In [1]:
# read the data into a DataFrame named nba
import pandas as pd
import numpy as np
from itertools import chain
from numpy import ndenumerate
import ast
path = 'C:/Users/saang/Documents/Home_Metrics/'
url = path + 'Transactions-2015-2016Q2.csv'
tran = pd.read_csv(url)
In [2]:
# examine the columns names to see what's there
tran.columns
Out[2]:
Index([u'Date', u'Category', u'Description', u'Bill', u'Account', u'In/Out',
u'Actuals/Budget', u'addt'l info', u'CatBill', u'CatBillCodeZZZ',
u'dayZZZ', u'monthZZZ', u'AccountCodeZZZ', u'InOutCodeZZZ',
u'ActBudCodeZZZ'],
dtype='object')
In [3]:
#tran.CatBill.count()
#tran.groupby(['CatBill']).count()
tran.CatBill.value_counts()
Out[3]:
Restaurants/Dining:N/A:PAYMENT 740
Transfers:N/A:Transfers 222
Clothing/Shoes:N/A:PAYMENT 214
Groceries:QFC:PAYMENT 169
Travel:N/A:PAYMENT 146
Groceries:Costco:PAYMENT 142
Gasoline/Fuel:Gas:PAYMENT 132
Groceries:N/A:PAYMENT 126
Business Miscellaneous:N/A:PAYMENT 119
Healthcare/Medical:N/A:PAYMENT 92
Paychecks/Salary:SAL-SA:INCOME 79
Entertainment:N/A:PAYMENT 77
Parking:N/A:PAYMENT 74
Groceries:Amazon.com:PAYMENT 66
Service Charges/Fees:N/A:PAYMENT 66
Paychecks/Salary:SAL-SV:INCOME 60
Healthcare/Medical:Walgreens:PAYMENT 54
Home Improvement:NewHouse:PAYMENT 48
ATM/Cash Withdrawals:N/A:PAYMENT 47
Child/Dependent Expenses:N/A:PAYMENT 47
Healthcare/Medical:Prescriptions:PAYMENT 44
Credit Card Payments:ChaseCC:PAYMENT 39
Home Maintenance:Housekeeper:PAYMENT 38
Credit Card Payments:AmexGold:PAYMENT 37
investment Properties:Cirillo:PAYMENT 36
Travel-Amazon:N/A:PAYMENT 36
Home Improvement:N/A:PAYMENT 36
Parking:Good2Go:PAYMENT 35
Credit Card Payments:AmexGold:CC pmnt 31
Investment Income:Cirillo:INCOME 31
...
Moving:NewHouse:PAYMENT 1
Business Miscellaneous:HomeTreeHouse:PAYMENT 1
Transfers:Discover:Transfers 1
Transfers:N/a:Transfers 1
External Investment:N/A:PAYMENT 1
Uncategorized:N/A:INCOME 1
Reimbursement:SAL-SV:INCOME 1
Utilities:HOA:PAYMENT 1
Groceries:Amazon:PAYMENT 1
Luis :N/A:PAYMENT 1
Reimbursement:Mobile:INCOME 1
Charity:N/A:PAYMENT 1
Credit Card Payments:HomeDepot:PAYMENT 1
New House:N/A:PAYMENT 1
Interest Income:N/A:INCOME 1
Groceries:Wholefoods:PAYMENT 1
Insurance:HomeInsurance:PAYMENT 1
Groceries:NewHouse:PAYMENT 1
Utilities:Linkedin:INCOME 1
utilities:Water/Sewer/Trash:PAYMENT 1
Other Expenses:N/A:PAYMENT 1
Bonus:SAL-SA:INCOME 1
Home Improvement:NewHouse:CC pmnt 1
Healthcare/Medical:SoccerAndy:INCOME 1
Investment Properties:ChaseCC:PAYMENT 1
Home Improvement:Improvements:PAYMENT 1
Transfers:AmexBlue:Transfers 1
Healthcare/Medical:CVS:PAYMENT 1
Alvaro:ChaseCC:PAYMENT 1
Accountant:N/A:PAYMENT 1
Name: CatBill, dtype: int64
In [4]:
#tran.head()
tran.shape
Out[4]:
(4632, 15)
In [5]:
newdf = tran['Description'].map(str)
#print (newdf)
out=""
for sent in newdf.index:
#print newdf[sent]
out+= " "
out+= newdf[sent]
#print (out)
out = out.replace('xxx','').replace('%%','')
out = out.replace('xxx','').replace('xx','')
In [6]:
import unicodedata
def remove_accents(input_str):
decoded_str = input_str.decode("windows-1252")
nfkd_form = unicodedata.normalize('NFKD', unicode(decoded_str))
#nfkd_form = nfkd_form.encode("utf8","ignore")
#decoded_str = nfkd_form.decode("windows-1252")
only_ascii = nfkd_form.encode('ASCII', 'ignore')
return only_ascii
input_string = remove_accents(out)
#print(input_string)
type(input_string)
Out[6]:
str
In [7]:
import nltk
#nltk.download()
from nltk.tokenize import sent_tokenize
sent_tokens = sent_tokenize(input_string)
#print (sent_tokens)
for sent in sent_tokens:
print("--- sentence: {}".format(sent))
--- sentence: PAYMENT - THANK YOU Deposit #x84 - State Department FCU Mobile Alexandria VA Check hold release 04/30/15 0.00 Check hold release 05/01/15 40.00 Check hold release 05/06/15 450.00 Deposit Home Banking Transfer - From Share 0000 SDFCU Online 02/23/2015 19:08 9664 Deposit VANGUARD GROUP - TYPE: DISBRSMNT ID: 6884 CO: VANGUARD GROUP ACH ECC PPD ACH Trace 1464 Deposit Home Banking Transfer - From Share 0001 SDFCU Online 07/06/2015 10:37 3816 Deposit #x51 - State Department FCU Mobile Alexandria VA Check hold release 04/28/15 0.00 Check hold release 04/29/15 40.00 Check hold release 05/04/15 150.00 Online Banking transfer from SAV 4195 Confirmation# 6408 PAYMENT RECEIVED - THANK YOU Online Banking transfer from CHK 0403 Confirmation# 4753 IRS TREAS 310 DES: TAX REF ID:0928 INDN:ANGULO SANTIAGO & SAN CO ID:9111 ELECTRONIC PAYMENT RECEIVED-THA Online Banking transfer from CHK 0403 Confirmation# 3380 OPEN SOLUTIONS L DES:PAYROLL ID:x0878 INDN:SANTIAGO ANGULO CO ID:1360 ELECTRONIC PAYMENT RECEIVED-THA Deposit Home Banking Transfer - From Share 0000 SDFCU Online 04/05/2015 20:48 9718 OPEN SOLUTIONS L DES:PAYROLL ID:x0878 INDN:SANTIAGO ANGULO CO ID:1360 Deposit AMAZON GLOBAL RE - TYPE: DIRECT DEP ID: 1101 CO: AMAZON GLOBAL RE ACH ECC PPD ACH Trace 7391 OPEN SOLUTIONS L DES:PAYROLL ID:x0878 INDN:SANTIAGO ANGULO CO ID:1360 Deposit AMAZON GLOBAL RE - TYPE: DIRECT DEP ID: 1101 CO: AMAZON GLOBAL RE ACH ECC PPD ACH Trace 7391 OPEN SOLUTIONS L DES:PAYROLL ID:x0878 INDN:SANTIAGO ANGULO CO ID:1360 Deposit AMAZON GLOBAL RE - TYPE: DIRECT DEP ID: 1101 CO: AMAZON GLOBAL RE ACH ECC PPD ACH Trace 7391 OPEN SOLUTIONS L DES:PAYROLL ID:x0878 INDN:SANTIAGO ANGULO CO ID:1360 ONLINE PAYMENT - THANK YOU OPEN SOLUTIONS L DES:PAYROLL ID:x0878 INDN:SANTIAGO ANGULO CO ID:1360 Deposit AMAZON GLOBAL RE - TYPE: DIRECT DEP ID: 1101 CO: AMAZON GLOBAL RE ACH ECC PPD ACH Trace 5304 OPEN SOLUTIONS L DES:PAYROLL ID:x0878 INDN:SANTIAGO ANGULO CO ID:1360 Deposit AMAZON GLOBAL RE - TYPE: DIRECT DEP ID: 1101 CO: AMAZON GLOBAL RE ACH ECC PPD ACH Trace 5304 OPEN SOLUTIONS L DES:PAYROLL ID:x0878 INDN:SANTIAGO ANGULO CO ID:1360 Deposit AMAZON GLOBAL RE - TYPE: DIRECT DEP ID: 1101 CO: AMAZON GLOBAL RE ACH ECC PPD ACH Trace 5304 OPEN SOLUTIONS L DES:PAYROLL ID:x0878 INDN:SANTIAGO ANGULO CO ID:1360 OPEN SOLUTIONS L DES:PAYROLL ID:x0878 INDN:SANTIAGO ANGULO CO ID:1360 Deposit AMAZON GLOBAL RE - TYPE: DIRECT DEP ID: 1101 CO: AMAZON GLOBAL RE ACH ECC PPD ACH Trace 3632 Deposit AMAZON GLOBAL RE - TYPE: DIRECT DEP ID: 1101 CO: AMAZON GLOBAL RE ACH ECC PPD ACH Trace 3632 OPEN SOLUTIONS L DES:PAYROLL ID:x0878 INDN:SANTIAGO ANGULO CO ID:1360 OPEN SOLUTIONS L DES:PAYROLL ID:x0878 INDN:SANTIAGO ANGULO CO ID:1360 Deposit AMAZON GLOBAL RE - TYPE: DIRECT DEP ID: 1101 CO: AMAZON GLOBAL RE ACH ECC PPD ACH Trace 3632 OPEN SOLUTIONS L DES:PAYROLL ID:x0878 INDN:SANTIAGO ANGULO CO ID:1360 OPEN SOLUTIONS L DES:PAYROLL ID:x0878 INDN:SANTIAGO ANGULO CO ID:1360 Deposit AMAZON GLOBAL RE - TYPE: DIRECT DEP ID: 1101 CO: AMAZON GLOBAL RE ACH ECC PPD ACH Trace 7662 Deposit AMAZON GLOBAL RE - TYPE: DIRECT DEP ID: 1101 CO: AMAZON GLOBAL RE ACH ECC PPD ACH Trace 7662 OPEN SOLUTIONS L DES:PAYROLL ID:x0878 INDN:SANTIAGO ANGULO CO ID:1360 OPEN SOLUTIONS L DES:PAYROLL ID:x0878 INDN:SANTIAGO ANGULO CO ID:1360 Deposit Home Banking Transfer - From Share 0000 SDFCU Online Sep. 16 2015 17:51 Ref: 4230 PAYMENT - THANK YOU Cash Withdrawal Cash Withdrawal Deposit AMAZON GLOBAL RE - TYPE: DIRECT DEP ID: 1101 CO: AMAZON GLOBAL RE ACH ECC PPD ACH Trace 7662 Deposit #x46 - State Department FCU Mobile Alexandria VA Check hold release 02/19/15 0.00 Check hold release 02/20/15 40.00 Check hold release 02/25/15 10.00 Online Banking transfer from SAV 4195 Confirmation# 4156 PAYMENT RECEIVED - THANK YOU WIRE TYPE:WIRE IN DATE: 0820 TIME:1227 ET TRN:2015082000240215 SEQ: /0833 Deposit AMAZON.COM8026 - TYPE: Misc.
--- sentence: Paym ID: 8319 CO: AMAZON.COM8026 ACH ECC CCD ACH Trace 7872 Payment Thank You Bill Pa Bank of America OPEN SOLUTIONS L DES:PAYROLL ID:x0878 INDN:SANTIAGO ANGULO CO ID:1360 Deposit Home Banking Transfer - From Share 0000 SDFCU Online 10/07/2015 10:22 2431 ONLINE PAYMENT - THANK YOU PAYPAL *SNOWLXH 7733 CA Deposit #x84 - State Department FCU Mobile Alexandria VA Check hold release 02/26/15 0.00 Check hold release 02/27/15 40.00 Online Banking transfer from CHK 0403 Confirmation# 4587 YSA DES:YSA REIMB ID:0046 D INDN:ANGULO SANTIAGO CO ID:1872 06 BARTELL DRU 02/08 #6588 PURCHASE 06 BARTELL DRUGS REDMOND WA OPEN SOLUTIONS L DES:PAYROLL ID:x0878 INDN:SANTIAGO ANGULO CO ID:1360 Deposit AMAZON GLOBAL RE - TYPE: DIRECT DEP ID: 1101 CO: AMAZON GLOBAL RE ACH ECC PPD ACH Trace 5303 Deposit AMAZON GLOBAL RE - TYPE: DIRECT DEP ID: 1101 CO: AMAZON GLOBAL RE ACH ECC PPD ACH Trace 5303 OPEN SOLUTIONS L DES:PAYROLL ID:x0878 INDN:SANTIAGO ANGULO CO ID:1360 OPEN SOLUTIONS L DES:PAYROLL ID:x0878 INDN:SANTIAGO ANGULO CO ID:1360 0 0 Deposit AMAZON GLOBAL RE - TYPE: DIRECT DEP ID: 1101 CO: AMAZON GLOBAL RE ACH ECC PPD ACH Trace 5303 OPEN SOLUTIONS L DES:PAYROLL ID:x0878 INDN:SANTIAGO ANGULO CO ID:1360 Deposit Home Banking Transfer - From Share 0001 SDFCU Online 08/28/2015 12:18 7236 OPEN SOLUTIONS L DES:PAYROLL ID:x0878 INDN:SANTIAGO ANGULO CO ID:1360 Deposit AMAZON GLOBAL RE - TYPE: DIRECT DEP ID: 1101 CO: AMAZON GLOBAL RE ACH ECC PPD ACH Trace 5367 Deposit AMAZON GLOBAL RE - TYPE: DIRECT DEP ID: 1101 CO: AMAZON GLOBAL RE ACH ECC PPD ACH Trace 5367 OPEN SOLUTIONS L DES:PAYROLL ID:x0878 INDN:SANTIAGO ANGULO CO ID:1360 OPEN SOLUTIONS L DES:PAYROLL ID:x0878 INDN:SANTIAGO ANGULO CO ID:1360 Bank of America 0 0 Deposit AMAZON GLOBAL RE - TYPE: DIRECT DEP ID: 1101 CO: AMAZON GLOBAL RE ACH ECC PPD ACH Trace 5367 OPEN SOLUTIONS L DES:PAYROLL ID:x0878 INDN:SANTIAGO ANGULO CO ID:1360 Amazon.com OPEN SOLUTIONS L DES:PAYROLL ID:x0878 INDN:SANTIAGO ANGULO CO ID:1360 Deposit AMAZON GLOBAL RE - TYPE: DIRECT DEP ID: 1101 CO: AMAZON GLOBAL RE ACH ECC PPD ACH Trace 1175 Amazon.com Deposit Home Banking Transfer - From Share 0001 SDFCU Online 04/29/2015 10:18 3299 Payment Thank You Online Banking transfer from SAV 4195 Confirmation# 8606 American Express 06 BARTELL DRU 02/09 #1803 PURCHASE 06 BARTELL DRUGS REDMOND WA Deposit AMAZON GLOBAL RE - TYPE: DIRECT DEP ID: 1101 CO: AMAZON GLOBAL RE ACH ECC PPD ACH Trace 1175 06 BARTELL DRU 02/21 #3891 PURCHASE 06 BARTELL DRUGS REDMOND WA 06 BARTELL DRU 02/26 #5163 PURCHASE 06 BARTELL DRUGS REDMOND WA 06 BARTELL DRU 03/18 #8759 PURCHASE 06 BARTELL DRUGS REDMOND WA American Express Online scheduled transfer from CHK 0403 Confirmation# 7442 Payment Thank You - Image FID Banking Service Transfer FID BKG SVC LLC DES:MONEYLINE ID:Xx6900 OPO1K INDN:SANTIAGO ANGULO CO ID:0368 FID BKG SVC LLC DES:MONEYLINE ID:Xx6900 OPO1K INDN:SANTIAGO ANGULO CO ID:0368 PAYMENT - THANK YOU FID BKG SVC LLC DES:MONEYLINE ID:Xx6900 QLL7B INDN:SANTIAGO ANGULO CO ID:0368 GLOVER RUSSELL GLOVER RUSSELL GLOVER RUSSELL GLOVER RUSSELL 0 GLOVER RUSSELL 0 GLOVER RUSSELL 0 GLOVER RUSSELL 0 GLOVER RUSSELL 0 GLOVER RUSSELL 0 GLOVER RUSSELL 0 GLOVER RUSSELL 0 GLOVER RUSSELL OPEN SOLUTIONS L DES:PAYROLL ID:x0878 INDN:SANTIAGO ANGULO CO ID:1360 OPEN SOLUTIONS L DES:PAYROLL ID:x0878 INDN:SANTIAGO ANGULO CO ID:1360 0 06 BARTELL DRU 03/20 #2322 PURCHASE 06 BARTELL DRUGS REDMOND WA Deposit Home Banking Transfer - From Share 0000 SDFCU Online Aug. 12 2015 21:34 Ref: 2488 Deposit Incoming Wire - Wire From SANTIAGO A ANGULO TYPE: ACH PMT ID: 0005000008 CO: AMEX EPayment ACH ECC WEB ACH Trace 091000018340807 Amazon.com 77 Central Reimbursement Amazon.com ELECTRONIC PAYMENT RECEIVED-THA Amazon.com OPEN SOLUTIONS L DES:PAYROLL ID:x0878 INDN:SANTIAGO ANGULO CO ID:1360 Chase Transfer Transfer FID Banking Service ELECTRONIC PAYMENT RECEIVED-THA American Express Deposit Home Banking Transfer - From Share 0000 SDFCU Online Aug. 21 2015 12:35 Ref: 3434 Deposit Home Banking Transfer - From Share 0001 SDFCU Online 05/11/2015 02:29 3137 Bank of America Online Banking transfer from CHK 0403 Confirmation# 1813 Online Banking transfer from SAV 4195 Confirmation# 1278 Online Banking transfer from SAV 4195 Confirmation# 3694 Online Banking transfer from SAV 4195 Confirmation# 9777 ELECTRONIC PAYMENT RECEIVED-THA Transfer Transfer Payment Thank You Bill Pa SC REFUND DES:TAX EFT ID:x1412I INDN:ANGULO SANTIAGO CO ID:1570 Bank of America Payment Thank You PAYMENT - THANK YOU Online Banking transfer from SAV 4195 Confirmation# 0601 ASI - Insurance - Shadowmoss Deposit Home Banking Transfer - From Share 0000 SDFCU Online 09/02/2015 10:45 0183 Deposit Home Banking Transfer - From Share 0001 SDFCU Online 05/28/2015 11:25 3144 Amazon.com Deposit Microsoft Deposit AMAZON.COMx25 - TYPE: Misc.
--- sentence: Paym ID: 8319 CO: AMAZON.COM1525 ACH ECC CCD ACH Trace 2332 American Express 0 Deposit AMAZON.COMx63 - TYPE: Misc.
--- sentence: Paym ID: 8319 CO: AMAZON.COM0563 ACH ECC CCD ACH Trace 1871 Deposit Home Banking Transfer - From Share 0000 SDFCU Online 05/18/2015 10:34 1085 Deposit Home Banking Transfer - From Share 0000 SDFCU Online Sep. 06 2015 15:26 Ref: 1391 American Express ELECTRONIC PAYMENT RECEIVED-THA American Express ELECTRONIC PAYMENT RECEIVED-THA Online Banking Transfer Conf# 13a1g552w; VILLANUEVA NATHALIE Online Banking transfer from CHK 0403 Confirmation# 0238 Online Banking transfer from CHK 0403 Confirmation# 3924 Online Banking transfer from CHK 4354 Confirmation# 3000 Online Banking transfer from SAV 4195 Confirmation# 5928 Online Banking transfer from SAV 4195 Confirmation# 8364 Online Banking transfer from SAV 4195 Confirmation# 9651 Online scheduled transfer from CHK 4354 Confirmation# 2194 Transfer Deposit AMAZON.COM5495 - TYPE: Misc.
--- sentence: Paym ID: 8319 CO: AMAZON.COM5495 ACH ECC CCD ACH Trace 6143 Deposit Home Banking Transfer - From Share 0000 SDFCU Online 05/22/2015 10:44 0366 Online Banking transfer from SAV 4195 Confirmation# 3239 Chase PAYMENT - THANK YOU Bank of America Deposit AMAZON.COM3625 - TYPE: Misc.
--- sentence: Paym ID: 8319 CO: AMAZON.COM3625 ACH ECC CCD ACH Trace 2823 ELECTRONIC PAYMENT RECEIVED-THA AMAZON WEB SERVICES AWS.AMAZON.
--- sentence: RN685D3CTW4 DIRECT MKTG INTERNET Amazon.com Amazon.com Payment Thank You Bill Pa Online Banking transfer from CHK 0403 Confirmation# 4212 DISCOVER CARD SE - TYPE: BILL PAYMT ID: M5550 CO: DISCOVER CARD SE ACH ECC PPD ACH Trace 0558 PAYMENT - THANK YOU Deposit AMAZON.COMx67 - TYPE: Misc.
--- sentence: Paym ID: 8319 CO: AMAZON.COM3767 ACH ECC CCD ACH Trace 7079 ELECTRONIC PAYMENT RECEIVED-THA Deposit #x19 - State Department FCU Mobile Alexandria VA Check hold release 12/22/15 200.00 Check hold release 12/23/15 300.00 Deposit AMAZON.COMx40 - TYPE: Misc.
--- sentence: Paym ID: 8319 CO: AMAZON.COM9040 ACH ECC CCD ACH Trace 1659 American Express American Express PAYMENT - THANK YOU Bank of America Fiserv Inc. DES:T EDeposit ID:x0878TE INDN:Angulo Santiago CO ID:7000 Online Banking transfer from SAV 4195 Confirmation# 1763 Online Banking transfer from SAV 4195 Confirmation# 1949 PAYMENT - THANK YOU Payment Thank You Bill Pa SHERATON HOTEL MILWABROOKFIELD x --9999 eInsurance - Shadowmoss BKOFAMERICA MOBILE 09/22 8788 DEPOSIT *MOBILE FL Chase RPPLY FRM ABNDND PRPRTY - 8/23/2015 Transfer American Express Fiserv Inc. DES:T EDeposit ID:x0878TE INDN:Angulo Santiago CO ID:7000 ELECTRONIC PAYMENT RECEIVED-THA Discover Bank Online Banking Transfer Conf# 5ybt0ztpr; VILLANUEVA NATHALIE Amazon.com Online Banking Transfer Conf# 1jqyfn272; VILLANUEVA NATHALIE Deposit REVOLVING FUND - TYPE: REFUND LWS ID: 1002 CO: REVOLVING FUND ACH ECC PPD ACH Trace 0941 Payment Thank You ONLINE PAYMENT - THANK YOU Bank of America American Express ELECTRONIC PAYMENT RECEIVED-THA Discover Bank ELECTRONIC PAYMENT RECEIVED-THA Amazon.com BKOFAMERICA ATM 03/29 #3104 DEPOSIT MERCER ISLAND MERCER ISLAND WA Online Banking transfer from CHK 0403 Confirmation# 1215 Chase ELECTRONIC PAYMENT RECEIVED-THA American Express Gold Bill Payment BANK OF AMERICA CREDIT CARD Bill Payment PAYMENT - THANK YOU Amazon.com Amazon.com PRICELINE RENTAL CAR--377 x3437TRAVEL AGENCY Costco Wholesale Amazon.com PAYMENT - THANK YOU Amazon.com Deposit AMAZON GLOBAL RE - TYPE: DIRECT DEP ID: 1101 CO: AMAZON GLOBAL RE ACH ECC PPD ACH Trace 3929 Payment Thank You Bill Pa American Express Bill Payment Withdrawal AMEX EPayment - TYPE: ACH PMT ID: 0008 CO: AMEX EPayment ACH ECC WEB ACH Trace 2387 0 0 0 0 0 0 OfficeMax BKOFAMERICA MOBILE 10/15 2636 DEPOSIT *MOBILE FL 0 BANK OF AMERICA CREDIT CARD Bill Payment American Express Bill Payment The Home Depot Blinds - 9/6/2015 MACADAM FLOOR AND DETUKWILA --2000 BEN BRIDGE 0073 BELLEVUE L18R2T14S2 --8800 PAYMENT - THANK YOU ELECTRONIC PAYMENT RECEIVED-THA Withdrawal Adjustment - #5606 AMAZON.COM REFUNDAMAZON.COM SEATTLE WA Card 15 #7547 Amazon.com BANK OF AMERICA - CREDIT CARD Bill Payment AMERICAN EXPRESS Bill Payment ELECTRONIC PAYMENT RECEIVED-THA Withdrawal DISCOVER CARD SE - TYPE: BILL PAYMT ID: M5550 CO: DISCOVER CARD SE ACH ECC PPD ACH Trace 4386 PAYMENT - THANK YOU Chase Deposit Home Banking Transfer - From Share 0000 SDFCU Online 12/03/2015 23:02 9569 Fiserv Inc. DES:T EDeposit ID:x0878TE INDN:Angulo Santiago CO ID:7000 Fiserv Inc. DES:T EDeposit ID:x0878TE INDN:Angulo Santiago CO ID:7000 BANK OF AMERICA CREDIT CARD Bill Payment ONLINE PAYMENT - THANK YOU ELECTRONIC PAYMENT RECEIVED-THA ELECTRONIC PAYMENT RECEIVED-THA 0 Deposit AMAZON.COM0538 - TYPE: Misc.
--- sentence: Paym ID: 8319 CO: AMAZON.COM0538 ACH ECC CCD ACH Trace 1006 MES*RINGCENTRAL INCSAN MATEO x 4100 #0008 AMAZON.COM REFUNDAMAZON.COM SEATTLE WA Card 15 #7547 0 0 Withdrawal DISCOVER CARD SE - TYPE: BILL PAYMT ID: M5550 CO: DISCOVER CARD SE ACH ECC PPD ACH Trace 8407 0 0 0 0 BANK OF AMERICA CREDIT CARD Bill Payment ELECTRONIC PAYMENT RECEIVED-THA AMERICAN EXPRESS Bill Payment Deposit AMAZON.COM6033 - TYPE: Misc.
--- sentence: Paym ID: 8319 CO: AMAZON.COM6033 ACH ECC CCD ACH Trace 4161 Online Banking Transfer Conf# 14liu7lxw; VILLANUEVA NATHALIE Online Banking Transfer Conf# 1dp6t6bvt; VILLANUEVA NATHALIE Online Banking Transfer Conf# d7uk1x9aa; VILLANUEVA NATHALIE Online Banking Transfer Conf# ir1m12s3h; VILLANUEVA NATHALIE Online Banking Transfer Conf# ir1m12s3h; VILLANUEVA NATHALIE Online Banking Transfer Conf# y9kowfzmh; VILLANUEVA NATHALIE AMERICAN EXPRESS Bill Payment PayPal AVIS RENT A CAR MILWAUKEE R/A# --7900 Payment Thank You Bill Pa BANK OF AMERICA - CREDIT CARD Bill Payment BEST BUY BELLEVUE -8060 EFG SEATTLE x6584Redmond E2535 5301 PAYMENT - THANK YOU ELECTRONIC PAYMENT RECEIVED-THA Fiserv Fiserv Inc. DES:T EDeposit ID:x0878TE INDN:Angulo Santiago CO ID:7000 Fiserv Inc. DES:T EDeposit ID:x0878TE INDN:Angulo Santiago CO ID:7000 AMERICAN EXPRESS Bill Payment 0 0 0 0 Arco Payment Thank You Cash Withdrawal Bill Payment ELECTRONIC PAYMENT RECEIVED-THA Sports Authority Withdrawal Adjustment - #0844 MACY'S 7400 166T REDMOND WA Card 15 #7547 REWARD STATEMENT CREDIT POINTS FOR YOUR CHARGES CREDIT LogMeIn Nordstrom Inc. REFRIGERATORS/FREEZERS - 8/17/2015 BKOFAMERICA MOBILE 06/03 8637 DEPOSIT *MOBILE FL Costco Wholesale COSTCO WHOLESALE KIRKLAND 1693 Withdrawal Adjustment Credit - Voucher GROUPON INC --7858 IL Date 07/31/15 x x x 7299 Card 15 #7547 The Home Depot Blinds - 8/30/2015 Withdrawal AMEX EPayment - TYPE: ACH PMT ID: 0008 CO: AMEX EPayment ACH ECC WEB ACH Trace 0575 Transfer Deposit Transfer From Share 0000 PAYMENT - THANK YOU Amazon.com Amazon.com Automatic Transfer from CHK 0403 Confirmation# 1805 Automatic Transfer from CHK 0403 Confirmation# 2249 Automatic Transfer from CHK 0403 Confirmation# 2432 Automatic Transfer from CHK 0403 Confirmation# 2863 Automatic Transfer from CHK 0403 Confirmation# 3071 Automatic Transfer from CHK 0403 Confirmation# 3812 Automatic Transfer from CHK 0403 Confirmation# 3908 Automatic Transfer from CHK 0403 Confirmation# 4123 Automatic Transfer from CHK 0403 Confirmation# 4634 Automatic Transfer from CHK 0403 Confirmation# 8722 American Express Bill Payment BANK OF AMERICA CREDIT CARD Bill Payment ELECTRONIC PAYMENT RECEIVED-THA Payment Thank You Bill Pa Transfer Transfer POINTS FOR YOUR CHARGES CREDIT Transfer ONLINE PAYMENT - THANK YOU Chase AMERICAN EXPRESS Bill Payment MCAFEE.COM -- x 0791 ONLINE SOFT ELECTRONIC PAYMENT RECEIVED-THA Costco Wholesale Arco Top Pot Doughnuts Discover Bank Deposit Transfer From Share 0000 AA REFUND 0777 DALLAS x8679 AIRLINE/AIR CARRIER AA REFUND 0777 DALLAS x8679 AIRLINE/AIR CARRIER AA REFUND 0777 DALLAS x8679 AIRLINE/AIR CARRIER Withdrawal Adjustment Credit - Voucher TUESDAY MORNING # 0534 KIRKLAND WA Date 09/23/15 x x x 5331 Card 15 #7547 Withdrawal Adjustment - #7608 AMAZON.COM REFUNDAMAZON.COM SEATTLE WA Card 15 #7547 Withdrawal Adjustment Credit - Voucher H&M MAIL/PHONE ORD #7700 CHICAGO IL Date 10/09/15 x x x 5651 Card 15 #7547 Costco Wholesale Good To Go BKOFAMERICA MOBILE 05/22 6406 DEPOSIT *MOBILE FL DELAWARE DIV OF CORPDOVER 027DJ1GB0U2 HTTP://CORP.DELAWARE.
--- sentence: DELAWARE DIV OF CORPDOVER 02ADJ1JLJ96 HTTP://CORP.DELAWARE.
--- sentence: DELAWARE DIV OF CORPDOVER 02BDJ1GK0MY HTTP://CORP.DELAWARE.
--- sentence: Amazon.com Fiserv Inc. DES:T EDeposit ID:x0878TE INDN:Angulo Santiago CO ID:7000 Deposit Dividend x.100% - APY Earned 0.10% 07/01/15 to 07/31/15 Amazon.com Home Depot Withdrawal Adjustment Credit - Voucher GROUPON INC --7858 IL Date 07/02/15 x x x 7299 Card 15 #7547 Deposit Dividend x.100% - APY Earned 0.10% 05/01/15 to 05/31/15 Deposit Dividend x.100% - APY Earned 0.10% 06/01/15 to 06/30/15 Withdrawal Adjustment - #6506 AMAZON.COM REFUNDAMAZON.COM SEATTLE WA Card 15 #7547 Deposit AMAZON GLOBAL RE - TYPE: DIRECT DEP ID: 1101 CO: AMAZON GLOBAL RE ACH ECC PPD ACH Trace 1175 Deposit Dividend x.100% - APY Earned 0.10% 01/01/15 to 01/31/15 Quality Food Centers Amazon.com POINTS FOR YOUR CHARGES CREDIT Deposit Dividend x.100% - APY Earned 0.10% 02/01/15 to 02/28/15 Deposit Dividend 0.100% - APY Earned 0.10% 08/01/15 to 08/31/15 CHECKCARD 0330 KIRKLAND PARKS AND REC KIRKLAND WA x9049 52 BARTELL DRU 01/16 #3537 PURCHASE 52 BARTELL DRUGS REDMOND WA Deposit Dividend x.100% - APY Earned 0.10% 03/01/15 to 03/31/15 5% OPEN Savings at 1-800-FLOWER Interest Earned Deposit Transfer From Share 0000 CHECKCARD 0330 SHELL OIL x7502 BELLEVUE WA x2328 Starbucks Bank of America CHECKCARD 0331 IKEA SEATTLE RENTON WA x1406 CHECKCARD 0730 STARBUCKS #x3393 MERCER Mercer IslandWA x0288 Deposit Dividend 0.100% - APY Earned 0.10% 09/01/15 to 09/30/15 Deposit JPMorgan Chase - TYPE: Auth Crdt ID: 2233 CO: JPMorgan Chase ACH ECC PPD ACH Trace 5138 Deposit Dividend 0.100% - APY Earned 0.10% 10/01/15 to 10/31/15 Bank of America Interest Earned Interest Earned Deposit Dividend 0.100% - APY Earned 0.10% 11/01/15 to 11/30/15 Interest Interest Earned Interest Earned Interest Interest Earned 10-PIN TAP SPORTING KIRKLAND 5233 RESTAURANT Interest Earned AMAZON MKTPLACE PMTSAMZN.COM/BI HC7I5FD8CHN BOOK STORES Interest Earned Deposit Dividend 0.100% - APY Earned 0.11% 12/01/15 to 12/31/15 Deposit JPMorgan Chase - TYPE: Auth Crdt ID: 2233 CO: JPMorgan Chase ACH ECC PPD ACH Trace 5129 Interest Earned Interest Earned Interest Interest Interest Interest AMAZON MKTPLACE PMTSAMZN.COM/BI HC7I9TJH77K DIRECT MKTG MISC AMAZON MKTPLACE PMTSAMZN.COM/BI HC7USFWH0DB DIRECT MKTG MISC System generated transaction to honor user's Current Balance overwriting action System generated transaction to honor user's Current Balance overwriting action Transaction COMMENT - INQ BeiJingShiDongChengQu0 0CHINA0000 CN 0 0 0 0 0 Cafe Con Leche 0 Top Pot Doughnuts BANK OF AMERICA CREDIT CARD Bill Payment Island Grill Good To Go Transfer Amazon.com PAYMENT - THANK YOU Walmart Hudson Group ELECTRONIC PAYMENT RECEIVED-THA Amazon.com BANK OF AMERICA - CREDIT CARD Bill Payment VISA INTERNATIONAL SERVICE ASSESSMENT Date 01/06/15 Card 15 #7547 VISA INTERNATIONAL SERVICE ASSESSMENT Date 01/08/15 Card 15 #7547 FOREIGN TRANSACTION FEE CITY OF VICTORIA PARVICTORIA CA VISA INTERNATIONAL SERVICE ASSESSMENT Date 01/08/15 Card 15 #7547 AMAZON WEB SERVICES AWS.AMAZON.
