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 “State name converted to code”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState name converted to codeClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-425233	CLM	Pal Lee	1963-01-17	—	—	129 Canyon Rd, Dallas, TX, 75244	0.64	Street suffix standardised Address re-cased City re-cased State name converted to code+2 more
CLM-414752	CLM	Amber P Meyer	1970-04-13	UHC-41600-72	—	3676 Spring St, Glendale, AZ, 85356	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-116487	ENR	Yuki O Stevens	—	UHC-99868-56	5702922046	8690 Mesa Dr, Nashville, TN, 37273	0.64	Name re-cased Date of birth unreadable State name converted to code Email lower-cased+2 more
CLM-406427	CLM	Jean Peters	1980-07-14	UHC-92982-01	4444915682	5944 Apache Blvd, Miami, FL	0.64	Date of birth reformatted Phone reformatted State name converted to code ZIP missing+2 more
CLM-413960	CLM	Harold N Peterson	1991-07-04	UHC-57880-32	—	9190 Camelback Rd, Chandler, AZ, 85275	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
TPA-60710	TPA	Michelle Butler	2006-04-03	—	9149170067	6798 Union St, Dallas, TX, 75261	0.64	Phone reformatted State name converted to code ZIP+4 trimmed Email lower-cased+2 more
CLM-407655	CLM	Rebecca Hernandez	1991-06-24	UHC-72721-98	6463540178	8063 Market St Apt 38, Denver, CO, 80257	0.64	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
CLM-431643	CLM	Brian Burke	1969-10-08	UHC-98758-75	—	1203 Church St, San Diego, CA, 92196	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
ENR-108691	ENR	Christina Morales	1947-07-03	UHC-53202-71	7178285395	7231 Broadway Apt 7, Jacksonville, FL, 32255	0.64	Name re-cased Phone reformatted Member ID reformatted Unit split from street+2 more
PRV-23478	PRV	Yuki E Hunter	1998-10-08	—	8896057324	730 Forest Ave, Fresno, CA, 93780	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-124940	ENR	Aeron N Cox	1973-07-25	UHC-64407-76	7279877927	4580 Elm St, Mesa, AZ, 85201	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-131024	ENR	Emma W Kim	1960-10-12	UHC-21805-55	2528356406	6430 Washington St, Phoenix, AZ, 85093	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
ENR-114592	ENR	Dorothy Y Wang	1947-05-08	UHC-35536-05	6349489563	2326 Grand Ave, Mesa, AZ, 85220	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-106629	ENR	Jose Tran	1977-01-02	UHC-46323-19	—	6958 Mesa Dr, San Antonio, TX, 78214	0.64	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-120678	ENR	Elijah Gordon	1978-11-12	UHC-65029-14	8569301356	2459 Bayshore Dr, Atlanta, GA, 30359	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-425213	CLM	Ronald Reed	1957-07-28	UHC-55114-27	6295520385	6289 Baseline Rd, Tucson, AZ, 85783	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-405717	CLM	Ed Vazquez	1995-04-15	—	4845612350	121 Willow Ct, Chandler, AZ, 85228	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-401496	CLM	Alan A Maatthews	2000-07-24	UHC-27608-39	4844132956	148 Pine Dr, Tucson, AZ	0.64	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+2 more
ENR-131146	ENR	Evelyn Hansen	1971-05-08	UHC-97559-91	5753798685	3438 Lake View Rd, Las Vegas, NV, 89115	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-139007	ENR	Christopher B Aguilar	1942-08-10	UHC-60844-39	8485279686	9765 Valley View Dr, Sacramento, CA, 95884	0.64	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
TPA-63560	TPA	Lucia Gomez	1997-02-02	UHC-42126-16	5283601314	5088 Union St, Gilbert, AZ, 85255	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-134393	ENR	Andrea Chavez	1962-08-10	UHC-71772-06	2897792417	2030 Mountain View Dr, Tempe, AZ, 85276	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-120036	ENR	Christian Matthews	1958-03-21	UHC-88453-81	2869841686	3458 Market St, Sacramento, CA, 95812	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-428679	CLM	Mike Rios	1961-08-23	UHC-88156-15	—	9120 Lake View Rd, Los Angeles, CA, 90097	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-102930	ENR	Mark Davis	1951-01-11	UHC-10892-52	6719728064	9675 Camelback Rd, Glendale, AZ, 85350	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
