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-141678	ENR	Gabriel Vazquez	1979-05-14	UHC-22403-99	5247442623	2070 Apache Blvd, Phoenix, AZ, 85060	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-402421	CLM	Lauren Carroll	1963-12-24	—	8667107430	2829 Lake View Rd, Mesa, AZ	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-111059	ENR	Sara Greene	1987-04-04	UHC-84724-26	2129192051	2557 Main St, Las Vegas, NV, 89166	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-134242	ENR	Raymond Hicks	2007-09-22	UHC-56313-54	8437869678	7323 Baseline Rd, Orlando, FL, 32825	0.48	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+4 more
ENR-113034	ENR	Linda Lawrence	1940-05-16	UHC-42978-12	8735890123	4617 Palm Dr Apt 39, Tucson, AZ, 85757	0.48	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-121278	ENR	Tyler Q Rose	1982-01-28	UHC-35992-83	—	959 Palm Dr, Mesa, AZ, 85272	0.48	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+4 more
CLM-404467	CLM	Gabriel Campbell	1941-09-14	UHC-07730-92	8512204176	1460 Pine Dr # 396, Plano, TX, 75001	0.48	Name re-cased Unit split from street Street suffix standardised Address re-cased+4 more
CLM-418708	CLM	Michelle Carpenter	2004-12-26	UHC-19794-40	—	1416 Spring St, Scottsdale, AZ, 85215	0.48	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+4 more
ENR-135528	ENR	Frances E Vega	1981-01-14	UHC-40876-79	7665060586	8278 Ridge Rd, Dallas, TX, 75257	0.48	Phone reformatted Street suffix standardised Address re-cased City re-cased+4 more
ENR-110740	ENR	Doris Jones	1970-08-26	UHC-98385-23	6407883084	1468 Mountain View Dr, Austin, TX, 78782	0.48	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-119005	ENR	Willie Barnes	1986-01-11	UHC-72052-81	4753052583	3387 Cedar Ln, Nashville, TN, 37265	0.48	Phone reformatted Member ID reformatted SSN last four extracted Street suffix standardised+4 more
ENR-107800	ENR	Kyle Q Snyder	1945-05-19	UHC-90590-98	5405635130	6754 Sage Ct, Tampa, FL, 33666	0.48	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+4 more
CLM-409582	CLM	Jennifer Riley	1988-04-14	—	—	4639 Baseline Rd, Jacksonville, FL, 32286	0.48	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+4 more
ENR-127162	ENR	Jacob Z Carpenter	2007-11-22	UHC-24720-46	3346355146	5511 Mountain View Dr, Tempe, AZ, 85296	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-110698	ENR	Frank M Vasquez	2007-09-18	UHC-46737-11	8063187040	7100 Main St, Scottsdale, AZ, 85274	0.48	Name split from “Last, First”Phone reformatted Member ID reformatted City re-cased+4 more
PRV-29590	PRV	Virginia W Guerrero	1939-07-02	UHC-49764-58	6527488366	7836 Ocean Ave, Miami, FL	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-108837	ENR	Lori J Lucas	—	UHC-00588-86	2448153512	9365 Palm Dr, Denver, CO, 80288	0.48	Name re-cased Date of birth reformatted Date of birth unreadable Street suffix standardised+4 more
ENR-140211	ENR	Alexander Fowler	1941-11-14	UHC-53266-82	2795181775	5555 Bayshore Dr, Sacramento, CA, 95844	0.48	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-405594	CLM	Catherine Morrison	2008-01-27	UHC-23703-76	—	4880 Ocean Ave, Charlotte, NC, 28273	0.48	Two-digit birth year Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-101665	ENR	Virginia L Thomas	1988-05-17	UHC-94590-15	9125701293	1797 Lake View Rd, Gilbert, AZ, 85235	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-113363	ENR	William Cnotreras	2002-04-08	UHC-63728-04	2025322515	3013 Grand Ave, Seattle, WA, 98116	0.48	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-128496	ENR	Camila I Adams	1985-01-02	UHC-65667-70	4819527172	918 Canyon Rd # 488, Tampa, FL, 33697	0.48	Phone reformatted Member ID reformatted Unit split from street Street suffix standardised+4 more
PRV-26096	PRV	Carl Rivera	1980-12-03	UHC-16910-17	3902427961	5451 Grand Ave Apt 3, Eden Prairie, MN	0.48	Name re-cased Unit split from street Street suffix standardised Address re-cased+4 more
PRV-26004	PRV	Amber Wells	1939-12-20	UHC-53150-30	—	7373 Jefferson Ave, Chandler, AZ	0.48	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
ENR-104192	ENR	Philip Gray	1948-10-06	UHC-41519-25	8574170224	9035 Willow Ct, Seattle, WA, 98164	0.48	Name split from “Last, First”Phone reformatted SSN last four extracted Street suffix standardised+4 more
