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 “Unit split from street”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagUnit split from streetClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-403114	CLM	George Stephens	1970-12-10	—	5762692209	3343 Harbor Blvd Apt 26, Tucson, AZ, 85729	0.70	Unit split from street Gender normalised Placeholder values cleared
TPA-63582	TPA	Jesse Bryant	1948-07-25	—	5714282738	9551 Sunset Blvd # 549, Los Angeles, CA, 90089	0.70	Unit split from street Gender normalised Placeholder values cleared
TPA-57399	TPA	Fatima I Bryant	2001-06-19	UHC-81628-53	—	5830 Willow Ct Apt 23, Fresno, CA, 93700	0.70	Name split from “Last, First”Unit split from street Placeholder values cleared
CLM-417421	CLM	Juan Chen	1982-01-27	—	—	9807 Church St # 941, Nashville, TN, 37266	0.70	SSN last four extracted Unit split from street Placeholder values cleared
ENR-124859	ENR	Hannah Perry	2004-05-25	UHC-95487-66	2898020506	1863 Palm Dr # 481, Eden Prairie, MN, 55374	0.70	Two-digit birth year Unit split from street Placeholder values cleared
CLM-404211	CLM	Jeremy Campbell	1971-01-02	—	—	5454 Market St # 826, Fresno, CA, 93733	0.70	Unit split from street ZIP+4 trimmed Placeholder values cleared
ENR-120217	ENR	Laura Rogers	1941-06-08	UHC-88922-66	9744165646	2821 River Rd Apt 20, Tempe, AZ	0.70	Name re-cased Unit split from street ZIP missing
CLM-400325	CLM	Noah Ryan	1978-04-19	UHC-99079-19	2727872191	2398 Willow Ct Apt 38, San Antonio, TX, 78256	0.70	Unit split from street Gender normalised Placeholder values cleared
TPA-50428	TPA	Carolyn Lewis	1996-08-27	UHC-83255-14	—	5024 Spring St # 381, Charlotte, NC, 28254	0.70	Unit split from street State name converted to code Placeholder values cleared
ENR-103751	ENR	Jerry B Murray	1986-02-06	UHC-55351-47	6213996616	7532 Cedar Ln # 796, Nashville, TN, 37277	0.70	Name split from “Last, First”Unit split from street Whitespace trimmed
ENR-105282	ENR	Ktahryn P Bowamn	1949-01-08	UHC-59535-03	9587770732	1310 Apache Blvd Apt 1, Denver, CO, 80283	0.70	Unit split from street Street suffix standardised Address re-cased
ENR-105283	ENR	Ktahryn P Bowamn	1949-01-08	UHC-59535-03	9587770732	1310 Apache Blvd Apt 1, Denver, CO, 80283	0.70	Unit split from street Street suffix standardised Address re-cased
ENR-143034	ENR	David K Perry	—	UHC-81654-23	5179320743	1212 Oak St Apt 26, Los Angeles, CA, 90009	0.70	Date of birth missing Unit split from street Whitespace trimmed
CLM-425311	CLM	David Stephens	1985-03-20	UHC-15097-63	—	7357 Jefferson Ave # 517, Eden Prairie, MN, 55389	0.70	Unit split from street State name converted to code Placeholder values cleared
ENR-102518	ENR	James Wagner	1952-02-21	UHC-76223-95	5117491745	2229 Harbor Blvd # 142, Columbus, OH	0.70	Phone reformatted Unit split from street ZIP missing
ENR-139194	ENR	Jeremy S Stevens	1963-04-25	UHC-14258-31	8314021809	5943 Harbor Blvd Apt 18, Houston, TX	0.70	Unit split from street ZIP missing Whitespace trimmed
TPA-56713	TPA	Carlos Richardson	1994-06-02	UHC-86386-38	—	9280 Forest Ave Apt 4, Minneapolis, MN, 55458	0.70	Unit split from street Gender normalised Placeholder values cleared
ENR-106531	ENR	Mariana C Hawkins	1960-03-08	UHC-87456-54	—	9230 Mountain View Dr # 685, Gilbert, AZ, 85264	0.70	Date of birth reformatted Phone missing area code Unit split from street
ENR-102786	ENR	Catherine S Silva	1991-10-18	UHC-28183-55	2583495842	1651 Oak St Apt 37, Austin, TX	0.70	Phone reformatted Unit split from street ZIP missing
ENR-140929	ENR	Btsy Myers	1981-12-18	UHC-25672-92	—	9332 Ridge Rd Apt 40, Dallas, TX, 75292	0.70	Name re-cased Phone missing area code Unit split from street
CLM-417047	CLM	Lori Nunez	2002-06-18	—	—	5216 Meadow Ln Apt 5, Plano, TX, 75053	0.70	Phone missing area code Unit split from street Placeholder values cleared
ENR-117556	ENR	Mills Ana	1998-06-13	UHC-19219-52	7822849623	355 Broadway # 157, Plano, TX, 75090	0.72	Date of birth reformatted Phone reformatted Unit split from street Address re-cased+4 more
ENR-132876	ENR	Kayla W Le	2002-03-09	UHC-50548-50	5529273722	2921 Market St # 179, Miami, FL, 33180	0.72	SSN last four extracted Unit split from street
