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 “Gender normalised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagGender normalisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-22183	PRV	Bobby Lee	1939-06-16	—	8902297657	7975 Lincoln Way, Scottsdale, AZ, 85201	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-28704	PRV	Betty Burke	1966-02-08	—	3842806656	4250 Mountain View Dr, Phoenix, AZ, 85086	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-28705	PRV	Joseph Brooks	1949-02-20	UHC-78973-47	4986566407	4944 Lake View Rd, Tampa, FL, 33658	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
PRV-28166	PRV	Jacqueline Young	1991-01-01	—	4195696266	5721 Valley View Dr, Gilbert, AZ, 85223	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-27210	PRV	Wei H Sanders	1961-05-27	UHC-34725-21	8345113721	1824 Broadway, Jacksonville, FL	0.62	Date of birth reformatted City re-cased ZIP missing Gender normalised+3 more
PRV-21793	PRV	Jacqueline U Payne	1952-08-12	—	7664821145	8478 Sunset Blvd, Plano, TX	0.62	Date of birth reformatted Phone reformatted City re-cased ZIP missing+3 more
PRV-21871	PRV	Marcus Turner	1974-12-07	—	6646179546	5655 Bayshore Dr, Columbus, OH, 43262	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-28965	PRV	Diane R Schultz	1948-08-24	UHC-38918-12	4099193242	7348 Bayshore Dr, Columbus, OH, 43211	0.62	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+3 more
PRV-23884	PRV	Jerry Sandoval	1996-07-10	UHC-15546-21	6985390081	5046 Maple Ave, Minneapolis, MN, 55429	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
PRV-27671	PRV	Reed T Cheryl	1984-06-12	—	—	984 Meadow Ln, Nashville, TN, 37207	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-25814	PRV	Lawrence P Harvey	1948-01-13	—	3252292733	455 Canyon Rd, Los Angeles, CA, 90051	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-27467	PRV	Jean Long	1952-07-08	—	2228756796	6765 Spring St, Mesa, AZ, 85238	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-27466	PRV	Jean Long	1952-07-08	—	2228756796	6765 Spring St, Mesa, AZ, 85238	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-22880	PRV	Jessica Fox	1991-05-08	UHC-31731-49	4932291787	2148 Apache Blvd, Jacksonville, FL, 32241	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-27401	PRV	Eric Fowler	2000-03-07	UHC-11863-83	6315355894	3681 Market St, Denver, CO, 80281	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
PRV-27402	PRV	Eric Fowler	2000-03-07	UHC-11863-83	6315355894	3681 Market St, Denver, CO, 80281	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
PRV-22682	PRV	Emma Spencer	1943-06-15	UHC-81963-03	6626947590	8003 Market St, Orlando, FL, 32818	0.62	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
PRV-29082	PRV	Sharun Lewis	1982-06-20	UHC-19056-83	9035266511	7383 Central Ave, Houston, TX, 77018	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-23563	PRV	Edward Coleman	1971-11-17	UHC-77392-61	6329700454	7471 Washington St, Denver, CO, 80222	0.64	Name re-cased Phone reformatted Member ID reformatted State name converted to code+2 more
PRV-26189	PRV	Kathleen U Clark	1981-08-17	UHC-96127-46	—	3451 Sunset Blvd, Orlando, FL, 32860	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-22509	PRV	Priya Ray	1985-09-26	UHC-69452-31	5644196221	727 Canyon Rd, Denver, CO, 80252	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
PRV-26047	PRV	Ahmed Q Muurray	2003-08-15	UHC-96357-86	7615711929	5856 Sunset Blvd, Eden Prairie, MN, 55339	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
PRV-20781	PRV	Sanrda K Wallace	1943-05-15	—	6383857939	9327 Lincoln Way, Mesa, AZ, 85228	0.64	Name re-cased Phone reformatted ZIP+4 trimmed Gender normalised+2 more
PRV-20792	PRV	George Knight	1998-04-09	—	6864390158	7834 Canyon Rd, Los Angeles, CA, 90070	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-20592	PRV	Santiago Banks	1956-06-22	—	—	3079 Highland Ave, Scottsdale, AZ, 85224	0.64	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