--- sentence: T0FY98JDR8E WEB SERVICES Amazon.com VISA INTERNATIONAL SERVICE ASSESSMENT Date 01/08/15 Card 15 #7547 FOREIGN TRANSACTION FEE STARBUCKS COFFEE ZUNSHANGHAI SH VISA INTERNATIONAL SERVICE ASSESSMENT Date 01/08/15 Card 15 #7547 AMAZON MKTPLACE PMTSAMZN.COM/BI HC7V86BBMLU BOOK STORES VISA INTERNATIONAL SERVICE ASSESSMENT Date 01/08/15 Card 15 #7547 VISA INTERNATIONAL SERVICE ASSESSMENT Date 01/06/15 Card 15 #7547 FOREIGN TRANSACTION FEE THE WESTIN BEAR MOUNVICTORIA CA VISA INTERNATIONAL SERVICE ASSESSMENT Date 01/03/15 Card 15 #7547 FOREIGN TRANSACTION FEE QU CAFE & BAKERY VICTORIA CA FOREIGN TRANSACTION FEE BJ MEI DA STARBUCKS BEIJING BE VISA INTERNATIONAL SERVICE ASSESSMENT Date 01/06/15 Card 15 #7547 Withdrawal JPMorgan Chase - TYPE: Auth Debit ID: 2233 CO: JPMorgan Chase ACH ECC WEB ACH Trace 7635 VISA INTERNATIONAL SERVICE ASSESSMENT Date 01/03/15 Card 15 #7547 VISA INTERNATIONAL SERVICE ASSESSMENT Date 01/07/15 Card 15 #7547 VISA INTERNATIONAL SERVICE ASSESSMENT Date 01/04/15 Card 15 #7547 VISA INTERNATIONAL SERVICE ASSESSMENT Date 01/04/15 Card 15 #7547 FOREIGN TRANSACTION FEE STARBUCKS COFFEE ZUNSHANGHAI SH VISA INTERNATIONAL SERVICE ASSESSMENT Date 12/31/14 Card 15 #7547 VISA INTERNATIONAL SERVICE ASSESSMENT Date 01/08/15 Card 15 #7547 VISA INTERNATIONAL SERVICE ASSESSMENT Date 12/30/14 Card 15 #7547 Amazon.com CHECKCARD 0413 RICOH RMS-AMAZON SEATTLE WA x0044 VISA INTERNATIONAL SERVICE ASSESSMENT Date 12/31/14 Card 15 #7547 CHECKCARD 0103 ZARA 0 x1001BOGOTA x0728 AMAZON MKTPLACE PMTSAMZN.COM/BI RLPEYPQH52R BOOK STORES VISA INTERNATIONAL SERVICE ASSESSMENT Date 01/06/15 Card 15 #7547 Amazon.com CHECKCARD 0103 EXITO UNICENTRO BOGOTA 0100 BOGOT x9842 CHECKCARD 1111 Xin Xin Tong Yuan x7965 Beijing x0116 AMAZON MKTPLACE PMTSAMZN.COM/BI RLPOPW63RNF BOOK STORES CHECKCARD 0603 SEATTLE 684-PARK SEATTLE WA x2458 CHECKCARD 0621 SUBWAY # x1878 SIDNEY BC x2788 AMAZON MKTPLACE PMTSAMZN.COM/BI RLPZHFF9YRM DIRECT MKTG MISC VISA INTERNATIONAL SERVICE ASSESSMENT Date 01/02/15 Card 15 #7547 0 0 Regal Cinemas Amazon.com Island Grill 0 0 Sbarro CHECKCARD 0103 ARTURO CALLE 0100 BOGOT x5873 American Express Bill Payment Amazon.com Kohl's FOREIGN TRANSACTION FEE LA FOGATA LATINA RESVICTORIA CA CHECKCARD 0820 USPS CHANGE OF66100959 -3150 TN x0242 CHECKCARD 0820 USPS CHANGE OF66100959 -3150 TN x3688 FOREIGN TRANSACTION FEE PRICE TRAVEL Amazon.com Amazon.com Amazon.com FOREIGN TRANSACTION FEE STARBUCKS COFFEE ZUNSHANGHAI SH VISA INTERNATIONAL SERVICE ASSESSMENT Card 15 #7547 VISA INTERNATIONAL SERVICE ASSESSMENT Card 15 #7547 CHECKCARD 0825 THE UPS STORE 2022 REDMOND WA x3806 CHECKFREE SERVIC DES:PAYROLL ID:x0878 INDN:SANTIAGO ANGULO CO ID:1080 ALKIBAKE ST574 574 SEATAC --7711 PayPal ATM Fee - VISA INTERNATIONAL SERVICE ASSESSMENT Card 15 #7547 ATM Fee - VISA INTERNATIONAL SERVICE ASSESSMENT Card 15 #7547 ATM Fee - VISA INTERNATIONAL SERVICE ASSESSMENT Card 15 #7547 ATM Fee - VISA INTERNATIONAL SERVICE ASSESSMENT Card 15 #7547 ATM Fee - VISA INTERNATIONAL SERVICE ASSESSMENT Card 15 #7547 ATM Fee - VISA INTERNATIONAL SERVICE ASSESSMENT Card 15 #7547 ATM Fee - VISA INTERNATIONAL SERVICE ASSESSMENT Card 15 #7547 ATM Fee - VISA INTERNATIONAL SERVICE ASSESSMENT Card 15 #7547 ATM Fee - VISA INTERNATIONAL SERVICE ASSESSMENT Card 15 #7547 CHECKCARD 0808 REDBOX *DVD RENTAL OAKBROOK TER IL x0338 VISA INTERNATIONAL SERVICE ASSESSMENT Date 12/31/14 Card 15 #7547 OPEN SOLUTIONS L DES:PAYROLL ID:x0878 INDN:SANTIAGO ANGULO CO ID:1360 CHECKCARD 0826 FISERV C STORE30616304 ALPHARETTA GA x2386 CHECKCARD 0619 BOSTON PIZZA #010 VICTORIA BC x4009 Withdrawal Visa Debit Card - Amazon Video On Demand --1072 WA Date 07/12/15 x x x 5735 Card 15 #7547 ALLIANCEONE REC-SD PP*3444CODE Withdrawal #x53 - PCC REDMOND x1435 AVONDALE RD REDMOND WA Card 15 #7547 QFC VISA INTERNATIONAL SERVICE ASSESSMENT Date 12/31/14 Card 15 #7547 VISA INTERNATIONAL SERVICE ASSESSMENT Card 15 #7547 Subway Withdrawal Visa Debit Card - REDBOX *DVD RENTAL OAKBROOK TER IL Date 08/28/15 x x x 7841 Card 15 #7547 CHECKCARD 0827 SEATTLE 684-PARK SEATTLE WA x2777 Cash Withdrawal CHECKCARD 1114 SUNRISE DUTY FREE (CHIN BEIJING x1967 FOREIGN TRANSACTION FEE BOLLY PEARLS BJ CHINBEIJING CH CAPITAL ONE 05/30 #7275 WITHDRWL x7500 SE NORTH BE SNOQUALMIE WA FE IFI #2 08/25 #9338 WITHDRWL 887 SPRING ST. NW ATLANTA GA FE ISPA/PIMDS 08/01 #0929 WITHDRWL PAI ISO SEATTLE WA FE ISPA/PIMDS 08/01 #0930 WITHDRWL PAI ISO SEATTLE WA FE Publix Super Markets SE0000 04/19 #1835 WITHDRWL CT 7-11 FT LAUDERDALE FL FE WELLS FARGO BN 06/25 #7295 WITHDRWL BROADWAY&47TH NEW YORK NY FE WELLS FARGO BN 08/24 #2378 WITHDRWL LAS-VEGAS-AIR ON LAS VEGAS NV FE x0000 09/27 #3510 BAL INQ CT VCOM FEE x0000 09/27 #3511 WITHDRWL CT VCOM Puyallup WA FE CHECKCARD 0226 MENCHIE`S FROZEN YOGURT MERCER ISLANDWA x6351 CHECKCARD 1111 CHENXIANHONG BEIJING x6657 CHECKCARD 0909 BA@AMAZON x6746 SEATTLE WA x4713 SEATTLE 684-PARK 078SEATTLE x --7275 QFC Diamond Parking Deposit AMAZON GLOBAL RE - TYPE: DIRECT DEP ID: 1101 CO: AMAZON GLOBAL RE ACH ECC PPD ACH Trace 5334 STIA PUBLIC PARKING SEATAC --3412 STIA PUBLIC PARKING SEATAC --3412 STIA PUBLIC PARKING SEATAC --3412 STIA PUBLIC PARKING SEATAC --3412 STIA PUBLIC PARKING SEATAC --3412 STIA PUBLIC PARKING SEATAC --3412 STIA PUBLIC PARKING SEATAC --3412 STIA PUBLIC PARKING SEATAC --3412 STIA PUBLIC PARKING SEATAC --3412 STIA PUBLIC PARKING SEATAC --3412 STIA PUBLIC PARKING SEATAC --3412 CHECKCARD 0813 STARBUCKS #x3330 MERCER Mercer IslandWA x1869 Withdrawal Visa Debit Card - LATOSCANELLA @ ROLLIN ST SEATTLE WA Date 07/20/15 x x x 5812 Card 15 #7547 CHECKCARD 0508 MENCHIE`S FROZEN YOGURT MERCER ISLANDWA x3327 CHECKCARD 0812 MENCHIE`S FROZEN YOGURT MERCER ISLANDWA x4826 INTERNATIONAL SERVICE Online Banking Transfer Conf# q4g6094l6; GLOVER RUSSELL sedano's Supermarkets Walgreens ATM Fee - VISA INTERNATIONAL SERVICE ASSESSMENT Card 15 #7547 Starbucks Starbucks Withdrawal Visa Debit Card - MENCHIE`S FROZEN YOGURT MERCER ISLAND WA Date 07/26/15 x x x 5814 Card 15 #7547 Costco Withdrawal # - 52 BARTELL DRUGS 7370 170TH AVE NE REDMOND WA Card 15 #7547 FOREIGN TRANSACTION FEE ELEMENT FRESH MGMT SSHANGHAI CH Hudson Group QFC QFC CHECKCARD 0423 PKG MULTI SP MTRS FT LAUDERDALEFL x7385 CHECKCARD 0819 SEATTLE 684-PARK SEATTLE WA x0983 CHECKCARD 0101 CLUB CAMPESTRE DE IBAG 0100 IBAGU x0289 06 BARTELL DRU 09/07 #3236 PURCHASE 06 BARTELL DRUGS REDMOND WA PURCHASE FINANCE CHARGE CITY OF VICTORIA PARVICTORIA 0243 QFC QFC CHECKCARD 0315 JACK IN THE BOX #8476 SEATTLE WA x2043 Withdrawal Visa Debit Card - SEATTLE BEST COFFEE-A Q03 SEATTLE WA Date 08/29/15 x x x 5814 Card 15 #7547 CHECKCARD 0516 SEATTLE MARINERS CONC 0 SEATTLE WA x5126 AMAZON WEB SERVICES AWS.AMAZON.
--- sentence: GAOPBCRUQFQ WEB SERVICES Quality Food Centers Withdrawal Visa Debit Card - PAN PA YA] WESTON FL Date 04/20/15 x x x 5814 Card 15 #7547 CHECKCARD 0112 WEST 8 CAFE SEATTLE WA x4663 AMAZON WEB SERVICES AWS.AMAZON.
--- sentence: GAOYDMTLEQ6 DIRECT MKTG MISC CHECKCARD 1027 WEST 8 CAFE SEATTLE WA x0589 WEST CAFE WEST CAFE Bartell Drugs Wendy's AMAZON PRIME NOW AMAZON.COM/ JXN6OD57W01 MERCHANDISE GOGOAIR.COM --003 x4760CVA INTERNET ACC ITUNES.COM/BILL ITUNCUPERTINO MHB72S6Q850 ITUNES STORE & APP ST AMAZON WEB SERVICES AWS.AMAZON.
--- sentence: QIOAUUO098Y WEB SERVICES AA INFLIGHT IFE MC 2 TULSA OK AA INFLIGHT MC 2 TULSA OK Check 1226 - Good to Go Check 1232 - Good to go COURTYARD 1XJ JENSEN BEAC x4000 LODGING FOREIGN TRANSACTION FEE COURTYARD BY MARRIOTSHANGHAI SH Check 1238 - good to go CHECKCARD 0611 STARBUCKS #x3011 SEATTL Seattle WA x3999 CHECKCARD 0707 STARBUCKS #x3330 MERCER Mercer IslandWA x9764 CHECKCARD 0714 STARBUCKS #x3330 MERCER Mercer IslandWA x1762 CHECKCARD 0928 SPECIALTY'S CAFE & BAK SEATTLE WA x6061 CHECKCARD 1020 STARBUCKS #x3011 SEATTL Seattle WA x6751 CHECKCARD 1022 STARBUCKS #x3011 SEATTL Seattle WA x3812 Starbucks Starbucks Withdrawal Visa Debit Card - STARBUCKS #x3011 SEATTLE Seattle WA Date 05/18/15 x x x 5814 Card 15 #7547 Withdrawal Visa Debit Card - STARBUCKS #x3011 SEATTLE Seattle WA Date 07/16/15 x x x 5814 Card 15 #7547 FOREIGN TRANSACTION FEE CHEN XIANHONG SHOP -BEIJING BE QFC ARAMARK PHOENIX CONVPHOENIX --8612 CHECKCARD 1015 MARRIOTT x3785 JW HOU F HOUSTON TX x6455 JW MARRIOTT HOTELWESHOUSTON MK8312 LODGING 06 BARTELL DRU 09/18 #8871 PURCHASE 06 BARTELL DRUGS REDMOND WA PBP*SEATTLE PAYBYPHO--778 --7787 WALGREENS 7707 07/08 #2994 PURCHASE WALGREENS 7707 SE MERCER ISLAND WA OPEN SOLUTIONS L DES:PAYROLL ID:15081410010878 INDN:SANTIAGO ANGULO CO ID:1360 Withdrawal #x56 - QUALITY FOOD C 8867 161ST AVE NE REDMOND WA Card 15 #7547 Amazon.com Walgreens VISA INTERNATIONAL SERVICE ASSESSMENT Date 01/03/15 Card 15 #7547 Amazon.com PBP*SEATTLE PAYBYPHO--778 --7787 Draft 0230# 0230 - Good to Go ECO TUTTO 7300100 IBAGU CO Date 01/06/15 0 0000050443 0 5812 Card 15 #7547 CHECKCARD 1012 COLDSTONE #390 REDMOND WA x0157 CHECKCARD 0824 AUNTIE ANNE'S NV109 LAS VEGAS NV x5006 Withdrawal Visa Debit Card - WALGREENS #3733 MERCER ISLAND WA Date 06/08/15 x x x 5912 Card 15 #7547 Withdrawal #x56 - QUALITY FOOD C 7823 28TH STREET MERCER ISLAND WA Card 15 #7547 Starbucks CHECKCARD 0831 STARBUCKS #x3011 SEATTL Seattle WA x4260 Starbucks Starbucks Deposit AMAZON GLOBAL RE - TYPE: DIRECT DEP ID: 1101 CO: AMAZON GLOBAL RE ACH ECC PPD ACH Trace 1606 Withdrawal Visa Debit Card - STARBUCKS #x3011 SEATTLE Seattle WA Date 06/04/15 x x x 5814 Card 15 #7547 Withdrawal Visa Debit Card - STARBUCKS #x3011 SEATTLE Seattle WA Date 06/17/15 x x x 5814 Card 15 #7547 Withdrawal Visa Debit Card - STARBUCKS #x3011 SEATTLE Seattle WA Date 06/23/15 x x x 5814 Card 15 #7547 Amazon.com Amazon.com Amazon.com Amazon.com Bancolombia Bancolombia Cash Withdrawal CHECKCARD 0207 REPUBLIC PARKING 006 SEATTLE WA x0764 CHECKCARD 0221 CHANDLERS COVE LOT#Q96 SEATTLE WA x2769 CHECKCARD 0717 SQ *SAHARA PIZZA SNOQUALMIE WA x8729 CHECKCARD 0827 SEATTLE 684-PARK SEATTLE WA x3177 CHECKCARD x 93 - OVERLAKE MEDICA BELLEVUE WA x8755 CHECKCARD 1106 TAIMEIHAO BEIJING x6951 CHECKCARD 1219 SEATTLE PREMOTLTS 7881 TULALIP WA x0012 REPUBLIC PARKING 30 SEATTLE x 4144 REPUBLIC PARKING 30 SEATTLE x 4144 Withdrawal Transfer To Share - 0001 AMERICAN EXPRESS Bill Payment Withdrawal Visa Debit Card - Amazon Prime Now Tips Amazon.com/Bi WA Date 09/10/15 x x x 5999 Card 15 #7547 Withdrawal Visa Debit Card - Amazon Prime Now Tips Amazon.com/Bi WA Date 09/21/15 x x x 5999 Card 15 #7547 Withdrawal Visa Debit Card - Amazon Prime Now Tips Amazon.com/Bi WA Date 10/05/15 x x x 5999 Card 15 #7547 Withdrawal Visa Debit Card - Amazon Prime Now Tips Amazon.com/Bi WA Date 10/20/15 x x x 5999 Card 15 #7547 AMERICAN EXPRESS Bill Payment Bancolombia Amazon.com AMERICAN EXPRESS Bill Payment 06 BARTELL DRU 10/06 #0377 PURCHASE 06 BARTELL DRUGS REDMOND WA EXXONMOBIL POS 06/25 #7991 PURCHASE 1396 MERRIT PKWY FAIRFIELD CT Deposit AMAZON GLOBAL RE - TYPE: DIRECT DEP ID: 1101 CO: AMAZON GLOBAL RE ACH ECC PPD ACH Trace 1606 IMP*CALLTOPARK x0000SPOKANE 0039CFEA 7276 Withdrawal #x94 - CHEVRON/ULRICH & ASSOCI MERCER ISLAND WA Card 15 #7547 QFC CHECKCARD 0209 DIAMOND PARKING WU23 5 SEATTLE WA x0387 Withdrawal Visa Debit Card - DIAMOND PARKING WU23 6 SEATTLE WA Date 05/03/15 x x x 7523 Card 15 #7547 American Express Bill Payment CHECKCARD 0508 MENCHIE`S FROZEN YOGURT MERCER ISLANDWA x3301 Withdrawal Visa Debit Card - MENCHIE`S FROZEN YOGURT MERCER ISLAND WA Date 07/02/15 x x x 5814 Card 15 #7547 Withdrawal Visa Debit Card - COLDSTONE #x0677 BELLEVUE WA Date 05/02/15 x x x 5814 Card 15 #7547 Check 1218 - Good to go CHECKCARD 0921 STARBUCKS #x3011 SEATTL Seattle WA x1815 Starbucks PAYPAL DES:INST XFER ID:EBAYINCSHIP INDN:SANTIAGO ANGULO CO ID:PAYP American Express Bill Payment Amazon.com COLDSTONE #x0677 BELLEVUE WA Date 02/13/15 x x x 5814 Card 15 #7547 PANDA EXPRESS #1911 BELLEVUE WA Date 01/24/15 x x x 5814 Card 15 #7547 WALGREENS 7707 08/11 #6598 PURCHASE WALGREENS 7707 SE MERCER ISLAND WA AMAZON PRIME NOW AMAZON.COM/ U01Q2DOY8PF MERCHANDISE Walgreens Withdrawal #x25 - COSTCO WHSE #x 8629 120TH AVE NE KIRKLAND WA Card 15 #7547 RICOH RMS-AMAZON PayPal Withdrawal Bill Payment - #0002 AMAZON.COM SEATTLE WA Card 15 #7547 USPS USPS USPS PayPal Wendy's Starbucks AMAZON PRIME NOW TIPAMAZON.COM/ GIMWLDX6HUR MERCHANDISE Withdrawal #x77 - QUALITY FOOD C 8867 161ST AVE NE REDMOND WA Card 15 #7547 CHECKCARD 1021 RICOH RMS-AMAZON SEATTLE WA x0218 Withdrawal #x62 - QUALITY FOOD C 8867 161ST AVE NE REDMOND WA Card 15 #7547 AMAZON PRIME NOW TIPAMAZON.COM/ JIP17KRP7FX MERCHANDISE CHECKCARD 0822 STIA PUBLIC PARKING SEATAC WA x0034 CHECKCARD 0829 STIA PUBLIC PARKING SEATAC WA x0115 CHECKCARD 1027 SEATTLE 684-PARK SEATTLE WA x1189 AMAZON WEB SERVICES AWS.AMAZON.
--- sentence: EHOHJCBE0GS WEB SERVICES AMAZON WEB SERVICES AWS.AMAZON.
--- sentence: EHOXSJ39K2G DIRECT MKTG MISC STIA PUBLIC PARKING SEATAC --3412 WILLOWS RUN GO 07/12 #5199 PURCHASE WILLOWS RUN GOLF REDMOND WA Costco AMAZON WEB SERVICES AWS.AMAZON.
--- sentence: HCZ488PDHIH WEB SERVICES CHECKCARD 0404 MENCHIE`S FROZEN YOGURT MERCER ISLANDWA x9806 Withdrawal #x66 - COSTCO WHSE #x 8629 120TH AVE NE KIRKLAND WA Card 15 #7547 Withdrawal #x12 - WHOLEFDS RMD x7991 NE Redmond WA Card 15 #7547 Online Banking transfer from SAV 4195 Confirmation# 8024 Starbucks Amex - Blue QFC Withdrawal Visa Debit Card - SQ *BALLARD COFFEE WORKS Seattle WA Date 08/15/15 x x x 5812 Card 15 #7547 Withdrawal Visa Debit Card - RICOH RMS-AMAZON SEATTLE WA Date 05/21/15 x x x 5044 Card 15 #7547 Withdrawal Visa Debit Card - RICOH RMS-AMAZON SEATTLE WA Date 05/26/15 x x x 5044 Card 15 #7547 Withdrawal Visa Debit Card - RICOH RMS-AMAZON SEATTLE WA Date 06/29/15 x x x 5044 Card 15 #7547 Withdrawal Visa Debit Card - PANDA EXPRESS #1024 REDMOND WA Date 08/18/15 x x x 5814 Card 15 #7547 Withdrawal Visa Debit Card - Cafe Suisse SEATTLE WA Date 10/01/15 x x x 5812 Card 15 #7547 FP SHERATON HOUSTON HOUSTON 2080 LODGING GOGOAIR.COM --003 x5836CVA INTERNET ACC QFC CHECKCARD 0927 IMPACT CONCESSIONS LLC BELLEVUE WA x5768 QFC OLD NAVY USA 06/28 #3202 PURCHASE OLD NAVY USA Bellevue WA Amazon.com Subway Withdrawal Visa Debit Card - JIMMY JOHNS - 1517 SEATTLE WA Date 06/17/15 x x x 5814 Card 15 #7547 FOREIGN TRANSACTION FEE ZHUSANJIAO JINWEIWANBEIJING BE Withdrawal Visa Debit Card - MENCHIE`S FROZEN YOGURT MERCER ISLAND WA Date 07/16/15 x x x 5814 Card 15 #7547 QFC CHECKCARD 0808 STARBUCKS #x3414 KIRKLA Kirkland WA x7196 Starbucks Starbucks CHECKCARD 0805 SPECIALTY'S CAFE & BAK SEATTLE WA x9819 Starbucks Withdrawal Visa Debit Card - SPECIALTY'S CAFE & BAK SEATTLE WA Date 05/12/15 x x x 5814 Card 15 #7547 Withdrawal Visa Debit Card - STARBUCKS #x3011 SEATTLE Seattle WA Date 05/11/15 x x x 5814 Card 15 #7547 Withdrawal Visa Debit Card - STARBUCKS #x3011 SEATTLE Seattle WA Date 05/14/15 x x x 5814 Card 15 #7547 Withdrawal Visa Debit Card - STARBUCKS #x3011 SEATTLE Seattle WA Date 06/08/15 x x x 5814 Card 15 #7547 Withdrawal Visa Debit Card - STARBUCKS #x3011 SEATTLE Seattle WA Date 07/27/15 x x x 5814 Card 15 #7547 THE WESTIN BEAR MOUNVICTORIA 3752 CHECKCARD 0922 SPECIALTY'S CAFE & BAK SEATTLE WA x1431 Withdrawal Visa Debit Card - SPECIALTY'S CAFE & BAK SEATTLE WA Date 06/15/15 x x x 5814 Card 15 #7547 Withdrawal Visa Debit Card - SPECIALTY'S CAFE & BAK SEATTLE WA Date 06/24/15 x x x 5814 Card 15 #7547 Amex - Gold CHECKCARD 0213 ALASKA AIR IN FLIGHT SEATTLE WA x4411 CHECKCARD 0714 CITY BELLEVUE GOLF COUR BELLEVUE WA x2696 CHECKCARD 0901 SPECIALTY'S CAFE & BAK SEATTLE WA x3818 Withdrawal Visa Debit Card - Amazon Prime Now Tips Amazon.com/Bi WA Date 10/07/15 x x x 5999 Card 15 #7547 - 520 PIKE GARSEATTLE 2000 Starbucks Amazon.com CHECKCARD 0629 STARBUCKS #x5731 BELLEV Bellevue WA x8528 AMAZON WEB SERVICES AWS.AMAZON.
--- sentence: KCRNQ5E850S WEB SERVICES SAFEWAY STORE 08/21 #7051 PURCHASE SAFEWAY STORE 1 KIRKLAND WA CHECKCARD 0203 MENCHIE`S FROZEN YOGURT MERCER ISLANDWA x2002 THE HOME DEPOT 10/13 #6279 PURCHASE THE HOME DEPOT 47 REDMOND WA Starbucks DIAMOND PARKING 4560SEATTLE --6303 FOREIGN TRANSACTION FEE THE WESTIN BEAR MOUNVICTORIA CA Starbucks Starbucks Withdrawal Visa Debit Card - STARBUCKS #x3011 SEATTLE Seattle WA Date 06/18/15 x x x 5814 Card 15 #7547 PAGLIACCI BELLEVUE SQ BELLEVUE WA Date 01/31/15 x x x 5812 Card 15 #7547 CHECKCARD 0317 COLDSTONE #x0677 BELLEVUE WA x0150 CHECKCARD 0415 COLDSTONE #x0677 BELLEVUE WA x0379 Amazon.com QFC QFC Withdrawal #x30 - QUALITY FOOD C 8867 161ST AVE NE REDMOND WA Card 15 #7547 Bancolombia QU CAFE & BAKERY VICTORIA 8831 CHECKCARD 0730 STARBUCKS #x3393 MERCER Mercer IslandWA x8134 Starbucks Starbucks Starbucks Starbucks Starbucks Starbucks Starbucks Starbucks Starbucks Starbucks Starbucks Starbucks Withdrawal Visa Debit Card - STARBUCKS #x3011 SEATTLE Seattle WA Date 05/21/15 x x x 5814 Card 15 #7547 IMP*CALLTOPARK 00000SPOKANE 100003B1975 7276 Amex-SV AMTRUST BANK Bill Payment WALGREENS 7707 07/10 #5536 PURCHASE WALGREENS 7707 SE MERCER ISLAND WA Withdrawal Visa Debit Card - PANDA EXPRESS #1911 BELLEVUE WA Date 07/28/15 x x x 5814 Card 15 #7547 Baskin-Robbins QFC Withdrawal Visa Debit Card - COLDSTONE #x0677 BELLEVUE WA Date 05/20/15 x x x 5814 Card 15 #7547 Walgreens Baskin-Robbins CHEVRON ULRICH & ASSMERCER ISLA x 8190 Withdrawal Visa Debit Card - STARBUCKS #x3393 MERCER I Mercer Island WA Date 07/14/15 x x x 5814 Card 15 #7547 Withdrawal Visa Debit Card - STARBUCKS #x3011 SEATTLE Seattle WA Date 08/03/15 x x x 5814 Card 15 #7547 Withdrawal Visa Debit Card - BASKIN ROBBINS 31 ICE MERCER ISLAND WA Date 06/30/15 x x x 5499 Card 15 #7547 LUNCHBOXLABORATORYSESEATTLE 1090 GOPHERS WAFFLE 05/23 #7284 PURCHASE GOPHERS WAFFLES BELLEVUE WA TUTTO GELATO 7300100 IBAGU CO Date 01/08/15 0 0000050451 0 5812 Card 15 #7547 Online Banking transfer to CHK 0403 Confirmation# 8024 Ace Parking Management Inc CHECKCARD 0118 PACIFIC SCIENCE CENTER SEATTLE WA x3821 CHECKCARD 0521 BROWN BEAR CARWASH 1031 SEATTLE WA x8029 CHECKCARD 0712 WILLOWS RUN GOLF COURSE REDMOND WA x9353 CHECKCARD 1210 REPUBLIC PARKING 502 SEATTLE WA x1329 DIAMOND PARKING 0244SEATTLE --6303 SWA INFLIGHT WIFI WESTLAKE VI 1W64N04DGUI VIDEO SERVIC CHECKCARD 1016 MARRIOTT x3785 JW HOU F HOUSTON TX x0249 CHECKCARD 0504 STARBUCKS #x3330 MERCER Mercer IslandWA x1809 CHECKCARD 0813 STARBUCKS #x3330 MERCER Mercer IslandWA x0461 PETSMART INC 2 10/21 #9958 PURCHASE PETSMART INC 2055 BELLEVUE WA QFC Starbucks Starbucks Withdrawal Visa Debit Card - STARBUCKS #x3393 MERCER I Mercer Island WA Date 05/01/15 x x x 5814 Card 15 #7547 ARAMARK PHOENIX CONVPHOENIX --8612 Costco Withdrawal Visa Debit Card - STARBUCKS #x0176 REDMOND Redmond WA Date 10/12/15 x x x 5814 Card 15 #7547 Withdrawal Bill Payment - #3904 AMAZON.COM SEATTLE WA Card 15 #7547 QFC Amazon.com Amazon.com Withdrawal Transfer To Share - 0001 CHECKCARD 0205 QDOBA MEXICAN GRILL-390 MERCER ISLANDWA x0811 Netflix Netflix Netflix Netflix Netflix NETFLIX.COM -- 2950 DVD RENTALS Withdrawal #x39 - IKEA - USA RENTON WA Card 15 #7547 NETFLIX.COM -- 8852 DVD RENTALS ANY TIME LIMO 8x0140KENT 0001 TAXICAB & LIMOUSINE CHECKCARD 0524 NETFLIX.COM NETFLIX.COM CA x4745 CHECKCARD 0902 SPECIALTY'S CAFE & BAK SEATTLE WA x3039 Netflix Netflix Netflix Netflix 0 0 0 Amazon.com Island Grill Cash Withdrawal Limousine.com Amazon.com AT&T MOBILITY Bill Payment CHECKCARD 0802 ZOE YOGURT REDMOND REDMOND WA x6346 Nordstrom Inc. Costco Gas Costco Gas Costco Gas Costco Gas Costco Gas Costco Gas Withdrawal Visa Debit Card - MERCER ISLAND THRIFT S MERCER ISLAND WA Date 05/02/15 x x x 5931 Card 15 #7547 Withdrawal Visa Debit Card - QDOBA MEXICAN GRILL-170 SEATTLE WA Date 04/16/15 x x x 5814 Card 15 #7547 QFC AA INFLIGHT MC 2 TULSA OK CHECKCARD 0426 AA INFLIGHT VISA FACET TULSA OK x6573 AMERICAN EXPRESS Bill Payment PayPal CHECKCARD 0222 MENCHIE`S FROZEN YOGURT REDMOND WA x5181 BRISKET HOUSE #5 000HOUSTON 1274 RESTAURANT CHECKCARD 0811 MENCHIE`S FROZEN YOGURT MERCER ISLANDWA x8869 Withdrawal Visa Debit Card - SP * NOVEL CONCEPT DES NOVELCONCEPTD FL Date 06/04/15 x x x 5111 Card 15 #7547 CVS Pharmacy Withdrawal Adjustment Credit - Voucher KIRKLAND PARKS AND REC KIRKLAND WA Date 03/30/16 x x x 7997 Card 15 #7547 CHECKCARD 0415 SAVORY BROTH SEATTLE WA x0387 CHECKCARD 0819 REPUBLIC PARKING 129 SEATTLE WA x0667 Withdrawal Visa Debit Card - SQ *FRENCH BAKERY AT THE Woodinville WA Date 04/01/16 x x x 5813 Card 15 #7547 Withdrawal Visa Debit Card - IKEA SEATTLE RENTON WA Date 08/25/15 x x x 5814 Card 15 #7547 Withdrawal Visa Debit Card - SAVORY BROTH SEATTLE WA Date 05/26/15 x x x 5814 Card 15 #7547 Withdrawal Visa Debit Card - FEED CO BURGERS REDMOND WA Date 09/30/15 x x x 5812 Card 15 #7547 Starbucks CHEVRON/ULRICH 07/25 #5713 PURCHASE CHEVRON/ULRICH MERCER ISLAND WA QFC Target CHECKCARD 0928 STARBUCKS #x3011 SEATTL Seattle WA x2944 COURTHOUSE CAFE Starbucks Withdrawal Visa Debit Card - SAVORY BROTH SEATTLE WA Date 05/05/15 x x x 5814 Card 15 #7547 Withdrawal Visa Debit Card - SAVORY BROTH SEATTLE WA Date 05/11/15 x x x 5814 Card 15 #7547 PANERA BREAD #1413 BELLEVUE WA Date 01/24/15 x x x 5814 Card 15 #7547 Wholefoods Walgreens CHECKCARD 0831 US COURTHOUSE CAFE SEATTLE WA x2232 CHECKCARD 0910 US COURTHOUSE CAFE SEATTLE WA x1756 CHECKCARD 0103 ZARA 0 x1001BOGOTA x0421 Gap Inc PURCHASE FINANCE CHARGE Walgreens Costco INTEREST CHARGE ON BALANCE TRANSFERS INTEREST CHARGE ON PURCHASES CHECKCARD 0628 SQ *GREEN BAMBOO WOK Bellevue WA x1033 KOREAN BBQ BULGOGI BELLEVUE WA Date 01/30/15 x x x 5812 Card 15 #7547 Withdrawal #x28 - QUALITY FOOD C 8867 161ST AVE NE REDMOND WA Card 15 #7547 Withdrawal Visa Debit Card - Amazon Video On Demand --1072 WA Date 06/05/15 x x x 5735 Card 15 #7547 Maki of Japan Automatic Transfer from CHK 0403 Confirmation# 7193 CHECKCARD 0422 PAN PA YA] WESTON FL x0531 Withdrawal #x00 - QUALITY FOOD C 8867 161ST AVE NE REDMOND WA Card 15 #7547 TransUnion LLC TransUnion LLC TU *TRANSUNION --3292 CA AMERICAN EXPRESS Bill Payment TU *TRANSUNION --3292 CA258654366 TU *TRANSUNION --3292 CA0012 TU *TRANSUNION --3292 CA0477 TU *TRANSUNION --3292 CA0842 TU *TRANSUNION --3292 CA3195 TU *TRANSUNION --3292 CA5394 TU *TRANSUNION --3292 CA5610 TU *TRANSUNION --3292 CA7732 TU *TRANSUNION --3292 CA8024 0 0 0 0 Island Grill PetSmart Payment Thank You Best Buy Villa Fik Withdrawal Bill Payment - #4606 AMAZON.COM SEATTLE WA Card 15 #7547 CHECKCARD 0922 SHELL OIL x7809 KIRKLAND WA x2058 Costco Wholesale ITUNES.COM/BILL ITUNCUPERTINO MJ86LZ66S0 ITUNES STORE & APP ST QFC Withdrawal Bill Payment - #8908 AMAZON.COM SEATTLE WA Card 15 #7547 CHECKCARD 0208 REPUBLIC PARKING 515 SEATTLE WA x0424 CHECKCARD 0610 MERCER ISLAND EYEWORKS MERCER ISLANDWA x5398 CHECKCARD 0708 BB *KIDSQUEST MUSEUM BELLEVUE WA x8937 CHECKCARD 0812 SAVORY BROTH SEATTLE WA x0503 CHECKCARD 0824 SAVORY BROTH SEATTLE WA x0394 CHECKCARD 0917 SAVORY BROTH SEATTLE WA x0439 CHECKCARD 1005 SAVORY BROTH SEATTLE WA x0198 CHECKCARD 1022 SAVORY BROTH SEATTLE WA x0609 Country-Villgae -Check 1184 DELAWARE CORP AND TADOVER x5367 HTTP://CORP.DELAWARE.
--- sentence: Pingo PINGO.COM Pingo.com BURLINGTON 0268 www.ibasis.net PINGO.COM Pingo.com BURLINGTON 2153 www.ibasis.net PINGO.COM Pingo.com BURLINGTON 2407 www.ibasis.net PINGO.COM Pingo.com BURLINGTON 5623 www.ibasis.net Withdrawal Bill Payment - #1587 PAYPAL *CASA L 2211 North First S San Jose CA Card 15 #7547 Withdrawal Visa Debit Card - SAVORY BROTH SEATTLE WA Date 06/29/15 x x x 5814 Card 15 #7547 Withdrawal Visa Debit Card - SAVORY BROTH SEATTLE WA Date 07/13/15 x x x 5814 Card 15 #7547 Withdrawal Visa Debit Card - SAVORY BROTH SEATTLE WA Date 07/27/15 x x x 5814 Card 15 #7547 Withdrawal Visa Debit Card - SKYMANIA - SEATTLE KIRKLAND WA Date 06/13/15 x x x 7999 Card 15 #7547 0 0 Amazon.com Cash Withdrawal 0 0 USPS Victoria's Secret CHECKCARD 0105 NEWSLINK AIR ESSENTIALS MIAMI FL x9515 QFC Rite Aid SPECIALTY'S CAFE & BAK SEATTLE WA Date 02/10/15 x x x 5814 Card 15 #7547 Withdrawal Visa Debit Card - US COURTHOUSE CAFE SEATTLE WA Date 08/10/15 x x x 5814 Card 15 #7547 Automatic Transfer to SAV 4195 Confirmation# 7193 CHECKCARD 0724 CENTURYLINKCONVCTRCONC SEATTLE WA x6338 Vans ABM ONSITE BELLEVUE -x 0710 CHECKCARD 0627 STARBUCKS #x3393 MERCER Mercer IslandWA x8874 Withdrawal Visa Debit Card - US COURTHOUSE CAFE SEATTLE WA Date 07/15/15 x x x 5814 Card 15 #7547 0 0 0 Arco Bartell Drugs COURTHOUSE CAFE Amazon.com Amazon.com MCDONALDS CHECKCARD 1205 PINKABELLA CUPCAKES REDMOND WA x7759 CHECKCARD 0414 QDOBA MEXICAN GRILL-390 MERCER ISLANDWA x0750 CHECKCARD 0703 STARBUCKS #x3393 MERCER Mercer IslandWA x2621 PUBLIX SUPER M 02/10 #9505 PURCHASE 3200 HOLCOMB BRID PEACHTREE COR GA QFC QFC PAYMENT - THANK YOU PRESIDENTE SUP 12/23 #5218 PURCHASE PRESIDENTE SUPERM MIAMI FL Withdrawal Visa Debit Card - BASKIN #1844 Q35 BELLEVUE WA Date 09/07/15 x x x 5814 Card 15 #7547 GOLDEN BOUGH PHOTO INEW YORK --0079 Starbucks CHECKCARD 0216 CHEVRON x2660 BELLEVUE WA x6477 NAPA STORE 376 07/22 #1500 PURCHASE NAPA STORE 6700 KIRKLAND WA Withdrawal Visa Debit Card - Amazon Services-Kindle --8851 WA Date 10/13/15 x x x 5735 Card 15 #7547 Amazon.com CHECKCARD 0713 KREMEWORKS S SEATTLE SEATTLE WA x1777 QDOBA MEXICAN GRILL Costco BALANCE CONSOLIDATION ALEXANDRIA VA CHECKCARD 0602 SQ *THE BOX ON WHEELS L Bellevue WA x2441 Walgreens CHECKCARD 0105 G-MIAMI FOOD AIRPORT MIAMI FL x1090 DOMAIN NAMES/HOSTING(480)4-25 2090 (480)-2500 Starbucks CHECKCARD 1006 STARBUCKS #x3011 SEATTL Seattle WA x7937 CHECKCARD 0628 TANPOPO BELLEVUE WA x3812 Starbucks Withdrawal Visa Debit Card - MCDONALD'S F11027 MERCER ISLAND WA Date 08/19/15 x x x 5814 Card 15 #7547 Withdrawal Visa Debit Card - US COURTHOUSE CAFE SEATTLE WA Date 05/07/15 x x x 5814 Card 15 #7547 Withdrawal Visa Debit Card - STARBUCKS #x3393 MERCER I Mercer Island WA Date 05/03/15 x x x 5814 Card 15 #7547 OREILLY AUTO P 04/05 #7626 PURCHASE OREILLY AUTO PART BELLEVUE WA Withdrawal Visa Debit Card - STARBUCKS #x3011 SEATTLE Seattle WA Date 08/28/15 x x x 5814 Card 15 #7547 QFC CHECKCARD 1008 SAVORY BROTH SEATTLE WA x0059 PANDA EXPRESS #1911 BELLEVUE WA Date 04/07/15 x x x 5814 Card 15 #7547 SNOUT & CO SEATTLE WA Date 01/23/15 x x x 5812 Card 15 #7547 PURCHASE FINANCE CHARGE Withdrawal Visa Debit Card - FISHERMANS RESTAURANT SEATTLE WA Date 04/01/16 x x x 5812 Card 15 #7547 FRISBY H29 7300100 IBAGU CO Date 01/08/15 0 0000053016 0 5812 Card 15 #7547 MES*RINGCENTRAL INCSAN MATEO x 4100 Withdrawal Visa Debit Card - PAN PA YA] WESTON FL Date 04/18/15 x x x 5814 Card 15 #7547 Wholefoods COFFEE BEAN & TEA LEDES MOINES 2487 FAST FOOD RESTAURANT Withdrawal Visa Debit Card - LA SUPERIOR REDMOND MART REDMOND WA Date 04/01/16 x x x 5499 Card 15 #7547 CHECKCARD 0427 CHICK-FIL-A #x3299 BELLEVUE WA x8394 Albertsons Baskin Robbins BANFIELD WELLNESS PLANS CHECKCARD 0826 Kigo Kitchen Seattle WA x5199 Withdrawal Visa Debit Card - COLDSTONE #390 REDMOND WA Date 07/12/15 x x x 5814 Card 15 #7547 CHECKCARD 0819 STARBUCKS #x3393 MERCER Mercer IslandWA x3295 Withdrawal #x38 - QUALITY FOOD C 7823 28TH STREET MERCER ISLAND WA Card 15 #7547 Rite Aid Withdrawal Visa Debit Card - MENCHIE`S FROZEN YOGURT MERCER ISLAND WA Date 06/03/15 x x x 5814 Card 15 #7547 WINN-DIXI 1129 04/21 #2889 PURCHASE WINN-DIXI x1290 W DAVIE FL Withdrawal Visa Debit Card - CUPCAKE ROYALE & VERITE C SEATTLE WA Date 06/14/15 x x x 5814 Card 15 #7547 Withdrawal Visa Debit Card - PAN PA YA] WESTON FL Date 04/20/15 x x x 5814 Card 15 #7547 OFFICE SOFTWARE - KIVUTO SOLUTIONS LLCOTTAWA 7706 KIVUTO QFC Whole Foods Withdrawal Bill Payment - #0005 AMAZON.COM SEATTLE WA Card 15 #7547 CHECKCARD 0424 BAYSIDE MARKETPLACE MIAMI FL x3960 Withdrawal Visa Debit Card - PINKABELLA CUPCAKES REDMOND WA Date 10/12/15 x x x 5462 Card 15 #7547 CROSSROADS CAFE BELLEVUE WA Date 01/30/15 x x x 5812 Card 15 #7547 Walgreens AMERICAN EXPRESS DES:ACH Pmt ID:S6482 INDN:SANDRA VILLANUEVA CO ID:1133 Withdrawal Visa Debit Card - MERCER ISLAND THRIFT S MERCER ISLAND WA Date 08/24/15 x x x 5931 Card 15 #7547 PURCHASE FINANCE CHARGE CHECKCARD 0224 CHEVRON 0921 BELLEVUE WA x0612 Withdrawal Visa Debit Card - RICOH RMS-AMAZON SEATTLE WA Date 04/01/16 x x x 5044 Card 15 #7547 eBay Inc. Starbucks Withdrawal Visa Debit Card - SQ *FRENCH BAKERY AT THE Woodinville WA Date 08/27/15 x x x 5813 Card 15 #7547 CHECKCARD 0625 HEARALD SMOKE SHOP NEW YORK NY x3303 IMP*CALLTOPARK 00000SPOKANE 10045EE1B 7276 CHECKCARD 1013 HUDSONNEWS ST570 SEATAC WA x0746 IBAGUE 5 CCO LA ESTACI 7300100 IBAGU CO Date 01/08/15 0 0000051414 0 5814 Card 15 #7547 CHECKCARD 0611 MCDONALD'S Fx1027 MERCER ISLANDWA x6312 CHECKCARD 0901 Maximus/Minimus Seattle WA x9723 McDonald's CHECKCARD 0210 FRYS ELECTRONICS 38 DULUTH GA x3136 Withdrawal Visa Debit Card - Amazon Video On Demand --1072 WA Date 06/28/15 x x x 5735 Card 15 #7547 Bank of America - Credit Card - BankAmericard Rewards Signature Visa SA Personal CHECKCARD 0516 KREMEWORKS S SEATTLE SEATTLE WA x0749 CHECKCARD 0903 Cafe Suisse SEATTLE WA x1024 BANK OF AMERICA - CREDIT CARD Bill Payment AMAZON WEB SERVICES AWS.AMAZON.
