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

Provider network, 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
PRV-26266	PRV	Jordan Carroll	1963-04-26	UHC-34809-76	8036358972	7063 Sage Ct, Tucson, AZ, 85714	0.76	Member ID reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
PRV-24965	PRV	Danielle Garza	1978-11-07	—	9648631091	2118 Desert Sky Blvd, Charlotte, NC, 28241	0.76	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+2 more
PRV-22503	PRV	Brandon V Rose	1970-04-09	—	9489835891	202 Ridge Rd, Seattle, WA, 98103	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-26599	PRV	Dorothy Richards	1979-02-07	—	8163835314	4171 Spring St, Scottsdale, AZ, 85253	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-21877	PRV	Ruth U McCoy	2001-01-03	—	5822604573	1090 Maple Ave, San Antonio, TX, 78253	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
PRV-28335	PRV	Patricia Rodriguez	1970-07-28	—	—	8202 Willow Ct, Gilbert, AZ, 85200	0.76	Name re-cased Street suffix standardised Address re-cased Email lower-cased+2 more
PRV-27974	PRV	Kenneth Burton	1950-06-10	—	2767546196	8977 Central Ave, Fresno, CA	0.76	Name re-cased Phone reformatted City re-cased ZIP missing+2 more
PRV-27857	PRV	Julie Hunter	1961-07-12	—	—	5231 Harbor Blvd, Miami, FL, 33196	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-22297	PRV	Charlotte Reyes	1942-10-20	UHC-26687-68	6242936807	2567 Canyon Rd, Charlotte, NC, 28296	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-20876	PRV	Gerald Cunningham	1951-07-23	UHC-47203-81	7875677578	3051 Washington St, Scottsdale, AZ, 85257	0.76	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
PRV-29089	PRV	Theresa Yaang	1991-04-03	—	3749490510	6217 Bayshore Dr, Plano, TX, 75085	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-28192	PRV	Denise S Little	1975-11-22	UHC-01972-71	7135072421	3747 Market St, Mesa, AZ, 85207	0.76	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
PRV-20304	PRV	Brandon Duncan	1940-09-27	UHC-13760-68	7486564965	5044 Market St, Scottsdale, AZ, 85242	0.76	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+2 more
PRV-24697	PRV	Judy Cox	1985-03-11	UHC-31243-27	7014580447	1767 Meadow Ln, Sacramento, CA, 95871	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-28584	PRV	Dennis Meyer	1988-09-15	—	2874045819	9097 Spring St, Seattle, WA, 98166	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-25307	PRV	Mariana Ray	1981-12-14	—	4435063290	5557 Hillcrest Rd, Minneapolis, MN, 55417	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-28757	PRV	Stephen R Freeman	1991-10-18	—	4962753492	1765 Spring St, Atlanta, GA, 30398	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-27820	PRV	Steven Spencr	1937-06-20	—	3259185673	7438 Cedar Ln, San Diego, CA, 92179	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-22442	PRV	Nathan Olson	1977-08-18	—	8935064456	7553 Central Ave, Houston, TX, 77034	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-20640	PRV	Catherine L Phillips	1981-08-26	UHC-13217-11	5992624121	8247 Desert Sky Blvd, Seattle, WA, 98164	0.76	Name re-cased Street suffix standardised Address re-cased Email lower-cased+2 more
PRV-27655	PRV	Steven Edwards	1943-10-14	UHC-25642-74	6739835407	1488 Hillcrest Rd, San Diego, CA, 92172	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-20994	PRV	Sue Fuller	1956-09-15	—	6545469134	1486 Main St, Tampa, FL, 33699	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-26149	PRV	Laura Mendoza	2001-04-10	UHC-72770-86	—	5539 Ocean Ave, Mesa, AZ, 85297	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-27918	PRV	Billy Mills	1946-11-11	—	—	8661 Indian School Rd, Plano, TX, 75097	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
PRV-21264	PRV	Matthew White	1973-02-19	UHC-78331-45	—	8059 Valley View Dr, Gilbert, AZ, 85224	0.76	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
