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 “Name re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-423729	CLM	Harold Q Vasquez	1944-08-02	UHC-80565-93	—	1180 Sage Ct, Phoenix, AZ, 85028	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-136471	ENR	Teresa Z Coleman	2005-06-26	UHC-01517-27	8149449845	5737 Maple Ave # 982, Phoenix, AZ, 85029	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
CLM-410749	CLM	Gloria A Luna	2000-10-22	UHC-66011-86	8468266485	104 Ocean Ave, San Antonio, TX, 78221	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-424805	CLM	Marcus Griffin	1955-02-22	UHC-16047-81	—	6506 Spring St # 242, Phoenix, AZ	0.48	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
ENR-129065	ENR	Sarah Phillips	1981-01-22	UHC-31199-52	3443740128	1159 Spring St, Jacksonville, FL	0.48	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+4 more
ENR-107290	ENR	Bradley Morrsion	1982-11-11	UHC-89051-37	4197127965	461 Central Ave, Tucson, AZ, 85713	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-423792	CLM	Samantha Cox	1974-01-03	—	—	7598 Oak St, Dallas, TX, 75291	0.48	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+4 more
CLM-412681	CLM	Luis Lee	1965-04-28	UHC-56887-73	—	7876 Bayshore Dr Apt 30, Phoenix, AZ	0.48	Name re-cased Unit split from street Street suffix standardised Address re-cased+4 more
TPA-62935	TPA	George Hoewll	1984-03-09	—	2618974828	9286 Baseline Rd, Mesa, AZ, 85207	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-429587	CLM	Laura Ford	1971-04-01	—	—	2828 Maple Ave Apt 8, Gilbert, AZ, 85283	0.48	Name re-cased Unit split from street Street suffix standardised Address re-cased+4 more
CLM-403206	CLM	Jakob G Wong	1982-10-02	—	—	1191 Camelback Rd Apt 17, Mesa, AZ, 85210	0.48	Name re-cased Phone missing area code Unit split from street Street suffix standardised+4 more
ENR-134233	ENR	Roy Reed	1975-08-05	UHC-26068-80	6882559284	4501 Indian School Rd, Fresno, CA, 93786	0.48	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
ENR-106452	ENR	Laura N Green	1971-08-01	UHC-02350-82	5412710172	7399 Church St, Glendale, AZ, 85317	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-24387	PRV	Priya B Rice	1957-12-11	—	2084330337	9320 Bayshore Dr # 865, Chandler, AZ, 85250	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
CLM-428711	CLM	Peter Black	1991-07-06	UHC-10895-50	5297926699	9849 Palm Dr # 580, Miami, FL	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
CLM-403242	CLM	Keith G Cunningham	1962-05-22	—	9387137318	6316 Central Ave, Charlotte, NC, 28224	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-23340	PRV	Bruce Stone	2006-02-06	UHC-02412-43	7777630224	4565 Mountain View Dr Apt 36, Phoenix, AZ, 85096	0.48	Name re-cased Phone reformatted Member ID reformatted Unit split from street+4 more
PRV-26967	PRV	Soto Randy	1943-12-07	UHC-23233-32	8336914874	8000 Pine Dr, Dallas, TX, 75231	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-127986	ENR	Christian P Nelson	—	UHC-83748-44	6033036816	499 Pine Dr, Los Angeles, CA, 90068	0.48	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+4 more
ENR-109171	ENR	Luis Bailey	1976-06-02	UHC-42810-13	3477249469	7673 Main St, Minneapolis, MN, 55451	0.48	Name re-cased Phone reformatted Member ID 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
CLM-409349	CLM	Matthew R Romero	1972-07-08	—	—	138 Market St, Tempe, AZ	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-129623	ENR	Arthur Ryan	1964-06-17	UHC-17123-61	6007025020	2777 Oak St Apt 5, Tampa, FL, 33672	0.48	Name re-cased Two-digit birth year Phone reformatted Unit split from street+4 more
