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 “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
ENR-134340	ENR	Zachary N Schultz	—	UHC-17530-09	9788002170	9272 River Rd, Seattle, WA, 98170	0.64	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
ENR-130676	ENR	James G Smith	1942-08-18	UHC-49345-21	7345710297	3221 Oak St, Chandler, AZ, 85242	0.64	Middle initial moved out of first name Name re-cased Street suffix standardised Address re-cased+2 more
ENR-139670	ENR	Dominguez F Joyce	1961-10-13	UHC-58776-66	8892048437	7817 Oak St, Orlando, FL, 32879	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-109204	ENR	Larry J Myers	2001-02-11	UHC-76370-95	9599045305	6114 Church St, Atlanta, GA, 30327	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-109548	ENR	Charlotte Guerrero	1947-06-06	UHC-42580-43	8855098443	1517 Willow Ct, Tucson, AZ, 85787	0.64	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-127076	ENR	Linda B McDonald	1980-04-09	UHC-70228-56	6556550558	6056 Highland Ave, Atlanta, GA, 30385	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-130618	ENR	Pamela H Morgan	1959-07-27	UHC-30625-84	2807831844	8042 Apache Blvd, Atlanta, GA, 30384	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-106154	ENR	Ralph E Welch	1942-04-08	UHC-09436-99	—	1308 Mountain View Dr, Gilbert, AZ, 85267	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
ENR-140603	ENR	Jesse L Li	1968-01-26	UHC-90320-42	7096818085	5889 Elm St, Scottsdale, AZ, 85247	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
ENR-111635	ENR	Valentina R Nguyen	1938-05-27	UHC-21516-69	6576986863	7640 Main St, Chandler, AZ, 85274	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
ENR-110491	ENR	Nathaan U Hayes	1951-10-28	UHC-76338-71	9504367991	7675 Church St, San Antonio, TX	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
ENR-119204	ENR	Joshua Ford	1972-09-26	UHC-98156-24	4774364619	7167 Camelback Rd, Tampa, FL, 33641	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-126753	ENR	Mateo Vega	1939-06-18	UHC-55251-71	8334717898	1666 Desert Sky Blvd, Scottsdale, AZ, 85215	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-108878	ENR	Carl M Green	1957-03-11	UHC-30810-13	3563181921	8605 Lincoln Way # 721, Tampa, FL, 33644	0.64	Name re-cased Phone reformatted Unit split from street ZIP+4 trimmed+2 more
ENR-105729	ENR	Kathy Cruz	1967-10-10	UHC-59287-85	—	9570 Church St Apt 14, San Diego, CA, 92175	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
ENR-120140	ENR	Frank U Price	1939-07-26	UHC-85448-95	8906727350	2566 Jefferson Ave, Denver, CO, 80200	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-114481	ENR	Susan Hayes	1957-09-13	UHC-57014-25	2287570186	2422 Sunset Blvd, Phoenix, AZ, 85053	0.64	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+2 more
ENR-137188	ENR	Isabella Hart	1990-07-26	UHC-48345-45	6778433704	5350 Spring St, Phoenix, AZ	0.64	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-107238	ENR	Frances Z Bryent	1985-09-19	UHC-76409-62	8812749355	2264 Meadow Ln, Las Vegas, NV, 89121	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-107236	ENR	Laura L Nguyen	1981-06-10	UHC-92774-80	7644924105	635 Willow Ct Apt 3, Plano, TX, 75092	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
ENR-131403	ENR	Kyle Cruz	1947-05-02	UHC-16666-64	2812928045	2342 Church St, Jacksonville, FL, 32226	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-112798	ENR	Andrea Franklin	1983-11-15	UHC-15465-98	8412243054	2792 Ocean Ave, Tempe, AZ, 85255	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-120655	ENR	Jacqueline J Berry	1961-10-07	UHC-46209-94	5185942960	351 Forest Ave, Las Vegas, NV	0.64	Name re-cased Phone reformatted SSN last four extracted City re-cased+2 more
ENR-118704	ENR	Logan R Jensen	1965-06-18	UHC-93744-90	6865464230	2423 Cedar Ln, Plano, TX, 75061	0.64	Name re-cased Two-digit birth year Phone reformatted City re-cased+2 more
