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 “Placeholder values cleared”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlaceholder values clearedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-423149	CLM	Meagn Thompson	2007-01-06	UHC-08534-97	7453777462	9786 Union St, Orlando, FL, 32896	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-404828	CLM	Frank Hunter	1955-09-25	UHC-53273-91	—	3716 Lake View Rd, Sacramento, CA, 95816	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-127080	ENR	Theresa Green	1965-10-27	UHC-90230-78	3037512221	949 Canyon Rd, San Diego, CA, 92115	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-421137	CLM	Janice Yang	1995-11-06	UHC-21909-10	3522772406	1511 Valley View Dr, Austin, TX, 78751	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-429353	CLM	—Junk	1999-03-05	—	8085122748	5971 Camelback Rd, San Diego, CA, 92156	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-22364	PRV	Christine Chen	1943-01-02	—	9012937786	7525 Apache Blvd, Atlanta, GA, 30397	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-62653	TPA	Martha Davis	1983-01-03	—	7237325112	1368 Harbor Blvd, San Antonio, TX, 78271	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-24588	PRV	Ethan Welch	1991-03-18	UHC-78275-78	6135024126	3867 Highland Ave, Miami, FL, 33199	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-430840	CLM	Jerry T Banks	1945-09-20	UHC-69891-94	—	249 Oak St, Columbus, OH, 43202	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-115041	ENR	Harold Nguyen	1994-06-13	UHC-06434-75	3292291517	4469 Union St, Plano, TX, 75049	0.60	Name re-cased Phone reformatted SSN last four extracted City re-cased+4 more
PRV-23645	PRV	Dan Franklin	1938-08-17	UHC-66712-48	8427291442	4019 Mountain View Dr Apt 13, Atlanta, GA, 30340	0.60	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
TPA-50198	TPA	Mei Harvey	1954-12-02	—	—	4291 Harbor Blvd Apt 12, Orlando, FL	0.60	Name re-cased Date of birth reformatted Unit split from street City re-cased+4 more
CLM-421790	CLM	Stephen Mills	2006-12-22	UHC-24932-16	—	2771 Willow Ct, Nashville, TN, 37245	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-123093	ENR	Arjun G Hall	2002-03-11	UHC-12634-22	2567233942	663 Jefferson Ave, Minneapolis, MN, 55448	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-417622	CLM	Austin Matthews	1990-10-24	—	—	7181 River Rd # 440, San Diego, CA, 92180	0.60	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
TPA-61276	TPA	Peter Cunningham	1949-04-19	UHC-72694-61	4467887589	331 Church St, Nashville, TN, 37293	0.60	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+4 more
CLM-428984	CLM	Michelle Perry	1948-10-24	UHC-36131-73	5874278091	4869 Hillcrest Rd, Chandler, AZ, 85286	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-24132	PRV	Carlos U Daniels	1943-06-12	—	4954171444	7763 Main St, Gilbert, AZ, 85218	0.60	Phone reformatted Street suffix standardised Address re-cased City re-cased+4 more
ENR-114224	ENR	Bruce V Little	1941-07-05	UHC-76002-34	7512608776	2833 Sunset Blvd, San Diego, CA, 92115	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-140298	ENR	Donna O Burton	2002-06-16	UHC-38505-42	2856003710	8162 Mesa Dr Apt 27, Tampa, FL, 33697	0.60	Phone reformatted Unit split from street Street suffix standardised Address re-cased+4 more
CLM-401211	CLM	Deb Castro	1946-08-12	UHC-70408-64	8839312541	2479 Baseline Rd, Chandler, AZ, 85238	0.60	Member ID reformatted Street suffix standardised Address re-cased City re-cased+4 more
CLM-427311	CLM	Douglas Edwards	1996-09-28	UHC-70622-63	4089910490	3670 Desert Sky Blvd, Mesa, AZ, 85233	0.60	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-108519	ENR	Steven Schmidt	1995-02-05	UHC-49596-79	7397263855	8944 Central Ave, Orlando, FL, 32870	0.60	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+4 more
PRV-21912	PRV	Joan Estrada	1989-09-22	—	7264451391	5173 Highland Ave, Nashville, TN, 37298	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-400867	CLM	Zachary Geoge	1999-07-23	UHC-99695-66	9389999112	6658 Central Ave, Fresno, CA, 93763	0.60	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
