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 “Unit split from street”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagUnit split from streetClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-120410	ENR	Lisa Wang	1961-01-10	UHC-01264-90	3148895342	5726 Indian School Rd Apt 14, Scottsdale, AZ, 85282	0.66	Name re-cased Phone reformatted Unit split from street ZIP+4 trimmed+1 more
ENR-129691	ENR	Sean I Watkins	1968-09-15	UHC-94342-84	—	3719 Lake View Rd # 288, Plano, TX	0.66	Name re-cased Unit split from street ZIP missing Whitespace trimmed+1 more
ENR-115854	ENR	Jonathan Z McDonald	1987-07-24	UHC-26200-71	3204387932	2481 Palm Dr # 858, Charlotte, NC, 28269	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-114799	ENR	Jaack V Guerrero	1992-12-04	UHC-47990-80	3945006227	197 Sage Ct Apt 25, Chandler, AZ, 85226	0.66	Date of birth reformatted Phone reformatted Unit split from street Gender normalised+1 more
ENR-112148	ENR	Nick Patterson	1974-12-05	UHC-35022-20	9733221182	9852 Washington St # 446, Tempe, AZ, 85259	0.66	SSN last four extracted Unit split from street Email lower-cased Plan code upper-cased+1 more
ENR-129060	ENR	Megan S Ford	1985-05-10	UHC-28767-10	3983677615	8879 Market St # 529, Atlanta, GA, 30360	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-124871	ENR	Noah Herrera	1987-02-24	UHC-59910-68	8788738929	2993 Union St # 510, Seattle, WA, 98167	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+1 more
ENR-117001	ENR	Emma L Dunn	1942-06-10	UHC-56397-77	7648607554	9660 Meadow Ln # 505, San Diego, CA, 92122	0.66	Phone reformatted Unit split from street Email lower-cased Gender normalised+1 more
ENR-129316	ENR	Bradley Z Jimenez	1967-03-16	UHC-54645-32	3084149451	186 Camelback Rd # 179, Glendale, AZ	0.68	Date of birth reformatted Phone reformatted Unit split from street ZIP missing
ENR-140840	ENR	Stephanie F Lopez	1943-10-18	UHC-95228-95	6445980421	1921 Washington St # 868, Gilbert, AZ, 85201	0.68	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed
ENR-141084	ENR	Stephanie Brown	1980-11-02	UHC-58523-40	6625605636	7753 Desert Sky Blvd Apt 1, Jacksonville, FL, 32297	0.68	Name re-cased Phone reformatted Unit split from street Gender normalised
ENR-100679	ENR	Judith Ortiz	1981-01-05	UHC-54768-83	7887199290	633 Spring St Apt 30, Columbus, OH	0.68	Date of birth reformatted Phone reformatted Unit split from street ZIP missing
ENR-115395	ENR	Gary Patterson	2003-02-21	UHC-44843-27	2308540243	1153 River Rd # 803, Gilbert, AZ, 85286	0.68	Phone reformatted Unit split from street Street suffix standardised Address re-cased
ENR-128205	ENR	Charlie V Payne	1954-10-06	UHC-44575-47	2646873784	4594 Ocean Ave # 221, Atlanta, GA, 30368	0.68	Name split from “Last, First”Phone reformatted Unit split from street Whitespace trimmed
ENR-118340	ENR	Mariana Dixun	1975-06-01	UHC-58745-51	6062608105	9177 Main St Apt 27, Scottsdale, AZ, 85289	0.68	Phone reformatted SSN last four extracted Unit split from street Placeholder values cleared
ENR-107245	ENR	Stephen D Fields	1988-05-24	UHC-55467-53	7257173083	3886 Cedar Ln Apt 10, Charlotte, NC, 28264	0.68	Phone reformatted Unit split from street Street suffix standardised Address re-cased
