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
ENR-122734	ENR	Judy H Kennedy	1943-04-08	UHC-53297-06	5222167917	4863 Park Pl Apt 39, Miami, FL, 33166	0.60	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
ENR-111057	ENR	Denise Olson	1951-05-11	UHC-65886-44	2374533779	9865 Maple Ave, Phoenix, AZ, 85064	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-138044	ENR	Nancy Martin	1947-07-28	UHC-66350-74	8185449260	7326 Highland Ave, Tempe, AZ, 85243	0.60	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+4 more
ENR-135744	ENR	Doris Ryan	1981-08-24	UHC-04166-33	3596909950	2666 Sage Ct, Minneapolis, MN	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-117329	ENR	Susan Matthews	1979-01-19	UHC-95229-19	2013210863	9469 Ocean Ave, Charlotte, NC, 28232	0.60	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+4 more
ENR-115720	ENR	Sofia Z Castillo	1951-06-19	UHC-61745-59	3193791070	2371 Willow Ct, Jacksonville, FL, 32241	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-60179	TPA	Willie BJunk	1998-11-15	—	4772830887	9044 Mountain View Dr, Las Vegas, NV, 89163	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-106225	ENR	Joshua V Brown	1993-10-09	UHC-57400-21	3207121797	509 Sunset Blvd, Tucson, AZ, 85751	0.60	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-430285	CLM	Deborah Grodon	1995-09-18	—	—	5176 Mesa Dr, San Diego, CA, 92158	0.60	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
ENR-139864	ENR	Vincent J Simpson	1982-02-19	—	7294211676	2192 Meadow Ln, Charlotte, NC, 28219	0.60	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-139298	ENR	Jacob M Jordan	1958-09-08	UHC-33868-33	4216759993	5985 Lake View Rd, Miami, FL, 33131	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-409952	CLM	Douglas R Schultz	1974-07-19	—	7723170773	3366 Elm St, Miami, FL, 33181	0.60	Middle initial moved out of first name Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-425089	CLM	Wei B Rodriguez	1944-09-20	UHC-29509-85	—	8123 Mountain View Dr, Tempe, AZ, 85254	0.60	Name re-cased Phone missing area code Member ID reformatted Street suffix standardised+4 more
CLM-413083	CLM	Hiroshi Rogers	1986-08-07	UHC-98848-91	4746107880	3858 Baseline Rd, Miami, FL	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-140978	ENR	Nicole Rojas	1952-11-08	UHC-59108-22	2383635206	5691 Market St, Jacksonville, FL, 32267	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-402528	CLM	Arthur Munoz	2006-05-28	UHC-53883-63	9609752681	657 Sunset Blvd, Tempe, AZ, 85252	0.60	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
TPA-56997	TPA	Patrick Fisher	1985-08-03	—	7773295953	8910 Camelback Rd, Plano, TX, 75099	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-131912	ENR	Jrery A Edwards	1990-05-14	UHC-51204-16	8338180022	922 Union St # 854, Atlanta, GA, 30387	0.60	Date of birth reformatted Phone reformatted Unit split from street City re-cased+4 more
ENR-112592	ENR	Kelly Q Lucas	1946-08-21	UHC-43173-63	—	8042 Main St, Mesa, AZ, 85261	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-431614	CLM	Sean Hamilton	1939-06-15	—	—	4965 Palm Dr, Seattle, WA, 98113	0.60	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
ENR-102638	ENR	Kimberly Vazquez	1971-03-08	UHC-88315-80	2569427753	866 Maple Ave, Nashville, TN, 37263	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-138686	ENR	Gloria Lopez	1942-12-10	UHC-27080-04	6634113864	1893 Central Ave, Tempe, AZ, 85223	0.60	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-102121	ENR	Pamela Gonzales	1975-11-08	UHC-32319-29	4529523413	9831 Main St, Mesa, AZ, 85280	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-25197	PRV	Billy Weaver	1975-06-25	UHC-25544-03	7517946640	2855 Bayshore Dr, Scottsdale, AZ, 85267	0.60	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
