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

Claims, flag “Date of birth reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-432041	CLM	Santiago B Burton	1998-05-26	—	4428302308	3029 Willow Ct, Orlando, FL, 32897	0.78	Date of birth reformatted City re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-413397	CLM	Alice Welch	1956-09-18	UHC-35128-70	2312301239	—	0.78	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+1 more
CLM-422273	CLM	James Hanson	1984-11-23	UHC-90765-54	6222528462	6778 Ocean Ave, Miami, FL, 33117	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-428445	CLM	Mike Holmes	1999-05-15	—	4726286045	6651 Broadway, Dallas, TX, 75263	0.78	Date of birth reformatted Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-422609	CLM	Mateo Mason	1980-12-10	UHC-25227-24	6164781290	8867 Forest Ave, Miami, FL, 33154	0.78	Name split from “Last, First”Date of birth reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-426892	CLM	Jason V Murray	1991-08-18	—	5795572501	6816 Willow Ct, Charlotte, NC, 28277	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-411015	CLM	Brittany E Ellyott	1979-05-06	—	5669263223	9358 Pine Dr, Miami, FL, 33137	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-404193	CLM	Mei Morris	1961-01-21	UHC-84477-97	7234983223	4799 Central Ave, Sacramento, CA, 95860	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-418323	CLM	Omar Moore	2004-07-06	UHC-47663-42	2598112902	6676 Central Ave, Columbus, OH, 43232	0.78	Date of birth reformatted Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-425331	CLM	Pamela Wilsno	1970-02-07	UHC-86455-03	4312669135	1186 Church St, Orlando, FL, 32888	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-430396	CLM	Margaret I Jordan	1985-06-26	—	—	4851 Harbor Blvd, Denver, CO, 80295	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-415600	CLM	Aisha G Anderson	1978-10-20	—	2567460705	2830 Indian School Rd, Plano, TX, 75054	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-430467	CLM	Lisa Jordan	1958-04-04	—	—	4816 Union St, Houston, TX, 77075	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-413673	CLM	Jerry Phillips	1959-10-23	—	8419976554	—	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-409074	CLM	Theresa Cunningham	2004-01-18	UHC-57506-28	—	8763 Washington St, Tempe, AZ, 85277	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-431188	CLM	Terry Williams	1939-10-17	—	8036281479	2679 Ocean Ave, Glendale, AZ, 85377	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-412428	CLM	Jason S Wang	1998-11-22	—	—	6287 Washington St, Houston, TX, 77024	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-419570	CLM	Jordan Carpenter	1977-03-17	UHC-22832-79	—	7257 Mesa Dr, Phoenix, AZ, 85088	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-414538	CLM	Joyce Tran	1939-04-24	UHC-45030-13	5446290568	3124 Grand Ave Apt 20, Miami, FL, 33162	0.78	Date of birth reformatted Phone reformatted Member ID reformatted Unit split from street+1 more
CLM-432201	CLM	Mary Mason	1942-05-25	UHC-32557-02	—	3145 Main St, Fresno, CA, 93784	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-411342	CLM	Olivia Stewart	1941-01-24	UHC-02547-28	3936349878	2403 Valley View Dr, Gilbert, AZ, 85278	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-411341	CLM	Billy Hansen	1960-03-13	—	—	8826 Grand Ave, San Diego, CA, 92132	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-408082	CLM	Ranyd Wood	1981-05-19	—	—	—	0.78	Name re-cased Date of birth reformatted Phone missing area code Whitespace trimmed+1 more
CLM-415500	CLM	Sharon Z Simmons	2005-02-04	—	—	3873 Hillcrest Rd, Miami, FL, 33126	0.78	Date of birth reformatted City re-cased State name converted to code Whitespace trimmed+1 more
