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

Enrollment, flag “Address re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagAddress re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-142735	ENR	Robert W Ramos	1946-11-20	UHC-34491-97	2394537175	5876 Indian School Rd, San Antonio, TX, 78239	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-112777	ENR	Jonathan M Patel	1961-12-21	UHC-08496-08	2478348380	4336 Desert Sky Blvd, Glendale, AZ, 85381	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-119983	ENR	Ana Y Gutierrez	1962-01-24	UHC-95156-71	8076725741	4154 Valley View Dr, Columbus, OH, 43243	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-134958	ENR	Laura Q Cllins	1953-05-24	UHC-74766-94	2935447716	9697 Ridge Rd, Scottsdale, AZ, 85292	0.62	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-131268	ENR	Karen V Dominguez	1973-11-12	UHC-46479-04	4584982118	6164 Baseline Rd, Denver, CO, 80253	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-121132	ENR	Lauren Simpson	1988-04-10	UHC-91816-32	2107913260	961 Baseline Rd, Tampa, FL, 33675	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-101526	ENR	Daniel Banks	1991-12-24	UHC-92105-05	2725177889	8012 Palm Dr, Houston, TX, 77061	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-119506	ENR	Jean T Hawkins	1951-01-23	UHC-05195-82	4764284509	4375 Ocean Ave, Tampa, FL, 33689	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-110221	ENR	Maria Z Burton	1960-02-10	—	—	3568 Market St, Tampa, FL, 33685	0.62	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
ENR-110918	ENR	Susan D Tran	1973-09-27	UHC-98859-82	4749544586	5965 Church St, Gilbert, AZ, 85272	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-119092	ENR	Victoria A Vasquez	1971-07-24	UHC-80479-60	4763186950	2460 Spring St, Minneapolis, MN, 55480	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-105267	ENR	Jeffrey F Padilla	—	UHC-92939-82	8442770009	7220 Main St, Tampa, FL, 33639	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
ENR-137912	ENR	Kimberly T Bell	2003-09-01	UHC-86763-22	5979033704	3424 Central Ave, Tempe, AZ, 85277	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-132561	ENR	Walter Hoffman	1983-11-01	UHC-14510-58	9073910871	1576 Elm St, Orlando, FL, 32865	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-132534	ENR	Jacqueline Z Garza	2006-06-15	UHC-87521-71	8207707369	5168 Mountain View Dr, Denver, CO, 80237	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-117093	ENR	Kayla L Reid	2003-09-12	UHC-98078-99	9277256579	2115 Market St Apt 14, Sacramento, CA, 95845	0.62	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-114562	ENR	Kelly Y Miller	2002-02-21	UHC-07876-34	9116778377	5278 Valley View Dr, Houston, TX, 77003	0.62	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-107635	ENR	Nancy Delgado	1953-06-14	UHC-60245-45	4248420120	452 Harbor Blvd # 564, Nashville, TN, 37208	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-132183	ENR	Stephen E Soto	1957-10-24	UHC-38096-98	3472630417	422 Indian School Rd, Austin, TX, 78749	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-126560	ENR	Mary Hanson	1998-04-23	UHC-91491-66	8015075381	5348 Willow Ct, Gilbert, AZ, 85245	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-128902	ENR	Elizabeth A Garza	2006-09-21	UHC-52036-07	2866960785	8630 Grand Ave, Sacramento, CA, 95848	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-142929	ENR	Wayne G Watkins	1940-04-26	UHC-07200-64	6297601417	1841 Sunset Blvd, Fresno, CA, 93780	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-107075	ENR	Madison S Alexander	1945-12-15	UHC-17993-59	8626521869	5595 Maple Ave, Nashville, TN	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-115069	ENR	Theresa Jimenez	1971-10-04	UHC-78147-56	6714102997	3652 River Rd, Fresno, CA	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-120756	ENR	Pamela Lucas	1941-05-22	UHC-69961-09	5538783842	4795 Willow Ct, Chandler, AZ, 85281	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-134035	ENR	Carl Clark	1964-10-03	UHC-07708-62	8978020594	8835 Apache Blvd, Glendale, AZ, 85355	0.62	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+3 more
