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
CLM-403843	CLM	Kimberly T Cruz	1967-03-18	UHC-50312-75	5488227857	8056 Camelback Rd, Columbus, OH, 43228	0.66	Name re-cased Date of birth reformatted State name converted to code Gender normalised+1 more
PRV-20628	PRV	Mary Hansen	1961-11-20	—	9885051853	263 Lincoln Way # 695, Orlando, FL, 32884	0.66	Phone reformatted Unit split from street Gender normalised Whitespace trimmed+1 more
PRV-24635	PRV	Aaron Vazquez	2003-11-22	UHC-00207-30	8806165840	5948 Apache Blvd, Gilbert, AZ, 85252	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-427143	CLM	Margaret Foster	1950-06-28	UHC-01099-35	—	9550 Highland Ave, Phoenix, AZ, 85045	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
PRV-26300	PRV	Donald M Palmer	1991-01-10	—	—	1789 Valley View Dr, Sacramento, CA, 95857	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-420527	CLM	George T Lopez	1951-11-13	—	5942626767	9472 Sunset Blvd, San Diego, CA	0.66	Name re-cased Phone reformatted ZIP missing Gender normalised+1 more
CLM-411278	CLM	Frank Lawrence	1979-09-09	UHC-94025-69	—	8715 Grand Ave, Atlanta, GA, 30364	0.66	City re-cased ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
ENR-126809	ENR	Helen V Burns	1966-12-09	UHC-74702-21	3623700721	7004 Lincoln Way, Minneapolis, MN, 55442	0.66	Date of birth reformatted Phone reformatted Member ID reformatted ZIP+4 trimmed+1 more
ENR-116354	ENR	Alice L Henry	1942-11-22	UHC-71248-55	3186401988	4514 Indian School Rd, Denver, CO, 80296	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-414831	CLM	Grace Coleman	1953-12-14	UHC-12213-45	6805624417	3475 Union St, Austin, TX, 78707	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-405243	CLM	Kathleen Berry	1975-09-17	UHC-51781-32	—	—	0.66	Name split from “Last, First”Member ID reformatted Gender normalised Whitespace trimmed+1 more
TPA-53505	TPA	—Junk	1963-09-01	UHC-98430-64	7746454505	—	0.66	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared+1 more
TPA-53504	TPA	—Junk	1963-09-01	UHC-98430-64	7746454505	—	0.66	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared+1 more
ENR-110059	ENR	Peter Fisher	1963-04-24	UHC-16081-29	5572959028	9174 Lincoln Way, Nashville, TN, 37215	0.66	Name re-cased Phone reformatted ZIP+4 trimmed Gender normalised+1 more
PRV-24098	PRV	Jason Cooper	1955-08-08	UHC-89789-03	4467080607	7903 Main St # 205, Phoenix, AZ, 85027	0.66	Unit split from street City re-cased Gender normalised Whitespace trimmed+1 more
ENR-127717	ENR	Michelle L Powell	1966-11-26	UHC-01700-56	8846791047	7546 Ocean Ave, Chandler, AZ, 85269	0.66	Two-digit birth year Phone reformatted Email lower-cased Gender normalised+1 more
TPA-58413	TPA	Sharon M Ortega	1972-05-08	—	—	9011 Willow Ct, Atlanta, GA, 30306	0.66	Name re-cased City re-cased ZIP+4 trimmed Gender normalised+1 more
CLM-412120	CLM	Virginia H Morrison	1981-02-21	—	8175804783	7046 Valley View Dr, Las Vegas, NV, 89169	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-122144	ENR	Terry I Richardson	1984-07-04	UHC-96410-44	5068021794	6145 Park Pl, San Antonio, TX, 78286	0.66	Name re-cased Two-digit birth year Phone reformatted Gender normalised+1 more
TPA-50262	TPA	Henry Y Lane	1940-09-11	—	5697354109	1172 Lincoln Way, Los Angeles, CA, 90068	0.66	Name re-cased Phone reformatted State name converted to code Gender normalised+1 more
ENR-107328	ENR	Joe H Long	1971-11-07	UHC-76912-53	2796141432	5547 Elm St, Tempe, AZ	0.66	Name re-cased Phone reformatted ZIP missing Gender normalised+1 more
ENR-130436	ENR	Keith Reid	1955-08-15	UHC-01857-96	7506597342	4715 Jefferson Ave, Las Vegas, NV, 89174	0.66	Phone reformatted City re-cased ZIP+4 trimmed Gender normalised+1 more
TPA-56668	TPA	Samuel Morgan	2008-03-20	—	9597124132	—	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+1 more
CLM-419503	CLM	Andrew Freeman	1985-08-02	—	4145201517	8606 Church St, Denver, CO, 80221	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-136682	ENR	Bradley N Vazquez	1990-11-19	UHC-91363-51	—	7948 Oak St, Columbus, OH, 43256	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