PRV-22528	PRV	William A Hayes	1986-09-28	UHC-40174-16	2172709195	5354 Maple Ave, Tampa, FL, 33690	0.64	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
PRV-24278	PRV	Donald Luna	1971-01-26	—	—	9766 Washington St, San Diego, CA, 92137	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-21836	PRV	Janice Ells	1972-04-17	—	2313540359	8233 Valley View Dr, Seattle, WA, 98153	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
PRV-20340	PRV	Elizebeth G West	1964-07-01	—	3665091188	9763 Apache Blvd, San Antonio, TX, 78294	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
PRV-20341	PRV	Elizebeth G West	1964-07-01	—	3665091188	9763 Apache Blvd, San Antonio, TX, 78294	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
PRV-25829	PRV	Sarah Nelson	1981-10-23	—	—	2553 Canyon Rd Apt 25, Eden Prairie, MN, 55345	0.64	Name re-cased Unit split from street City re-cased Email lower-cased+2 more
PRV-23942	PRV	Yuki Patel	1970-03-23	UHC-54511-33	8776403575	4070 Baseline Rd, Chandler, AZ, 85210	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-23554	PRV	John Z Armstrong	2003-06-27	—	2117248758	143 Sunset Blvd, Glendale, AZ, 85360	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-22207	PRV	Christian Reynolds	—	UHC-02582-56	5332542224	—	0.64	Date of birth unreadable Phone reformatted Email lower-cased Gender normalised+2 more
PRV-20956	PRV	Ann Dominguez	1959-12-03	UHC-89013-57	5512054811	2671 Grand Ave, Los Angeles, CA, 90042	0.64	Name re-cased Phone reformatted ZIP+4 trimmed Gender normalised+2 more
PRV-24530	PRV	George Q Dominguez	2001-04-12	—	4545634232	4593 Ocean Ave, Glendale, AZ, 85363	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
PRV-27972	PRV	Amy E Hicks	1960-03-21	UHC-14831-12	9596542063	6886 Palm Dr, Gilbert, AZ, 85277	0.64	Date of birth reformatted Phone reformatted State name converted to code Gender normalised+2 more
PRV-24928	PRV	Raymond Stone	1944-04-18	UHC-79612-67	2818329464	8000 Park Pl, Tampa, FL, 33670	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
PRV-28360	PRV	Jack James	1957-03-03	—	8956886950	1297 Maple Ave, Tampa, FL, 33662	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
PRV-22982	PRV	Jean Ruiz	1965-01-26	—	—	6029 Sunset Blvd, San Diego, CA, 92175	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-25876	PRV	Valentina A Estrada	1981-09-04	—	9067894692	3708 River Rd, Nashville, TN, 37236	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
PRV-23307	PRV	Sarah Olson	2000-06-19	—	—	5496 River Rd, Seattle, WA, 98181	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
PRV-24361	PRV	Scott Gibson	1966-11-03	UHC-21871-27	4635858937	1015 Willow Ct, Glendale, AZ, 85390	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-27357	PRV	Ralph Morris	1971-12-28	—	4719739793	2055 Forest Ave, Austin, TX	0.64	Name re-cased Phone reformatted ZIP missing Gender normalised+2 more
PRV-26993	PRV	Timothy Bradley	1982-01-14	UHC-38160-44	8068900272	4594 Baseline Rd, Nashville, TN, 37285	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
PRV-22704	PRV	Mary Ross	1970-03-28	—	3073488670	7635 Harbor Blvd, Las Vegas, NV, 89116	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-28933	PRV	Justin H Fowler	1981-12-21	UHC-57350-28	—	9821 Sage Ct, Phoenix, AZ, 85081	0.64	Name re-cased Street suffix standardised Address re-cased Email lower-cased+2 more
PRV-23431	PRV	Bruce Santos	1938-03-13	—	3278008470	9658 Pine Dr, Gilbert, AZ, 85288	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-26039	PRV	Ethan Washington	1994-11-12	UHC-00595-54	6034861677	1253 Elm St, Tempe, AZ, 85257	0.64	Phone reformatted City re-cased ZIP+4 trimmed Gender normalised+2 more
PRV-23447	PRV	Arthur Chen	—	UHC-64162-33	4968146384	2514 Apache Blvd, Dallas, TX, 75268	0.64	Name re-cased Date of birth unreadable Phone reformatted Email lower-cased+2 more

1,602 rows, page 15 of 33Previous Next