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 “Gender normalised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagGender normalisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-108238	ENR	Vincent Rodriguez	1950-05-23	UHC-00309-05	6636277464	6259 Oak St, Tucson, AZ, 85753	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-126278	ENR	Alexis Weaver	1944-03-20	UHC-87568-87	8559377045	73 Valley View Dr, San Antonio, TX, 78248	0.50	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-123334	ENR	Diae Scmhidt	—	UHC-84210-93	9363624973	9409 Washington St, Gilbert, AZ, 85242	0.50	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+3 more
ENR-132219	ENR	Henry Jackson	—	UHC-50017-20	6045786114	6329 River Rd, Las Vegas, NV, 89123	0.50	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
ENR-127140	ENR	Chritian A Le	1970-07-15	UHC-11475-19	4538368457	544 Central Ave, Seattle, WA, 98133	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-113370	ENR	Patrick J Hoffman	1960-11-21	UHC-10829-67	3153528761	2406 Forest Ave, San Diego, CA, 92106	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-104345	ENR	Ann M Dominguez	1959-12-03	UHC-89013-57	5512054811	2671 Grand Ave, Los Angeles, CA, 90042	0.50	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-139022	ENR	Joseph Brooks	1949-02-20	UHC-78973-47	4986566407	4944 Lake View Rd, Tampa, FL, 33658	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-137293	ENR	Dougles Knight	1967-12-22	UHC-58513-50	6564736279	427 Central Ave, Chandler, AZ, 85241	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-123893	ENR	Ahmed I Adams	2001-12-06	UHC-61442-82	6422262115	3121 Union St Apt 1, Las Vegas, NV, 89139	0.50	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-132161	ENR	Peter Patel	1945-04-20	UHC-99963-63	6857987644	981 Union St, Chandler, AZ, 85264	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-113613	ENR	Emma F Simpson	—	UHC-99558-87	9675875832	3337 Valley View Dr, Scottsdale, AZ, 85291	0.50	Date of birth unreadable Street suffix standardised Address re-cased City re-cased+3 more
ENR-133166	ENR	Lawrence U Gutierrez	1960-06-19	UHC-20067-85	8499569159	7369 Forest Ave, Dallas, TX	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-123121	ENR	Fatima Sanchez	1985-06-10	UHC-51322-71	2204003324	4361 Elm St, Denver, CO, 80238	0.50	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-114028	ENR	Jonathan R Butler	1952-01-17	UHC-31719-37	6366115092	9213 Valley View Dr, Orlando, FL, 32852	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-103161	ENR	Bryan Fernendez	1985-05-08	UHC-38196-01	3716141127	1556 Canyon Rd, Minneapolis, MN, 55432	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-139147	ENR	Sara Simpson	1949-08-27	UHC-10556-56	2433546479	4334 Church St # 863, Tampa, FL	0.50	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-110064	ENR	Christopher Diaz	1940-11-27	UHC-69730-93	4618652343	3368 Oak St, Mesa, AZ, 85218	0.50	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+3 more
ENR-100342	ENR	Sofia Woods	—	UHC-13736-25	6864854897	6262 Forest Ave # 867, Chandler, AZ, 85238	0.50	Name re-cased Date of birth unreadable Phone reformatted Unit split from street+3 more
ENR-135115	ENR	Brian E Stone	1973-10-20	UHC-93876-66	7208577052	1030 Highland Ave, San Diego, CA, 92138	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-136873	ENR	Megan Z Maqruez	1990-06-14	UHC-86538-02	7964673988	4790 Washington St # 163, Mesa, AZ, 85238	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-136874	ENR	Megan Z Maqruez	1990-06-14	UHC-86538-02	7964673988	4790 Washington St # 163, Mesa, AZ, 85238	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-131072	ENR	Philip U Spencer	1953-12-04	UHC-13092-60	6415105709	238 Highland Ave, Tempe, AZ, 85269	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-127943	ENR	Emma Hayes	1947-11-22	UHC-08659-93	4386184440	7363 Cedar Ln, Charlotte, NC, 28215	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-116863	ENR	Eryc Phillips	1951-12-09	UHC-15080-41	6688516313	8796 Ridge Rd, Seattle, WA, 98149	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-102710	ENR	Brian G Hamilton	1940-08-14	UHC-68025-63	—	7947 River Rd # 235, Scottsdale, AZ, 85227	0.50	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-142445	ENR	Judith V Sandoval	1983-09-26	UHC-66168-19	8722459728	5058 Lake View Rd, Charlotte, NC, 28204	0.50	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
