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

Enrollment, flag “Name split from “Last, First””, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName split from “Last, First”Clear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-125631	ENR	Bruce Gardner	2004-09-23	UHC-64895-23	3323250616	5610 Hillcrest Rd, Fresno, CA, 93761	0.50	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-128870	ENR	Matthew V Singh	1993-08-04	UHC-24784-52	3115496451	1811 Indian School Rd, Charlotte, NC, 28257	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-135527	ENR	Zachary M Watkins	1994-12-18	UHC-59413-90	6412762106	1963 Highland Ave, Austin, TX	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-124656	ENR	Hannah K Owens	1946-10-28	UHC-20754-86	4273007464	6773 Willow Ct Apt 38, Orlando, FL, 32804	0.50	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-107657	ENR	Bryan V Carr	1959-11-01	UHC-84837-95	9384882231	7382 Pine Dr, Atlanta, GA, 30349	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted SSN last four extracted+3 more
ENR-120166	ENR	Danielle Sims	1961-10-28	UHC-89107-01	2394757039	3165 Willow Ct Apt 40, Tampa, FL, 33607	0.50	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-134762	ENR	Nathan S Kennedy	1971-07-24	UHC-94717-31	9524210645	1676 Spring St, Mesa, AZ, 85244	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-137919	ENR	Hannah Valdez	1969-03-27	UHC-12876-94	—	4569 Baseline Rd, Glendale, AZ, 85357	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-107574	ENR	Billy W King	1968-10-17	UHC-34428-44	7933475889	381 Sage Ct, Houston, TX, 77098	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-115274	ENR	Andrea A Espinoza	1995-10-20	UHC-38500-61	8248033190	4990 Church St Apt 14, Eden Prairie, MN, 55312	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-130226	ENR	Mychelle Gordon	1948-04-16	UHC-80137-39	—	470 Valley View Dr, Houston, TX, 77049	0.50	Name split from “Last, First”Phone missing area code Member ID reformatted Street suffix standardised+3 more
ENR-128320	ENR	Emily A Wagner	1940-01-05	UHC-20500-13	8417400837	956 Pine Dr, Glendale, AZ, 85307	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-118158	ENR	Amber R Delgado	2007-09-14	UHC-82226-03	8828146582	4846 Market St # 531, Chandler, AZ, 85241	0.50	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-100625	ENR	Jason Rios	1953-06-27	UHC-49359-36	3934390535	5658 Pine Dr # 434, Jacksonville, FL, 32263	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-117793	ENR	Ahmed Hayees	1995-10-01	UHC-59600-25	2407723846	1557 Baseline Rd, Fresno, CA, 93702	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-115556	ENR	Andrew Fernandez	1948-06-26	UHC-04193-01	9685099716	9020 Valley View Dr, Seattle, WA, 98169	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-132696	ENR	Kelly F Burton	1980-10-12	UHC-06398-61	—	9072 Park Pl, Dallas, TX, 75217	0.50	Name split from “Last, First”Street suffix standardised Address re-cased Email lower-cased+3 more
ENR-124105	ENR	Camila R Mendoza	1965-10-05	UHC-35550-94	8897657384	7918 Oak St, Seattle, WA, 98146	0.50	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-137061	ENR	Henry N Peters	1977-01-18	UHC-77157-46	2056791812	9756 Desert Sky Blvd, Eden Prairie, MN, 55387	0.50	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+3 more
ENR-136032	ENR	Matthew H Burns	1976-12-19	UHC-41296-63	9458261763	6941 Pine Dr # 520, Tucson, AZ, 85753	0.50	Name split from “Last, First”Middle initial moved out of first name Phone reformatted Unit split from street+3 more
ENR-110683	ENR	Zachary Harvey	2004-08-10	UHC-58981-28	8426107239	8928 Apache Blvd, Tempe, AZ, 85239	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-127564	ENR	Deborah Barnes	1995-03-09	UHC-31108-31	5534112107	8022 Hillcrest Rd, Minneapolis, MN, 55460	0.50	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-137139	ENR	James Johnson	1955-03-03	UHC-45826-69	—	4782 Main St, San Antonio, TX, 78236	0.50	Name split from “Last, First”Phone missing area code Street suffix standardised Address re-cased+3 more
