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 “State name converted to code”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState name converted to codeClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-127993	ENR	Angela Oliver	1994-06-04	UHC-69117-84	2768189550	9075 Desert Sky Blvd, Tucson, AZ, 85738	0.68	Date of birth reformatted Phone reformatted SSN last four extracted State name converted to code
ENR-106735	ENR	Margaret U Ward	—	UHC-09444-69	6927813390	9749 Oak St, Nashville, TN, 37206	0.68	Date of birth unreadable Phone reformatted State name converted to code Whitespace trimmed
ENR-112223	ENR	Billy Weebb	1957-06-15	UHC-42527-79	5646278513	209 Union St, Tempe, AZ, 85209	0.68	Phone reformatted City re-cased State name converted to code Gender normalised
ENR-137816	ENR	Azhley O Walsh	1961-10-13	UHC-77677-08	—	7897 Palm Dr, Nashville, TN, 37276	0.68	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code
ENR-133491	ENR	Beverly V Yaang	2007-01-27	UHC-68584-41	5288362877	7645 Canyon Rd, Columbus, OH, 43246	0.68	Phone reformatted Street suffix standardised Address re-cased State name converted to code
ENR-112939	ENR	Rachel F Vargas	1969-09-01	UHC-22279-11	7156705137	2429 Central Ave, Austin, TX, 78749	0.68	Name re-cased State name converted to code Gender normalised Placeholder values cleared
ENR-127434	ENR	Brenda Shaw	1982-01-05	UHC-60697-48	4132922580	2032 Washington St, Glendale, AZ, 85331	0.68	Name re-cased Phone reformatted State name converted to code Gender normalised
ENR-133824	ENR	Ethan Contreras	1974-12-03	UHC-16890-61	9493395462	3510 Grand Ave, Dallas, TX, 75287	0.68	Phone reformatted Street suffix standardised Address re-cased State name converted to code
ENR-101246	ENR	Santiago Elliott	1978-11-02	UHC-15961-44	—	3870 Willow Ct, Mesa, AZ, 85257	0.68	Name split from “Last, First”State name converted to code Whitespace trimmed Placeholder values cleared
ENR-103052	ENR	Julia Bailey	1954-05-06	UHC-66212-73	2409294354	9691 Church St, Charlotte, NC, 28251	0.68	Name split from “Last, First”Date of birth reformatted Phone reformatted State name converted to code
ENR-123229	ENR	Joshua V Snyder	1948-08-20	UHC-43103-66	8635173380	2384 Harbor Blvd, Glendale, AZ, 85308	0.68	Phone reformatted Street suffix standardised Address re-cased State name converted to code
ENR-108401	ENR	Logan H Welch	1964-09-19	UHC-05742-56	—	5903 Grand Ave, Minneapolis, MN, 55407	0.68	Date of birth reformatted Phone missing area code State name converted to code Placeholder values cleared
ENR-111562	ENR	Victoria E Aguilar	1993-11-21	UHC-67176-68	4104842187	3290 Central Ave, Nashville, TN, 37266	0.68	Phone reformatted Street suffix standardised Address re-cased State name converted to code
ENR-124725	ENR	Bryan D Morris	1944-12-09	UHC-75126-91	—	2367 Jefferson Ave, Tucson, AZ, 85755	0.68	Name re-cased Date of birth reformatted SSN last four extracted State name converted to code
ENR-110576	ENR	Ethan Williamson	1953-08-28	UHC-74604-79	—	7067 Ocean Ave, Tempe, AZ, 85286	0.68	Member ID reformatted State name converted to code Gender normalised Placeholder values cleared
