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

Third-party administrator, 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-52508	TPA	Jon Foster	1953-09-06	—	9493297184	7387 Lake View Rd, Charlotte, NC, 28284	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
TPA-58767	TPA	Linda Yang	1984-09-27	—	—	1067 Washington St, Seattle, WA, 98155	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
TPA-59234	TPA	Linda Hart	1951-12-22	—	—	—	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
TPA-51569	TPA	Brandon V Lopez	1955-02-03	UHC-50184-15	3293167866	1851 Market St # 764, Mesa, AZ, 85285	0.80	Phone reformatted Unit split from street Whitespace trimmed Placeholder values cleared
TPA-62577	TPA	Kyle Brown	2002-05-02	—	—	—	0.80	Date of birth reformatted Gender normalised Whitespace trimmed Placeholder values cleared
TPA-62578	TPA	Kyle Brown	2002-05-02	—	—	—	0.80	Date of birth reformatted Gender normalised Whitespace trimmed Placeholder values cleared
TPA-62341	TPA	Diane A Stephens	1965-11-18	—	2405788523	6459 Grand Ave, Phoenix, AZ	0.80	Phone reformatted ZIP missing Whitespace trimmed Placeholder values cleared
TPA-63928	TPA	Ahmed Young	1946-04-02	—	—	1525 Pine Dr, Scottsdale, AZ, 85226	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
TPA-63927	TPA	Ahmed Young	1946-04-02	—	—	1525 Pine Dr, Scottsdale, AZ, 85226	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
TPA-62402	TPA	Beverly Romero	1974-10-21	—	—	6971 Jefferson Ave, Las Vegas, NV, 89115	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-62403	TPA	Beverly Romero	1974-10-21	—	—	6971 Jefferson Ave, Las Vegas, NV, 89115	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-63619	TPA	Sarah Guzman	1987-10-28	UHC-17666-83	—	615 Broadway, San Diego, CA, 92147	0.80	Date of birth reformatted Gender normalised Whitespace trimmed Placeholder values cleared
TPA-61655	TPA	Shirley Soto	1948-09-15	UHC-96595-31	3274211075	6577 Baseline Rd Apt 20, Nashville, TN, 37217	0.80	Date of birth reformatted Phone reformatted Unit split from street Placeholder values cleared
TPA-55515	TPA	Amber Castro	1997-08-04	—	—	6391 Elm St, Atlanta, GA, 30358	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-57247	TPA	Laura I Herrera	1959-06-27	UHC-79427-43	2112781293	—	0.80	Name re-cased Date of birth reformatted Gender normalised Placeholder values cleared
TPA-56955	TPA	Amber Jones	1998-10-18	UHC-67006-65	—	8598 Sage Ct, Nashville, TN, 37223	0.80	Street suffix standardised Address re-cased State code upper-cased Placeholder values cleared
TPA-63498	TPA	Chris Stephens	2002-06-22	—	3875759592	8367 Oak St, Miami, FL, 33186	0.80	Phone reformatted City re-cased State name converted to code Placeholder values cleared
TPA-63747	TPA	Jesse Z Allen	1954-12-09	—	—	9067 Willow Ct, San Antonio, TX, 78228	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-58496	TPA	Ann Kennedy	1955-04-17	—	—	5760 Cedar Ln, Chandler, AZ	0.80	Name re-cased ZIP missing Whitespace trimmed Placeholder values cleared
TPA-59734	TPA	Emily Fuller	1986-02-02	—	—	5531 Baseline Rd, Tampa, FL, 33671	0.80	Name split from “Last, First”Email lower-cased Whitespace trimmed Placeholder values cleared
TPA-57269	TPA	Madison Meyer	1954-09-22	—	—	6065 Ridge Rd, Tampa, FL, 33615	0.80	Name re-cased Date of birth reformatted Phone missing area code Placeholder values cleared
TPA-58601	TPA	Angela Flores	1985-04-07	—	9384176303	7310 Jefferson Ave, Charlotte, NC, 28231	0.80	Phone reformatted State name converted to code Whitespace trimmed Placeholder values cleared
TPA-60919	TPA	Bobby Riley	1960-03-26	UHC-22969-34	—	2284 Main St, Denver, CO, 80205	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-54507	TPA	Jessica M Soto	1971-04-14	—	—	—	0.80	Name split from “Last, First”Date of birth reformatted Plan code upper-cased Placeholder values cleared