CLM-409054	CLM	Noah Robinson	1979-07-12	—	2777164398	6750 River Rd # 878, Denver, CO, 80238	0.72	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-137092	ENR	Ross Beverly	1960-07-26	UHC-10564-44	3396899358	8373 Hillcrest Rd # 311, Eden Prairie, MN, 55370	0.72	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-125981	ENR	Kathryn C Day	1982-11-24	UHC-37330-92	4948845985	6913 River Rd Apt 25, Charlotte, NC, 28278	0.72	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-114268	ENR	Hannah Dixon	1984-01-07	UHC-63529-48	6799192947	2538 Union St Apt 29, Nashville, TN, 37268	0.72	Name split from “Last, First”Unit split from street
ENR-130663	ENR	Sarah B Harris	2003-08-12	UHC-84751-90	3162979292	8274 Lincoln Way # 299, Miami, FL, 33185	0.72	Two-digit birth year Unit split from street
ENR-129644	ENR	Danielle Lee	1975-10-25	UHC-50635-73	—	7026 Jefferson Ave # 161, Atlanta, GA, 30306	0.72	Phone missing area code Unit split from street
ENR-128618	ENR	Valentina Q Black	1979-06-08	UHC-96472-85	—	5337 Pine Dr # 495, Jacksonville, FL, 32249	0.72	Phone missing area code Unit split from street
ENR-111251	ENR	Kathy Matthews	1998-02-01	UHC-70356-45	5295022379	5746 Church St # 868, Fresno, CA, 93731	0.72	Name split from “Last, First”Unit split from street
ENR-127530	ENR	Hannah F Kelley	1965-04-02	UHC-51043-32	9588503503	1591 Broadway # 934, Columbus, OH, 43275	0.72	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-105520	ENR	Joey S Smiht	1955-03-05	UHC-18278-89	9726556380	3961 Ridge Rd Apt 11, Phoenix, AZ, 85094	0.72	Unit split from street Gender normalised
ENR-114856	ENR	Juan Watkins	1978-02-27	UHC-84090-92	2964153080	9150 Sage Ct # 626, Seattle, WA, 98106	0.72	Unit split from street ZIP+4 trimmed
PRV-21029	PRV	Christian Perez	1978-01-11	UHC-47113-40	—	9660 Grand Ave Apt 35, Tempe, AZ, 85211	0.74	Name re-cased Date of birth reformatted Member ID reformatted Unit split from street+3 more
CLM-413031	CLM	Brittany Lucas	2000-03-27	—	5408483129	1258 Park Pl Apt 20, Plano, TX, 75017	0.74	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-120751	ENR	Eric A Bell	1943-10-03	UHC-12366-37	7349738013	6105 Bayshore Dr Apt 9, Denver, CO, 80258	0.74	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-122788	ENR	Michael Patterson	1950-07-25	UHC-52330-39	5344757314	9741 Sunset Blvd Apt 30, Mesa, AZ, 85226	0.74	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-132334	ENR	Daniel Harper	1995-07-18	UHC-27789-68	9469250242	2855 Broadway Apt 15, Jacksonville, FL, 32226	0.74	Phone reformatted Member ID reformatted Unit split from street Address re-cased+3 more
PRV-20218	PRV	Jake Obrien	1952-12-07	UHC-35819-35	8974392985	6666 Mountain View Dr Apt 37, Dallas, TX, 75200	0.74	Name re-cased Phone reformatted Member ID reformatted Unit split from street+3 more
CLM-404464	CLM	Bruce Stephens	1938-03-04	—	4106070075	6482 Union St Apt 5, Orlando, FL, 32844	0.74	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-111043	ENR	Sofia Warren	1944-03-25	UHC-45832-74	4312860056	2017 Park Pl Apt 37, Jacksonville, FL, 32235	0.74	Name re-cased Phone reformatted Member ID reformatted Unit split from street+3 more
CLM-425904	CLM	Jonathan B Rivera	1953-04-10	UHC-42719-76	5869724641	8587 River Rd # 518, Phoenix, AZ, 85070	0.74	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
PRV-27249	PRV	Peter Fisher	1973-04-19	UHC-49647-84	5053643227	9503 Broadway Apt 37, Dallas, TX, 75252	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
CLM-408540	CLM	Santiago J Fowler	1946-12-10	UHC-38032-37	2975307721	566 Broadway Apt 8, Las Vegas, NV, 89197	0.74	Name re-cased Phone reformatted Unit split from street Address re-cased+3 more
ENR-130277	ENR	Andrew L Torres	1961-08-03	UHC-97596-90	7829374162	300 Forest Ave Apt 33, Plano, TX, 75010	0.74	Name re-cased Phone reformatted Unit split from street City re-cased+3 more
ENR-129147	ENR	Samuel Perkins	1969-08-26	UHC-03433-45	6179691045	514 Meadow Ln Apt 30, Los Angeles, CA, 90033	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-109390	ENR	Juan N Holmes	1970-06-03	UHC-80034-40	2639567921	8161 Harbor Blvd Apt 32, Mesa, AZ, 85275	0.74	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
PRV-22730	PRV	Ann Obrien	1945-12-04	UHC-24913-62	5495205977	4966 Central Ave # 377, Gilbert, AZ, 85228	0.74	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-133802	ENR	Julia Ruiz	1994-08-20	UHC-49539-71	5229299885	1868 River Rd # 410, Miami, FL, 33195	0.74	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more

6,994 rows, page 115 of 140Previous Next