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 “ZIP+4 trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP+4 trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-404032	CLM	Kyle Simpson	2007-04-15	—	7722251125	621 Palm Dr, Plano, TX, 75092	0.64	Name re-cased Phone reformatted State name converted to code ZIP+4 trimmed+2 more
ENR-115810	ENR	Adam Howell	1974-11-22	UHC-31921-91	8287821582	7943 Willow Ct, Jacksonville, FL, 32219	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-423027	CLM	Samantha F Valdez	1950-02-09	UHC-09139-97	2996051262	6880 Park Pl, Glendale, AZ, 85362	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-119961	ENR	Jennifer Q Vezquez	1950-12-28	UHC-17096-95	2812764051	7536 Spring St, Glendale, AZ, 85393	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-52281	TPA	Beverly Montgomery	1940-05-17	—	—	820 Lake View Rd, Tempe, AZ, 85200	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-51528	TPA	Amy T Ryan	2000-09-03	—	—	7338 Elm St, Charlotte, NC, 28204	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-61105	TPA	Brandon Rodriguez	1958-02-15	—	—	2098 Mountain View Dr, Dallas, TX, 75234	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-124327	ENR	Megan Ryan	1962-02-19	UHC-59968-26	7787820038	7424 Union St, Miami, FL, 33161	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-124328	ENR	Megan Ryan	1962-02-19	UHC-59968-26	7787820038	7424 Union St, Miami, FL, 33161	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-141360	ENR	Lucia V Mendoza	1965-02-03	UHC-92600-02	3794803350	3079 Sunset Blvd, Tucson, AZ, 85764	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-108349	ENR	Ryan G Peters	2000-11-19	UHC-85255-92	—	7810 Baseline Rd, Mesa, AZ, 85288	0.64	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-137748	ENR	Paul Mendez	1991-04-04	UHC-11811-69	4165494405	6755 Central Ave, Glendale, AZ, 85384	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-130129	ENR	Jen Cooper	1983-07-28	UHC-07292-09	6908108370	8673 Elm St # 583, Denver, CO, 80270	0.64	Name re-cased Phone reformatted Unit split from street ZIP+4 trimmed+2 more
CLM-413774	CLM	Aaron Bailey	1938-10-12	UHC-83010-96	3414456706	3294 Elm St, Eden Prairie, MN, 55325	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-27395	PRV	Ahmed Rose	1972-11-01	—	9007684149	4535 Camelback Rd, Seattle, WA, 98143	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-127359	ENR	Gerald N Gray	1954-12-05	UHC-92992-71	9048407209	3662 Baseline Rd # 998, Fresno, CA, 93727	0.64	Date of birth reformatted Phone reformatted Unit split from street ZIP+4 trimmed+2 more
ENR-138648	ENR	Mason R Hawkins	1943-07-07	UHC-57852-17	7385223839	6154 Palm Dr, Tempe, AZ, 85238	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-57827	TPA	Angela Gilbert	1964-01-11	—	—	336 Pine Dr, Miami, FL, 33162	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-425015	CLM	Alan Mendez	1999-04-23	—	2705100280	9237 Lincoln Way, Las Vegas, NV, 89135	0.64	Date of birth reformatted Phone reformatted ZIP+4 trimmed Gender normalised+2 more
TPA-63270	TPA	Priya Fuller	1951-07-13	UHC-15580-09	6764720948	8743 Maple Ave, Minneapolis, MN, 55404	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-129639	ENR	Stephanie F Day	1968-05-02	UHC-13402-27	5764838525	5173 Highland Ave, Atlanta, GA, 30361	0.64	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+2 more
TPA-62859	TPA	Benjamin Thompson	1990-07-25	—	—	6807 Canyon Rd Apt 39, Denver, CO, 80218	0.64	Name re-cased Date of birth reformatted Unit split from street ZIP+4 trimmed+2 more
PRV-28941	PRV	Frances Powell	1968-11-17	UHC-90782-54	6442887489	7489 Sunset Blvd, Fresno, CA, 93710	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-28940	PRV	Frances Powell	1968-11-17	UHC-90782-54	6442887489	7489 Sunset Blvd, Fresno, CA, 93710	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-54938	TPA	Emily Walker	1957-12-26	—	—	541 Maple Ave, Austin, TX, 78749	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
