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 “Middle initial moved out of first name”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagMiddle initial moved out of first nameClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-111161	ENR	Brandon V Rose	1970-04-09	UHC-01568-51	9489835891	202 Ridge Rd, Seattle, WA, 98103	0.66	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-113879	ENR	Bobby O Ross	1967-11-13	UHC-01407-06	2136622926	7493 Grand Ave, Scottsdale, AZ, 85216	0.66	Name split from “Last, First”Middle initial moved out of first name Phone reformatted Member ID reformatted+1 more
CLM-405318	CLM	Dannielle Q Jackson	1954-10-11	—	—	—	0.66	Middle initial moved out of first name Name re-cased Two-digit birth year Whitespace trimmed+1 more
PRV-28901	PRV	Christina V Mills	1968-09-02	—	7227301526	2856 Grand Ave, Fresno, CA, 93737	0.66	Middle initial moved out of first name Phone reformatted Gender normalised Whitespace trimmed+1 more
ENR-107647	ENR	Yuki G Matthews	2007-10-17	UHC-08555-30	9488753793	9387 Sage Ct, Houston, TX, 77067	0.66	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+1 more
ENR-107214	ENR	Jesse I Pierce	1990-06-05	UHC-18857-43	—	4975 Lincoln Way, Houston, TX, 77067	0.66	Middle initial moved out of first name Date of birth reformatted Gender normalised Whitespace trimmed+1 more
CLM-425906	CLM	Kyle P Fields	1952-05-23	UHC-45606-15	—	7188 Broadway, Plano, TX, 75098	0.66	Middle initial moved out of first name Name re-cased Gender normalised Whitespace trimmed+1 more
TPA-52188	TPA	Jerry Q Jimenez	1998-09-15	—	—	3727 Maple Ave, Gilbert, AZ, 85294	0.66	Name split from “Last, First”Middle initial moved out of first name Date of birth reformatted Whitespace trimmed+1 more
ENR-128487	ENR	Laura H Bennett	1963-02-07	UHC-69098-58	7307201192	3622 Desert Sky Blvd, Dallas, TX, 75238	0.66	Middle initial moved out of first name Name re-cased Phone reformatted Gender normalised+1 more
ENR-109631	ENR	Benjamin Z Webb	1961-05-07	UHC-25854-29	2114613491	2520 Market St, Charlotte, NC, 28216	0.66	Middle initial moved out of first name Date of birth reformatted Phone reformatted Gender normalised+1 more
PRV-24823	PRV	Ronald Q Brown	1964-02-24	—	—	758 Elm St, Mesa, AZ, 85204	0.66	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone missing area code+1 more
CLM-414888	CLM	David R Ryan	1956-10-15	UHC-48337-47	—	5705 Pine Dr, Tempe, AZ, 85247	0.66	Middle initial moved out of first name Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-414887	CLM	David R Ryan	1956-10-15	UHC-48337-47	—	5705 Pine Dr, Tempe, AZ, 85247	0.66	Middle initial moved out of first name Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-56912	TPA	Isabella K Morris	2006-07-20	—	—	—	0.66	Middle initial moved out of first name Name re-cased Gender normalised Whitespace trimmed+1 more
CLM-419284	CLM	Gary C Powll	1946-02-02	UHC-27498-35	2497318290	—	0.66	Middle initial moved out of first name Date of birth reformatted SSN last four extracted Whitespace trimmed+1 more
ENR-112328	ENR	Heather S Wood	1960-05-18	UHC-98056-68	7263988696	279 Spring St, Las Vegas, NV, 89114	0.66	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-426030	CLM	Justin F Roggers	2001-12-10	—	—	9050 Willow Ct Apt 17, San Diego, CA, 92122	0.66	Middle initial moved out of first name Name re-cased Unit split from street Whitespace trimmed+1 more
PRV-27939	PRV	Benjamin F Jones	2000-11-10	—	4176285515	3840 Palm Dr, Nashville, TN, 37240	0.66	Middle initial moved out of first name Phone reformatted City re-cased ZIP+4 trimmed+1 more
ENR-134266	ENR	Frank L Turner	1989-06-15	UHC-62017-64	3627447334	9015 Market St, Sacramento, CA, 95801	0.66	Name split from “Last, First”Middle initial moved out of first name Phone reformatted Whitespace trimmed+1 more
TPA-53974	TPA	Gloria UJunk	1978-12-18	—	—	9333 Hillcrest Rd, Minneapolis, MN, 55493	0.66	Middle initial moved out of first name Name re-cased City re-cased Placeholder values cleared+1 more
ENR-131258	ENR	Ahmed H Jordan	1957-09-07	UHC-80312-48	4343134073	3570 Indian School Rd, Houston, TX, 77073	0.66	Middle initial moved out of first name Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-403889	CLM	Henry M Tran	1977-01-13	UHC-54488-12	—	4058 Palm Dr, Miami, FL, 33124	0.66	Middle initial moved out of first name Name re-cased Street suffix standardised Address re-cased+1 more
ENR-107903	ENR	Juan Z Collins	1946-10-06	UHC-56137-29	5989269549	7513 Ridge Rd, Denver, CO, 80256	0.66	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-118567	ENR	Beverly O Payne	1955-03-19	UHC-38142-66	8263664630	5836 Sunset Blvd, Minneapolis, MN	0.66	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+1 more
ENR-121394	ENR	Ronald Q Brown	1964-02-24	UHC-81582-22	2945384752	758 Elm St, Mesa, AZ, 85204	0.66	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+1 more