ENR-119040	ENR	Patricia K Obrien	1968-08-18	UHC-18106-84	—	5502 Valley View Dr, Orlando, FL, 32851	0.48	Name split from “Last, First”Middle initial moved out of first name Name re-cased Date of birth reformatted+4 more
ENR-124727	ENR	Larry Chapman	1981-11-16	UHC-75031-60	2542524594	3349 Union St, Eden Prairie, MN, 55390	0.48	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-142155	ENR	Jerry Nelson	1988-01-17	UHC-37494-37	3914462333	1568 Highland Ave, Charlotte, NC, 28216	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-104841	ENR	Alan X Chavez	1944-02-13	UHC-75933-71	—	1479 Pine Dr # 835, Dallas, TX, 75263	0.48	Name re-cased Phone missing area code Member ID reformatted Unit split from street+4 more
ENR-135234	ENR	Larry Singh	2004-07-15	UHC-55360-97	2286557941	3589 Main St Apt 37, Los Angeles, CA, 90036	0.48	Two-digit birth year Phone reformatted Member ID reformatted Unit split from street+4 more
ENR-109734	ENR	Vincent M Meyer	2005-07-25	UHC-00737-86	7215726749	7588 Camelback Rd, Dallas, TX, 75251	0.48	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-137600	ENR	Rebecca Chaavez	1950-01-16	UHC-71339-57	7263254587	5053 Pine Dr Apt 20, Houston, TX, 77045	0.48	Two-digit birth year Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-133925	ENR	Ben Brown	1979-03-15	UHC-21896-71	6608941755	7984 Park Pl, Tempe, AZ, 85209	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-139453	ENR	Frank V Morales	1976-04-05	UHC-96271-47	4853542454	5658 Lincoln Way, Eden Prairie, MN	0.48	Name re-cased Two-digit birth year Phone reformatted City re-cased+4 more
ENR-118915	ENR	Alice Morris	1990-01-24	UHC-76598-76	5165131138	1934 Indian School Rd, Mesa, AZ, 85252	0.48	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-138459	ENR	Lori Garza	2005-10-18	UHC-40978-84	4384821898	661 Baseline Rd, Miami, FL	0.48	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
ENR-131921	ENR	Dorothy Harvey	—	UHC-41546-10	—	4150 Apache Blvd, Glendale, AZ, 85322	0.48	Date of birth unreadable Street suffix standardised Address re-cased City re-cased+4 more
ENR-136919	ENR	Chris Roberts	—	UHC-44960-88	6243264161	4330 Mesa Dr, Los Angeles, CA, 90089	0.48	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+4 more
ENR-136420	ENR	Rodriguez L Ray	1942-10-26	UHC-95659-03	2328558689	7779 Ridge Rd, Phoenix, AZ, 85003	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-21192	PRV	Ruth McDonald	1968-03-04	UHC-22060-18	—	9368 Market St, Sacramento, CA, 95876	0.48	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+4 more
CLM-411953	CLM	Sandra Reyes	1964-07-08	—	8249183594	8178 Market St # 425, Dallas, TX, 75230	0.48	Phone reformatted Unit split from street Street suffix standardised Address re-cased+4 more
ENR-110932	ENR	Alan A Wilson	2001-03-06	—	—	9375 Camelback Rd # 912, Columbus, OH, 43279	0.48	Middle initial moved out of first name Name re-cased Unit split from street Street suffix standardised+4 more
TPA-62654	TPA	Martha Davis	1983-01-03	—	—	1368 Harbor Blvd, San Antonio, TX, 78271	0.48	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+4 more
CLM-421555	CLM	Virginia Schmidt	—	UHC-83823-87	8933198397	9250 Forest Ave, Seattle, WA, 98146	0.48	Name split from “Last, First”Date of birth missing Phone reformatted Street suffix standardised+4 more
ENR-127538	ENR	Keith B Burke	1994-12-20	UHC-65252-24	4846619037	4190 Spring St, Austin, TX, 78711	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-129148	ENR	Hiroshi U Schultz	—	UHC-49624-39	9873904263	2330 Palm Dr, Phoenix, AZ, 85079	0.48	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-129913	ENR	Willie D Matthews	1980-12-05	UHC-09213-65	3737855981	3400 Forest Ave, San Antonio, TX	0.48	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+4 more
ENR-139807	ENR	Ethan Peters	1971-06-14	UHC-28291-35	8725658434	4909 Meadow Ln # 261, Seattle, WA, 98152	0.48	Name re-cased Two-digit birth year Member ID reformatted Unit split from street+4 more
CLM-419268	CLM	Bradley Powell	1958-08-26	—	5098478846	1114 Highland Ave, Gilbert, AZ	0.48	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
CLM-407539	CLM	Virginia G Yang	1988-08-28	UHC-41415-62	—	200 Jefferson Ave, Mesa, AZ, 85287	0.48	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more

17,850 rows, page 17 of 357Previous Next