PRV-25527	PRV	Bradley U Weaver	1982-07-14	UHC-09294-02	4022615401	7945 Grand Ave, Atlanta, GA, 30318	0.76	Name re-cased Date of birth reformatted City re-cased Gender normalised+2 more
PRV-20079	PRV	Arthur Torres	1941-08-23	UHC-50812-37	8169079232	5706 River Rd, Tucson, AZ, 85704	0.76	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
PRV-26192	PRV	Geerald T Larson	1986-02-15	—	4435153502	8163 Valley View Dr, Atlanta, GA, 30381	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-21486	PRV	Dorothy Johnston	1970-12-11	UHC-64629-02	—	5559 Mountain View Dr, Houston, TX, 77072	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-29087	PRV	Karen Yeng	1977-08-27	UHC-84529-42	9749064192	1854 Elm St, Orlando, FL, 32873	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
PRV-25468	PRV	Martha J Gonzales	1950-02-07	UHC-87872-07	3638174099	8970 Spring St, Sacramento, CA, 95806	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-26900	PRV	Hiroshi A Greene	1999-03-25	—	7598521273	2623 Maple Ave, Las Vegas, NV, 89176	0.76	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
PRV-24580	PRV	Maria Vazquez	1954-10-10	—	2385506675	6910 Jefferson Ave, Miami, FL, 33150	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-20738	PRV	Bruce Myers	1997-07-10	—	6239787690	162 Ridge Rd, San Antonio, TX, 78202	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
PRV-28322	PRV	Bradley J Warren	2005-07-23	—	5883727120	93 Valley View Dr, Atlanta, GA, 30385	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-20186	PRV	Emily Lewis	1993-11-02	UHC-88929-09	4795943555	8519 Willow Ct, Glendale, AZ, 85337	0.76	Name re-cased Date of birth reformatted Phone reformatted Email lower-cased+2 more
PRV-22134	PRV	Carl S Knight	1965-02-06	UHC-18875-60	2162957397	6964 Main St, Charlotte, NC, 28295	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-22541	PRV	Susan Murphy	1996-06-03	—	7576674321	1234 Broadway, Tempe, AZ	0.76	Date of birth reformatted Phone reformatted ZIP missing Email lower-cased+2 more
PRV-20258	PRV	Stephen C Morales	1961-03-24	UHC-68494-83	9183796476	5118 Grand Ave, Los Angeles, CA, 90075	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
PRV-25073	PRV	Wayne Moorris	1984-06-07	UHC-85819-24	8166404542	3686 Main St, Charlotte, NC, 28267	0.76	Date of birth reformatted Phone reformatted Member ID reformatted State name converted to code+2 more
PRV-24283	PRV	Sandra Soto	2001-10-01	—	2129714286	9307 Mesa Dr, Denver, CO, 80280	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-25634	PRV	Hiroshi Espinoza	1997-12-09	—	—	2482 Mesa Dr, Tempe, AZ, 85226	0.76	Street suffix standardised Address re-cased City re-cased Email lower-cased+2 more
PRV-20739	PRV	Elizabeth Gardner	1981-04-12	—	4689284206	7874 Union St, Orlando, FL, 32863	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
PRV-24624	PRV	Deborah Hamilton	1963-03-05	—	8349894965	4385 Highland Ave, Austin, TX, 78721	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
PRV-28741	PRV	Valentina Perry	1958-07-19	—	6945792409	4222 Maple Ave, Nashville, TN, 37234	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-28119	PRV	Wayne Fernandez	1941-12-03	UHC-71673-52	4989514706	6873 Canyon Rd, Jacksonville, FL, 32269	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-27652	PRV	Ethan E Sanchez	—	UHC-35179-03	5623279904	1217 Oak St, San Antonio, TX, 78252	0.76	Name re-cased Date of birth missing Phone reformatted City re-cased+2 more
PRV-25334	PRV	Jack Dunn	1975-08-10	—	—	4632 Mesa Dr, Los Angeles, CA, 90029	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-24263	PRV	Joyce A Tran	1939-04-24	UHC-45030-13	5446290568	3124 Grand Ave, Miami, FL, 33162	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-29329	PRV	Olivia M Adams	1961-12-26	UHC-25800-62	2612751520	6363 Hillcrest Rd, Minneapolis, MN, 55402	0.76	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+2 more

9,344 rows, page 87 of 187Previous Next