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-422363	CLM	Mary Bennett	1992-08-27	UHC-46137-46	—	9251 Sunset Blvd, Atlanta, GA, 30354	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
TPA-57756	TPA	Mariana Mreno	1964-01-12	UHC-30139-49	9078546397	2366 Apache Blvd, Jacksonville, FL, 32269	0.66	Date of birth reformatted Phone reformatted State name converted to code Gender normalised+1 more
CLM-405839	CLM	Ruth Stephens	1956-11-26	UHC-49733-39	—	3218 Grand Ave, Denver, CO, 80292	0.66	Two-digit birth year City re-cased State name converted to code Whitespace trimmed+1 more
ENR-133205	ENR	Christine H Gilbert	1995-01-23	UHC-50271-21	6524674613	866 Pine Dr, San Diego, CA, 92178	0.66	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
PRV-28045	PRV	Daavid Henry	1938-09-08	UHC-00305-08	—	7188 Broadway, San Diego, CA, 92109	0.66	Address re-cased State name converted to code ZIP+4 trimmed Whitespace trimmed+1 more
PRV-28046	PRV	Daavid Henry	1938-09-08	UHC-00305-08	—	7188 Broadway, San Diego, CA, 92109	0.66	Address re-cased State name converted to code ZIP+4 trimmed Whitespace trimmed+1 more
CLM-414068	CLM	Maria Jordan	1956-08-02	UHC-38848-23	—	9605 Cedar Ln, Austin, TX, 78745	0.66	Member ID reformatted State name converted to code Gender normalised Whitespace trimmed+1 more
TPA-52372	TPA	Elijah Tran	2008-03-05	—	6005697813	5797 Elm St, San Antonio, TX	0.66	Phone reformatted State name converted to code ZIP missing Email lower-cased+1 more
PRV-24018	PRV	Juan Welhc	1959-01-05	UHC-99208-18	3478201851	4917 Park Pl, San Antonio, TX, 78227	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
CLM-426767	CLM	Virginia Green	1963-10-26	UHC-24354-61	2292047499	8700 Sunset Blvd Apt 2, San Diego, CA, 92126	0.66	Name re-cased Phone reformatted Unit split from street State name converted to code+1 more
TPA-61899	TPA	Juan N Hunter	1965-09-22	—	6187734842	5057 Valley View Dr, Chandler, AZ, 85249	0.66	Name split from “Last, First”Phone reformatted State name converted to code Whitespace trimmed+1 more
PRV-23845	PRV	Ronald Snyder	1957-07-20	—	—	1398 Harbor Blvd, Tampa, FL	0.66	Name re-cased State name converted to code ZIP missing Whitespace trimmed+1 more
TPA-57561	TPA	Randy Armstrong	1959-01-07	—	—	5427 Harbor Blvd, San Antonio, TX, 78227	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
TPA-56811	TPA	Jean Robertson	1961-11-09	—	6967203498	7484 Camelback Rd # 960, Columbus, OH, 43234	0.66	Date of birth reformatted Phone reformatted Unit split from street State name converted to code+1 more
ENR-111644	ENR	Janice V Carlson	2000-11-15	UHC-93976-86	8155964117	627 Lincoln Way, Nashville, TN, 37253	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-422456	CLM	Larry Cole	1986-09-09	UHC-55286-40	7605663804	7823 Bayshore Dr, Seattle, WA, 98167	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-422539	CLM	Maria Lopez	1945-04-08	UHC-24953-26	5884467083	3303 Forest Ave, Jacksonville, FL, 32243	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
TPA-52475	TPA	Jack M Ortiz	1957-12-15	UHC-23081-51	—	8618 Elm St, Mesa, AZ, 85234	0.66	Date of birth reformatted State name converted to code Gender normalised Whitespace trimmed+1 more
CLM-402948	CLM	Chris Weaver	1986-04-05	UHC-97085-20	—	9496 Lincoln Way, Chandler, AZ, 85269	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-125004	ENR	Vega Christopher	1941-07-27	UHC-23440-74	—	5400 Ocean Ave, Columbus, OH, 43205	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
PRV-22773	PRV	Nathan Cunningham	1938-05-08	UHC-14810-76	—	8203 Lake View Rd, Atlanta, GA, 30399	0.66	Name re-cased State name converted to code Gender normalised Whitespace trimmed+1 more
CLM-415918	CLM	Karen Montgomery	1949-10-28	—	—	6291 Oak St, Las Vegas, NV, 89185	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
CLM-415917	CLM	Karen Montgomery	1949-10-28	—	—	6291 Oak St, Las Vegas, NV, 89185	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
TPA-54915	TPA	Mei Elis	1938-06-27	UHC-77487-48	—	1321 Ridge Rd, San Antonio, TX, 78276	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
TPA-54914	TPA	Mei Elis	1938-06-27	UHC-77487-48	—	1321 Ridge Rd, San Antonio, TX, 78276	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-137678	ENR	Christina Harris	1967-08-06	UHC-47746-92	8972259583	6444 Valley View Dr, Denver, CO, 80276	0.66	Name split from “Last, First”Phone reformatted State name converted to code Email lower-cased+1 more
