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 “Street suffix standardised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagStreet suffix standardisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-128228	ENR	Meyer C Scott	—	UHC-86113-05	—	7628 Sage Ct, Phoenix, AZ, 85083	0.52	Date of birth unreadable Phone missing area code Street suffix standardised Address re-cased+2 more
PRV-28780	PRV	Christopher L Aguilar	1967-09-11	UHC-33800-17	—	3042 Sage Ct, Plano, TX, 75014	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-124869	ENR	Joan O Sanders	1956-07-08	UHC-39294-51	8119415317	6335 Bayshore Dr, Dallas, TX, 75212	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-61964	TPA	Olivia Grant	2003-08-15	UHC-01709-43	—	4874 Willow Ct, San Diego, CA, 92165	0.52	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
TPA-61140	TPA	Catherine Day	1943-07-04	—	—	5538 Grand Ave, Plano, TX	0.52	Street suffix standardised Address re-cased City re-cased State name converted to code+2 more
ENR-135336	ENR	Katheerine E Butler	1938-10-05	UHC-58714-09	7905444668	7504 Desert Sky Blvd, Houston, TX, 77099	0.52	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-61173	TPA	Gloria Clark	1976-08-27	UHC-28114-30	—	5774 Indian School Rd, Sacramento, CA	0.52	Street suffix standardised Address re-cased State name converted to code ZIP missing+2 more
CLM-411892	CLM	Ryan Fuller	1965-12-23	—	7176395510	9460 Elm St, Columbus, OH	0.52	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
CLM-418815	CLM	Richard Boyd	1945-02-02	—	9896695363	2919 Jefferson Ave Apt 29, Scottsdale, AZ, 85258	0.52	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-140180	ENR	Jennifer Stone	1944-01-13	UHC-97396-92	3432564579	405 Sunset Blvd # 177, Fresno, CA, 93762	0.52	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+2 more
ENR-128643	ENR	Samuel U Rivera	1944-10-26	UHC-03534-32	5404842028	5200 Palm Dr # 470, Tucson, AZ, 85749	0.52	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-113494	ENR	Amanda West	1999-10-16	UHC-07852-51	5685507100	2723 Lincoln Way, Tempe, AZ, 85263	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-102981	ENR	Russell U Jensen	1960-08-26	UHC-60553-97	8646283416	3170 Main St, Scottsdale, AZ, 85274	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-136433	ENR	Anthony Murray	1940-07-20	UHC-01079-25	—	2175 Washington St, Houston, TX, 77006	0.52	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-112739	ENR	Alice Foster	1950-02-28	UHC-58749-30	3505449710	61 Lake View Rd, Columbus, OH, 43274	0.52	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-415141	CLM	Jacqueline Munoz	1961-08-13	UHC-96980-74	3046147732	9815 Ocean Ave # 632, Chandler, AZ	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-114540	ENR	Madison G Baker	1940-06-12	UHC-84526-68	6255935496	4020 Harbor Blvd, San Antonio, TX	0.52	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
TPA-59999	TPA	Joe Obrrien	—	—	—	832 Oak St, Jacksonville, FL, 32288	0.52	Name re-cased Date of birth unreadable Phone missing area code Street suffix standardised+2 more
CLM-425545	CLM	Sophia Foster	1939-02-09	UHC-38274-57	9839074273	7330 Canyon Rd, Nashville, TN, 37241	0.52	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+2 more
CLM-424862	CLM	Ben Rose	2007-04-19	UHC-01453-15	—	3350 Maple Ave, Scottsdale, AZ, 85216	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-401286	CLM	Emma Valdez	—	UHC-16477-14	—	5102 Cedar Ln, Seattle, WA, 98192	0.52	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
ENR-111775	ENR	Theresa Morrison	1942-12-17	UHC-09600-88	4987511810	9222 Baseline Rd, Las Vegas, NV	0.52	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-126251	ENR	Charles K Baker	1979-05-09	UHC-20459-98	7306289105	784 Park Pl, Tucson, AZ, 85705	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-103453	ENR	Anthoony Martin	1982-10-23	UHC-47088-15	3772317797	2343 Oak St Apt 31, Phoenix, AZ, 85045	0.52	Phone reformatted Member ID reformatted SSN last four extracted Unit split from street+2 more