ENR-114486	ENR	Amy N Woods	2006-11-16	UHC-17540-27	6198399766	3130 Cedar Ln, Seattle, WA, 98142	0.50	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-104584	ENR	Cynhtia E Gardner	1988-06-20	UHC-10851-35	3278814233	3740 Desert Sky Blvd, Orlando, FL	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-120076	ENR	Carlos U Henderson	1938-09-10	UHC-04658-83	8887734314	3916 Washington St, Plano, TX, 75093	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-120567	ENR	Ronald Hoffman	1958-08-16	UHC-16807-53	9892199266	8607 Ocean Ave, Tucson, AZ	0.50	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-121721	ENR	William Dixon	1965-10-14	UHC-96330-91	4393239148	9245 Pine Dr, Miami, FL	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-103064	ENR	Pamela Jensen	1984-10-04	UHC-45453-81	6344775907	5245 Market St, Las Vegas, NV, 89112	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-137920	ENR	Gary B Wang	1996-04-02	UHC-83488-59	6692870701	8882 Jefferson Ave, Los Angeles, CA, 90014	0.50	Name split from “Last, First”Two-digit birth year Phone reformatted Member ID reformatted+3 more
ENR-105499	ENR	Kevin Baker	2001-01-12	UHC-06930-27	8966871486	9150 Church St, Jacksonville, FL, 32225	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-137014	ENR	Becky C Hamilton	1954-02-23	UHC-26416-03	2155193615	2665 Indian School Rd, Plano, TX, 75019	0.50	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
ENR-103099	ENR	Daniel Williams	1960-04-16	UHC-03175-49	—	2563 Park Pl, Dallas, TX, 75221	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-142303	ENR	Joan Price	1938-10-13	UHC-30347-25	8775217866	5568 River Rd, Seattle, WA, 98144	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-142382	ENR	Anna E Taylor	1988-07-15	UHC-89479-07	3119953168	6456 Mesa Dr, Minneapolis, MN, 55435	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-102172	ENR	Martha D Harrison	1980-03-26	UHC-15211-78	6556061026	7138 Lincoln Way, Denver, CO, 80288	0.50	Name re-cased City re-cased State name converted to code ZIP+4 trimmed+3 more
ENR-107357	ENR	Peter Marquez	1975-02-20	UHC-35980-72	—	4952 Jefferson Ave, Jacksonville, FL, 32285	0.50	Name split from “Last, First”Street suffix standardised Address re-cased Email lower-cased+3 more
ENR-142936	ENR	Elijah Hudson	1984-06-27	UHC-37723-85	3127262858	3818 Sage Ct, Phoenix, AZ, 85000	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-114230	ENR	Jerry G Phillips	1991-05-02	UHC-17758-10	2074126546	1057 Meadow Ln, Charlotte, NC, 28280	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-137575	ENR	Christina P Mitchell	1960-10-28	UHC-77759-59	5852691353	228 Union St, Jacksonville, FL	0.50	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-134386	ENR	Samuel G George	2008-12-03	UHC-58433-14	9597748178	2754 Cedar Ln, Denver, CO, 80222	0.50	Name re-cased Two-digit birth year Phone reformatted State name converted to code+3 more
ENR-125611	ENR	Kelly V Greene	1963-12-04	UHC-79987-73	3306264325	6586 Market St, Las Vegas, NV	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-117609	ENR	Russell S Bailey	1987-04-01	UHC-87909-52	4224240293	4758 Maple Ave, Chandler, AZ, 85276	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-141970	ENR	Emily O Taylor	1946-06-08	UHC-53019-81	4834410960	6234 Elm St Apt 35, Charlotte, NC, 28238	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
ENR-113532	ENR	Megan T Garcia	1979-11-28	UHC-85835-94	8296506587	9530 Forest Ave, Austin, TX, 78723	0.50	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
ENR-134082	ENR	Melissa S Hicks	1954-01-18	UHC-05893-60	7853754493	8011 Central Ave, Tempe, AZ, 85266	0.50	Middle initial moved out of first name Date of birth reformatted Phone reformatted City re-cased+3 more

7,326 rows, page 27 of 147Previous Next