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 “Date of birth reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-140742	ENR	Richard Fostre	1986-07-13	UHC-61183-63	—	2550 Washington St, Phoenix, AZ, 85012	0.64	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-107388	ENR	Jack M Ortiz	1957-12-15	UHC-23081-51	—	8618 Elm St, Mesa, AZ	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-410142	CLM	William Contreras	2002-04-08	—	—	3013 Grand Ave, Seattle, WA, 98116	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-402551	CLM	Russell Walker	1990-03-18	UHC-74532-97	4372865571	3949 Main St, Orlando, FL, 32835	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
TPA-60738	TPA	Jordan D Cooper	1948-02-07	—	—	1981 Mountain View Dr, Columbus, OH, 43235	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-125337	ENR	Debra B Lewis	2002-01-25	UHC-60002-78	2047313307	7820 Highland Ave, Mesa, AZ, 85212	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted ZIP+4 trimmed+2 more
CLM-401572	CLM	Jeffrey Q Myers	1950-09-19	UHC-03305-03	—	7510 Hillcrest Rd, Austin, TX, 78777	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-109091	ENR	David W Lee	1961-01-02	UHC-73882-26	5885345140	997 Desert Sky Blvd Apt 14, Mesa, AZ, 85284	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-112816	ENR	Cheryl Daniels	1974-11-24	UHC-88831-98	9263879492	5417 Palm Dr, Fresno, CA, 93782	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+2 more
TPA-52348	TPA	Sophia Hughs	2006-11-23	—	—	2143 Bayshore Dr, Tempe, AZ, 85230	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-141651	ENR	Alan L Gilbert	1966-08-18	UHC-57392-18	—	2678 Washington St, Jacksonville, FL, 32259	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-60232	TPA	Michelle Mendez	1967-12-20	—	—	1553 Hillcrest Rd, Sacramento, CA, 95820	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-127798	ENR	Roy Fowler	2002-09-28	UHC-26321-54	4599217744	6743 Apache Blvd # 496, Austin, TX, 78779	0.64	Date of birth reformatted Phone reformatted Member ID reformatted Unit split from street+2 more
CLM-425443	CLM	Maria F Estrada	1944-03-01	—	—	4694 Baseline Rd, Gilbert, AZ, 85216	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-415057	CLM	Raymmond F Kim	2002-05-10	UHC-89856-22	—	1535 Main St, Tempe, AZ, 85297	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-20525	PRV	Douglas K Moore	1956-08-04	UHC-27864-05	6942089813	1328 Pine Dr, Denver, CO, 80266	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-53512	TPA	Judy Lawrence	2008-01-26	—	—	6788 Lincoln Way, Miami, FL, 33197	0.64	Name split from “Last, First”Date of birth reformatted City re-cased State name converted to code+2 more
ENR-119288	ENR	Jacob Watkins	1948-01-23	UHC-84596-80	9825231742	1221 Church St, Fresno, CA, 93719	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-23408	PRV	Juna C Singh	1968-07-02	—	5594119668	4657 Cedar Ln, Miami, FL, 33155	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-62510	TPA	Jerry Snyder	2003-07-14	—	—	2995 Ridge Rd, Fresno, CA, 93791	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-424043	CLM	Alexander Robertson	1986-05-01	—	5566865045	7728 Lincoln Way, Chandler, AZ, 85222	0.64	Date of birth reformatted Phone reformatted State name converted to code Email lower-cased+2 more
CLM-432568	CLM	Willie Reyse	1967-07-18	UHC-22077-99	—	9120 Mountain View Dr, Nashville, TN, 37225	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-63718	TPA	Richard Espinoza	1964-11-08	—	—	2138 Spring St, Sacramento, CA, 95882	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-420350	CLM	Helen Wright	1968-04-24	—	—	1666 Sunset Blvd, Phoenix, AZ, 85019	0.64	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+2 more
