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

Provider network, flag “Unit split from street”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagUnit split from streetClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-24457	PRV	Aaron Evans	1944-06-16	—	6935365422	2320 Central Ave # 426, Austin, TX, 78753	0.80	Phone reformatted Unit split from street Whitespace trimmed Placeholder values cleared
PRV-20384	PRV	Peter Robertson	2003-07-16	UHC-65809-32	8942814396	3414 Broadway Apt 29, Chandler, AZ, 85227	0.80	Phone reformatted Unit split from street Whitespace trimmed Placeholder values cleared
PRV-20383	PRV	Peter Robertson	2003-07-16	UHC-65809-32	8942814396	3414 Broadway Apt 29, Chandler, AZ, 85227	0.80	Phone reformatted Unit split from street Whitespace trimmed Placeholder values cleared
PRV-26132	PRV	Carolyn Kennedy	1948-08-06	UHC-02309-97	5397528324	5655 Main St # 179, Glendale, AZ, 85336	0.80	Date of birth reformatted Phone reformatted Unit split from street Placeholder values cleared
PRV-24192	PRV	Deborah Yang	1976-08-28	UHC-58910-71	7577520889	4152 Lincoln Way # 696, Orlando, FL, 32843	0.80	Name re-cased Date of birth reformatted Unit split from street Whitespace trimmed
PRV-24340	PRV	Wei Cooper	1944-01-22	—	5506833544	9506 Sunset Blvd # 218, Orlando, FL, 32808	0.80	Phone reformatted Unit split from street Whitespace trimmed Placeholder values cleared
PRV-27356	PRV	Ralph H Morris	1971-12-28	—	4719739793	2055 Forest Ave Apt 20, Austin, TX, 78718	0.80	Phone reformatted Unit split from street Whitespace trimmed Placeholder values cleared
PRV-23517	PRV	Hiroshi Martinez	1946-08-27	—	3742149810	4432 Spring St # 758, Las Vegas, NV, 89182	0.80	Date of birth reformatted Phone reformatted Unit split from street Placeholder values cleared
PRV-25327	PRV	Ann Sims	1973-12-20	—	—	3815 Palm Dr Apt 30, Phoenix, AZ, 85050	0.80	Date of birth reformatted Unit split from street Whitespace trimmed Placeholder values cleared
PRV-26768	PRV	Isabella Munoz	1982-05-16	—	9326357406	4246 Main St # 707, Nashville, TN, 37274	0.80	Phone reformatted Unit split from street Whitespace trimmed Placeholder values cleared
PRV-23687	PRV	Susan X Cunningham	1972-05-03	UHC-54309-49	3028957021	1351 Baseline Rd Apt 33, Gilbert, AZ, 85266	0.80	Phone reformatted Unit split from street City re-cased Placeholder values cleared
PRV-28665	PRV	Brittany Patel	2007-11-28	UHC-64753-20	7217012571	7747 Apache Blvd Apt 35, Mesa, AZ, 85280	0.80	Name re-cased Date of birth reformatted Unit split from street Placeholder values cleared
PRV-22208	PRV	Brenda Stephens	1965-07-27	—	5736872252	3910 Forest Ave # 565, Phoenix, AZ, 85033	0.80	Name re-cased Unit split from street Whitespace trimmed Placeholder values cleared
PRV-29194	PRV	Walter Munoz	2002-05-12	—	5025352140	6152 Sage Ct Apt 24, Seattle, WA, 98156	0.80	Name re-cased Phone reformatted Unit split from street Placeholder values cleared
PRV-23022	PRV	Heather Q Crawford	1966-01-27	—	—	5137 Ridge Rd Apt 5, Chandler, AZ, 85286	0.80	Name re-cased Unit split from street Whitespace trimmed Placeholder values cleared
PRV-27959	PRV	Jordan Padilla	2000-03-12	—	3954694704	1639 Baseline Rd Apt 29, Phoenix, AZ, 85032	0.80	Phone reformatted Unit split from street Email lower-cased Whitespace trimmed
PRV-21940	PRV	Sean Bradley	1941-10-28	—	4213129259	8159 Ridge Rd # 853, San Diego, CA, 92168	0.80	Date of birth reformatted Phone reformatted Unit split from street Placeholder values cleared
PRV-26802	PRV	David A Singh	1940-09-12	UHC-97681-49	7966927775	6257 Canyon Rd # 356, Houston, TX, 77051	0.80	Name re-cased Unit split from street Whitespace trimmed Placeholder values cleared
PRV-27798	PRV	Gerald Robertson	1945-09-20	UHC-52253-14	3807900615	2789 Palm Dr Apt 26, Phoenix, AZ, 85083	0.80	Date of birth reformatted Member ID reformatted Unit split from street Placeholder values cleared
PRV-23787	PRV	Catherine L Peters	1960-04-22	UHC-57239-93	6722681200	387 Park Pl # 939, Tucson, AZ, 85776	0.80	Date of birth reformatted Unit split from street Whitespace trimmed Placeholder values cleared
PRV-22966	PRV	Russell Hicks	1974-03-05	UHC-25635-11	3292866762	294 Central Ave # 984, Charlotte, NC, 28284	0.80	Phone reformatted Unit split from street State code upper-cased Placeholder values cleared
PRV-20066	PRV	Austin Stone	1949-11-17	—	4625530574	4169 Jefferson Ave Apt 22, Chandler, AZ, 85252	0.80	Name re-cased Unit split from street Whitespace trimmed Placeholder values cleared
