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 “Plan code upper-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlan code upper-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-124677	ENR	Ethan V Reid	1958-02-10	UHC-93522-79	7423328602	123 Park Pl, Los Angeles, CA, 90017	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
TPA-61950	TPA	Eugene Oliver	1980-09-23	—	2938007094	3552 Spring St, Charlotte, NC, 28221	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-56076	TPA	Doris Dominguez	2001-12-16	—	—	607 Sage Ct, Tampa, FL, 33656	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-103450	ENR	Madison Jones	1997-09-09	UHC-46381-97	2644496707	4925 Palm Dr, Tucson, AZ, 85784	0.74	Name re-cased Date of birth reformatted City re-cased Email lower-cased+3 more
CLM-425349	CLM	Dorothy N Patterson	1963-07-14	UHC-01755-52	—	3384 Cedar Ln, Nashville, TN, 37266	0.74	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
TPA-63745	TPA	Janet Vazquez	1988-12-01	—	—	2641 Palm Dr, Seattle, WA, 98110	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-62434	TPA	Logan Young	1946-04-22	—	2883596938	602 Mesa Dr, San Antonio, TX, 78222	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-403738	CLM	Gerald T Cunningham	1983-06-15	—	5392154718	7237 Camelback Rd, Nashville, TN, 37295	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-427455	CLM	John Lawrence	1987-04-27	UHC-56407-72	4852942740	2298 Harbor Blvd, Miami, FL, 33157	0.74	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-402172	CLM	Ahmed Gutierrez	1938-05-12	UHC-99150-74	2336721836	6178 Forest Ave, Columbus, OH, 43204	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-402173	CLM	Ahmed Gutierrez	1938-05-12	UHC-99150-74	2336721836	6178 Forest Ave, Columbus, OH, 43204	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-122113	ENR	Marc O Henderson	2007-05-21	UHC-55117-49	4467541622	2333 Baseline Rd, Tampa, FL, 33664	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-137438	ENR	Gloria E Le	1946-04-05	UHC-07005-78	3559433540	8903 Market St, Sacramento, CA, 95887	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-121417	ENR	William O Gonzalez	1950-12-08	UHC-18054-50	3376291105	3013 Oak St, Fresno, CA, 93762	0.74	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
CLM-405304	CLM	Christine Hicks	1996-10-24	UHC-78226-48	—	4361 Canyon Rd, Scottsdale, AZ, 85277	0.74	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
ENR-123375	ENR	Alice Ford	1992-11-15	UHC-51724-46	8392648378	2562 Meadow Ln, Gilbert, AZ, 85264	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-141854	ENR	Richardson L Gloria	1991-07-27	UHC-52235-63	9204472061	1011 Indian School Rd, Tempe, AZ, 85227	0.74	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-123677	ENR	Hiroshi T Little	1973-07-28	UHC-73816-85	2134738946	1360 River Rd, Atlanta, GA, 30305	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-414837	CLM	Kathleen Q Turner	1939-03-01	UHC-07492-11	7428051949	8573 Park Pl, Mesa, AZ, 85268	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-141261	ENR	Billy G Romero	1952-02-05	UHC-55739-85	7953549660	4647 Sunset Blvd, Gilbert, AZ, 85247	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-137617	ENR	Jordan Sullivan	2001-02-14	UHC-09579-56	6698503292	2637 Ocean Ave, Gilbert, AZ, 85253	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-424175	CLM	Doris Rice	1964-04-25	—	2666671217	9774 Palm Dr, Seattle, WA, 98119	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-418422	CLM	Joseph Vargas	1967-03-08	—	7969068393	8941 Baseline Rd, Tempe, AZ, 85247	0.74	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
CLM-407010	CLM	Ethan Garza	1967-07-06	—	7388993155	2460 Lincoln Way, Tempe, AZ, 85206	0.74	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+3 more
