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-414704	CLM	Cynthia Green	1979-06-21	UHC-66762-67	—	1316 Jefferson Ave, Orlando, FL, 32883	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
CLM-414703	CLM	Cynthia Green	1979-06-21	UHC-66762-67	—	1316 Jefferson Ave, Orlando, FL, 32883	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
CLM-414873	CLM	Nicole Banks	1949-11-11	UHC-40533-39	3984418821	2501 Apache Blvd, Tampa, FL, 33664	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
ENR-101666	ENR	Ann Lynch	1985-05-23	UHC-24420-08	3372873236	3431 Camelback Rd, Eden Prairie, MN, 55324	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-119050	ENR	David Simmons	1959-08-06	UHC-48775-80	6152117638	1491 Lake View Rd, Fresno, CA, 93713	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-102964	ENR	Lucia U Espinoza	1971-11-16	UHC-13836-28	7917204690	2739 Union St, Columbus, OH, 43207	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-429019	CLM	Justin Sims	1938-10-22	UHC-97386-84	—	5124 Highland Ave, Fresno, CA, 93787	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-429018	CLM	Justin Sims	1938-10-22	UHC-97386-84	—	5124 Highland Ave, Fresno, CA, 93787	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-400442	CLM	Sean Evans	1958-08-01	UHC-66436-57	—	5226 Oak St, Los Angeles, CA, 90009	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
ENR-123964	ENR	Isabella M Harper	1952-12-28	UHC-58378-71	7065390737	6566 Cedar Ln, Las Vegas, NV, 89133	0.64	Name re-cased Two-digit birth year Phone reformatted Gender normalised+2 more
ENR-123462	ENR	Sean L Castro	1973-07-25	UHC-78224-40	9756356992	9846 Bayshore Dr, Tampa, FL, 33672	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-428950	CLM	Priya Rioos	1981-02-14	UHC-31247-21	—	1393 Canyon Rd, Chandler, AZ, 85293	0.64	Date of birth reformatted State name converted to code Gender normalised Plan code upper-cased+2 more
TPA-61212	TPA	Robert Lee	1999-02-15	—	9123300302	8775 Spring St, Chandler, AZ, 85204	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-124416	ENR	Mei Cunningham	1985-07-19	UHC-58863-81	7817811924	9664 Mesa Dr, Seattle, WA, 98135	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-134996	ENR	Danielle J Hoffmen	1941-11-17	UHC-34761-94	6633641113	2951 Mountain View Dr, Phoenix, AZ, 85015	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
PRV-20031	PRV	Mark Burke	1994-05-26	—	9533274220	4572 Forest Ave, Nashville, TN, 37289	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-119281	ENR	William Powell	1973-01-13	UHC-92775-03	4554792134	1719 Ridge Rd, Eden Prairie, MN, 55337	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-108933	ENR	Philip Woods	2001-02-24	UHC-83948-75	9877177326	8935 Valley View Dr, Eden Prairie, MN, 55320	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-114336	ENR	Betty Y Holmes	1947-02-20	—	3897143457	7379 Grand Ave, Plano, TX, 75077	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-59209	TPA	Joan Jordan	1971-03-27	—	7723556936	2197 Harbor Blvd, Minneapolis, MN, 55439	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-103114	ENR	Kathryn O Lewis	1968-07-26	UHC-49032-95	3955720807	6494 Park Pl, Phoenix, AZ, 85026	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-62551	TPA	Jessica Graham	1994-01-22	—	—	8488 Market St, Glendale, AZ, 85307	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
PRV-28290	PRV	Edward Jenkins	1963-01-15	—	—	7380 Oak St, Sacramento, CA, 95847	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
ENR-121761	ENR	Jean Richardson	1970-11-07	UHC-82446-21	8238945515	8419 Desert Sky Blvd, Atlanta, GA, 30334	0.64	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
CLM-413912	CLM	Roger H Daen	1940-02-17	UHC-54712-10	7904341036	3984 Cedar Ln, Glendale, AZ, 85356	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-122005	ENR	Barbara Meyer	1991-01-20	UHC-52583-82	2159241174	8848 Mesa Dr, Mesa, AZ, 85261	0.64	Name re-cased Street suffix standardised Address re-cased Email lower-cased+2 more
