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

Claims, 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
CLM-423146	CLM	Bobby Adams	1972-01-12	UHC-70130-54	—	8522 Spring St, Plano, TX, 75070	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-431703	CLM	Samuel Gardner	1940-08-26	UHC-71837-12	9444388288	5394 Meadow Ln # 550, Gilbert, AZ, 85208	0.62	Date of birth reformatted Member ID reformatted Unit split from street Street suffix standardised+3 more
CLM-425326	CLM	Cynthia Moore	1943-06-06	UHC-70365-62	—	88 Church St, Los Angeles, CA, 90028	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-408115	CLM	Alvarez Tyler	1966-04-13	UHC-06222-12	—	9548 Mountain View Dr, Mesa, AZ, 85242	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-422519	CLM	Helen Williams	1978-04-25	UHC-69324-22	3814271921	1803 Bayshore Dr, San Antonio, TX	0.62	Name re-cased Phone reformatted City re-cased ZIP missing+3 more
CLM-426481	CLM	Teresa Elliott	1939-11-27	—	—	621 Grand Ave, Gilbert, AZ, 85259	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-424829	CLM	Jose Patterson	1982-09-22	—	8496550950	9395 Sunset Blvd # 277, Houston, TX, 77066	0.62	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
CLM-418161	CLM	Joseph Wong	1958-03-21	—	—	3089 Lake View Rd Apt 23, Scottsdale, AZ, 85258	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
CLM-412007	CLM	Julia Cook	1977-05-13	—	—	9050 Highland Ave, Scottsdale, AZ, 85217	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-402932	CLM	Sarah Reed	1980-11-17	—	4288826213	6096 Hillcrest Rd Apt 32, Tempe, AZ, 85242	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
CLM-426921	CLM	Theresa Washington	1957-04-11	UHC-57051-33	9374368834	3875 Washington St, Scottsdale, AZ	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-402886	CLM	Mark V Cloe	1958-09-01	—	—	9515 Sunset Blvd, Nashville, TN, 37286	0.62	Name re-cased Phone missing area code Street suffix standardised Address re-cased+3 more
CLM-407806	CLM	Brandon Bryant	1995-01-07	UHC-65094-90	—	7968 Central Ave, Tampa, FL, 33648	0.62	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-401011	CLM	Justin Weber	1948-06-28	UHC-21843-63	8607039790	9726 Palm Dr, Miami, FL, 33131	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-409707	CLM	Joshua Smith	1948-04-04	UHC-43885-01	—	7868 Bayshore Dr, Jacksonville, FL, 32266	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-406421	CLM	Christine N Reid	1967-02-20	—	7872063129	7201 Ridge Rd, Jacksonville, FL, 32280	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-423562	CLM	Hannah P Brooks	1959-04-20	—	—	6472 Washington St, Jacksonville, FL, 32248	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
CLM-413626	CLM	Tyler Madina	1990-10-01	UHC-89806-73	2347890945	3212 Grand Ave, Mesa, AZ, 85282	0.62	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-401530	CLM	Henry Patick	1975-08-15	UHC-39305-02	—	4132 Palm Dr, Glendale, AZ, 85350	0.62	Name re-cased Phone missing area code Street suffix standardised Address re-cased+3 more
CLM-404663	CLM	Roger Payne	2005-04-06	UHC-87094-74	2286699152	2210 Ridge Rd, Chandler, AZ, 85210	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-406628	CLM	Anthony Collins	1966-02-19	UHC-59860-58	—	1720 Pine Dr, Charlotte, NC, 28251	0.62	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-427229	CLM	Kevin Nguyen	1977-12-18	UHC-97416-97	7796140733	3474 Palm Dr, Tempe, AZ, 85282	0.62	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+3 more
CLM-415058	CLM	Raymond Kim	2002-05-10	UHC-89856-22	—	1535 Main St, Tempe, AZ, 85297	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-404614	CLM	Eugene Perkins	1991-05-21	UHC-74376-09	—	8300 Canyon Rd, San Antonio, TX, 78243	0.62	Street suffix standardised Address re-cased City re-cased State code upper-cased+3 more