ENR-134715	ENR	Bobby N Dean	1941-05-26	UHC-81117-27	4083330786	717 Valley View Dr, Jacksonville, FL	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-115364	ENR	Julia Y Weber	—	UHC-09690-48	2484848500	8937 Palm Dr, Seattle, WA, 98139	0.62	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+3 more
ENR-132423	ENR	Janet Day	1946-07-04	UHC-28021-59	2916485558	3042 Jefferson Ave Apt 21, Plano, TX, 75032	0.62	Phone reformatted Member ID reformatted Unit split from street Street suffix standardised+3 more
ENR-137792	ENR	Chris D Moreno	1982-03-18	UHC-90490-58	8139920653	7662 Cedar Ln, Seattle, WA, 98104	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-104615	ENR	Jerry Dunn	—	UHC-07648-70	5796312993	5051 Ridge Rd, Dallas, TX, 75270	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
ENR-114513	ENR	Sophia T Nunez	1976-11-07	UHC-45080-80	3096830015	6284 Maple Ave, Scottsdale, AZ, 85213	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-120694	ENR	Ahmed L Meyer	1981-10-19	UHC-94500-92	2555211062	5017 Canyon Rd, Miami, FL, 33130	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-132885	ENR	Elizabeth W Richardson	1994-01-12	UHC-10396-69	—	7983 Park Pl, Sacramento, CA, 95858	0.62	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
ENR-141192	ENR	Michael Johnson	1991-03-07	UHC-54027-41	7854458153	56 Church St, Plano, TX	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-117548	ENR	Albert Hayes	1993-09-23	UHC-37155-48	4886590186	1017 Willow Ct, Tempe, AZ, 85201	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-127804	ENR	Julie M Chapman	1939-03-04	UHC-21000-12	8823078782	7752 Sage Ct, Gilbert, AZ, 85253	0.62	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-100105	ENR	Natalie Salazar	1957-02-22	UHC-30096-44	—	2985 Canyon Rd, Chandler, AZ, 85242	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-125485	ENR	Janice E Cunningham	1973-06-02	UHC-38763-55	4502687904	721 Union St, Glendale, AZ, 85334	0.62	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+3 more
ENR-141791	ENR	Jennifer R Gordon	2002-07-06	UHC-37220-36	2845846813	4519 Bayshore Dr, Plano, TX, 75068	0.62	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
ENR-136145	ENR	Fatima Warren	1943-01-18	UHC-57298-39	5983363300	9247 Oak St, Minneapolis, MN, 55453	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-111414	ENR	Stephen H Ross	1967-10-22	UHC-82658-64	5525070734	8689 Park Pl, San Antonio, TX, 78221	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-139469	ENR	Amy V Butler	1959-06-20	UHC-35018-52	4196633809	1003 Harbor Blvd, Tucson, AZ, 85753	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-130721	ENR	Billy A Watkins	1990-11-07	UHC-49351-53	5172848724	4593 River Rd, Las Vegas, NV, 89153	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-128923	ENR	Sofia N Kelly	1946-04-05	UHC-33102-93	9365977430	8132 Elm St, Glendale, AZ, 85320	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-112012	ENR	Emma Carter	1943-02-15	UHC-30598-22	9209783981	2898 Church St, Austin, TX, 78758	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-133833	ENR	Guzman E David	1957-08-27	UHC-47294-74	3904235765	8849 Oak St, Sacramento, CA, 95848	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-123973	ENR	Theresa T Harvey	2001-04-06	UHC-35453-33	—	2571 Pine Dr, Orlando, FL, 32850	0.62	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
ENR-119475	ENR	Cynthia Jensen	1959-05-28	UHC-82520-15	—	454 Apache Blvd, Columbus, OH, 43277	0.62	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-136615	ENR	Justin Ortiz	1987-06-05	UHC-24192-57	9226345024	4394 Main St, Scottsdale, AZ, 85281	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more

26,564 rows, page 132 of 532Previous Next