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 “Member ID reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagMember ID reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-117466	ENR	Brian H Ford	1998-09-28	UHC-83014-83	6316478969	3178 Harbor Blvd, Houston, TX, 77071	0.52	Name split from “Last, First”Two-digit birth year Phone reformatted Member ID reformatted+2 more
ENR-138472	ENR	Jose Day	2004-10-04	UHC-65678-01	—	3940 Desert Sky Blvd, Plano, TX, 75035	0.52	Phone missing area code Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-126277	ENR	Jean J Vargas	1990-06-03	UHC-91924-50	—	3267 Oak St, Mesa, AZ, 85261	0.52	Phone missing area code Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-139291	ENR	Rachel M Fowler	1983-05-20	UHC-83408-02	2438832716	8542 Forest Ave Apt 39, Minneapolis, MN, 55405	0.52	Phone reformatted Member ID reformatted Unit split from street Street suffix standardised+2 more
ENR-128139	ENR	Noah S Torres	1979-09-16	UHC-06965-04	7199117989	2460 Grand Ave, Eden Prairie, MN, 55325	0.52	Name split from “Last, First”Middle initial moved out of first name Date of birth reformatted Member ID reformatted+2 more
CLM-430118	CLM	Austin Bowman	1959-10-02	UHC-22804-98	—	4575 Jefferson Ave, Houston, TX	0.52	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-129306	ENR	Aron E Vazquez	1969-01-16	UHC-12265-62	3916780884	3443 River Rd, Sacramento, CA, 95803	0.52	Two-digit birth year Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-120838	ENR	Jacob V George	1957-06-02	UHC-55194-69	4223889938	1133 Lincoln Way # 436, Eden Prairie, MN, 55383	0.52	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+2 more
ENR-100229	ENR	Alexis M Jensen	1969-07-01	UHC-56840-44	3365167614	6717 Pine Dr, Phoenix, AZ, 85067	0.52	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-410867	CLM	Megan Carpenter	—	UHC-78670-63	—	3675 Willow Ct, Nashville, TN, 37231	0.52	Date of birth unreadable Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-119334	ENR	Samuel Y Vargas	1949-09-18	UHC-39371-85	—	3642 Apache Blvd, Atlanta, GA, 30374	0.52	Name re-cased Two-digit birth year Phone missing area code Member ID reformatted+2 more
ENR-124506	ENR	Ashley A Jensen	1970-09-01	UHC-25086-53	4517694097	4415 Market St, San Diego, CA	0.52	Name split from “Last, First”Date of birth reformatted Member ID reformatted Street suffix standardised+2 more
ENR-111039	ENR	Mason A Maldonado	1982-10-08	UHC-54625-23	—	1570 Union St # 121, Tampa, FL, 33604	0.52	Two-digit birth year Member ID reformatted Unit split from street Gender normalised+2 more
CLM-418581	CLM	Samuel Santiago	1960-07-21	UHC-56570-42	—	2697 Cedar Ln, Las Vegas, NV, 89186	0.52	Name re-cased Member ID reformatted SSN last four extracted State name converted to code+2 more
ENR-142607	ENR	Jason D Spencer	1943-05-08	UHC-03083-48	—	447 Washington St, Minneapolis, MN, 55409	0.52	Name split from “Last, First”Date of birth reformatted Member ID reformatted Street suffix standardised+2 more
ENR-126232	ENR	Anthony G Hansen	1963-05-16	UHC-17160-06	7177672181	8380 Elm St, Orlando, FL	0.52	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-107303	ENR	Mari Nguyen	2003-04-02	UHC-01436-76	8202037758	4081 Willow Ct, Phoenix, AZ, 85030	0.52	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-425803	CLM	Stephanie Chapman	1961-10-04	UHC-42279-63	—	7839 Main St, Gilbert, AZ, 85262	0.52	Name split from “Last, First”Member ID reformatted State name converted to code Gender normalised+2 more
CLM-425235	CLM	Debra Garza	1968-12-21	UHC-76716-09	—	6122 Highland Ave, Austin, TX, 78756	0.52	Two-digit birth year Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-141752	ENR	Bruce Sandoval	1945-12-02	UHC-23741-56	5496220755	2479 Mesa Dr, Mesa, AZ, 85282	0.52	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+2 more
PRV-22808	PRV	Jordan D Sandoval	1984-10-14	UHC-19789-28	—	1497 Bayshore Dr Apt 40, Tempe, AZ, 85229	0.52	Member ID reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-130994	ENR	Elijah Alexander	2005-04-15	UHC-94455-08	8213486616	2219 Palm Dr, Seattle, WA	0.52	Member ID reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-109012	ENR	Ruth E Harvey	1940-10-13	UHC-80628-18	—	5958 Main St Apt 32, Gilbert, AZ, 85225	0.52	Two-digit birth year Member ID reformatted Unit split from street Street suffix standardised+2 more
ENR-121403	ENR	Christian Y Castillo	1973-10-17	UHC-97898-44	6993727418	5226 Mountain View Dr, San Diego, CA, 92123	0.52	Two-digit birth year Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-102670	ENR	Sandra F Wong	1991-10-17	UHC-64829-08	—	2833 Ocean Ave, Orlando, FL, 32845	0.52	Two-digit birth year Member ID reformatted SSN last four extracted Street suffix standardised+2 more