--- sentence: KCRNQ5E850S WEB SERVICES Amazon.com CHEAPOAIR - AIR 6061New York BK#x0945 TRAVEL AGENCY CHECKCARD 0717 CITY BELLEVUE GOLF COUR BELLEVUE WA x4229 ONE TRAVEL x7367 Las Vegas BK#x9005 TRAVEL AGENCY Withdrawal Visa Debit Card - SUNNY TERIYAKI REDMOND WA Date 04/01/16 x x x 5814 Card 15 #7547 CHECKCARD 1027 US COURTHOUSE CAFE SEATTLE WA x2394 Withdrawal Bill Payment - #0009 AMAZON.COM SEATTLE WA Card 15 #7547 Walgreens Withdrawal Bill Payment - #5408 AMAZON.COM SEATTLE WA Card 15 #7547 CHECKCARD 0131 DISNEY STORE #541 BELLEVUE WA x8744 DISNEY STORE #541 BELLEVUE WA Date 02/17/15 x x x 5947 Card 15 #7547 CHECKCARD 0918 SUBWAY x1481 KIRKLAND WA x6133 Withdrawal #x72 - QUALITY FOOD C 8867 161ST AVE NE REDMOND WA Card 15 #7547 Quality Food Centers 0 0 0 0 Best Buy Shell 0 Amazon.com QFC Amazon.com Starbucks QFC PURCHASE FINANCE CHARGE Sports Authority Withdrawal Bill Payment - #6706 AMAZON.COM SEATTLE WA Card 15 #7547 Starbucks CHECKCARD 0514 U-HAUL CT OF RAINER SEATTLE WA x2924 Amazon.com CHECKCARD 0605 CENTURY THEATRES 1118 BELLEVUE WA x8045 Starbucks CHECKCARD 0515 MCDONALD'S Fx1027 MERCER ISLANDWA x6882 LAKEVIEW PLUS 06/18 #1702 PURCHASE LAKEVIEW PLUS DRY MERCER ISLAND WA BLUESTONE BISTRO SEATTLE WA Date 01/19/15 x x x 5812 Card 15 #7547 Walgreens QFC CHECKCARD 0521 THE GOLF CLUB @ NEWCAST NEWCASTLE WA x0994 CHECKCARD 0527 THE GOLF CLUB @ NEWCAST NEWCASTLE WA x3220 BALANCE CONSOLIDATION ALEXANDRIA VA CHECKCARD 0916 SQ *CHOPSTIX Seattle WA x8777 REGISTER.COM*12CAAE1FJ Withdrawal Visa Debit Card - CINDY'S NAIL SALON MERCER ISLAND WA Date 05/27/15 x x x 7230 Card 15 #7547 Withdrawal Visa Debit Card - STARBUCKS #x0378 REDMOND Redmond WA Date 08/17/15 x x x 5814 Card 15 #7547 Bank of America Checking WALGREENS 7707 07/08 #1789 PURCHASE WALGREENS 7707 SE MERCER ISLAND WA CHECKCARD 0208 LANCER AT WOODLAND SEATTLE WA x5842 Starbucks Amazon.com Withdrawal Visa Debit Card - SQ *FAMOUS WOK Tulalip WA Date 08/20/15 x x x 5812 Card 15 #7547 Amazon.com Withdrawal Visa Debit Card - MIO SUSHI WESTLAKE SEATTLE WA Date 06/09/15 x x x 5812 Card 15 #7547 CORRAL LA ESTACION IB0 73001IBAGUE CO Date 01/08/15 0 0000057699 0 5814 Card 15 #7547 QFC Amazon.com CHECKCARD 0709 CHIPOTLE 2228 SEATTLE WA x4619 CHECKCARD 0711 LUCKY STRIKE BELLEVUE BELLEVUE WA x8438 CHECKCARD 1129 REPUBLIC PARKING 543 SEATTLE WA x0866 SCONES TRAILER 2 Transfer Wire Transfer Fee ZIRX --9479 CA Date 01/15/15 x x x 7523 Card 15 #7547 ZIRX --9479 CA Date 01/16/15 x x x 7523 Card 15 #7547 ZIRX --9479 CA Date 01/20/15 x x x 7523 Card 15 #7547 ZIRX --9479 CA Date 01/21/15 x x x 7523 Card 15 #7547 ZIRX --9479 CA Date 01/26/15 x x x 7523 Card 15 #7547 ZIRX --9479 CA Date 01/27/15 x x x 7523 Card 15 #7547 ZIRX --9479 CA Date 01/29/15 x x x 7523 Card 15 #7547 ZIRX --9479 CA Date 01/30/15 x x x 7523 Card 15 #7547 CHECKCARD 0629 NIBBANA A THAI COOKERY BELLEVUE WA x6795 PURCHASE FINANCE CHARGE CHECKCARD 1208 FARE START - DOWNTOWN R SEATTLE WA x5768 QFC CHECKCARD 1027 KFC E0051 KIRKLAND WA x0632 Withdrawal Visa Debit Card - CUPCAKE ROYALE & VERITE C SEATTLE WA Date 08/15/15 x x x 5814 Card 15 #7547 Withdrawal Visa Debit Card - AMAZON SERVICES-KINDLE --1072 WA Date 10/13/15 x x x 5735 Card 15 #7547 Withdrawal Visa Debit Card - PANDA EXPRESS 1674 SANDY OR Date 07/05/15 x x x 5814 Card 15 #7547 CHECKCARD 0808 MCDONALD'S F11027 MERCER ISLANDWA x5023 CHECKCARD 0824 PEI WEI C CONC30403927 LAS VEGAS NV x6804 USPS5470420265109495REDMOND -8777 SUPERTIENDA OLIMPICA 3 7300100 IBAGU CO Date 01/08/15 0 0000051388 0 5411 Card 15 #7547 CHECKCARD 0422 LA PEQUENA COLUMBIA FORT LAUDERDAFL x6694 Starbucks 06 BARTELL DRU 10/29 #1137 PURCHASE 06 BARTELL DRUGS REDMOND WA Tommy Hilfiger CHECKCARD 1223 Amazon DE Marketplace --x x6836 CHECKCARD 1223 Amazon DE Marketplace --x x7271 Panda Express CHECKCARD 1029 FARE START - DOWNTOWN R SEATTLE WA x8711 Withdrawal #x26 - QUALITY FOOD C 7823 28TH STREET MERCER ISLAND WA Card 15 #7547 CHECKCARD 0921 FARE START - DOWNTOWN R SEATTLE WA x2462 CHECKCARD 1223 Amazon DE Marketplace --x x6836 CHECKCARD 1223 Amazon DE Marketplace --x x7271 CHECKCARD 1224 Amazon DE Marketplace --x x0567 QFC Withdrawal Visa Debit Card - STARBUCKS #x0378 REDMOND Redmond WA Date 09/30/15 x x x 5814 Card 15 #7547 Withdrawal Bill Payment - #9709 AMAZON.COM SEATTLE WA Card 15 #7547 Regal Cinemas Baskin Robbins QFC CHECKCARD 0211 PANDA EXPRESS #1911 BELLEVUE WA x2424 PANDA EXPRESS #1911 BELLEVUE WA Date 01/24/15 x x x 5814 Card 15 #7547 PANDA EXPRESS #1911 BELLEVUE WA Date 02/05/15 x x x 5814 Card 15 #7547 Withdrawal Visa Debit Card - SQ *FRENCH BAKERY AT THE Woodinville WA Date 09/04/15 x x x 5813 Card 15 #7547 Withdrawal Visa Debit Card - FARE START - DOWNTOWN RET SEATTLE WA Date 09/14/15 x x x 5813 Card 15 #7547 PURCHASE FINANCE CHARGE CHECKCARD 0813 SQ *FUNTASTIC PLAYT BELLEVUE WA x0771 CHECKCARD 1224 Amazon DE Marketplace --x x6280 PURCHASE FINANCE CHARGE CHECKCARD 0628 TORERO'S BELLEVUE WA x2427 Withdrawal Visa Debit Card - SQ *FRENCH BAKERY AT THE Woodinville WA Date 09/18/15 x x x 5813 Card 15 #7547 Withdrawal Visa Debit Card - SQ *FRENCH BAKERY AT THE Woodinville WA Date 10/23/15 x x x 5813 Card 15 #7547 Amazon.com CHECKCARD 1224 Amazon DE Marketplace --x x5952 Monthly Maintenance Fee Monthly Maintenance Fee Monthly Maintenance Fee Monthly Maintenance Fee Monthly Maintenance Fee Monthly Maintenance Fee Monthly Maintenance Fee Monthly Maintenance Fee Monthly Maintenance Fee Monthly Maintenance Fee Monthly Maintenance Fee Monthly Maintenance Fee CHECKCARD 1224 Amazon DE Marketplace --x x5829 Withdrawal Visa Debit Card - GROUPON INC --7858 IL Date 07/25/15 x x x 7299 Card 15 #7547 0 0 0 IHOP 0 Payment Thank You Amazon.com Johnny Rockets AMAZON WEB SERVICES AWS.AMAZON.
--- sentence: RN22F5S5G7M WEB SERVICES American Airlines CHECKCARD 0813 PANDA EXPRESS #1911 BELLEVUE WA x2388 PURCHASE FINANCE CHARGE Withdrawal Bill Payment - #0084 AMAZON.COM SEATTLE WA Card 15 #7547 Withdrawal Visa Debit Card - STARBUCKS #x9938 REDMOND Redmond WA Date 10/18/15 x x x 5814 Card 15 #7547 USPS ECO TUTTO 7300100 IBAGU CO Date 01/06/15 0 0000050444 0 5812 Card 15 #7547 CHECKCARD 0414 MIO SUSHI WESTLAKE SEATTLE WA x5859 CHECKCARD 1208 FARE START - DOWNTOWN R SEATTLE WA x5768 Withdrawal Visa Debit Card - PANDA EXPRESS #1911 BELLEVUE WA Date 07/28/15 x x x 5814 Card 15 #7547 Starbucks Withdrawal Visa Debit Card - MCDONALD'S Fx1027 MERCER ISLAND WA Date 06/07/15 x x x 5814 Card 15 #7547 Target Walgreens Wholefoods Disney Store LEGO PF CHANGS #1600 0052HOUSTON x --1111 Walgreens Withdrawal Visa Debit Card - PANDA EXPRESS #1024 REDMOND WA Date 10/20/15 x x x 5814 Card 15 #7547 PURCHASE FINANCE CHARGE MCDONALDS CHECKCARD 0816 KREMEWORKS S SEATTLE SEATTLE WA x2598 USPS CHECKCARD 1224 Amazon DE Marketplace --x x0567 CHECKCARD 0808 TECHCITY BOWL KIRKLAND WA x3620 Travel Med Protect Green Bay TM1433366 x---2900 Travel Med Protect Green Bay TM3366 x---2900 Travel Med Protect Green Bay TM3366 x---2900 Travel Med Protect Green Bay TM3366 x---2900 Travel Med Protect Green Bay TM3366 x---2900 Travel Med Protect Green Bay TM3366 x---2900 Travel Med Protect Green Bay TM3366 x---2900 Travel Med Protect Green Bay TM3366 x---2900 Travel Med Protect Green Bay TM3366 x---2900 Travel Med Protect Green Bay TM3366 x---2900 Travel Med Protect Green Bay TM3366 x---2900 Travel Med Protect Green Bay TM3366 x---2900 CHECKCARD 1224 Amazon DE Marketplace --x x6280 Withdrawal #x90 - LOGAN'S MARKET 900 SOUTH WEST 23R REDMOND OR Card 15 #7547 Withdrawal Visa Debit Card - SKYMANIA - SEATTLE KIRKLAND WA Date 06/13/15 x x x 7999 Card 15 #7547 Check 1162 - JP Morgan Withdrawal - MORTGAGE CREDIT REPORT FEE Bank of America Savings Withdrawal Visa Debit Card - MCDONALD'S Fx1027 MERCER ISLAND WA Date 05/03/15 x x x 5814 Card 15 #7547 Withdrawal Visa Debit Card - MCDONALD'S Fx1027 MERCER ISLAND WA Date 07/19/15 x x x 5814 Card 15 #7547 PAPER DIRECT --737 W0010 PAPER PROD Withdrawal #x71 - QUALITY FOOD CEN x 161 REDMOND WA Card 15 #7547 Withdrawal Bill Payment - #0006 AMAZON.COM SEATTLE WA Card 15 #7547 Withdrawal Visa Debit Card - MCDONALD'S Fx1027 MERCER ISLAND WA Date 06/23/15 x x x 5814 Card 15 #7547 CHECKCARD 0724 CENTURYLINKCONVCTRCONC SEATTLE WA x8277 CHECKCARD 0306 HUDSON NEWS SEA TAC AR SEATTLE WA x0506 QFC DINWIDDIE CORPO DINWIDDIE Cx2633 N KIRKLAND WA Card 15 #7547 Withdrawal Visa Debit Card - TEXACO x7292 KIRKLAND WA Date 08/26/15 x x x 5541 Card 15 #7547 AMERICAN EXPRESS Bill Payment PURCHASE FINANCE CHARGE CHECKCARD 0801 EZELLS FAMOUS CHICKEN F SEATTLE WA x6607 PURCHASE FINANCE CHARGE IAH REAL FOODS 43813HOUSTON 4244 CATERER Withdrawal Visa Debit Card - HUDSONNEWS ST1110 SEATAC WA Date 10/30/15 x x x 5994 Card 15 #7547 CHECKCARD 0103 ZARA 0 x1001BOGOTA x0728 JUAN VALDEZ UNICENTRO0 11001BOGOTA CO Date 01/03/15 0 0000055042 0 5814 Card 15 #7547 CHECKCARD 1026 CUPCAKE ROYALE & VERITE SEATTLE WA x2503 Withdrawal Visa Debit Card - THE GREAT WHEEL COM SEATTLE WA Date 04/01/16 x x x 7991 Card 15 #7547 CVS 0210 02/10 #5994 PURCHASE CVS 08-- NORCROSS GA RITE AID CORP. 09/02 #7623 PURCHASE RITE AID CORP. REDMOND WA CHECKCARD 0206 THE FRENCH BAKERY KIRKLAND WA x1044 Starbucks CHECKCARD 0224 BLUE C SUSHI SEATTLE WA x9770 CHECKCARD 0427 SPITFIRE BAR AND GRILL SEATTLE WA x1077 MCDONALDS CHECKCARD 1224 Amazon DE Marketplace --x x5952 CHECKCARD 0816 MOS PIZZA MERCER ISLANDWA x2899 Withdrawal Visa Debit Card - Amazon Video On Demand --1072 WA Date 06/09/15 x x x 5735 Card 15 #7547 CHECKCARD 1224 Amazon DE Marketplace --x x5829 CHECKCARD 1108 SQ *GIGGLE JUNGLE Redmond WA x1515 CHECKCARD 1205 SQ *GIGGLE JUNGLE Redmond WA x2366 Costco Withdrawal Visa Debit Card - SQ *GIGGLE JUNGLE Redmond WA Date 10/10/15 x x x 7999 Card 15 #7547 PURCHASE FINANCE CHARGE American Express Bill Payment State department FCU Credit Card Bill Payment AMTRUST BANK Bill Payment PURCHASE FINANCE CHARGE CHECKCARD 0305 CHEVRON 3568 MERCER ISLANDWA x0964 Amazon.com BECU Payment - BMW - Check 1188 DOMAIN NAMES/HOSTING(480)4-25 3249 (480)-2500 Bartell Drugs BEST BUY BELLEVUE -8060 CHECKCARD 0711 INTEGRATED ORIENTAL MED SEATTLE WA x0046 CHECKCARD 1001 WA DRIVER LICENSE RENEW --7470 WA x2743 DELAWARE DIV OF CORPDOVER 02ADXZHJ6BK HTTP://CORP.DELAWARE.
--- sentence: DELAWARE DIV OF CORPDOVER 02ADXZHYNY6 HTTP://CORP.DELAWARE.
--- sentence: DELAWARE DIV OF CORPDOVER 02BDXZHLFA7 HTTP://CORP.DELAWARE.
--- sentence: Draft 0198# 0198 - Country Village Day School BEST BUY 0x2583DAVIE -6999 LA FITNESS LA Fitness LA Fitness TRELLO*TRELLO NEW YORK M7YSWC8 --2733 WA DRIVER LICENSE RENEW Wire Fee 0 CHECKCARD 0706 CHEVRON 3568 MERCER ISLANDWA x6384 BEST BUY 0x2583DAVIE -6999 Walgreens CHECKCARD x x8042 REDMOND WA x4863 QFC CHECKCARD 0902 SHELL OIL x7205 REDMOND WA x3553 QFC CHECKCARD 0214 MOS PIZZA MERCER ISLANDWA x9759 Withdrawal Visa Debit Card - G-MIAMI FOOD AIRPORT MIAMI FL Date 04/25/15 x x x 5812 Card 15 #7547 Amtrust Bank Bill Payment PURCHASE FINANCE CHARGE CHECKCARD 1005 QDOBA MEXICAN GRILL-618 REDMOND WA x1355 CHECKCARD 0801 TARGET x3392 BELLEVUE WA x2411 0 Starbucks PURCHASE FINANCE CHARGE Withdrawal Visa Debit Card - JERSEY MIKE'S SUBS x8011 REDMOND WA Date 10/07/15 x x x 5814 Card 15 #7547 CHECKCARD 0520 GOURMET TERIYAKI MERCER ISLANDWA x0371 AMAZON WEB SERVICES AWS.AMAZON.
--- sentence: OZ1Z1O4282K WEB SERVICES Amazon.com QFC QFC Walgreens Withdrawal Bill Payment - #2105 AMAZON.COM SEATTLE WA Card 15 #7547 Regal Cinemas Withdrawal Bill Payment - #8508 AMAZON.COM SEATTLE WA Card 15 #7547 CHECKCARD 0317 GREAT CLIPS 8991 MERCER ISLANDWA x1156 CHECKCARD 0406 GREAT CLIPS 8991 MERCER ISLANDWA x4125 CHECKCARD 0514 GREAT CLIPS 8991 MERCER ISLANDWA x7324 PURCHASE FINANCE CHARGE Withdrawal Visa Debit Card - RED ROBIN #147 BELLEVUE WA Date 04/14/15 x x x 5812 Card 15 #7547 Costco Wholesale BKOFAMERICA ATM 01/15 #6829 WITHDRWL QFC NORTH REDMON REDMOND WA Walgreens USPS CHECKCARD 0419 HAAGEN DAZS FT LAUDERDALEFL x0748 CHECKCARD 0930 ZAW ARTISAN BAKE AT HO REDMOND WA x2145 Withdrawal Visa Debit Card - SQ *FRENCH BAKERY AT THE Woodinville WA Date 10/10/15 x x x 5813 Card 15 #7547 Costco Gas QFC PURCHASE FINANCE CHARGE Shell Withdrawal Visa Debit Card - NORDSTROM#1 SEATTLE WA Date 06/11/15 x x x 5814 Card 15 #7547 Walmart CHECKCARD 0416 MAKI OF JAPAN 114 Q84 SEATTLE WA x2102 MOS PIZZA MERCER ISLAND WA Date 01/17/15 x x x 5814 Card 15 #7547 AMERICAN EXPRESS Bill Payment Target Withdrawal Visa Debit Card - ACT*Mercer Is Parks --4881 CA Date 05/06/15 x x x 7399 Card 15 #7547 CROSSROADS CAFE BELLEVUE WA Date 01/30/15 x x x 5812 Card 15 #7547 Withdrawal Visa Debit Card - Amazon Prime Now Amazon.com/Bi WA Date 09/19/15 x x x 5999 Card 15 #7547 CHECKCARD 1228 Amazon DE Marketplace --x x6660 Apple Inc Fossil Inc. CHECKCARD 1119 KC SOLID WASTE #02 KIRKLAND WA x5308 Withdrawal #x89 - COSTCO GAS #x 8629 120TH AVE NE KIRKLAND WA Card 15 #7547 CHECKCARD 1228 Amazon DE Marketplace --x x3717 DOMAIN NAMES/HOSTING(480)4-25 8769 (480)-2500 Withdrawal #x10 - COSTCO WHSE #x 8629 120TH AVE NE KIRKLAND WA Card 15 #7547 LAKEVIEW PLUS 02/04 #8431 PURCHASE LAKEVIEW PLUS DRY MERCER ISLAND WA Walgreens Withdrawal Visa Debit Card - ACT*OlympicCascadeAqua --4881 CA Date 07/11/15 x x x 7399 Card 15 #7547 RITE AID CORP. 03/17 #7764 PURCHASE RITE AID CORP. BELLEVUE WA Ana Maria Morales - Nata b-day Present - Check 1576 Withdrawal Visa Debit Card - ICEBOX CAFE AT MIA MIAMI BEACH FL Date 04/25/15 x x x 5812 Card 15 #7547 CHECKCARD 1023 RED ROBIN NO 134 REDMOND WA x4448 CHECKCARD 0103 EXITO UNICENTRO BOGOTA 0100 BOGOT x9842 CHECKCARD 1228 Amazon DE Marketplace --x x6660 WHOLEFDS RMD 1 10/03 #4317 PURCHASE WHOLEFDS RMD 102 Redmond WA Withdrawal Bill Payment - #0805 AMAZON.COM SEATTLE WA Card 15 #7547 Withdrawal Bill Payment - #4105 AMAZON.COM SEATTLE WA Card 15 #7547 Withdrawal Visa Debit Card - MIO SUSHI WESTLAKE SEATTLE WA Date 05/06/15 x x x 5812 Card 15 #7547 CHECKCARD 0425 G-MIAMI FOOD AIRPORT MIAMI FL x3855 Starbucks CHECKCARD 0605 CENTURY THEATRES 1118 BELLEVUE WA x7898 AMAZON WEB SERVICES AWS.AMAZON.
--- sentence: BSWPD59EZXP WEB SERVICES Withdrawal Visa Debit Card - Amazon Prime Now Amazon.com/Bi WA Date 09/08/15 x x x 5999 Card 15 #7547 LA QUEMADA 09/27 #7012 PURCHASE LA QUEMADA REDMOND WA WALGREENS 7707 07/12 #8615 PURCHASE WALGREENS 7707 SE MERCER ISLAND WA CHECKCARD x 0190 CLARK COUNTY RIDGEFIELD WA x4086 THE HOME DEPOT 08/22 #6949 PURCHASE THE HOME DEPOT 47 REDMOND WA TOYS R US 103 110TH AVE N.E.
--- sentence: BELLEVUE WA Card 15 #7547 Withdrawal Visa Debit Card - PANDA EXPRESS #1024 REDMOND WA Date 09/05/15 x x x 5814 Card 15 #7547 Withdrawal #x32 - CHEVRON/THE DINWIDDIE C KIRKLAND WA Card 15 #7547 Whole Foods CHECKCARD 0729 QDOBA MEXICAN GRILL-390 MERCER ISLANDWA x0801 AT&T MOBILITY Bill Payment Withdrawal Visa Debit Card - FIVE GUYS WA-1669 SEATTLE WA Date 06/14/15 x x x 5814 Card 15 #7547 Costco Gas CHECKCARD 1228 Amazon DE Marketplace --x x3717 CHECKCARD 0908 MIO SUSHI WESTLAKE SEATTLE WA x0741 Costco Gas AT&T MOBILITY Bill Payment Walgreens Withdrawal Visa Debit Card - Amazon Prime Now Amazon.com/Bi WA Date 10/18/15 x x x 5999 Card 15 #7547 MCDONALDS QFC Walgreens Withdrawal #x63 - MACY'S 7400 166T REDMOND WA Card 15 #7547 PRESTO PIEDRA PINTADA0 73001IBAGUE CO Date 01/06/15 0 0000050446 0 5814 Card 15 #7547 CHECKCARD 1111 Xin Xin Tong Yuan x7965 Beijing x0116 BANFIELD WELLNESS PLANS BANFIELD WELLNESS PLANS BANFIELD WELLNESS PLANS BANFIELD WELLNESS PLANS BANFIELD WELLNESS PLANS BANFIELD WELLNESS PLANS BANFIELD WELLNESS PLANS 0 0 0 American Express Whole Foods Cash Withdrawal EonMobil 0 OPEN SOLUTIONS L DES:PAYROLL ID:15083110010878 INDN:SANTIAGO ANGULO CO ID:1360 CHECKCARD 1229 Amazon DE Marketplace --x x7847 E-BAY GAS GRILL - PAYPAL DES:INST XFER ID:ELDEMOH INDN:SANTIAGO ANGULO CO ID:PAYP Withdrawal at ATM #x31 - BANK OF AMERIC *QFC NORTH REDMOND REDMOND WA Card 15 #7547 CHECKCARD 0425 AMERICAN AI x1466 MIAMI FL x2506 CHECKCARD 0425 AMERICAN AI x1466 MIAMI FL x7908 CHECKCARD 0704 EAGLE CREST SPORTS CENT REDMOND OR x0129 LATE FEE late pmnt fee NEW JERSEY E-ZPASS 8NEWARK x0340 5P-80089520 TREEHOUSE*TREEHOUSE ORLANDO 8JJ24Z2 --2130 TREEHOUSE*TREEHOUSE ORLANDO DRG387B --2130 TREEHOUSE*TREEHOUSE ORLANDO 4PG7GPR --2130 Automatic Transfer from CHK 0403 Confirmation# 2875 TREEHOUSE*TREEHOUSE ORLANDO MBGTMNM --2130 TREEHOUSE*TREEHOUSE ORLANDO NJ42KS2 --2130 TREEHOUSE*TREEHOUSE ORLANDO NMXXXBP --2130 UNITED AIRLINES HOUSTON x0640 WWW.UNITED.COM UNITED AIRLINES HOUSTON x0814 WWW.UNITED.COM WA TLR payment to BkofAm CRD 6870 Banking Ctr MERCER ISLAND (RBSI) #00 Amazon.com AMERICAN EXPRESS Bill Payment Payment Thank You Special PANDA EXPRESS #1024 REDMOND WA Date 02/18/15 x x x 5814 Card 15 #7547 CHEVRON/ULRICH 07/18 #7991 PURCHASE CHEVRON/ULRICH MERCER ISLAND WA CHECKCARD 0428 CHICK-FIL-A #x3299 BELLEVUE WA x7677 CHECKCARD 0226 ANISE THAI CUISINE MERCER ISLANDWA x7217 Withdrawal #x94 - QUALITY FOOD C 8867 161ST AVE NE REDMOND WA Card 15 #7547 CHECKCARD 0707 MCDONALD'S Fx1027 MERCER ISLANDWA x1816 CHECKCARD 0819 LE PANIER SEATTLE WA x9784 Walgreens CHECKCARD 1013 ZEEKS PIZZA REDMOND REDMOND WA x0638 Withdrawal Visa Debit Card - POTBELLY #271 REDMOND WA Date 04/02/16 x x x 5812 Card 15 #7547 CHECKCARD 0703 MCDONALD'S Fx1918 TOPPENISH WA x9495 CHECKCARD 0830 PANDA EXPRESS #1024 REDMOND WA x7622 WALGREENS 7707 07/31 #6524 PURCHASE WALGREENS 7707 SE MERCER ISLAND WA CHECKCARD 0501 ACE PARKING PS #3275 SEATTLE WA x0007 CHECKCARD 1029 HAIR MASTERS REDMOND WA x1409 POLO/RL KATY 101 Walgreens Walgreens PAGLIACCI BELLEVUE SQ BELLEVUE WA Date 01/31/15 x x x 5812 Card 15 #7547 CHECKCARD 0816 NEWCASTLE HEATED STORA --8888 WA x6602 BATH & BODY WORKS 4029 FACTORIA MALL BELLEVUE WA Card 15 #7547 THE HOME DEPOT 10/06 #8786 PURCHASE THE HOME DEPOT 47 REDMOND WA Withdrawal #x72 - ANN TAYLOR LOFT #1314 BELLEVUE WA Card 15 #7547 Walgreens Withdrawal # - 06 BARTELL DRUGS REDMOND BELLA BAOT REDMOND WA Card 15 #7547 CHECKCARD 1002 PANDA EXPRESS #1024 REDMOND WA x0172 Quiznos PAYPAL *JASMIC x --7733 Banfield Banfield BANFIELD WELLNESS PLANS BANFIELD WELLNESS PLANS BANFIELD WELLNESS PLANS Automatic Transfer from CHK 0403 Confirmation# 5435 CHECKCARD 1013 JERSEY MIKE'S SUBS 1801 REDMOND WA x0300 WHOLEFDS RMD 1 10/11 #2242 PURCHASE WHOLEFDS RMD 102 Redmond WA Withdrawal Visa Debit Card - QUEEN NAILS MERCER ISLAND WA Date 05/01/15 x x x 7230 Card 15 #7547 Withdrawal Visa Debit Card - QUEEN NAILS MERCER ISLAND WA Date 05/04/15 x x x 7230 Card 15 #7547 Withdrawal Visa Debit Card - SQ *DEBORAH BRUNOT Redmond OR Date 07/04/15 x x x 5812 Card 15 #7547 ANN TAYLOR Withdrawal #x09 - WALGREENS 7707 SE 27TH ST MERCER ISLAND WA Card 15 #7547 Forever 21 Withdrawal Bill Payment - #0089 AMAZON.COM SEATTLE WA Card 15 #7547 Costco Gas CHECKCARD 0418 STRAWBERRY'S ICE CREAM JENSEN BEACH FL x0100 QFC Withdrawal Visa Debit Card - SEATTLE 684-PARK SEATTLE WA Date 04/02/16 x x x 9399 Card 15 #7547 CHECKCARD 0516 SEATTLE MARINERS CONC 0 SEATTLE WA x5073 BCD TRAVEL ATLANTA 0785 (214) - 4223 Draft 0202# 0202 - French American School Withdrawal Visa Debit Card - QUEEN NAILS MERCER ISLAND WA Date 05/27/15 x x x 7230 Card 15 #7547 Costco Gas COSTCO GAS KIRKLAND 6954 Automatic Transfer to SAV 4195 Confirmation# 2875 QFC Withdrawal Visa Debit Card - SOCCER SHOTS SEATTLE -9344 WA Date 04/01/16 x x x 7997 Card 15 #7547 QFC CHECKCARD 0621 SUBWAY # x1878 SIDNEY BC x2788 CHECKCARD 0504 QDOBA MEXICAN GRILL-390 MERCER ISLANDWA x1028 Automatic Transfer to SAV 4195 Confirmation# 5435 COSTCO GAS #00 10/10 #2657 PURCHASE COSTCO GAS #0008 KIRKLAND WA Withdrawal #x58 - TARGET T0339 FACTO Bellevue WA Card 15 #7547 BOA ASOL Checking SHELL OIL 2960ISSAQUAH 1578 AUTO FUEL DISPENSER Walgreens Interest 0 0 0 Amazon.com Transfer LA Fitness Costco Gas Amazon.com BOA CC SV THE HOME DEPOT 08/15 #5624 PURCHASE THE HOME DEPOT 47 BELLEVUE WA Groupon INTEREST CHARGED ON PURCHASES CHECKCARD 0521 COCINA OAXACA BELLEVUE WA x8456 Withdrawal #x54 - COSTCO GAS #x 8629 120TH AVE NE KIRKLAND WA Card 15 #7547 06 BARTELL DRU 04/02 #0359 PURCHASE 06 BARTELL DRUGS REDMOND WA CHECKCARD 1115 REDMOND RIDGE LIQUOR & REDMOND WA x5827 Withdrawal Bill Payment - #8505 AMAZON.COM SEATTLE WA Card 15 #7547 Albertsons COSTCO GAS KIRKLAND 6954 Withdrawal Visa Debit Card - FRESHY'S SEAFOOD MARKET MERCER ISLAND WA Date 06/13/15 x x x 5499 Card 15 #7547 CHECKCARD 0724 CENTURYLINKCONVCTRCONC SEATTLE WA x7310 Draft 0239# 0239 - Overlake CAFE CON LECHE 65000SEATTLE 1292 CBI*WINZIP CLEVERBRISOFTWARE x0604 Amazon.com LINKEDIN LINKEDIN LINKEDIN LINKEDIN LINKEDIN LINKEDIN LINKEDIN 0 0 0 0 Amazon.com Bill Payment Chase CHASE CREDIT CARDS Bill Payment CHASE CREDIT CARDS Bill Payment Amtrust Bank Bill Payment CHECKCARD 0115 OVERLAKE MEDICAL CLINIC KIRKLAND WA x1750 Baby Sitter Johanna - Check 1199 CDD SELF PARKING GARHOLLYWOOD --4443 Chase CHECKCARD 0521 OVERLAKE DOWNTOWN BELLE BELLEVUE WA x9616 CHECKCARD 0526 OVERLAKE DOWNTOWN BELLE BELLEVUE WA x1559 CHECKCARD 0629 OVERLAKE DOWNTOWN BELLE BELLEVUE WA x2783 CHECKCARD 0605 GOOD2GO-INTERNET --8246 WA x3768 CHECKCARD 0715 INTERGRATED ORIENTAL ME BELLEVUE WA x6887 CHECKCARD 0829 GOOD2GO REPLENISHMENT --8246 WA x1136 CHECKCARD 0918 GOOD2GO REPLENISHMENT --8246 WA x3991 CHECKCARD 1011 LILLY NAIL SALON & REDMOND WA x3743 CHECKCARD 1004 GOOD2GO REPLENISHMENT --8246 WA x3528 CHECKCARD 1015 GOOD2GO REPLENISHMENT --8246 WA x1988 Good To Go Good To Go Good To Go Good To Go Good To Go Good To Go MERCER ISLAND 01/16 #0828 PURCHASE MERCER ISLAND PED MERCER ISLAND WA Stop Payment Fee Transfer Withdrawal Visa Debit Card - MERCER ISLAND PEDIATRICS MERCER ISLAND WA Date 04/29/15 x x x 8011 Card 15 #7547 Withdrawal Visa Debit Card - MERCER ISLAND PEDIATRICS MERCER ISLAND WA Date 06/03/15 x x x 8011 Card 15 #7547 Withdrawal Visa Debit Card - PEDIATRIC ASSOCIATES #4 WESTON FL Date 04/20/15 x x x 8011 Card 15 #7547 Costco Gas THE GROVE 0001 HOUSTON 7321 Withdrawal Visa Debit Card - MONTLAKE 76 SEATTLE WA Date 06/14/15 x x x 5542 Card 15 #7547 TROVE SEATTLE --1846 CHECKCARD 1016 THE LEGO STORE HOUSTON TX x7664 INTEREST CHARGED ON PURCHASES Interest sedano's Supermarkets P P C 1100100 BOGOT CO Date 01/03/15 0 0000050259 0 5814 Card 15 #7547 Shell Walgreens SPORTS AUTHORI 09/19 #3316 PURCHASE SPORTS AUTHORITY BELLEVUE WA Albertsons Withdrawal Visa Debit Card - SQ *TOMBO TERIYAKI Redmond WA Date 10/12/15 x x x 5812 Card 15 #7547 Check 1208 - 77 Central Chase CC SV Withdrawal Visa Debit Card - ZEEKS PIZZA REDMOND REDMOND WA Date 09/20/15 x x x 5812 Card 15 #7547 INTEREST CHARGED ON PURCHASES Withdrawal Visa Debit Card - SQ *HAIR EXCEL Mercer Island WA Date 06/05/15 x x x 7230 Card 15 #7547 P.F.