ENR-119472	ENR	William Nelson	1969-02-23	UHC-40816-54	4174585752	3672 Main St # 168, San Antonio, TX, 78268	0.68	Phone reformatted Unit split from street Street suffix standardised Address re-cased
ENR-132890	ENR	James Y Richardson	1943-05-17	UHC-80635-16	—	4127 Highland Ave Apt 35, Gilbert, AZ, 85229	0.68	Unit split from street Street suffix standardised Address re-cased Placeholder values cleared
ENR-108257	ENR	Frank E Padilla	1983-04-08	UHC-29865-63	8739218602	8895 Park Pl Apt 36, Glendale, AZ, 85395	0.68	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed
ENR-116760	ENR	Priya P Spencer	2007-01-27	UHC-46670-64	9653775496	252 Apache Blvd # 847, Houston, TX, 77015	0.68	Phone reformatted Unit split from street Street suffix standardised Address re-cased
ENR-110011	ENR	Bruce Q Sanchez	1953-08-23	UHC-82303-65	4242703589	990 Palm Dr # 125, San Diego, CA, 92179	0.68	Phone reformatted Unit split from street Street suffix standardised Address re-cased
ENR-135318	ENR	Elijah Campbell	1959-10-22	UHC-67267-58	3409678447	6580 Central Ave # 332, Sacramento, CA, 95886	0.68	Phone reformatted Unit split from street State name converted to code Whitespace trimmed
ENR-121059	ENR	Bryan S Stone	1993-03-07	UHC-53760-16	4703764176	5133 Apache Blvd # 595, Glendale, AZ, 85342	0.68	Phone reformatted Unit split from street Street suffix standardised Address re-cased
ENR-133864	ENR	Raymond Jenkins	2004-03-16	UHC-34809-40	9199131442	669 Washington St Apt 39, Plano, TX, 75097	0.68	Unit split from street Street suffix standardised Address re-cased City re-cased
ENR-132856	ENR	Stephanie Evans	1957-09-08	UHC-75128-15	4622188704	9070 Mesa Dr Apt 24, Seattle, WA, 98158	0.68	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed
ENR-126347	ENR	Debrra Coleman	—	UHC-55489-25	5452817895	6947 Ocean Ave Apt 28, Tempe, AZ, 85277	0.68	Date of birth missing Phone reformatted Unit split from street Whitespace trimmed
ENR-103857	ENR	Mason E Santos	1964-03-21	UHC-10432-64	4643040276	8308 Canyon Rd # 678, Glendale, AZ, 85385	0.68	Phone reformatted Unit split from street Gender normalised Whitespace trimmed
ENR-106000	ENR	Klly S Andrews	1950-02-02	UHC-22424-55	8512732657	1444 Market St # 887, Houston, TX, 77065	0.68	Phone reformatted Unit split from street Street suffix standardised Address re-cased
ENR-139487	ENR	Theresa R Davis	1980-02-14	UHC-28102-06	6578668930	3581 Cedar Ln Apt 3, Scottsdale, AZ, 85278	0.68	Phone reformatted Unit split from street ZIP+4 trimmed Whitespace trimmed
ENR-135428	ENR	Alexander Lynch	1963-07-08	UHC-82665-74	2856495559	2382 Market St # 594, Eden Prairie, MN, 55384	0.68	Name split from “Last, First”Phone reformatted Unit split from street Whitespace trimmed
ENR-110178	ENR	Lucia U Johnson	1982-08-20	UHC-72974-15	6767582625	4814 Willow Ct Apt 29, Eden Prairie, MN, 55353	0.68	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed
ENR-121632	ENR	Gregory Campbell	2003-06-18	UHC-38030-55	6878780418	6371 Mountain View Dr Apt 5, Austin, TX, 78791	0.68	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed
ENR-116583	ENR	Luis Kelly	1947-01-27	UHC-99509-08	2166030304	7567 Highland Ave # 447, Glendale, AZ, 85317	0.68	Phone reformatted Unit split from street Street suffix standardised Address re-cased
