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 “Phone reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPhone reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-107238	ENR	Frances Z Bryent	1985-09-19	UHC-76409-62	8812749355	2264 Meadow Ln, Las Vegas, NV, 89121	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-103178	ENR	Betty V Hicks	1975-11-21	UHC-76630-64	5922356190	2413 Grand Ave, Tucson, AZ, 85747	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-131403	ENR	Kyle Cruz	1947-05-02	UHC-16666-64	2812928045	2342 Church St, Jacksonville, FL, 32226	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-112798	ENR	Andrea Franklin	1983-11-15	UHC-15465-98	8412243054	2792 Ocean Ave, Tempe, AZ, 85255	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-108836	ENR	Lucia Carr	1953-08-22	UHC-41053-35	2408345807	6548 Pine Dr, Chandler, AZ, 85230	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-105678	ENR	John G Hayes	1989-02-20	UHC-01641-97	2966132464	8962 Highland Ave, Seattle, WA, 98198	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-120655	ENR	Jacqueline J Berry	1961-10-07	UHC-46209-94	5185942960	351 Forest Ave, Las Vegas, NV	0.64	Name re-cased Phone reformatted SSN last four extracted City re-cased+2 more
ENR-118704	ENR	Logan R Jensen	1965-06-18	UHC-93744-90	6865464230	2423 Cedar Ln, Plano, TX, 75061	0.64	Name re-cased Two-digit birth year Phone reformatted City re-cased+2 more
ENR-114248	ENR	LawrenceJunk	1995-05-16	UHC-85664-27	3438344709	3049 Broadway, Atlanta, GA, 30329	0.64	Phone reformatted Member ID reformatted Email lower-cased Gender normalised+2 more
ENR-118968	ENR	Christina Marqeuz	1987-07-22	UHC-60866-73	6793421727	3794 Desert Sky Blvd, Los Angeles, CA, 90079	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-130930	ENR	Price O Betty	1973-03-28	UHC-67858-78	6709448627	4166 Grand Ave, Seattle, WA, 98173	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-117434	ENR	Tyler Tucker	1994-03-25	UHC-79029-76	6653165099	6236 Mesa Dr Apt 34, Scottsdale, AZ, 85276	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-118864	ENR	Mariana I Parker	2008-11-14	UHC-18863-52	8676421234	9046 Church St, Gilbert, AZ, 85224	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-112557	ENR	Randy U Kennedy	1954-11-01	UHC-29773-41	9732274314	5003 Union St, Las Vegas, NV	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-134679	ENR	Mason Z Jacobs	1988-12-28	UHC-48090-22	3407729815	4277 River Rd, Los Angeles, CA, 90057	0.64	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+2 more
ENR-133710	ENR	Doris Kelly	1957-03-07	UHC-00217-48	3952726980	9827 Highland Ave, Seattle, WA, 98162	0.64	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-114267	ENR	Bruce H Perkins	1997-04-11	UHC-22797-74	9886056822	2502 Church St, Orlando, FL, 32874	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-124906	ENR	Austyn Li	1962-04-04	UHC-41620-28	4102948943	3597 Spring St, Plano, TX, 75029	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-110890	ENR	Andrea V Watson	1950-09-10	UHC-73165-75	7375795304	8190 Apache Blvd, Plano, TX, 75029	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-142793	ENR	Ethan Harvey	1960-10-24	UHC-44646-94	7178218219	3014 Forest Ave, Denver, CO, 80284	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-115754	ENR	Megan S Herrera	—	UHC-91109-19	7087172970	4453 Indian School Rd Apt 6, Denver, CO, 80228	0.64	Date of birth missing Phone reformatted Unit split from street City re-cased+2 more
ENR-119125	ENR	Michael Young	1954-12-19	UHC-00382-28	6003447974	2952 Palm Dr, Mesa, AZ, 85236	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-110640	ENR	Melissa R Gardner	1949-02-05	UHC-81275-40	6383769295	778 Apache Blvd, Austin, TX	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-119952	ENR	Marcus V Carr	1942-10-28	UHC-56477-42	4574149849	2952 Jefferson Ave, Tampa, FL	0.64	Name re-cased Date of birth reformatted Phone reformatted ZIP missing+2 more
