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 “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
TPA-57749	TPA	Marilyn King	1970-10-14	—	8824665571	7092 Pine Dr, Houston, TX, 77078	0.52	Two-digit birth year Street suffix standardised Address re-cased State name converted to code+2 more
ENR-133009	ENR	Jremy Dunn	2002-08-04	UHC-68007-89	—	5789 Apache Blvd Apt 5, Charlotte, NC, 28244	0.52	Unit split from street Street suffix standardised Address re-cased Gender normalised+2 more
PRV-21589	PRV	Jessica Alexander	1973-06-17	—	—	5403 Jefferson Ave, Phoenix, AZ, 85034	0.52	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-410012	CLM	—Junk	1981-10-05	UHC-80308-05	—	1263 Harbor Blvd, Gilbert, AZ, 85277	0.52	Street suffix standardised Address re-cased State code upper-cased Gender normalised+2 more
CLM-402492	CLM	Danielle Bishop	1974-09-14	—	—	5050 Desert Sky Blvd, Houston, TX, 77067	0.52	Name split from “Last, First”Date of birth reformatted City re-cased ZIP+4 trimmed+2 more
CLM-404273	CLM	Adam Clark	1994-12-09	UHC-19041-57	2088420531	4456 Park Pl, Denver, CO, 80201	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-431768	CLM	Hiroshi B Day	1998-11-02	—	—	9870 Apache Blvd Apt 30, Mesa, AZ, 85278	0.52	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-418121	CLM	Donald Sullivan	1972-02-12	UHC-55880-26	8174248036	9412 Main St Apt 14, Fresno, CA, 93709	0.52	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
ENR-114967	ENR	Adam Williamson	1951-08-21	UHC-78870-26	—	2585 Harbor Blvd, Houston, TX	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-114966	ENR	Adam Williamson	1951-08-21	UHC-78870-26	—	2585 Harbor Blvd, Houston, TX	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-24227	PRV	Sara F Murphy	2008-01-24	UHC-77515-85	3669010347	7201 Cedar Ln, Las Vegas, NV, 89184	0.52	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-415125	CLM	Harrison M Adm	2008-10-07	UHC-57645-54	—	2956 Sage Ct, Minneapolis, MN	0.52	Middle initial moved out of first name Name re-cased Two-digit birth year ZIP missing+2 more
TPA-50505	TPA	Terry Fox	2007-08-14	—	—	5658 Maple Ave, Las Vegas, NV, 89181	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-139243	ENR	Pricce V Mateo	2008-02-20	UHC-70897-29	6196087567	4704 Mountain View Dr, Tempe, AZ, 85241	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-21294	PRV	Alexis Harvey	1991-02-11	UHC-56292-04	—	6202 Bayshore Dr, Nashville, TN, 37211	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-113173	ENR	Mariana T Green	1989-08-17	UHC-41515-80	3547159929	9052 Grand Ave, Denver, CO, 80222	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-419334	CLM	Gregory F James	1971-03-22	—	—	8867 Hillcrest Rd # 519, Charlotte, NC, 28249	0.52	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-420170	CLM	Maria G Armstrong	1965-02-02	UHC-58502-70	—	6800 Maple Ave, Tampa, FL, 33677	0.52	Middle initial moved out of first name Name re-cased Street suffix standardised Address re-cased+2 more
CLM-402268	CLM	Samantha Padilla	—	—	—	2359 Union St, Columbus, OH, 43214	0.52	Date of birth unreadable Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-120467	ENR	Wei Kim	1968-03-07	UHC-37453-94	7787425992	7066 Hillcrest Rd, Houston, TX, 77052	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-422230	CLM	Samuel Perkins	1969-08-26	—	6179691045	514 Meadow Ln, Los Angeles, CA, 90033	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-51016	TPA	Ralph Stephens	2000-12-04	—	—	3893 Elm St, Gilbert, AZ	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+2 more
CLM-402930	CLM	Gregory Morales	1942-12-05	UHC-11323-44	3389600893	999 Jefferson Ave, Chandler, AZ, 85271	0.52	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-427032	CLM	Rebecca Garcia	—	UHC-03053-87	5029387613	3630 Baseline Rd Apt 21, San Diego, CA, 92120	0.52	Name split from “Last, First”Date of birth unreadable Phone reformatted Unit split from street+2 more
TPA-57343	TPA	Melissa Holmes	1950-12-25	—	—	7566 Spring St # 263, San Antonio, TX	0.52	Unit split from street Street suffix standardised Address re-cased ZIP missing+2 more
PRV-23833	PRV	Matthew F Burke	1982-01-07	—	5544510237	2792 Desert Sky Blvd, Nashville, TN, 37291	0.52	Name split from “Last, First”Phone reformatted State name converted to code ZIP+4 trimmed+2 more