--- sentence: CHANG'S LAKEVIEW PLUS 07/07 #0137 PURCHASE LAKEVIEW PLUS DRY MERCER ISLAND WA Withdrawal Visa Debit Card - QDOBA MEXICAN GRILL-390 MERCER ISLAND WA Date 08/06/15 x x x 5814 Card 15 #7547 QFC CHASE CREDIT CARDS Bill Payment CLUB CAMPESTRE DE IBAG 7300100 IBAGU CO Date 01/07/15 0 0000050120 0 7997 Card 15 #7547 Withdrawal Visa Debit Card - TARGET x9951 REDMOND WA Date 10/06/15 x x x 5411 Card 15 #7547 CHECKCARD 0425 EXXONMOBIL x3704 SUNRISE FL x5230 Chase Credit Cards Bill Payment CHECKCARD 0103 ARTURO CALLE 0100 BOGOT x5873 CHECKCARD 0723 WALGREENS #3733 MERCER ISLANDWA x3580 Withdrawal Visa Debit Card - RED ROBIN #147 BELLEVUE WA Date 06/25/15 x x x 5812 Card 15 #7547 Withdrawal #x91 - COSTCO GAS #x 8629 120TH AVE NE KIRKLAND WA Card 15 #7547 Withdrawal #x67 - SAFEWAY STORE 1142 KIRKLAND WA Card 15 #7547 Withdrawal Visa Debit Card - ZEEKS PIZZA REDMOND REDMOND WA Date 10/24/15 x x x 5812 Card 15 #7547 State department FCU Credit Card Bill Payment BKOFAMERICA ATM 04/02 #5730 WITHDRWL QFC NORTH REDMON REDMOND WA GENERAL ASSEMBLY*GENNEW YORK DBNBX86 --0595 Withdrawal Visa Debit Card - CLOWNS UNLIMITED INC -7514 WA Date 07/11/15 x x x 7394 Card 15 #7547 CHECKCARD 0809 SEVEN STAR RESTAURANT MERCER ISLANDWA x0384 QFC Withdrawal Bill Payment - #0001 AMAZON.COM SEATTLE WA Card 15 #7547 CHECKCARD 1015 ZEEKS PIZZA REDMOND REDMOND WA x0735 Chase Credit Cards Bill Payment INTEREST CHARGED ON PURCHASES Withdrawal Visa Debit Card - MOS PIZZA MERCER ISLAND WA Date 07/03/15 x x x 5814 Card 15 #7547 PARADOR ROJO DE MELGAR 7344900 MELGA CO Date 01/04/15 0 0000053225 0 5812 Card 15 #7547 Burger King Corporation Withdrawal #x57 - COSTCO GAS #x 8629 120TH AVE NE KIRKLAND WA Card 15 #7547 CHECKCARD 1229 SPEEDWAY x6909 WINTER GARDENFL x5161 QFC CHECKCARD 1229 Amazon DE Marketplace --x x7847 Lunchbox Laboratory CHECKCARD 0315 SQ *HAIR EXCEL BARBER Mercer IslandWA x9678 Withdrawal Visa Debit Card - HAIR MASTERS REDMOND WA Date 09/06/15 x x x 7230 Card 15 #7547 Costco Gas INTEREST CHARGED ON PURCHASES Chase Home Mortgage Bill Payment BANFIELD WELLNESS PLANS RED ROBIN #147 BELLEVUE WA Date 02/01/15 x x x 5812 Card 15 #7547 Costco Gas #1594 COUNTY M 08/27 #7615 PURCHASE #1594 COUNTY MARK WOODINVILLE WA JADE DRAGON LANCER AT WOODLAND SEATTLE WA Date 02/08/15 x x x 5814 Card 15 #7547 EDS K-7 2530700 GIRDO CO Date 01/04/15 0 0000053226 0 5541 Card 15 #7547 CHECKCARD 0315 JACK IN THE BOX #8476 SEATTLE WA x2019 CHECKCARD 0220 CHEVRON 3568 MERCER ISLANDWA x6582 Target QFC LA SUPERIOR BELLEVUE WA Date 01/30/15 x x x 5411 Card 15 #7547 WHOLEFDS RMD 1 09/13 #4562 PURCHASE WHOLEFDS RMD 102 Redmond WA Check 1171 - CVDS QFC Walgreens Costco Gas CHECKCARD 0721 IYARA THAI CUISINE REDMOND WA x2614 BANFIELD WELLNESS PLANS Walgreens Withdrawal Bill Payment - #9005 AMAZON.COM SEATTLE WA Card 15 #7547 Withdrawal Transfer To Share - 0001 QFC CHECKCARD 0703 TEXACO 0569 TOPPENISH WA x4485 CHECKCARD 0401 GOOD2GO REPLENISHMENT --8246 WA x3391 QFC Payment Thank You Bill Pa ELECTRONIC PAYMENT RECEIVED-THA Withdrawal AMEX EPayment - TYPE: ACH PMT ID: 0008 CO: AMEX EPayment ACH ECC WEB ACH Trace 6046 Check 1229 - getting SC title - SC DMV CHECKCARD 1002 ALLURE SPA AND SALON REDMOND WA x4061 American Express Bill Payment GENERAL ASSEMBLY*GENNEW YORK 33T9N66 --0595 GENERAL ASSEMBLY*GENNEW YORK GKMK666 --0595 GENERAL ASSEMBLY*GENNEW YORK 49NS6RG --0595 GENERAL ASSEMBLY*GENNEW YORK 8DDXWC2 --0595 OVERDRAFT ITEM FEE FOR ACTIVITY OF x5-27 CHECK #1237 Walmart Withdrawal Visa Debit Card - CHIPOTLE 0740 REDMOND WA Date 09/11/15 x x x 5814 Card 15 #7547 Costco Gas SAFEWAY STORE 08/19 #3025 PURCHASE SAFEWAY STORE 0 REDMOND WA Withdrawal #x03 - COSTCO GAS #x 8629 120TH AVE NE KIRKLAND WA Card 15 #7547 Withdrawal #x87 - COSTCO GAS #x 8629 120TH AVE NE KIRKLAND WA Card 15 #7547 Withdrawal Bill Payment - #0005 AMAZON.COM SEATTLE WA Card 15 #7547 BANK OF AMERICA CREDIT CARD Bill Payment QFC RED ROBIN #83 BELLEVUE WA Date 01/16/15 x x x 5812 Card 15 #7547 CHECKCARD 0423 SHELL OIL x9002 SUNRISE FL x7061 USPS CHECKCARD 0221 QDOBA MEXICAN GRILL-618 REDMOND WA x0870 Withdrawal Visa Debit Card - PANERA BREAD #973 PUYALLUP WA Date 09/21/15 x x x 5814 Card 15 #7547 OPEN SOLUTIONS L DES:PAYROLL ID:15083110010878 INDN:SANTIAGO ANGULO CO ID:1360 Costco Gas Withdrawal Visa Debit Card - MOS PIZZA MERCER ISLAND WA Date 07/11/15 x x x 5814 Card 15 #7547 CHECKCARD 0605 PF CHANGS #3700 BELLEVUE WA x0717 CHECKCARD 0401 VALLEY 76 KENT WA x6513 CHECKCARD 0415 CHEVRON 3568 MERCER ISLANDWA x8588 CHECKCARD 0224 CHEVRON 2005 REDMOND WA x0833 Withdrawal Bill Payment - #1805 AMAZON.COM SEATTLE WA Card 15 #7547 CHECKCARD 0412 MOS PIZZA MERCER ISLANDWA x0948 QFC Withdrawal Visa Debit Card - PANDA EXPRESS #1024 REDMOND WA Date 08/18/15 x x x 5814 Card 15 #7547 Check 1182 - Picture Portraits American Express Bill Payment CHECKCARD 0222 CHEVRON 3568 MERCER ISLANDWA x3555 CHECKCARD 0919 BANFIELD 2055 BELLEVUE WA x0072 Costco Gas TIENDA NATURISTA MEDI0 73001IBAGUE CO Date 12/31/14 0 0000051429 0 5912 Card 15 #7547 Withdrawal Visa Debit Card - Amazon Prime Now Amazon.com/Bi WA Date 10/03/15 x x x 5999 Card 15 #7547 CHECKCARD 0222 EL CAMION ADENTRO SEATTLE WA x4222 CHECKCARD 0513 SUSHI JOA MERCER ISLANDWA x6323 CHECKCARD 0612 SUSHI JOA MERCER ISLANDWA x3826 Withdrawal #x82 - WAL-MART #x x2620 SE 41ST PL BELLEVUE WA Card 15 #7547 LA FOGATA LATINA RESVICTORIA 2233 Withdrawal #x28 - COSTCO WHSE #x 8629 120TH AVE NE KIRKLAND WA Card 15 #7547 REGISTER.COM*12CAE7CCJ Costco Gas SEARS Bill Payment SEARS Bill Payment Withdrawal Visa Debit Card - PARTY CITY BELLEVUE WA Date 06/28/15 x x x 5999 Card 15 #7547 DELTA AIR LINES ATLANTA x1212 CHECKCARD 0717 ANA'S FAMILY STYLE MEXI SNOQUALMIE WA x1447 QFC Walmart BECU Bill Payment DSW BELLEVUE 03/17 #6901 PURCHASE DSW BELLEVUE BELLEVUE WA Target IGHTLY SPIRITS 12/31 #0334 PURCHASE IGHTLY SPIRITS AT ORLANDO FL CHECKCARD 0814 MOS PIZZA MERCER ISLANDWA x2207 CHECKCARD 0419 FEDERAL BP FORT LAUDERDAFL x0412 Rite Aid Withdrawal #x55 - QUALITY FOOD C 7823 28TH STREET MERCER ISLAND WA Card 15 #7547 SUPERTIENDA OLIMPICA 0 73001IBAGUE CO Date 01/08/15 0 0000053649 0 5499 Card 15 #7547 BECU Bill Payment Walmart COSTCO GAS #00 09/03 #9915 PURCHASE COSTCO GAS #0008 KIRKLAND WA LA QUEMADA 04/01 #7549 PURCHASE LA QUEMADA REDMOND WA Withdrawal Visa Debit Card - Bennett's Pure Food Bistr Mercer Island WA Date 07/02/15 x x x 5812 Card 15 #7547 Check 1362 - Toastmasters Withdrawal #x15 - COSTCO GAS #x 8629 120TH AVE NE KIRKLAND WA Card 15 #7547 Pier 1 Imports CHECKCARD 0928 ARCO#x5920 REDMOND WA x0377 CHECKCARD x x0194 LEAVENWORTH WA x9771 CHECKCARD 0522 RED ROBIN #147 BELLEVUE WA x0689 MACY'S 7400 04/02 #4190 PURCHASE MACY'S 0 16 REDMOND WA CHECKCARD 0523 MOS PIZZA MERCER ISLANDWA x6365 Withdrawal Visa Debit Card - 10-PIN TAP SPORTING PU KIRKLAND WA Date 10/18/15 x x x 5812 Card 15 #7547 WA DOL VITAL C 06/04 #6070 PURCHASE WA DOL VITAL CH OLYMPIA WA PRICE TRAVEL BOGOTA D.C. TRAVEL AGENCY CHECKCARD 0306 QDOBA MEXICAN GRILL-390 MERCER ISLANDWA x0724 Costco Gas Withdrawal Visa Debit Card - MOS PIZZA MERCER ISLAND WA Date 05/08/15 x x x 5814 Card 15 #7547 CLUB CAMPESTRE DE IBAG 7300100 IBAGU CO Date 12/30/14 0 0000050150 0 7997 Card 15 #7547 Costco Gas CHECKCARD 0501 Bennett's Pure Food Bis Mercer IslandWA x0343 Withdrawal Bill Payment - #4608 AMAZON.COM SEATTLE WA Card 15 #7547 BEST BUY #497 03/30 #0901 PURCHASE BEST BUY #497 BELLEVUE WA Withdrawal Bill Payment - #2705 AMAZON.COM SEATTLE WA Card 15 #7547 CHECKCARD 0116 CENTURY THEATRES 1118 BELLEVUE WA x8581 Payment Thank You Bill Pa LAF KIRKLAND/TOTEM LAKE Scholastic Inc. Withdrawal Visa Debit Card - SQ *BARBER JESSICA MORRIS Jensen Beach FL Date 04/17/15 x x x 7230 Card 15 #7547 CHECKCARD 0821 TARGET x9951 REDMOND WA x6909 BIG 5 SPORTING 02/20 #1914 PURCHASE BIG 5 SPORTING GO REDMOND WA BKOFAMERICA ATM 02/17 #5052 WITHDRWL QFC NORTH REDMON REDMOND WA Withdrawal #x96 - COSTCO GAS #x 8629 120TH AVE NE KIRKLAND WA Card 15 #7547 Ricardos Mexican Costco Gas Walgreens BKOFAMERICA ATM 02/21 #5968 WITHDRWL QFC NORTH REDMON REDMOND WA Withdrawal Visa Debit Card - TECHCITY BOWL KIRKLAND WA Date 10/18/15 x x x 7933 Card 15 #7547 CHECKCARD 0 12 MOONS RESTAURANT SNOQUALMIE WA x4538 QFC HOLLAND HOUSE 2929NEW YORK 2727 Pollo Tropical QFC Costco Gas Walgreens Withdrawal Visa Debit Card - TIPSY COW BURGER BAR REDMOND WA Date 12/18/15 x x x 5813 Card 15 #7547 PCC REDMOND 11 08/21 #8667 PURCHASE PCC REDMOND x1435 REDMOND WA Withdrawal #x33 - COSTCO WHSE #x 8629 120TH AVE NE KIRKLAND WA Card 15 #7547 CHECKCARD 1211 BELLEVUE DOWNTOWN ASSOC BELLEVUE WA x9722 USPS Withdrawal #x69 - QUALITY FOOD CEN x 161 REDMOND WA Card 15 #7547 Withdrawal #x04 - COSTCO WHSE #x 8629 120TH AVE NE KIRKLAND WA Card 15 #7547 Withdrawal #x20 - QUALITY FOOD C 7823 28TH STREET MERCER ISLAND WA Card 15 #7547 Macys INTEREST CHARGED ON PURCHASES BKOFAMERICA ATM 03/09 #5168 WITHDRWL WOODINVILLE WOODINVILLE WA CHECKCARD 1009 SEATTLE CHILDRENS GIFT SEATTLE WA x0053 CHECKCARD 10 3 PIGS BAR BQ BELLEVUE WA x1933 Check 1668 - 77 Central CHECKCARD 0731 Bennett's Pure Food Bis Mercer IslandWA x0708 Withdrawal Visa Debit Card - BUSHNELL CRAFT LLC REDMOND WA Date 10/23/15 x x x 5813 Card 15 #7547 CHECKCARD 0809 10-PIN TAP SPORTING PU KIRKLAND WA x8828 Costco Gas CHECKCARD 0817 PHAT 12 ISLAND BROILER MERCER ISLANDWA x4076 Walgreens BARNES & NOBLE #1915BELLEVUE 7323 OFFICE DEPOT 0819 BELLEVUE x5042RETAIL x8004 Costco Wholesale MCAFEE.COM -- x 2806 ONLINE SOFT OFFICE MAX/OFFICE DEKIRKLAND 65091RETAIL x8034 Withdrawal #x44 - QUALITY FOOD C 7823 28TH STREET MERCER ISLAND WA Card 15 #7547 Withdrawal Bill Payment - #2608 AMAZON.COM SEATTLE WA Card 15 #7547 Draft 0220# 0220 - Toastmasters CHECKCARD 0102 EXXONMOBIL x3704 SUNRISE FL x4106 Walgreens RED ROBIN #83 BELLEVUE WA Date 03/04/15 x x x 5812 Card 15 #7547 Target Withdrawal Bill Payment - #9808 AMAZON.COM SEATTLE WA Card 15 #7547 Starbucks CHECKCARD 1024 MILAGRO CANTINA KIRKLAND WA x5910 CHECKCARD 0103 JOHNNY ROCKETS DOL MIAMI FL x2289 QFC CHECKCARD 0103 LOS PERROS - FLAGLER MIAMI FL x5932 PSE - PUGET SOUND ENERGY Bill Payment CHECKCARD 0104 FLANIGAN'S #55 DAVIE FL x1735 Costco BANK OF AMERICA CREDIT CARD Bill Payment PAYMENT - THANK YOU Check 1183 - Seattle Childrens Hospital CHECKCARD 0911 OVERLAKE INTERNAL MEDIC BELLEVUE WA x5609 CHECKCARD 1124 CARLA J BAUMAN BELLEVUE WA x0176 CHECKCARD 1124 KENNETH L MORTON BELLEVUE WA x1179 CHECKCARD 0104 WALGREENS #6403 WESTON FL x8771 Withdrawal Visa Debit Card - BELLEVUE ENT BELLEVUE WA Date 05/28/15 x x x 8011 Card 15 #7547 Withdrawal Visa Debit Card - KENNETH L MORTON BELLEVUE WA Date 11/30/15 x x x 8011 Card 15 #7547 Discover Bank Uber Technologies Ltd Uber Technologies Ltd Netflix Costco Gas Withdrawal #x05 - COSTCO GAS #x 8629 120TH AVE NE KIRKLAND WA Card 15 #7547 FANDANGO.COM MOVIE TKTS 1226 MOVIE TKTS Walgreens CHECKCARD 1102 BUSHNELL CRAFT LLC REDMOND WA x0238 QFC QFC COSTCO WHSE #0008 00KIRKLAND 1693 CHECKCARD 0122 MOS PIZZA MERCER ISLANDWA x3677 Vans CallToPark CHECKCARD 0105 Amazon DE Marketplace --x x2146 Shell CHECKCARD 0105 Amazon DE Marketplace --x x2146 0 Ticketmaster CHECKCARD 0105 Amazon DE Marketplace --x x2446 Costco Wholesale Transfer CHECKCARD 0105 Amazon DE Marketplace --x x2446 Draft 0212# 0212 - Country Village Day School QFC UBER UBER --103 K839CSM 1039 SEARS BAI TONG REDMOND WA Date 03/04/15 x x x 5813 Card 15 #7547 CHECKCARD 0105 Amazon DE Marketplace --x x7767 Costco Gas Costco Gas CHEVRON ULRICH & ASSMERCER ISLA x 8190 Costco Gas INTEREST CHARGED ON PURCHASES Withdrawal #x37 - COSTCO WHSE #x 8629 120TH AVE NE KIRKLAND WA Card 15 #7547 CHECKCARD 0726 PHAT 12 ISLAND BROILER MERCER ISLANDWA x7879 CHECKCARD 0930 CITY BELLEVUE GOLF COUR BELLEVUE WA x2569 SHUTTERSTOCK INC. -- x2514 STOCK PHOTO Withdrawal Visa Debit Card - CHEVRON x5210 TERREBONNE OR Date 07/05/15 x x x 5542 Card 15 #7547 Fry's Electronics IRenton 5493 Fry's Electronics In Walgreens APPLEBEES FACTx1406 BELLEVUE WA Date 01/18/15 x x x 5812 Card 15 #7547 Withdrawal #x23 - QUALITY FOOD C 7823 28TH STREET MERCER ISLAND WA Card 15 #7547 Withdrawal Bill Payment - #8207 AMAZON.COM SEATTLE WA Card 15 #7547 CHECKCARD 0411 BURGERMASTER BELLEVUE SEATTLE WA x6942 CHECKCARD 0712 ARCO#x3231 BELLEVUE WA x0389 Withdrawal #x81 - IKEA - USA RENTON WA Card 15 #7547 Quality Food Centers PETCO 1279 BELLEVUE WA Card 15 #7547 AA MISC SALE/ TAX/ FSEATTLE x6864 AIRLINE/AIR CARRIER CHECKCARD 0105 Amazon DE Marketplace --x x7767 Automatic Transfer to SAV 4195 Confirmation# 1805 Automatic Transfer to SAV 4195 Confirmation# 2249 Automatic Transfer to SAV 4195 Confirmation# 2432 Automatic Transfer to SAV 4195 Confirmation# 2863 Automatic Transfer to SAV 4195 Confirmation# 3071 Automatic Transfer to SAV 4195 Confirmation# 3812 Automatic Transfer to SAV 4195 Confirmation# 3908 Automatic Transfer to SAV 4195 Confirmation# 4123 Automatic Transfer to SAV 4195 Confirmation# 4634 Automatic Transfer to SAV 4195 Confirmation# 8722 Quality Food Centers ELECTRONIC PAYMENT RECEIVED-THA PAYMENT - THANK YOU Check 1223 - Luis Angulo - ATT new cellphone BANK OF AMERICA - CREDIT CARD Bill Payment Draft 0218# 0218 - CVDS HARVARD BUSINESS SER302-645-7400 --7400 PAYPAL *SNOWLXH x --7733 RENEWAL MEMBERSHIP FEE Transfer Transfer Withdrawal Visa Debit Card - LILLY NAIL SALON & REDMOND WA Date 12/20/15 x x x 7298 Card 15 #7547 Withdrawal Visa Debit Card - PREMIER NAILS & SPA MERCER ISLAND WA Date 07/14/15 x x x 7230 Card 15 #7547 0 0 0 AMERICAN EXPRESS Bill Payment Quality Food Centers 0 0 Amazon.com Sbarro 0 Withdrawal Bill Payment - #7506 AMAZON.COM SEATTLE WA Card 15 #7547 CHECKCARD 0627 ARCO#x2820 BELLEVUE WA x0446 Delta Air Lines Inc Ricardos Mexican Bartell Drugs CHECKCARD 0805 RED ROBIN NO 147 BELLEVUE WA x2346 CHECKCARD x 0009 DELRAY REVOLUTION DELRAY BEACH FL x2682 CHECKCARD x 0009 DELRAY REVOLUTION DELRAY BEACH FL x2708 Withdrawal Transfer To Share - 0001 PSE - PUGET SOUND ENERGY Bill Payment CHECKCARD 0605 RED ROBIN #147 BELLEVUE WA x6252 CHECKCARD 0105 Amazon EU AMAZON.DE x3643 CHECKCARD 0621 REAL TEQULIA ANACORTES WA x8756 PSE - PUGET SOUND ENERGY Bill Payment Withdrawal Visa Debit Card - APPLEBEES 5683 REDMOND OR Date 07/05/15 x x x 5812 Card 15 #7547 CHECKCARD 0105 Amazon EU AMAZON.DE x3643 QFC J.
--- sentence: CREW FACTORY #068 CHECKCARD 1028 LILLY NAIL SALON & REDMOND WA x0287 PSE - PUGET SOUND ENERGY Bill Payment Bartell Drugs QFC CHECKCARD 0815 RICARDOS MEXICAN RESTAU BELLEVUE WA x0145 Withdrawal Visa Debit Card - CACTUS KIRKLAND KIRKLAND WA Date 05/27/15 x x x 5812 Card 15 #7547 CHECKCARD 0418 LA GRANJA WESTON WESTON FL x2174 Ricardos Mexican Withdrawal #x67 - QUALITY FOOD C 7823 28TH STREET MERCER ISLAND WA Card 15 #7547 CHECKCARD 0106 Amazon EU AMAZON.DE x2362 CHECKCARD 0811 Bennett's Pure Food Bis Mercer IslandWA x0480 CHECKCARD 0106 Amazon EU AMAZON.DE x2362 Withdrawal Bill Payment - #6204 AMAZON.COM SEATTLE WA Card 15 #7547 SUPERTIENDA OLIMPICA 3 7300100 IBAGU CO Date 12/31/14 0 0000051881 0 5411 Card 15 #7547 Costco Gas Withdrawal #x04 - BANANA REPUBLIC USA Bellevue WA Card 15 #7547 CHECKCARD 0613 TRES HERMANOS MEXICAN R KIRKLAND WA x2793 Withdrawal Visa Debit Card - FLYING SAUCER PIZZA REDMOND WA Date 09/27/15 x x x 5812 Card 15 #7547 CHECKCARD 0510 ISLANDER MERCER ISLANDWA x3923 Walgreens Target RED ROBIN #147 BELLEVUE WA Date 02/17/15 x x x 5812 Card 15 #7547 Withdrawal #x30 - COSTCO GAS #x 8629 120TH AVE NE KIRKLAND WA Card 15 #7547 Withdrawal #x70 - COSTCO GAS #x 8629 120TH AVE NE KIRKLAND WA Card 15 #7547 Withdrawal Visa Debit Card - LA ISLA REDMOND REDMOND WA Date 09/14/15 x x x 5813 Card 15 #7547 Withdrawal #x16 - WHOLEFDS BLV 888 116t Bellevue WA Card 15 #7547 CHECKCARD 0227 OLD COUNTRY BUFFET #019 BELLEVUE WA x6218 Vintage Cafe CHECKCARD 1206 THAI GINGER REDMOND REDMOND WA x2589 CHECKCARD 1219 REDMOND TOWN CENTER REDMOND WA x3890 Withdrawal #x01 - THE HOME DEPOT x x7777 NE 76TH ST REDMOND WA Card 15 #7547 Withdrawal Bill Payment - #3405 AMAZON.COM SEATTLE WA Card 15 #7547 Withdrawal #x41 - COSTCO WHSE #x 8629 120TH AVE NE KIRKLAND WA Card 15 #7547 Transfer CHECKCARD 0814 PREMIER NAILS & SPA MERCER ISLANDWA x0244 CHECKCARD 1019 ARENA SPORTS REDMOND WA x0175 CHECKCARD 0106 EXXONMOBIL x3704 SUNRISE FL x4384 Costco Gas CHECKCARD 0712 LA ISLA REDMOND REDMOND WA x7054 CCER WEST 11/05 #0104 PURCHASE CCER WEST REDMOND WA PSE - PUGET SOUND ENERGY Bill Payment Costco Gas Costco Withdrawal #x75 - COSTCO GAS #x 8629 120TH AVE NE KIRKLAND WA Card 15 #7547 QUEEN NAILS MERCER ISLAND WA Date 02/18/15 x x x 7230 Card 15 #7547 Withdrawal Bill Payment - #6505 AMAZON.COM SEATTLE WA Card 15 #7547 CHECKCARD 0627 TRES HERMANOS MEXICAN R KIRKLAND WA x3340 TARGET NORCROSS 0982NORCROSS x1586 DISCOUNT STORE CHECKCARD 0802 RICARDOS MEXICAN RESTAU BELLEVUE WA x0528 CHECKCARD 0106 SPAREZ DAVIE DAVIE FL x0435 Costco Gas CHECKCARD 0804 MILAGRO CANTINA KIRKLAND WA x6558 PSE - PUGET SOUND ENERGY Bill Payment Bartell Drugs ELECTRONIC PAYMENT RECEIVED-THA Zeeks Pizza GYMBOREE #0515 09/16 #7425 PURCHASE GYMBOREE #0515 SEATTLE WA Withdrawal Visa Debit Card - PARTY CITY BELLEVUE WA Date 07/17/15 x x x 5999 Card 15 #7547 Publix Super Markets TOYS R US 06/24 #9961 PURCHASE TOYS R US NEW YORK NY CHECKCARD 0106 SPAREZ DAVIE DAVIE FL x0500 Withdrawal Visa Debit Card - CLAIM JUMPER-REDMOND REDMOND WA Date 10/08/15 x x x 5812 Card 15 #7547 CHECKCARD 0822 STARBUCKS CD L32271546 SEATTLE WA x5987 Walgreens ADIDAS 6164 CHECKCARD 0108 Amazon DE Marketplace --x x3349 PAPPASITO'S CANTINA HOUSTON 386 RESTAURANT Withdrawal #x57 - COSTCO GAS #x 8629 120TH AVE NE KIRKLAND WA Card 15 #7547 A GREEN CITY LIMOUSISEATTLE TAXICAB & LIMOUSINE A GREEN CITY LIMOUSISEATTLE TAXICAB & LIMOUSINE CHECKCARD 0425 TMS*ANY TIME TRANSPORT KENT WA x4806 CHECKCARD 1206 BRAT PACK SALON REDMOND WA x0564 SEATTLES EXECUTIVE LSEATTLE TAXICAB & LIMOUSINE UMER GEMEDA Redmond O2LFZ7 squareup.com/receipts Withdrawal Visa Debit Card - GROUPON INC --7858 IL Date 06/28/15 x x x 7299 Card 15 #7547 0 0 Bartell Drugs 0 PAPER DIRECT --737 W0010 PAPER PROD CHECKCARD 0108 Amazon DE Marketplace --x x3349 SEARS CHECKCARD 0813 SUSHI JOA MERCER ISLANDWA x9651 Target Withdrawal Visa Debit Card - TRES HERMANOS MEXICAN RES KIRKLAND WA Date 09/25/15 x x x 5813 Card 15 #7547 Old Navy CHECKCARD 0108 CNN NEWS ST820 FT LAUDERDALEFL x0497 Withdrawal #x17 - PETCO 1279 BELLEVUE WA Card 15 #7547 JANIE AND JACK # BELLEVUE WA Card 15 #7547 QFC Zeeks Pizza PSE - PUGET SOUND ENERGY Bill Payment CHECKCARD 0108 HUDSONNEWS ST826 FT LAUDERDALEFL x0130 CHECKCARD 0619 BOSTON PIZZA #010 VICTORIA BC x4009 CHECKCARD 0104 DENNY'S #7467 MIAMI FL x7719 Amazon.com Walgreens DROGAS SUPER BARATAS N 7300100 IBAGU CO Date 01/06/15 0 0000051527 0 5912 Card 15 #7547 WA TLR payment to BkofAm CRD 6870 Banking Ctr MERCER ISLAND (RBSI) #00 Withdrawal Bill Payment - #4605 AMAZON.COM SEATTLE WA Card 15 #7547 CHECKCARD 0308 MOJITO SEATTLE WA x9447 CHEESECAKE SEATTLE SEATTLE WA Date 02/19/15 x x x 5812 Card 15 #7547 CHECKCARD 0226 MOS PIZZA MERCER ISLANDWA x6208 CHEVRON ULRICH & ASSMERCER ISLA x 8190 COMCAST CABLE COMMUNICATIONS Bill Payment Bartell Drugs CHECKCARD 0108 LARK CREEK GRILL SAN FRANCISCOCA x2761 Ricardos Mexican Withdrawal Visa Debit Card - CHEESECAKE BELLEVUE BELLEVUE WA Date 07/10/15 x x x 5812 Card 15 #7547 Costco Gas Local Burger Bellevue --8559 LAUNCH BAY CARGO LAKE BUENA x7540 ARTIST SUPPLY & CRAFT The Sherwin-Williams Company Check 1213 - Michael A Gile DDS Withdrawal Visa Debit Card - JOHNNY ROCKETS 239 SEATTLE WA Date 08/28/15 x x x 5812 Card 15 #7547 CHECKCARD 1117 SANTA FE MEXICAN GRILL KIRKLAND WA x1236 Costco Gas PSE - PUGET SOUND ENERGY Bill Payment CHECKCARD 0108 SHULA BURGER Fx2165 FORT LAUDERDAFL x7202 CHECKCARD 0109 MAZATLANRESTAURANT17 WOODINVILLE WA x8422 CHECKCARD 1021 FEED CO BURGERS REDMOND WA x7943 Withdrawal Visa Debit Card - GROUPON INC --7858 IL Date 07/06/15 x x x 7299 Card 15 #7547 Withdrawal Visa Debit Card - PREMIER NAILS & SPA MERCER ISLAND WA Date 06/09/15 x x x 7230 Card 15 #7547 QFC Withdrawal Bill Payment - #3104 AMAZON.COM SEATTLE WA Card 15 #7547 Withdrawal # - 0437 FOREVER 21 TULALIP WA Card 15 #7547 Quality Food Centers CHECKCARD x x07 - AMF DAVIE LANES FORT LAUDERDAFL x3169 Withdrawal Bill Payment - #1208 AMAZON.COM SEATTLE WA Card 15 #7547 Withdrawal Bill Payment - #4308 AMAZON.COM SEATTLE WA Card 15 #7547 CHECKCARD 0110 HAIR MASTERS REDMOND WA x4453 Claim Jumper Restaurants Withdrawal Visa Debit Card - APPLBEEES BELL11211414 BELLEVUE WA Date 08/25/15 x x x 5812 Card 15 #7547 Withdrawal Visa Debit Card - PREMIER NAILS & SPA MERCER ISLAND WA Date 07/26/15 x x x 7230 Card 15 #7547 CHECKCARD 1028 TIPSY COW BURGER BAR REDMOND WA x3393 CHECKCARD 0717 CHEESECAKE BELLEVUE BELLEVUE WA x6028 CHECKCARD 0111 HUDSONNEWS ST579 SEATAC WA x0628 Withdrawal Visa Debit Card - TARGET x9951 REDMOND WA Date 10/07/15 x x x 5411 Card 15 #7547 CHECKCARD 0111 WASHINGTON ST478 SEATAC WA x0338 CHECKCARD 1212 LOUIES CAFE LEAVENWORTH WA x3924 Withdrawal Visa Debit Card - TUESDAY MORNING # 0534 KIRKLAND WA Date 09/11/15 x x x 5331 Card 15 #7547 Withdrawal #x83 - TOYS R US #x 103 110TH AVE N.E.
--- sentence: BELLEVUE WA Card 15 #7547 QFC CHECKCARD 1010 FRANKIE'S PIZZA AND PAS REDMOND WA x4892 CHECKCARD 0207 RIKKI RIKKI KIRKLAND WA x3680 CHECKCARD 1010 MATADOR REDMOND REDMOND WA x1833 CHECKCARD 0114 HUDSONNEWS ST598 SEATAC WA x1388 CHECKCARD 0904 TRES HERMANOS MEXICAN R KIRKLAND WA x6034 LOFT OUTLET STORE #2944 Withdrawal Bill Payment - #0005 AMAZON.COM SEATTLE WA Card 15 #7547 Withdrawal Visa Debit Card - TRES HERMANOS MEXICAN RES KIRKLAND WA Date 10/09/15 x x x 5813 Card 15 #7547 GROUPON INC --7858 IL Date 01/25/15 x x x 7299 Card 15 #7547 Withdrawal #x88 - ANN TAYLOR #529 SEATTLE WA Card 15 #7547 CHECKCARD 0612 OUTBACK 4612 BELLEVUE WA x8514 Withdrawal #x16 - QUALITY FOOD C 7823 28TH STREET MERCER ISLAND WA Card 15 #7547 CHECKCARD 0511 RICARDOS MEXICAN RESTAU BELLEVUE WA x1038 CHECKCARD 0115 ARCO#x5920 REDMOND WA x0498 CHECKCARD 0801 ETIX ->*Seafair RALEIGH NC x5450 CHECKCARD 0929 ALLURE SPA AND SALON REDMOND WA x4098 PETCO 1279 08/19 #7419 PURCHASE PETCO 1279 BELLEVUE WA Withdrawal Visa Debit Card - LAKE WASHINGTON YOUTH --1741 WA Date 07/22/15 x x x 8398 Card 15 #7547 0 Costco Gas CHECKCARD 0829 RED ROBIN NO 134 REDMOND WA x9455 Costco Wholesale The Home Depot Blinds - 8/30/2015 CHECKCARD 0115 GOOD2GO REPLENISHMENT --8246 WA x2555 MONSOON BELLEVUE 3951 RESTAURANT CHECKCARD 0312 HAIKU BUFFET REDMOND WA x1866 Withdrawal Visa Debit Card - Amazon Prime Now Amazon.com/Bi WA Date 10/05/15 x x x 5999 Card 15 #7547 Withdrawal Visa Debit Card - x07 - AMF DAVIE LANES FORT LAUDERDA FL Date 04/20/15 x x x 5812 Card 15 #7547 TJ TJ MAXX 09/19 #0962 PURCHASE TJ TJ MAXX BELLEVUE WA Withdrawal #x15 - SAFEWAY STORE 0534 ARLINGTON WA Card 15 #7547 Withdrawal Visa Debit Card - ACT*OlympicCascadeAqua --4881 CA Date 06/17/15 x x x 7399 Card 15 #7547 CHECKCARD 0519 RICARDOS MEXICAN RESTAU BELLEVUE WA x1558 GYMBOREE #0079 BELLEVUE WA Card 15 #7547 Withdrawal #x81 - GAP USA Redmond WA Card 15 #7547 SAFEWAY STORE 08/21 #4015 PURCHASE SAFEWAY STORE 1 KIRKLAND WA Withdrawal Bill Payment - #1406 AMAZON.COM SEATTLE WA Card 15 #7547 CHECKCARD 0116 BEST BUY x4986 BELLEVUE WA x5143 Ricardos Mexican Bill Payment CHECKCARD 1024 VINTAGE CAFE EVERETT WA x8527 PSE - PUGET SOUND ENERGY Bill Payment Withdrawal Bill Payment - #0007 AMAZON.COM SEATTLE WA Card 15 #7547 PEEK ARENT YOU CURIOUS - BELLEVUE WA Card 15 #7547 CHECKCARD 0515 OVERLAKE DOWNTOWN BELLE BELLEVUE WA x0731 CHECKCARD 0901 OVERLAKE MEDICAL CLINIC REDMOND WA x1005 Overlake Medical CHECKCARD 0116 ISLAND GRILL BELLEVUE WA x5009 Withdrawal Visa Debit Card - PREMIER NAILS & SPA MERCER ISLAND WA Date 06/30/15 x x x 7230 Card 15 #7547 Walmart Nordstrom Winn-Dixie Stores Inc QFC Walgreens Withdrawal #x61 - TJ TJ MAXX BELLEVUE WA Card 15 #7547 Costco Gas Costco Gas Olive Garden Withdrawal #x65 - QUALITY FOOD CEN x 161 REDMOND WA Card 15 #7547 DSW BELLEVUE 03/17 #4701 PURCHASE DSW BELLEVUE BELLEVUE WA CHECKCARD 0116 ISLAND GRILL BELLEVUE WA x5017 CHECKCARD 0116 ISLAND GRILL BELLEVUE WA x5033 Withdrawal #x72 - MACY'S 400 BELLA BELLEVUE WA Card 15 #7547 Withdrawal Visa Debit Card - PF CHANGS #3700 BELLEVUE WA Date 09/07/15 x x x 5812 Card 15 #7547 Hudson Group Claim Jumper Restaurants Withdrawal Visa Debit Card - CHEESECAKE SEATTLE SEATTLE WA Date 05/14/15 x x x 5812 Card 15 #7547 Target Cash Withdrawal UNITED AIRLINES SEATTLE x4248 WWW.UNITED.COM CHECKCARD 1114 SUNRISE DUTY FREE (CHIN BEIJING x1967 City of Redmond WA Bill Payment x20 - DUTY FREE AMERANACORTES --5148 CHECKCARD 1225 PACHAMANKA AUTHENTIC PE HOLLYWOOD FL x4323 Check 1161 - Silvia Check 1166 - Silvia Check 1167 - Silvia Check 1169 - Silvia Check 1172 - Silvia Check 1173 - Silvia Check 1176 - Silvia Check 1177 - Silvia CHECKCARD 0116 ISLAND GRILL BELLEVUE WA x5041 Check 1207 - Sylvia Klock Check 1212 -Sylvia Klock Check 1215 - Sylvia Klock Check 1217 - Sylvia Klock Check 1234 - Sylvia klock Check 1239 - Sylvia Klock Check 1669 - Sylvia Klock Check 1670 - Sylvia Klock CHECKCARD 0402 CINDY'S NAIL SALON MERCER ISLANDWA x0136 CHECKCARD 1108 TMS*ANY TIME TRANSPORT KENT WA x5535 DEVRY DOWNERS GRO Cx0275 7700 DEVRY DOWNERS GRO 7700 Draft 0169# 0169 - Silvia Draft 0172# 0172 - Sylvia klock Draft 0173# 0173 - Sylvia klock Draft 0193# 0193 - Silvia Klock Draft 0195# 0195 - Sylvia Klock Draft 0200# 0200 - Sylvia Klock Draft 0213# 0213 - Sylvia Klock Draft 0215# 0215 - Silvia Klock Draft 0223# 0223 - Sylvia Draft 0234# 0234 - Silvia STANDARD PARKING x2091 STANDARD PARKING x2091 STANDARD PARKING x2091 STANDARD PARKING x2091 STANDARD PARKING x2091 STANDARD PARKING x2091 STANDARD PARKING x2091 STANDARD PARKING x2091 STANDARD PARKING x2091 STANDARD PARKING x2091 CHECKCARD 0116 OCHAR CROSSROADS INC BELLEVUE WA x0756 0 0 0 0 Transfer 0 Puget Sound Energy Dairy Queen CHECKCARD 0619 SHELL OIL x2908 ARLINGTON WA x9897 INTEREST CHARGED ON PURCHASES QFC CALVIN KLEIN #051 Costco Wholesale WSFERRIES-ANACORTES SEATTLE 3906 WSFERRIES-SIDNEY EFSSEATTLE 3906 Check 1214 - 77 Central Target BARNESNOB 626 02/04 #0049 PURCHASE BARNESNOB 106 Bellevue WA KENNETH COLE 5066 Interest Charged on Purchases Withdrawal Bill Payment - #0008 AMAZON.COM SEATTLE WA Card 15 #7547 ISPA/PIMDS 08/01 #0929 WITHDRWL PAI ISO SEATTLE WA CHECKCARD 0618 PHAT 12 ISLAND BROILER MERCER ISLANDWA x4239 QFC Draft 0206# 0206 - Jay Holiday - Alvaro Chinese Visa INTEREST CHARGED ON PURCHASES CHECKCARD 0812 PHAT 12 ISLAND BROILER MERCER ISLANDWA x5464 INTEREST CHARGED ON PURCHASES JANIE AND JACKx8093 CHECKCARD 0117 BROWNBEAR CARWASH #1011 REDMOND WA x3867 Check 1240 - 77 Central CHECKCARD 1017 COHO CAFE REDMOND REDMOND WA x9733 WWW KIRKLANDPARKS NET --3300 WA Date 02/17/15 x x x 9399 Card 15 #7547 Draft 0238# 0238 - Brad Judy - SA Dentist CHECKCARD 0121 ARENA SPORTS REDMOND WA x1435 Target CHECKCARD 1002 AZTECA TOTEM LAKE WEST KIRKLAND WA x1148 Newcastle BKOFAMERICA ATM 03/16 #8535 WITHDRWL WOODINVILLE WOODINVILLE WA CHECKCARD 0121 GOOD2GO REPLENISHMENT --8246 WA x2105 LA FITNESS LA Fitness LA Fitness NORDSTROM 016 10/26 #4700 PURCHASE NORDSTROM 400 SEATTLE WA QUALITY FOOD C 04/03 #0255 PURCHASE QUALITY FOOD CEN REDMOND WA CHECKCARD 0121 SQ *GIGGLE JUNGLE Redmond WA x5367 TROVE SEATTLE --1846 CHECKCARD 0927 BJ'S RESTAURANT --1560 WA x0181 BOLLY PEARLS BJ CHINBEIJING NO8 XIUSHUI EST CHAO Draft 0229# 0229 - 77 Central CHECKCARD 1007 UYEN TRAN OD LLC REDMOND WA x0626 QUALITY FOOD C 04/03 #2805 PURCHASE QUALITY FOOD CEN REDMOND WA RICOH RMS-AMAZON 029SEATTLE x --0283 Interest Interest Withdrawal #x33 - COSTCO WHSE #x 8629 120TH AVE NE KIRKLAND WA Card 15 #7547 NORTON *AP1850 CHECKCARD 0122 MCDONALD'S M6720 OF WA REDMOND WA x8382 Limos.com Interest La Granja Restaurant CONVERSE #3779 TULALIP WA Date 04/11/15 x x x 5661 Card 15 #7547 CHECKCARD 0403 MILAGRO CANTINA KIRKLAND WA x2241 CHECKCARD 1111 CHENXIANHONG BEIJING x6657 EL MARKET COLOMBIA 1100100 BOGOT CO Date 01/02/15 0 0000053863 0 5932 Card 15 #7547 Walmart AA MISC SALE/ TAX/ FDALLAS x8679 AA.COM AA MISC SALE/ TAX/ FDALLAS x8679 AA.COM AA MISC SALE/ TAX/ FDALLAS x8679 AA.COM Interest Check 1211 - CVDS ANN TAYLOR CHECKCARD 0819 SPACE NEEDLE TICKETS SEATTLE WA x3332 Walgreens Interest EL BALCON LAS AMERICDEERFIELD B --9522 THE HOME DEPOT 09/02 #5378 PURCHASE THE HOME DEPOT 47 REDMOND WA CHECKCARD 0819 RED ROBIN NO 134 REDMOND WA x2100 CHECKCARD 0214 HAIKU BUFFET REDMOND WA x4365 Home Depot QFC Withdrawal #x46 - MACY'S 7400 166T REDMOND WA Card 15 #7547 QFC Withdrawal Visa Debit Card - NIBLICK & GREENE`S BEND OR Date 07/03/15 x x x 5812 Card 15 #7547 Draft 0168# 0168 - US Treasury - Alvaro Taxes La Superior Costco CHECKCARD 0118 MACY'S EAST # --6229 WA x8112 CHECKCARD 0501 WWW.THESPORTSAUTHORTY.C --9164 PA x7292 ELECTRONIC PAYMENT RECEIVED-THA PAYPAL *STARTUPWEEK x --7733 PAYPAL *STARTUPWEEK x --7733 Withdrawal Visa Debit Card - AmazonPrime Membership amzn.com/prme NV Date 08/13/15 x x x 5968 Card 15 #7547 WWW.LOGMEIN.COM LOGMEIN.COM AS3CD8D1B4D SOFTWARE OLD NAVY USA 08/28 #6324 PURCHASE OLD NAVY USA SEATTLE WA Withdrawal Visa Debit Card - CHEESECAKE SEATTLE SEATTLE WA Date 08/15/15 x x x 5812 Card 15 #7547 77 Central Withdrawal CHASE - TYPE: EPAY ID: 9224 CO: CHASE ACH ECC TEL ACH Trace 1138 CHECKCARD 0123 ARCO#x5920 REDMOND WA x0189 BKOFAMERICA ATM 02/10 #3089 WITHDRWL CHECKFREE CORP H NORCROSS GA BKOFAMERICA ATM 06/25 #5708 WITHDRWL SALEM STREET REM BOSTON MA Check 1168 - Krintine Check 1216 - Cash baby sitter Check 1562 - Pied Piper Music School Check 1665 - Samantha Angulo CHECKCARD 0123 IHOP #638 BELLEVUE WA x0795 Check 1678 - Pied Piper Music School Draft 0174# 0174 - Northlake Draft 0196# 0196 - Mercer Island School District Draft 0227# 0227 - Alvaro Villanueva Draft 0232# 0232 - kristine Piped Music School-Check 1185 Virgin America BANK OF AMERICA CREDIT CARD Bill Payment 0 0 0 Amazon.com 0 LA Fitness Plant Cafe Walgreens Waste Management Bill Payment QFC Withdrawal #x00 - COSTCO WHSE #x 8629 120TH AVE NE KIRKLAND WA Card 15 #7547 Withdrawal Visa Debit Card - BLK*KIDSQUEST MUSEUM --8100 CA Date 06/02/15 x x x 8398 Card 15 #7547 H&M MAIL/PHONE ORD #x --7467 IL Date 04/09/15 x x x 5651 Card 15 #7547 Ricardos Mexican Costco Interest SE0000 04/19 #1835 WITHDRWL CT 7-11 FT LAUDERDALE FL EFG SEATTLE x6584Redmond E8Ex6132EBE 5301 ISPA/PIMDS 08/01 #0930 WITHDRWL PAI ISO SEATTLE WA BEST BUY BELLEVUE -8060 Draft 0233# 0233 - French American School Interest CHASE CREDIT CARDS Bill Payment ELECTRONIC PAYMENT RECEIVED-THA STANDARD PARKING x2091 AMERICAN EXPRESS Bill Payment BANK OF AMERICA CREDIT CARD Bill Payment PAYMENT - THANK YOU Withdrawal DISCOVER CARD SE - TYPE: BILL PAYMT ID: M391165550 CO: DISCOVER CARD SE ACH ECC PPD ACH Trace 0350 PAYMENT - THANK YOU 0 Chase 0 CHECKCARD 0123 RED MANGO-REDMOND WA REDMOND WA x5483 AVIS RENT A CAR MILWAUKEE R/A# --7900 Interest TCKTWEB*DAYOUTWITHTHSAN FRANCIS --4827 CHECKCARD 0301 BUCA DI BEPPO-SEATTLE SEATTLE WA x0319 Costco Wholesale J.Crew Withdrawal #x29 - PERRY ELLIS x0600 QUIL CEDA BL TULALIP WA Card 15 #7547 WILLOWS RUN GO 09/20 #0319 PURCHASE WILLOWS RUN GOLF REDMOND WA Interest FRY'S ELECTRON 10/13 #3826 PURCHASE FRY'S ELECTRONICS RENTON WA Withdrawal Visa Debit Card - TUESDAY MORNING # 0534 KIRKLAND WA Date 09/04/15 x x x 5331 Card 15 #7547 Fry's Electronics IRenton 4649 Fry's Electronics In PURCHASE INTEREST CHARGE Check 1178 - Cash - Babysitter Costco Wholesale Cash Withdrawal American Express Amazon.com EonMobil Costco CHECKCARD 0123 SEATTLESCENTURYLINKF/B SEATTLE WA x0270 Withdrawal Visa Debit Card - LA SUPERIOR BELLEVUE WA Date 08/21/15 x x x 5411 Card 15 #7547 CHECKCARD 0124 LA ISLA REDMOND REDMOND WA x0268 AA AIR TICKET SALE 4DALLAS x8046 AA.COM CHECKCARD 0126 KEN ZABURO KIRKLAND WA x6387 CHECKCARD 0411 BCBG # 0461 TULALIP WA x6490 KATE SPADE #18 12/19 #4433 PURCHASE KATE SPADE #1821 TULALIP WA x-800-FLOWERS.COM -- 0207 FLORAL PROD PURCHASE INTEREST CHARGE CHECKCARD 0113 BELLEVUE C BOOKSTORE -2388 WA x4989 Target CHECKCARD 1004 SHERWIN WILLIAMS #8002 KIRKLAND WA x0359 Withdrawal Bill Payment - #7808 AMAZON.COM SEATTLE WA Card 15 #7547 QFC AMAZON WEB SERVICES AWS.AMAZON.