CLM-427777	CLM	Billy Romero	1992-09-22	UHC-51311-12	4513129900	6253 Church St, Mesa, AZ, 85294	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-412896	CLM	Gregory Delgado	1968-04-21	UHC-32595-69	8166737532	4695 Lincoln Way, Austin, TX, 78742	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-420522	CLM	Judith Ford	1949-12-12	—	8073744480	4607 Mountain View Dr, Miami, FL, 33147	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-424571	CLM	Eugene Nichols	1980-03-11	UHC-77317-26	—	1911 Palm Dr, Phoenix, AZ, 85031	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
CLM-403371	CLM	Julia Dean	1959-11-20	—	4984146658	6505 Highland Ave, Jacksonville, FL, 32273	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-430989	CLM	Dennis Kelley	2006-05-23	—	8796066295	1820 Pine Dr, Las Vegas, NV, 89138	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-410035	CLM	Bruce Campbell	1973-08-02	UHC-19587-40	—	9246 Indian School Rd, Seattle, WA, 98145	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
CLM-426924	CLM	Sofia Gonzalez	1989-06-16	UHC-28733-52	5323619992	2628 Washington St, Nashville, TN, 37234	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-432635	CLM	Jordan Rivera	1972-02-16	UHC-42809-73	—	9207 Park Pl, Fresno, CA, 93752	0.62	Name re-cased Phone missing area code Street suffix standardised Address re-cased+3 more
CLM-421573	CLM	Diego Espinoza	2002-04-14	—	4488805527	6566 Valley View Dr Apt 40, Miami, FL	0.62	Name re-cased Phone reformatted Unit split from street City re-cased+3 more
CLM-417005	CLM	Joshua Crawford	—	UHC-22291-10	2445474690	1591 Bayshore Dr, Glendale, AZ, 85314	0.62	Name re-cased Date of birth missing Phone reformatted City re-cased+3 more
CLM-409865	CLM	Catherine Harper	2000-10-15	UHC-66620-68	—	5487 Ridge Rd, Charlotte, NC, 28223	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-405814	CLM	Jordan Munoz	1960-08-21	UHC-64719-86	—	5593 Market St, Tucson, AZ, 85786	0.62	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-404266	CLM	Christina Y Phillips	1944-10-12	UHC-66533-38	—	5413 Canyon Rd, Scottsdale, AZ, 85230	0.62	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-428813	CLM	Ralph X Tran	1938-12-26	UHC-19577-66	3196739034	9090 Pine Dr, Sacramento, CA, 95876	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-401116	CLM	Camila Austin	2001-05-25	UHC-06304-18	2912087511	3279 Sage Ct, Mesa, AZ, 85223	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-401105	CLM	James Sara	1964-06-24	—	5152087217	2639 Sage Ct, Tempe, AZ	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-400517	CLM	Evelyn Rodriguz	1946-12-04	UHC-93535-65	9156511326	44 Palm Dr, Austin, TX, 78767	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-401872	CLM	Albert Rogers	1965-11-21	UHC-07011-45	6964007555	7894 Cedar Ln, Mesa, AZ, 85226	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-414668	CLM	Doris Watson	—	UHC-23249-96	5264765344	6258 Forest Ave, Charlotte, NC, 28267	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
CLM-414015	CLM	David Martin	1966-07-04	—	2044424725	7248 Grand Ave, Sacramento, CA, 95876	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-417788	CLM	Wei F Shaw	1947-06-24	UHC-62420-46	—	5446 Market St, Plano, TX, 75099	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-420009	CLM	Edward Elliott	1979-05-08	UHC-33180-88	—	2976 Park Pl, Tempe, AZ, 85230	0.62	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-432387	CLM	Margaret Ramoos	1995-07-26	—	—	4658 Mesa Dr, Columbus, OH, 43222	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
CLM-406156	CLM	Stephens Katherine	—	UHC-94512-44	7707153349	2233 Pine Dr, Scottsdale, AZ, 85283	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
CLM-427227	CLM	Michelle Soto	1948-06-18	—	4596715037	4713 Lincoln Way, Scottsdale, AZ	0.62	Name re-cased Phone reformatted City re-cased State name converted to code+3 more

5,235 rows, page 20 of 105Previous Next