ENR-131756	ENR	Brenda Carpenter	1953-05-23	UHC-50968-55	3354432906	4125 Canyon Rd # 218, Minneapolis, MN, 55419	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-415910	CLM	Janice Owens	—	—	—	1736 Harbor Blvd, Jacksonville, FL	0.52	Date of birth unreadable Street suffix standardised Address re-cased ZIP missing+2 more
CLM-415911	CLM	Janice Owens	—	—	—	1736 Harbor Blvd, Jacksonville, FL	0.52	Date of birth unreadable Street suffix standardised Address re-cased ZIP missing+2 more
CLM-431654	CLM	Kenneth Sims	1975-11-15	UHC-21958-69	—	4019 Baseline Rd, Minneapolis, MN, 55434	0.52	Member ID reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-418817	CLM	Henry R Jordan	1968-05-02	—	3612431772	3607 Ridge Rd, Tampa, FL, 33646	0.52	Name split from “Last, First”Two-digit birth year Phone reformatted ZIP+4 trimmed+2 more
CLM-402498	CLM	Natalie Romero	1970-11-09	UHC-05876-88	2439531214	1511 Baseline Rd, Glendale, AZ, 85339	0.52	Name split from “Last, First”Date of birth reformatted Member ID reformatted State name converted to code+2 more
CLM-412332	CLM	Juan J Santiago	1988-05-17	UHC-94054-77	8593034625	166 Union St, Plano, TX, 75037	0.52	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-414881	CLM	Joan Matthews	2006-02-15	—	—	2720 Bayshore Dr, Fresno, CA, 93774	0.52	Name split from “Last, First”SSN last four extracted Street suffix standardised Address re-cased+2 more
CLM-416778	CLM	Adam Li	1945-01-18	UHC-03793-43	—	51 Oak St, Houston, TX, 77050	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-411854	CLM	Christine Ortiz	1975-01-27	UHC-56393-98	—	9138 Apache Blvd, Glendale, AZ	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+2 more
CLM-421795	CLM	Andrew Hunt	2008-11-21	UHC-90052-31	—	7960 Meadow Ln, Mesa, AZ	0.52	Phone missing area code Street suffix standardised Address re-cased ZIP missing+2 more
CLM-410940	CLM	Carl Boyd	1942-12-18	UHC-08601-36	—	8407 Washington St, Mesa, AZ, 85269	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-429791	CLM	Ashley Coleman	1950-09-15	—	—	4299 Washington St, Los Angeles, CA, 90057	0.52	Name re-cased Two-digit birth year Phone missing area code Street suffix standardised+2 more
ENR-108949	ENR	Paul Fisher	1950-05-11	UHC-57034-71	2883514995	1977 Mountain View Dr Apt 2, Eden Prairie, MN, 55361	0.52	Name split from “Last, First”Unit split from street City re-cased State name converted to code+2 more
CLM-410547	CLM	Danielle Ford	2006-12-08	UHC-47400-49	—	9012 Central Ave # 672, Plano, TX, 75081	0.52	Two-digit birth year Member ID reformatted Unit split from street Street suffix standardised+2 more
ENR-121850	ENR	Beverly Z Simmons	1941-08-28	UHC-14430-68	4813293283	3203 Spring St, Austin, TX, 78706	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-53606	TPA	Madison Valdez	—	—	6739355469	1204 Washington St, Gilbert, AZ, 85234	0.52	Date of birth missing Street suffix standardised Address re-cased State name converted to code+2 more
PRV-22218	PRV	Lawrence Maldonado	—	UHC-97544-20	—	7498 Main St, Glendale, AZ, 85367	0.52	Date of birth unreadable Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-111805	ENR	Elizabeth Clark	1991-06-26	UHC-08079-45	—	878 Pine Dr, San Diego, CA	0.52	Name split from “Last, First”City re-cased State name converted to code ZIP missing+2 more
ENR-105488	ENR	Jonathan Richards	1986-09-07	UHC-51651-96	6914342207	4292 Camelback Rd, Charlotte, NC, 28231	0.52	Name split from “Last, First”Two-digit birth year Phone reformatted ZIP+4 trimmed+2 more
ENR-114206	ENR	William M Herrera	—	UHC-27008-72	—	1009 Church St, Minneapolis, MN, 55447	0.52	Name re-cased Date of birth unreadable Phone missing area code State name converted to code+2 more
ENR-128079	ENR	Priya N Stewart	1976-08-09	UHC-29329-49	4672770248	6977 Hillcrest Rd # 880, Jacksonville, FL, 32257	0.52	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+2 more
CLM-417747	CLM	Charles Richardson	1963-11-23	UHC-92117-87	—	9013 Highland Ave # 714, Minneapolis, MN, 55483	0.52	Unit split from street Street suffix standardised Address re-cased State name converted to code+2 more
TPA-56674	TPA	Marcus Carr	1942-10-28	—	—	2952 Jefferson Ave, Tampa, FL	0.52	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more

71,257 rows, page 101 of 1,426Previous Next