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
TPA-51354	TPA	Marcus Fields	1996-03-03	—	6133079537	8621 Oak St, Nashville, TN, 37241	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-51351	TPA	Diana F Rid	2000-02-01	—	—	9358 Desert Sky Blvd, Sacramento, CA	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
TPA-51352	TPA	Diana F Rid	2000-02-01	—	—	9358 Desert Sky Blvd, Sacramento, CA	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-422817	CLM	Cheryl C Barnes	1966-10-02	—	—	6986 Mountain View Dr, Tempe, AZ, 85286	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-416014	CLM	Brian Garcia	1978-07-12	—	2268288279	7222 Spring St, Columbus, OH, 43233	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-123209	ENR	Natalie Valdez	1989-01-02	UHC-77746-76	9659602449	6787 Ridge Rd, Denver, CO, 80278	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-118535	ENR	Betty Russell	1946-01-04	—	3286897236	8845 Sunset Blvd, Orlando, FL, 32866	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-119471	ENR	Anna Kelly	1985-03-14	UHC-87375-51	8277452715	7578 Mesa Dr, Las Vegas, NV, 89145	0.60	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
TPA-50602	TPA	Nicole Simpson	1969-11-11	UHC-07493-84	3016101518	802 Ridge Rd, Nashville, TN, 37233	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
PRV-28446	PRV	Greg V Luna	1966-07-21	UHC-06652-38	5112491982	1761 Canyon Rd, Phoenix, AZ, 85020	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-423700	CLM	Kathleen Day	—	UHC-81831-31	7488355174	5003 Ocean Ave, Glendale, AZ, 85390	0.60	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+4 more
ENR-113873	ENR	Joyce Morrison	2008-07-04	UHC-87643-47	3208896267	2570 Lake View Rd, Nashville, TN, 37262	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-424763	CLM	Grace S Barnes	2010-12-22	—	7532302229	3180 Harbor Blvd, Orlando, FL, 32868	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-58611	TPA	Roy Obrien	2008-09-19	UHC-39363-94	8718344031	—	0.60	Name split from “Last, First”Name re-cased Date of birth reformatted Phone reformatted+4 more
CLM-406702	CLM	Keith V Dixon	2004-11-24	UHC-14813-19	2945856444	8405 Meadow Ln Apt 28, Las Vegas, NV, 89176	0.60	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
CLM-422765	CLM	Andrea Gomez	1987-10-27	—	7345869631	9419 Sunset Blvd, Tucson, AZ, 85762	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-111015	ENR	Mariana D Fields	1960-11-22	UHC-96749-28	6022285654	4850 Apache Blvd, Mesa, AZ, 85234	0.60	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
CLM-410157	CLM	Joseph Hart	1947-07-27	—	2244870548	3266 Meadow Ln, Seattle, WA, 98123	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-109516	ENR	Richard Q Santos	1947-06-15	UHC-94580-92	6904955430	7248 Main St, Mesa, AZ, 85217	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-137126	ENR	Jonathan Z Kennedy	1961-12-02	UHC-96291-49	—	2767 Grand Ave, Tampa, FL, 33605	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-103869	ENR	Jennifer Wood	1995-03-05	UHC-28217-72	3409560955	84 Union St, San Antonio, TX, 78269	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-140835	ENR	Julia M Roberts	1944-04-19	UHC-00443-94	8448149697	5684 Mesa Dr, San Antonio, TX	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-406048	CLM	Eugene Henderson	1985-03-10	UHC-11291-97	—	6761 Ridge Rd Apt 40, Tucson, AZ, 85770	0.60	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
ENR-129198	ENR	Abigail F Gilbert	1989-04-04	UHC-55949-97	—	937 Canyon Rd, Orlando, FL, 32841	0.60	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+4 more
CLM-418891	CLM	Emily Young	1977-01-26	—	8583436208	8117 Apache Blvd # 771, Mesa, AZ, 85237	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-119965	ENR	Eugene Dean	1980-11-04	UHC-92457-43	7034043731	1663 Forest Ave, Sacramento, CA, 95876	0.60	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
