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 “City re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagCity re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-411638	CLM	Abigail Hill	1992-09-20	—	7665323188	6087 Grand Ave, Charlotte, NC	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-115735	ENR	Emily Z Mills	1939-12-24	UHC-19723-89	7489166156	2201 Union St, Houston, TX, 77061	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
PRV-22032	PRV	Gerald Davis	1959-07-13	—	7918239090	7154 Pine Dr, Tempe, AZ, 85215	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
TPA-57158	TPA	Larua Dunn	—	—	4682295174	7113 Central Ave, Atlanta, GA, 30375	0.62	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+3 more
CLM-414998	CLM	Brenda Martin	1947-08-27	—	—	1423 Forest Ave, Charlotte, NC, 28241	0.62	Name re-cased Date of birth reformatted City re-cased State name converted to code+3 more
PRV-25018	PRV	Philip Mejia	1940-07-22	—	3108702256	6716 Central Ave, Plano, TX, 75019	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
PRV-28945	PRV	Janet Grant	1991-05-18	—	4312737256	7089 Willow Ct, Los Angeles, CA, 90080	0.62	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+3 more
TPA-58926	TPA	Sophia Russell	1999-02-02	—	—	7724 Apache Blvd, Phoenix, AZ, 85020	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-414532	CLM	Pamela Lynch	1939-11-19	UHC-10784-98	7328307891	8061 Sunset Blvd, Tempe, AZ, 85208	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-424055	CLM	Timothy Griffin	—	UHC-74484-31	—	3387 Hillcrest Rd, Austin, TX, 78761	0.62	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+3 more
CLM-401173	CLM	Carl Cole	1943-08-19	UHC-70721-52	—	2452 Oak St, Columbus, OH, 43216	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-27532	PRV	Betty Griffin	1981-06-15	—	7358929307	3605 Washington St, Houston, TX, 77096	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-109427	ENR	Luis G Grant	1973-08-25	UHC-16519-27	7987857678	192 Forest Ave, Eden Prairie, MN, 55358	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-406978	CLM	Ralph Howell	1978-12-28	—	3899958949	6338 Mountain View Dr, Los Angeles, CA, 90030	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-126573	ENR	Mari Peterson	1961-12-26	UHC-50763-19	2748217861	8556 Maple Ave # 499, Plano, TX, 75034	0.62	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
ENR-125397	ENR	Stephen W Grant	1948-05-25	UHC-44427-94	9095161196	2957 Desert Sky Blvd, Las Vegas, NV, 89117	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
TPA-52420	TPA	Grace Rmaos	1989-10-27	—	9412775238	8508 Maple Ave, Minneapolis, MN	0.62	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
CLM-403717	CLM	Willie Le	2006-12-02	UHC-57029-92	4907302785	3352 Forest Ave Apt 16, Las Vegas, NV, 89105	0.62	Name re-cased Phone reformatted Unit split from street City re-cased+3 more
PRV-21312	PRV	Jacob Simpson	2000-01-24	UHC-02926-18	6627987381	4452 Maple Ave, Charlotte, NC, 28267	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-50298	TPA	Frances Dominguez	1956-08-15	—	—	7201 Mountain View Dr, Minneapolis, MN, 55484	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
CLM-411458	CLM	Terry N Arnold	1952-02-27	UHC-57242-43	—	5298 Elm St, Sacramento, CA, 95877	0.62	Name split from “Last, First”Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
ENR-100159	ENR	Nicole Q Mitchell	1954-11-12	UHC-74652-24	9213259177	8002 Oak St, Houston, TX, 77020	0.62	Name split from “Last, First”Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
ENR-130468	ENR	Amy F Pierce	2008-06-28	UHC-06000-21	5972062017	2385 Ocean Ave, Eden Prairie, MN, 55371	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
TPA-53245	TPA	Santiago Morales	2004-08-22	—	—	8916 Meadow Ln, Orlando, FL, 32851	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-420078	CLM	Maidson Flores	—	UHC-58663-08	—	4481 Mountain View Dr, Gilbert, AZ, 85252	0.62	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+3 more