ENR-130685	ENR	Heather G Watkins	1969-07-19	UHC-51360-06	9075322814	1054 Lincoln Way, Mesa, AZ, 85235	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-423069	CLM	Nathan Riiley	1998-05-18	—	4856663464	1023 River Rd, Orlando, FL, 32865	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-106701	ENR	Justin Wong	1960-01-10	UHC-66794-56	5583050718	4253 Forest Ave, Tucson, AZ, 85741	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-125982	ENR	Kathryn C Day	1982-11-24	UHC-37330-92	4948845985	9600 Ridge Rd, Phoenix, AZ, 85081	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-135379	ENR	Christine Hunter	1957-07-13	UHC-88464-16	4334537850	7386 Forest Ave, Jacksonville, FL, 32228	0.74	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-101258	ENR	Joseph P Lucas	1997-08-08	UHC-25670-12	2542346012	6558 Maple Ave, Phoenix, AZ, 85001	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-106285	ENR	Barbara Aguilar	1982-01-10	UHC-00204-81	5246885921	628 Sunset Blvd, Atlanta, GA, 30300	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-101054	ENR	Debra H Bishop	1953-03-26	UHC-74782-94	3157943023	5514 Grand Ave, Gilbert, AZ, 85218	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-430047	CLM	Martha Powell	2008-12-24	—	2216068204	6225 Church St, Nashville, TN, 37214	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-403311	CLM	Justin Palmer	1950-09-24	UHC-44225-20	8417209064	7502 Pine Dr, Phoenix, AZ, 85043	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-101870	ENR	Melissa D Cruz	1996-09-15	UHC-43441-53	7224673408	8804 Mesa Dr, Gilbert, AZ, 85249	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-133469	ENR	Billy Q Richards	1945-09-14	UHC-02139-91	2894482980	2322 Hillcrest Rd, Minneapolis, MN, 55404	0.74	Name re-cased Phone reformatted City re-cased State name converted to code+3 more
ENR-100725	ENR	Kevin Z Robinson	1952-10-21	UHC-96843-54	3483275342	1442 Harbor Blvd, Gilbert, AZ, 85298	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-135772	ENR	Noah Allen	1972-12-03	UHC-53927-83	3433981602	8632 Mountain View Dr, Seattle, WA, 98156	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-114955	ENR	Henry Murray	1946-02-20	UHC-84477-27	3549874866	3057 Forest Ave, Columbus, OH, 43262	0.74	Name re-cased Phone reformatted Email lower-cased Gender normalised+3 more
CLM-415986	CLM	Pat Fisher	1985-08-03	—	7773295953	8910 Camelback Rd, Plano, TX, 75099	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-107663	ENR	Paul E Patel	1944-05-19	UHC-58061-85	—	3976 Park Pl, Tampa, FL, 33646	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-415292	CLM	Kathryn Contreras	1952-04-19	—	7685387115	6059 Ridge Rd, Columbus, OH, 43252	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-104137	ENR	Sarah U Crawford	1996-06-24	UHC-03646-77	5948358126	8210 Cedar Ln, Columbus, OH, 43297	0.74	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
PRV-27682	PRV	Lauren U Peters	1984-07-16	—	2252857791	1420 Oak St, Glendale, AZ, 85392	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-117847	ENR	Hannah B Larson	1947-07-04	UHC-78637-88	7242437417	9558 Maple Ave, Gilbert, AZ, 85256	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-120471	ENR	Ethan Welch	1991-03-18	UHC-78275-78	6135024126	3867 Highland Ave, Miami, FL, 33199	0.74	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-139041	ENR	Bradley Romero	1955-02-12	UHC-69707-82	3308148498	2559 Lake View Rd, Jacksonville, FL, 32282	0.74	Date of birth reformatted Phone reformatted State name converted to code Email lower-cased+3 more
ENR-143063	ENR	Alan G Rodriguez	1964-02-25	UHC-92100-32	2528182291	9052 Elm St, Plano, TX, 75068	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-406209	CLM	Ruth George	1964-10-19	UHC-96926-03	9055008756	2934 Sunset Blvd, Chandler, AZ, 85209	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-101686	ENR	Joan Nunez	2001-10-23	UHC-22541-88	6507798099	6137 Mountain View Dr, Las Vegas, NV, 89168	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more

3,278 rows, page 32 of 66Previous Next