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 “Member ID reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagMember ID reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-21421	PRV	Linda Murray	1958-10-15	UHC-87160-20	4236600658	9085 Washington St, Mesa, AZ, 85250	0.76	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
CLM-413678	CLM	Betty Simmons	1972-11-14	UHC-99046-36	6969900828	797 Maple Ave, San Diego, CA, 92170	0.76	Name re-cased Phone reformatted Member ID reformatted ZIP+4 trimmed+2 more
ENR-104498	ENR	Anthony Bryant	1952-09-21	UHC-86169-56	2549699421	5921 Valley View Dr, Charlotte, NC, 28286	0.76	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+2 more
ENR-107850	ENR	David Padilla	1992-07-28	UHC-16884-13	—	466 Mountain View Dr, Mesa, AZ, 85257	0.76	Name re-cased Member ID reformatted ZIP+4 trimmed Email lower-cased+2 more
PRV-24814	PRV	Alan Maldonado	1940-09-18	UHC-40405-98	9648640740	3947 Willow Ct, Fresno, CA, 93760	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-135939	ENR	David Henry	1938-09-08	UHC-00305-08	4584778767	7188 Broadway, San Diego, CA, 92109	0.76	Date of birth reformatted Member ID reformatted SSN last four extracted Address re-cased+2 more
ENR-128699	ENR	Melissa E Kenndey	1998-11-03	UHC-91517-70	4643405080	7833 Park Pl, Fresno, CA, 93785	0.76	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-110712	ENR	Christian Romero	1957-02-08	UHC-76335-04	3506963012	3506 Ridge Rd, Dallas, TX, 75215	0.76	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-106360	ENR	Ruth E Espinoza	1985-03-03	UHC-67768-80	3072056243	3435 Willow Ct, Columbus, OH, 43296	0.76	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
TPA-57587	TPA	Hannah Lucas	1986-12-09	UHC-54951-70	—	9358 Mountain View Dr, Plano, TX, 75067	0.76	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-109236	ENR	Kayla G Hunter	1957-08-22	UHC-85413-02	4474031013	8984 Cedar Ln, Scottsdale, AZ, 85239	0.76	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-410532	CLM	Frank Stephens	1983-04-08	UHC-78691-82	—	8890 Lincoln Way, Chandler, AZ, 85223	0.76	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-103026	ENR	Peter L Vazquez	2002-04-11	UHC-44962-11	8228597955	8624 Cedar Ln, Tempe, AZ, 85219	0.76	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+2 more
ENR-129918	ENR	Charlotte N Hanson	1963-05-10	UHC-64461-42	7994257241	1822 Mountain View Dr, Charlotte, NC, 28272	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-415580	CLM	Lori Foster	1993-05-17	UHC-94326-05	—	8427 River Rd, Eden Prairie, MN, 55339	0.76	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-122480	ENR	Sara T Wagner	1987-08-20	UHC-73875-97	—	841 Broadway, Orlando, FL	0.76	Member ID reformatted Address re-cased City re-cased ZIP missing+2 more
ENR-122524	ENR	Valentina Valdez	1957-12-13	UHC-40345-86	4057536555	1921 Broadway, Glendale, AZ, 85399	0.76	Name split from “Last, First”Phone reformatted Member ID reformatted City re-cased+2 more
CLM-408387	CLM	Sara Greene	1987-04-04	UHC-84724-26	2129192051	3971 Lincoln Way, Minneapolis, MN, 55405	0.76	Date of birth reformatted Member ID reformatted City re-cased ZIP+4 trimmed+2 more
CLM-404162	CLM	Kenneth Obrien	1948-04-17	UHC-17109-44	—	8106 Cedar Ln, Charlotte, NC, 28212	0.76	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-421003	CLM	Debra Garza	1984-04-28	UHC-51147-76	—	6588 Ocean Ave, Columbus, OH, 43243	0.76	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-416036	CLM	Priya Edwards	1939-06-03	UHC-25800-96	—	3809 Grand Ave, Seattle, WA, 98135	0.76	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-133854	ENR	Sean O Edwards	1981-01-04	UHC-70250-73	9092481165	4188 Meadow Ln, Los Angeles, CA, 90072	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-142834	ENR	Nicole Stewart	1966-03-23	UHC-66328-57	—	9180 Sage Ct, Orlando, FL, 32808	0.76	Member ID reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-135316	ENR	Jack Castro	1967-08-03	UHC-47016-48	9175743970	8800 Mountain View Dr, Denver, CO, 80255	0.76	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-118965	ENR	Hiroshi G Kelly	1968-10-16	UHC-15600-78	5298318905	1816 Jefferson Ave, Mesa, AZ, 85206	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-142670	ENR	Thomas M Marshall	—	UHC-57129-71	5044031070	5207 Central Ave, Houston, TX, 77057	0.76	Date of birth unreadable Phone reformatted Member ID reformatted City re-cased+2 more