CLM-427476	CLM	Margaret Gonzales	1981-02-10	UHC-59119-32	8317311167	6102 Valley View Dr, Orlando, FL, 32807	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-102291	ENR	Omar Z Cruz	1940-12-22	UHC-43088-14	—	6656 Desert Sky Blvd, Fresno, CA, 93740	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-140271	ENR	Mary Griffin	1952-03-24	UHC-26289-73	6288710948	3078 Grand Ave, Minneapolis, MN	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-425131	CLM	Wei Medina	1952-10-25	UHC-05721-07	—	4780 Lake View Rd Apt 4, Plano, TX, 75067	0.60	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
ENR-135239	ENR	Alexander H Stone	2007-09-16	UHC-33700-39	3637346496	6478 Sunset Blvd, San Diego, CA, 92119	0.60	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
PRV-21812	PRV	Kathryn Ramirez	1944-05-02	—	8616212548	9294 Park Pl, Gilbert, AZ, 85281	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-27675	PRV	—Junk	1969-05-14	—	7488000987	4195 Ocean Ave, Denver, CO, 80281	0.60	Phone reformatted Street suffix standardised Address re-cased City re-cased+4 more
ENR-118102	ENR	Valentina Green	1972-08-04	UHC-03315-16	—	7031 Jefferson Ave, Tucson, AZ, 85777	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-415442	CLM	Samuel Castro	1975-05-08	UHC-99010-79	9047985083	216 Indian School Rd, Dallas, TX, 75266	0.60	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
CLM-424288	CLM	Mei Rogers	1965-01-05	UHC-26204-76	—	6945 Jefferson Ave, Miami, FL	0.60	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
CLM-401479	CLM	Roger Ortiz	1945-02-12	UHC-02384-96	3637014238	2298 Ocean Ave Apt 1, Tempe, AZ, 85201	0.60	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
CLM-407489	CLM	Timothy Nichols	1989-07-13	UHC-96375-54	7635111728	8409 Bayshore Dr Apt 26, San Antonio, TX, 78268	0.60	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
ENR-115363	ENR	Ralph U Arnold	1951-08-10	UHC-50091-38	7419684318	1384 Canyon Rd, Plano, TX, 75089	0.60	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-406520	CLM	Melissa Q Montgomery	1985-02-11	—	3985284849	1611 Spring St, Plano, TX, 75087	0.60	Phone reformatted Street suffix standardised Address re-cased City re-cased+4 more
ENR-132429	ENR	Daniel Larson	1993-07-09	UHC-49984-06	6389552147	2456 Market St, Charlotte, NC, 28277	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-432080	CLM	Scott Campbell	1947-06-03	—	3803424135	15 Hillcrest Rd, Sacramento, CA, 95811	0.60	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-101367	ENR	Deborah C Riso	1949-06-20	UHC-57911-73	2059064529	8210 Mountain View Dr, Las Vegas, NV, 89164	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-118700	ENR	Henry Wells	1994-05-08	UHC-34465-23	—	7167 Highland Ave, Scottsdale, AZ, 85216	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-135923	ENR	Russell E Murray	1946-06-02	UHC-60882-05	—	2644 Ridge Rd, Phoenix, AZ, 85034	0.60	Name re-cased Date of birth reformatted Phone missing area code Member ID reformatted+4 more
CLM-425054	CLM	MarkJunk	1941-03-17	—	4454490533	6407 Spring St, Jacksonville, FL, 32232	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-24757	PRV	Melissa Rodriguez	1943-03-11	UHC-87826-91	6044501001	2585 Ocean Ave, Charlotte, NC, 28287	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-137594	ENR	Mason Arnold	1955-06-19	UHC-61970-31	6517860078	5848 Sage Ct, Fresno, CA, 93716	0.60	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
ENR-118225	ENR	Nancy X Murray	1976-09-03	UHC-72199-70	6068535308	2773 Maple Ave, Scottsdale, AZ, 85243	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-53677	TPA	Sophia Brooks	2005-02-26	UHC-28019-56	6015276943	7594 Highland Ave, Columbus, OH, 43232	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-417977	CLM	Park Hiroshi	—	—	5464354921	4378 Apache Blvd, Gilbert, AZ, 85241	0.60	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+4 more
ENR-141900	ENR	Juan G Myers	2000-11-12	UHC-57612-75	9623449518	5401 Park Pl, Dallas, TX, 75281	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more

17,850 rows, page 65 of 357Previous Next