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

All sources, 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
TPA-52648	TPA	Cheryl Torres	1995-02-26	—	8975129326	3902 Baseline Rd, Gilbert, AZ, 85223	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-408057	CLM	Gabbriel F Burns	1949-04-05	UHC-23008-39	9409419965	5336 Apache Blvd, Jacksonville, FL, 32297	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-130199	ENR	Donald C Taylor	1954-01-16	UHC-50814-99	2602463373	8960 Highland Ave, Fresno, CA, 93752	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-27274	PRV	Benjamin Alvarado	1960-08-19	UHC-00426-39	6566811955	8188 Mesa Dr, Sacramento, CA, 95826	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-426276	CLM	Christopher Robinson	1990-04-22	—	—	2661 Valley View Dr, Los Angeles, CA, 90006	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-403395	CLM	Ahmed Y Ferguson	1965-04-04	—	—	7654 Valley View Dr, Charlotte, NC, 28282	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-424421	CLM	Dorothy Harvey	2002-08-24	UHC-41546-10	3136040690	4150 Apache Blvd, Glendale, AZ, 85322	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-112048	ENR	Robert Piarce	1989-03-04	UHC-97744-57	2443713021	3041 Hillcrest Rd, Houston, TX, 77072	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-107750	ENR	Ryan U Fox	1980-04-19	UHC-40849-31	5942004167	6203 Highland Ave, Houston, TX, 77095	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-23524	PRV	Kathryn X Lopez	2001-01-08	—	9363317270	2249 Valley View Dr, Scottsdale, AZ, 85265	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-416504	CLM	Joan Price	1950-03-25	UHC-71246-26	2766218860	390 Park Pl, Columbus, OH, 43262	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-432827	CLM	Zachary Mendez	2003-01-26	UHC-28618-02	8337141304	8894 Lake View Rd, Atlanta, GA, 30373	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-423010	CLM	Carolyn Long	1977-07-03	UHC-14882-88	9728219166	9864 Desert Sky Blvd, San Diego, CA, 92188	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-25250	PRV	Mariana Ryan	1955-05-09	—	—	2596 Valley View Dr, Plano, TX, 75082	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-413450	CLM	Samantha Obrien	1965-02-22	UHC-10855-85	8708411422	6785 Oak St, Seattle, WA, 98136	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
TPA-56826	TPA	Priya Ray	1962-05-28	UHC-58523-45	—	7268 Cedar Ln, Gilbert, AZ, 85287	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-425662	CLM	Benjamin Turner	1986-11-22	—	—	8717 Desert Sky Blvd, San Antonio, TX, 78209	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-125540	ENR	Peter D Schultz	1942-11-23	—	6076968799	4316 Canyon Rd, Austin, TX, 78743	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-138257	ENR	Teresa Sims	1970-02-08	UHC-19809-99	7496542572	9686 Indian School Rd, Los Angeles, CA, 90042	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-125554	ENR	Jacob E Jacobs	2002-01-06	UHC-55658-02	2123563818	2374 Jefferson Ave, Columbus, OH, 43296	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-129906	ENR	Stephanie Payne	1974-07-04	UHC-82530-78	2415154803	640 Indian School Rd, Fresno, CA, 93722	0.64	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+2 more
CLM-429667	CLM	Christine R Snyder	1993-04-25	UHC-52575-45	3894015876	5818 River Rd, Gilbert, AZ	0.64	Name re-cased Phone reformatted ZIP missing Gender normalised+2 more
ENR-123237	ENR	Nancy T Williams	1983-09-13	UHC-38414-77	3487983527	4029 Harbor Blvd, Dallas, TX, 75225	0.64	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+2 more
CLM-406782	CLM	Billly Perez	1978-10-05	—	2562963049	6069 Mesa Dr, Gilbert, AZ, 85202	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-137478	ENR	Bryan A Chen	1982-03-02	—	8227558947	7926 Park Pl, Miami, FL, 33141	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-417124	CLM	Wayne Moris	1984-06-07	UHC-85819-24	8166404542	3686 Main St, Charlotte, NC, 28267	0.64	Name split from “Last, First”Date of birth reformatted City re-cased Gender normalised+2 more