CLM-410640	CLM	Eugene Peterson	1942-11-20	UHC-76324-61	8679725228	2480 Ocean Ave, Minneapolis, MN, 55489	0.64	Name re-cased Two-digit birth year Phone reformatted Gender normalised+2 more
TPA-56098	TPA	Juan Welch	1959-01-05	—	3478201851	4917 Park Pl, San Antonio, TX, 78227	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-61887	TPA	Alexis Henry	1961-09-27	—	—	9695 Harbor Blvd, Tucson, AZ, 85779	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
ENR-128736	ENR	Wei P Fields	1959-12-24	—	2186784775	5344 Church St, Los Angeles, CA, 90051	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-114748	ENR	Eric Rios	1966-11-30	UHC-71144-96	3502839364	3440 Willow Ct, Atlanta, GA, 30382	0.64	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-114143	ENR	Abigail Johnston	2002-06-09	UHC-13519-75	7044296787	5319 Meadow Ln, Dallas, TX, 75235	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-118422	ENR	Victoria Rojas	1950-03-14	UHC-85933-77	—	6116 Meadow Ln, Las Vegas, NV	0.64	Name re-cased Date of birth reformatted ZIP missing Gender normalised+2 more
CLM-414504	CLM	Julia Vasquez	1956-12-05	UHC-90179-25	—	7887 Indian School Rd, Minneapolis, MN, 55436	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
PRV-27006	PRV	Douglas Z Guzman	1939-05-04	UHC-59096-88	4143293966	4355 Mountain View Dr, Tempe, AZ, 85299	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-401873	CLM	Patrick P Olson	1966-04-06	—	—	6165 Main St, San Diego, CA, 92167	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-27156	PRV	Jacob Jackson	1949-03-05	—	3796739736	1810 Palm Dr, Charlotte, NC, 28221	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
PRV-27155	PRV	Jacob Jackson	1949-03-05	—	3796739736	1810 Palm Dr, Charlotte, NC, 28221	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-418443	CLM	Carol Cook	1973-12-02	UHC-47697-12	—	9188 Central Ave, Nashville, TN, 37218	0.64	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-432396	CLM	Lucia Jimenez	1971-07-28	UHC-43120-86	6463949096	4939 Grand Ave, Phoenix, AZ, 85083	0.64	Phone reformatted City re-cased State name converted to code Gender normalised+2 more
CLM-415012	CLM	Walter Soto	1956-03-07	UHC-24718-51	9048148344	—	0.64	Name split from “Last, First”Phone reformatted Member ID reformatted Gender normalised+2 more
ENR-123997	ENR	Carolyn Q Arnold	1948-10-11	UHC-37886-84	4446780495	9558 Union St, Houston, TX, 77098	0.64	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-110196	ENR	Betty D George	1967-06-19	UHC-66335-22	4162449797	3006 Cedar Ln, Seattle, WA, 98164	0.64	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-101901	ENR	Hannah Patterson	1981-05-01	UHC-91930-09	4365168470	801 Hillcrest Rd, Los Angeles, CA, 90072	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-55134	TPA	Teresa Burton	1998-07-06	—	3299345762	9371 Pine Dr, Columbus, OH, 43224	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-419433	CLM	Singh Jennifer	1962-11-02	UHC-83847-54	—	4343 River Rd, Minneapolis, MN, 55413	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
TPA-57825	TPA	Brandon Carpenter	1975-06-24	—	2545791030	7531 Cedar Ln, Los Angeles, CA, 90067	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
TPA-59849	TPA	Lawrence Soto	1974-08-02	—	5823902790	6232 Willow Ct, Tempe, AZ, 85269	0.64	Name re-cased Phone reformatted City re-cased State name converted to code+2 more
CLM-428960	CLM	Yuki Vazquez	1960-04-08	UHC-48005-22	—	6603 Camelback Rd, Miami, FL, 33192	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-121193	ENR	Denny O Murphy	1954-07-21	UHC-42387-26	3863170909	3786 Union St # 286, Seattle, WA, 98106	0.64	Name re-cased Phone reformatted Unit split from street Email lower-cased+2 more

16,828 rows, page 148 of 337Previous Next