ENR-116415	ENR	Larry Y Johnson	1959-06-10	UHC-47867-04	3414117111	440 Desert Sky Blvd, Charlotte, NC, 28288	0.76	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+2 more
ENR-136730	ENR	Lisa A Hoffman	1942-01-28	UHC-60324-02	8792884673	1890 Apache Blvd, Eden Prairie, MN, 55342	0.76	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+2 more
CLM-417182	CLM	Albert Schultz	1939-12-06	UHC-79247-71	9186930633	8850 Hillcrest Rd, Columbus, OH, 43219	0.76	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+2 more
PRV-24014	PRV	Heather Q Schultz	2003-12-09	UHC-31606-78	—	8354 Baseline Rd, Tucson, AZ, 85745	0.76	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-140862	ENR	Sandra I Patel	1950-08-26	UHC-95354-02	5909219151	1517 Park Pl, Nashville, TN, 37249	0.76	Name re-cased Date of birth reformatted Member ID reformatted Email lower-cased+2 more
CLM-424084	CLM	Jean Owens	1956-07-14	UHC-67566-52	9342836189	4511 Cedar Ln, San Diego, CA, 92156	0.76	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-134620	ENR	Jack A Sullivan	1988-07-24	UHC-56237-02	2826020159	4947 Pine Dr, Orlando, FL, 32825	0.76	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+2 more
CLM-423237	CLM	Logan Greenne	—	UHC-51467-56	2165107683	—	0.76	Name re-cased Date of birth unreadable Phone reformatted Member ID reformatted+2 more
ENR-133374	ENR	Bveerly Sandoval	1987-01-04	UHC-71693-15	6098224981	2141 Meadow Ln, Glendale, AZ, 85312	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-126976	ENR	Ronald Flores	1971-03-07	UHC-59780-24	6995937820	5891 Union St, Tempe, AZ, 85206	0.76	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
CLM-404457	CLM	Brittany K Freeman	1943-04-15	UHC-13360-01	7207147632	199 Grand Ave, Scottsdale, AZ, 85268	0.76	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
CLM-417741	CLM	Ollivia Duncan	1983-01-27	UHC-66759-58	—	894 Mountain View Dr, Tampa, FL, 33658	0.76	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-116880	ENR	Jerry Romero	1964-03-24	UHC-98312-99	2679081891	855 Lake View Rd, Tucson, AZ, 85786	0.76	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+2 more
CLM-411512	CLM	Judith Castillo	1984-08-12	UHC-17837-26	—	5562 Pine Dr, Tucson, AZ, 85793	0.76	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-425215	CLM	Sofia P Guerrero	1958-11-24	UHC-77814-77	7436579225	—	0.76	Middle initial moved out of first name Name re-cased Date of birth reformatted Member ID reformatted+2 more
ENR-127357	ENR	Zachary V Hawkins	1948-08-11	UHC-34301-59	6313479380	7927 Willow Ct, Scottsdale, AZ, 85268	0.76	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+2 more
CLM-426157	CLM	Russelll Schultz	1964-07-04	UHC-11427-28	—	1372 Forest Ave, Plano, TX, 75033	0.76	Member ID reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-120716	ENR	Stephanie Chen	1975-04-17	UHC-64339-04	2134513991	6996 Palm Dr, Plano, TX, 75068	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-404245	CLM	Mark Jimanez	1945-07-08	UHC-31118-02	8336902953	396 Elm St, Sacramento, CA, 95877	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-426694	CLM	Lucia Turres	1981-05-24	UHC-10261-77	8078860849	7826 Willow Ct, Chandler, AZ, 85240	0.76	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-101721	ENR	Angela T Pena	2003-11-09	UHC-76934-48	7352645965	7321 Main St, Tampa, FL, 33686	0.76	Name re-cased Phone reformatted Member ID reformatted State name converted to code+2 more
ENR-106538	ENR	Scott Alvarez	1953-05-08	UHC-73594-80	3902090365	1011 Ocean Ave, Denver, CO, 80221	0.76	Name re-cased Phone reformatted Member ID reformatted ZIP+4 trimmed+2 more
ENR-104651	ENR	Sandra N Harper	1946-09-10	UHC-48277-68	8012466003	7685 Jefferson Ave, Denver, CO, 80212	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-122623	ENR	Mari N Hughes	1996-07-12	UHC-57720-47	5718897528	4875 Spring St, Los Angeles, CA, 90096	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more

7,723 rows, page 85 of 155Previous Next