ENR-101622	ENR	Linda O Carr	1950-10-05	UHC-14169-74	—	27 Forest Ave Apt 7, Columbus, OH	0.68	Unit split from street ZIP missing Whitespace trimmed Placeholder values cleared
ENR-103256	ENR	Patricia Bryant	1959-03-10	UHC-41750-16	4314758174	1618 Central Ave # 651, Houston, TX, 77076	0.68	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed
ENR-132995	ENR	David Nguyen	1992-12-28	UHC-84849-71	—	7691 Washington St Apt 8, Jacksonville, FL, 32288	0.68	Unit split from street Gender normalised Whitespace trimmed Placeholder values cleared
ENR-109732	ENR	Shirley Walsh	1970-02-11	UHC-61247-35	3778673224	4744 Lincoln Way Apt 16, Sacramento, CA, 95852	0.68	Two-digit birth year Phone reformatted Unit split from street Email lower-cased
ENR-115978	ENR	Mateo N Moreno	1975-06-20	UHC-87217-72	9737114189	8186 Lincoln Way # 404, Glendale, AZ, 85346	0.68	Phone reformatted Unit split from street Street suffix standardised Address re-cased
ENR-120293	ENR	Harold V Vasquez	2002-04-18	UHC-05206-24	5215295672	4231 Lake View Rd Apt 26, Mesa, AZ, 85252	0.68	Unit split from street Street suffix standardised Address re-cased Placeholder values cleared
ENR-134429	ENR	Lisa Soto	1998-05-16	UHC-01708-96	3686857257	8715 Central Ave Apt 26, Minneapolis, MN, 55414	0.68	Name re-cased Phone reformatted Unit split from street Gender normalised
ENR-100685	ENR	Judith Q Gonzales	1995-04-21	UHC-65932-60	—	144 Canyon Rd Apt 2, Seattle, WA, 98195	0.68	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased
ENR-138974	ENR	Lawrence Ramirez	1993-03-11	UHC-95611-07	—	1423 Cedar Ln Apt 23, Tucson, AZ, 85769	0.68	Date of birth reformatted Unit split from street State name converted to code Placeholder values cleared
ENR-136277	ENR	Brittany Tuucker	1944-07-24	UHC-93288-08	6293293433	3284 Maple Ave # 599, Scottsdale, AZ, 85236	0.68	Phone reformatted Unit split from street Street suffix standardised Address re-cased
ENR-121751	ENR	Shirley Diaz	1960-11-11	UHC-24783-79	7149270807	6942 Sage Ct Apt 15, Austin, TX, 78743	0.68	Unit split from street Street suffix standardised Address re-cased Placeholder values cleared
ENR-132469	ENR	Theresa A Padilla	1944-12-07	UHC-76628-92	—	5793 Hillcrest Rd Apt 3, Columbus, OH	0.68	Name re-cased Unit split from street ZIP missing Placeholder values cleared
ENR-104687	ENR	Gregory E Austin	1953-06-11	UHC-05709-73	3376217953	1550 Market St # 538, Orlando, FL, 32863	0.68	Two-digit birth year Member ID reformatted Unit split from street Whitespace trimmed
ENR-108895	ENR	Amaanda Evans	2000-03-03	UHC-14543-34	—	3904 Ocean Ave Apt 28, San Diego, CA, 92154	0.68	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed
ENR-140589	ENR	Elizabeth C Gomez	1971-01-28	UHC-07240-65	2184320491	3059 Sunset Blvd Apt 10, Nashville, TN, 37297	0.68	Name split from “Last, First”Date of birth reformatted Unit split from street Whitespace trimmed
ENR-139985	ENR	Stephen Sims	1961-07-13	UHC-38525-74	4468946351	757 Spring St # 451, Columbus, OH, 43239	0.68	Phone reformatted SSN last four extracted Unit split from street Whitespace trimmed
ENR-126968	ENR	Roger K Howard	1981-11-11	UHC-06462-65	5718494467	8865 Bayshore Dr Apt 36, Tampa, FL, 33630	0.68	Phone reformatted Unit split from street Street suffix standardised Address re-cased

3,345 rows, page 50 of 67Previous Next