TPA-57311	TPA	Wayne Bailey	2007-07-10	—	—	8816 Forest Ave, Phoenix, AZ, 85017	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-407908	CLM	Michelle Lee	1952-02-03	UHC-44850-78	2468883201	88 Highland Ave, Charlotte, NC, 28211	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-104755	ENR	Nathan Morrison	—	UHC-32458-35	5257772917	1788 Valley View Dr, Seattle, WA, 98117	0.48	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+4 more
ENR-122780	ENR	Michelle Walker	2003-08-05	UHC-17580-14	3015838848	7539 Bayshore Dr Apt 19, Jacksonville, FL, 32259	0.48	Name re-cased Two-digit birth year Phone reformatted Unit split from street+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-416731	CLM	Thomas Black	1962-10-13	UHC-99272-93	—	9730 Oak St, Glendale, AZ, 85321	0.48	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+4 more
ENR-123645	ENR	Carl N Valdez	1964-02-03	UHC-93111-39	4095222600	6049 Forest Ave, Atlanta, GA, 30380	0.48	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+4 more
ENR-118359	ENR	Joe Wright	1992-06-04	UHC-08635-40	6875965982	907 Apache Blvd, Gilbert, AZ, 85291	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-24213	PRV	Jeremy B Dixon	1939-05-03	UHC-07517-71	4464110688	6846 Hillcrest Rd, Houston, TX	0.48	Name re-cased Phone reformatted 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
PRV-26611	PRV	David G Hicks	1957-12-18	UHC-45736-97	—	3403 Sage Ct # 724, San Diego, CA, 92159	0.48	Middle initial moved out of first name Name re-cased Date of birth reformatted Unit split from street+4 more
ENR-133879	ENR	Harper K Philip	1963-02-22	UHC-80108-67	6875732299	3956 Bayshore Dr, Orlando, FL, 32854	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
CLM-419720	CLM	Theresa G Ruiz	—	UHC-19329-14	8887560910	5807 Bayshore Dr, Columbus, OH, 43290	0.48	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+4 more
CLM-432077	CLM	Terry Q Duncan	1972-11-17	UHC-55410-43	—	8349 Sunset Blvd Apt 40, Fresno, CA, 93726	0.48	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
ENR-108259	ENR	Kathryn Lawson	—	UHC-39531-79	6822446367	6646 Canyon Rd, Orlando, FL, 32893	0.48	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+4 more
ENR-122577	ENR	Danielle Peterson	1949-01-25	UHC-54962-64	2584846687	1519 Jefferson Ave, Mesa, AZ	0.48	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+4 more
TPA-55650	TPA	Ryan Grant	1989-09-27	—	—	6174 Valley View Dr, Tucson, AZ	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+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-126177	ENR	Samuel N Marquez	1995-12-04	UHC-23159-56	2459718161	927 Church St, Phoenix, AZ, 85093	0.48	Name re-cased Two-digit birth year Phone reformatted SSN last four extracted+4 more
ENR-104038	ENR	Megan K Gordon	2001-04-14	UHC-50440-17	7984445814	5144 Maple Ave Apt 28, Tampa, FL, 33663	0.48	Name re-cased Unit split from street Street suffix standardised Address re-cased+4 more
TPA-56825	TPA	Melissa Espinoza	1983-01-01	—	8757253436	4879 Jefferson Ave, Tucson, AZ, 85717	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-134863	ENR	Stephen Q Alvarado	1990-04-08	UHC-69270-12	7345033997	580 Grand Ave, Scottsdale, AZ, 85217	0.48	Name re-cased Two-digit birth year Member ID reformatted Street suffix standardised+4 more
ENR-132811	ENR	Gregory V Weaver	1940-03-01	UHC-54753-15	—	2147 Hillcrest Rd, Denver, CO	0.48	Name re-cased Street suffix standardised Address re-cased ZIP missing+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
PRV-20733	PRV	Julia Ortega	—	—	3623824545	9413 Jefferson Ave, Denver, CO, 80281	0.48	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+4 more
ENR-141060	ENR	Peggy Watson	2007-04-27	UHC-53720-04	7522404124	5608 Elm St, Orlando, FL, 32883	0.48	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more

39,996 rows, page 21 of 800Previous Next