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 “Placeholder values cleared”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlaceholder values clearedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-421952	CLM	Samuel Fisher	1970-06-03	UHC-59857-84	3586546233	2380 Highland Ave, Seattle, WA, 98111	0.48	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+4 more
CLM-405637	CLM	Brandon Snydre	1968-12-04	UHC-55662-93	—	8063 Pine Dr # 281, Nashville, TN, 37248	0.48	Name re-cased Unit split from street Street suffix standardised Address re-cased+4 more
CLM-409705	CLM	Brian Reid	1972-04-13	UHC-22030-18	2792120513	7920 Valley View Dr, Orlando, FL	0.48	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-416946	CLM	Ralph Montgomery	—	—	—	4474 Sage Ct Apt 36, Mesa, AZ, 85254	0.48	Name re-cased Date of birth unreadable Unit split from street Street suffix standardised+4 more
CLM-418954	CLM	Peter Washington	1952-06-03	UHC-58356-44	—	9079 Meadow Ln, Glendale, AZ, 85387	0.48	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-139155	ENR	Dan P Richards	1988-08-23	UHC-49911-56	5132450933	6157 Grand Ave, Austin, TX	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
PRV-27293	PRV	Christopher Contreras	1951-12-19	UHC-60511-18	4209753682	8960 Main St Apt 14, Las Vegas, NV, 89176	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-102519	ENR	Charlotte Alexander	2001-07-07	UHC-58974-57	7703446462	903 Meadow Ln, Houston, TX, 77049	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
CLM-419619	CLM	Virginia Weaver	—	—	—	5687 Sage Ct, Glendale, AZ	0.48	Name re-cased Date of birth missing City re-cased ZIP missing+4 more
CLM-401235	CLM	Amanda G Sullivan	1941-09-23	—	9464907836	3262 Lake View Rd, Jacksonville, FL, 32241	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-123994	ENR	Yuki Barnes	1957-04-03	UHC-87254-53	7795357853	63 Willow Ct Apt 27, Tucson, AZ, 85750	0.48	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-106138	ENR	Sandra Lwis	1994-04-02	UHC-69787-06	9565329294	2873 Maple Ave Apt 22, Jacksonville, FL	0.48	Phone reformatted Unit split from street Street suffix standardised Address re-cased+4 more
TPA-58706	TPA	George Delgado	1984-05-02	—	—	2597 Bayshore Dr Apt 40, Seattle, WA, 98197	0.48	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+4 more
PRV-27585	PRV	Elizabeth Walker	1958-11-19	UHC-96628-55	—	8507 Harbor Blvd, Denver, CO	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-101772	ENR	Anna X Anderson	1992-10-03	UHC-58405-22	—	7973 Ocean Ave, Phoenix, AZ, 85094	0.48	Middle initial moved out of first name Name re-cased Phone missing area code Street suffix standardised+4 more
PRV-20347	PRV	Mark Fox	1974-07-18	UHC-99909-59	2946619352	2492 Ridge Rd, Minneapolis, MN, 55422	0.48	Name split from “Last, First”Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
ENR-123358	ENR	Doris Cole	1979-03-15	UHC-59466-15	—	4228 Canyon Rd, Charlotte, NC, 28209	0.48	Name split from “Last, First”Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
CLM-404288	CLM	Lori Vega	2002-09-02	UHC-08440-55	—	1434 Main St, Plano, TX	0.48	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
ENR-132615	ENR	Carol D Ward	1967-07-14	UHC-25200-11	3118217243	8635 Palm Dr, Las Vegas, NV, 89159	0.48	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+4 more
TPA-60030	TPA	Jacqueline Willsi	1998-05-09	—	6387119546	1671 Market St, Denver, CO	0.48	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+4 more
ENR-114038	ENR	Valentina Nelson	1985-02-09	UHC-73808-52	4308895410	7819 Baseline Rd Apt 32, Columbus, OH, 43250	0.48	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+4 more
TPA-60176	TPA	Ryan Soto	2002-11-11	—	—	8891 Union St # 361, Tempe, AZ, 85233	0.48	Unit split from street Street suffix standardised Address re-cased City re-cased+4 more
ENR-116434	ENR	Wayne A Sanchez	1962-10-15	UHC-45559-54	2393987526	3186 Harbor Blvd, Los Angeles, CA, 90080	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-22085	PRV	Ralph T Daniels	2001-07-07	UHC-44422-88	6199844511	3822 Sage Ct Apt 7, Phoenix, AZ	0.48	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
TPA-60078	TPA	Barbara Collins	—	—	9139945612	647 Market St, Minneapolis, MN, 55468	0.48	Name split from “Last, First”Date of birth reformatted Date of birth unreadable Phone reformatted+4 more
