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-112146	ENR	Jeffrey Clark	1962-10-22	UHC-45965-92	9453380672	353 Elm St, Sacramento, CA, 95821	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-140110	ENR	Alexander J Lawrence	1974-03-07	UHC-18319-88	—	4292 Grand Ave, Jacksonville, FL, 32279	0.76	Date of birth reformatted Street suffix standardised Address re-cased Plan code upper-cased+2 more
ENR-140109	ENR	Alexander J Lawrence	1974-03-07	UHC-18319-88	—	4292 Grand Ave, Jacksonville, FL, 32279	0.76	Date of birth reformatted Street suffix standardised Address re-cased Plan code upper-cased+2 more
ENR-127802	ENR	Sofia A Thompson	1987-07-21	UHC-17637-54	6439313066	4099 Willow Ct, Charlotte, NC, 28268	0.76	Name re-cased Phone reformatted State name converted to code Email lower-cased+2 more
CLM-401167	CLM	Natalie Chavez	1950-11-12	UHC-93945-67	—	2832 Jefferson Ave, Austin, TX, 78789	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-130594	ENR	Charlotte Lawrence	1946-05-15	UHC-14351-68	9099607677	8224 Valley View Dr, Minneapolis, MN, 55457	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-135025	ENR	Gregory Palmer	1975-11-04	UHC-49414-59	5074463276	7816 Apache Blvd, Chandler, AZ, 85209	0.76	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-133239	ENR	Jaacqueline N Bnnett	1968-07-17	UHC-17971-89	7242392930	6998 Ocean Ave, Los Angeles, CA, 90070	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-415119	CLM	Charles Burke	1955-11-08	UHC-58990-73	—	5211 Sunset Blvd, Atlanta, GA, 30354	0.76	Name re-cased Street suffix standardised Address re-cased Plan code upper-cased+2 more
ENR-134209	ENR	Amber Schmidt	1967-01-12	UHC-47286-56	—	1386 Elm St, Las Vegas, NV, 89186	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-135100	ENR	Bradley Bishop	2001-09-22	UHC-02311-67	3503625688	3761 Oak St, Chandler, AZ, 85221	0.76	Name re-cased Phone reformatted SSN last four extracted City re-cased+2 more
ENR-118930	ENR	Bryan Flores	1958-05-09	UHC-55790-56	5196355859	8892 River Rd, Mesa, AZ, 85222	0.76	Phone reformatted Street suffix standardised Address re-cased Plan code upper-cased+2 more
ENR-104481	ENR	Kenneth Kim	1955-01-24	UHC-27807-22	4336800687	4182 Sage Ct, Minneapolis, MN, 55420	0.76	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
TPA-62662	TPA	Sophia O Burton	2008-08-13	—	—	7187 Oak St, Scottsdale, AZ, 85244	0.76	Name re-cased Street suffix standardised Address re-cased Plan code upper-cased+2 more
CLM-409476	CLM	Aaron Estrada	1988-08-23	UHC-63672-89	3947125800	8086 Pine Dr, Scottsdale, AZ, 85208	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-418320	CLM	Keith Webb	1995-10-16	UHC-92115-80	—	5609 Elm St, Miami, FL, 33185	0.76	Name re-cased Street suffix standardised Address re-cased Plan code upper-cased+2 more
CLM-419579	CLM	Ashley Obrien	1950-02-12	—	5396770252	8933 Ocean Ave, Sacramento, CA, 95866	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-403417	CLM	Bruce Carr	1996-02-21	UHC-44424-97	—	6700 Hillcrest Rd, Chandler, AZ, 85241	0.76	Date of birth reformatted Street suffix standardised Address re-cased Plan code upper-cased+2 more
CLM-412755	CLM	Priya P Spencer	2007-01-27	UHC-46670-64	—	252 Apache Blvd, Houston, TX, 77015	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-405288	CLM	Carl Kennedy	1947-07-22	UHC-27655-75	—	—	0.76	Name split from “Last, First”Date of birth reformatted Email lower-cased Plan code upper-cased+2 more
CLM-419310	CLM	Kathryn Taylor	2001-03-11	UHC-15072-08	—	8668 Lake View Rd, Seattle, WA, 98144	0.76	Name re-cased Street suffix standardised Address re-cased Plan code upper-cased+2 more
ENR-117340	ENR	Brian B King	2008-02-14	—	7334316633	6836 Broadway, Sacramento, CA, 95883	0.76	Name re-cased City re-cased State name converted to code Plan code upper-cased+2 more
TPA-54565	TPA	Denise Hanson	1967-10-24	—	—	5749 Willow Ct, Sacramento, CA, 95867	0.76	Date of birth reformatted State code upper-cased Gender normalised Plan code upper-cased+2 more
