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 “Date of birth reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-22161	PRV	Hiroshi R Harper	2008-03-06	—	7746266530	6123 Baseline Rd, Nashville, TN	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-136289	ENR	Charlotte J Morgan	2001-03-03	UHC-53059-88	4269777010	3169 Canyon Rd, Denver, CO, 80242	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-412125	CLM	Janice Davis	1974-01-24	UHC-78960-88	9632876901	6350 Grand Ave, Gilbert, AZ, 85293	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-120086	ENR	Jackie Hanen	1978-12-04	—	—	9569 Desert Sky Blvd, Nashville, TN, 37294	0.60	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+4 more
CLM-407480	CLM	William Harrison	1956-07-19	UHC-32299-78	7804022643	586 River Rd, Glendale, AZ	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-424702	CLM	Diane Morales	1958-05-02	—	3276320176	6994 Jefferson Ave, Seattle, WA, 98122	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-123267	ENR	Jack Meyer	1996-06-12	UHC-47355-03	—	8203 Mesa Dr, San Diego, CA, 92140	0.60	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+4 more
ENR-115632	ENR	Nathan Fox	1968-01-26	UHC-69999-99	6797759415	4909 Mountain View Dr, Fresno, CA, 93763	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-128083	ENR	Peter R Ferguson	1948-03-25	UHC-45310-05	4004185678	1560 Central Ave, Houston, TX, 77066	0.60	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
ENR-124627	ENR	Janice M Wets	1946-05-25	UHC-30537-94	7406652820	207 Meadow Ln, Chandler, AZ	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-106863	ENR	Jason Duncan	1996-06-16	UHC-47431-54	2323134848	783 Washington St, Houston, TX, 77091	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-105126	ENR	Christina Cruz	1986-09-05	UHC-96388-39	3087113051	4501 Jefferson Ave, Eden Prairie, MN, 55391	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-51896	TPA	Randy Castro	1969-09-18	—	2895446528	8169 Oak St, Las Vegas, NV, 89161	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-28519	PRV	Carol Henry	1999-11-03	UHC-64577-07	4805727690	2837 Broadway, Orlando, FL, 32847	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+4 more
TPA-57620	TPA	Naoh U Price	1969-11-08	UHC-27165-52	5552532220	4559 Market St, Plano, TX, 75026	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-142865	ENR	Catherine L Bennett	1980-01-12	UHC-58898-70	2587124462	939 Ocean Ave Apt 32, Austin, TX, 78790	0.60	Date of birth reformatted Phone reformatted Member ID reformatted Unit split from street+4 more
ENR-103829	ENR	Jacqueline Sanders	1964-11-23	UHC-67570-52	6232414781	6642 Ridge Rd, Gilbert, AZ, 85267	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
TPA-53155	TPA	Henry Roberts	1969-10-21	—	6856078523	7955 Sage Ct, Chandler, AZ	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-53154	TPA	Henry Roberts	1969-10-21	—	6856078523	7955 Sage Ct, Chandler, AZ	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-101723	ENR	Catherine X Ellis	1939-12-19	UHC-05992-19	7513768712	3991 Park Pl, Chandler, AZ, 85202	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-139276	ENR	Danielle Austin	1971-08-11	UHC-75102-81	3442004802	8500 Canyon Rd, Minneapolis, MN, 55406	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-114348	ENR	Aisha Miller	1948-10-19	UHC-31707-73	5973635984	5672 Elm St # 540, Austin, TX, 78716	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-114109	ENR	Jacqueline Rice	1965-03-03	UHC-18053-04	3648347640	8134 Lake View Rd, Atlanta, GA, 30349	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-20296	PRV	Peter U Carter	1999-02-24	UHC-21483-29	5982547530	8215 Market St, Fresno, CA, 93755	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-132162	ENR	Roger O Sanchez	1966-03-16	UHC-37942-63	5426546812	7701 Lake View Rd # 645, Columbus, OH, 43295	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