ENR-130475	ENR	Samuel Hall	1988-09-22	UHC-61573-06	2127304833	6266 Mesa Dr, Columbus, OH, 43281	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-418279	CLM	Beverly Moreno	1955-04-28	UHC-40140-87	—	5553 Grand Ave, Glendale, AZ, 85348	0.66	Name re-cased State name converted to code Gender normalised Whitespace trimmed+1 more
ENR-120117	ENR	Betty B Padilla	1950-12-18	UHC-71580-46	2325123721	3391 Oak St, Eden Prairie, MN, 55397	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
CLM-429486	CLM	Stephen King	1969-01-20	UHC-15796-58	—	5493 Meadow Ln, Los Angeles, CA, 90019	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-109357	ENR	Michelle Burke	1952-09-06	UHC-13526-42	9072997638	4615 Ocean Ave, Las Vegas, NV, 89185	0.66	Phone reformatted SSN last four extracted City re-cased Gender normalised+1 more
TPA-55010	TPA	Jacob Kelly	1990-05-14	—	—	9005 Hillcrest Rd, Austin, TX, 78705	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
PRV-25761	PRV	Yuki Valdez	1943-08-07	UHC-47279-52	3586907058	—	0.66	Two-digit birth year Phone reformatted Member ID reformatted Gender normalised+1 more
PRV-27851	PRV	Lawrence Wallace	1975-10-13	—	8466865142	—	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+1 more
CLM-427385	CLM	Debbie Perry	1941-09-28	UHC-90537-38	4816085049	1929 Oak St, Fresno, CA, 93777	0.66	Date of birth reformatted Phone reformatted ZIP+4 trimmed Gender normalised+1 more
CLM-428646	CLM	Madisoon J Johnston	1967-12-21	—	—	5120 Palm Dr, Phoenix, AZ, 85010	0.66	Name re-cased Two-digit birth year Gender normalised Whitespace trimmed+1 more
CLM-426911	CLM	Susaan Morrison	1959-02-28	—	—	—	0.66	Name re-cased Date of birth reformatted SSN last four extracted Gender normalised+1 more
CLM-404985	CLM	Karen Wells	1991-03-06	UHC-21724-15	3663926888	3117 Central Ave, Minneapolis, MN, 55407	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-114640	ENR	Elijah Sullivan	1941-04-26	UHC-16806-79	3495992944	7717 Lake View Rd, Eden Prairie, MN, 55373	0.66	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-136167	ENR	Carl Gardner	2004-02-12	UHC-45737-62	6933180651	759 Cedar Ln, Plano, TX, 75094	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
ENR-102401	ENR	Ryyan D Palmer	1964-12-15	UHC-75348-14	4425680312	452 Union St, Seattle, WA, 98167	0.66	Date of birth reformatted Phone reformatted ZIP+4 trimmed Gender normalised+1 more
PRV-28901	PRV	Christina V Mills	1968-09-02	—	7227301526	2856 Grand Ave, Fresno, CA, 93737	0.66	Middle initial moved out of first name Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-402460	CLM	Christian Gomez	1984-11-27	—	—	7865 Bayshore Dr, Austin, TX, 78733	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-430256	CLM	Albert Lynch	1976-06-16	—	—	3732 Sage Ct, Denver, CO, 80275	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
PRV-22233	PRV	Melissa Valdez	1954-02-10	—	—	962 Valley View Dr, Dallas, TX, 75228	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-403773	CLM	Bryan A Guerrero	1988-06-06	—	3005780486	7948 Ridge Rd, Sacramento, CA, 95888	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
ENR-136013	ENR	Bryan N Jenkins	1970-10-13	UHC-92838-28	9716047055	8592 Grand Ave, Miami, FL, 33197	0.66	Date of birth reformatted City re-cased State name converted to code Gender normalised+1 more
CLM-404519	CLM	Alexis Harvey	1991-02-11	UHC-56292-04	5996190088	6202 Bayshore Dr, Nashville, TN, 37211	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
ENR-126924	ENR	Bobby Ryan	1975-03-26	UHC-70615-05	5596806656	9661 Broadway, Minneapolis, MN, 55435	0.66	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+1 more
TPA-54857	TPA	Carl Thompson	1958-01-03	—	—	683 Spring St, Orlando, FL, 32803	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
TPA-54654	TPA	Billy King	1969-08-10	UHC-12485-82	2682035948	7862 Highland Ave, Chandler, AZ, 85280	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more

16,828 rows, page 213 of 337Previous Next