CLM-429045	CLM	Kyle Howell	1986-12-25	—	3252676589	274 Highland Ave, Miami, FL	0.64	Date of birth reformatted Phone reformatted ZIP missing Gender normalised+2 more
ENR-113998	ENR	William Carter	1942-12-19	UHC-32278-12	2973731963	6526 Forest Ave, Eden Prairie, MN, 55348	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-102150	ENR	Cynthia Collins	1969-02-09	UHC-47152-16	—	3512 Hillcrest Rd, Minneapolis, MN, 55427	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-421981	CLM	Grace Stephens	1956-03-05	UHC-10502-17	—	1151 Palm Dr, San Antonio, TX, 78266	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-114159	ENR	Frances R Long	1996-12-22	UHC-55115-27	—	112 Central Ave, Denver, CO, 80260	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-107138	ENR	Sara Patel	—	UHC-48728-33	7678398428	1780 Baseline Rd, Tucson, AZ, 85768	0.64	Date of birth unreadable Phone reformatted Member ID reformatted City re-cased+2 more
ENR-102320	ENR	Jerry Wells	1955-10-03	UHC-89457-92	6202209872	3232 Main St, Glendale, AZ, 85303	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
TPA-60386	TPA	Thomas Day	—	—	—	2133 Broadway, Las Vegas, NV, 89109	0.64	Name re-cased Date of birth unreadable City re-cased Gender normalised+2 more
TPA-60581	TPA	Juan Cooper	1950-04-20	—	4658076511	3666 Sage Ct, San Diego, CA, 92199	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-413803	CLM	Henry Johnsun	1982-05-24	—	7369763592	8640 Willow Ct, Tucson, AZ, 85757	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-101646	ENR	Mark R McDonald	1989-02-06	UHC-69783-42	8548300320	1238 Park Pl, Seattle, WA, 98192	0.64	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-102914	ENR	Vazquez Ana	1950-08-01	UHC-27900-79	—	9588 Highland Ave, Gilbert, AZ, 85295	0.64	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-104683	ENR	Peter I Rose	1939-04-16	UHC-46761-66	7494000201	7632 Maple Ave, Sacramento, CA, 95884	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-125781	ENR	Debra Kelley	1975-12-19	UHC-04884-36	4522111602	1550 Sage Ct, San Antonio, TX, 78254	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-139616	ENR	Philip Olson	2007-09-07	UHC-22797-90	8858086728	4297 Indian School Rd, Nashville, TN, 37257	0.64	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+2 more
ENR-108254	ENR	Donald W Walsh	1951-05-07	UHC-49555-07	8584013690	7131 Spring St, Denver, CO, 80243	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-423403	CLM	Carolyn Martin	1986-03-17	—	4282790462	5919 Church St, Plano, TX	0.64	Date of birth reformatted Phone reformatted ZIP missing Gender normalised+2 more
CLM-402597	CLM	Jerry Carlson	1947-08-04	—	9233213788	—	0.64	Name re-cased Two-digit birth year Phone reformatted Gender normalised+2 more
TPA-54663	TPA	Vicoria Contreras	1974-07-19	—	—	7228 Baseline Rd, Orlando, FL, 32817	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-129442	ENR	Kyle X Bryant	1942-09-01	UHC-21813-44	8835139474	719 Apache Blvd, Miami, FL, 33119	0.64	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
TPA-62118	TPA	Christian Holmes	1951-08-01	—	5494875285	4067 Highland Ave, Minneapolis, MN, 55474	0.64	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-122759	ENR	Willie Hawkins	1985-04-09	UHC-80056-20	7353611040	655 Indian School Rd, San Antonio, TX, 78209	0.64	Date of birth reformatted Phone reformatted State name converted to code Email lower-cased+2 more
ENR-101281	ENR	Camila Rogers	2004-02-15	UHC-70835-52	8248373567	811 Hillcrest Rd, Miami, FL, 33103	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-22464	PRV	Janet Holmes	2001-05-05	UHC-27263-09	7608132571	5096 River Rd, Las Vegas, NV, 89148	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more

16,828 rows, page 174 of 337Previous Next