CLM-418261	CLM	Jonahtan H Ferguson	1981-06-09	—	4302798328	4690 Forest Ave, Gilbert, AZ, 85276	0.48	Phone reformatted Street suffix standardised Address re-cased City re-cased+4 more
CLM-431020	CLM	Sarah S Dunn	—	UHC-26514-98	2545140687	4136 Grand Ave Apt 5, Dallas, TX, 75268	0.48	Date of birth unreadable Phone reformatted Unit split from street Street suffix standardised+4 more
CLM-403225	CLM	Michael Campbell	2005-09-05	UHC-94863-84	—	1057 Maple Ave Apt 29, Austin, TX, 78731	0.48	Name split from “Last, First”Date of birth reformatted Unit split from street Street suffix standardised+4 more
TPA-56124	TPA	Keith Ross	1939-07-21	—	—	4892 Baseline Rd, Phoenix, AZ, 85026	0.48	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
ENR-112430	ENR	Bobby Hernandez	1974-07-03	UHC-97966-71	3022428803	6500 Harbor Blvd, Orlando, FL, 32849	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-127109	ENR	Alice Mendoza	1973-07-01	UHC-85886-84	3163785373	4821 Cedar Ln, Atlanta, GA, 30336	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-400875	CLM	Timothy Kelly	1988-07-01	—	4893100129	2193 Mountain View Dr, Seattle, WA	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-404187	CLM	Sharon Santos	1990-01-28	UHC-46936-59	—	6404 Bayshore Dr # 971, Denver, CO	0.48	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
CLM-423204	CLM	Keith Griffin	1979-04-15	—	5088426049	1713 Cedar Ln, Sacramento, CA	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-420146	CLM	Susan Yang	2000-01-13	UHC-21009-42	4769869935	3414 Church St # 502, Jacksonville, FL, 32295	0.48	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
CLM-423616	CLM	Austin Harvey	1988-02-02	UHC-73934-26	—	8260 Main St # 666, Denver, CO	0.48	Name re-cased Unit split from street Street suffix standardised Address re-cased+4 more
CLM-425703	CLM	Kayla Willis	1944-09-11	UHC-95285-80	—	7871 Ridge Rd # 923, Tampa, FL, 33616	0.48	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
ENR-114695	ENR	Jonathan W Lawson	1945-03-06	UHC-79224-89	8564140716	12 Forest Ave, San Antonio, TX, 78210	0.48	Phone reformatted Street suffix standardised Address re-cased State name converted to code+4 more
ENR-111556	ENR	Nathan Rose	1964-05-05	UHC-57831-42	—	439 Baseline Rd, Denver, CO	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
PRV-27957	PRV	Jesse Russell	1983-04-14	UHC-39788-24	5045675582	8446 Camelback Rd, Phoenix, AZ, 85088	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-107032	ENR	Nicole Hanson	2006-01-09	UHC-87068-62	5768526252	3984 River Rd, Jacksonville, FL, 32217	0.48	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-56597	TPA	Willie Butler	1959-10-24	—	—	1562 Central Ave Apt 17, Mesa, AZ, 85215	0.48	Name split from “Last, First”Date of birth reformatted Unit split from street Street suffix standardised+4 more
CLM-407340	CLM	Joshua Hanson	1960-08-22	—	7238151215	967 Oak St, Eden Prairie, MN, 55334	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-428452	CLM	Mateo Park	2002-04-13	UHC-21681-06	8743547087	5295 River Rd, Denver, CO	0.48	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-101268	ENR	Joan Singh	1960-03-25	UHC-03484-76	7248919613	5676 Palm Dr # 496, Eden Prairie, MN, 55317	0.48	Phone reformatted Unit split from street Street suffix standardised Address re-cased+4 more
CLM-416612	CLM	Elijah Burke	2003-04-06	UHC-58551-91	—	7099 Elm St Apt 9, Glendale, AZ, 85360	0.48	Name re-cased Unit split from street Street suffix standardised Address re-cased+4 more
PRV-23508	PRV	Jack Soctt	1949-08-22	UHC-60017-55	6333078231	6031 Elm St # 686, Las Vegas, NV, 89167	0.48	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+4 more
PRV-23812	PRV	Aaron Rojas	—	—	3164352379	1140 Spring St, Tempe, AZ, 85244	0.48	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-25003	PRV	Michelle Chavez	1992-04-26	UHC-36979-40	7644180305	5832 Sunset Blvd # 499, Scottsdale, AZ, 85288	0.48	Phone reformatted Member ID reformatted Unit split from street Street suffix standardised+4 more
TPA-51289	TPA	Arjun Turner	1984-09-08	—	7696717981	8735 Valley View Dr Apt 1, Phoenix, AZ, 85067	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more

71,257 rows, page 49 of 1,426Previous Next