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 “Member ID reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagMember ID reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-127243	ENR	Linda Hall	2004-07-27	UHC-98717-87	8782805531	3113 Main St, Orlando, FL, 32862	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-109984	ENR	Patricia Schultz	1940-11-24	UHC-79313-90	4145067073	8206 Union St, Denver, CO, 80296	0.76	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-129262	ENR	Lisa U Ferguson	1965-10-13	UHC-46337-12	5077289719	4972 Cedar Ln, Eden Prairie, MN, 55370	0.76	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
ENR-107098	ENR	Doris Alvarez	1971-01-07	UHC-60201-75	6699270351	8860 Meadow Ln, Tampa, FL, 33639	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-135582	ENR	Judy F Bennett	1974-05-06	UHC-73176-42	4849338323	3597 Grand Ave, Sacramento, CA, 95812	0.76	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
TPA-57582	TPA	Andreew Smith	1962-12-08	UHC-95354-62	9562974725	5777 Harbor Blvd, Gilbert, AZ, 85213	0.76	Date of birth reformatted Phone reformatted Member ID reformatted Email lower-cased+2 more
PRV-24671	PRV	Walsh Janice	1941-09-05	UHC-88062-59	4858116124	6935 Baseline Rd, Houston, TX, 77024	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-403247	CLM	Kenneth Martinez	1966-11-26	UHC-66774-91	—	6621 Sage Ct, Fresno, CA, 93735	0.76	Member ID reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-416674	CLM	Valentina Johnson	1952-12-16	UHC-30272-86	—	9880 Canyon Rd, San Diego, CA, 92191	0.76	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+2 more
CLM-425124	CLM	Mateo Dean	2000-12-27	UHC-92928-49	9219120581	—	0.76	Date of birth reformatted Phone reformatted Member ID reformatted Gender normalised+2 more
CLM-417778	CLM	Fatima Jordan	1952-12-28	UHC-31084-55	—	9806 Willow Ct, Charlotte, NC, 28205	0.76	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-113523	ENR	Kyle B Chapman	1985-04-12	UHC-94483-50	8278638478	6688 Lake View Rd, Plano, TX, 75092	0.76	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-136532	ENR	Cheryl L Peterson	1958-03-10	UHC-22463-54	8344099831	8368 Hillcrest Rd, Denver, CO, 80272	0.76	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
CLM-424585	CLM	Mason Garrett	1942-05-13	UHC-21265-20	—	287 Jefferson Ave, Glendale, AZ, 85360	0.76	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-414835	CLM	Gregory Palmer	1986-02-26	UHC-33450-51	3146198561	8004 Church St, Scottsdale, AZ, 85256	0.76	Phone reformatted Member ID reformatted City re-cased ZIP+4 trimmed+2 more
ENR-113986	ENR	Nancy Valdez	1952-03-12	UHC-91123-84	8833553974	963 Canyon Rd, Chandler, AZ, 85295	0.76	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-119835	ENR	Ana G Harris	1968-07-02	UHC-38335-10	7405838929	465 Elm St, Columbus, OH, 43264	0.76	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
CLM-415151	CLM	Linda McDonald	1987-03-12	UHC-89393-86	—	4266 Broadway, Miami, FL, 33192	0.76	Date of birth reformatted Member ID reformatted Address re-cased State name converted to code+2 more
ENR-106436	ENR	Danielle Lynch	1968-05-23	UHC-12247-26	4214510163	2337 Mountain View Dr, Tampa, FL, 33692	0.76	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-121398	ENR	Jerry Andrews	1953-01-18	UHC-76255-49	8372885905	3655 Camelback Rd, Tucson, AZ, 85792	0.76	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-105747	ENR	Zachary Gibson	1951-08-11	UHC-37202-19	2482812743	4400 Church St, Atlanta, GA, 30373	0.76	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-133259	ENR	Jack N Knight	1978-03-05	UHC-98985-86	2144688294	6848 Oak St, Houston, TX, 77078	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-422307	CLM	Noah Woods	1969-10-02	UHC-66705-23	—	3225 Church St, Glendale, AZ, 85337	0.76	Name re-cased Date of birth reformatted Member ID reformatted ZIP+4 trimmed+2 more