PRV-23369	PRV	Grace Guzman	1982-12-19	UHC-39682-17	7566431855	3690 Central Ave Apt 11, San Diego, CA, 92192	0.80	Phone reformatted Unit split from street Whitespace trimmed Placeholder values cleared
PRV-28453	PRV	Joan T Coleman	2002-05-25	—	5514246119	6592 Willow Ct Apt 32, Tampa, FL, 33636	0.80	Name re-cased Phone reformatted Unit split from street Placeholder values cleared
PRV-24913	PRV	Mei T Le	1942-07-21	—	5845439885	1892 Forest Ave Apt 23, Sacramento, CA, 95827	0.82	Phone reformatted Unit split from street Whitespace trimmed
PRV-21207	PRV	Benjamin Richardson	1958-04-17	—	5606446879	6480 Indian School Rd Apt 15, Dallas, TX, 75277	0.82	Name re-cased Unit split from street Placeholder values cleared
PRV-28186	PRV	Emma Clark	2005-11-07	UHC-74207-75	7826977088	8762 River Rd # 169, Phoenix, AZ, 85083	0.82	Unit split from street City re-cased Placeholder values cleared
PRV-20529	PRV	Ethan Le	1939-11-24	—	9253589039	3103 Mesa Dr # 503, Phoenix, AZ, 85048	0.82	Phone reformatted Unit split from street Placeholder values cleared
PRV-28678	PRV	Diane Snyder	1952-05-14	—	4466455108	2666 Spring St Apt 22, Austin, TX, 78738	0.82	Phone reformatted Unit split from street Placeholder values cleared
PRV-24628	PRV	Theresa Young	1940-01-10	—	—	97 Broadway # 250, Sacramento, CA, 95843	0.82	Unit split from street Whitespace trimmed Placeholder values cleared
PRV-27960	PRV	Julia Brown	1989-05-17	—	9502303813	8084 Main St # 202, Sacramento, CA, 95885	0.82	Date of birth reformatted Unit split from street Placeholder values cleared
PRV-26318	PRV	Katherine Hughes	1964-08-18	—	9573748697	3745 Maple Ave Apt 17, San Diego, CA, 92114	0.82	Phone reformatted Unit split from street Placeholder values cleared
PRV-24838	PRV	Walter Phillips	1998-10-01	UHC-08695-23	6074994751	3291 Broadway # 181, Fresno, CA, 93755	0.82	Date of birth reformatted Unit split from street Placeholder values cleared
PRV-23971	PRV	Ryan V Harvey	1976-06-26	UHC-08814-34	—	5411 Harbor Blvd # 701, Mesa, AZ, 85272	0.82	Unit split from street Whitespace trimmed Placeholder values cleared
PRV-27613	PRV	William Olson	1940-07-18	—	7209613519	5935 Main St # 980, Gilbert, AZ, 85208	0.82	Unit split from street Whitespace trimmed Placeholder values cleared
PRV-22673	PRV	Joan W Chavez	2006-02-14	UHC-73132-10	5769695537	7276 Spring St Apt 35, Eden Prairie, MN, 55340	0.82	Phone reformatted Unit split from street Placeholder values cleared
PRV-22582	PRV	Vincent Gordon	1973-01-03	—	2558169267	1710 Central Ave # 773, Miami, FL, 33190	0.82	Phone reformatted Unit split from street Placeholder values cleared
PRV-29304	PRV	Russell Rjas	1966-11-19	—	—	1584 Broadway Apt 17, Houston, TX, 77069	0.82	Unit split from street Whitespace trimmed Placeholder values cleared
PRV-22897	PRV	Marcus Bryant	1970-06-24	UHC-24560-06	3754172797	7423 Spring St # 682, Fresno, CA, 93766	0.82	Name re-cased Unit split from street Placeholder values cleared
PRV-21811	PRV	Kathryn Ramirez	1944-05-02	UHC-00624-02	8616212548	9294 Park Pl Apt 1, Gilbert, AZ, 85281	0.82	Phone reformatted Unit split from street Placeholder values cleared
PRV-23770	PRV	Ana Rose	1948-12-04	—	9875724445	21 Cedar Ln # 835, Columbus, OH, 43286	0.82	Phone reformatted Unit split from street Placeholder values cleared
PRV-23738	PRV	Bryan Murray	1995-11-15	UHC-67709-72	4107677508	6402 Mesa Dr # 507, Chandler, AZ, 85239	0.82	Unit split from street Whitespace trimmed Placeholder values cleared
PRV-22256	PRV	Kimberly Bryant	2001-09-27	—	6588041763	9728 Lincoln Way # 837, Orlando, FL, 32888	0.82	Date of birth reformatted Unit split from street Placeholder values cleared
PRV-24180	PRV	Megan I Andrews	1974-07-14	—	4377103717	9086 Palm Dr Apt 11, Columbus, OH, 43274	0.84	Unit split from street Placeholder values cleared
PRV-21067	PRV	Christina A Rice	1951-10-22	UHC-34431-50	5904631125	3889 Mountain View Dr # 667, Gilbert, AZ, 85286	0.84	Unit split from street Placeholder values cleared
PRV-20853	PRV	Frances Q Jamees	1971-05-02	UHC-12248-93	5543472192	947 Highland Ave Apt 31, Phoenix, AZ, 85020	0.84	Unit split from street Placeholder values cleared
PRV-20426	PRV	Willie F Valdez	1943-12-12	—	5905463036	4034 River Rd # 223, Minneapolis, MN, 55475	0.84	Unit split from street Placeholder values cleared
PRV-28211	PRV	Shirley T Carr	1938-09-16	—	—	281 Meadow Ln # 541, Fresno, CA, 93770	0.84	Unit split from street Placeholder values cleared
PRV-28212	PRV	Shirley T Carr	1938-09-16	—	—	281 Meadow Ln # 541, Fresno, CA, 93770	0.84	Unit split from street Placeholder values cleared

699 rows, page 14 of 14Previous Next