TPA-54509	TPA	Wei Berry	1983-09-09	—	—	1615 Indian School Rd, Eden Prairie, MN, 55342	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-431687	CLM	Andrew Q Marshall	1982-04-17	UHC-95340-43	7443086912	6828 Meadow Ln, San Diego, CA, 92120	0.60	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+4 more
ENR-140349	ENR	Judy T Knight	—	UHC-66791-46	6213498511	1771 Ridge Rd, Scottsdale, AZ, 85284	0.60	Date of birth missing Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-430674	CLM	Wayne Reed	1949-07-04	—	—	4643 Hillcrest Rd, Tempe, AZ, 85200	0.60	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
ENR-133132	ENR	Joan L Murphy	2000-05-01	UHC-51326-26	—	4518 Sage Ct, Jacksonville, FL	0.60	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
ENR-119772	ENR	Jeremy Franklin	1984-05-15	UHC-73727-24	2798306573	4598 Canyon Rd, Tempe, AZ, 85243	0.60	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-412914	CLM	Margaret Duncan	1950-08-15	—	—	569 Market St, Tampa, FL, 33643	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-124745	ENR	Ethan Perry	2007-06-27	UHC-68803-96	—	124 Park Pl, Eden Prairie, MN, 55357	0.60	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+4 more
TPA-54048	TPA	Lauren K Sullivan	1986-10-09	—	8836385689	381 Park Pl, Tampa, FL, 33697	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-141377	ENR	Evelyn M Moore	1955-08-25	—	4022847451	7193 Elm St, Atlanta, GA, 30339	0.60	Phone reformatted Street suffix standardised Address re-cased City re-cased+4 more
CLM-426965	CLM	Keith Collins	1972-06-21	UHC-22597-64	6765631419	2439 Mesa Dr, Los Angeles, CA, 90053	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-133861	ENR	Joe Ford	1948-09-25	UHC-81018-84	5497989992	6634 Canyon Rd, Minneapolis, MN, 55415	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-102521	ENR	Carol U Richardson	2001-02-20	UHC-63269-96	3386124631	350 River Rd # 191, Orlando, FL, 32896	0.60	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-128608	ENR	Charles O Fuller	1942-11-20	UHC-40826-72	2699632658	227 River Rd, Charlotte, NC, 28221	0.60	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
PRV-29066	PRV	Aaron Freeman	1945-07-07	—	9792565843	6995 Oak St, Mesa, AZ, 85216	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-426320	CLM	Abby O Price	1964-04-17	UHC-79699-27	—	2730 Desert Sky Blvd, Tempe, AZ, 85245	0.60	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
TPA-58799	TPA	Douglas Luna	1990-11-25	—	3367183888	8652 Willow Ct, Atlanta, GA, 30367	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-111098	ENR	James Burke	1947-01-12	UHC-47425-07	7486023083	6978 Forest Ave, San Diego, CA, 92128	0.60	Phone reformatted Street suffix standardised Address re-cased City re-cased+4 more
CLM-416121	CLM	Henry Kennedy	1990-11-13	UHC-66605-39	9149678015	9248 Palm Dr, Sacramento, CA, 95860	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-109864	ENR	Samantha L Perez	1996-03-25	UHC-74382-23	6823511706	5062 Ridge Rd, Houston, TX, 77040	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-410919	CLM	Ashleey F Espinoza	1996-03-07	—	5978885504	4517 Ocean Ave, Glendale, AZ, 85308	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-412483	CLM	Wayne A Sankhez	1962-10-15	UHC-45559-54	2393987526	8639 Cedar Ln Apt 19, Las Vegas, NV, 89126	0.60	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-133594	ENR	Amy M Ruiz	1999-10-06	—	2805193147	2277 Highland Ave, Eden Prairie, MN, 55333	0.60	Name re-cased Street suffix standardised Address re-cased State name converted to code+4 more
CLM-428751	CLM	Danielle Chen	1977-06-02	UHC-81652-63	7695196551	1213 Hillcrest Rd, Minneapolis, MN, 55425	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-25868	PRV	George E James	1951-11-26	—	3958203155	4063 Willow Ct # 191, Columbus, OH, 43203	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more

71,257 rows, page 161 of 1,426Previous Next