TPA-56761	TPA	Kathy Watkins	1972-05-26	—	8113903013	630 Desert Sky Blvd, Charlotte, NC, 28297	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-134570	ENR	Andrea Elliott	1976-07-09	UHC-77603-42	7937286264	5558 Baseline Rd, Las Vegas, NV, 89192	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-50765	TPA	Anna King	1941-01-11	—	—	251 Main St, Eden Prairie, MN, 55323	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
TPA-55485	TPA	Angela Marquez	2001-07-12	—	2716583170	6514 Harbor Blvd, Austin, TX, 78717	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-134938	ENR	Jullie Hart	1940-08-25	UHC-16029-61	8479969126	3705 Harbor Blvd, Mesa, AZ, 85245	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-126432	ENR	Brian V Reed	1946-07-11	UHC-20399-40	9316226585	5389 Jefferson Ave, Eden Prairie, MN, 55383	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-133927	ENR	Megan D Le	1994-01-18	UHC-47871-36	8174742925	2768 Lake View Rd, Scottsdale, AZ, 85247	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-412282	CLM	Christopher Rivera	—	UHC-38401-49	7849409167	7584 Grand Ave, Tucson, AZ, 85787	0.62	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-129699	ENR	Kathryn Wheeler	1982-04-19	UHC-21918-10	5834311421	1776 Baseline Rd # 456, Las Vegas, NV, 89146	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-115421	ENR	Ryan Riley	1987-02-22	UHC-78345-09	5577288089	592 Sage Ct, Nashville, TN, 37212	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-403014	CLM	Elizabeth Carr	1950-05-12	UHC-31609-62	6666447286	8111 Bayshore Dr, San Antonio, TX, 78246	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-418614	CLM	Rachel Arnold	2006-11-03	UHC-88152-78	—	5388 Highland Ave, Austin, TX, 78705	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-54896	TPA	Wei Carter	1957-07-01	UHC-20693-97	6314239543	3729 Jefferson Ave, Phoenix, AZ, 85007	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-418157	CLM	Christopher Cunningham	1989-03-02	—	—	9136 Apache Blvd, Seattle, WA, 98120	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-432437	CLM	—Junk	1987-08-11	UHC-33009-48	2779075625	5506 Maple Ave, Tucson, AZ, 85742	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
TPA-59811	TPA	Samantha Peters	1997-12-01	—	—	4730 Mountain View Dr, Miami, FL, 33142	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-129236	ENR	Peter F Payen	1995-06-07	UHC-13756-31	2385128845	1995 Park Pl, Houston, TX, 77005	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-124674	ENR	Saamuel U Chavez	1956-10-25	UHC-02927-16	8055948700	2916 Apache Blvd, Glendale, AZ, 85381	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-124313	ENR	Mari O Harper	1941-06-14	UHC-43044-73	8067183814	48 Grand Ave Apt 12, Seattle, WA, 98157	0.62	Name re-cased Two-digit birth year Phone reformatted Unit split from street+3 more
PRV-26207	PRV	Donald Daniels	—	—	6124238839	6814 Valley View Dr, Dallas, TX, 75290	0.62	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-140317	ENR	Teresa Gerza	1971-06-14	UHC-37981-33	4239666146	5421 Lincoln Way, Austin, TX, 78736	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
TPA-55240	TPA	Nicholas Morgan	1977-02-06	—	—	4559 Union St, Sacramento, CA, 95839	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
PRV-28640	PRV	Maria Rose	1968-09-16	—	7594134013	1103 Sunset Blvd, Seattle, WA	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
PRV-26560	PRV	Jacob Wallace	1969-05-04	UHC-66285-29	8632623231	9419 Sage Ct, Minneapolis, MN, 55451	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-53042	TPA	Carol Reed	2001-08-23	—	—	9423 Union St, Austin, TX, 78705	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more

17,850 rows, page 80 of 357Previous Next