--- sentence: FRLAF2ZBIE3 WEB SERVICES Withdrawal #x13 - WALGREENS 7707 SE 27TH ST MERCER ISLAND WA Card 15 #7547 Interest PURCHASE INTEREST CHARGE Lilly Nails QFC PURCHASE INTEREST CHARGE Interest CHECKCARD 0101 CLUB CAMPESTRE DE IBAG 0100 IBAGU x0289 HAIKU BUFFET 0688 REDMOND --8906 PURCHASE INTEREST CHARGE Target Withdrawal #x23 - COSTCO WHSE #x 8629 120TH AVE NE KIRKLAND WA Card 15 #7547 Draft 0167# 0167 - French American School Draft 0225# 0225 - Cash - Baby Sitter Withdrawal Visa Debit Card - ACT*OlympicCascadeAqua --4881 CA Date 07/14/15 x x x 7399 Card 15 #7547 BMW Ricardos Mexican Withdrawal #x01 - THE HOME DEPOT x x7777 NE 76TH ST REDMOND WA Card 15 #7547 Draft 0221# 0221 - Jazzercise Costco CHECKCARD 0126 PINKABELLA CUPCAKES REDMOND WA x2116 Withdrawal #x91 - COSTCO WHSE #x 8629 120TH AVE NE KIRKLAND WA Card 15 #7547 The Sherwin-Williams Company CHECKCARD 0913 CLAIM JUMPER-REDMOND REDMOND WA x1474 Withdrawal #x11 - COSTCO WHSE #x 8629 120TH AVE NE KIRKLAND WA Card 15 #7547 Costco Walgreens Withdrawal #x90 - COSTCO WHSE #x 8629 120TH AVE NE KIRKLAND WA Card 15 #7547 Withdrawal #x61 - COSTCO WHSE #x 8629 120TH AVE NE KIRKLAND WA Card 15 #7547 CHECKCARD 0126 PINKABELLA CUPCAKES REDMOND WA x2124 Withdrawal #x72 - COSTCO WHSE #x 8629 120TH AVE NE KIRKLAND WA Card 15 #7547 PSE - Puget Sound Energy Bill Payment CHECKCARD 0628 PARTY CITY BELLEVUE WA x1710 Check 1233 - 77 Central Check 1236 - Greystone - Murray Franklin ORIGINAL PENGU 10/16 #0447 PURCHASE ORIGINAL PENGUIN HOUSTON TX RENEWAL MEMBERSHIP FEE ELEMENT FRESH MGMT SSHANGHAI RM 6A13 BLDG H SHANG Withdrawal #x38 - COSTCO WHSE #x 8629 120TH AVE NE KIRKLAND WA Card 15 #7547 Withdrawal # - 06 BARTELL DRUGS REDMOND BELLA BAOT REDMOND WA Card 15 #7547 PURCHASE INTEREST CHARGE BR OUTLET USA TULALIP WA Card 15 #7547 CHECKCARD 1106 ARENA SPORTS REDMOND WA x0289 ATH B.AVV IBAGUE CRA730 7300105IBAGU CO Card 15 #7547 ATH B.AVV IBAGUE CRA730 7300105IBAGU CO Card 15 #7547 QFC 0 Macys OUTBACK 4612 BELLEVUE WA Date 02/25/15 x x x 5812 Card 15 #7547 PURCHASE INTEREST CHARGE Luis Ortega -Check 1186 0 0 0 McDonald's Costco Wholesale Interest 0 Target CHECKCARD 0128 ARCO#x5920 REDMOND WA x0068 DSW Inc Costco Wholesale ELECTRONIC PAYMENT RECEIVED-THA CACTUS BELLEVUE SQUARE BELLEVUE WA Amazon.com Withdrawal #x06 - IMAGINE CHILDRENS MUSE EVERETT WA Card 15 #7547 TROVE SEATTLE --1846 Bill Payment ELECTRONIC PAYMENT RECEIVED-THA AMERICAN EXPRESS Bill Payment ONLINE PAYMENT - THANK YOU The Home Depot Blinds - 9/5/2015 Puget Sound Energy FOREIGN TRANSACTION FEE ZHUSANJIAO JINWEIWANBEIJING BE Janie and Jack Withdrawal #x57 - QUALITY FOOD C 8867 161ST AVE NE REDMOND WA Card 15 #7547 eFAX.COM SERVICES -- 8147 INTERNET SVC Check 1677 -Luis Ortega CHECKCARD 0917 SOCCER SHOTS SEATTLE -9344 WA x7592 CHECKCARD 0422 THE KNIFE HALLANDALE HALLANDALE FL x7662 WHITE HOUSE BLK MKT #3147 BANFIELD 2055 09/30 #7907 PURCHASE BANFIELD 2055 BELLEVUE WA BANK OF AMERICA - CREDIT CARD Bill Payment CHECKCARD 0128 GOOD2GO REPLENISHMENT --8246 WA x3121 CHECKCARD 1023 BIN ON THE LAKE KIRKLAND WA x5511 Withdrawal #x97 - TARGET T-0995 x7700 NE 76th St Redmond WA Card 15 #7547 PAYMENT - THANK YOU 0 COSTCO WHSE #0 10/28 #5064 PURCHASE COSTCO WHSE #0008 KIRKLAND WA COSTCO WHOLESALE KIRKLAND 1693 AMERICAN EXPRESS Bill Payment SEARS ROEBUCK 01/05 #9195 PURCHASE SEARS ROEBUCK 1 BROOKFIELD WI EVERYTHING PARTY 542REDMOND 9719 QUALITY FOOD C 04/04 #8060 PURCHASE QUALITY FOOD CEN REDMOND WA 0 Withdrawal Visa Debit Card - BB *KIDSQUEST MUSEUM BELLEVUE WA Date 07/19/15 x x x 8398 Card 15 #7547 CHECKCARD 1220 LACOSTE #459 SEATLE TULALIP WA x4130 COURTYARD BY MARRIOTSHANGHAI NO.338 HENG FENG RD PURCHASE INTEREST CHARGE ONLINE PAYMENT - THANK YOU American Express Bill Payment Check 1180 - Silvia Check 1181 - Red pepper Music School Check 1673 - Kristin Jacobson CHECKCARD 0515 SEATTLEFOOTBALLERSLEAG WWW.SEATTLEFOWA x9986 DELTA AIR LINES ATLANTA x1212 Draft 0207# 0207 - CVDS Seattle children's Hospital - Julian Check 1679 SEATTLEFOOTBALLERSLE8815 CH_15LMXU2W 8815 STEPULES SANITATION SERVI -9687 CT Date 04/07/15 x x x 7299 Card 15 #7547 STANDARD PARKING x1870 Payment Thank You 0 Sbarro Costco Wholesale BANFIELD 2055 04/26 #7353 PURCHASE BANFIELD 2055 BELLEVUE WA ELECTRONIC PAYMENT RECEIVED-THA Withdrawal #x68 - GYMBOREE #0515 SEATTLE WA Card 15 #7547 CHEN XIANHONG SHOP -BEIJING Dx-0078 XIUSHUI MARKE Local Burger Target Withdrawal #x84 - COSTCO WHSE #x 8629 120TH AVE NE KIRKLAND WA Card 15 #7547 Costco Wholesale WA VEHICLE LICENSING Kohl's FLORIDA DEPT OF STATTALLAHASSEE 6939 Withdrawal #x70 - TARGET T-0339 4053 Factoria Squa Bellevue WA Card 15 #7547 BKOFAMERICA MOBILE 02/05 8445 DEPOSIT *MOBILE FL DEVRY DOWNERS GRO 7700 beijingChina beijing CN Card 15 #7547 beijingChina beijing CN Card 15 #7547 BeiJingShiDongChengQu0 0CHINA0000 CN Card 15 #7547 BANK OF AMERICA CREDIT CARD Bill Payment Withdrawal #x43 - COSTCO WHSE #x 8629 120TH AVE NE KIRKLAND WA Card 15 #7547 BKOFAMERICA MOBILE 03/29 1585 DEPOSIT *MOBILE FL BeiJingShiXuanWuMenWai 0CHINA0000 CN Card 15 #7547 GuSuDaiChengQiaoLihang 0CHINA0000 CN Card 15 #7547 beijingChina beijing CN Card 15 #7547 beijingChina beijing CN Card 15 #7547 CCB CCBBEIJING BEIJING CN Card 15 #7547 CCB CCBBEIJING BEIJING CN Card 15 #7547 MES*RINGCENTRAL INCSAN MATEO x 4100 PURCHASE INTEREST CHARGE 0 0 0 Cash Withdrawal Cash Withdrawal Hudson Group Bank of America Winn-Dixie Stores, Inc Sports Authority CHECKCARD 1106 TAIMEIHAO BEIJING x6951 Withdrawal #x27 - COSTCO WHSE #x 8629 120TH AVE NE KIRKLAND WA Card 15 #7547 CHECKCARD 1008 WA VEHICLE LICENSING --7470 WA x9485 Bancolombia TOUCHE ESTACION 73001IBAGUE CO Date 12/31/14 0 0000059667 0 5651 Card 15 #7547 Withdrawal Visa Debit Card - SOCCER SHOTS SEATTLE -9344 WA Date 06/24/15 x x x 7997 Card 15 #7547 Withdrawal #x90 - H&M SEATTLE WA Card 15 #7547 Withdrawal # - 06 BARTELL DRUGS REDMOND BELLA BAOT REDMOND WA Card 15 #7547 LOWE'S #0040 09/03 #0182 PURCHASE LOWE'S #0040 BELLEVUE WA Costco DELAWARE DIV OF CORPDOVER 02BDHY7AL7N HTTP://CORP.DELAWARE.
--- sentence: Bill Payment Withdrawal Bill Payment - #4704 AMAZON.COM SEATTLE WA Card 15 #7547 Costco Withdrawal Bill Payment - #8604 AMAZON.COM SEATTLE WA Card 15 #7547 BT TICKERIBKRRM2*TICALEXANDRIA 6CPGJZT --2300 MetLife Withdrawal Visa Debit Card - ACT*OlympicCascadeAqua --4881 CA Date 06/01/15 x x x 7399 Card 15 #7547 CLOG MASTER LLC PLAINVILLE CT Date 02/13/15 x x x 1711 Card 15 #7547 CAFE CON LECHE 65000SEATTLE 1292 Armani Exchange Interest Michael Kors INTEREST CHARGE ON PURCHASES CHECKCARD 0116 BELLEVUE COLLEGE CONT E --4250 WA x4207 Costco Wholesale Lark Creek Grill Publix Super Markets INTEREST CHARGE ON BALANCE TRANSFERS COMCAST CABLE COMMUNICATIONS Bill Payment Comcast NOVILHOS BRAZILIAN SBELLEVUE --1111 Comcast Comcast Comcast 0 0 0 Red Mango CHECKCARD 0901 WASHINGTON STATE FAIR -1771 WA x4459 CAFE CON LECHE 65000SEATTLE 1292 VICTORIA'S SECRET 0857 Gymboree Payment Thank You Bill Pa Costco Wholesale Carla Bauman - SV - Doctor - Check 1200 Microsoft American Express Bill Payment Costco 9175 PAYPAL *EXPRTR 2211 North First S San Jose CA Card 15 #7547 BKOFAMERICA ATM 01/07 #5446 WITHDRWL BELLEVUE SQUARE BELLEVUE WA BKOFAMERICA ATM 10/13 #9942 WITHDRWL REDMOND REDMOND WA BKOFAMERICA ATM 10/22 #6542 WITHDRWL QFC NORTH REDMON REDMOND WA BKOFAMERICA ATM 12/08 #7494 WITHDRWL QFC NORTH REDMON REDMOND WA Check 1204 - Ceci Check 1233 - 77 Central Check 1237 - Nicole Velez Check 1561 - Luis Ortega COACH x9022 Transfer CHASE CREDIT CARDS Bill Payment CAROLINA ZU@IGA ACCES0 73001IBAGUE CO Date 12/31/14 0 0000050154 0 5331 Card 15 #7547 PARKSIDE 23 x2980BROOKFIELD 7275 Comcast Publix Super Markets x0000 09/27 #3511 WITHDRWL CT VCOM Puyallup WA ELECTRONIC PAYMENT RECEIVED-THA CAPITAL ONE 05/30 #7275 WITHDRWL x7500 SE NORTH BE SNOQUALMIE WA IFI #2 08/25 #9338 WITHDRWL 887 SPRING ST. NW ATLANTA GA Withdrawal at ATM #x63 - BANK OF AMERIC *QFC NORTH REDMOND REDMOND WA Card 15 #7547 0 MARSHALLS MARS 08/28 #0229 PURCHASE MARSHALLS MARSHAL REDMOND WA Costco Transfer 0 0 0 SEARS CRA 3 # 11 16 IBAGUE CO Card 15 #7547 Walmart Amazon.com Interest 0 DISCOVER CARD Bill Payment COURTHOUSE CAFE Starbucks Deposit Red Robin Amazon.com National Car Rental Costco Costco PAYMENT - THANK YOU Withdrawal #x18 - #x0450 ALBERTSONS MERCER ISLAND WA Card 15 #7547 Costco Best Buy Withdrawal Bill Payment - #0906 AMAZON.COM SEATTLE WA Card 15 #7547 Withdrawal #x44 - TARGET T-0995 x7700 NE 76th St Redmond WA Card 15 #7547 ELECTRONIC PAYMENT RECEIVED-THA COSTCO WHSE #0 10/10 #1241 PURCHASE COSTCO WHSE #0008 KIRKLAND WA Home Depot The Home Depot Blinds - 9/6/2015 Costco Costco Wholesale AMERICAN EXPRESS Bill Payment Walgreens Puget Sound Energy Withdrawal CENLAR FSB - TYPE: BILL PAYMT ID: M5550 CO: CENLAR FSB ACH ECC PPD ACH Trace 1392 CHASE CREDIT CARDS Bill Payment The Home Depot Blinds - 9/6/2015 Comcast Comcast Comcast 0 Bill Payment Lawyers Comcast DELAWARE DIV OF CORPDOVER 02ADN2RPEET HTTP://CORP.DELAWARE.
--- sentence: MACADAM FLOOR AND DETUKWILA --2000 MARRIOTT REWARDS CHRSALT LAKE C 76XN7XT WWO --4034 The Home Depot Blinds - 9/6/2015 JP MORGAN Bill Payment BANK OF AMERICA - CREDIT CARD Bill Payment MACY'S EAST #368 BELLEVUE WA Withdrawal AMERICAN EXPRESS - TYPE: BILL PAYMT ID: M5550 CO: AMERICAN EXPRESS ACH ECC PPD ACH Trace 3108 SHERATON HOTEL MILWABROOKFIELD x --9999 WAYFAIR*Wayfair 0009 DELRAY REVOLUTIDELRAY BEAC x --4747 CHECKCARD 0424 MAMBO CAFE MIAMI FL x0707 LOWESTFARE COM NORWALK 1709 AIRLINE/AIR CARRIER LOWESTFARE COM NORWALK 1709 AIRLINE/AIR CARRIER Withdrawal #x99 - COSTCO WHSE #x 8629 120TH AVE NE KIRKLAND WA Card 15 #7547 Bill Payment COMCAST CABLE COMMUNICATIONS Bill Payment 0 COMCAST CABLE COMMUNICATIONS Bill Payment TROVE SEATTLE --1846 MET RE-INS CO DES:INS PAYMNT ID:1703 INDN:ANGULO SANTIAGO CO ID:9025 MET RE-INS CO DES:INS PAYMNT ID:1703 INDN:ANGULO SANTIAGO CO ID:9025 CHASE CREDIT CARDS Bill Payment ZHUSANJIAO JINWEIWANBEIJING NO18 XUANWUMENWAI ST ELECTRONIC PAYMENT RECEIVED-THA CHECKCARD 0413 NOVILHOS BRAZILIAN STEA BELLEVUE WA x7136 Payment Thank You Withdrawal #x84 - QUALITY FOOD C 8867 161ST AVE NE REDMOND WA Card 15 #7547 Withdrawal #x64 - CALVIN KLEIN TULALIP WA Card 15 #7547 Withdrawal AMEX EPayment - TYPE: ACH PMT ID: 0008 CO: AMEX EPayment ACH ECC WEB ACH Trace 7832 SHERATON HOTEL MILWABROOKFIELD x --9999 Bill Payment Payment Thank You SEARS Bill Payment ELECTRONIC PAYMENT RECEIVED-THA Draft 0235# 0235 - Alvaro COSTCO GAS #07 04/05 #9529 PURCHASE COSTCO GAS #0747 WOODINVILLE WA 0 0 0 COURTHOUSE CAFE Reimbursement Amazon.com Cash Withdrawal Banfield Bancolombia Withdrawal AMEX EPayment - TYPE: ACH PMT ID: 0008 CO: AMEX EPayment ACH ECC WEB ACH Trace 0144 Costco SPIRIT AIRLINES SOUTH FLORI CBDC6A__120 AIRLINE/AIR CARRIER Costco MERCER ISLAND MARTIAL ART -9050 WA Date 02/05/15 x x x 8299 Card 15 #7547 Withdrawal Visa Debit Card - GERMAN CAR SPECIALISTS IN BELLEVUE WA Date 06/23/15 x x x 7538 Card 15 #7547 New Castle Heated Storage New Castle Heated Storage New Castle Heated Storage Newcastle Newcastle Newcastle Newcastle F4103009Z00CHGDDA AUTOMATIC PAYMENT - THANK YOU Payment Thank You 0 0 CHASE CREDIT CARDS Bill Payment 0 American Express Bill Payment 0 ELECTRONIC PAYMENT RECEIVED-THA American Express Bill Payment ELECTRONIC PAYMENT RECEIVED-THA CHECKCARD 1122 THE COMMONS WOODINVILLE WA x8533 PUETZ GOLF SUP 05/26 #9287 PURCHASE PUETZ GOLF SUPE/1 BELLEVUE WA CHECKCARD 0531 THE GOLF CLUB @ NEWCAST NEWCASTLE WA x2010 Discover Card Bill Payment COSTCO WHOLESALE KIRKLAND 1693 Withdrawal Visa Debit Card - H&M MAIL/PHONE ORD #x --7467 IL Date 09/27/15 x x x 5651 Card 15 #7547 77 Central Bill Payment Check 1227 - 77 Central Withdrawal #x08 - COSTCO WHSE #x 8629 120TH AVE NE KIRKLAND WA Card 15 #7547 Costco THE WESTIN BEAR MOUNVICTORIA 3752 COSTCO WHSE #0 04/05 #8956 PURCHASE COSTCO WHSE #0747 WOODINVILLE WA Withdrawal #x28 - COSTCO WHSE #x 8629 120TH AVE NE KIRKLAND WA Card 15 #7547 Costco Wholesale Withdrawal #x64 - MACY'S 400 BELLA BELLEVUE WA Card 15 #7547 Check 1170 - CVDS BANK OF AMERICA - CREDIT CARD Bill Payment CHECKCARD 0901 WASHINGTON STATE FAIR -1771 WA x4475 Office Max / 980 KIRKLAND ISLAND LIQUORS OF JEJENSEN BEAC --5817 EXPEDIA*4238EXPEDIA.COM ZZZGNS7JXXJ TRAVEL AGENCY LIBERTY MUTUAL DES:PAYMENT ID:AO4340 INDN:VILLANUEVA SANDRA M CO ID:9267 THE HOME DEPOT 08/21 #2504 PURCHASE THE HOME DEPOT 47 REDMOND WA BANK OF AMERICA - CREDIT CARD Bill Payment LAF KIRKLAND/TOTEM LAKE American Express Costco Withdrawal #x81 - MACY'S 7400 166T REDMOND WA Card 15 #7547 Withdrawal #x78 - COSTCO WHSE #x 8629 120TH AVE NE KIRKLAND WA Card 15 #7547 Costco APPLE STORE 3 BELLEVUE R9078 COMPUTER STORE KATE SPADE #1821 TULALIP WA Card 15 #7547 PLN*PRICELINE RENTALCAR RENTALS AR3608CAR RENTALS DNH*AFTERNIC --958 ANCARTx2576 --9586 AMAZON MKTPLACE PMTSAMZN.COM/BI SQXYA7YW21G BOOK STORES PAYPAL DES:INST XFER ID:VGEUROPEANA INDN:SANTIAGO ANGULO CO ID:PAYP BKOFAMERICA ATM 02/11 #8198 WITHDRWL PEACHTREE CORNER NORCROSS GA Check 1225 - Lisa Sharron Costco Amazon.com Draft 0204# 0204 - Alvaro Villanueva Online Banking transfer to CHK 4354 Confirmation# 1215 Publix Super Markets Costco Wholesale Virgin America 0 National Car Rental The Kroger Co. 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Villanueva Online Banking Transfer Conf# rt2u1g7kb; Villanueva American Express Transfer 0 Peet's Coffee & Tea 0 ELECTRONIC PAYMENT RECEIVED-THA CHASE CREDIT CARDS Bill Payment The Home Depot Blinds - 8/30/2015 AT&T AT&T Deposit Home Banking Transfer - From Share 0000 SDFCU Online 04/06/2016 11:16 3688 American Express Transfer Draft 0219# 0219 - North Coast Lighting 0 Cash Withdrawal 0 0 BECU Bill Payment BECU Bill Payment Bill Payment Bill Payment Check 1191 - Lilian check December Northlake Academy - Draft 0246# 0246 Withdrawal #x40 - MACY'S 3106 NW F JENSEN BEACH FL Card 15 #7547 Costco Wholesale ZARA 0 11001BOGOTA CO Date 01/03/15 0 0000059464 0 5651 Card 15 #7547 Calvin Klein VIRGIN AMER 9847640880146NORWALK CT VIRGIN AMER 9847640880147NORWALK CT VIRGIN AMER 9847640880148NORWALK CT VIRGIN AMER 9847640880149NORWALK CT LIPMAN & WOLF LLP - --x --8182 COACH x9022 TULALIP WA Date 04/11/15 x x x 5631 Card 15 #7547 H&M TUKWILA WA Card 15 #7547 EAGLE CREST INN REDMOND 9222 LODGING Payment Thank You Check 1175 - JP Morgan WAYFAIR*Wayfair SDFCU CR CD PMT DES:PAYMENT ID:2951 INDN:VILLANUEVASANDRA CO ID:1470 AA AIR TICKET SALE 4DALLAS x8046 AA.COM AA AIR TICKET SALE 4DALLAS x8046 AA.COM Payment Thank You 0 Interest Best Buy BKOFAMERICA ATM 10/26 #5362 WITHDRWL REDMOND REDMOND WA Cash Withdrawal Check 1228 - Lisa Sharron Online Banking transfer to CHK 0403 Confirmation# 1763 Online Banking transfer to CHK 0403 Confirmation# 1949 Sandra Villanueva - Check 1187 SCOTTRADE DES:MONEYDIRCT ID:x0488 INDN:SANTIAGO ANGULO CO ID:1330 UPWORK**Ex1210 4100 Tx1210 Tx1210 x4043 UPWORK**Ex1560 MOUNTAIN VI Tx1560 Tx1560 x4043 UPWORK**Ex1941 4100 Tx1941 Tx1941 x4043 UPWORK**Ex2040 4100 Tx2040 Tx2040 x4043 UPWORK**Ex2374 MOUNTAIN VI Tx2374 Tx2374 x4043 UPWORK**Ex3817 MOUNTAIN VI Tx3817 Tx3817 x4043 UPWORK**Ex9303 4100 Tx9303 Tx9303 x4043 DISCOVER CARD Bill Payment SW AIR DALLAS 5361 (214) - 4223 SW AIR DALLAS 5361 (214) - 4223 LISH*LISH SEATTLE 8458JFM --2300 EXPEDIA*6243EXPEDIA.COM ZZZF6AIWAAW TRAVEL AGENCY 0 Check 1662 - Construction Concepts DANIELS BROILER LU 2SEATTLE --8262 0 COURTYARD 1XJ JENSEN BEAC x4000 LODGING BMW OF BELLEVUE BELLEVUE 2801 AUTO DEALER (NEW/USED TARGET x9951 BKOFAMERICA ATM 03/05 #6159 WITHDRWL MERCER ISLAND MERCER ISLAND WA BKOFAMERICA ATM 03/18 #9349 WITHDRWL MERCER ISLAND MERCER ISLAND WA BB&T BB&T BECU BECU BECU BECU BECU BECU 0 0 0 Transfer Transfer Online Banking transfer to CHK 4354 Confirmation# 4212 0 American Airlines Travel Med Protect Green Bay TM3366 x---2900 AMAZON WEB SERVICES AWS.AMAZON.
--- sentence: RN62OSY7H8K WEB SERVICES Amazon.com CITIZENS AUTOMOBILE FINANCE Bill Payment CITIZENS AUTOMOBILE FINANCE Bill Payment Citizens Bank Citizens Bank Citizens Bank Citizens Bank Citizens Bank Citizens Bank Citizens Bank Citizens Bank Citizens Bank 0 0 0 0 Amazon.com Zeeks Pizza Amazon.com 0 0 Citizens Bank Costco Wholesale 0 DELTA AIR LINES ATLANTA x1212 0 TRAVELONG NEW YORK 1909 AIRLINE/AIR CARRIER TRAVELONG NEW YORK 1909 AIRLINE/AIR CARRIER Costco Bill Payment Macy's PAYPAL *SNOWLXH 7733 CA HOME DEPOT CREDIT SERVICES Bill Payment Chase ANITA BORG INSTITUE --x --4756 Online Banking transfer to CHK 0403 Confirmation# 3239 Withdrawal Home Banking - Transfer To Share 0001 SDFCU Online 04/06/2016 11:16 3688 Withdrawal Home Banking - Transfer To Share 0001 SDFCU Online 05/22/2015 10:44 0366 Magic Kingdom BMW OF BELLEVUE BELLEVUE WA1955 TRAVELONG NEW YORK 1909 AIRLINE/AIR CARRIER TRAVELONG NEW YORK 1909 AIRLINE/AIR CARRIER TRAVELONG NEW YORK 1909 AIRLINE/AIR CARRIER Check 1231 - Lisa Sharron JW MARRIOTT HOTELWESHOUSTON 6611 LODGING ONE TRAVEL.COM LAS VEGAS 1009 AIRLINE/AIR CARRIER TRAVELONG NEW YORK 2509 AIRLINE/AIR CARRIER BANK OF AMERICA - 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BKOFAMERICA MOBILE 03/19 3662 DEPOSIT *MOBILE FL 0 Best Buy 0 0 Xoom Corporation Amazon.com Costco Wholesale CHECKCARD 0128 THE COMMONS WOODINVILLE WA x2000 Draft 0210# 0210 - CVDS 0 0 0 0 Transfer 0 Draft 0199# 0199 - Country village Day School Draft 0205# 0205 - CVDS Draft 000201 - CVDS EKIDSROOM.COM Withdrawal Home Banking - Transfer To Share 0000 SDFCU Online 05/28/2015 11:25 3144 Withdrawal Home Banking - Transfer To Share 0001 SDFCU Online 09/02/2015 10:45 0183 Draft 0222# 0222 - CVDS MICROSOFT *STORE x--778 PS001P0J52D --7676 PAYPAL *SGMLAWGROUP x --7733 Check 1078 - Construction Concepts Best Buy Microsoft Online Banking transfer to CHK 0403 Confirmation# 0601 CHECKCARD 0130 REGAL CINEMAS BELLA BOT REDMOND WA x3189 French American DES:FACTS ID:1426 INDN:Santiago Angulo CO ID:9470 French American DES:FACTS ID:1426 INDN:Santiago Angulo CO ID:9470 French American DES:FACTS ID:1426 INDN:Santiago Angulo CO ID:9470 American Express American Express ZURI FURNITURE LLC ZDALLAS --9874 Draft 0226# 0226 - 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--- sentence: Redeem Now CHECKCARD 0208 RED MANGO-REDMOND WA REDMOND WA x0546 Withdrawal Home Banking - Transfer To Share 0001 SDFCU Online 10/07/2015 10:22 2431 Chase CC SV Amex - Blue BALANCE TRANSFER CHECK 0318 USAAPR 5.99% EXPIRES 10/2016 Check 1666 - Transfer to SDFCU Online Banking transfer to CHK 0403 Confirmation# 4156 BALANCE CONSOLIDATION ALEXANDRIA VA Withdrawal Home Banking - Transfer To Share 0001 SDFCU Online Sep. 16 2015 17:51 Ref: 4230 BOA CC SV Home Banking - Transfer To Share 0001 SDFCU Online 04/05/2015 20:48 9718 Draft 0170# 0170 - Greystome Homes Online Banking transfer to Sav 4195 Confirmation# 3380 Online Banking transfer to Sav 4195 Confirmation# 4753 Amex - Gold BALANCE CONSOLIDATION ALEXANDRIA VA Diamond Parking Check 1230 - Transfer to SV SDFCU savings acct Online Banking transfer to CHK 0403 Confirmation# 6408 Withdrawal Home Banking - Transfer To Share 0000 SDFCU Online 07/06/2015 10:37 3816 Draft 0208# 0208 - Coldwell Banker Barn - New house Earnest Money Home Banking - 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TYPE: DIRECT DEP ID: 1101 CO: AMAZON GLOBAL RE ACH ECC PPD ACH Trace 5905 GLOVER RUSSELL OPEN SOLUTIONS L DES:PAYROLL ID:x0878 INDN:SANTIAGO ANGULO CO ID:1360 GLOVER RUSSELL OPEN SOLUTIONS L DES:PAYROLL ID:x0878 INDN:SANTIAGO ANGULO CO ID:1360 0 0 Deposit AMAZON GLOBAL RE - TYPE: DIRECT DEP ID: 1101 CO: AMAZON GLOBAL RE ACH ECC PPD ACH Trace 5905 OPEN SOLUTIONS L DES:PAYROLL ID:x0878 INDN:SANTIAGO ANGULO CO ID:1360 OPEN SOLUTIONS L DES:PAYROLL ID:x0878 INDN:SANTIAGO ANGULO CO ID:1360 Amazon.com Amazon.com OPEN SOLUTIONS L DES:PAYROLL ID:x0878 INDN:SANTIAGO ANGULO CO ID:1360 OPEN SOLUTIONS L DES:PAYROLL ID:x0878 INDN:SANTIAGO ANGULO CO ID:1360 0 CHECKCARD 0209 Amazon *Mktplce EU-DE AMAZON.DE x6787 CHECKCARD 0209 CARLA J BAUMAN BELLEVUE WA x0056 GLOVER RUSSELL 0 Amazon.com GLOVER RUSSELL OPEN SOLUTIONS L DES:PAYROLL ID:x0878 INDN:SANTIAGO ANGULO CO ID:1360 OPEN SOLUTIONS L DES:PAYROLL ID:x0878 INDN:SANTIAGO ANGULO CO ID:1360 Wire Income Amazon.com CHECKCARD 0209 HAIR MASTERS REDMOND WA x9096 Amazon.com CHECKCARD 0209 MENCHIE`S FROZEN YOGURT KIRKLAND WA x3982 OPEN SOLUTIONS L DES:PAYROLL ID:x0878 INDN:SANTIAGO ANGULO CO ID:1360 CHECKCARD 0209 MENCHIE`S FROZEN YOGURT KIRKLAND WA x4014 GLOVER RUSSELL CHECKCARD 0209 TRADER JOE'S #140 QPS REDMOND WA x4250 OPEN SOLUTIONS L DES:PAYROLL ID:x0878 INDN:SANTIAGO ANGULO CO ID:1360 Amazon.com CHECKCARD 0210 Amazon *Mktplce EU-DE AMAZON.DE x8572 CHECKCARD 0210 Amazon *Mktplce EU-DE AMAZON.DE x8572 CHECKCARD 0210 Amazon *Mktplce EU-DE AMAZON.DE x9096 CHECKCARD 0210 Amazon *Mktplce EU-DE AMAZON.DE x9096 CHECKCARD 0210 SIMPLEPRINTS INC --3179 CA x5739 CHECKCARD 0211 TOP POT DOUGHNUTS REDM REDMOND WA x4048 CHECKCARD 0212 AMAZON.DE PAYMENTS AMAZON.DE WA x1748 CHECKCARD 0212 ARCO#x5920 REDMOND WA x0344 CHECKCARD 0212 ARENA SPORTS REDMOND 4612 WA x0931 CHECKCARD 0212 PINKABELLA CUPCAKES KIRKLAND WA x6061 CHECKCARD 0213 GOOD2GO REPLENISHMENT --8246 WA x1558 CHECKCARD 0214 LA QUEMADA REDMOND WA x0256 CHECKCARD 0214 LA SUPERIOR REDMOND MAR REDMOND WA x7506 CHECKCARD 0216 OLIVE GARDEN x3185 KIRKLAND WA x0002 CHECKCARD 0216 SPECIALTYS CAFE & BAKE SEATTLE WA x1974 CHECKCARD 0217 DAIRY QUEEN #x2522 REDMOND WA x2012 CHECKCARD 0219 BELLA CLEANERS REDMOND WA x0171 CHECKCARD 0219 GOOD2GO REPLENISHMENT --8246 WA x4380 CHECKCARD 0219 SHELL OIL x7809 KIRKLAND WA x0554 INTEREST CHARGE ON BALANCE TRANSFERS INTEREST CHARGE ON BALANCE TRANSFERS CHECKCARD 0219 ZEEKS PIZZA REDMOND REDMOND WA x1406 CHECKCARD 0220 AMAZON MKTPLACE PMTS AMZN.COM/BILLWA x9491 CHECKCARD 0220 AMAZON.COM AMZN.COM/BIL AMZN.COM/BILLWA x5349 CHECKCARD 0220 EVERYTHING PARTY REDMOND WA x9739 CHECKCARD 0220 STIA PUBLIC PARKING SEATAC WA x0178 CHECKCARD 0221 CHEESECAKE SOUTH CENTER TUKWILA WA x0282 CHECKCARD 0221 HAIR MASTERS REDMOND WA x7141 CHECKCARD 0222 AMAZON MKTPLACE PMTS AMZN.COM/BILLWA x1029 CHECKCARD 0222 AMAZON.DE PAYMENTS AMAZON.DE WA x8708 CHECKCARD 0222 GOOD2GO REPLENISHMENT --8246 WA x6110 CHECKCARD 0222 HUDSONNEWS ST579 SEATAC WA x1038 CHECKCARD 0223 Amazon *Mktplce EU-DE AMAZON.DE x5163 CHECKCARD 1230 CASEY JR CART LAKE BUENA VIFL x6466 CHECKCARD 1230 COSMIC RAY'S STARLI LAKE BUENA VIFL x1238 CHECKCARD 1230 LIBERTY SQ TURKEY W LAKE BUENA VIFL x1212 CHECKCARD 1230 MICKEY'S STAR TRADE LAKE BUENA VIFL x1998 CHECKCARD 0224 AMAZON MKTPLACE PMTS AMZN.COM/BILLWA x0273 CHECKCARD 0224 AMAZON MKTPLACE PMTS AMZN.COM/BILLWA x2732 OPEN SOLUTIONS L DES:PAYROLL ID:x0878 INDN:SANTIAGO ANGULO CO ID:1360 CHECKFREE SERVIC DES:PAYROLL ID:x0878 INDN:SANTIAGO ANGULO CO ID:1080 CHECKFREE SERVIC DES:PAYROLL ID:x0878 INDN:SANTIAGO ANGULO CO ID:1080 Deposit AMAZON GLOBAL RE - 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KOHLS x x7601 NE UNION REDMOND WA Card 15 #7547 Withdrawal Visa Debit Card - AMERICAN AIR2870 FORT WORTH TX Date 04/13/16 x x x 3001 Card 15 #7547 Withdrawal Visa Debit Card - AMERICAN AIR2871 FORT WORTH TX Date 04/13/16 x x x 3001 Card 15 #7547 Withdrawal Visa Debit Card - CARLA J BAUMAN BELLEVUE WA Date 04/14/16 x x x 8011 Card 15 #7547 Withdrawal Visa Debit Card - STARBUCKS #x0324 BELLEVUE Bellevue WA Date 04/14/16 x x x 5814 Card 15 #7547 DEVRY DOWNERS GRO 7700 IMP*CALLTOPARK 00000SPOKANE 10624AD5 7276 IMP*CALLTOPARK 00000SPOKANE 12497A 7276 Withdrawal #x12 - TARGET T-0995 x7700 NE 76th St Redmond WA Card 15 #7547 Deposit #x90 - State Department FCU Mobile Alexandria VA Check hold release 04/19/16 1.13 LA FITNESS LA FITNESS Withdrawal Visa Debit Card - Amazon Prime Now Amazon.com/Bi WA Date 04/17/16 x x x 5999 Card 15 #7547 Online Banking transfer to CHK 4354 Confirmation# 0547 Online Banking transfer to CHK 4354 Confirmation# 2812 Withdrawal Visa Debit Card - RED ROBIN NO 134 REDMOND WA Date 04/15/16 x x x 5812 Card 15 #7547 American Express Bill Payment Online Banking transfer to CHK 4354 Confirmation# 6266 AVANGATE*ULTRAEDIT.CREDWOOD CIT 1614 CHECKCARD 0415 ARENA SPORTS REDMOND 4612 WA x1265 DELAWARE DIV OF CORPDOVER 027DRM388BY HTTP://CORP.DELAWARE.
