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 “Email lower-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagEmail lower-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-101684	ENR	Jefrfey Owens	1957-04-11	UHC-98020-91	—	3213 Spring St, Denver, CO, 80217	0.66	Street suffix standardised Address re-cased State name converted to code Email lower-cased+1 more
ENR-104199	ENR	Roy K Green	1955-10-15	UHC-60747-64	2328719993	8357 Palm Dr, Houston, TX, 77031	0.66	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-118447	ENR	Christina Larson	1995-09-26	UHC-33882-58	3112170105	7029 Market St, Las Vegas, NV, 89190	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-106461	ENR	Bradley W Herrera	1939-02-06	UHC-88293-14	—	9384 Ocean Ave, Sacramento, CA, 95868	0.66	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+1 more
ENR-113387	ENR	Douglas Cole	1958-09-18	UHC-11333-58	5235426565	9589 Maple Ave, Fresno, CA, 93716	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
ENR-113388	ENR	Douglas Cole	1958-09-18	UHC-11333-58	5235426565	9589 Maple Ave, Fresno, CA, 93716	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
ENR-105543	ENR	Anthony Burton	1974-03-27	UHC-92184-55	—	7992 Valley View Dr, Nashville, TN, 37244	0.66	Name re-cased Phone missing area code Member ID reformatted State name converted to code+1 more
ENR-124479	ENR	Jesse Cunningham	1979-01-08	UHC-74903-88	8618908687	8321 Mesa Dr, Dallas, TX, 75224	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-119676	ENR	Mychael S Wagner	1948-10-09	UHC-90968-48	8169647551	4408 Ridge Rd, Eden Prairie, MN, 55304	0.66	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-120478	ENR	Kathryn T Dunn	2003-01-17	UHC-91234-39	7589325966	6922 Park Pl, Denver, CO, 80261	0.66	Phone reformatted SSN last four extracted Email lower-cased Gender normalised+1 more
ENR-114443	ENR	Scott Kennedy	1939-02-22	UHC-52155-54	6838169592	7062 Market St, Plano, TX, 75099	0.66	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+1 more
ENR-130304	ENR	Randy Washington	1980-02-03	UHC-93369-13	3637071896	1243 Maple Ave, Seattle, WA, 98115	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-139500	ENR	William E Ray	1943-10-22	UHC-70885-47	4629397323	3317 Indian School Rd, Glendale, AZ, 85372	0.66	Name split from “Last, First”Phone reformatted ZIP+4 trimmed Email lower-cased+1 more
ENR-128726	ENR	Mary Kelly	—	UHC-83955-93	4249532086	5109 Lake View Rd, Houston, TX, 77029	0.66	Name split from “Last, First”Date of birth unreadable Email lower-cased Plan code upper-cased+1 more
ENR-113424	ENR	Maria Martin	1974-12-05	UHC-06183-65	5267433029	6768 Baseline Rd, Plano, TX, 75081	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-127717	ENR	Michelle L Powell	1966-11-26	UHC-01700-56	8846791047	7546 Ocean Ave, Chandler, AZ, 85269	0.66	Two-digit birth year Phone reformatted Email lower-cased Gender normalised+1 more
ENR-137667	ENR	Jerry I Guerrero	1976-01-23	UHC-49960-30	—	9063 Palm Dr, Seattle, WA, 98115	0.66	Phone missing area code Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-134592	ENR	Mary B Hanson	1958-05-14	UHC-40770-25	4053626007	1207 Mountain View Dr, Plano, TX, 75075	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-115749	ENR	Zachry I Warren	1979-12-05	UHC-78756-44	7182869086	4218 Forest Ave, Tampa, FL, 33688	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
ENR-114640	ENR	Elijah Sullivan	1941-04-26	UHC-16806-79	3495992944	7717 Lake View Rd, Eden Prairie, MN, 55373	0.66	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-101045	ENR	Heather Howard	2007-05-18	UHC-45626-26	5116681722	8262 Harbor Blvd, Glendale, AZ, 85325	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-101704	ENR	Logan Padilla	1976-02-04	UHC-20084-25	5142744796	6627 Apache Blvd, Chandler, AZ, 85245	0.66	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-101694	ENR	Judith Z Aguilar	1940-03-28	UHC-01588-51	2082900874	4131 Mesa Dr, Scottsdale, AZ, 85272	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-141213	ENR	Jerry Roberts	2005-11-21	UHC-19892-59	—	8059 Valley View Dr Apt 13, Scottsdale, AZ, 85272	0.66	Two-digit birth year Unit split from street Email lower-cased Whitespace trimmed+1 more
ENR-111096	ENR	Randy T Fisher	1946-10-27	UHC-12537-46	—	4312 Sage Ct, Minneapolis, MN	0.66	ZIP missing Email lower-cased Gender normalised Whitespace trimmed+1 more
ENR-106550	ENR	Julia Silva	1961-06-28	UHC-78965-73	4274742207	5029 Palm Dr, Tempe, AZ, 85262	0.66	Street suffix standardised Address re-cased Email lower-cased Gender normalised+1 more
