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-107052	ENR	Wayen Cunningham	1948-05-12	UHC-85486-78	7164198484	6837 Cedar Ln, San Antonio, TX	0.34	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+5 more
ENR-110818	ENR	Mason Brown	2006-09-20	UHC-44719-67	7903257720	3815 Main St, Mesa, AZ, 85204	0.34	Name split from “Last, First”Two-digit birth year Phone reformatted Member ID reformatted+5 more
CLM-413343	CLM	Joe R Rose	2000-03-27	UHC-80700-65	2139538087	3430 Hillcrest Rd Apt 29, Los Angeles, CA, 90087	0.34	Two-digit birth year Phone reformatted Member ID reformatted Unit split from street+5 more
ENR-128301	ENR	Sara G Howard	1967-04-09	UHC-97726-24	9702298746	4495 Union St, San Antonio, TX, 78244	0.34	Name split from “Last, First”Two-digit birth year Member ID reformatted Street suffix standardised+5 more
ENR-140865	ENR	Maria V Ellis	1997-06-12	UHC-91873-48	8922391874	8403 Cedar Ln, Gilbert, AZ	0.34	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+5 more
CLM-419862	CLM	Wayne D Campbell	1980-01-10	UHC-79401-10	—	8279 Desert Sky Blvd # 844, Columbus, OH, 43231	0.34	Date of birth reformatted Member ID reformatted Unit split from street Street suffix standardised+5 more
CLM-419861	CLM	Wayne D Campbell	1980-01-10	UHC-79401-10	—	8279 Desert Sky Blvd # 844, Columbus, OH, 43231	0.34	Date of birth reformatted Member ID reformatted Unit split from street Street suffix standardised+5 more
ENR-103982	ENR	Tyler Kelley	1962-11-01	UHC-71559-70	3709152539	2984 Hillcrest Rd, Tucson, AZ, 85751	0.34	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+5 more
ENR-119137	ENR	Joice A Tran	1939-04-24	UHC-45030-13	5446290568	3124 Grand Ave # 749, Miami, FL, 33162	0.34	Phone reformatted Member ID reformatted Unit split from street Street suffix standardised+5 more
CLM-423468	CLM	Amy Jenkins	1970-03-01	UHC-40298-28	—	5235 Bayshore Dr, Eden Prairie, MN	0.34	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+5 more
CLM-431940	CLM	Diego P Dominguez	1985-01-01	UHC-90646-41	—	3937 Lake View Rd, Austin, TX, 78784	0.34	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+5 more
ENR-129592	ENR	George Flores	1959-01-16	UHC-44693-88	7002694839	8251 Pine Dr Apt 10, Jacksonville, FL, 32280	0.34	Date of birth reformatted Member ID reformatted Unit split from street Street suffix standardised+5 more
ENR-129194	ENR	Kathleen M Grant	1981-01-04	UHC-82215-77	4537391978	6912 Spring St, Eden Prairie, MN	0.34	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+5 more
ENR-105947	ENR	Singh Joyce	1988-02-13	UHC-26755-63	6534301118	5016 Union St, Plano, TX, 75029	0.34	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+5 more
PRV-27943	PRV	Isabella Singh	1949-11-14	UHC-14951-40	—	8764 Baseline Rd # 853, Columbus, OH	0.34	Name re-cased Date of birth reformatted Member ID reformatted Unit split from street+5 more
CLM-411279	CLM	Patricia Kennedy	—	UHC-91915-41	4473083352	6142 Harbor Blvd, Los Angeles, CA, 90015	0.34	Name re-cased Date of birth unreadable Member ID reformatted Street suffix standardised+5 more
ENR-105689	ENR	Randy B Tucker	1981-03-15	UHC-72020-56	2363621547	9264 Mesa Dr Apt 32, Orlando, FL, 32840	0.34	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+5 more
ENR-105690	ENR	Randy B Tucker	1981-03-15	UHC-72020-56	2363621547	9264 Mesa Dr Apt 32, Orlando, FL, 32840	0.34	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+5 more
CLM-426189	CLM	Mark Marquez	1953-02-28	UHC-00810-97	7106427661	5772 Sage Ct, San Antonio, TX, 78271	0.34	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+5 more
CLM-425242	CLM	Megan M Butler	—	UHC-88806-59	7994156664	8973 Church St, Atlanta, GA, 30351	0.34	Name split from “Last, First”Date of birth unreadable Phone reformatted Member ID reformatted+5 more
ENR-102473	ENR	Aisha F Weaver	1999-10-25	UHC-45713-40	—	6879 Jefferson Ave, Las Vegas, NV, 89110	0.34	Two-digit birth year Member ID reformatted Street suffix standardised Address re-cased+5 more
ENR-101398	ENR	Samantha Flores	—	UHC-62256-11	2182269409	519 Lake View Rd, Eden Prairie, MN	0.34	Date of birth missing Phone reformatted Member ID reformatted SSN last four extracted+5 more
ENR-117544	ENR	Anthony G Lee	—	UHC-33113-68	7874653933	276 Hillcrest Rd Apt 13, Charlotte, NC, 28262	0.34	Date of birth missing Phone reformatted Member ID reformatted SSN last four extracted+5 more
CLM-417470	CLM	Tyler Henry	1986-08-10	UHC-53217-87	—	3742 Palm Dr, Nashville, TN, 37277	0.34	Name re-cased Two-digit birth year Member ID reformatted Street suffix standardised+5 more
ENR-122034	ENR	Laura Shaw	1984-02-18	UHC-82706-16	8946662339	1378 Forest Ave, Houston, TX	0.34	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+5 more
