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 split from “Last, First””, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName split from “Last, First”Clear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-110396	ENR	Alice Hayes	2000-06-23	UHC-80765-96	3306052236	8618 Washington St, San Diego, CA, 92129	0.68	Name split from “Last, First”Phone reformatted Gender normalised Placeholder values cleared
ENR-110397	ENR	Alice Hayes	2000-06-23	UHC-80765-96	3306052236	8618 Washington St, San Diego, CA, 92129	0.68	Name split from “Last, First”Phone reformatted Gender normalised Placeholder values cleared
ENR-128833	ENR	Mason Sanchez	1944-03-26	UHC-88232-95	—	3167 Market St, Las Vegas, NV, 89174	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
ENR-139088	ENR	Ruth Holmes	1960-03-06	UHC-24470-39	7423183301	2938 Lincoln Way, Chandler, AZ, 85281	0.68	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased
ENR-140282	ENR	Wayne Reed	1949-07-04	UHC-80993-98	7133909503	4643 Hillcrest Rd, Tempe, AZ, 85200	0.68	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased
ENR-140283	ENR	Wayne Reed	1949-07-04	UHC-80993-98	7133909503	4643 Hillcrest Rd, Tempe, AZ, 85200	0.68	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased
ENR-135756	ENR	Harold Black	1953-02-20	UHC-08811-16	7536522416	1814 Lincoln Way, San Diego, CA, 92187	0.68	Name split from “Last, First”Phone reformatted SSN last four extracted Email lower-cased
ENR-124169	ENR	Danielle Y Roe	1971-07-11	UHC-66971-20	9144640544	3432 Forest Ave, Plano, TX, 75096	0.68	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased
ENR-140785	ENR	Bobby S Alexander	1979-07-27	UHC-60752-33	6029723371	4516 Bayshore Dr, Orlando, FL, 32858	0.68	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased
ENR-130412	ENR	Mark Q Howell	2000-10-15	UHC-59331-75	5226252989	8095 Bayshore Dr, San Diego, CA, 92135	0.68	Name split from “Last, First”Phone reformatted Email lower-cased Gender normalised
ENR-106513	ENR	Zachary Ortega	1947-11-11	UHC-23727-64	7013107629	7811 Washington St, Fresno, CA, 93778	0.68	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased
ENR-129427	ENR	Natalie R Myers	2006-05-19	UHC-44376-50	6615760051	5100 Main St, Miami, FL, 33128	0.68	Name split from “Last, First”Two-digit birth year State code upper-cased Whitespace trimmed
ENR-104966	ENR	Stephaine G Carlson	1977-04-16	UHC-71608-01	4889817882	9790 Cedar Ln, Gilbert, AZ, 85205	0.68	Name split from “Last, First”Date of birth reformatted Phone reformatted SSN last four extracted
ENR-128597	ENR	Marilyn D Chapman	1992-01-07	UHC-95524-19	5165017399	6465 Desert Sky Blvd, Houston, TX, 77071	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed
ENR-122095	ENR	Brittany R Freeman	2007-03-10	UHC-48392-25	7254740628	8544 Valley View Dr, Denver, CO, 80208	0.68	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased
ENR-104729	ENR	Justin K Fox	1999-09-25	UHC-85137-13	—	5157 Cedar Ln, Nashville, TN, 37248	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
ENR-134933	ENR	Jesse P Moreno	1941-07-17	UHC-10876-97	—	2244 Harbor Blvd, San Diego, CA, 92172	0.68	Name split from “Last, First”Phone missing area code Email lower-cased Whitespace trimmed
ENR-117786	ENR	Doris J Daniels	1973-07-21	UHC-54276-38	5033760705	2694 Ocean Ave, Fresno, CA, 93714	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Email lower-cased
ENR-125241	ENR	Judith W Herrera	2000-05-21	UHC-70889-46	5244278363	1589 Meadow Ln, Austin, TX, 78752	0.68	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased
ENR-101786	ENR	Gloria Bowman	1938-09-24	UHC-19730-06	2446769447	4761 Elm St, Miami, FL, 33184	0.68	Name split from “Last, First”Phone reformatted State code upper-cased Gender normalised
ENR-133026	ENR	Justni Montgomery	1946-04-08	UHC-40036-63	2729326714	6268 Cedar Ln, Los Angeles, CA, 90091	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed
ENR-141671	ENR	Jose Q Rodriguez	1970-01-05	UHC-27459-40	5206882218	6126 Camelback Rd, Houston, TX, 77074	0.68	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased
ENR-102441	ENR	Lucia Campbell	1947-06-23	UHC-88386-26	—	3984 Broadway, Glendale, AZ, 85382	0.68	Name split from “Last, First”Phone missing area code Member ID reformatted Address re-cased
ENR-123097	ENR	Marilyn S King	1970-10-14	UHC-52925-80	—	7092 Pine Dr, Houston, TX, 77078	0.68	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased
ENR-142227	ENR	Arjun E Harris	1956-09-01	UHC-30276-02	6762220766	8466 Apache Blvd, Minneapolis, MN, 55486	0.68	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased
ENR-108224	ENR	Fatima K Nguyen	1965-07-25	UHC-99893-15	2286079747	8557 Camelback Rd, Miami, FL, 33104	0.68	Name split from “Last, First”Phone reformatted ZIP+4 trimmed Plan code upper-cased
ENR-109906	ENR	Larry X Ortega	1967-02-18	UHC-85464-51	8462904302	2939 Sage Ct, Plano, TX, 75014	0.68	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased
ENR-106536	ENR	Harold F Weber	1978-05-20	UHC-31261-98	8367143708	6327 Elm St, Tempe, AZ, 85236	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed
ENR-140519	ENR	Michael A Padilla	1982-03-20	UHC-55203-13	9507622111	8386 Pine Dr, Miami, FL, 33136	0.68	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased
ENR-107591	ENR	Carl C Silva	1973-05-06	UHC-81611-01	—	7969 Lincoln Way, Denver, CO, 80293	0.68	Name split from “Last, First”Date of birth reformatted Gender normalised Whitespace trimmed
ENR-111303	ENR	Juhn Hudson	1999-01-25	UHC-10482-82	—	9203 Broadway, Miami, FL, 33199	0.68	Name split from “Last, First”Phone missing area code Whitespace trimmed Placeholder values cleared
ENR-118470	ENR	Collins T Natalie	1957-07-26	UHC-61521-40	4856365413	8209 River Rd, Las Vegas, NV	0.68	Name split from “Last, First”Phone reformatted City re-cased ZIP missing
ENR-113599	ENR	Keith A Torres	1955-12-22	UHC-89886-91	—	8102 Main St, Houston, TX, 77018	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed
ENR-124199	ENR	Michelle O Hill	1945-11-05	UHC-12950-32	2195916327	7958 Park Pl, Sacramento, CA, 95860	0.68	Name split from “Last, First”Date of birth reformatted Phone reformatted State name converted to code
ENR-135249	ENR	Jordan Ferguson	1942-06-09	UHC-68665-03	3254919247	6753 Sage Ct, Seattle, WA	0.68	Name split from “Last, First”Phone reformatted City re-cased ZIP missing
ENR-121958	ENR	Jonathan M Dunnn	1942-10-25	UHC-19168-37	3582511527	7019 Union St, Jacksonville, FL, 32255	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
ENR-118526	ENR	Andrea Z Hunt	1980-01-21	UHC-49474-85	7233311893	354 Lincoln Way, Scottsdale, AZ	0.68	Name split from “Last, First”Phone reformatted ZIP missing Whitespace trimmed
ENR-131086	ENR	Ronald C Lee	1992-01-02	UHC-60511-78	4692263918	4093 Ocean Ave, San Antonio, TX, 78206	0.68	Name split from “Last, First”Phone reformatted State name converted to code Placeholder values cleared
ENR-129527	ENR	Lori Wang	1973-04-24	UHC-32944-06	2679288761	3476 Park Pl Apt 30, Nashville, TN, 37295	0.68	Name split from “Last, First”Phone reformatted Unit split from street Whitespace trimmed
ENR-112949	ENR	Ruth O Cole	1966-12-16	UHC-17849-48	6157496335	2598 Broadway, Jacksonville, FL, 32232	0.68	Name split from “Last, First”Two-digit birth year Phone reformatted Placeholder values cleared
ENR-103388	ENR	Kelly Lawson	1976-01-10	UHC-63912-15	8888384992	2654 Sunset Blvd, Miami, FL, 33192	0.68	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased
ENR-126916	ENR	Robert G Knight	2008-07-21	UHC-16048-80	4059524641	2299 Lincoln Way, Miami, FL, 33146	0.68	Name split from “Last, First”Phone reformatted ZIP+4 trimmed Whitespace trimmed
ENR-111197	ENR	Philip U Carlson	1949-02-09	UHC-39625-55	4673875117	7382 Highland Ave, Tempe, AZ, 85258	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
ENR-119502	ENR	Ronald X Reid	1978-09-11	UHC-15374-37	8807949813	3966 Mountain View Dr, Austin, TX, 78799	0.68	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised
ENR-134766	ENR	Tyler O Reyes	1978-09-23	UHC-36619-57	4789038854	4440 Maple Ave, Orlando, FL, 32849	0.68	Name split from “Last, First”Two-digit birth year Phone reformatted Whitespace trimmed
ENR-141436	ENR	Margaret Ortiz	1991-11-07	UHC-72001-53	4307127063	3380 Mesa Dr, Houston, TX, 77053	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed
ENR-138409	ENR	Kayla B Dominguez	2005-12-04	UHC-24025-42	7923689334	9187 Hillcrest Rd, Mesa, AZ, 85231	0.68	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased
ENR-126991	ENR	Mariana Z Cooper	1991-01-18	UHC-00105-56	4358986576	3910 Willow Ct, Seattle, WA, 98127	0.68	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased
ENR-121972	ENR	Juan T Richards	1968-07-12	UHC-31607-39	—	5895 Church St, Glendale, AZ, 85384	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
ENR-116105	ENR	Ahmed Matthews	1947-05-11	UHC-67757-69	—	2473 Oak St, Tampa, FL, 33649	0.68	Name split from “Last, First”Date of birth reformatted ZIP+4 trimmed Whitespace trimmed

4,309 rows, page 62 of 87Previous Next