PRV-25308	PRV	Valentina M Hayes	1952-04-28	UHC-86120-56	2417407827	6380 Washington St, Scottsdale, AZ, 85229	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-126659	ENR	Elijah A Williams	1995-05-03	UHC-10327-07	4655312447	3403 Valley View Dr, Phoenix, AZ, 85030	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-418260	CLM	Mariana Fowler	1986-11-05	UHC-92162-53	—	6958 Mountain View Dr, Scottsdale, AZ, 85292	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-105705	ENR	Madison Armstrog	1973-10-11	—	9595884632	6205 Grand Ave, Plano, TX, 75071	0.64	Date of birth reformatted Phone reformatted State name converted to code ZIP+4 trimmed+2 more
CLM-429409	CLM	Martha Carpenter	2001-04-23	UHC-56556-79	5298798361	5056 Lincoln Way, Fresno, CA, 93726	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-420246	CLM	Ethan Body	1990-12-17	UHC-52979-83	—	7978 Sage Ct, Atlanta, GA, 30372	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
PRV-26009	PRV	Billy Valdez	1968-12-02	—	4548323745	1459 Hillcrest Rd, Glendale, AZ, 85310	0.64	Name re-cased Date of birth reformatted City re-cased State name converted to code+2 more
CLM-407732	CLM	Beverly Padilla	1954-10-26	UHC-35803-15	5395348170	6136 Park Pl, Mesa, AZ, 85225	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-113371	ENR	Ann Lawson	1968-10-16	UHC-56133-10	5737014616	9722 Camelback Rd, Charlotte, NC, 28260	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-61587	TPA	Andrea Chavez	1962-08-10	—	—	2030 Mountain View Dr, Tempe, AZ, 85276	0.64	Street suffix standardised Address re-cased City re-cased State name converted to code+2 more
PRV-27004	PRV	Amy Warren	1940-12-08	—	7503852602	8408 Palm Dr, Columbus, OH, 43208	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-408801	CLM	Theresa Wheeler	1953-07-08	—	—	8531 Camelback Rd, San Diego, CA, 92187	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-400146	CLM	Katherine Young	1985-06-08	UHC-45033-96	—	9786 Mountain View Dr, Austin, TX, 78765	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
TPA-50370	TPA	Brittany X Estrada	1967-02-12	—	—	908 Forest Ave, Tucson, AZ, 85701	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
TPA-58783	TPA	Albert E Dean	1990-11-20	—	5273213288	5601 Market St, Sacramento, CA, 95829	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-123838	ENR	Valentina Bod	1962-12-01	UHC-23158-01	6799164375	3476 Central Ave, Tempe, AZ, 85246	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+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
CLM-411811	CLM	Michelle Romero	1939-12-08	UHC-14494-77	—	2821 Harbor Blvd, Nashville, TN, 37219	0.64	Street suffix standardised Address re-cased City re-cased State name converted to code+2 more
ENR-133566	ENR	Jennifer Castro	1949-04-02	UHC-02041-85	7699394722	1633 Sage Ct, Jacksonville, FL, 32287	0.64	Member ID reformatted Street suffix standardised Address re-cased State name converted to code+2 more
TPA-61874	TPA	Philip Johnston	1966-07-26	—	—	9556 River Rd, Tucson, AZ, 85789	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
ENR-134248	ENR	Brian Jensen	1979-05-14	UHC-58998-43	4952174445	5465 Baseline Rd, Charlotte, NC, 28202	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
PRV-23468	PRV	Sofia R Montgomery	2007-02-17	UHC-68722-65	4656011090	9524 Apache Blvd, Tampa, FL, 33696	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-428642	CLM	Carlos Henry	1980-07-13	UHC-01106-07	7703973382	1706 Jefferson Ave, Minneapolis, MN, 55419	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-112286	ENR	Joan S Gilbert	1995-06-14	UHC-72248-27	2517239798	6266 Valley View Dr, Austin, TX, 78702	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-57406	TPA	Logan Taylor	1982-08-28	—	—	1147 Valley View Dr, Austin, TX, 78749	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more

9,084 rows, page 91 of 182Previous Next