ENR-118628	ENR	Jessica N Pena	1967-12-17	UHC-66466-53	7029677363	6112 Washington St, Fresno, CA, 93746	0.52	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+2 more
CLM-417231	CLM	Hiroshi Vazquez	1939-07-09	UHC-36775-70	—	1689 Grand Ave, Dallas, TX, 75258	0.52	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-129390	ENR	Michelle I Pierce	1994-12-08	UHC-38324-33	3853574846	1752 Washington St, Gilbert, AZ	0.52	Name split from “Last, First”Phone reformatted Member ID reformatted ZIP missing+2 more
CLM-430399	CLM	Kenneth Nguyen	1982-03-28	UHC-63340-98	—	1311 Palm Dr # 988, Tampa, FL, 33640	0.52	Member ID reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-129459	ENR	Marcus Ward	2004-03-13	UHC-17912-68	7955419368	6546 Jefferson Ave, Charlotte, NC, 28231	0.52	Name split from “Last, First”Two-digit birth year Phone reformatted Member ID reformatted+2 more
ENR-113901	ENR	Jennifer W Scott	1990-10-11	UHC-43086-65	—	3029 Market St, Sacramento, CA, 95839	0.52	Name split from “Last, First”Phone missing area code Member ID reformatted Email lower-cased+2 more
CLM-405735	CLM	Beverly H Hughes	1988-06-28	UHC-84048-28	—	3148 Cedar Ln, Plano, TX, 75003	0.52	Name split from “Last, First”Two-digit birth year Member ID reformatted Street suffix standardised+2 more
ENR-135982	ENR	James Johnston	1960-06-27	UHC-80069-17	—	3248 Mesa Dr, Nashville, TN	0.52	Phone missing area code Member ID reformatted City re-cased ZIP missing+2 more
ENR-108897	ENR	Nicholas Z Reyes	1975-02-18	UHC-88476-59	2558078897	6595 Meadow Ln Apt 17, San Antonio, TX, 78221	0.52	Date of birth reformatted Member ID reformatted Unit split from street ZIP+4 trimmed+2 more
ENR-131601	ENR	Harold K Nguyen	2001-08-19	UHC-44441-80	2844345446	6451 Hillcrest Rd, Phoenix, AZ, 85081	0.52	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-137777	ENR	Hiroshi J Shaw	1972-05-08	UHC-17958-15	8947945234	119 Camelback Rd # 933, Miami, FL, 33183	0.52	Member ID reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-401838	CLM	Caroolyn U Jimenez	1942-02-17	UHC-13964-61	—	7201 Meadow Ln, Houston, TX, 77054	0.52	Two-digit birth year Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-136390	ENR	Brandon Bennett	1939-08-21	UHC-20776-28	8373045542	1280 Camelback Rd, Tucson, AZ	0.52	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-136391	ENR	Brandon Bennett	1939-08-21	UHC-20776-28	8373045542	1280 Camelback Rd, Tucson, AZ	0.52	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-121560	ENR	Scott Lopez	1953-08-14	UHC-54516-93	—	7734 Hillcrest Rd, Tucson, AZ, 85738	0.52	Phone missing area code Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-117654	ENR	Matthew Fwler	1946-10-15	UHC-68471-33	6606137410	5316 Washington St, Chandler, AZ, 85235	0.52	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+2 more
CLM-426591	CLM	Gary Fields	1988-08-24	UHC-65382-80	—	8600 Willow Ct, Fresno, CA, 93736	0.52	Name split from “Last, First”Member ID reformatted ZIP+4 trimmed Gender normalised+2 more
ENR-103955	ENR	Juan S Silva	1974-10-08	UHC-07687-33	6512826389	5111 Mountain View Dr Apt 2, Las Vegas, NV, 89175	0.52	Name split from “Last, First”Phone reformatted Member ID reformatted Unit split from street+2 more
ENR-121251	ENR	Bobby Gray	1981-10-12	UHC-95919-35	5527948723	6636 Ridge Rd, San Antonio, TX, 78287	0.52	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-123072	ENR	Alan Gibson	2000-06-13	UHC-40231-80	3442607218	6176 Mountain View Dr # 875, Fresno, CA, 93740	0.52	Phone reformatted Member ID reformatted Unit split from street Street suffix standardised+2 more
ENR-108654	ENR	Brenda Bradley	1954-10-17	UHC-06264-52	6167524312	5192 Meadow Ln, Jacksonville, FL, 32242	0.52	Two-digit birth year Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-127855	ENR	Betsy Parker	1941-06-22	UHC-00177-45	—	1852 Cedar Ln, Seattle, WA, 98141	0.52	Member ID reformatted State name converted to code ZIP+4 trimmed Gender normalised+2 more
CLM-405944	CLM	Zachary Harris	1972-03-02	UHC-04428-62	7524419031	6872 Sage Ct # 826, Miami, FL, 33103	0.52	Name re-cased Two-digit birth year Member ID reformatted Unit split from street+2 more
ENR-117265	ENR	Ronald D Daniels	1943-03-18	UHC-95529-06	—	2498 Oak St Apt 33, Plano, TX, 75033	0.52	Name re-cased Member ID reformatted Unit split from street ZIP+4 trimmed+2 more
ENR-114151	ENR	Philip Sanders	1957-06-07	UHC-05781-06	5837134357	4585 Camelback Rd Apt 3, Charlotte, NC, 28202	0.52	Phone reformatted Member ID reformatted Unit split from street Street suffix standardised+2 more

7,723 rows, page 18 of 155Previous Next