CLM-425506	CLM	Roger H Hawkins	1973-01-24	UHC-17742-30	—	7741 Central Ave, Phoenix, AZ, 85004	0.66	Middle initial moved out of first name Name re-cased Street suffix standardised Address re-cased+1 more
ENR-111218	ENR	Evelyn Z Valdez	1959-09-19	UHC-12756-19	2987547342	607 Highland Ave # 498, San Antonio, TX, 78255	0.66	Middle initial moved out of first name Name re-cased Phone reformatted Unit split from street+1 more
ENR-112017	ENR	Sarah F Ward	1954-02-01	UHC-85737-85	2306518673	9079 Cedar Ln, Gilbert, AZ, 85291	0.66	Middle initial moved out of first name Phone reformatted Email lower-cased Gender normalised+1 more
PRV-21820	PRV	Timothy O Flores	1980-10-14	—	—	2143 Apache Blvd, Glendale, AZ, 85350	0.66	Middle initial moved out of first name Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-131621	ENR	Anthony F Gutierrez	1986-06-16	UHC-85172-66	2296409013	7152 Sage Ct, Chandler, AZ, 85267	0.66	Middle initial moved out of first name Name re-cased Phone reformatted Gender normalised+1 more
ENR-117459	ENR	Aisha E Aguilar	1944-12-12	UHC-77127-54	3337379074	7532 Maple Ave, Glendale, AZ, 85374	0.66	Name split from “Last, First”Middle initial moved out of first name Phone reformatted State code upper-cased+1 more
CLM-413562	CLM	Luis X Gry	2007-11-21	UHC-12522-66	—	8034 Park Pl, Fresno, CA	0.66	Middle initial moved out of first name Date of birth reformatted ZIP missing Whitespace trimmed+1 more
TPA-52314	TPA	Alexander N Crawford	1994-02-06	—	—	1954 Ocean Ave, Los Angeles, CA, 90087	0.66	Middle initial moved out of first name Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-110827	ENR	Hiroshi B Warren	2006-07-08	UHC-03233-42	8373700145	1255 Highland Ave, San Diego, CA, 92141	0.66	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-58866	TPA	Roger C Wang	1971-06-16	—	—	932 Park Pl, Denver, CO, 80289	0.66	Middle initial moved out of first name Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-116758	ENR	Melissa T Vega	1957-09-28	UHC-05905-74	8809743352	3541 Palm Dr, Nashville, TN, 37247	0.66	Middle initial moved out of first name Street suffix standardised Address re-cased City re-cased+1 more
ENR-139505	ENR	Isabella L Gardner	1997-09-23	UHC-11860-11	7438452183	—	0.66	Middle initial moved out of first name Phone reformatted Gender normalised Whitespace trimmed+1 more
ENR-119982	ENR	Alexis H Litttle	2000-09-03	UHC-59976-86	6465861862	4412 Camelback Rd, Plano, TX, 75016	0.66	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-130961	ENR	Ashley J Wong	1981-05-08	UHC-65191-42	—	3178 Baseline Rd, Houston, TX, 77083	0.66	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone missing area code+1 more
ENR-136084	ENR	Margaret U Butler	1944-11-25	UHC-48996-47	4912028951	741 Canyon Rd, Minneapolis, MN, 55427	0.66	Middle initial moved out of first name Two-digit birth year Phone reformatted City re-cased+1 more
CLM-417471	CLM	Bryan W Burke	1977-05-20	UHC-87931-70	—	3778 Oak St, Orlando, FL, 32892	0.66	Middle initial moved out of first name Name re-cased Phone missing area code Whitespace trimmed+1 more
ENR-119311	ENR	Frank Q Walker	1952-01-25	UHC-33096-95	7333134220	9876 Spring St, Mesa, AZ, 85228	0.66	Middle initial moved out of first name Name re-cased Street suffix standardised Address re-cased+1 more
ENR-120247	ENR	Melissa E Deelgado	1976-06-01	UHC-32529-49	2166353244	2076 Camelback Rd, Tampa, FL, 33621	0.66	Middle initial moved out of first name Phone reformatted Member ID reformatted ZIP+4 trimmed+1 more
ENR-122109	ENR	Santiago D James	2005-11-18	UHC-97862-97	5478943567	2035 Indian School Rd, Glendale, AZ, 85338	0.68	Middle initial moved out of first name Two-digit birth year Phone reformatted Placeholder values cleared
ENR-141503	ENR	Heather H Cruz	1979-04-21	UHC-18089-98	2159256455	—	0.68	Middle initial moved out of first name Date of birth reformatted Phone reformatted Gender normalised
CLM-402069	CLM	Donald L Sims	1998-04-09	UHC-69817-94	—	—	0.68	Middle initial moved out of first name Name re-cased Gender normalised Placeholder values cleared
ENR-100205	ENR	Vincent Y Ruiz	2005-09-28	UHC-75913-18	7193792334	3625 Church St, Orlando, FL, 32803	0.68	Middle initial moved out of first name Date of birth reformatted City re-cased Gender normalised
ENR-139909	ENR	Jessica A George	1949-12-04	UHC-93474-84	7059467008	5100 Valley View Dr, Seattle, WA, 98142	0.68	Middle initial moved out of first name Date of birth reformatted Phone reformatted State name converted to code
ENR-113746	ENR	Jerry J Alexander	1964-01-13	UHC-45980-38	3143674702	4329 Cedar Ln, Phoenix, AZ	0.68	Middle initial moved out of first name Phone reformatted City re-cased ZIP missing
ENR-110316	ENR	Rebecca D Duncan	1976-10-21	UHC-15711-81	8854844079	1670 Broadway, Gilbert, AZ, 85247	0.68	Middle initial moved out of first name Address re-cased State name converted to code Whitespace trimmed

1,125 rows, page 16 of 23Previous Next