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 “Two-digit birth year”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagTwo-digit birth yearClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-23229	PRV	BJunk	1962-08-14	UHC-74741-25	6242312131	3629 Park Pl, Tucson, AZ, 85771	0.50	Two-digit birth year Phone reformatted Member ID reformatted ZIP+4 trimmed+3 more
TPA-50243	TPA	Bryan Valdez	1986-09-17	—	—	5624 Canyon Rd, Columbus, OH, 43273	0.50	Two-digit birth year SSN last four extracted Street suffix standardised Address re-cased+3 more
ENR-110006	ENR	Amber D Chapman	1992-04-28	UHC-00847-23	2612692545	8550 Canyon Rd, Tempe, AZ, 85235	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-410849	CLM	Charlotte Kennedy	2008-05-19	—	2273003289	1168 Apache Blvd, San Diego, CA, 92146	0.50	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+3 more
TPA-54024	TPA	Joan Phillips	1945-04-28	—	6826829052	1773 Mesa Dr, Austin, TX, 78782	0.50	Name split from “Last, First”Two-digit birth year Phone reformatted State code upper-cased+3 more
TPA-54772	TPA	Charlotte Valdez	1991-05-01	—	8302217698	1375 Canyon Rd Apt 26, Columbus, OH, 43288	0.52	Two-digit birth year Phone reformatted Unit split from street State code upper-cased+2 more
CLM-424698	CLM	Ronald Valdez	1978-10-18	UHC-61056-55	7287468816	9019 Central Ave, Jacksonville, FL, 32234	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-416196	CLM	Carol Dunn	1959-09-09	UHC-98857-51	—	5140 Apache Blvd, Fresno, CA, 93731	0.52	Two-digit birth year Street suffix standardised Address re-cased State name converted to code+2 more
TPA-52073	TPA	Steven Alvarez	1980-01-26	—	9823305099	6128 Oak St, Gilbert, AZ, 85277	0.52	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-137049	ENR	Joey C Lynch	1949-03-22	UHC-21147-79	6067607474	7688 Church St, Tempe, AZ, 85276	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-56289	TPA	Ahmed Marshall	1985-05-08	—	—	4444 Canyon Rd # 987, Sacramento, CA, 95839	0.52	Two-digit birth year Unit split from street City re-cased Gender normalised+2 more
CLM-428027	CLM	Carl Russell	1970-11-28	UHC-40882-68	—	3970 Palm Dr, Dallas, TX, 75204	0.52	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-112373	ENR	Isabella Berry	1945-04-01	UHC-10949-47	6863928550	8659 Sage Ct Apt 37, Tucson, AZ, 85722	0.52	Two-digit birth year Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-105325	ENR	Austin I Rodriguez	1994-10-26	UHC-11337-61	9074348731	9749 Mesa Dr # 336, Mesa, AZ, 85288	0.52	Two-digit birth year Member ID reformatted Unit split from street Street suffix standardised+2 more
CLM-412842	CLM	George P Evans	1942-02-04	UHC-58786-71	8625600336	4569 Mesa Dr, Scottsdale, AZ, 85296	0.52	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-111138	ENR	Judith S Owens	1944-02-28	UHC-30369-26	9456731363	4041 Maple Ave, Fresno, CA, 93782	0.52	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
TPA-54117	TPA	Brian Hawkins	1990-02-01	—	—	9646 Spring St, Nashville, TN, 37275	0.52	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-413734	CLM	Frank Austni	1964-07-03	UHC-35904-15	—	93 Oak St Apt 26, Austin, TX, 78751	0.52	Two-digit birth year Unit split from street Street suffix standardised Address re-cased+2 more
CLM-400880	CLM	Janet Wright	1966-09-20	UHC-45348-02	—	4019 Maple Ave, Minneapolis, MN, 55415	0.52	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-120722	ENR	Richard L Sandoval	1947-10-27	UHC-66581-87	6922986423	7359 Harbor Blvd, San Diego, CA, 92107	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-130938	ENR	Mason M Vasquze	1952-12-01	UHC-56594-06	6696404326	7154 Maple Ave, Los Angeles, CA, 90097	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-424065	CLM	Patricia Ross	1949-05-22	UHC-68744-18	—	52 Desert Sky Blvd, Glendale, AZ, 85394	0.52	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
PRV-28228	PRV	Amber Cruz	1943-10-18	UHC-42078-47	—	7339 Oak St, Austin, TX, 78707	0.52	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-430815	CLM	Diego Montgomery	1950-06-08	—	—	2865 Main St, Columbus, OH, 43211	0.52	Two-digit birth year Street suffix standardised Address re-cased State name converted to code+2 more
CLM-413278	CLM	Katherine King	1944-12-21	—	—	5831 Meadow Ln # 329, Tempe, AZ, 85271	0.52	Name re-cased Two-digit birth year Unit split from street State name converted to code+2 more