PRV-27469	PRV	Isabella Lynch	1973-11-09	—	8597405922	7754 Valley View Dr # 446, Gilbert, AZ, 85235	0.60	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
CLM-424697	CLM	Barbara Jackson	1999-07-19	—	8724298088	5187 Mountain View Dr, Sacramento, CA, 95842	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-25313	PRV	Sean Dixon	2000-10-04	—	3477550518	3247 Mountain View Dr, Nashville, TN, 37264	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-427707	CLM	Natalie Ruiz	1955-01-02	UHC-88246-04	9158124870	5510 Grand Ave, Tucson, AZ	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-51105	TPA	Mary Johnston	1950-06-19	—	2632233036	612 Desert Sky Blvd, Nashville, TN, 37291	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-118327	ENR	Cheryl Wells	1996-05-23	UHC-85133-15	7367526763	8038 Ocean Ave, Minneapolis, MN, 55460	0.60	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-118297	ENR	Stephanie Holmes	1987-09-26	UHC-67717-30	5467464510	3877 Harbor Blvd, Scottsdale, AZ, 85212	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-102586	ENR	Vincent Jimenez	—	UHC-80139-49	8059850483	6632 Sage Ct, Mesa, AZ, 85202	0.60	Name re-cased Date of birth reformatted Date of birth unreadable Phone reformatted+4 more
PRV-20805	PRV	Mark Ray	1947-03-25	—	7596828658	7803 Valley View Dr, Chandler, AZ	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-406361	CLM	Michael T Lawson	1976-04-01	—	2182443098	2463 Canyon Rd, Nashville, TN, 37224	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-53335	TPA	Nicole T Munoz	1973-06-26	—	4304153850	7046 Ocean Ave, Los Angeles, CA, 90027	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-405467	CLM	Alice Kelley	1985-01-09	UHC-90765-03	5166796680	666 Elm St, Tempe, AZ, 85286	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-404736	CLM	Anna Mason	1972-01-02	UHC-45165-10	3113438828	1783 Main St, Austin, TX, 78797	0.60	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-128776	ENR	Linda I Thompson	1987-09-14	UHC-07643-47	4706434879	7853 Indian School Rd, Chandler, AZ	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-412605	CLM	Lori Campbell	1980-01-13	—	—	231 Broadway, Fresno, CA, 93734	0.60	Name re-cased Date of birth reformatted City re-cased State name converted to code+4 more
CLM-409610	CLM	Bradley Brown	2004-06-11	UHC-19081-69	—	4265 Grand Ave, Houston, TX, 77064	0.60	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
CLM-424479	CLM	Bryan Romero	1993-02-04	—	9345225271	6621 Baseline Rd, Gilbert, AZ	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-128147	ENR	Ralph U Amrstrong	1981-07-21	UHC-24998-70	6455889547	8223 Pine Dr, Los Angeles, CA, 90077	0.60	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
CLM-426241	CLM	Julie Nunez	1942-09-10	UHC-39256-14	—	9642 Harbor Blvd, San Antonio, TX, 78256	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-120268	ENR	Ann Perkins	2005-06-21	UHC-55959-65	7693610046	3947 Willow Ct, Nashville, TN	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-138615	ENR	Mason Taylor	2001-07-19	UHC-83381-43	2767408425	1473 Bayshore Dr, Phoenix, AZ, 85093	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-61782	TPA	Rachel D Fowler	1961-06-04	—	9838192153	8131 Sunset Blvd, Phoenix, AZ, 85069	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-29389	PRV	Henry K Ellis	1950-01-01	—	4116016082	1632 Central Ave, San Antonio, TX, 78250	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-52997	TPA	Grace C Kelly	1992-06-04	—	7665060494	5725 Maple Ave, San Diego, CA, 92122	0.60	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more

39,996 rows, page 82 of 800Previous Next