CLM-432529	CLM	Robert N Lewis	1938-06-12	UHC-97618-20	—	1524 Oak St, Sacramento, CA, 95858	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-402452	CLM	Sandra Smith	1967-08-12	UHC-43199-80	8493845123	2812 Maple Ave, Denver, CO, 80280	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-20786	PRV	Lucia Gonzales	1955-04-17	UHC-58807-87	3995271271	2783 Sage Ct, San Antonio, TX, 78241	0.60	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+4 more
CLM-407529	CLM	Roger Q White	1948-08-05	UHC-38078-45	3374570252	1094 Baseline Rd, Seattle, WA, 98105	0.60	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
CLM-400716	CLM	Lori Meyer	1959-11-17	UHC-13791-29	3623758366	9738 Canyon Rd, Charlotte, NC	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-100795	ENR	Brnadon R Bryant	1980-12-13	UHC-78047-95	9533400231	2086 Maple Ave, Atlanta, GA, 30342	0.60	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+4 more
ENR-142571	ENR	Ronald H Harrison	1984-04-25	UHC-20068-10	—	8832 Mountain View Dr, San Diego, CA, 92193	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-143002	ENR	Marcus H Fernandez	1997-10-04	UHC-69524-07	4979829474	1095 Hillcrest Rd, Tempe, AZ, 85298	0.60	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
CLM-417773	CLM	Kathleen Gardner	1997-09-05	—	4307957627	3869 Jefferson Ave, Chandler, AZ, 85227	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-424667	CLM	Alice Mejia	1942-06-13	UHC-60560-81	2824471224	649 Apache Blvd, Denver, CO, 80254	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-112418	ENR	Jessica Elis	1997-03-05	UHC-51002-75	8908184992	2135 Mesa Dr Apt 21, Jacksonville, FL, 32280	0.60	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
CLM-415024	CLM	Janice Hererra	1986-09-18	UHC-91917-46	3393602176	2585 Grand Ave, Austin, TX, 78760	0.60	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
PRV-29098	PRV	Ahmed O Coleman	1975-03-03	—	5126065971	4581 Forest Ave, Columbus, OH, 43255	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-20412	PRV	Chris P Espinoza	1994-09-18	UHC-74983-53	8208831326	5093 Lake View Rd, Eden Prairie, MN, 55378	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-429432	CLM	Mason Taylor	2001-07-19	—	2767408425	1473 Bayshore Dr, Phoenix, AZ, 85093	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-421319	CLM	Michelle Clark	1987-06-28	UHC-76779-12	7186275243	4196 Union St, Miami, FL, 33116	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+4 more
CLM-421320	CLM	Michelle Clark	1987-06-28	UHC-76779-12	7186275243	4196 Union St, Miami, FL, 33116	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+4 more
CLM-426129	CLM	James Ortiz	1940-06-28	—	5575874242	7211 Desert Sky Blvd, Phoenix, AZ	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-412369	CLM	Sharon Thomas	1942-09-22	UHC-96128-13	8766802037	3073 Lincoln Way, San Antonio, TX, 78243	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-28059	PRV	Ruth L Flores	1999-02-18	—	4807777238	7256 Valley View Dr, Gilbert, AZ, 85292	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-133291	ENR	Raymond Grant	1957-06-21	UHC-33272-26	5254095899	9859 Elm St, Miami, FL	0.60	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
PRV-27766	PRV	Carl Q Porter	1982-09-09	—	9712830586	7075 Willow Ct, Miami, FL, 33172	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-141355	ENR	Roger Reid	1961-06-04	UHC-97347-56	—	9877 Valley View Dr, Sacramento, CA, 95880	0.60	Date of birth reformatted Phone missing area code Member ID reformatted Street suffix standardised+4 more
ENR-119349	ENR	Mason U Pierce	1970-10-14	UHC-14486-45	7584183726	5979 Maple Ave, San Antonio, TX, 78271	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-106607	ENR	Charlotte Payne	1943-09-07	UHC-66273-80	3037776461	5422 Oak St, Las Vegas, NV, 89121	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more

32,400 rows, page 77 of 648Previous Next