ENR-112095	ENR	MJunk	1973-10-03	—	6846278951	147 Canyon Rd, Tampa, FL, 33668	0.66	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-126537	ENR	Christine W Jimenez	2000-08-25	UHC-90658-11	—	7936 Mountain View Dr, Eden Prairie, MN, 55324	0.66	Name split from “Last, First”Two-digit birth year City re-cased State code upper-cased+1 more
ENR-107848	ENR	Ahmed Gibson	1955-01-10	UHC-88536-62	—	5266 Main St, San Diego, CA, 92155	0.66	Name re-cased Two-digit birth year Email lower-cased Gender normalised+1 more
ENR-122945	ENR	Larry Graham	1989-07-18	UHC-76788-10	6874061603	7319 Spring St, Scottsdale, AZ, 85253	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Email lower-cased+1 more
ENR-105618	ENR	Nancy Williams	1978-09-28	UHC-31281-25	2795038535	6471 Forest Ave, San Diego, CA, 92169	0.66	Phone reformatted State name converted to code Email lower-cased Gender normalised+1 more
ENR-143018	ENR	Julie R Ross	1939-11-28	UHC-35911-86	3829562824	7517 Meadow Ln # 182, Chandler, AZ, 85280	0.66	Phone reformatted Unit split from street State name converted to code Email lower-cased+1 more
ENR-114200	ENR	Teeresa Hudson	1994-02-16	UHC-94742-18	3378304076	7336 Mountain View Dr Apt 20, Nashville, TN, 37259	0.66	Name split from “Last, First”Phone reformatted Unit split from street Email lower-cased+1 more
ENR-111000	ENR	Sarah P Greene	2001-06-16	—	9029335743	8369 Canyon Rd, Los Angeles, CA	0.66	Two-digit birth year Phone reformatted ZIP missing Email lower-cased+1 more
ENR-100354	ENR	Daniel Wang	1972-09-13	UHC-64801-14	9435359067	7349 Elm St, Fresno, CA, 93779	0.66	Name re-cased Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-116759	ENR	Priya P Spencer	2007-01-27	UHC-46670-64	9653775496	252 Apache Blvd, Houston, TX, 77015	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Email lower-cased+1 more
ENR-117338	ENR	Emily W Holmes	—	UHC-72045-46	7722675177	1886 Desert Sky Blvd, Scottsdale, AZ, 85216	0.66	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-131762	ENR	Jordan M Wood	1979-07-09	UHC-90845-16	—	289 Lake View Rd, Seattle, WA, 98108	0.66	Two-digit birth year Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-102096	ENR	Arthur X Woods	1949-02-10	UHC-87342-43	5088055760	7951 Canyon Rd Apt 32, Chandler, AZ, 85217	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-119481	ENR	Harold Tuker	1979-09-07	UHC-07451-42	8788124483	5148 Lincoln Way, Minneapolis, MN, 55465	0.66	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-131560	ENR	Joseph Wallace	1976-07-05	UHC-18297-39	—	916 Canyon Rd, Atlanta, GA, 30355	0.66	Name re-cased Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-107992	ENR	Bradley G Carroll	1968-11-05	UHC-64547-12	7646502640	2490 Market St, Glendale, AZ, 85383	0.66	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-104508	ENR	Andrea Scott	1947-02-12	UHC-70977-09	5432865021	2266 Lincoln Way Apt 22, Chandler, AZ, 85274	0.66	Date of birth reformatted Unit split from street Email lower-cased Gender normalised+1 more
ENR-100018	ENR	Sophia I Ramirez	1974-07-12	UHC-63528-88	7196681436	1154 Indian School Rd, Dallas, TX, 75285	0.66	Name split from “Last, First”Phone reformatted SSN last four extracted Email lower-cased+1 more
ENR-130761	ENR	Evelyn Hill	1942-08-03	UHC-49905-98	5399879574	3867 Desert Sky Blvd, San Antonio, TX, 78265	0.66	Phone reformatted ZIP+4 trimmed Email lower-cased Gender normalised+1 more
ENR-138791	ENR	Christtopher Wilson	1946-12-07	UHC-54608-62	6795956001	5634 Washington St, Tucson, AZ, 85776	0.66	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-120158	ENR	Brandon G Watson	1999-08-03	UHC-65481-98	6572449338	3953 River Rd, Fresno, CA, 93756	0.66	Two-digit birth year Phone reformatted City re-cased State name converted to code+1 more
ENR-126304	ENR	Peter V Maldonado	2003-08-14	UHC-36176-16	4602781707	5647 Broadway # 217, Dallas, TX, 75234	0.66	Name split from “Last, First”Phone reformatted Unit split from street Email lower-cased+1 more
ENR-101737	ENR	Carolyn Snyder	1981-08-10	UHC-13237-39	7363917189	6684 Meadow Ln Apt 6, Scottsdale, AZ, 85288	0.66	Name re-cased Unit split from street Email lower-cased Gender normalised+1 more
ENR-128504	ENR	Dennis Morris	1992-03-10	UHC-83204-10	5093429408	1592 Cedar Ln # 237, Seattle, WA, 98162	0.66	Name re-cased Two-digit birth year Unit split from street Email lower-cased+1 more

8,934 rows, page 72 of 179Previous Next