ENR-105058	ENR	Mariana X Roberts	2002-01-01	UHC-17847-12	3285538730	3588 Meadow Ln Apt 12, San Antonio, TX, 78264	0.52	Name split from “Last, First”Two-digit birth year Phone reformatted Unit split from street+2 more
CLM-429105	CLM	Walter Gomez	1945-05-22	UHC-83989-37	5906943061	2117 Camelback Rd, Chandler, AZ, 85299	0.52	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+2 more
CLM-430543	CLM	Lauren Ryyan	2006-01-13	—	—	4827 Hillcrest Rd # 940, Mesa, AZ, 85239	0.52	Two-digit birth year Unit split from street Street suffix standardised Address re-cased+2 more
CLM-410806	CLM	Raymond Flores	2007-11-09	UHC-03771-17	5924754300	147 Apache Blvd, Eden Prairie, MN, 55357	0.52	Two-digit birth year Phone reformatted SSN last four extracted Street suffix standardised+2 more
CLM-403930	CLM	Danielle White	1999-07-17	UHC-49036-24	9699190327	5573 Bayshore Dr, Minneapolis, MN, 55470	0.52	Name re-cased Two-digit birth year ZIP+4 trimmed Gender normalised+2 more
ENR-127059	ENR	Lucia Vega	1962-02-03	UHC-18096-62	3203449877	5744 Spring St # 598, Las Vegas, NV, 89168	0.52	Name re-cased Two-digit birth year Phone reformatted Unit split from street+2 more
ENR-111507	ENR	—Junk	1997-08-09	UHC-17258-15	—	7205 Central Ave, Nashville, TN, 37285	0.52	Two-digit birth year Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-101494	ENR	Justin Z Webb	1940-03-22	UHC-44043-41	3768172453	2138 Harbor Blvd, Austin, TX, 78748	0.52	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-112914	ENR	Linda D Matthews	2000-05-27	UHC-60641-45	6432611762	5828 Baseline Rd, Tampa, FL, 33693	0.52	Two-digit birth year Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-133734	ENR	Ruth E Wheeler	2007-03-13	UHC-38169-95	6276220062	4468 Cedar Ln, Minneapolis, MN, 55429	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-51087	TPA	Bryan Carpenter	1953-01-10	—	—	3793 Harbor Blvd, Los Angeles, CA, 90075	0.52	Two-digit birth year Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-419672	CLM	William Singh	1953-02-25	UHC-07485-72	6638347777	2604 Meadow Ln # 378, Dallas, TX, 75222	0.52	Two-digit birth year Unit split from street Street suffix standardised Address re-cased+2 more
ENR-115367	ENR	Heather M Rodriguez	1960-12-16	UHC-35708-48	5688503537	5155 Highland Ave, Fresno, CA, 93718	0.52	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-110299	ENR	Abigal Murphy	1975-04-26	UHC-18664-98	6034992873	6723 Willow Ct, Austin, TX	0.52	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
TPA-59566	TPA	Brian Walsh	1938-10-27	—	5098960375	8446 Central Ave, Eden Prairie, MN, 55365	0.52	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+2 more
TPA-59565	TPA	Brian Walsh	1938-10-27	—	5098960375	8446 Central Ave, Eden Prairie, MN, 55365	0.52	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-107233	ENR	Doris P Simmpson	1998-05-10	UHC-01495-37	7798106558	638 Hillcrest Rd, Seattle, WA, 98105	0.52	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-142477	ENR	Jeremy G Scott	1980-01-26	UHC-34112-33	—	9678 Forest Ave, Dallas, TX, 75225	0.52	Name re-cased Two-digit birth year Phone missing area code Street suffix standardised+2 more
ENR-129826	ENR	Kyle Burton	1975-08-22	UHC-26348-50	7839896157	5561 Ocean Ave, San Antonio, TX, 78216	0.52	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
CLM-414186	CLM	Carlos Daniels	1943-06-12	UHC-16011-75	—	7763 Main St, Gilbert, AZ, 85218	0.52	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-430685	CLM	Sharn Bell	2006-07-20	UHC-77136-29	—	6511 Sage Ct, Houston, TX, 77018	0.52	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-134302	ENR	Alexander C Chavez	1961-04-07	UHC-68036-12	6903660817	2654 Oak St, Orlando, FL, 32875	0.52	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-138748	ENR	Spencer D Janet	1949-05-01	UHC-89276-43	2036122906	8719 Washington St, Orlando, FL, 32885	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-424951	CLM	Joe E Ramos	1969-08-23	UHC-60247-76	3058535416	6532 Mountain View Dr, San Antonio, TX, 78281	0.52	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
PRV-24008	PRV	Kathryn Hart	1950-12-28	UHC-87384-34	7066007087	1571 Main St Apt 13, Scottsdale, AZ, 85287	0.52	Two-digit birth year Unit split from street Street suffix standardised Address re-cased+2 more

6,661 rows, page 28 of 134Previous Next