ENR-117513	ENR	Heather White	1951-01-26	UHC-01484-39	3776458525	3934 Forest Ave, Columbus, OH, 43210	0.68	Street suffix standardised Address re-cased City re-cased State name converted to code
ENR-135806	ENR	Isabella B George	1988-11-27	UHC-68744-67	—	9793 Lake View Rd, Austin, TX, 78766	0.68	Street suffix standardised Address re-cased State name converted to code Placeholder values cleared
ENR-127078	ENR	John Luna	2008-07-13	UHC-09827-38	—	1010 Meadow Ln, Tempe, AZ, 85224	0.68	Name re-cased Street suffix standardised Address re-cased State name converted to code
ENR-111237	ENR	Gary V Day	1977-07-20	UHC-44898-69	4296775374	5985 Jefferson Ave, Dallas, TX, 75298	0.68	Two-digit birth year Phone reformatted State name converted to code Placeholder values cleared
ENR-134930	ENR	Rachel Y Guerrero	1951-12-19	UHC-50828-11	—	7424 Cedar Ln, Tucson, AZ, 85788	0.68	Two-digit birth year State name converted to code Whitespace trimmed Placeholder values cleared
ENR-133385	ENR	Eric I Warren	1998-06-01	UHC-46478-91	2809585707	9407 Cedar Ln, Tampa, FL, 33631	0.68	Name split from “Last, First”Phone reformatted State name converted to code Email lower-cased
ENR-130794	ENR	Andrew W Rogers	1961-06-25	UHC-42345-38	7988857752	2616 Bayshore Dr, Austin, TX, 78789	0.68	Name re-cased State name converted to code ZIP+4 trimmed Placeholder values cleared
ENR-140147	ENR	Luri Bryant	1998-08-20	UHC-70153-08	3555747096	6849 Lincoln Way, Seattle, WA, 98103	0.68	Name split from “Last, First”Date of birth reformatted Phone reformatted State name converted to code
ENR-106487	ENR	Bobby I Rodriguez	1953-05-08	UHC-68797-41	3869332186	2710 Lincoln Way, Fresno, CA, 93791	0.68	SSN last four extracted State name converted to code Whitespace trimmed Placeholder values cleared
ENR-132462	ENR	Olivia Nunez	1941-10-20	UHC-17412-39	—	8887 Elm St # 732, Phoenix, AZ, 85032	0.68	Unit split from street State name converted to code Whitespace trimmed Placeholder values cleared
ENR-133124	ENR	Emma Flores	1988-09-08	UHC-01211-61	4783362031	2371 Church St, Scottsdale, AZ, 85216	0.68	Name re-cased Two-digit birth year State name converted to code Whitespace trimmed
ENR-140379	ENR	Dot Hansen	1951-06-26	UHC-58649-64	8816362881	5235 Willow Ct, Gilbert, AZ, 85243	0.68	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed
ENR-138565	ENR	Dennis Morgan	1955-03-02	UHC-75155-83	4102844841	7311 Washington St, Glendale, AZ, 85386	0.68	Name split from “Last, First”Date of birth reformatted State name converted to code Placeholder values cleared
ENR-138564	ENR	Dennis Morgan	1955-03-02	UHC-75155-83	4102844841	7311 Washington St, Glendale, AZ, 85386	0.68	Name split from “Last, First”Date of birth reformatted State name converted to code Placeholder values cleared
ENR-109941	ENR	Joe Welkh	1963-08-08	UHC-33507-83	7769378095	3036 Highland Ave, Plano, TX, 75029	0.68	Name split from “Last, First”Phone reformatted State name converted to code Whitespace trimmed
ENR-141161	ENR	Richard Medina	1972-05-09	UHC-46415-43	—	3811 Mesa Dr, Chandler, AZ, 85214	0.68	City re-cased State name converted to code Gender normalised Placeholder values cleared
ENR-119220	ENR	Emily Boyd	1995-12-02	UHC-55648-98	3022563119	3089 Park Pl, Chandler, AZ	0.68	State name converted to code ZIP missing Whitespace trimmed Placeholder values cleared