ENR-131877	ENR	Vincent I Reed	1983-06-27	UHC-02355-17	8235848001	6135 Hillcrest Rd, Charlotte, NC, 28255	0.34	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+5 more
ENR-131878	ENR	Vincent I Reed	1983-06-27	UHC-02355-17	8235848001	6135 Hillcrest Rd, Charlotte, NC, 28255	0.34	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+5 more
ENR-118421	ENR	GeraldJunk	1975-03-15	UHC-76960-16	2896459059	5589 Indian School Rd, Plano, TX, 75022	0.34	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+5 more
ENR-119738	ENR	Roy B Reid	1975-11-05	UHC-74723-28	2044353822	7434 Cedar Ln, Glendale, AZ, 85398	0.34	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+5 more
ENR-103705	ENR	Michael R Fernandez	2005-12-20	UHC-68247-93	2227347727	7948 Elm St Apt 5, Orlando, FL, 32805	0.34	Name split from “Last, First”Phone reformatted Member ID reformatted Unit split from street+5 more
ENR-137736	ENR	Sandra P Bradley	1970-05-25	UHC-59697-99	7829315135	216 Lake View Rd, Denver, CO, 80285	0.34	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+5 more
ENR-124672	ENR	Gloria Banks	1950-07-06	UHC-84655-02	—	5506 Park Pl, Jacksonville, FL	0.34	Name split from “Last, First”Date of birth reformatted Member ID reformatted Street suffix standardised+5 more
CLM-407124	CLM	Sandra Guzman	2007-11-26	UHC-35500-64	—	7954 Desert Sky Blvd, Houston, TX, 77083	0.34	Name re-cased Two-digit birth year Phone missing area code Member ID reformatted+5 more
PRV-23357	PRV	Adam P Alvarado	1941-02-23	UHC-25176-33	—	1044 Main St, Los Angeles, CA	0.34	Name re-cased Phone missing area code Member ID reformatted Street suffix standardised+5 more
CLM-412814	CLM	Brian Burke	1995-01-24	UHC-07880-32	—	6480 Valley View Dr # 134, Austin, TX	0.34	Name split from “Last, First”Member ID reformatted Unit split from street Street suffix standardised+5 more
PRV-23268	PRV	Lucia Hoffman	1971-06-26	UHC-24037-58	8163171375	2795 Sage Ct # 798, Los Angeles, CA, 90011	0.34	Name split from “Last, First”Two-digit birth year Phone reformatted Member ID reformatted+5 more
ENR-131478	ENR	Priya Ortiz	1954-04-27	UHC-63640-79	—	855 Indian School Rd # 353, Jacksonville, FL, 32287	0.34	Name re-cased Member ID reformatted SSN last four extracted Unit split from street+5 more
ENR-138915	ENR	Nancy Watkins	2000-11-16	UHC-11052-08	2298610700	2027 Mesa Dr, Mesa, AZ, 85204	0.34	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+5 more
ENR-124717	ENR	Christine Hall	1987-04-19	UHC-46067-89	—	3008 Market St, Seattle, WA, 98125	0.36	Two-digit birth year Phone missing area code Member ID reformatted Street suffix standardised+4 more
ENR-134848	ENR	Arjun Wright	1982-09-07	UHC-27547-79	8177112189	8140 Washington St # 371, Charlotte, NC	0.36	Phone reformatted Member ID reformatted Unit split from street Street suffix standardised+4 more
ENR-123260	ENR	Benjamin V Collins	—	UHC-08588-29	8878730572	100 Central Ave, Charlotte, NC	0.36	Date of birth unreadable Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-138200	ENR	Kelly J Soto	—	UHC-56412-43	—	619 Church St, Scottsdale, AZ, 85263	0.36	Date of birth reformatted Date of birth unreadable Member ID reformatted SSN last four extracted+4 more
ENR-110479	ENR	Madion Castro	1960-12-26	UHC-28128-60	2275667996	5257 Hillcrest Rd, Orlando, FL	0.36	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-110478	ENR	Madion Castro	1960-12-26	UHC-28128-60	2275667996	5257 Hillcrest Rd, Orlando, FL	0.36	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-127696	ENR	Vyncent Hart	1984-08-22	UHC-78571-03	—	8656 Grand Ave, Fresno, CA, 93745	0.36	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-124058	ENR	Hiroshi R Chen	—	UHC-44955-99	—	7171 Jefferson Ave, San Diego, CA, 92180	0.36	Date of birth missing Member ID reformatted SSN last four extracted Street suffix standardised+4 more
ENR-129776	ENR	Williaam D Hudson	1995-08-11	UHC-43451-15	6414798894	5967 Church St # 326, Tempe, AZ	0.36	Name re-cased Phone reformatted Member ID reformatted Unit split from street+4 more
CLM-418414	CLM	Judy Soto	1981-01-26	UHC-64354-17	6219908463	9496 Ridge Rd, Glendale, AZ, 85322	0.36	Name split from “Last, First”Two-digit birth year Phone reformatted Member ID reformatted+4 more
ENR-116585	ENR	Patrick Welch	1952-01-17	UHC-32323-36	3712519067	8468 Indian School Rd # 230, Tampa, FL	0.36	Phone reformatted Member ID reformatted Unit split from street Street suffix standardised+4 more
ENR-118620	ENR	Yuki Carroll	1984-02-14	UHC-32478-05	—	1033 Sunset Blvd, Los Angeles, CA, 90090	0.36	Name split from “Last, First”Member ID reformatted SSN last four extracted Street suffix standardised+4 more

7,723 rows, page 2 of 155Previous Next