, 33639	0.66	Name split from “Last, First”Phone reformatted City re-cased ZIP+4 trimmed+1 more
CLM-414993	CLM	Kieth L Jones	1987-01-29	UHC-95396-91	2474192342	5349 Palm Dr, Orlando, FL, 32884	0.66	City re-cased State name converted to code Gender normalised Plan code upper-cased+1 more
ENR-116444	ENR	Henry M Nguyeen	1975-07-18	UHC-89598-34	4925628011	3106 Palm Dr, Columbus, OH, 43272	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-415617	CLM	Linda E Green	1970-08-10	—	—	8032 Valley View Dr, Los Angeles, CA, 90038	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
TPA-52798	TPA	Lucia Lynch	1968-04-09	—	5604861546	8941 Forest Ave, Atlanta, GA, 30302	0.66	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+1 more
TPA-59931	TPA	Jacqueilne Bell	1997-04-19	—	—	9736 Ridge Rd, Denver, CO, 80241	0.66	Two-digit birth year Street suffix standardised Address re-cased City re-cased+1 more
ENR-106888	ENR	Valentina N Herrera	1960-05-26	—	2679098953	4356 Sunset Blvd, Atlanta, GA, 30311	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-109507	ENR	Thomas W Tran	1978-11-08	UHC-05853-23	2085968364	5079 Camelback Rd, Plano, TX, 75081	0.66	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+1 more
ENR-105816	ENR	Daniel Dixon	1989-10-18	UHC-67601-44	6385411705	7318 Camelback Rd, San Antonio, TX, 78245	0.66	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-142995	ENR	Joyce Henry	1995-02-16	UHC-60364-77	7735758245	7448 Cedar Ln, Chandler, AZ, 85270	0.66	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-412390	CLM	Jack Russell	1972-04-12	—	—	7332 Church St, Seattle, WA	0.66	Street suffix standardised Address re-cased City re-cased ZIP missing+1 more
ENR-125841	ENR	Donna P Young	1959-04-09	UHC-09777-54	2052221233	9562 Grand Ave, Tampa, FL, 33640	0.66	Two-digit birth year Street suffix standardised Address re-cased City re-cased+1 more
ENR-136086	ENR	Margaret Butler	1944-11-25	UHC-48996-47	—	4150 Ridge Rd, Eden Prairie, MN	0.66	Date of birth reformatted Phone missing area code City re-cased ZIP missing+1 more
ENR-131159	ENR	Larry F Reed	1939-03-11	UHC-86408-56	6548008787	4127 Camelback Rd Apt 2, Miami, FL, 33162	0.66	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-138949	ENR	Helen Lucas	1983-10-06	UHC-91125-34	9169237424	6748 Sage Ct, Seattle, WA, 98124	0.66	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-138999	ENR	Ronald Daniels	1967-06-11	UHC-10524-07	9574886605	8619 Central Ave # 447, San Diego, CA, 92134	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-142815	ENR	Carolyn Wright	—	UHC-94808-34	—	242 Park Pl # 951, Orlando, FL, 32850	0.66	Name re-cased Date of birth unreadable Unit split from street City re-cased+1 more
ENR-108458	ENR	Aaron F Kelley	1972-04-19	UHC-36205-79	—	909 Forest Ave, Glendale, AZ	0.66	Name split from “Last, First”City re-cased ZIP missing Whitespace trimmed+1 more
ENR-101186	ENR	Lori Dixon	1940-09-23	UHC-20645-16	6196325897	2347 Sunset Blvd, Plano, TX, 75003	0.66	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-103200	ENR	Barbara C McDonald	1983-01-14	UHC-32514-51	2866940840	2086 Washington St, Charlotte, NC, 28227	0.66	Phone reformatted Member ID reformatted SSN last four extracted City re-cased+1 more
ENR-123654	ENR	Joshua W Tran	2003-08-04	UHC-48255-08	8838343537	700 Market St, Seattle, WA, 98101	0.66	Name split from “Last, First”Phone reformatted City re-cased Email lower-cased+1 more
ENR-111565	ENR	Linda B Wang	1951-03-02	UHC-62194-36	5513530861	4440 Broadway, Austin, TX	0.66	Address re-cased City re-cased ZIP missing Email lower-cased+1 more
CLM-432099	CLM	Rachel O Vazquez	1983-01-11	—	3859729498	7668 Central Ave, Atlanta, GA	0.66	Middle initial moved out of first name Name re-cased City re-cased ZIP missing+1 more
TPA-55310	TPA	Billy Lawson	1989-05-13	—	—	2366 Oak St, Columbus, OH, 43203	0.66	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+1 more
ENR-126952	ENR	Martha Mejia	1995-04-06	UHC-37847-81	9195493899	9430 Sunset Blvd, Austin, TX, 78712	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-425712	CLM	Ronald Moralse	1948-01-28	—	—	2228 Church St Apt 35, Phoenix, AZ	0.66	Unit split from street City re-cased ZIP missing Whitespace trimmed+1 more
ENR-124884	ENR	Nicholas Kim	1997-07-24	UHC-01441-68	9325553057	3130 Maple Ave, San Diego, CA, 92104	0.66	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-415595	CLM	Jackie Wang	1977-10-24	UHC-85294-14	—	6566 Indian School Rd, Tempe, AZ, 85266	0.66	Two-digit birth year City re-cased ZIP+4 trimmed Whitespace trimmed+1 more
ENR-110391	ENR	Dick Q Pierce	2001-02-08	UHC-33815-88	8277124381	2290 Grand Ave Apt 40, San Antonio, TX, 78224	0.66	Phone reformatted Unit split from street City re-cased State name converted to code+1 more
PRV-25911	PRV	Linda Wagner	1994-05-17	—	3179276389	4845 Hillcrest Rd, San Diego, CA, 92136	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
CLM-403762	CLM	Aliec Robinson	1955-12-26	UHC-97366-44	—	8625 Spring St, Eden Prairie, MN, 55365	0.66	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+1 more
ENR-100673	ENR	Evelyn L Nguyen	1967-08-18	UHC-91671-60	3925464089	8788 Main St, Atlanta, GA, 30342	0.66	Street suffix standardised Address re-cased City re-cased State name converted to code+1 more
ENR-127978	ENR	Patty Perry	1975-08-04	UHC-59294-16	3325561529	6200 Grand Ave, Las Vegas, NV, 89114	0.66	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-131935	ENR	Samuel Y Nguyen	1983-07-13	UHC-32298-88	4435255505	6389 Palm Dr, Tucson, AZ, 85773	0.66	Street suffix standardised Address re-cased City re-cased Email lower-cased+1 more
PRV-26952	PRV	Bruce Hart	—	—	8842144282	2479 Mesa Dr, Tucson, AZ, 85786	0.66	Date of birth unreadable City re-cased ZIP+4 trimmed Whitespace trimmed+1 more

17,850 rows, page 137 of 357Previous Next