ENR-110663	ENR	Gregory Guerrero	1967-09-14	UHC-16053-08	4484158094	6620 Mountain View Dr, Phoenix, AZ, 85001	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-115747	ENR	Aiha U Bradlley	1970-06-28	UHC-59376-51	3706854087	2343 Pine Dr, San Antonio, TX, 78236	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-127785	ENR	Sean X Roberts	1969-10-23	UHC-99121-47	4052348038	8385 Bayshore Dr, Mesa, AZ, 85226	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-129783	ENR	Daniel T Foster	1941-06-03	UHC-62640-38	9693876548	4811 Apache Blvd, Tucson, AZ, 85772	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-400759	CLM	Kenneth Stewart	1995-03-25	—	2322345091	2211 Mesa Dr, Denver, CO, 80273	0.76	Phone reformatted Street suffix standardised Address re-cased Plan code upper-cased+2 more
ENR-123743	ENR	Brittany W Nunez	2006-06-06	UHC-13686-89	5748079358	2966 Cedar Ln, Seattle, WA, 98195	0.76	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+2 more
ENR-132108	ENR	Eugene A Robertson	2001-11-10	UHC-32080-48	5536563521	8505 Palm Dr, Columbus, OH, 43265	0.76	Name re-cased Phone reformatted Member ID reformatted Gender normalised+2 more
PRV-29227	PRV	Larry Wong	2001-10-02	UHC-68223-92	7385895507	5452 Ridge Rd, Orlando, FL, 32886	0.76	Name re-cased Date of birth reformatted State name converted to code Plan code upper-cased+2 more
ENR-115727	ENR	Heather P Graham	1970-05-06	UHC-76958-55	5446243321	7236 Elm St, Orlando, FL, 32835	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-114558	ENR	Michelle Welch	1980-07-10	UHC-94322-99	—	2280 Lincoln Way, Columbus, OH, 43238	0.76	Name re-cased Street suffix standardised Address re-cased Plan code upper-cased+2 more
ENR-109211	ENR	Robert H Contreras	2004-02-27	UHC-12292-95	5093006171	18 Pine Dr, Orlando, FL, 32873	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-427224	CLM	Ambar Gordon	1998-07-06	—	2805589011	3033 Willow Ct, Tucson, AZ, 85721	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-140334	ENR	Lauren J Gardner	1941-12-03	UHC-93105-87	9764043498	5510 Mesa Dr, Nashville, TN, 37252	0.76	Name re-cased Two-digit birth year Phone reformatted Plan code upper-cased+2 more
ENR-138051	ENR	Sharon Ruiz	1996-02-26	UHC-05868-02	6668856260	2788 Washington St, Tampa, FL, 33609	0.76	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
PRV-27694	PRV	Anna Vega	1982-11-17	—	4439452931	3495 Mountain View Dr, Phoenix, AZ, 85097	0.76	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
CLM-419715	CLM	Warran Mason	1940-11-09	UHC-00351-05	—	6653 Meadow Ln, Minneapolis, MN, 55400	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-106166	ENR	Valentina Y Ward	1990-11-26	UHC-06830-35	7613935182	8511 Harbor Blvd, Charlotte, NC, 28207	0.76	Name re-cased Phone reformatted ZIP+4 trimmed Email lower-cased+2 more
ENR-113672	ENR	Henry Sandoval	1956-09-25	UHC-18789-53	—	2749 Church St, Gilbert, AZ, 85250	0.76	Street suffix standardised Address re-cased City re-cased Plan code upper-cased+2 more
CLM-421489	CLM	Philip Simmons	1967-10-13	UHC-94170-33	4504973934	4893 Maple Ave, Eden Prairie, MN, 55379	0.76	Name re-cased Phone reformatted ZIP+4 trimmed Plan code upper-cased+2 more
ENR-129080	ENR	Hoffman E Marilyn	1954-01-12	UHC-37385-12	8332009817	1148 Market St, Los Angeles, CA, 90000	0.76	Name split from “Last, First”Phone reformatted Email lower-cased Plan code upper-cased+2 more
CLM-424800	CLM	Keith Silva	1987-02-11	—	—	3056 Jefferson Ave, Las Vegas, NV, 89160	0.76	Date of birth reformatted Street suffix standardised Address re-cased Plan code upper-cased+2 more
ENR-104103	ENR	Matthew Reed	1950-11-22	UHC-00225-74	8593481938	8868 Sage Ct, Mesa, AZ, 85228	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-120922	ENR	Judith L Sullivan	2008-10-22	UHC-27263-13	3807746607	3145 Willow Ct, Tampa, FL, 33674	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-140057	ENR	Debra Herrera	1986-02-20	UHC-51720-71	6483065777	108 Bayshore Dr, Tampa, FL, 33661	0.76	Date of birth reformatted Street suffix standardised Address re-cased Plan code upper-cased+2 more
ENR-102501	ENR	Sara Holmes	1940-12-28	UHC-78568-09	4394379229	—	0.76	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+2 more
ENR-108163	ENR	William Stewart	1976-08-11	UHC-87792-82	2198079607	7629 Ridge Rd, Tampa, FL, 33650	0.76	Name re-cased Two-digit birth year Phone reformatted Plan code upper-cased+2 more
TPA-52388	TPA	Ruth Jones	1968-12-05	—	—	1253 Meadow Ln, Plano, TX, 75041	0.76	Street suffix standardised Address re-cased City re-cased Plan code upper-cased+2 more

3,278 rows, page 38 of 66Previous Next