--- sentence: CHECKCARD 0415 OVERLAKE INTERNAL MEDIC BELLEVUE WA x5623 Deposit #x65 - State Department FCU Mobile Alexandria VA Check hold release 03/17/16 200.00 Check hold release 03/18/16 4800.00 CHECKCARD 0415 SUNNY TERIYAKI REDMOND WA x1372 CHECKCARD 0416 SUPER BRIGHT CAR WASH REDMOND WA x0931 COSTCO WHOLESALE WOODINVILLE 7701 ELECTRONIC PAYMENT RECEIVED-THA FOTOLIA - ZZKDTOWTYx--229 ZZKDTOWTY1TZZKDTOWTY1T6 0364 PAYMENT - THANK YOU PAYMENT - THANK YOU Mission Possible - Check 1582 Online Banking transfer from CHK 0403 Confirmation# 4189 PAYMENT - THANK YOU Online Banking transfer to Sav 4195 Confirmation# 4189 PAYMENT - THANK YOU SKILLET DINER SEATTLE --7414 THE HOME DEPOT 04/15 #9555 PURCHASE THE HOME DEPOT 47 REDMOND WA THE HOME DEPOT 04/16 #4931 REFUND THE HOME DEPOT 47 REDMOND WA THE HOME DEPOT 04/16 #8395 PURCHASE THE HOME DEPOT 47 REDMOND WA VALUE VILLAGE- 04/15 #8971 PURCHASE VALUE VILLAGE-102 REDMOND WA INTEREST CHARGE ON PURCHASES Payment Thank You INTEREST CHARGE ON PURCHASES INTEREST CHARGE ON PURCHASES Payment Thank You Bill Pa Withdrawal Visa Debit Card - 06 BARTELL DRUGS REDMOND WA Date 04/16/16 x x x 5912 Card 15 #7547 American Express Bill Payment Chase Credit Cards Bill Payment PETSMART INC 2 01/08 #6563 PURCHASE PETSMART INC 2055 BELLEVUE WA CHECKCARD 0417 THE BISTRO @THE HOLLYWO WOODINVILLE WA x3127 Pied Piped Music School - Check 1675 Deposit AMAZON.COMx23 - TYPE: Misc.
--- sentence: Paym ID: 8319 CO: AMAZON.COM8723 ACH ECC CCD ACH Trace 0523 POINTS FOR YOUR CHARGES CREDIT POINTS FOR YOUR CHARGES CREDIT POINTS FOR YOUR CHARGES CREDIT POINTS FOR YOUR CHARGES CREDIT POINTS FOR YOUR CHARGES CREDIT COSTCO WHSE #0 04/19 #0843 PURCHASE COSTCO WHSE #0747 WOODINVILLE WA POLLOS A LA BRAZA MAORLANDO x --1111 PSE - PUGET SOUND ENERGY Bill Payment INTEREST CHARGE ON PURCHASES INTEREST CHARGE ON PURCHASES PUBLIX SUPER M 01/07 #5722 PURCHASE PUBLIX SUPER MAR WESTON FL INTEREST CHARGE ON PURCHASES INTEREST CHARGE ON BALANCE TRANSFERS INTEREST CHARGE ON PURCHASES ELECTRONIC PAYMENT RECEIVED-THA Deposit Dividend 0.100% - APY Earned 0.10% 02/01/16 to 02/29/16 Deposit Dividend 0.100% - APY Earned 0.10% 03/01/16 to 03/31/16 Payment Thank You Bill Pa Withdrawal #x08 - QUALITY FOOD CEN x 161 REDMOND WA Card 15 #7547 Deposit Home Banking Transfer - From Share 0000 SDFCU Online 03/25/2016 22:01 2437 QFC QFC Deposit Home Banking Transfer - From Share 0000 SDFCU Online 03/30/2016 23:04 4160 Withdrawal # - 06 BARTELL DRUGS REDMOND BELLA BAOT REDMOND WA Card 15 #7547 Withdrawal Bill Payment - #0008 AMAZON.COM SEATTLE WA Card 15 #7547 Withdrawal Bill Payment - #9408 AMAZON.COM SEATTLE WA Card 15 #7547 Withdrawal Visa Debit Card - AMAZON MKTPLACE PMTS AMZN.COM/BILL WA Date 04/19/16 x x x 5942 Card 15 #7547 Deposit MONTHLY REWARDS - TYPE: CASHBACK ID: 7920 CO: MONTHLY REWARDS ACH ECC PPD ACH Trace 7524 DEVRY DOWNERS GRO 7700 Withdrawal Visa Debit Card - Amazon Prime Now Tips Amazon.com/Bi WA Date 04/19/16 x x x 5999 Card 15 #7547 Withdrawal Visa Debit Card - THE VEGGIE GRILL SEATTLE WA Date 04/18/16 x x x 5812 Card 15 #7547 CHECKCARD 0419 ARCO#x5920 REDMOND WA x0011 FRED MEYER FRE 04/19 #1752 PURCHASE FRED MEYER FRED M REDMOND WA Greystone - HOA - Check 1581 DOMAIN NAMES/HOSTINGSCOTTSDALE 8244 (480)-2500 DOMAIN NAMES/HOSTINGSCOTTSDALE 8577 (480)-2500 Draft 0245# 0245 QUALITY FOOD C 04/20 #4529 PURCHASE QUALITY FOOD CEN REDMOND WA SCHOLASTIC DES:PAYMENT Check :1601 INDN:0223 CO ID:1270 EB *ALLIANCE OF ANGESAN FRANCIS JCJ4F7T 7200 TOTAL INTEREST FOR THIS PERIOD TOTAL INTEREST FOR THIS PERIOD WHOLEFDS RMD 1 04/20 #8460 PURCHASE WHOLEFDS RMD 102 Redmond WA RICOH RMS AMAZON SEATTLE x --0283 American Express Bill Payment CHASE CREDIT CARDS Bill Payment Withdrawal Bill Payment - #8208 AMAZON.COM SEATTLE WA Card 15 #7547 CHECKCARD 0421 GOOD2GO REPLENISHMENT --8246 WA x7374 SDFCU CR CD PMT DES:PAYMENT ID:2951 INDN:VILLANUEVASANDRA CO ID:1470 SEARS Bill Payment Deposit #x66 - State Department FCU Mobile Alexandria VA Check hold release 04/25/16 25.00 SEARS Bill Payment THE HOME DEPOT 04/22 #9609 REFUND THE HOME DEPOT 47 REDMOND WA Sears CC SV Seattle Children's hospital -Check 1193 SHELL OIL 52720REDMOND 0912 AUTO FUEL DISPENSER UPWORK**Ex7494 MOUNTAIN VI Tx7494 Tx7494 x4043 PAYMENT - THANK YOU TU *TRANSUNION --3292 CA 9278 FID BKG SVC LLC DES:MONEYLINE ID:Xx6900 TD68Y INDN:SANTIAGO ANGULO CO ID:0368 STANDARD PARKING x2091 FID BKG SVC LLC DES:MONEYLINE ID:Xx6900 TP0H1 INDN:SANTIAGO ANGULO CO ID:0368 State Department FCU - Bank - BASIC CHECKING State Department FCU - Bank - REGULAR SAVINGS State Department FCU - CC Finance Charges Fiserv Inc. DES:T EDeposit ID:x0878TE INDN:Angulo Santiago CO ID:7000 Withdrawal #x69 - SHERWIN WILLIAMS x0800 KIRKLAND WA Card 15 #7547 Withdrawal Visa Debit Card - MAGIC NAIL SALON REDMOND WA Date 04/21/16 x x x 7230 Card 15 #7547 FOTOLIA - FKFWR3Q5LG--229 FKFWR3Q5LG4FKFWR3Q5LG4E 0364 FOTOLIA - HF7E4EZQAx--229 HF7E4EZQA9MHF7E4EZQA9MK 0364 FOTOLIA - PTNFSHUSZE--229 PTNFSHUSZEDPTNFSHUSZEDY 0364 Withdrawal #x00 - QUALITY FOOD CEN x 161 REDMOND WA Card 15 #7547 Withdrawal Visa Debit Card - HAIR MASTERS REDMOND WA Date 04/23/16 x x x 7230 Card 15 #7547 Withdrawal Visa Debit Card - HAIR MASTERS REDMOND WA Date 04/23/16 x x x 7230 Card 15 #7547 AT&T MOBILITY Bill Payment CHECKCARD 0421 ZEEKS PIZZA REDMOND REDMOND WA x0933 FRY'S ELECTRON 02/20 #3223 PURCHASE FRY'S ELECTRONICS RENTON WA Future Scholar Bill Payment Future Scholar Bill Payment COMCAST CABLE COMMUNICATIONS Bill Payment COSTCO GAS #07 04/25 #7400 PURCHASE COSTCO GAS #0747 WOODINVILLE WA COSTCO WHSE #0 04/25 #9601 PURCHASE COSTCO WHSE #0747 WOODINVILLE WA NETFLIX.COM -- x6030 DVD RENTALS GUM.CO/TJIZ SAN FRANCIS 1_CH_7V4M2M 3486 HARVARD BUSINESS SERLEWES --7400 THE KNIFE HALLANDALEHALLANDALE 3242 HEADOUT.COM NEW YORK CI 1_CH_17SIOJ 0100 TICKETMASTER SEATTLE SEA12FEF x- 0888 hhhh HOME DEPOT CREDIT SERVICES Bill Payment Travel Med Protect Green Bay TM3366 x---2900 Home Depot Credit Services Bill Payment Online Banking Transfer Conf# j74cpz2zv; Villanueva TREEHOUSE*TREEHOUSE ORLANDO B2VQXRP --2130 HUDSONNEWS ST579 00SEATAC --7711 IFI #2 02/24 #0686 WITHDRWL 887 SPRING ST. NW ATLANTA GA TRELLO*TRELLO NEW YORK 2X4HVGP --2733 IFI #2 02/24 #0686 WITHDRWL 887 SPRING ST. NW ATLANTA GA FE IFI #2 02/24 #4723 WITHDRWL 887 SPRING ST. NW ATLANTA GA TU *TRANSUNION --3292 CA IFI #2 02/24 #4723 WITHDRWL 887 SPRING ST. NW ATLANTA GA FE IFI #2 02/25 #0493 WITHDRWL 887 SPRING ST. NW ATLANTA GA UBER UBER --103 4D4N4R4 1039 IFI #2 02/25 #0493 WITHDRWL 887 SPRING ST. NW ATLANTA GA FE IFI #2 02/25 #5817 WITHDRWL 887 SPRING ST. NW ATLANTA GA IFI #2 02/25 #5817 WITHDRWL 887 SPRING ST. NW ATLANTA GA FE IMP*CALLTOPARK 00000SPOKANE 1x0005DFCD0 7276 IMP*CALLTOPARK 00000SPOKANE 10588C75 7276 UBER UBER --103 NT4R9JY 1039 QUALITY FOOD C 04/24 #1859 PURCHASE QUALITY FOOD CEN REDMOND WA RITE AID STORE 04/23 #2974 PURCHASE RITE AID STORE - REDMOND WA IN *STELLA LLC BURLINGTON 071IAIZ5TRF 2022 Insurance Reimbursement - Greystone - Deposit #x59 - State Department FCU Mobile Alexandria VA Check hold release 03/29/16 200.00 Check hold release 03/30/16 823.00 Insurance Reimbusrment -- BKOFAMERICA MOBILE 03/26 4940 DEPOSIT *MOBILE FL THE HOME DEPOT 04/22 #7374 PURCHASE THE HOME DEPOT 47 REDMOND WA VIRGIN AMERICA 90000SAN FRANCIS ATNEXL --7334 Withdrawal Visa Debit Card - CHIPOTLE 0688 LYNNWOOD WA Date 04/24/16 x x x 5814 Card 15 #7547 INTEREST CHARGE ON BALANCE TRANSFERS See All Tags WA SECRETARY OF STATTUMWATER --5238 INTEREST CHARGE ON BALANCE TRANSFERS See All Tags WAL-MART #1578 01/12 #8525 PURCHASE WAL-MART #1578 ROSWELL GA INTEREST CHARGE ON CASH ADVANCES INTEREST CHARGE ON CASH ADVANCES CHASE CREDIT CARDS Bill Payment Payment Thank You Bill Pa WHOLEFDS RMD 1 01/17 #6847 PURCHASE WHOLEFDS RMD 102 Redmond WA WINN-DIXIE # 12/31 #9541 PURCHASE WINN-DIXIE #0 3 JUPITER FL INTEREST CHARGE ON PURCHASES INTEREST CHARGE ON PURCHASES QUALITY FOOD C 04/26 #9962 PURCHASE QUALITY FOOD CEN REDMOND WA COSTCO WHSE #0 04/27 #5443 PURCHASE COSTCO WHSE #0747 WOODINVILLE WA Interest Earned Withdrawal #x15 - QUALITY FOOD CEN x 161 REDMOND WA Card 15 #7547 RENEWAL MEMBERSHIP FEE INTEREST CHARGE ON PURCHASES See All Tags INTEREST CHARGE ON PURCHASES See All Tags INTEREST CHARGED ON PURCHASES INTEREST CHARGED ON PURCHASES State of WA - Secretary of State - Check 2486 Withdrawal Visa Debit Card - MACY*S .COM #x --6229 OH Date 04/26/16 x x x 5311 Card 15 #7547 INTEREST CHRG CREDIT ADJ Interest Earned Interest Earned Withdrawal Visa Debit Card - SAFESPLASH SWIM SCHOOL --1885 WA Date 04/25/16 x x x 8299 Card 15 #7547 Withdrawal #x37 - USPS 1870 N CORPORATE L WESTON FL Card 15 #7547 Withdrawal #x46 - VICTORIA'S SECRET STORES x1401 NW 12TH ST MIAMI FL Card 15 #7547 Automatic Transfer from CHK 0403 Confirmation# 5056 INTUIT *QB ONLINE --680 IGS_1836 SOFTWARE INTUIT *QB ONLINE --680 IGS_1878 SOFTWARE Automatic Transfer to SAV 4195 Confirmation# 5056 Withdrawal #x66 - DAIRY QUEEN # x2801 W SUNRISE BL SUNRISE FL Card 15 #7547 CHECKCARD 0426 GRAND PEKING REDMOND REDMOND WA x2067 JP Morgan - Check 1565 Jury Duty - King County - BKOFAMERICA MOBILE 02/29 9275 DEPOSIT *MOBILE FL KENNETH L MORTON BELLEVUE WA King County Finance Bill Payment Withdrawal #x88 - COSTCO WHSE #x 8629 120TH AVE NE KIRKLAND WA Card 15 #7547 LA FITNESS LA FITNESS Withdrawal #x94 - QUALITY FOOD CEN x 161 REDMOND WA Card 15 #7547 LA FITNESS Withdrawal # - 06 BARTELL DRUGS REDMOND BELLA BAOT REDMOND WA Card 15 #7547 Withdrawal # - 06 BARTELL DRUGS REDMOND BELLA BAOT REDMOND WA Card 15 #7547 Withdrawal # - 06 BARTELL DRUGS REDMOND BELLA BAOT REDMOND WA Card 15 #7547 LA FITNESS CHECKCARD 0426 SHELL OIL x7809 KIRKLAND WA x0984 Deposit AMAZON GLOBAL RE - TYPE: DIRECT DEP ID: 1101 CO: AMAZON GLOBAL RE ACH ECC PPD ACH Trace 7006 Deposit AMAZON GLOBAL RE - TYPE: DIRECT DEP ID: 1101 CO: AMAZON GLOBAL RE ACH ECC PPD ACH Trace 7006 Deposit AMAZON.COMx04 - TYPE: Misc.
--- sentence: Paym ID: 8319 CO: AMAZON.COM1204 ACH ECC CCD ACH Trace 3202 Withdrawal Adjustment Credit - Voucher REGISTER@FAA 3399XNE 7815 VA Date 01/11/16 x x x 9399 Card 15 #7547 Withdrawal Bill Payment - #0004 AMAZON.COM SEATTLE WA Card 15 #7547 Withdrawal Bill Payment - #0006 AMAZON.COM SEATTLE WA Card 15 #7547 Withdrawal Bill Payment - #0009 AMAZON.COM SEATTLE WA Card 15 #7547 EB *AOA WORKSHOP-EQUSAN FRANCIS 8V4G8JP 7200 LATE FEE LATINAMERICANMALLS.CPANAMA x --3992 Withdrawal Bill Payment - #1106 AMAZON.COM SEATTLE WA Card 15 #7547 Withdrawal Bill Payment - #1406 AMAZON.COM SEATTLE WA Card 15 #7547 Withdrawal Bill Payment - #2106 AMAZON.COM SEATTLE WA Card 15 #7547 LOCAL TERRY AVENUE SEATTLE 1202 RESTAURANT Withdrawal Bill Payment - #2604 AMAZON.COM SEATTLE WA Card 15 #7547 LOCAL TERRY AVENUE SEATTLE 4332 RESTAURANT LOWESTFARE COM NORWALK 1304 AIRLINE/AIR CARRIER Luis Angulo - Check 1567 Luis Angulo - Check 1568 Luis Angulo - Check 1569 Luis Angulo - Check 1570 Luis Angulo - Check 1571 Withdrawal Bill Payment - #8194 AMAZON.COM SEATTLE WA Card 15 #7547 Withdrawal Bill Payment - #8808 AMAZON.COM SEATTLE WA Card 15 #7547 Luis Angulo - Check 1572 Luis Angulo - Check 1574 Luis Ortega - Check 1198 Withdrawal CENLAR FSB - TYPE: BILL PAYMT ID: M5550 CO: CENLAR FSB ACH ECC PPD ACH Trace 3754 Luis Ortega - Check 1564 TREEHOUSE*TREEHOUSE ORLANDO GWMSC84 --2130 Withdrawal DISCOVER CARD SE - TYPE: BILL PAYMT ID: M5550 CO: DISCOVER CARD SE ACH ECC PPD ACH Trace 8949 Withdrawal Home Banking - Transfer To Share 0000 SDFCU Online 01/16/2016 11:11 x6760 Interest interest on cash advances Withdrawal NORTHLAKE ACADEM - TYPE: BILL PAYMT ID: M5550 CO: NORTHLAKE ACADEM ACH ECC PPD ACH Trace 6304 interest interest on cash advances Withdrawal Visa Debit Card - Amazon Prime Now Amazon.com/Bi WA Date 01/15/16 x x x 5999 Card 15 #7547 Finance Charges Withdrawal Visa Debit Card - Amazon Prime Now Tips Amazon.com/Bi WA Date 01/18/16 x x x 5999 Card 15 #7547 Withdrawal Bill Payment - #5108 AMAZON.COM SEATTLE WA Card 15 #7547 Withdrawal Visa Debit Card - RICOH RMS-AMAZON SEATTLE WA Date 04/27/16 x x x 5044 Card 15 #7547 M RESORT 32 DRAFT BAHENDERSON 1000 M RESORT VIG DELI HENDERSON 1000 Withdrawal Visa Debit Card - AMZ L2 COFFEE x5083 SEATTLE WA Date 01/19/16 x x x 5814 Card 15 #7547 M RESORT VIG DELI HENDERSON 1000 M RESORT VIP POOL BAHENDERSON 1000 M RESORT VIP POOL BAHENDERSON 1000 M RESORT VIP POOL BAHENDERSON 1000 CHECKCARD 0428 GOOD2GO REPLENISHMENT --8246 WA x1925 CHECKFREE SERVIC DES:PAYROLL ID:x0878 INDN:SANTIAGO ANGULO CO ID:1080 CHECKFREE SERVIC DES:PAYROLL ID:x0878 INDN:SANTIAGO ANGULO CO ID:1080 MANDALAY FLEUR DE LYLAS VEGAS --5733 MARJORIE RESTAURANT SEATTLE --3995 Withdrawal Visa Debit Card - CITY OF REDMOND PARKS DEP REDMOND WA Date 01/10/16 x x x 9399 Card 15 #7547 Withdrawal Visa Debit Card - DKNY SUNRISE SUNRISE FL Date 01/05/16 x x x 5691 Card 15 #7547 Withdrawal Visa Debit Card - FARE START - DOWNTOWN RET SEATTLE WA Date 01/14/16 x x x 5813 Card 15 #7547 MARSHALLS MARS 03/29 #8647 PURCHASE MARSHALLS MARSHAL REDMOND WA Deposit AMAZON.COMx04 - TYPE: Misc.
--- sentence: Paym ID: 8319 CO: AMAZON.COM1404 ACH ECC CCD ACH Trace 6759 MET RE-INS CO DES:INS PAYMNT ID:1703 INDN:ANGULO SANTIAGO CO ID:9025 Monthly Maintenance Fee Online Banking Transfer Conf# 10cyapkl4; GLOVER RUSSELL METROPOLITAN PRO DES:INS PAYMNT ID:1703 INDN:ANGULO SANTIAGO CO ID:2132 MILAGRO CANTINA 6500KIRKLAND 6157 Online Banking Transfer Conf# 10cyapkl4; GLOVER RUSSELL USPS0265 04/29 #2591 PURCHASE USPS0265/16 REDMOND WA Monthly Maintenance Fee Monthly Maintenance Fee WASTE MANAGEMENT Bill Payment Withdrawal Visa Debit Card - LILLY NAIL SALON & REDMOND WA Date 01/10/16 x x x 7298 Card 15 #7547 MORGAN STANLEY S DES:DIR CREDIT ID:KG26US4CMYO2 INDN:SANDRA VILLANUEVA CO ID:9362 Music School - Check 1196 Withdrawal Visa Debit Card - OVERLAKE MEDICAL CLINICS REDMOND WA Date 01/16/16 x x x 8062 Card 15 #7547 NATIONAL CAR RENTAL 877=860=128 EHIx0351 WWW.HTALLC.COM Withdrawal Visa Debit Card - RED ROBIN NO 134 REDMOND WA Date 01/12/16 x x x 5812 Card 15 #7547 NETFLIX.COM -- 4579 DVD RENTALS Withdrawal Visa Debit Card - REGAL CINEMAS BELLA BOTEG REDMOND WA Date 01/30/16 x x x 7832 Card 15 #7547 Withdrawal Visa Debit Card - REGISTER@FAA 3399XNE --7815 VA Date 01/10/16 x x x 9399 Card 15 #7547 NETFLIX.COM -- 8261 DVD RENTALS Withdrawal Visa Debit Card - AMZ L2 SCO x7885 SEATTLE WA Date 04/28/16 x x x 5814 Card 15 #7547 Withdrawal Visa Debit Card - TOP POT DOUGHNUTS-SOUT SEATTLE WA Date 04/28/16 x x x 5814 Card 15 #7547 NINE FINE IRISH MEN LAS VEGAS --5733 Withdrawal Visa Debit Card - SAVORY BROTH SEATTLE WA Date 01/22/16 x x x 5814 Card 15 #7547 Withdrawal Visa Debit Card - SBARRO 824 MIAMI FL Date 01/03/16 x x x 5814 Card 15 #7547 Withdrawal Visa Debit Card - SBARRO 824 MIAMI FL Date 01/03/16 x x x 5814 Card 15 #7547 Withdrawal Visa Debit Card - SBARRO 824 MIAMI FL Date 01/03/16 x x x 5814 Card 15 #7547 Northlake Academy - Check 1197 Withdrawal Visa Debit Card - SFO PEET'S COFFEE SAN FRANCISCO CA Date 01/08/16 x x x 5812 Card 15 #7547 Withdrawal Visa Debit Card - SHULA BURGER Fx2165 FORT LAUDERDA FL Date 01/08/16 x x x 5812 Card 15 #7547 Northlake Academy - Check 1563 Deposit Dividend 0.100% - APY Earned 0.10% 04/01/16 to 04/30/16 EASTSIDE EUROPEAN KIRKLAND WA UPWORK**Ex4657 MOUNTAIN VI Tx4657 Tx4657 x4043 Withdrawal Bill Payment - #1007 AMAZON.COM SEATTLE WA Card 15 #7547 Withdrawal Visa Debit Card - STARBUCKS #x3011 SEATTLE Seattle WA Date 01/14/16 x x x 5814 Card 15 #7547 Withdrawal Bill Payment - #2207 AMAZON.COM SEATTLE WA Card 15 #7547 Online Banking Transfer Conf# 4jlhn5k32; Villanueva Online Banking Transfer Conf# 8qzbbqvyy; GLOVER RUSSELL Online Banking Transfer Conf# co6ope2k6; GLOVER RUSSELL Online Banking Transfer Conf# fffjegjc2; Villanueva Withdrawal Visa Debit Card - T1C STARBUCKS x1514 FORT LAUDERDA FL Date 01/08/16 x x x 5814 Card 15 #7547 Withdrawal Bill Payment - #4807 AMAZON.COM SEATTLE WA Card 15 #7547 Withdrawal Visa Debit Card - THE PLANT CAFE #71 SAN FRANCISCO CA Date 01/08/16 x x x 5812 Card 15 #7547 Withdrawal Visa Debit Card - Mamnoon Street Seattle WA Date 04/29/16 x x x 5812 Card 15 #7547 Online Banking Transfer Conf# xsvp24f9a; Villanueva Withdrawal Visa Debit Card - THE COMMONS WOODINVILLE WA Date 04/29/16 x x x 5812 Card 15 #7547 Withdrawal Visa Debit Card - TIPSY COW BURGER BAR REDMOND WA Date 01/23/16 x x x 5813 Card 15 #7547 Withdrawal Visa Debit Card - TOP POT DOUGHNUTS REDM REDMOND WA Date 01/29/16 x x x 5814 Card 15 #7547 Withdrawal Visa Debit Card - TOP POT DOUGHNUTS REDM REDMOND WA Date 01/29/16 x x x 5814 Card 15 #7547 Online Banking transfer from CHK 0403 Confirmation# 2679 Online Banking transfer from CHK 0403 Confirmation# 3425 Withdrawal Visa Debit Card - US COURTHOUSE CAFE SEATTLE WA Date 01/11/16 x x x 5814 Card 15 #7547 Withdrawal Visa Debit Card - US COURTHOUSE CAFE SEATTLE WA Date 01/13/16 x x x 5814 Card 15 #7547 Withdrawal Visa Debit Card - US COURTHOUSE CAFE SEATTLE WA Date 01/27/16 x x x 5814 Card 15 #7547 CHECKFREE SERVIC DES:PAYROLL ID:x0878 INDN:SANTIAGO ANGULO CO ID:1080 Withdrawal Visa Debit Card - WIGGLE WORKS BELLEVUE WA Date 01/16/16 x x x 7999 Card 15 #7547 Deposit AMAZON GLOBAL RE - TYPE: DIRECT DEP ID: 1101 CO: AMAZON GLOBAL RE ACH ECC PPD ACH Trace 7006 Withdrawal Visa Debit Card - ZEEKS PIZZA REDMOND REDMOND WA Date 01/16/16 x x x 5812 Card 15 #7547 Online Banking Transfer Conf# 10cyapkl4; GLOVER RUSSELL WM SUPERC Wal- 01/12 #9525 PURCHASE WM SUPERC Wal-Mar ROSWELL GA Withdrawal Visa Debit Card - KOHL'S #1136 REDMOND WA Date 04/30/16 x x x 5311 Card 15 #7547 Online Banking transfer from CHK 0403 Confirmation# 7769 Xoom.com DES:DEBIT O ID:8177 INDN:ANGULO SANTIAGO CO ID:1943 YSA DES:YSA REIMB ID:0046 D INDN:ANGULO SANTIAGO CO ID:1872 Online Banking transfer from CHK 0403 Confirmation# 9773 Online Banking transfer from SAV 4195 Confirmation# 0763 Online Banking transfer from SAV 4195 Confirmation# 2448 Withdrawal Visa Debit Card - PANERA BREAD #2266 WOODINVILLE WA Date 04/30/16 x x x 5814 Card 15 #7547 AMAZON MKTPLACE PMTSAMZN.COM/BI G40K14DQLW1 BOOK STORES Online Banking transfer from SAV 4195 Confirmation# 3410 Online Banking transfer from SAV 4195 Confirmation# 3468 Online Banking transfer from SAV 4195 Confirmation# 4011 Online Banking transfer from SAV 4195 Confirmation# 6450 CHECKCARD 0429 POTBELLY #271 REDMOND WA x6213 Online Banking transfer from SAV 4195 Confirmation# 8315 Online Banking transfer to CHK 0403 Confirmation# 0763 Online Banking transfer to CHK 0403 Confirmation# 2448 CHECKCARD 0430 CENTURY THEATRES 1118 BELLEVUE WA x2688 Online Banking transfer to CHK 0403 Confirmation# 3410 Online Banking transfer to CHK 0403 Confirmation# 4011 Online Banking transfer to CHK 0403 Confirmation# 6450 CHECKCARD 0430 CENTURY THEATRES 1118 BELLEVUE WA x3827 Online Banking transfer to CHK 0403 Confirmation# 8315 CHECKCARD 0501 BUCA DI BEPPO-IRVINE LYNNWOOD WA x0265 COSTCO WHSE #0 04/30 #7989 PURCHASE COSTCO WHSE #0747 WOODINVILLE WA Online Banking transfer to CHK 4354 Confirmation# 3425 Online Banking transfer to CHK 4354 Confirmation# 3468 INTEREST CHARGE ON BALANCE TRANSFERS INTEREST CHARGE ON PURCHASES PURCHASE INTEREST CHARGE Online Banking transfer to Sav 4195 Confirmation# 2679 QUALITY FOOD C 04/30 #4718 PURCHASE QUALITY FOOD CEN REDMOND WA Online Banking transfer to Sav 4195 Confirmation# 7769 Online Banking transfer to Sav 4195 Confirmation# 9773 Online scheduled transfer from CHK 0403 Confirmation# 6754 Online scheduled transfer to CHK 4354 Confirmation# 6754 AMAZON WEB SERVICES AWS.AMAZON.
--- sentence: J0YYX0YFJ5X WEB SERVICES Amtrust Bank Bill Payment Chase Home Mortgage Bill Payment OVERDRAFT PROTECTION FROM x4195 OVERDRAFT PROTECTION TO x0403 Overdraft Protection Transfer Fee IPIC REDMOND F&B 000REDMOND x 5601 ELECTRONIC PAYMENT RECEIVED-THA PP*CATHERINEFA SEATTLE --1136 Rich's - Check 1586 STANDARD PARKING x1870 Venkat Neighbor pmnt - BKOFAMERICA MOBILE 05/03 5954 DEPOSIT *MOBILE FL Withdrawal #x00 - QUALITY FOOD CEN x 161 REDMOND WA Card 15 #7547 PAYMENT - THANK YOU See All Tags PAYMENT - THANK YOU See All Tags Withdrawal Adjustment - #0003 AMAZON.COM REFUNDAMAZON.COM SEATTLE WA Card 15 #7547 AMAZON WEB SERVICES AWS.AMAZON.
