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 “City re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagCity re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-118069	ENR	Ashley Peters	1973-02-21	UHC-18032-45	3443505449	2317 Mountain View Dr, Chandler, AZ, 85267	0.64	Name split from “Last, First”City re-cased State name converted to code Email lower-cased+2 more
CLM-409186	CLM	Jack Delgado	1978-12-01	—	6297836156	928 Harbor Blvd, Tucson, AZ, 85710	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-424948	CLM	Deborah Luna	—	UHC-71000-23	9327912460	5251 Camelback Rd, Gilbert, AZ, 85233	0.64	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-126619	ENR	Andrew McCoy	1999-11-03	UHC-29060-53	7896464296	184 Broadway, Houston, TX, 77031	0.64	Name split from “Last, First”Phone reformatted City re-cased State name converted to code+2 more
CLM-401020	CLM	Frances Williamson	1987-05-23	UHC-65634-96	—	128 Desert Sky Blvd, Miami, FL	0.64	Street suffix standardised Address re-cased City re-cased ZIP missing+2 more
ENR-102964	ENR	Lucia U Espinoza	1971-11-16	UHC-13836-28	7917204690	2739 Union St, Columbus, OH, 43207	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-29015	PRV	Lawrence Silva	1974-07-17	—	2083487666	5164 Canyon Rd, Fresno, CA, 93726	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-131957	ENR	James F Burke	2001-04-16	UHC-90043-26	3938204845	1454 Elm St, Phoenix, AZ	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-131310	ENR	Abigail R Gutierez	1951-05-02	UHC-54068-46	7536261696	5075 Sage Ct, Plano, TX, 75062	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-124416	ENR	Mei Cunningham	1985-07-19	UHC-58863-81	7817811924	9664 Mesa Dr, Seattle, WA, 98135	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-118639	ENR	Wei K Flores	1946-10-15	UHC-45273-71	8686401554	2163 Union St, Eden Prairie, MN, 55343	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
PRV-20468	PRV	Sophia D Hanson	1969-04-26	—	3236540001	975 Washington St, Nashville, TN, 37283	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-427912	CLM	Aaron Reid	1968-04-25	UHC-10885-76	7645795913	1642 Apache Blvd, Miami, FL, 33146	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-62427	TPA	Sophia Rujas	1999-11-18	—	—	4947 Mesa Dr, Nashville, TN, 37299	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
PRV-28137	PRV	Christine Valdez	1969-03-12	UHC-20572-11	8573991733	8031 Union St # 872, Houston, TX, 77012	0.64	Unit split from street Street suffix standardised Address re-cased City re-cased+2 more
ENR-134668	ENR	Marshall Olivia	1948-11-17	UHC-22853-47	5315222214	4970 Market St, Tampa, FL	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-101390	ENR	Eric W Jimenez	1953-12-02	UHC-94818-41	8338855143	3062 Meadow Ln, Chandler, AZ, 85250	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
ENR-109679	ENR	Dinaa Griffin	—	UHC-20806-76	—	8389 Valley View Dr, Fresno, CA, 93727	0.64	Date of birth unreadable Street suffix standardised Address re-cased City re-cased+2 more
ENR-109678	ENR	Dinaa Griffin	—	UHC-20806-76	—	8389 Valley View Dr, Fresno, CA, 93727	0.64	Date of birth unreadable Street suffix standardised Address re-cased City re-cased+2 more
CLM-412651	CLM	Evelyn Stewart	1997-03-04	—	—	8320 Union St, Atlanta, GA, 30332	0.64	Name split from “Last, First”Date of birth reformatted City re-cased ZIP+4 trimmed+2 more
CLM-401873	CLM	Patrick P Olson	1966-04-06	—	—	6165 Main St, San Diego, CA, 92167	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-432396	CLM	Lucia Jimenez	1971-07-28	UHC-43120-86	6463949096	4939 Grand Ave, Phoenix, AZ, 85083	0.64	Phone reformatted City re-cased State name converted to code Gender normalised+2 more
ENR-132511	ENR	Willie Jensen	1943-06-26	UHC-76046-12	2523877125	3180 Market St Apt 3, San Antonio, TX, 78283	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-414751	CLM	Juan E Lopez	1968-10-05	—	—	8639 Highland Ave Apt 33, Columbus, OH, 43244	0.64	Name re-cased Unit split from street City re-cased ZIP+4 trimmed+2 more