ENR-101034	ENR	Judith A Bradley	1951-09-25	UHC-02771-26	4184222161	6045 Lake View Rd, Las Vegas, NV, 89145	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-125231	ENR	Eugene Bell	1960-02-08	UHC-07032-53	—	8207 Highland Ave, Las Vegas, NV, 89197	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-113763	ENR	Carolyn C Price	2005-12-07	UHC-98537-14	6302991698	8651 Ridge Rd, Atlanta, GA, 30391	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-57840	TPA	Shirley Jackson	1969-06-04	—	—	9537 Spring St, Plano, TX, 75009	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-127618	ENR	Judith J Foster	1961-06-06	UHC-14918-29	9803983758	8367 Sage Ct, Dallas, TX, 75298	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-62688	TPA	Isabella Waang	1990-08-06	—	—	600 Church St # 193, Minneapolis, MN, 55433	0.64	Name re-cased Date of birth reformatted Unit split from street City re-cased+2 more
ENR-111140	ENR	Denny Hanson	1976-08-09	UHC-15271-12	4182488366	4704 Ridge Rd, Phoenix, AZ, 85091	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-112105	ENR	Gabriel N Cook	1961-01-25	—	2376619043	8160 Bayshore Dr, Tucson, AZ	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-129800	ENR	Andrea Gomez	1987-10-27	UHC-49598-70	7345869631	9419 Sunset Blvd, Tucson, AZ, 85762	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
PRV-20268	PRV	Scott Alexander	1939-02-10	—	4019916993	6524 Lincoln Way, Glendale, AZ, 85392	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
TPA-51148	TPA	Aaron Harevy	2001-07-05	—	—	5852 Apache Blvd, Glendale, AZ, 85373	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-426439	CLM	Christopher Burke	1960-05-08	UHC-49095-58	—	9054 Cedar Ln # 783, Denver, CO, 80243	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
TPA-52290	TPA	Charlotte Snyder	1952-11-17	—	4349272705	4879 Maple Ave, Sacramento, CA	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
PRV-28853	PRV	Austin Miller	2001-11-16	—	7426838444	1627 Church St, Minneapolis, MN, 55476	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-410316	CLM	Debra G Green	2007-10-20	UHC-25289-02	—	4502 Spring St, Miami, FL, 33199	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-60779	TPA	Amy Y Simpson	1940-12-05	—	5876853456	7977 Bayshore Dr, Jacksonville, FL, 32260	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-105953	ENR	Catherine Jackson	2007-08-22	UHC-67558-54	2909528686	706 Bayshore Dr, Eden Prairie, MN	0.64	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-105536	ENR	Pamlea M Andrews	1970-01-20	UHC-69557-11	3043157677	9644 Apache Blvd, Houston, TX, 77032	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-414846	CLM	Christina Gardner	1973-08-26	UHC-75792-58	2524966184	3126 Central Ave, Gilbert, AZ, 85231	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-402163	CLM	Cynthia George	1997-10-13	UHC-88626-78	—	8035 Lincoln Way, Los Angeles, CA	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-60439	TPA	Willie Griffin	1973-05-18	—	5478550900	458 Sage Ct, Phoenix, AZ, 85056	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-408767	CLM	Amy Young	1955-08-07	—	5853753072	1598 Pine Dr Apt 23, Tucson, AZ, 85784	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
TPA-51251	TPA	Dylan Ferguson	1993-06-26	UHC-34747-74	—	9126 Maple Ave, Tempe, AZ, 85200	0.64	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-404560	CLM	David Daniels	2001-05-25	UHC-45682-55	—	9352 Maple Ave, Houston, TX, 77043	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-119200	ENR	Hughes W Mason	1955-10-13	UHC-36216-08	9342397167	2697 Meadow Ln, Denver, CO	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-20473	PRV	Ronald G Gonzales	1951-05-19	UHC-77889-07	—	2738 Central Ave, Jacksonville, FL, 32239	0.64	Name split from “Last, First”Date of birth reformatted Member ID reformatted Street suffix standardised+2 more

32,400 rows, page 150 of 648Previous Next