ENR-140033	ENR	Charlotte M Graham	2008-10-26	UHC-07418-37	4067849980	3828 Meadow Ln, Phoenix, AZ, 85030	0.68	Phone reformatted State name converted to code ZIP+4 trimmed Whitespace trimmed
ENR-109986	ENR	Timothy Kim	1949-12-24	UHC-68405-99	3733865400	5736 Grand Ave, San Antonio, TX, 78214	0.68	Phone reformatted Street suffix standardised Address re-cased State name converted to code
ENR-131555	ENR	Stephens Dylan	1984-07-11	UHC-50693-09	6137339350	453 Cedar Ln, Las Vegas, NV, 89132	0.68	Date of birth reformatted State name converted to code Email lower-cased Gender normalised
ENR-105646	ENR	Amy Castro	1973-10-09	UHC-78909-25	7684397308	6738 Harbor Blvd, Scottsdale, AZ, 85241	0.70	Name split from “Last, First”State name converted to code Placeholder values cleared
ENR-110926	ENR	Kevin Weebr	1963-10-24	UHC-17714-93	—	2909 Broadway, Plano, TX, 75012	0.70	City re-cased State name converted to code ZIP+4 trimmed
ENR-100652	ENR	Robert Q Welch	1985-02-09	UHC-71028-83	4636892094	5032 Park Pl, Tempe, AZ	0.70	Phone reformatted State name converted to code ZIP missing
ENR-134614	ENR	Rachel Carroll	1968-07-14	UHC-04151-02	6946965889	8789 Valley View Dr, Sacramento, CA, 95843	0.70	State name converted to code Gender normalised Whitespace trimmed
ENR-139752	ENR	Sean T Garza	2006-02-24	UHC-91731-85	3047521286	5996 Ridge Rd, Sacramento, CA, 95887	0.70	Phone reformatted State name converted to code Gender normalised
ENR-104798	ENR	Fatima Z Graham	1939-01-05	UHC-31447-09	8213957368	2141 Mesa Dr, Tucson, AZ, 85736	0.70	Street suffix standardised Address re-cased State name converted to code
ENR-122800	ENR	Danielle K Rojaas	—	UHC-08006-46	5149509022	4114 Forest Ave, Tucson, AZ, 85762	0.70	Date of birth missing Phone reformatted State name converted to code
ENR-109674	ENR	Mark Rojas	1975-02-01	UHC-83386-37	3804313656	3472 Ridge Rd, Atlanta, GA, 30381	0.70	Street suffix standardised Address re-cased State name converted to code
ENR-140918	ENR	Jose Ellis	1964-01-01	UHC-56744-12	8406938899	3255 Elm St, Miami, FL, 33145	0.70	Phone reformatted State name converted to code Gender normalised
ENR-106466	ENR	Gabriel Medina	1972-08-05	UHC-19973-63	8134233743	5361 Ocean Ave, Tempe, AZ, 85262	0.70	Street suffix standardised Address re-cased State name converted to code
ENR-126645	ENR	Bruce Mitchell	1996-03-25	UHC-53809-99	4006938106	4272 Ridge Rd, Mesa, AZ, 85291	0.70	State name converted to code Gender normalised Whitespace trimmed
ENR-112548	ENR	Timothy U Mejia	1985-07-21	UHC-60515-40	3627526642	490 Park Pl, Eden Prairie, MN	0.70	Phone reformatted State name converted to code ZIP missing
ENR-113505	ENR	Melissa M Gilbert	—	UHC-21771-55	3194482345	4068 Main St, San Diego, CA, 92161	0.70	Date of birth unreadable Phone reformatted State name converted to code
ENR-110460	ENR	Noah Rios	1948-12-27	UHC-35984-76	7732537701	3981 Camelback Rd, Sacramento, CA, 95842	0.70	Phone reformatted State name converted to code Gender normalised
ENR-142121	ENR	Dennis Q Ferguson	1954-09-28	UHC-37454-80	—	3009 Desert Sky Blvd, Eden Prairie, MN, 55396	0.70	Two-digit birth year State name converted to code Whitespace trimmed

4,296 rows, page 69 of 86Previous Next