--- sentence: OXQZWS505G8 WEB SERVICES Luis Ortega - Check 1585 PAYMENT - THANK YOU PAYMENT - THANK YOU Payment Thank You Bill Pa Payment Thank You Bill Pa PASSPORT SEATTLE DES:PAYMENT Check :1584 INDN:PCTBx8749 CO ID:1900 UBER UBER --103 6MFKCR8 1039 PAYMENT - THANK YOU PAYMENT - THANK YOU Withdrawal #x86 - PIER 1 REDMOND WA Card 15 #7547 Withdrawal Bill Payment - #1205 AMAZON.COM SEATTLE WA Card 15 #7547 ELECTRONIC PAYMENT RECEIVED-THA 7433413EV00XTMJG2 PAYMENT - THANK YOU ELECTRONIC PAYMENT RECEIVED-THA Withdrawal CENLAR FSB - TYPE: BILL PAYMT ID: M5550 CO: CENLAR FSB ACH ECC PPD ACH Trace 4055 Payment Thank You ELECTRONIC PAYMENT RECEIVED-THA COSTCO GAS #07 05/05 #3767 PURCHASE COSTCO GAS #0747 WOODINVILLE WA COSTCO WHSE #0 05/05 #3905 PURCHASE COSTCO WHSE #0747 WOODINVILLE WA PBP*SEATTLE PAYBYPHO--778 --7787 PF CHANGS #3700 0016BELLEVUE x --1111 Piep Piped Music School - Check 1192 Fiserv Inc. DES:T EDeposit ID:x0878TE INDN:Angulo Santiago CO ID:7000 PINGO.COM Pingo.com BURLINGTON 2530 www.ibasis.net POINTS RAPID REWARDS--979 x0000 LOYALTYMILES FRED MEYER FRE 05/05 #1974 PURCHASE FRED MEYER FRED M REDMOND WA Withdrawal Visa Debit Card - TUESDAY MORNING # 0534 KIRKLAND WA Date 05/04/16 x x x 5331 Card 15 #7547 AMERICAN EXPRESS Bill Payment BANFIELD WELLNESS PLANS PSE - PUGET SOUND ENERGY Bill Payment PSE - PUGET SOUND ENERGY Bill Payment CHASE CREDIT CARDS Bill Payment CHECKCARD 0505 ARCO#x5920 REDMOND WA x0477 PURCHASE FINANCE CHARGE PURCHASE FINANCE CHARGE PURCHASE FINANCE CHARGE PURCHASE FINANCE CHARGE CHECKCARD 0506 THE CAVE KIRKLAND WA x0364 ELECTRONIC PAYMENT RECEIVED-THA Online Banking transfer from SAV 4195 Confirmation# 2579 PURCHASE INTEREST CHARGE PURCHASE INTEREST CHARGE Online Banking transfer to CHK 0403 Confirmation# 2579 QFC QFC QFC QFC QFC QFC QFC QFC QFC QFC QUALITY FOOD C 03/01 #3714 PURCHASE QUALITY FOOD CEN REDMOND WA QUALITY FOOD C 03/02 #9630 PURCHASE QUALITY FOOD CEN REDMOND WA QUALITY FOOD C 03/06 #8280 PURCHASE QUALITY FOOD CEN REDMOND WA QUALITY FOOD C 03/13 #8710 PURCHASE QUALITY FOOD CEN REDMOND WA QUALITY FOOD C 03/15 #9674 PURCHASE QUALITY FOOD CEN REDMOND WA QUALITY FOOD C 03/18 #8723 PURCHASE QUALITY FOOD CEN REDMOND WA QUALITY FOOD C 03/20 #5292 PURCHASE QUALITY FOOD CEN REDMOND WA QUALITY FOOD C 03/27 #0741 PURCHASE QUALITY FOOD CEN REDMOND WA QUALITY FOOD C 03/27 #2138 PURCHASE QUALITY FOOD CEN REDMOND WA QUALITY FOOD C 03/30 #2270 PURCHASE QUALITY FOOD CEN REDMOND WA QUALITY FOOD C 03/31 #1460 PURCHASE QUALITY FOOD CEN REDMOND WA Pied piped music school - Check 1587 Piep piped music school - Check 1583 Travel Med Protect Green Bay TM3366 x---2900 Withdrawal Visa Debit Card - AMZ L2 SCO x7885 SEATTLE WA Date 05/05/16 x x x 5814 Card 15 #7547 Withdrawal Visa Debit Card - JERSEY MIKE'S SUBS x8011 REDMOND WA Date 05/04/16 x x x 5814 Card 15 #7547 PAYMENT - THANK YOU USPS.COM CLICKNSHIP WASHINGTON -7779 USPS.COM CLICKNSHIP WASHINGTON -7779 Withdrawal #x05 - GAP US 1716 REDMOND WA Card 15 #7547 Withdrawal #x14 - WHBM x3228 16417NE 74THST REDMOND WA Card 15 #7547 Withdrawal #x55 - QUALITY FOOD CEN x 161 REDMOND WA Card 15 #7547 Deposit Home Banking Transfer - From Share 0000 SDFCU Online 05/08/2016 15:05 0031 MILAGRO CANTINA 6500KIRKLAND 6157 Withdrawal Home Banking - Transfer To Share 0001 SDFCU Online 05/08/2016 15:05 0031 Withdrawal Visa Debit Card - BLU SARDINIA REDMOND WA Date 05/07/16 x x x 5812 Card 15 #7547 BANK OF AMERICA - CREDIT CARD Bill Payment Chase Credit Cards Bill Payment CHECKCARD 0506 GOOD2GO REPLENISHMENT --8246 WA x2707 CHECKCARD 0507 RED MANGO-REDMOND WA REDMOND WA x1889 COSTCO WHSE #0 05/09 #2350 PURCHASE COSTCO WHSE #0747 WOODINVILLE WA INTUIT *QB ONLINE --680 IGS_1995 SOFTWARE MACY'S 400 05/07 #3159 PURCHASE MACY'S 400 BEL BELLEVUE WA Payment Thank You Bill Pa RITE AID STORE 03/26 #4615 PURCHASE RITE AID STORE - REDMOND WA PSE - PUGET SOUND ENERGY Bill Payment QUALITY FOOD C 05/08 #6148 PURCHASE QUALITY FOOD CEN REDMOND WA Withdrawal Visa Debit Card - Pasta and Company Bellevu Seattle WA Date 05/06/16 x x x 5812 Card 15 #7547 CHECKCARD 0509 THE TWISTED CAFE WOODINVILLE WA x7297 SCHOLASTIC DES:PAYMENT Check :1602 INDN:0118 CO ID:1270 SCOTTRADE DES:MONEYDIRCT ID:x7922 INDN:SANTIAGO ANGULO CO ID:1330 SCOTTRADE DES:MONEYDIRCT ID:x8040 INDN:SANTIAGO ANGULO CO ID:1330 PAYMENT RECEIVED - THANK YOU COSTCO WHOLESALE WOODINVILLE 7701 HOME DEPOT CREDIT SERVICES Bill Payment INTEREST CHARGED ON PURCHASES PAYMENT RECEIVED - THANK YOU SHUTTERSTOCK.COM --395 1x093-SE STOCK PHOTO LYNDEN KOA LYNDEN 3014 CAMPGROUND SPECIALTYS CAFE BAK-2052 2052 Northlake Academy - Check 1588 STANDARD PARKING x1870 STANDARD PARKING x1870 QUALITY FOOD C 05/10 #0473 PURCHASE QUALITY FOOD CEN REDMOND WA Withdrawal Bill Payment - #7106 AMAZON.COM SEATTLE WA Card 15 #7547 STANDARD PARKING x2091 BALANCE TRANSFER CHECK 0383 USA APR 5.99% EXPIRES 12/2017 Payment Thank You - Image ELECTRONIC PAYMENT RECEIVED-THA COSTCO GAS #07 05/11 #6342 PURCHASE COSTCO GAS #0747 WOODINVILLE WA COSTCO WHSE #0 05/11 #9941 PURCHASE COSTCO WHSE #0747 WOODINVILLE WA STIA PUBLIC PARKING SEATAC --3412 STIA PUBLIC PARKING SEATAC --3412 SW AIR DALLAS 4992 (214) - 4223 SW AIR DALLAS 4992 (214) - 4223 SW AIR DALLAS 4992 (214) - 4223 SW AIR DALLAS 4992 (214) - 4223 SW AIR DALLAS 4992 (214) - 4223 SW AIR DALLAS 4992 (214) - 4223 SW AIR DALLAS 4992 (214) - 4223 SW AIR DALLAS 4992 (214) - 4223 SW AIR DALLAS 4992 (214) - 4223 SW AIR DALLAS 4992 (214) - 4223 SW AIR DALLAS 4992 (214) - 4223 SW AIR DALLAS 4992 (214) - 4223 SW AIR DALLAS 4992 (214) - 4223 SW AIR DALLAS 4992 (214) - 4223 SW AIR DALLAS 4992 (214) - 4223 SW AIR DALLAS 4992 (214) - 4223 Swedish Medical Group -Check 1566 TARGET T- 1770 02/17 #2084 PURCHASE TARGET T- x7700 N Redmond WA Northlake Academy - Draft 0247# 0247 Withdrawal Visa Debit Card - PP*CATHERINEFA SEATTLE WA Date 05/10/16 x x x 8220 Card 15 #7547 PAYMENT - THANK YOU SEARS Bill Payment 06 BARTELL DRU 05/12 #1104 PURCHASE 06 BARTELL DRUGS REDMOND WA CHECKFREE SERVIC DES:PAYROLL ID:x0878 INDN:SANTIAGO ANGULO CO ID:1080 CHECKFREE SERVIC DES:PAYROLL ID:x0878 INDN:SANTIAGO ANGULO CO ID:1080 TICKET FULFILLMENT SSEAFORD 2NHY4K8 --5661 TOTAL INTEREST FOR THIS PERIOD Deposit Discrepancy Adjustment --5386 PURCHASE FINANCE CHARGE TP LAS VEGAS 0073 LAS VEGAS x --3157 Transfer to Sandra Account - Check 1575 Travel Med Protect Green Bay TM3366 x---2900 Travel Med Protect Green Bay TM3366 x---2900 QUALITY FOOD C 05/13 #6823 PURCHASE QUALITY FOOD CEN REDMOND WA QUALITY FOOD C 05/13 #8958 PURCHASE QUALITY FOOD CEN REDMOND WA TREEHOUSE*TREEHOUSE ORLANDO FQDKFPD --2130 State department FCU Credit Card Bill Payment Withdrawal Visa Debit Card - BURGER KING 2440 KIRKLAND WA Date 05/12/16 x x x 5814 Card 15 #7547 TREEHOUSE*TREEHOUSE ORLANDO J62VZP4 --2130 TRELLO*TRELLO NEW YORK 53PTRRY --2733 TSI 980 GOVB TU *TRANSUNION --3292 CA 3787 See All Tags TU *TRANSUNION --3292 CA 4378 See All Tags Withdrawal Visa Debit Card - CARLA J BAUMAN BELLEVUE WA Date 05/12/16 x x x 8011 Card 15 #7547 Withdrawal #x09 - QUALITY FOOD C 8867 161ST AVE NE REDMOND WA Card 15 #7547 Withdrawal #x73 - QUALITY FOOD CEN x 161 REDMOND WA Card 15 #7547 UBER UBER --103 7SQ6V58 1039 UBER UBER --103 CMQJKBY 1039 UBER UBER --103 KSZM82D 1039 UBER UBER --103 MQ8TMYP 1039 UBER UBER --103 N5YCJ3J 1039 U-HAUL OF KIRK 02/28 #0730 PURCHASE U-HAUL OF KIRKL 1 KIRKLAND WA UNITED AIRLINES HOUSTON x0963 WWW.UNITED.COM Withdrawal #x51 - MACY'S 400 BELLA BELLEVUE WA Card 15 #7547 UPWORK**BAL-13MAR MOUNTAIN VI Tx2348 Tx2348 x4043 UPWORK**BAL-20MAR MOUNTAIN VI Tx2817 Tx2817 x4043 Withdrawal #x70 - MACY'S 400 BELLA BELLEVUE WA Card 15 #7547 Withdrawal Visa Debit Card - SQ *KITANDA KIRKLAND WA Date 05/14/16 x x x 5499 Card 15 #7547 BALANCE TRANSFER CHECK 0382 USA APR 5.99% EXPIRES 12/2017 UPWORK**Ex8878 MOUNTAIN VI Tx8878 Tx8878 x4043 BECU Bill Payment CHASE CREDIT CARDS Bill Payment CHECKCARD 0513 ARCO#x5920 REDMOND WA x0411 USPS0265 03/14 #0166 PURCHASE USPS0265/16 REDMOND WA CHECKCARD 0514 GOOD2GO REPLENISHMENT --8246 WA x2816 COSTCO WHSE #0 05/16 #5421 PURCHASE COSTCO WHSE #0008 KIRKLAND WA DISCOVER CARD Bill Payment Future Scholar Bill Payment VON S 1000 SPIRITS SEATTLE --8667 VTS FRIAS A-NORTH LALAS VEGAS x7712 GOVERNMENT SERVICE WAC GARAGE 0011 SEATTLE --7900 Waste Management Bill Payment INTEREST CHARGE ON CASH ADVANCES WATERWORKS FOOD AND BURLINGTON --3525 WELLS FARGO BN 02/22 #1661 WITHDRWL HARTSFLD-ATL IN ATLANTA GA WELLS FARGO BN 02/22 #1661 WITHDRWL HARTSFLD-ATL IN ATLANTA GA FE INTEREST CHARGE ON PURCHASES LA FITNESS LA FITNESS METLIFE P C DES:INS PAYMNT ID:1703 INDN:ANGULO SANTIAGO CO ID:2132 Online Banking transfer from CHK 0403 Confirmation# 0275 Withdrawal #x03 - MACY'S 4 67 CHERRY BURLINGTON VT Card 15 #7547 Online Banking transfer from CHK 0403 Confirmation# 6755 Withdrawal #x06 - EXPRESS LLC SOUTH BURLING VT Card 15 #7547 Online Banking transfer to CHK 4354 Confirmation# 0275 Withdrawal #x08 - MACY'S 4 67 CHERRY BURLINGTON VT Card 15 #7547 Online Banking transfer to CHK 4354 Confirmation# 6755 OREILLY AUTO P 05/15 #4056 PURCHASE OREILLY AUTO PART LYNNWOOD WA Withdrawal #x09 - THE HOME DEPOT 4723 REDMOND WA Card 15 #7547 PAYMENT - THANK YOU PAYMENT - THANK YOU Payment Thank You Bill Pa Withdrawal #x13 - QUALITY FOOD CEN x 161 REDMOND WA Card 15 #7547 QUALITY FOOD C 05/14 #0880 PURCHASE QUALITY FOOD CEN REDMOND WA Withdrawal #x17 - WALGREENS 3717 LAS VEGAS BLV LAS VEGAS NV Card 15 #7547 Withdrawal #x18 - GAP US 1716 REDMOND WA Card 15 #7547 Withdrawal #x18 - H&M TUKWILA WA Card 15 #7547 Withdrawal #x18 - MARSHALLS MARSHALLS REDMOND WA Card 15 #7547 Withdrawal #x21 - TJ TJ MAXX BURLINGTON VT Card 15 #7547 Withdrawal #x24 - THE LIMITED - SOUT SEATTLE WA Card 15 #7547 Withdrawal #x26 - TJ TJ MAXX BURLINGTON VT Card 15 #7547 QUALITY FOOD C 05/15 #7244 PURCHASE QUALITY FOOD CEN REDMOND WA SPORTS AUTHORI 05/14 #7461 PURCHASE SPORTS AUTHORITY BELLEVUE WA Withdrawal #x29 - TARGET T-0995 x7700 NE 76th St Redmond WA Card 15 #7547 Withdrawal #x31 - COSTCO WHSE #x 8629 120TH AVE NE KIRKLAND WA Card 15 #7547 Withdrawal #x34 - DFW TIGIN IRIS DFW AP T-D SV1111 DFW AIRPORT TX Card 15 #7547 Withdrawal #x35 - SHELL Service Station KIRKLAND WA Card 15 #7547 Withdrawal Visa Debit Card - CAROLINA SMOKE BBQ SHOP BOTHELL WA Date 05/16/16 x x x 5812 Card 15 #7547 Withdrawal Visa Debit Card - TRES HERMANOS MEXICAN RES KIRKLAND WA Date 05/13/16 x x x 5813 Card 15 #7547 Withdrawal #x49 - MACY'S 4 67 CHERRY BURLINGTON VT Card 15 #7547 Withdrawal #x51 - COSTCO WHSE #x x4008 SNOHOMISH-WO WOODINVILLE WA Card 15 #7547 American Express Bill Payment Withdrawal #x52 - MACY'S 7400 166T REDMOND WA Card 15 #7547 American Express Bill Payment Deposit AMAZON.COMx82 - TYPE: Misc.
--- sentence: Paym ID: 8319 CO: AMAZON.COM6582 ACH ECC CCD ACH Trace 4392 Withdrawal #x57 - JCPENNEY STORE 0530 S BURLINGTON VT Card 15 #7547 ELECTRONIC PAYMENT RECEIVED-THA ELECTRONIC PAYMENT RECEIVED-THA MAXIMILIEN 6x0004SEATTLE 7270 PP*CATHERINEFA SEATTLE --1136 PP*CATHERINEFA SEATTLE --1136 Withdrawal Visa Debit Card - 68 - RUFAS 2.0 SEATTLE WA Date 05/17/16 x x x 7523 Card 15 #7547 Withdrawal #x69 - WALGREENS 514 FARRELL ST BURLINGTON VT Card 15 #7547 Chase Credit Cards Bill Payment CHECKCARD 0517 BLISSBERRI BELLEVUE WA x3494 Withdrawal #x73 - #x7517 SHAW'S S BURLINGTON VT Card 15 #7547 COSTCO GAS #07 05/18 #0359 PURCHASE COSTCO GAS #0747 WOODINVILLE WA Withdrawal #x74 - JCPENNEY STORE 0696 SEATTLE WA Card 15 #7547 COSTCO WHSE #0 05/18 #0142 PURCHASE COSTCO WHSE #0747 WOODINVILLE WA Withdrawal #x77 - GYMBOREE #0331 S BURLINGTON VT Card 15 #7547 FOTOLIA - SXVZCCCVCR--229 SXVZCCCVCRHSXVZCCCVCRHX 0364 Withdrawal #x85 - JCPENNEY STORE 0530 S BURLINGTON VT Card 15 #7547 Online Banking Transfer Conf# 1emigg5s4; Villanueva Withdrawal #x88 - QUALITY FOOD CEN x 161 REDMOND WA Card 15 #7547 Withdrawal #x91 - ANN TAYLOR LOFT #806 BURLINGTON VT Card 15 #7547 Withdrawal #x99 - MACY'S 500 SOUTH SEATTLE WA Card 15 #7547 Payment Thank You Bill Pa Withdrawal # - 06 BARTELL DRUGS REDMOND BELLA BAOT REDMOND WA Card 15 #7547 Withdrawal Visa Debit Card - POTBELLY #271 REDMOND WA Date 05/17/16 x x x 5812 Card 15 #7547 Withdrawal Visa Debit Card - 68 - RUFAS 2.0 SEATTLE WA Date 05/17/16 x x x 7523 Card 15 #7547 Fiserv Inc. DES:T EDeposit ID:x0878TE INDN:Angulo Santiago CO ID:7000 Luis Ortega - Check 1603 QUALITY FOOD C 05/18 #6182 PURCHASE QUALITY FOOD CEN REDMOND WA QUALITY FOOD C 05/19 #1854 PURCHASE QUALITY FOOD CEN REDMOND WA QUALITY FOOD C 05/19 #9247 PURCHASE QUALITY FOOD CEN REDMOND WA Withdrawal Adjustment - #0604 AMAZON.COM REFUNDAMAZON.COM SEATTLE WA Card 15 #7547 Withdrawal Bill Payment - #3307 AMAZON.COM SEATTLE WA Card 15 #7547 Withdrawal Adjustment - #5506 AMAZON.COM REFUNDAMAZON.COM SEATTLE WA Card 15 #7547 Withdrawal Adjustment - #7428 MACY'S 500 SOUTH SEATTLE WA Card 15 #7547 Withdrawal Adjustment Credit - Voucher Amazon Prime Now Amazon.com/Bi WA Date 02/12/16 x x x 5999 Card 15 #7547 CHECKCARD 0519 STARBUCKS #x3222 REDMON Redmond WA x8906 COSTCO GAS #07 05/20 #0156 PURCHASE COSTCO GAS #0747 WOODINVILLE WA COSTCO WHSE #0 05/20 #9804 PURCHASE COSTCO WHSE #0747 WOODINVILLE WA QUALITY FOOD C 05/20 #4448 PURCHASE QUALITY FOOD CEN REDMOND WA TOTAL INTEREST FOR THIS PERIOD TOTAL INTEREST FOR THIS PERIOD Withdrawal #x26 - TOYS R US #x 103 110TH AVE N.E.
--- sentence: BELLEVUE WA Card 15 #7547 Withdrawal Bill Payment - #0340 AMAZON.COM SEATTLE WA Card 15 #7547 Withdrawal Bill Payment - #0906 AMAZON.COM SEATTLE WA Card 15 #7547 Withdrawal #x26 - TOYS R US #x 103 110TH AVE N.E.
--- sentence: BELLEVUE WA Card 15 #7547 Withdrawal Bill Payment - #1008 AMAZON.COM SEATTLE WA Card 15 #7547 Withdrawal #x82 - QUALITY FOOD CEN x 161 REDMOND WA Card 15 #7547 Withdrawal # - 06 BARTELL DRUGS REDMOND BELLA BAOT REDMOND WA Card 15 #7547 Withdrawal Bill Payment - #2304 AMAZON.COM SEATTLE WA Card 15 #7547 Withdrawal Adjustment - #3826 TOYS R US #x 103 110TH AVE N.E.
--- sentence: BELLEVUE WA Card 15 #7547 Withdrawal Bill Payment - #0004 AMAZON.COM SEATTLE WA Card 15 #7547 Withdrawal Bill Payment - #3609 AMAZON.COM SEATTLE WA Card 15 #7547 Withdrawal Bill Payment - #4204 AMAZON.COM SEATTLE WA Card 15 #7547 Withdrawal Bill Payment - #4404 AMAZON.COM SEATTLE WA Card 15 #7547 Withdrawal Bill Payment - #0012 AMAZON.COM SEATTLE WA Card 15 #7547 Withdrawal Bill Payment - #2707 AMAZON.COM SEATTLE WA Card 15 #7547 Withdrawal Bill Payment - #9608 AMAZON.COM SEATTLE WA Card 15 #7547 Withdrawal Bill Payment - #5206 AMAZON.COM SEATTLE WA Card 15 #7547 Withdrawal Bill Payment - #6209 AMAZON.COM SEATTLE WA Card 15 #7547 Withdrawal Bill Payment - #6607 AMAZON.COM SEATTLE WA Card 15 #7547 Withdrawal Bill Payment - #6905 AMAZON.COM SEATTLE WA Card 15 #7547 AT&T MOBILITY Bill Payment BEVERAGES & MO 05/21 #1551 PURCHASE BEVERAGES & MORE REDMOND WA CHECKCARD 0519 ARENA SPORTS REDMOND 4612 WA x8778 CHECKCARD 0521 GOOD2GO REPLENISHMENT --8246 WA x2965 Withdrawal Bill Payment - #8809 AMAZON.COM SEATTLE WA Card 15 #7547 Withdrawal Bill Payment - #9306 AMAZON.COM SEATTLE WA Card 15 #7547 COSTCO WHSE #0 05/23 #4802 PURCHASE COSTCO WHSE #0747 WOODINVILLE WA QUALITY FOOD C 05/23 #5360 PURCHASE QUALITY FOOD CEN REDMOND WA TU *TRANSUNION --3292 CA 7350 Withdrawal CENLAR FSB - TYPE: BILL PAYMT ID: M5550 CO: CENLAR FSB ACH ECC PPD ACH Trace 2050 Withdrawal Visa Debit Card - MIDORI BAKERY REDMOND WA Date 05/21/16 x x x 5462 Card 15 #7547 CHECKCARD 0523 STARBUCKS #x0378 REDMON Redmond WA x7614 Withdrawal CENLAR FSB - TYPE: BILL PAYMT ID: M5550 CO: CENLAR FSB ACH ECC PPD ACH Trace 9325 ELECTRONIC PAYMENT RECEIVED-THA Withdrawal Home Banking - Transfer To Share 0001 SDFCU Online 03/25/2016 22:01 2437 Withdrawal Home Banking - Transfer To Share 0001 SDFCU Online 03/30/2016 23:04 4160 Deposit Home Banking Transfer - From Share 0000 SDFCU Online 05/24/2016 11:02 2434 Insurance Policy -- BKOFAMERICA MOBILE 05/24 2835 DEPOSIT *MOBILE FL LYNDEN KOA LYNDEN 5297 CAMPGROUND NETFLIX.COM -- x2705 DVD RENTALS PP*CATHERINEFA SEATTLE --1136 Withdrawal Visa Debit Card - 10-PIN TAP SPORTING PU KIRKLAND WA Date 02/08/16 x x x 5812 Card 15 #7547 Withdrawal Visa Debit Card - ACT*Redmond Parks& --4881 TX Date 03/17/16 x x x 9399 Card 15 #7547 QUALITY FOOD C 05/23 #2039 PURCHASE QUALITY FOOD CEN REDMOND WA Withdrawal #x42 - MARSHALLS MARSHALLS REDMOND WA Card 15 #7547 Withdrawal Visa Debit Card - Amazon Prime Now Amazon.com/Bi WA Date 02/12/16 x x x 5999 Card 15 #7547 Withdrawal #x52 - QUALITY FOOD CEN x 161 REDMOND WA Card 15 #7547 Withdrawal Visa Debit Card - Amazon Prime Now Tips Amazon.com/Bi WA Date 02/14/16 x x x 5999 Card 15 #7547 Withdrawal Home Banking - Transfer To Share 0001 SDFCU Online 05/24/2016 11:02 2434 Withdrawal Visa Debit Card - Amazon Services-Kindle --8851 WA Date 03/02/16 x x x 5735 Card 15 #7547 Withdrawal Visa Debit Card - AMAZON MKTPLACE PMTS AMZN.COM/BILL WA Date 05/24/16 x x x 5942 Card 15 #7547 Withdrawal Visa Debit Card - BATTERIES PLUS #89 BELLEVUE WA Date 05/23/16 x x x 5999 Card 15 #7547 Withdrawal Visa Debit Card - AMERICAN AIR5885 FORT WORTH TX Date 03/05/16 x x x 3001 Card 15 #7547 Withdrawal Visa Debit Card - AMERICAN AIR8216 FORT WORTH TX Date 03/12/16 x x x 3001 Card 15 #7547 Withdrawal Visa Debit Card - AMZ L2 COFFEE x5083 SEATTLE WA Date 03/01/16 x x x 5814 Card 15 #7547 Withdrawal Visa Debit Card - STARBUCKS #x0378 REDMOND Redmond WA Date 05/23/16 x x x 5814 Card 15 #7547 Adjustment/Correction Of Posted Item Withdrawal Visa Debit Card - ANGELINAS PANINI BAR PHILADELPHIA PA Date 03/13/16 x x x 5814 Card 15 #7547 Withdrawal Visa Debit Card - ARCO#x5920 REDMOND WA Date 02/23/16 x x x 5542 Card 15 #7547 Amazon reimbursement BKOFAMERICA MOBILE 05/25 4466 DEPOSIT *MOBILE FL Withdrawal Visa Debit Card - BELLA VIE NAIL SPA WILLISTON VT Date 03/11/16 x x x 7230 Card 15 #7547 Withdrawal Visa Debit Card - BJ'S RESTAURANT --1560 WA Date 02/01/16 x x x 5812 Card 15 #7547 COMCAST CABLE COMMUNICATIONS Bill Payment Nathalie Race - FRSTGVG*HOPEWORKS -- x --8655 Withdrawal Visa Debit Card - BURGER KING MAx2028 LAS VEGAS NV Date 03/25/16 x x x 5814 Card 15 #7547 Withdrawal Visa Debit Card - BUSHNELL CRAFT LLC REDMOND WA Date 02/26/16 x x x 5813 Card 15 #7547 TARGET T- 1770 05/24 #9268 PURCHASE TARGET T- x7700 N Redmond WA Withdrawal Visa Debit Card - CACTUS SOUTHLAKE UNION SEATTLE WA Date 02/25/16 x x x 5812 Card 15 #7547 Withdrawal Visa Debit Card - CARLA J BAUMAN BELLEVUE WA Date 02/09/16 x x x 8011 Card 15 #7547 Withdrawal Bill Payment - #8109 AMAZON.COM SEATTLE WA Card 15 #7547 Withdrawal Visa Debit Card - RICOH RMS-AMAZON SEATTLE WA Date 05/24/16 x x x 5044 Card 15 #7547 - 901 FIFTH AVSEATTLE 2000 CHECKCARD 0524 MENCHIE`S FROZEN YOGURT KIRKLAND WA x5692 CHECKCARD 0525 STARBUCKS #x2810 SEATTL Seattle WA x3384 CHECKCARD 0525 STARBUCKS #x3261 SEATTL Seattle WA x7677 COEUR D ALENE RESORTCOEUR D ALE --4000 Withdrawal Visa Debit Card - FAT TUESDAY MANDALAY BAY LAS VEGAS NV Date 03/24/16 x x x 5812 Card 15 #7547 Greystone HOA Bill Payment Withdrawal Visa Debit Card - GARAGE CAFE x4720 SEATTLE WA Date 03/14/16 x x x 5814 Card 15 #7547 Withdrawal Visa Debit Card - HAIR MASTERS REDMOND WA Date 03/05/16 x x x 7230 Card 15 #7547 Withdrawal Visa Debit Card - HAIR MASTERS REDMOND WA Date 03/18/16 x x x 7230 Card 15 #7547 Interest Earned MACY'S EAST #368 Withdrawal Visa Debit Card - HUDSONNEWS ST539 SEATAC WA Date 03/05/16 x x x 5994 Card 15 #7547 Withdrawal Visa Debit Card - INKSESAME & POSTAGRAM 4848 CA Date 02/28/16 x x x 5734 Card 15 #7547 Withdrawal Visa Debit Card - INKSESAME & POSTAGRAM 4848 CA Date 02/28/16 x x x 5734 Card 15 #7547 Withdrawal #x07 - ANN TAYLOR LOFT #x 268 BELLEVUE SQUAR BELLEVUE WA Card 15 #7547 Withdrawal Bill Payment - #0004 AMAZON.COM SEATTLE WA Card 15 #7547 Withdrawal Visa Debit Card - KENNETH L MORTON BELLEVUE WA Date 03/18/16 x x x 8011 Card 15 #7547 Withdrawal Visa Debit Card - CACTUS BELLEVUE SQUARE BELLEVUE WA Date 05/25/16 x x x 5812 Card 15 #7547 Withdrawal Visa Debit Card - LA SUPERIOR REDMOND MART REDMOND WA Date 02/06/16 x x x 5499 Card 15 #7547 Withdrawal Visa Debit Card - LA SUPERIOR REDMOND MART REDMOND WA Date 03/20/16 x x x 5499 Card 15 #7547 Withdrawal Visa Debit Card - INSPA BELLEVUE SQUARE BELLEVUE WA Date 05/25/16 x x x 7298 Card 15 #7547 Withdrawal Visa Debit Card - LAKE CHAMPLAIN CHO BURLINGTON VT Date 03/10/16 x x x 5441 Card 15 #7547 Withdrawal Visa Debit Card - Leunigs Bistro Burlington VT Date 03/10/16 x x x 5812 Card 15 #7547 Automatic Transfer from CHK 0403 Confirmation# 6441 Withdrawal Visa Debit Card - MAGIC NAIL SALON REDMOND WA Date 02/05/16 x x x 7230 Card 15 #7547 Automatic Transfer to SAV 4195 Confirmation# 6441 CHECKCARD 0525 TATS DELICATESSEN INC- SEATTLE WA x0620 Withdrawal Visa Debit Card - MCDONALD'S F3317 KIRKLAND WA Date 02/23/16 x x x 5814 Card 15 #7547 CHECKCARD 0526 AUNTIE ANNE'S WA101 BELLEVUE WA x5007 Deposit AMAZON GLOBAL RE - TYPE: DIRECT DEP ID: 1101 CO: AMAZON GLOBAL RE ACH ECC PPD ACH Trace 5214 Deposit AMAZON GLOBAL RE - TYPE: DIRECT DEP ID: 1101 CO: AMAZON GLOBAL RE ACH ECC PPD ACH Trace 5214 Withdrawal Visa Debit Card - PEET'S COFFEE & TEA --6547 PA Date 03/06/16 x x x 5814 Card 15 #7547 QUALITY FOOD C 05/27 #5369 PURCHASE QUALITY FOOD CEN REDMOND WA SAFEWAY FUEL 05/27 #7198 PURCHASE SAFEWAY FUEL 1 CLE ELUM WA TREEHOUSE*TREEHOUSE ORLANDO H8YQYZP --2130 UPWORK**Ex3633 MOUNTAIN VI Tx3633 Tx3633 x4043 Withdrawal #x63 - QUALITY FOOD CEN x 161 REDMOND WA Card 15 #7547 Withdrawal Visa Debit Card - RED ROBIN NO 19 REDMOND WA Date 02/13/16 x x x 5812 Card 15 #7547 Withdrawal Bill Payment - #0105 AMAZON.COM SEATTLE WA Card 15 #7547 Withdrawal Visa Debit Card - RED MANGO-REDMOND WA REDMOND WA Date 05/26/16 x x x 5814 Card 15 #7547 Withdrawal Visa Debit Card - SAFESPLASH SWIM SCHOOL --1885 WA Date 05/25/16 x x x 8299 Card 15 #7547 Withdrawal Visa Debit Card - SQ *KITANDA KIRKLAND WA Date 05/26/16 x x x 5499 Card 15 #7547 Withdrawal Visa Debit Card - RUNSIGNUP.COM --1360 NJ Date 01/31/16 x x x 7999 Card 15 #7547 Withdrawal Visa Debit Card - SAFESPLASH SWIM SCHOOL --1885 WA Date 02/25/16 x x x 8299 Card 15 #7547 Withdrawal Visa Debit Card - SAFESPLASH SWIM SCHOOL --1885 WA Date 03/03/16 x x x 8299 Card 15 #7547 Withdrawal Visa Debit Card - SAFESPLASH SWIM SCHOOL --1885 WA Date 03/25/16 x x x 8299 Card 15 #7547 Withdrawal Visa Debit Card - SQ *KITANDA KIRKLAND WA Date 05/26/16 x x x 5499 Card 15 #7547 Withdrawal #x72 - MRS HONEYPEEPS SWEET SHOP COEUR D ALENE ID Card 15 #7547 Withdrawal Visa Debit Card - CDA RESORT TITO S COEUR D ALENE ID Date 05/28/16 x x x 5812 Card 15 #7547 Withdrawal Visa Debit Card - SERIOUS PIE WESTLAKE SEATTLE WA Date 02/10/16 x x x 5812 Card 15 #7547 COEUR D ALENE RESORTCOEUR D ALE --4000 Withdrawal Visa Debit Card - SPECIALTYS CAFE & BAKE SEATTLE WA Date 02/10/16 x x x 5814 Card 15 #7547 Withdrawal Visa Debit Card - SPECIALTYS CAFE & BAKE SEATTLE WA Date 03/29/16 x x x 5814 Card 15 #7547 Withdrawal Visa Debit Card - SQ *ATHENA'S FOOD T SEATTLE WA Date 02/24/16 x x x 5814 Card 15 #7547 Withdrawal Visa Debit Card - SQ *FRENCH BAKERY AT THE Woodinville WA Date 02/26/16 x x x 5813 Card 15 #7547 Withdrawal #x12 - QUALITY FOOD CEN x 161 REDMOND WA Card 15 #7547 Withdrawal # - 06 BARTELL DRUGS REDMOND BELLA BAOT REDMOND WA Card 15 #7547 Withdrawal # - 06 BARTELL DRUGS REDMOND BELLA BAOT REDMOND WA Card 15 #7547 Withdrawal Visa Debit Card - RESORT GOLF COURSE COEUR D ALENE ID Date 05/29/16 x x x 7992 Card 15 #7547 BKOFAMERICA ATM 05/30 #3137 WITHDRWL MERCER ISLAND MERCER ISLAND WA CHECKCARD 0527 GOOD2GO REPLENISHMENT --8246 WA x5508 Withdrawal Visa Debit Card - STARBUCKS #x0390 BELLEVUE Bellevue WA Date 03/27/16 x x x 5814 Card 15 #7547 Withdrawal Visa Debit Card - STARBUCKS #x3223 BELLEVUE Bellevue WA Date 03/05/16 x x x 5814 Card 15 #7547 Withdrawal Visa Debit Card - STARBUCKS #x3393 MERCER I Mercer Island WA Date 03/26/16 x x x 5814 Card 15 #7547 Withdrawal Visa Debit Card - STARBUCKS B GAx1558 LAS VEGAS NV Date 03/25/16 x x x 5814 Card 15 #7547 Withdrawal Visa Debit Card - STARBUCKS STORE x3473 SOUTH BURLING VT Date 03/08/16 x x x 5814 Card 15 #7547 Withdrawal Visa Debit Card - STARBUCKS STORE x3473 SOUTH BURLING VT Date 03/11/16 x x x 5814 Card 15 #7547 CHECKCARD 0527 MCDONALD'S Fx3976 CLE ELUM WA x6424 CHECKCARD 0529 RESORT GOLF COURSE SNAC COEUR D ALENEID x0249 CHECKCARD 0530 CHEVRON 5179 ELLENSBURG WA x6851 Withdrawal Visa Debit Card - THE MONKEY HOUSE WINOOSKI VT Date 03/12/16 x x x 5812 Card 15 #7547 Withdrawal Visa Debit Card - THE SKINNY PANCAKE SOUTH BURLING VT Date 03/12/16 x x x 5812 Card 15 #7547 Withdrawal Visa Debit Card - THE SKINNY PANCAKE SOUTH BURLING VT Date 03/13/16 x x x 5812 Card 15 #7547 CHECKCARD 0530 LA SUPERIOR REDMOND MAR REDMOND WA x5329 Withdrawal Visa Debit Card - TINY THAI RESTAURANT WINOOSKI VT Date 03/12/16 x x x 5812 Card 15 #7547 Withdrawal Visa Debit Card - TOP POT DOUGHNUTS REDM REDMOND WA Date 02/05/16 x x x 5814 Card 15 #7547 Withdrawal Visa Debit Card - TOP POT DOUGHNUTS-SOUT SEATTLE WA Date 03/14/16 x x x 5814 Card 15 #7547 CHECKFREE SERVIC DES:PAYROLL ID:x0878 INDN:SANTIAGO ANGULO CO ID:1080 CHECKFREE SERVIC DES:PAYROLL ID:x0878 INDN:SANTIAGO ANGULO CO ID:1080 CITY OF REDMOND WA Bill Payment Withdrawal Visa Debit Card - WENDYS #652 LAS VEGAS NV Date 03/21/16 x x x 5814 Card 15 #7547 Withdrawal Visa Debit Card - WWW KIRKLANDPARKS NET --3300 WA Date 02/02/16 x x x 9399 Card 15 #7547 COSTCO WHSE #0 05/31 #8070 PURCHASE COSTCO WHSE #0747 WOODINVILLE WA Deposit Dividend 0.100% - APY Earned 0.10% 05/01/16 to 05/31/16 Withdrawal Visa Debit Card - ZEN GARDENS SOUTH BURLING VT Date 03/06/16 x x x 5812 Card 15 #7547 x1104NVMRSPENN 03/23 #5262 WITHDRWL x2300 LAS VEGAS B HENDERSON NV x1104NVMRSPENN 03/23 #5262 WITHDRWL x2300 LAS VEGAS B HENDERSON NV FE PIER 1 IMPORTS 05/31 #7113 PURCHASE PIER 1 IMPORTS BELLEVUE WA ZEEKS PIZZA REDMOND Withdrawal CENLAR FSB - TYPE: BILL PAYMT ID: M5550 CO: CENLAR FSB ACH ECC PPD ACH Trace 8843 CHECKFREE SERVIC DES:PAYROLL ID:x0878 INDN:SANTIAGO ANGULO CO ID:1080 COSTCO WHSE #0 06/01 #8390 PURCHASE COSTCO WHSE #0747 WOODINVILLE WA Deposit AMAZON GLOBAL RE - TYPE: DIRECT DEP ID: 1101 CO: AMAZON GLOBAL RE ACH ECC PPD ACH Trace 5214 Online Banking Transfer Conf# c05elpweq; GLOVER RUSSELL PIER x x0307 PP*CATHERINEFA SEATTLE --1136 Withdrawal Bill Payment - #9205 AMAZON.COM SEATTLE WA Card 15 #7547 Withdrawal Visa Debit Card - ARCO#x5920 REDMOND WA Date 06/01/16 x x x 5542 Card 15 #7547 FID BKG SVC LLC DES:MONEYLINE ID:Xx6900 VM0AT INDN:SANTIAGO ANGULO CO ID:0368 INTEREST CHARGE ON BALANCE TRANSFERS INTEREST CHARGE ON BALANCE TRANSFERS INTEREST CHARGE ON PURCHASES Online Banking transfer from CHK 0403 Confirmation# 3102 Online Banking transfer to CHK 4354 Confirmation# 3102 PURCHASE INTEREST CHARGE STANDARD PARKING x1870 AMAZON WEB SERVICES AWS.AMAZON.
--- sentence: P7RFDGPULYU WEB SERVICES American Express Bill Payment Amtrust Bank Bill Payment Chase Home Mortgage Bill Payment COSTCO GAS #07 06/03 #0807 PURCHASE COSTCO GAS #0747 WOODINVILLE WA COSTCO WHSE #0 06/03 #4160 PURCHASE COSTCO WHSE #0747 WOODINVILLE WA Deposit AMAZON.COMx65 - TYPE: Misc.
--- sentence: Paym ID: 8319 CO: AMAZON.COM2365 ACH ECC CCD ACH Trace 6553 Draft 0248# 0248 | Northlake Academy ELECTRONIC PAYMENT RECEIVED-THA HOME DEPOT CREDIT SERVICES Bill Payment MES*RINGCENTRAL INCBELMONT x x x4002 QUALITY FOOD C 06/03 #9855 PURCHASE QUALITY FOOD CEN REDMOND WA Withdrawal Visa Debit Card - INK CARDS & POSTAGRAM --4848 CA Date 06/02/16 x x x 5947 Card 15 #7547 Travel Med Protect Green Bay TM3366 x---2900 AMERICAN EXPRESS Bill Payment BANFIELD WELLNESS PLANS CHASE CREDIT CARDS Bill Payment CHECKCARD 0602 MAZATLANRESTAURANT17 WOODINVILLE WA x9375 CHECKCARD 0605 JACKS BBQ SEATTLE WA x6343 CHECKCARD 0605 TIPSY COW BURGER BAR REDMOND WA x0195 COSTCO WHSE #0 06/05 #5751 PURCHASE COSTCO WHSE #0747 WOODINVILLE WA ELECTRONIC PAYMENT RECEIVED-THA QUALITY FOOD C 06/05 #9094 PURCHASE QUALITY FOOD CEN REDMOND WA AMAZON MKTPLACE PMTS AMAZON MKTPLACE PMTS BANK OF AMERICA - CREDIT CARD Bill Payment Chase Credit Cards Bill Payment Check 1605 | Concrete by Dave COSTCO WHSE #0 06/07 #0116 PURCHASE COSTCO WHSE #0747 WOODINVILLE WA Online Banking transfer from CHK 0403 Confirmation# 3997 Online Banking transfer to CHK 4354 Confirmation# 3997 PAYMENT - THANK YOU Payment Thank You Bill Pa PP*CATHERINEFA SEATTLE --1136 American Express Bill Payment American Express Bill Payment BITESQUAD --7122 MN Check 1578 | Luis CHECKCARD 0607 GOOD2GO REPLENISHMENT --8246 WA x4033 Counter Credit Deposit Home Banking Transfer - From Share 0000 SDFCU Online 06/08/2016 14:12 7399 Deposit Home Banking Transfer - From Share 0000 SDFCU Online 06/08/2016 15:03 7569 Draft 0249# 0249 ELECTRONIC PAYMENT RECEIVED-THA ELECTRONIC PAYMENT RECEIVED-THA Online Banking transfer from SAV 4195 Confirmation# 9801 Online Banking transfer to CHK 0403 Confirmation# 9801 PSE - PUGET SOUND ENERGY Bill Payment Withdrawal Home Banking - Transfer To Share 0001 SDFCU Online 06/08/2016 14:12 7399 Withdrawal Home Banking - Transfer To Share 0001 SDFCU Online 06/08/2016 15:03 7569 COSTCO WHSE #0 06/09 #0308 PURCHASE COSTCO WHSE #0747 WOODINVILLE WA COSTCO WHSE #0 06/09 #9165 PURCHASE COSTCO WHSE #0747 WOODINVILLE WA Deposit Home Banking Transfer - From Share 0000 SDFCU Online 06/09/2016 16:12 1593 Draft 0250# 0250 INTUIT *QB ONLINE --680 IGS_0298 SOFTWARE QUALITY F 8867 06/09 #6990 PURCHASE QUALITY F 7 16 REDMOND WA STATE DEPT FCU DES:TRIALCREDT ID:2341 INDN:SANDRA VILLANUEVA CO ID:1770 STATE DEPT FCU DES:TRIALCREDT ID:2343 INDN:SANDRA VILLANUEVA CO ID:1770 STATE DEPT FCU DES:TRIALDEBIT ID:2345 INDN:SANDRA VILLANUEVA CO ID:3770 Withdrawal at ATM #x90 - FIRST TECH 555 TERRY AVE N SEATTLE WA Card 15 #7547 Withdrawal Home Banking - Transfer To Loan 9516 SDFCU Online 06/09/2016 14:30 1283 Withdrawal Home Banking - Transfer To Loan 9516 SDFCU Online 06/09/2016 18:24 1952 Withdrawal Home Banking - Transfer To Share 0001 SDFCU Online 06/09/2016 16:12 1593 Xoom.com DES:DEBIT O ID:7640 INDN:ANGULO SANTIAGO CO ID:1943 AMAZON WEB SERVICES AWS.AMAZON.