TPA-60622	TPA	Espinoza Mark	1949-06-23	UHC-64946-78	—	6788 Ocean Ave Apt 22, Mesa, AZ, 85259	0.80	Name re-cased Unit split from street Whitespace trimmed Placeholder values cleared
TPA-56777	TPA	Betty Howell	1945-07-07	UHC-85571-97	—	7429 Canyon Rd, Fresno, CA, 93723	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-50230	TPA	George Nichols	1992-08-10	—	—	6925 Harbor Blvd, Columbus, OH, 43234	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-60533	TPA	Lori Yang	1974-08-09	—	7174754465	5415 Forest Ave, Dallas, TX, 75273	0.80	Phone reformatted ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
TPA-60082	TPA	Ruth Jackson	2003-08-16	—	7248121502	4532 Jefferson Ave, Mesa, AZ, 85236	0.80	Name re-cased Two-digit birth year Phone reformatted Placeholder values cleared
TPA-64098	TPA	John T Snyder	1971-02-14	—	—	3129 Desert Sky Blvd, Austin, TX, 78787	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-62324	TPA	Mary Herrrera	1973-03-20	—	—	7943 Palm Dr, Houston, TX, 77040	0.80	Name split from “Last, First”City re-cased Whitespace trimmed Placeholder values cleared
TPA-56877	TPA	Ahmed Meyer	1980-10-19	—	2555211062	5017 Canyon Rd, Miami, FL, 33130	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
TPA-57200	TPA	Santiago Edwards	2001-03-24	—	3697242779	1283 Main St, Dallas, TX, 75248	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-58192	TPA	Ruth Watson	1963-01-03	—	4468974507	2307 Sunset Blvd, Jacksonville, FL, 32283	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-50508	TPA	Maria Carroll	2000-04-04	—	7658012640	3988 Camelback Rd, Austin, TX, 78705	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-53878	TPA	Christian Ray	—	—	7582319477	5974 Grand Ave, Tampa, FL, 33646	0.80	Name re-cased Date of birth unreadable Whitespace trimmed Placeholder values cleared
TPA-64441	TPA	Richard Lucas	1947-06-12	—	—	6760 Hillcrest Rd, Las Vegas, NV, 89143	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-54981	TPA	Heather B Carr	1962-11-20	—	8508041045	3873 Mesa Dr, Scottsdale, AZ, 85220	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-51248	TPA	Benjamin Greane	1994-06-08	—	—	1364 Oak St, Dallas, TX, 75286	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
TPA-63627	TPA	Matthew Cox	1952-01-15	—	8509834923	—	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-61237	TPA	Teresa Powell	1981-09-23	—	—	6134 Cedar Ln, Orlando, FL, 32863	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-55400	TPA	Terry Torres	2008-07-25	UHC-76846-30	8744688321	1791 Main St, Chandler, AZ, 85268	0.80	Phone reformatted SSN last four extracted City re-cased Placeholder values cleared
TPA-51979	TPA	Ahmed Hill	1939-10-14	—	—	6465 Spring St, Tempe, AZ, 85249	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-61552	TPA	Kelly Carlson	1980-07-03	—	5609476747	4379 Palm Dr, Jacksonville, FL, 32281	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-50793	TPA	Janet Johnson	1980-02-22	—	—	4171 Lincoln Way, Los Angeles, CA, 90036	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-50019	TPA	Jeeremy Franklin	1974-09-25	UHC-69691-36	7618885265	—	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted Placeholder values cleared
TPA-59211	TPA	Denise White	1963-07-19	—	—	1157 Washington St, Columbus, OH, 43283	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-60107	TPA	Patricia Marshall	1981-06-08	—	—	7133 Cedar Ln, Houston, TX, 77072	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-62676	TPA	Adam P Hicks	1979-05-03	—	—	5348 Mountain View Dr, Denver, CO, 80282	0.80	Name re-cased ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
TPA-55135	TPA	Patick Santos	1980-05-01	—	—	2337 Lake View Rd, Tampa, FL, 33667	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared

14,135 rows, page 159 of 283Previous Next