PRV-24261	PRV	Maria Flores	1989-02-23	UHC-15319-51	6906292295	7307 Oak St, Tempe, AZ, 85237	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-407258	CLM	Lucia Butler	1997-12-24	UHC-64949-99	—	3810 River Rd, Denver, CO, 80210	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-136017	ENR	Steve I Stone	1977-07-11	UHC-05330-78	7778480843	3084 Meadow Ln, Glendale, AZ, 85370	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-27767	PRV	Kyle Fuller	1961-09-12	UHC-61514-91	2974113366	5677 Highland Ave, Sacramento, CA, 95844	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-57867	TPA	Larry Lynch	1993-07-16	—	—	4992 Valley View Dr, San Antonio, TX, 78275	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-63643	TPA	Michelle F Henry	1947-05-10	—	4043098227	7331 Grand Ave, Chandler, AZ, 85216	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-134229	ENR	Douglas K Edwards	—	UHC-17771-69	—	5647 Maple Ave, Scottsdale, AZ, 85244	0.64	Name re-cased Date of birth reformatted Date of birth unreadable ZIP+4 trimmed+2 more
ENR-121202	ENR	Frances Reed	1990-02-14	UHC-43006-53	7397858502	9448 River Rd, Glendale, AZ, 85372	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-105574	ENR	Weaver Randy	1958-01-23	UHC-09967-04	4906481293	2388 Canyon Rd, Charlotte, NC, 28269	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-117636	ENR	Richard Dixon	1962-02-08	UHC-03392-31	8553669790	8238 Valley View Dr, Denver, CO, 80239	0.64	Name split from “Last, First”Phone reformatted Member ID reformatted City re-cased+2 more
TPA-50496	TPA	Emma Espinoza	1997-02-19	—	6163450128	4704 Desert Sky Blvd, Tucson, AZ, 85742	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-113353	ENR	Roger U Ray	1977-08-03	UHC-43599-50	7875008643	4127 Apache Blvd, Mesa, AZ, 85214	0.64	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+2 more
ENR-100017	ENR	Jesse A Black	—	UHC-94495-51	4958819582	3456 Bayshore Dr, Nashville, TN, 37230	0.64	Date of birth missing Phone reformatted City re-cased ZIP+4 trimmed+2 more
CLM-425008	CLM	Maason Bradley	1986-07-19	UHC-43681-03	—	2852 Apache Blvd, Minneapolis, MN, 55414	0.64	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+2 more
CLM-409383	CLM	Anna S Carlson	1992-01-24	UHC-22854-38	—	2529 Sunset Blvd, Gilbert, AZ, 85252	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-427268	CLM	Kyle Myers	1982-10-21	—	—	2974 Ridge Rd, Mesa, AZ, 85211	0.64	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+2 more
ENR-124052	ENR	Laura Chavez	2006-02-02	UHC-80393-56	8325905377	1179 Lake View Rd, Denver, CO, 80251	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-414087	CLM	Tyler Adams	1959-02-25	—	5523671190	2455 Lake View Rd, Mesa, AZ, 85244	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-120975	ENR	Karen O Montgomery	1949-10-28	UHC-84155-80	5132862299	6291 Oak St, Las Vegas, NV, 89185	0.64	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
CLM-419401	CLM	Edward Green	1963-11-19	—	—	277 Mesa Dr, Jacksonville, FL, 32259	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-26699	PRV	Wei Morris	1970-02-14	—	2139737646	9555 Central Ave, Mesa, AZ, 85253	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-59440	TPA	Gloria Stewart	—	UHC-97704-17	4772561517	7869 Indian School Rd, Jacksonville, FL, 32200	0.64	Date of birth unreadable Phone reformatted Member ID reformatted ZIP+4 trimmed+2 more
ENR-135713	ENR	Alex W King	1974-02-01	UHC-17995-02	2749452516	2968 Main St, Phoenix, AZ, 85071	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-110407	ENR	Dennis Hart	1994-12-15	UHC-52556-86	4162975677	4934 Jefferson Ave, Jacksonville, FL, 32207	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
PRV-22674	PRV	Bruce Griffin	1978-03-04	—	—	5529 Ridge Rd, Los Angeles, CA, 90041	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more

8,263 rows, page 87 of 166Previous Next