ENR-138333	ENR	Samuel Allen	1941-06-13	UHC-12876-11	8054020204	6831 Meadow Ln, Houston, TX, 77081	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-115810	ENR	Adam Howell	1974-11-22	UHC-31921-91	8287821582	7943 Willow Ct, Jacksonville, FL, 32219	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-119011	ENR	Evelyn Q Guzman	1993-10-24	UHC-64017-72	—	8001 Pine Dr, San Diego, CA	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
ENR-118864	ENR	Mariana I Parker	2008-11-14	UHC-18863-52	8676421234	9046 Church St, Gilbert, AZ, 85224	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-114306	ENR	Betty Y Wislon	2001-09-19	UHC-90824-27	8086429491	4841 Church St, Dallas, TX, 75281	0.64	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-127731	ENR	Scott Watson	1992-01-15	UHC-47529-27	—	616 Mesa Dr # 518, Miami, FL, 33115	0.64	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+2 more
ENR-134679	ENR	Mason Z Jacobs	1988-12-28	UHC-48090-22	3407729815	4277 River Rd, Los Angeles, CA, 90057	0.64	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+2 more
ENR-127532	ENR	Hiroshi Montgomery	—	UHC-28875-07	7828558376	1778 Ridge Rd, Miami, FL, 33123	0.64	Name re-cased Date of birth unreadable City re-cased State name converted to code+2 more
ENR-110890	ENR	Andrea V Watson	1950-09-10	UHC-73165-75	7375795304	8190 Apache Blvd, Plano, TX, 75029	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-139107	ENR	Ethan J Munoz	1976-07-13	UHC-06062-99	8293643780	1779 Apache Blvd Apt 17, Fresno, CA, 93711	0.64	Middle initial moved out of first name Name re-cased Member ID reformatted Unit split from street+2 more
ENR-124327	ENR	Megan Ryan	1962-02-19	UHC-59968-26	7787820038	7424 Union St, Miami, FL, 33161	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-124328	ENR	Megan Ryan	1962-02-19	UHC-59968-26	7787820038	7424 Union St, Miami, FL, 33161	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-141360	ENR	Lucia V Mendoza	1965-02-03	UHC-92600-02	3794803350	3079 Sunset Blvd, Tucson, AZ, 85764	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-119952	ENR	Marcus V Carr	1942-10-28	UHC-56477-42	4574149849	2952 Jefferson Ave, Tampa, FL	0.64	Name re-cased Date of birth reformatted Phone reformatted ZIP missing+2 more
ENR-108763	ENR	Kathleen T Bailey	1983-04-15	UHC-81568-33	9575049058	6841 Park Pl, Eden Prairie, MN, 55334	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-104488	ENR	Lori Howell	1980-06-05	UHC-61801-30	5772095440	8241 Harbor Blvd, Phoenix, AZ, 85056	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-104258	ENR	Bruce J Le	1968-08-09	UHC-76471-58	8419986588	3831 Mountain View Dr, Tucson, AZ	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-108349	ENR	Ryan G Peters	2000-11-19	UHC-85255-92	—	7810 Baseline Rd, Mesa, AZ, 85288	0.64	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-101968	ENR	Russell Day	1981-12-05	UHC-35891-73	7293430068	2065 Palm Dr, Seattle, WA, 98114	0.64	Name re-cased Phone reformatted Member ID reformatted SSN last four extracted+2 more
ENR-137748	ENR	Paul Mendez	1991-04-04	UHC-11811-69	4165494405	6755 Central Ave, Glendale, AZ, 85384	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-119390	ENR	John Hicks	1949-02-26	UHC-08693-71	4809016447	582 Ocean Ave, Austin, TX	0.64	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+2 more
ENR-107866	ENR	Larry Z Bowman	1973-10-22	UHC-91270-07	7917114383	1972 Valley View Dr, San Diego, CA, 92102	0.64	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-130129	ENR	Jen Cooper	1983-07-28	UHC-07292-09	6908108370	8673 Elm St # 583, Denver, CO, 80270	0.64	Name re-cased Phone reformatted Unit split from street ZIP+4 trimmed+2 more
ENR-100702	ENR	Amy K Hanson	1987-10-08	UHC-09703-59	9015384446	62 Lake View Rd, Tucson, AZ, 85782	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-119855	ENR	Gary L Morgan	1956-05-06	UHC-94931-37	4008953012	9136 Maple Ave, Fresno, CA	0.64	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+2 more
ENR-133369	ENR	Lauren R Burke	—	UHC-68889-27	4243271590	6008 Mesa Dr, Phoenix, AZ, 85096	0.64	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+2 more

17,310 rows, page 91 of 347Previous Next