ENR-123819	ENR	Garry I Lawrence	1955-07-20	UHC-89643-06	2289846910	7916 Maple Ave, Dallas, TX, 75238	0.76	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-101270	ENR	Betty N Pena	1946-08-14	UHC-11904-51	6844316552	547 Pine Dr, Fresno, CA, 93749	0.76	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-109764	ENR	Emily G King	2004-05-04	UHC-68108-34	3353136834	5574 Palm Dr, Miami, FL, 33143	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-128605	ENR	Kevin T Franklin	2005-10-11	UHC-60675-40	7532968146	9126 Central Ave, Eden Prairie, MN, 55388	0.76	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
CLM-420612	CLM	Mary Chapman	2005-11-23	UHC-61852-53	2854630759	1445 Forest Ave, Denver, CO, 80298	0.76	Name re-cased Member ID reformatted ZIP+4 trimmed Email lower-cased+2 more
ENR-135238	ENR	Wei S Brrooks	1938-04-12	UHC-54332-43	8829482735	6772 Park Pl, Glendale, AZ, 85364	0.76	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-130900	ENR	Sofia Boyd	1995-02-13	UHC-32781-04	9627851496	651 River Rd, Charlotte, NC, 28239	0.76	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-101019	ENR	David Taylor	1956-08-27	UHC-80641-10	6073778597	4578 Baseline Rd, Jacksonville, FL, 32221	0.76	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-109370	ENR	Brandon Yang	2002-08-16	UHC-45397-06	5734770055	6100 Main St, Nashville, TN, 37233	0.76	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-140548	ENR	Lucia G Bnnett	1993-08-15	UHC-57492-22	9898168246	5135 Baseline Rd, Phoenix, AZ, 85077	0.76	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
ENR-140490	ENR	Joshua Li	1966-04-12	UHC-66537-62	6817238264	3527 Lincoln Way, San Diego, CA, 92194	0.76	Date of birth reformatted Phone reformatted Member ID reformatted SSN last four extracted+2 more
ENR-105352	ENR	Helen Tran	2007-08-26	UHC-19328-51	8246885026	9800 Forest Ave, Phoenix, AZ, 85027	0.76	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-410497	CLM	Alexiis Hunter	1944-06-08	UHC-40933-61	—	8843 Jefferson Ave, Seattle, WA, 98169	0.76	Name split from “Last, First”Date of birth reformatted Member ID reformatted City re-cased+2 more
ENR-124293	ENR	Chirstina Fisher	1978-04-24	UHC-58750-78	3896582479	3385 Central Ave, Phoenix, AZ, 85050	0.76	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+2 more
PRV-24896	PRV	Laura I Herrera	1959-06-27	UHC-79427-43	2112781293	8443 Willow Ct, Phoenix, AZ, 85004	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-129298	ENR	Carolyn E Brooks	1952-02-17	UHC-30493-05	9076962277	1260 Harbor Blvd, Jacksonville, FL, 32257	0.76	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-114992	ENR	Shirley O Harrison	1969-06-11	UHC-28453-44	9368953863	7657 Bayshore Dr, Fresno, CA, 93738	0.76	Name re-cased Member ID reformatted City re-cased State name converted to code+2 more
ENR-106583	ENR	Ethan A Ramirez	1946-04-27	UHC-43410-40	7797237346	5792 Harbor Blvd, Columbus, OH, 43251	0.76	Phone reformatted Member ID reformatted City re-cased Gender normalised+2 more
CLM-428092	CLM	Raymond Cox	1974-09-09	UHC-58166-35	—	748 Union St, Tucson, AZ, 85754	0.76	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+2 more
CLM-413145	CLM	Michael Chapman	1960-09-01	UHC-78960-31	—	3528 Bayshore Dr, Tampa, FL, 33698	0.76	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-130267	ENR	Sandra Reynolds	1946-09-26	UHC-58865-76	—	5433 Meadow Ln, Phoenix, AZ, 85035	0.76	Member ID reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
TPA-63725	TPA	Ashley Mendoza	1974-02-09	UHC-10098-84	5016939670	—	0.76	Date of birth reformatted Member ID reformatted Email lower-cased Gender normalised+2 more
TPA-63724	TPA	Ashley Mendoza	1974-02-09	UHC-10098-84	5016939670	—	0.76	Date of birth reformatted Member ID reformatted Email lower-cased Gender normalised+2 more
TPA-59227	TPA	Angela Williamson	1947-10-26	UHC-83917-22	—	6565 Baseline Rd, Phoenix, AZ, 85072	0.76	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-111316	ENR	Kelly Z Flores	1962-07-20	UHC-81413-97	3128795903	4296 Pine Dr, Eden Prairie, MN, 55381	0.76	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
CLM-414152	CLM	Ralph Cole	1964-06-11	UHC-07842-57	—	9782 Valley View Dr, Tucson, AZ, 85778	0.76	Member ID reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
PRV-29426	PRV	Jason Wells	1979-06-12	UHC-02719-63	8826052732	7236 Valley View Dr, San Antonio, TX, 78296	0.76	Member ID reformatted Street suffix standardised Address re-cased City re-cased+2 more

7,723 rows, page 90 of 155Previous Next