CLM-403180	CLM	Austin Hughes	2000-06-04	UHC-81540-49	4454953335	138 Meadow Ln, Eden Prairie, MN, 55308	0.66	Date of birth reformatted Phone reformatted Member ID reformatted State name converted to code+1 more
ENR-110574	ENR	Janice Fisher	1939-10-25	UHC-18024-58	2708942994	7148 Spring St, Los Angeles, CA, 90096	0.66	Name re-cased Phone reformatted State name converted to code ZIP+4 trimmed+1 more
ENR-139653	ENR	Charlotte Lee	1982-03-09	UHC-02855-78	—	7336 Harbor Blvd, Sacramento, CA, 95896	0.66	Member ID reformatted Street suffix standardised Address re-cased State name converted to code+1 more
TPA-59014	TPA	Tyler S Hrt	1943-02-14	—	7979874875	7011 Camelback Rd, Scottsdale, AZ, 85221	0.66	Name split from “Last, First”Date of birth reformatted State name converted to code Whitespace trimmed+1 more
ENR-138165	ENR	Christopher B Stevens	1992-09-21	UHC-44226-46	—	6186 Elm St, Plano, TX, 75006	0.66	Name re-cased State name converted to code Gender normalised Whitespace trimmed+1 more
CLM-401311	CLM	Alvarado Grace	1945-12-20	UHC-86365-86	—	806 Desert Sky Blvd, Atlanta, GA, 30330	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
TPA-53075	TPA	Valentina Mejia	1987-12-19	—	2706392571	2993 Bayshore Dr, Tucson, AZ, 85724	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-125389	ENR	Andrea F King	1960-01-13	UHC-14938-22	—	2238 Sage Ct, San Antonio, TX, 78213	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
PRV-26941	PRV	Dougas Daniels	1957-01-06	UHC-43682-30	—	3223 Washington St, Denver, CO, 80215	0.66	Name re-cased Phone missing area code Member ID reformatted State name converted to code+1 more
CLM-424476	CLM	Diana Turner	1970-11-06	—	7939690217	3212 Lake View Rd, Gilbert, AZ, 85235	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-403439	CLM	Sofia Jimenez	2000-07-28	UHC-48462-32	2117655769	1804 Canyon Rd, Orlando, FL, 32855	0.66	Phone reformatted State name converted to code ZIP+4 trimmed Whitespace trimmed+1 more
TPA-60284	TPA	Yuki Wright	1986-02-22	—	9466835588	9017 Pine Dr, Jacksonville, FL, 32241	0.66	City re-cased State name converted to code Gender normalised Whitespace trimmed+1 more
PRV-20548	PRV	Ryan Palmer	1964-12-15	—	4425680312	452 Union St, Seattle, WA	0.66	Name re-cased Phone reformatted State name converted to code ZIP missing+1 more
PRV-20957	PRV	Boby Martinez	1963-09-25	—	—	2233 Mountain View Dr, Atlanta, GA, 30388	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
CLM-412336	CLM	Stephen Evans	2005-02-27	UHC-29479-71	—	4867 Central Ave, Glendale, AZ, 85377	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
CLM-401789	CLM	Walter F Harris	1955-10-03	UHC-38852-43	—	7654 River Rd, Plano, TX, 75018	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
CLM-402520	CLM	Douglas Mrgan	1974-01-02	—	—	4328 Grand Ave, Chandler, AZ, 85207	0.66	Street suffix standardised Address re-cased City re-cased State name converted to code+1 more
ENR-109833	ENR	Julie F Lee	1985-06-28	UHC-59108-59	9624847955	7238 Main St, Tucson, AZ, 85743	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-135235	ENR	Larry Singh	2004-07-15	UHC-55360-97	2286557941	3589 Main St, Los Angeles, CA, 90036	0.66	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-416488	CLM	Anthony Weaver	1999-03-14	—	—	8177 Mountain View Dr, Fresno, CA, 93755	0.66	Name re-cased Date of birth reformatted State name converted to code Gender normalised+1 more
TPA-51471	TPA	Joseph Martin	1948-01-18	—	—	4130 Washington St, Gilbert, AZ, 85285	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
TPA-52900	TPA	James Alexander	1966-08-01	UHC-16779-15	7176156248	4342 Harbor Blvd, Columbus, OH, 43229	0.66	Name re-cased Phone reformatted SSN last four extracted State name converted to code+1 more
CLM-411375	CLM	Heather Garza	1983-04-15	—	6279480819	7382 Baseline Rd, Phoenix, AZ, 85013	0.66	Name re-cased Phone reformatted State name converted to code Gender normalised+1 more
CLM-406277	CLM	Andrea Z Morgan	1963-02-21	UHC-95133-83	—	125 Apache Blvd, Tempe, AZ, 85201	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more

9,084 rows, page 121 of 182Previous Next