TPA-61320	TPA	Madison Rose	1966-11-16	UHC-58752-22	—	3811 Bayshore Dr, Scottsdale, AZ, 85291	0.52	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-126713	ENR	Michelle Y Spencer	2002-07-28	UHC-58399-69	—	4328 Pine Dr # 939, Plano, TX, 75094	0.52	Unit split from street Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-110471	ENR	Julia X Soot	1986-12-17	UHC-52203-01	5696691671	9040 Mountain View Dr, Minneapolis, MN, 55486	0.52	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-142777	ENR	Austin Hughes	2000-10-06	UHC-15363-44	4455878753	576 Highland Ave, Tampa, FL	0.52	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-432405	CLM	Micehlle Alvarez	2007-03-11	UHC-56884-74	—	9370 Hillcrest Rd, Tempe, AZ	0.52	Street suffix standardised Address re-cased ZIP missing Gender normalised+2 more
TPA-62194	TPA	Russell Duncan	1988-08-26	—	—	9339 Apache Blvd, Scottsdale, AZ, 85245	0.52	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+2 more
ENR-135843	ENR	Diana Z Lng	2007-11-05	UHC-77612-55	3562153840	7104 Sage Ct, Houston, TX	0.52	Street suffix standardised Address re-cased ZIP missing Gender normalised+2 more
CLM-406174	CLM	Jean Kelly	2007-01-26	—	—	1655 Cedar Ln, Chandler, AZ	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+2 more
ENR-133191	ENR	Pamela R Arnold	1974-03-06	UHC-14514-49	3179312944	3833 Willow Ct, Tempe, AZ	0.52	Two-digit birth year Street suffix standardised Address re-cased ZIP missing+2 more
ENR-108164	ENR	Ruth George	1964-10-19	UHC-96926-03	9055008756	2934 Sunset Blvd, Chandler, AZ, 85209	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-105658	ENR	Joshua E Vega	1996-03-27	UHC-02385-47	3669159001	2246 Mesa Dr, Dallas, TX, 75209	0.52	Name split from “Last, First”Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-130763	ENR	Eugene K Nguyen	1992-09-24	UHC-72367-60	2852796500	6870 Camelback Rd Apt 37, Dallas, TX, 75249	0.52	Unit split from street Street suffix standardised Address re-cased City re-cased+2 more
ENR-100748	ENR	Carlos P Kim	1967-12-10	UHC-90592-89	6782336264	1107 Park Pl, Columbus, OH, 43233	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-403283	CLM	Judith E Gilbert	1955-10-23	UHC-52805-66	—	7478 Market St, Austin, TX, 78715	0.52	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
TPA-55937	TPA	Charles Austin	1979-02-16	—	—	787 Grand Ave, Mesa, AZ, 85271	0.52	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-103362	ENR	Lusi Vega	1938-07-28	UHC-18828-56	8984259619	2560 Ocean Ave, Minneapolis, MN, 55458	0.52	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-126026	ENR	Charles E George	1984-08-28	UHC-68001-45	—	8364 Camelback Rd, Nashville, TN, 37225	0.52	Phone missing area code Street suffix standardised Address re-cased City re-cased+2 more
ENR-114142	ENR	Charlotte Little	1977-08-05	UHC-17946-91	9426661784	2244 Canyon Rd, Denver, CO	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-423404	CLM	Scott Duncan	1997-10-26	UHC-47476-28	—	4543 Indian School Rd, Gilbert, AZ	0.52	Member ID reformatted Street suffix standardised Address re-cased ZIP missing+2 more
PRV-27807	PRV	Bobby Dean	1941-05-26	UHC-81117-27	4083330786	717 Valley View Dr Apt 12, Jacksonville, FL, 32287	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
PRV-26811	PRV	Diego Ferguson	1984-06-08	UHC-07762-22	9706859537	1523 Union St Apt 4, San Antonio, TX, 78229	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-426586	CLM	Diana Garrett	1962-01-07	UHC-79807-80	—	2079 Ocean Ave, Nashville, TN, 37283	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-102817	ENR	Andrew C Cooper	1975-01-17	UHC-60313-72	—	7383 Bayshore Dr, Columbus, OH	0.52	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-404044	CLM	Robert Wng	1951-08-03	UHC-24041-45	—	167 Harbor Blvd, Sacramento, CA, 95888	0.52	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
ENR-136908	ENR	Mei L Clark	1987-03-09	UHC-15546-20	7658962929	4102 Sunset Blvd, Glendale, AZ	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-415830	CLM	Gabriel L Hawkins	1949-12-22	—	8643419326	3579 Desert Sky Blvd, San Antonio, TX, 78217	0.52	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more

55,824 rows, page 143 of 1,117Previous Next