ENR-108763	ENR	Kathleen T Bailey	1983-04-15	UHC-81568-33	9575049058	6841 Park Pl, Eden Prairie, MN, 55334	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-104488	ENR	Lori Howell	1980-06-05	UHC-61801-30	5772095440	8241 Harbor Blvd, Phoenix, AZ, 85056	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-104258	ENR	Bruce J Le	1968-08-09	UHC-76471-58	8419986588	3831 Mountain View Dr, Tucson, AZ	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-128436	ENR	Judith S Crawford	2007-12-20	UHC-46347-58	4034663659	2508 Mountain View Dr, Chandler, AZ, 85285	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-101968	ENR	Russell Day	1981-12-05	UHC-35891-73	7293430068	2065 Palm Dr, Seattle, WA, 98114	0.64	Name re-cased Phone reformatted Member ID reformatted SSN last four extracted+2 more
ENR-137748	ENR	Paul Mendez	1991-04-04	UHC-11811-69	4165494405	6755 Central Ave, Glendale, AZ, 85384	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-119390	ENR	John Hicks	1949-02-26	UHC-08693-71	4809016447	582 Ocean Ave, Austin, TX	0.64	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+2 more
ENR-137835	ENR	Camila B Torres	1939-02-23	UHC-74623-75	8842136430	4911 Cedar Ln, Scottsdale, AZ, 85278	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-130129	ENR	Jen Cooper	1983-07-28	UHC-07292-09	6908108370	8673 Elm St # 583, Denver, CO, 80270	0.64	Name re-cased Phone reformatted Unit split from street ZIP+4 trimmed+2 more
ENR-100702	ENR	Amy K Hanson	1987-10-08	UHC-09703-59	9015384446	62 Lake View Rd, Tucson, AZ, 85782	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-127359	ENR	Gerald N Gray	1954-12-05	UHC-92992-71	9048407209	3662 Baseline Rd # 998, Fresno, CA, 93727	0.64	Date of birth reformatted Phone reformatted Unit split from street ZIP+4 trimmed+2 more
ENR-139252	ENR	Charlotte X Ramos	1996-05-05	UHC-26786-04	8714727455	3625 Ocean Ave, Denver, CO, 80249	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-119855	ENR	Gary L Morgan	1956-05-06	UHC-94931-37	4008953012	9136 Maple Ave, Fresno, CA	0.64	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+2 more
ENR-133369	ENR	Lauren R Burke	—	UHC-68889-27	4243271590	6008 Mesa Dr, Phoenix, AZ, 85096	0.64	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+2 more
ENR-110411	ENR	Sean C Chapman	1991-12-25	UHC-66577-79	7942644904	6667 Cedar Ln, Eden Prairie, MN, 55398	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-138648	ENR	Mason R Hawkins	1943-07-07	UHC-57852-17	7385223839	6154 Palm Dr, Tempe, AZ, 85238	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-124091	ENR	Lawrence I Diaz	1998-01-18	UHC-88531-91	5457081027	6361 Lincoln Way, Austin, TX, 78751	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-113565	ENR	Joan C Brown	2002-09-03	UHC-09520-95	4536977100	4391 Maple Ave, Tampa, FL	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-124408	ENR	Beverly Z Carpenter	1983-06-13	UHC-54880-54	3409960421	5989 Willow Ct, San Diego, CA, 92170	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-103162	ENR	Carlos Dixno	1975-08-26	UHC-94027-58	7554125648	5208 Indian School Rd, Columbus, OH, 43245	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-129639	ENR	Stephanie F Day	1968-05-02	UHC-13402-27	5764838525	5173 Highland Ave, Atlanta, GA, 30361	0.64	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+2 more
ENR-127755	ENR	Robert Phillips	1938-07-04	UHC-99540-99	7964800844	9723 Main St, Dallas, TX	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-114535	ENR	Eric V Mejia	1942-05-17	UHC-15564-26	3602878877	6702 Desert Sky Blvd, San Antonio, TX, 78255	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-136017	ENR	Steve I Stone	1977-07-11	UHC-05330-78	7778480843	3084 Meadow Ln, Glendale, AZ, 85370	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-107294	ENR	Ahmed Welch	1986-09-19	UHC-38427-46	3773730239	8895 Main St, Denver, CO, 80243	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-139308	ENR	Raymond P Wood	1988-01-25	UHC-06749-57	3584464354	2432 Camelback Rd, Miami, FL, 33143	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more

28,181 rows, page 147 of 564Previous Next