CLM-420519	CLM	Omar Mers	1958-06-01	—	8105323943	134 Church St, Mesa, AZ, 85221	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-425408	CLM	Kelly Herrera	1953-01-10	UHC-57765-55	4074771215	2612 Canyon Rd, Austin, TX, 78750	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-427244	CLM	Stephen Carter	1945-09-16	UHC-47675-96	—	8200 Pine Dr, Tempe, AZ, 85245	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-426541	CLM	Douglas Harris	1965-08-21	UHC-03403-79	—	4687 Main St, Nashville, TN, 37255	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-403348	CLM	Bobby Martinez	1963-09-25	UHC-40996-21	—	2620 Baseline Rd, Minneapolis, MN, 55404	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-407919	CLM	Debra Price	1948-07-26	UHC-28103-90	4333085023	7061 Willow Ct, Houston, TX, 77082	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-420234	CLM	Karen Q Ruiz	1943-08-01	—	9193230121	5995 Sage Ct, Austin, TX, 78782	0.78	Date of birth reformatted Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-426386	CLM	Linda L Washington	1939-08-23	—	2757623820	5949 Sage Ct, Houston, TX, 77073	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-407731	CLM	Beverly G Padilla	1954-10-26	—	—	6136 Park Pl, Mesa, AZ, 85225	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
CLM-409365	CLM	Timothy Crawford	1970-08-17	UHC-33870-20	—	2957 Cedar Ln, Glendale, AZ, 85395	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-404427	CLM	Christina Castro	1973-09-16	UHC-59692-44	—	1514 Church St, Jacksonville, FL, 32245	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-412150	CLM	Nicholas Carter	2006-12-16	UHC-96506-93	—	2576 Sunset Blvd, Glendale, AZ, 85359	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-424646	CLM	Patricia Oliver	1973-09-07	UHC-40076-91	—	6650 Harbor Blvd, Scottsdale, AZ, 85299	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-418009	CLM	Sophia U Butler	1987-10-25	UHC-99861-22	—	8857 Washington St, Orlando, FL, 32847	0.78	Name re-cased Date of birth reformatted City re-cased State name converted to code+1 more
CLM-429637	CLM	Scott V Mason	1974-04-01	UHC-40347-24	—	6312 Grand Ave, Columbus, OH, 43228	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-407851	CLM	Alexander Perry	1975-08-25	UHC-24848-99	—	—	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
CLM-405328	CLM	Rooger Russell	1991-12-20	UHC-08254-81	8268797183	5731 Hillcrest Rd, Houston, TX, 77017	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-431265	CLM	Thomas Luna	1997-10-20	—	8886275690	4011 Main St, Orlando, FL, 32803	0.78	Date of birth reformatted Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-424968	CLM	Joseph R Contreras	1980-06-14	—	6353507071	5165 Lincoln Way, Tampa, FL, 33637	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-421598	CLM	Jacob Ramirez	1979-06-01	—	2072070968	6959 Willow Ct, Tempe, AZ, 85296	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-410061	CLM	Jerry Flores	1995-09-19	—	—	9045 Indian School Rd, Glendale, AZ, 85390	0.78	Name re-cased Date of birth reformatted State name converted to code Whitespace trimmed+1 more
CLM-421371	CLM	Carolyn Park	1956-12-06	UHC-04264-59	—	—	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
CLM-413658	CLM	Frances Hayes	1985-11-06	UHC-79363-79	7984806181	8483 Ridge Rd, Sacramento, CA, 95886	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-415965	CLM	Logan Rivera	1976-05-01	UHC-27810-95	—	8658 Elm St, Phoenix, AZ, 85060	0.78	Name re-cased Date of birth reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-401571	CLM	David Graham	2003-09-12	UHC-28829-66	9077284379	2470 Lincoln Way # 239, Plano, TX, 75031	0.78	Name re-cased Date of birth reformatted Unit split from street Whitespace trimmed+1 more
CLM-427565	CLM	Brian Patel	1955-12-13	—	8403111600	2765 Lincoln Way, Charlotte, NC, 28200	0.78	Date of birth reformatted Phone reformatted State name converted to code Whitespace trimmed+1 more

10,559 rows, page 109 of 212Previous Next