ENR-114172	ENR	Jacob Lucas	1981-01-16	UHC-13277-60	—	4313 Desert Sky Blvd, Columbus, OH, 43211	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-122368	ENR	Abigail H Gomez	1954-05-20	UHC-76184-54	2342380498	9733 Apache Blvd, Tempe, AZ, 85256	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-135189	ENR	Linda Mendez	1987-05-08	UHC-91612-22	9584414884	9362 Willow Ct, Tempe, AZ, 85226	0.50	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+3 more
ENR-114100	ENR	Kevin U Cunningham	1942-10-27	UHC-96334-53	7536705354	4976 Cedar Ln # 439, Orlando, FL, 32813	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-141870	ENR	Isabella Rse	1991-01-19	UHC-86613-44	7732423168	23 Bayshore Dr, San Diego, CA	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-129812	ENR	Kimberly U Armstrong	1958-04-08	—	3578593661	1214 Palm Dr, Tucson, AZ, 85739	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-139933	ENR	Frank Powell	1990-09-11	UHC-17295-02	2645365520	8797 Camelback Rd # 514, Columbus, OH, 43231	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-115937	ENR	Kevin Q Burke	—	UHC-90271-70	7363741120	7399 Church St, Denver, CO, 80246	0.50	Name split from “Last, First”Date of birth unreadable Phone reformatted Street suffix standardised+3 more
ENR-124186	ENR	Janice Weaver	1973-10-17	UHC-62096-42	—	1279 Oak St, Denver, CO, 80225	0.50	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+3 more
ENR-129209	ENR	Maria Q Cunningham	1959-10-20	UHC-51601-85	8988085832	7075 Pine Dr, Los Angeles, CA, 90008	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-120119	ENR	Edward Olliver	2006-04-20	UHC-36016-90	4294649556	2187 Sage Ct, Columbus, OH, 43206	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted SSN last four extracted+3 more
ENR-136647	ENR	Brittany Peterson	1980-04-14	UHC-26138-49	3098747741	4303 Elm St, Eden Prairie, MN, 55362	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-123774	ENR	Fields O Walter	1938-08-18	UHC-01743-64	6036930264	9344 Camelback Rd, Fresno, CA	0.50	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+3 more
ENR-123558	ENR	Amanad Fisher	1970-08-21	UHC-11517-28	2534443613	5090 Willow Ct # 652, Phoenix, AZ, 85007	0.50	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-100752	ENR	Jose L Fower	1999-10-17	UHC-49377-67	3032304023	6354 Forest Ave, Minneapolis, MN	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-108830	ENR	Kimberly Z Salazar	1971-04-19	UHC-10291-16	6567188969	2158 Palm Dr, Sacramento, CA, 95854	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-118529	ENR	Gary G Greene	1983-08-06	UHC-86614-46	8706424329	4571 Jefferson Ave, Atlanta, GA, 30364	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-107374	ENR	Heather G Black	1983-01-18	UHC-29594-73	6555486532	3321 Washington St, Los Angeles, CA, 90040	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-107373	ENR	Heather G Black	1983-01-18	UHC-29594-73	6555486532	3321 Washington St, Los Angeles, CA, 90040	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-106474	ENR	Jason Nelson	1990-01-28	UHC-26606-97	8774549967	5012 Desert Sky Blvd # 887, San Diego, CA, 92187	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-136413	ENR	Willie Bailey	1973-10-24	UHC-45370-87	6732864536	9548 Union St, San Antonio, TX, 78284	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-122561	ENR	Sophia T Jensen	1955-01-11	—	7598340220	9101 Union St, Atlanta, GA	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-111784	ENR	Jim X Herrera	2007-10-15	UHC-91233-31	5506593172	3206 Washington St, Las Vegas, NV	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-125220	ENR	Debra S Meyer	1981-02-03	UHC-68461-30	8817745015	3651 Central Ave, San Diego, CA	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-117136	ENR	Hannah B Simmons	—	UHC-61478-12	5957911275	2317 Church St, Fresno, CA, 93778	0.50	Name split from “Last, First”Date of birth missing Phone reformatted Member ID reformatted+3 more
ENR-128876	ENR	Turnner I Alexander	1965-08-27	UHC-98406-32	—	429 Pine Dr, Sacramento, CA, 95897	0.50	Name split from “Last, First”Phone missing area code Street suffix standardised Address re-cased+3 more
ENR-116561	ENR	Christopher Chavez	1944-04-25	UHC-85547-14	4769815000	5415 Forest Ave, Los Angeles, CA, 90043	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more

4,309 rows, page 17 of 87Previous Next