PRV-28919	PRV	Raymond Peters	1972-08-03	—	9416962019	2221 Lake View Rd Apt 31, Austin, TX, 78732	0.64	Name re-cased Two-digit birth year Phone reformatted Unit split from street+2 more
TPA-59849	TPA	Lawrence Soto	1974-08-02	—	5823902790	6232 Willow Ct, Tempe, AZ, 85269	0.64	Name re-cased Phone reformatted City re-cased State name converted to code+2 more
PRV-26503	PRV	Sean Tucker	1942-02-27	UHC-15420-32	6769874210	4803 Canyon Rd, Minneapolis, MN, 55433	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-131442	ENR	Michael Foster	1981-03-22	UHC-37751-91	9536475497	208 Valley View Dr Apt 40, Miami, FL, 33144	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
TPA-61031	TPA	Arjun Coleman	1985-06-02	—	—	9309 Willow Ct Apt 39, Scottsdale, AZ, 85233	0.64	Unit split from street Street suffix standardised Address re-cased City re-cased+2 more
ENR-109748	ENR	Patricia R Hayes	2000-07-03	UHC-59679-50	—	5615 Grand Ave, Jacksonville, FL, 32275	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-102932	ENR	Ethan Q Andrews	1962-12-17	UHC-26691-89	6802150407	5100 Grand Ave, Miami, FL, 33101	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-419687	CLM	Diego Nguyen	1963-10-15	UHC-76302-57	—	4782 Lake View Rd, Las Vegas, NV, 89185	0.64	Name split from “Last, First”Date of birth reformatted City re-cased Gender normalised+2 more
ENR-102548	ENR	Bobby C Cooper	1940-02-01	UHC-01816-03	—	9529 Hillcrest Rd, Gilbert, AZ, 85286	0.64	Name re-cased Phone missing area code Member ID reformatted City re-cased+2 more
ENR-121317	ENR	Andrea Graham	1987-08-01	UHC-05639-13	—	1666 Spring St, Glendale, AZ, 85347	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
CLM-419567	CLM	Bradley Patterson	1990-01-05	UHC-69031-53	—	859 Valley View Dr, Scottsdale, AZ, 85241	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-117944	ENR	Jacqueline Wagner	1938-01-24	UHC-77881-56	6474941423	4420 Sage Ct Apt 2, Miami, FL, 33193	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
PRV-28296	PRV	Grace F Duncan	1999-06-14	UHC-41719-75	5905251892	6527 Harbor Blvd, Orlando, FL, 32879	0.64	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+2 more
ENR-119339	ENR	Nicholas Ellis	1982-03-16	UHC-59410-03	—	7082 Willow Ct, Mesa, AZ, 85298	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-125314	ENR	Bruce J Santos	1996-02-23	UHC-10163-44	3602362372	4163 Ocean Ave, Miami, FL, 33122	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-431884	CLM	Goria Richardson	—	UHC-52235-63	—	1011 Indian School Rd, Tempe, AZ, 85227	0.64	Date of birth unreadable Street suffix standardised Address re-cased City re-cased+2 more
CLM-414553	CLM	Grace Stone	1991-10-07	UHC-67144-84	—	8990 Elm St, San Antonio, TX, 78248	0.64	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more
CLM-409666	CLM	Barb Hansen	1980-06-28	UHC-50547-71	—	8572 Bayshore Dr, Dallas, TX, 75218	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
ENR-134171	ENR	Doris Day	1986-11-09	UHC-85943-20	5896292912	4213 Washington St, Fresno, CA, 93755	0.64	Name re-cased Two-digit birth year Phone reformatted City re-cased+2 more
ENR-134170	ENR	Doris Day	1986-11-09	UHC-85943-20	5896292912	4213 Washington St, Fresno, CA, 93755	0.64	Name re-cased Two-digit birth year Phone reformatted City re-cased+2 more
ENR-116721	ENR	Kyle Alvarez	1996-01-20	—	—	6780 Ridge Rd, Atlanta, GA, 30334	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-132554	ENR	Melissa F Wright	1980-07-07	UHC-65821-75	7777299307	8672 Sage Ct Apt 22, Tempe, AZ, 85219	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-409985	CLM	Danielle Parker	1944-05-13	—	—	8373 Church St, Tampa, FL, 33691	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
TPA-60397	TPA	Austin Harvey	1988-02-02	—	—	8260 Main St, Denver, CO, 80245	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-118071	ENR	Nathan W Barnes	1986-05-06	UHC-62649-74	4248245509	7470 Desert Sky Blvd, Minneapolis, MN, 55434	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-50440	TPA	Christian Coleman	1973-07-06	—	2937157676	6836 Bayshore Dr, Tucson, AZ, 85715	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more

17,850 rows, page 105 of 357Previous Next