--- sentence: P7RVBVFNR92 DIRECT MKTG MISC BKOFAMERICA ATM 06/10 #2190 WITHDRWL QFC NORTH REDMON REDMOND WA Check 1606 | High Rack CP INTEREST CHARGED ON PURCHASES NORTON *NP8423NORTON.COM/ 3WDHP3YLH SOFTWARE Online Banking Transfer Conf# ryuw640mt; Villanueva PAYMENT - THANK YOU SEARS Bill Payment TJ TJ M 06/10 #5147 PURCHASE TJ TJ MAXX BELLEVUE WA Withdrawal #x15 - QUALITY FOOD CEN x 161 REDMOND WA Card 15 #7547 Withdrawal #x34 - QUALITY FOOD CEN x 161 REDMOND WA Card 15 #7547 Withdrawal Visa Debit Card - SERIOUS PIE WESTLAKE SEATTLE WA Date 06/09/16 x x x 5812 Card 15 #7547 DEVRY UNIVERSITY INCDOWNERS GRO --7700 Withdrawal #x08 - TARGET T-0339 4053 Factoria Squa Bellevue WA Card 15 #7547 Withdrawal Visa Debit Card - BB *KIDSQUEST MUSEUM BELLEVUE WA Date 06/10/16 x x x 8398 Card 15 #7547 IPIC REDMOND F&B 000REDMOND x 5601 IPIC REDMOND F&B 000REDMOND x 5601 PURCHASE FINANCE CHARGE Withdrawal Visa Debit Card - CHIPOTLE 1364 BELLEVUE WA Date 06/11/16 x x x 5814 Card 15 #7547 CHECKCARD 0610 NOVILHOS BRAZILIAN STEA BELLEVUE WA x4203 CHECKCARD 0611 BEVERAGES & MORE #157 REDMOND WA x5183 CHECKCARD 0611 GOOD2GO REPLENISHMENT --8246 WA x2304 CHECKCARD 0611 IPIC THEATERS REDMOND REDMOND WA x8017 CHECKCARD 0612 ARCO#x3231 BELLEVUE WA x0372 COSTCO WHSE #0 06/13 #7287 PURCHASE COSTCO WHSE #0008 KIRKLAND WA PETSMART INC 3 06/13 #6388 PURCHASE PETSMART INC 378 WOODINVILLE WA SHERWIN WILLIA 06/13 #5005 PURCHASE SHERWIN WILLIAMS KIRKLAND WA SPORTS AUTHORI 06/11 #0647 PURCHASE SPORTS AUTHORITY BELLEVUE WA TARGET T- 4053 06/10 #3425 PURCHASE TARGET T- 4053 Fa Bellevue WA Withdrawal #x00 - PETSMART INC x x7845 GARDEN WAY N WOODINVILLE WA Card 15 #7547 Withdrawal Bill Payment - #0007 AMAZON.COM SEATTLE WA Card 15 #7547 Withdrawal Bill Payment - #0084 AMAZON.COM SEATTLE WA Card 15 #7547 Withdrawal Bill Payment - #0095 AMAZON.COM SEATTLE WA Card 15 #7547 Withdrawal Bill Payment - #2208 AMAZON.COM SEATTLE WA Card 15 #7547 Withdrawal Bill Payment - #6705 AMAZON.COM SEATTLE WA Card 15 #7547 Withdrawal Bill Payment - #7004 AMAZON.COM SEATTLE WA Card 15 #7547 Withdrawal Visa Debit Card - AMAZON MKTPLACE PMTS AMZN.COM/BILL WA Date 06/13/16 x x x 5942 Card 15 #7547 Withdrawal Visa Debit Card - AMAZON MKTPLACE PMTS AMZN.COM/BILL WA Date 06/13/16 x x x 5942 Card 15 #7547 Withdrawal Visa Debit Card - COSTCO CHECKS & FORMS DECATUR GA Date 06/13/16 x x x 2741 Card 15 #7547 Check 1607 | Concrete by Dave QUALITY F 8867 06/14 #2132 PURCHASE QUALITY F 7 16 REDMOND WA Withdrawal #x08 - AMAZON.COM SEATTLE WA Card 15 #7547 Withdrawal Bill Payment - #0108 AMAZON.COM SEATTLE WA Card 15 #7547 Withdrawal Bill Payment - #8807 AMAZON.COM SEATTLE WA Card 15 #7547 Withdrawal Visa Debit Card - AMAZON MKTPLACE PMTS AMZN.COM/BILL WA Date 06/14/16 x x x 5942 Card 15 #7547 Check 1609 | Pipe piped Musci School CHECKFREE SERVIC DES:PAYROLL ID:x0878 INDN:SANTIAGO ANGULO CO ID:1080 INTEREST CHARGE ON CASH ADVANCES INTEREST CHARGE ON PURCHASES King County Finance Bill Payment METROPOLITAN PRO DES:INS PAYMNT ID:1703 INDN:ANGULO SANTIAGO CO ID:2132 QUALITY F 8867 06/15 #3115 PURCHASE QUALITY F 7 16 REDMOND WA State department FCU Credit Card Bill Payment Withdrawal Visa Debit Card - AMAZON MKTPLACE PMTS AMZN.COM/BILL WA Date 06/15/16 x x x 5942 Card 15 #7547 Withdrawal Visa Debit Card - AMZ L2 SCO x7885 SEATTLE WA Date 06/14/16 x x x 5814 Card 15 #7547 Withdrawal Visa Debit Card - BITESQUAD --7122 MN Date 06/13/16 x x x 7299 Card 15 #7547 Withdrawal Visa Debit Card - PP*CATHERINEFA SEATTLE WA Date 06/14/16 x x x 8220 Card 15 #7547 BKOFAMERICA MOBILE 06/16 2926 DEPOSIT *MOBILE FL CHASE CREDIT CARDS Bill Payment CHECKCARD 0615 CENTURYLINKCONVCTRCONC SEATTLE WA x3204 Future Scholar Bill Payment LA FITNESS LA FITNESS Payment Thank You Bill Pa PAYPAL DES:INST XFER ID:ANYWALLART INDN:SANTIAGO ANGULO CO ID:PAYP PAYPAL DES:INST XFER ID:HEDGESPECIA INDN:SANTIAGO ANGULO CO ID:PAYP PAYPAL DES:INST XFER ID:KYLESARGE85 INDN:SANTIAGO ANGULO CO ID:PAYP UPWORK**Ex4030 MOUNTAIN VI Tx4030 Tx4030 x4043 UPWORK**Ex4388 MOUNTAIN VI Tx4388 Tx4388 x4043 Withdrawal # - 36 BARTELL DRUGS 1001 MERCER ST SEATTLE WA Card 15 #7547 Withdrawal at ATM #x03 - FIRST TECH 555 TERRY AVE N SEATTLE WA Card 15 #7547 Withdrawal Bill Payment - #7508 AMAZON.COM SEATTLE WA Card 15 #7547 Withdrawal Bill Payment - #8006 AMAZON.COM SEATTLE WA Card 15 #7547 BECU Bill Payment CHECKCARD 0615 SHELL OIL x7205 REDMOND WA x2117 CHECKCARD 0616 SQ *ACAI AND ESPRESSO L Kirkland WA x4856 CHECKCARD 0616 USCUSTOMS TRUSTEDTRAVEL --4887 IN x2749 COSTCO GAS #07 06/17 #0949 PURCHASE COSTCO GAS #0747 WOODINVILLE WA COSTCO WHSE #0 06/17 #0297 PURCHASE COSTCO WHSE #0747 WOODINVILLE WA DISCOVER CARD Bill Payment FOTOLIA - OMVZQIGVAV--229 OMVZQIGVAVTOMVZQIGVAVTC 0364 FX MCRORY'S SEATTLE 9353 PAYMENT - THANK YOU Withdrawal Visa Debit Card - AMZ L2 SCO x7885 SEATTLE WA Date 06/16/16 x x x 5814 Card 15 #7547 Withdrawal Visa Debit Card - GARAGE CAFE x4720 SEATTLE WA Date 06/16/16 x x x 5814 Card 15 #7547 Withdrawal Visa Debit Card - SPECIALTY'S CAFE & BAK SEATTLE WA Date 06/16/16 x x x 5814 Card 15 #7547 Withdrawal #x23 - GYMBOREE #0383 SEATTLE WA Card 15 #7547 Withdrawal #x65 - COSTCO WHSE #0747 WOODINVILLE WA Card 15 #7547 Withdrawal # - 06 BARTELL DRUGS REDMOND BELLA BAOT REDMOND WA Card 15 #7547 Withdrawal Bill Payment - #7157 PAYPAL *MAHEHO 2211 North First S San Jose CA Card 15 #7547 Withdrawal Visa Debit Card - LA SUPERIOR REDMOND MART REDMOND WA Date 06/18/16 x x x 5499 Card 15 #7547 CHECKCARD 0616 IN *1-HEADQUARTERS -6099 WA x4284 CHECKCARD 0617 CENTURYLINKCONVCTRCONC SEATTLE WA x7372 CHECKCARD 0617 LA SUPERIOR REDMOND MAR REDMOND WA x7063 CHECKCARD 0618 BASKIN ROBBINS #1386 SEATTLE WA x0281 CHECKCARD 0618 GOOD2GO REPLENISHMENT --8246 WA x5450 CHECKCARD 0618 SARKU JAPAN 100 SEATTLE WA x2692 H&M 06/18 #4370 PURCHASE H&M TUKWILA WA LA QUEMADA 06/19 #3305 PURCHASE LA QUEMADA REDMOND WA PAYPAL DES:INST XFER ID:WILBERSKYPP INDN:SANTIAGO ANGULO CO ID:PAYP QUALITY F 8867 06/19 #1110 PURCHASE QUALITY F 7 16 REDMOND WA Withdrawal Visa Debit Card - TWINS CHICKEN TENDERS SEATTLE WA Date 06/19/16 x x x 5814 Card 15 #7547 CHECKCARD 0620 DAIRY QUEEN #x2522 REDMOND WA x2382 CHECKCARD 0620 H&M MAIL/PHONE ORD # --7467 IL x0314 CHECKCARD 0620 STIA PUBLIC PARKING SEATAC WA x0049 CHECKCARD 0620 SUPERCUTS 8022 REDMOND WA x1864 REGISTER.COM*130D9Bx--444 Withdrawal Visa Debit Card - GYMBOREE.COM --7172 CA Date 06/21/16 x x x 5641 Card 15 #7547 Withdrawal Visa Debit Card - SQ *MOLLY MOON'S REDMOND Seattle WA Date 06/20/16 x x x 5814 Card 15 #7547 AMAZON MKTPLACE PMTS CHECKCARD 0620 POTBELLY #271 REDMOND WA x5342 CHECKCARD 0621 ARCO#x2832 KIRKLAND WA x0268 REGISTER.COM*130DBAC--444 TARGET T- 1770 06/21 #1569 PURCHASE TARGET T- x7700 N Redmond WA 06 BARTELL DRU 06/23 #1589 PURCHASE 06 BARTELL DRUGS REDMOND WA 06 BARTELL DRU 06/23 #8791 PURCHASE 06 BARTELL DRUGS REDMOND WA AT&T MOBILITY Bill Payment BMW OF BELLEVU 06/23 #6331 PURCHASE BMW OF BELLEVUE BELLEVUE WA CHECKCARD x 68 - RUFAS 2.0 SEATTLE WA x2864 COMCAST CABLE COMMUNICATIONS Bill Payment COSTCO WHSE #0 06/22 #3567 PURCHASE COSTCO WHSE #0747 WOODINVILLE WA TU *TRANSUNION --3292 CA 5075 CHECKCARD x x0442 BELLEVUE WA x3685 CHECKCARD x 68 - RUFAS 2.0 SEATTLE WA x0678 NETFLIX.COM -- x8649 DVD RENTALS Withdrawal #x70 - QUALITY FOOD C 8867 161ST AVE NE REDMOND WA Card 15 #7547 Withdrawal at ATM #x89 - SOUND CREDIT U x7181 REDMOND WAY REDMOND WA Card 15 #7547 AMAZON WEB SERVICES AWS.AMAZON.
--- sentence: XD212XC2RTP WEB SERVICES Withdrawal #x38 - COSTCO WHSE #0747 WOODINVILLE WA Card 15 #7547 Withdrawal #x64 - COSTCO WHSE #0747 WOODINVILLE WA Card 15 #7547 Withdrawal Bill Payment - #6408 AMAZON.COM SEATTLE WA Card 15 #7547 Withdrawal Visa Debit Card - FOX HOLLOW FAMILY FARM ISSAQUAH WA Date 06/25/16 x x x 0763 Card 15 #7547 Withdrawal Visa Debit Card - JERSEY MIKE'S SUBS x8011 REDMOND WA Date 06/24/16 x x x 5814 Card 15 #7547 AMAZON WEB SERVICES AWS.AMAZON.
--- sentence: E89Q3JE114Y WEB SERVICES BKOFAMERICA ATM 06/26 #8465 WITHDRWL BELLEVUE SQUARE BELLEVUE WA CHECKCARD 0624 GOOD2GO REPLENISHMENT --8246 WA x0779 CHECKCARD 0625 STANS BAR B Q ISSAQUAH WA x4045 CHECKCARD 0626 APPLE STORE #R003 BELLEVUE WA x0558 CHECKCARD 0626 CINNABON #2480 BELLEVUE WA x9734 CHECKCARD x 68 - RUFAS 2.0 SEATTLE WA x3986 FOX HOLLOW FAMILY FAISSAQUAH --4420 MACY'S EAST #368 000BELLEVUE 6229 QUALITY F 8867 06/25 #5405 PURCHASE QUALITY F 7 16 REDMOND WA RENEWAL MEMBERSHIP FEE TREEHOUSE*TREEHOUSE ORLANDO 6KWZ67VJ --2130 Withdrawal # - 06 BARTELL DRUGS REDMOND BELLA BAOT REDMOND WA Card 15 #7547 Withdrawal Bill Payment - #4104 AMAZON.COM SEATTLE WA Card 15 #7547 Withdrawal Visa Debit Card - SAFESPLASH SWIM SCHOOL --1885 WA Date 06/25/16 x x x 8299 Card 15 #7547 Automatic Transfer from CHK 0403 Confirmation# 2406 Automatic Transfer to SAV 4195 Confirmation# 2406 FEDEX OFFICE x0828 Interest Earned PP*CATHERINEFA SEATTLE --1136 Withdrawal Bill Payment - #0019 AMAZON.COM SEATTLE WA Card 15 #7547 Withdrawal Bill Payment - #3508 AMAZON.COM SEATTLE WA Card 15 #7547 Xoom.com DES:DEBIT O ID:3002 INDN:ANGULO SANTIAGO CO ID:1943 CHECKCARD 0628 ARCO#x2832 KIRKLAND WA x0438 Deposit AMAZON GLOBAL RE - TYPE: DIRECT DEP ID: 1101 CO: AMAZON GLOBAL RE ACH ECC PPD ACH Trace 8404 Withdrawal #x14 - QUALITY FOOD C x1224 NE 124TH ST KIRKLAND WA Card 15 #7547 Withdrawal Visa Debit Card - SOCCER SHOTS SEATTLE -9344 WA Date 06/28/16 x x x 7997 Card 15 #7547 BKOFAMERICA MOBILE 06/30 9531 DEPOSIT *MOBILE FL CHECKCARD 0628 MENCHIE`S FROZEN YOGURT KIRKLAND WA x6506 CHECKCARD 0628 SPECIALTYS CAFE BAKE SEATTLE WA x6128 CHECKFREE SERVIC DES:PAYROLL ID:x0878 INDN:SANTIAGO ANGULO CO ID:1080 Deposit Dividend 0.100% - APY Earned 0.10% 06/01/16 to 06/30/16 Monthly Maintenance Fee Online Banking transfer from CHK 0403 Confirmation# 0737 Online Banking transfer to Sav 4195 Confirmation# 0737 Withdrawal Adjustment Credit - Voucher SOCCER SHOTS SEATTLE -9344 WA Date 06/29/16 x x x 7997 Card 15 #7547 Withdrawal Visa Debit Card - CAFFE UMBRIA x4723 SEATTLE WA Date 06/29/16 x x x 5812 Card 15 #7547 Withdrawal Visa Debit Card - SQ *ACAI AND ESPRESSO LLC Kirkland WA Date 06/30/16 x x x 5814 Card 15 #7547 Withdrawal Visa Debit Card - SQ *ACAI AND ESPRESSO LLC Kirkland WA Date 06/30/16 x x x 5814 Card 15 #7547 Withdrawal Visa Debit Card - SQ *CHOPSTIX SEATTLE WA Date 06/29/16 x x x 5814 Card 15 #7547
In [8]:
import string
from nltk.tokenize import RegexpTokenizer
#s = "Good muffins cost $3.88\nin New York. Please buy me\ntwo of them.\n\nThanks."
#tokenizer = RegexpTokenizer('\w+|\$[\d\.]+|\S+')
tokenizer = RegexpTokenizer('\s+', gaps=True)
#tokens_lower = [map(string.lower, input_string)]
words_tokens = tokenizer.tokenize(input_string)
#tokens_lower = [map(string.lower, sent_tokens)]
tokens_lower = [map(string.lower, words_tokens)]
#print words_tokens
#print tokens_lower
In [9]:
import string
# list found at http://www.textfixer.com/resources/common-english-words.txt
# 'not' has been removed (do you know why ?)
stopwords_ = "a,able,about,across,after,all,almost,also,am,among,an,and,any,\
are,as,at,be,because,been,but,by,can,could,dear,did,do,does,either,\
else,ever,every,for,from,get,got,had,has,have,he,her,hers,him,his,\
how,however,i,if,in,into,is,it,its,just,least,let,like,likely,may,\
me,might,most,must,my,neither,no,of,off,often,on,only,or,other,our,\
own,rather,said,say,says,she,should,since,so,some,than,that,the,their,\
them,then,there,these,they,this,tis,to,too,twas,us,wants,was,we,were,\
what,when,where,which,while,who,whom,why,will,with,would,yet,you,your,%%]".split(',')
#print("--- stopwords in english: {}".format(stopwords_))
punctuation_ = set(string.punctuation)
#print("--- punctuation: {}".format(string.punctuation))
def filter_tokens(sent):
return([w for w in sent if not w in stopwords_ and not w in punctuation_])
#newstring = list(filter_tokens(tokens))
tokens_filtered = map(filter_tokens, tokens_lower)
print type(tokens_filtered)
print (tokens_filtered)
<type 'list'>
[['payment', 'thank', 'deposit', '#x84', 'state', 'department', 'fcu', 'mobile', 'alexandria', 'va', 'check', 'hold', 'release', '04/30/15', '0.00', 'check', 'hold', 'release', '05/01/15', '40.00', 'check', 'hold', 'release', '05/06/15', '450.00', 'deposit', 'home', 'banking', 'transfer', 'share', '0000', 'sdfcu', 'online', '02/23/2015', '19:08', '9664', 'deposit', 'vanguard', 'group', 'type:', 'disbrsmnt', 'id:', '6884', 'co:', 'vanguard', 'group', 'ach', 'ecc', 'ppd', 'ach', 'trace', '1464', 'deposit', 'home', 'banking', 'transfer', 'share', '0001', 'sdfcu', 'online', '07/06/2015', '10:37', '3816', 'deposit', '#x51', 'state', 'department', 'fcu', 'mobile', 'alexandria', 'va', 'check', 'hold', 'release', '04/28/15', '0.00', 'check', 'hold', 'release', '04/29/15', '40.00', 'check', 'hold', 'release', '05/04/15', '150.00', 'online', 'banking', 'transfer', 'sav', '4195', 'confirmation#', '6408', 'payment', 'received', 'thank', 'online', 'banking', 'transfer', 'chk', '0403', 'confirmation#', '4753', 'irs', 'treas', '310', 'des:', 'tax', 'ref', 'id:0928', 'indn:angulo', 'santiago', 'san', 'co', 'id:9111', 'electronic', 'payment', 'received-tha', 'online', 'banking', 'transfer', 'chk', '0403', 'confirmation#', '3380', 'open', 'solutions', 'l', 'des:payroll', 'id:x0878', 'indn:santiago', 'angulo', 'co', 'id:1360', 'electronic', 'payment', 'received-tha', 'deposit', 'home', 'banking', 'transfer', 'share', '0000', 'sdfcu', 'online', '04/05/2015', '20:48', '9718', 'open', 'solutions', 'l', 'des:payroll', 'id:x0878', 'indn:santiago', 'angulo', 'co', 'id:1360', 'deposit', 'amazon', 'global', 're', 'type:', 'direct', 'dep', 'id:', '1101', 'co:', 'amazon', 'global', 're', 'ach', 'ecc', 'ppd', 'ach', 'trace', '7391', 'open', 'solutions', 'l', 'des:payroll', 'id:x0878', 'indn:santiago', 'angulo', 'co', 'id:1360', 'deposit', 'amazon', 'global', 're', 'type:', 'direct', 'dep', 'id:', '1101', 'co:', 'amazon', 'global', 're', 'ach', 'ecc', 'ppd', 'ach', 'trace', '7391', 'open', 'solutions', 'l', 'des:payroll', 'id:x0878', 'indn:santiago', 'angulo', 'co', 'id:1360', 'deposit', 'amazon', 'global', 're', 'type:', 'direct', 'dep', 'id:', '1101', 'co:', 'amazon', 'global', 're', 'ach', 'ecc', 'ppd', 'ach', 'trace', '7391', 'open', 'solutions', 'l', 'des:payroll', 'id:x0878', 'indn:santiago', 'angulo', 'co', 'id:1360', 'online', 'payment', 'thank', 'open', 'solutions', 'l', 'des:payroll', 'id:x0878', 'indn:santiago', 'angulo', 'co', 'id:1360', 'deposit', 'amazon', 'global', 're', 'type:', 'direct', 'dep', 'id:', '1101', 'co:', 'amazon', 'global', 're', 'ach', 'ecc', 'ppd', 'ach', 'trace', '5304', 'open', 'solutions', 'l', 'des:payroll', 'id:x0878', 'indn:santiago', 'angulo', 'co', 'id:1360', 'deposit', 'amazon', 'global', 're', 'type:', 'direct', 'dep', 'id:', '1101', 'co:', 'amazon', 'global', 're', 'ach', 'ecc', 'ppd', 'ach', 'trace', '5304', 'open', 'solutions', 'l', 'des:payroll', 'id:x0878', 'indn:santiago', 'angulo', 'co', 'id:1360', 'deposit', 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'open', 'solutions', 'l', 'des:payroll', 'id:x0878', 'indn:santiago', 'angulo', 'co', 'id:1360', 'open', 'solutions', 'l', 'des:payroll', 'id:x0878', 'indn:santiago', 'angulo', 'co', 'id:1360', 'deposit', 'amazon', 'global', 're', 'type:', 'direct', 'dep', 'id:', '1101', 'co:', 'amazon', 'global', 're', 'ach', 'ecc', 'ppd', 'ach', 'trace', '7662', 'deposit', 'amazon', 'global', 're', 'type:', 'direct', 'dep', 'id:', '1101', 'co:', 'amazon', 'global', 're', 'ach', 'ecc', 'ppd', 'ach', 'trace', '7662', 'open', 'solutions', 'l', 'des:payroll', 'id:x0878', 'indn:santiago', 'angulo', 'co', 'id:1360', 'open', 'solutions', 'l', 'des:payroll', 'id:x0878', 'indn:santiago', 'angulo', 'co', 'id:1360', 'deposit', 'home', 'banking', 'transfer', 'share', '0000', 'sdfcu', 'online', 'sep.', '16', '2015', '17:51', 'ref:', '4230', 'payment', 'thank', 'cash', 'withdrawal', 'cash', 'withdrawal', 'deposit', 'amazon', 'global', 're', 'type:', 'direct', 'dep', 'id:', '1101', 'co:', 'amazon', 'global', 're', 'ach', 'ecc', 'ppd', 'ach', 'trace', '7662', 'deposit', '#x46', 'state', 'department', 'fcu', 'mobile', 'alexandria', 'va', 'check', 'hold', 'release', '02/19/15', '0.00', 'check', 'hold', 'release', '02/20/15', '40.00', 'check', 'hold', 'release', '02/25/15', '10.00', 'online', 'banking', 'transfer', 'sav', '4195', 'confirmation#', '4156', 'payment', 'received', 'thank', 'wire', 'type:wire', 'date:', '0820', 'time:1227', 'et', 'trn:2015082000240215', 'seq:', '/0833', 'deposit', 'amazon.com8026', 'type:', 'misc.', 'paym', 'id:', '8319', 'co:', 'amazon.com8026', 'ach', 'ecc', 'ccd', 'ach', 'trace', '7872', 'payment', 'thank', 'bill', 'pa', 'bank', 'america', 'open', 'solutions', 'l', 'des:payroll', 'id:x0878', 'indn:santiago', 'angulo', 'co', 'id:1360', 'deposit', 'home', 'banking', 'transfer', 'share', '0000', 'sdfcu', 'online', '10/07/2015', '10:22', '2431', 'online', 'payment', 'thank', 'paypal', '*snowlxh', '7733', 'ca', 'deposit', '#x84', 'state', 'department', 'fcu', 'mobile', 'alexandria', 'va', 'check', 'hold', 'release', '02/26/15', '0.00', 'check', 'hold', 'release', '02/27/15', '40.00', 'online', 'banking', 'transfer', 'chk', '0403', 'confirmation#', '4587', 'ysa', 'des:ysa', 'reimb', 'id:0046', 'd', 'indn:angulo', 'santiago', 'co', 'id:1872', '06', 'bartell', 'dru', '02/08', '#6588', 'purchase', '06', 'bartell', 'drugs', 'redmond', 'wa', 'open', 'solutions', 'l', 'des:payroll', 'id:x0878', 'indn:santiago', 'angulo', 'co', 'id:1360', 'deposit', 'amazon', 'global', 're', 'type:', 'direct', 'dep', 'id:', '1101', 'co:', 'amazon', 'global', 're', 'ach', 'ecc', 'ppd', 'ach', 'trace', '5303', 'deposit', 'amazon', 'global', 're', 'type:', 'direct', 'dep', 'id:', '1101', 'co:', 'amazon', 'global', 're', 'ach', 'ecc', 'ppd', 'ach', 'trace', '5303', 'open', 'solutions', 'l', 'des:payroll', 'id:x0878', 'indn:santiago', 'angulo', 'co', 'id:1360', 'open', 'solutions', 'l', 'des:payroll', 'id:x0878', 'indn:santiago', 'angulo', 'co', 'id:1360', '0', '0', 'deposit', 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'#7547']]
In [ ]:
In [10]:
from nltk.stem.porter import PorterStemmer
from nltk.stem.snowball import SnowballStemmer
stemmer_porter = PorterStemmer()
tokens_stemporter = [map(stemmer_porter.stem, sent) for sent in tokens_filtered]
print("--- sentence tokens (porter): {}".format(tokens_stemporter[0]))
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u'payment', u'receiv', u'thank', u'onlin', u'bank', u'transfer', u'chk', u'0403', u'confirmation#', u'4753', u'ir', u'trea', u'310', u'des:', u'tax', u'ref', u'id:0928', u'indn:angulo', u'santiago', u'san', u'co', u'id:9111', u'electron', u'payment', u'received-tha', u'onlin', u'bank', u'transfer', u'chk', u'0403', u'confirmation#', u'3380', u'open', u'solut', u'l', u'des:payrol', u'id:x0878', u'indn:santiago', u'angulo', u'co', u'id:1360', u'electron', u'payment', u'received-tha', u'deposit', u'home', u'bank', u'transfer', u'share', u'0000', u'sdfcu', u'onlin', u'04/05/2015', u'20:48', u'9718', u'open', u'solut', u'l', u'des:payrol', u'id:x0878', u'indn:santiago', u'angulo', u'co', u'id:1360', u'deposit', u'amazon', u'global', u're', u'type:', u'direct', u'dep', u'id:', u'1101', u'co:', u'amazon', u'global', u're', u'ach', u'ecc', u'ppd', u'ach', u'trace', u'7391', u'open', u'solut', u'l', u'des:payrol', u'id:x0878', u'indn:santiago', u'angulo', u'co', u'id:1360', u'deposit', 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u'withdraw', u'bill', u'payment', u'#0019', u'amazon.com', u'seattl', u'wa', u'card', u'15', u'#7547', u'withdraw', u'bill', u'payment', u'#3508', u'amazon.com', u'seattl', u'wa', u'card', u'15', u'#7547', u'xoom.com', u'des:debit', u'o', u'id:3002', u'indn:angulo', u'santiago', u'co', u'id:1943', u'checkcard', u'0628', u'arco#x2832', u'kirkland', u'wa', u'x0438', u'deposit', u'amazon', u'global', u're', u'type:', u'direct', u'dep', u'id:', u'1101', u'co:', u'amazon', u'global', u're', u'ach', u'ecc', u'ppd', u'ach', u'trace', u'8404', u'withdraw', u'#x14', u'qualiti', u'food', u'c', u'x1224', u'ne', u'124th', u'st', u'kirkland', u'wa', u'card', u'15', u'#7547', u'withdraw', u'visa', u'debit', u'card', u'soccer', u'shot', u'seattl', u'-9344', u'wa', u'date', u'06/28/16', u'x', u'x', u'x', u'7997', u'card', u'15', u'#7547', u'bkofamerica', u'mobil', u'06/30', u'9531', u'deposit', u'*mobil', u'fl', u'checkcard', u'0628', u'menchie`', u'frozen', u'yogurt', u'kirkland', u'wa', u'x6506', u'checkcard', u'0628', u'specialti', u'cafe', u'bake', u'seattl', u'wa', u'x6128', u'checkfre', u'servic', u'des:payrol', u'id:x0878', u'indn:santiago', u'angulo', u'co', u'id:1080', u'deposit', u'dividend', u'0.100%', u'api', u'earn', u'0.10%', u'06/01/16', u'06/30/16', u'monthli', u'mainten', u'fee', u'onlin', u'bank', u'transfer', u'chk', u'0403', u'confirmation#', u'0737', u'onlin', u'bank', u'transfer', u'sav', u'4195', u'confirmation#', u'0737', u'withdraw', u'adjust', u'credit', u'voucher', u'soccer', u'shot', u'seattl', u'-9344', u'wa', u'date', u'06/29/16', u'x', u'x', u'x', u'7997', u'card', u'15', u'#7547', u'withdraw', u'visa', u'debit', u'card', u'caff', u'umbria', u'x4723', u'seattl', u'wa', u'date', u'06/29/16', u'x', u'x', u'x', u'5812', u'card', u'15', u'#7547', u'withdraw', u'visa', u'debit', u'card', u'sq', u'*acai', u'espresso', u'llc', u'kirkland', u'wa', u'date', u'06/30/16', u'x', u'x', u'x', u'5814', u'card', u'15', u'#7547', u'withdraw', u'visa', u'debit', u'card', u'sq', u'*acai', u'espresso', u'llc', u'kirkland', u'wa', u'date', u'06/30/16', u'x', u'x', u'x', u'5814', u'card', u'15', u'#7547', u'withdraw', u'visa', u'debit', u'card', u'sq', u'*chopstix', u'seattl', u'wa', u'date', u'06/29/16', u'x', u'x', u'x', u'5814', u'card', u'15', u'#7547']
In [11]:
stemmer_snowball = SnowballStemmer('english')
tokens_stemsnowball = [map(stemmer_snowball.stem, sent) for sent in tokens_filtered]
#print("--- sentence tokens (snowball): {}".format(tokens_stemsnowball[0]))
In [12]:
#df = pd.DataFrame(tokens_filtered)
df = pd.DataFrame(tokens_stemporter)
df.count()
temp = df.T
temp.count()
#df.head()
Out[12]:
0 31416
dtype: int64
In [13]:
deduped_df = temp.drop_duplicates()
deduped_df.count()
#deduped_df
features=deduped_df.T
#features.head()
features
Out[13]:
0
1
2
3
4
5
6
7
8
9
...
31271
31272
31283
31291
31307
31317
31335
31347
31348
31349
0
payment
thank
deposit
#x84
state
depart
fcu
mobil
alexandria
va
...
06/30
9531
x6506
x6128
06/30/16
0737
06/29/16
caff
umbria
x4723
1 rows × 5031 columns
In [14]:
df=pd.DataFrame(columns=features.loc[0,])
#df.head()
print df.shape
df.head()
(0, 5031)
Out[14]:
payment
thank
deposit
#x84
state
depart
fcu
mobil
alexandria
va
...
06/30
9531
x6506
x6128
06/30/16
0737
06/29/16
caff
umbria
x4723
0 rows × 5031 columns
In [15]:
import numpy as np
#df.shape
a = np.zeros((4632,5031))
df=pd.DataFrame(data=a,columns=features.loc[0,])
df.shape
#df.head()
Out[15]:
(4632, 5031)
In [16]:
frames=[tran, df]
#df1 = pd.concat(frames, )
result = pd.concat([tran, df], axis=1)
#result
In [ ]:
In [17]:
desc= tran['Description']
descdf = pd.DataFrame(desc)
descdf.Description = descdf.Description.str.lower()
import unicodedata
def remove_accents(input_str):
decoded_str = input_str.decode("windows-1252")
nfkd_form = unicodedata.normalize('NFKD', unicode(decoded_str))
# nfkd_form = unicodedata.normalize('NFKD', unicode(input_str))
only_ascii = nfkd_form.encode('ASCII', 'ignore')
return only_ascii
#descdf.Description =
#input_string = remove_accents(cont)
#input_string = str(input_string)
#print(input_string)
from nltk.tokenize import RegexpTokenizer
#s = "Good muffins cost $3.88\nin New York. Please buy me\ntwo of them.\n\nThanks."
#tokenizer = RegexpTokenizer('\w+|\$[\d\.]+|\S+')
tokenizer = RegexpTokenizer('\s+', gaps=True)
#tokens_lower = [map(string.lower, input_string)]
for index, row in descdf.iterrows():
descdf.loc[index,'Description'] = descdf.loc[index,'Description'].replace('xxx','').replace('%%','')
descdf.loc[index,'Description'] = descdf.loc[index,'Description'].replace('xx','')
descdf.loc[index,'Description'] = remove_accents(descdf.loc[index,'Description'])
descdf.loc[index,'Description'] = tokenizer.tokenize(descdf.loc[index,'Description'])
#descdf
In [18]:
import string
# list found at http://www.textfixer.com/resources/common-english-words.txt
# 'not' has been removed (do you know why ?)
stopwords_ = "a,able,about,across,after,all,almost,also,am,among,an,and,any,\
are,as,at,be,because,been,but,by,can,could,dear,did,do,does,either,\
else,ever,every,for,from,get,got,had,has,have,he,her,hers,him,his,\
how,however,i,if,in,into,is,it,its,just,least,let,like,likely,may,\
me,might,most,must,my,neither,no,of,off,often,on,only,or,other,our,\
own,rather,said,say,says,she,should,since,so,some,than,that,the,their,\
them,then,there,these,they,this,tis,to,too,twas,us,wants,was,we,were,\
what,when,where,which,while,who,whom,why,will,with,would,yet,you,your,/%/%]".split(',')
#print("--- stopwords in english: {}".format(stopwords_))
#punctuation_ = set(string.punctuation)
#print("--- punctuation: {}".format(string.punctuation))
def filter_tokens(sent):
return([w for w in sent if not w in stopwords_ and not w in punctuation_])
for index, row in descdf.iterrows():
descdf.loc[index,'Description'] = filter_tokens(descdf.loc[index,'Description'])
#return([w for w in descdf.loc[index,'Description'] if not w in stopwords_ and not w in punctuation_])
#descdf
In [ ]:
#descdf.loc[index,'Description']
descdf
In [25]:
from nltk.stem.porter import PorterStemmer
from nltk.stem.snowball import SnowballStemmer
stemmer_porter = PorterStemmer()
#tokens_stemporter = [map(stemmer_porter.stem, sent) for sent in tokens_filtered]
#print("--- sentence tokens (porter): {}".format(tokens_stemporter[0]))
#words = list()
for index, row in descdf.iterrows():
#descdf.loc[index,'Description'] = remove_accents(descdf.loc[index,'Description'])
words = "["+str(row.Description)+"]"
#words = list(words)
#print index, words
#print type(words)
#for item in words:
#print item
#newval = PorterStemmer(item).stem
#print newval
items = list(ast.literal_eval(words))
###items=list(words)
#print items
tokens_stemporter = [map(stemmer_porter.stem, sent) for sent in items]
descdf.loc[index,'newdesc'] = tokens_stemporter[0]
print tokens_stemporter
[[u'payment', u'thank']]
[[u'deposit', u'#x84', u'state', u'depart', u'fcu', u'mobil', u'alexandria', u'va', u'check', u'hold', u'releas', u'04/30/15', u'0.00', u'check', u'hold', u'releas', u'05/01/15', u'40.00', u'check', u'hold', u'releas', u'05/06/15', u'450.00']]
[[u'deposit', u'home', u'bank', u'transfer', u'share', u'0000', u'sdfcu', u'onlin', u'02/23/2015', u'19:08', u'9664']]
[[u'deposit', u'vanguard', u'group', u'type:', u'disbrsmnt', u'id:', u'6884', u'co:', u'vanguard', u'group', u'ach', u'ecc', u'ppd', u'ach', u'trace', u'1464']]
[[u'deposit', u'home', u'bank', u'transfer', u'share', u'0001', u'sdfcu', u'onlin', u'07/06/2015', u'10:37', u'3816']]
[[u'deposit', u'#x51', u'state', u'depart', u'fcu', u'mobil', u'alexandria', u'va', u'check', u'hold', u'releas', u'04/28/15', u'0.00', u'check', u'hold', u'releas', u'04/29/15', u'40.00', u'check', u'hold', u'releas', u'05/04/15', u'150.00']]
[[u'onlin', u'bank', u'transfer', u'sav', u'4195', u'confirmation#', u'6408']]
[[u'payment', u'receiv', u'thank']]
[[u'onlin', u'bank', u'transfer', u'chk', u'0403', u'confirmation#', u'4753']]
[[u'ir', u'trea', u'310', u'des:', u'tax', u'ref', u'id:0928', u'indn:angulo', u'santiago', u'san', u'co', u'id:9111']]
[[u'electron', u'payment', u'received-tha']]
[[u'onlin', u'bank', u'transfer', u'chk', u'0403', u'confirmation#', u'3380']]
[[u'open', u'solut', u'l', u'des:payrol', u'id:x0878', u'indn:santiago', u'angulo', u'co', u'id:1360']]
[[u'electron', u'payment', u'received-tha']]
[[u'deposit', u'home', u'bank', u'transfer', u'share', u'0000', u'sdfcu', u'onlin', u'04/05/2015', u'20:48', u'9718']]
[[u'open', u'solut', u'l', u'des:payrol', u'id:x0878', u'indn:santiago', u'angulo', u'co', u'id:1360']]
[[u'deposit', u'amazon', u'global', u're', u'type:', u'direct', u'dep', u'id:', u'1101', u'co:', u'amazon', u'global', u're', u'ach', u'ecc', u'ppd', u'ach', u'trace', u'7391']]
[[u'open', u'solut', u'l', u'des:payrol', u'id:x0878', u'indn:santiago', u'angulo', u'co', u'id:1360']]
[[u'deposit', u'amazon', u'global', u're', u'type:', u'direct', u'dep', u'id:', u'1101', u'co:', u'amazon', u'global', u're', u'ach', u'ecc', u'ppd', u'ach', u'trace', u'7391']]
[[u'open', u'solut', u'l', u'des:payrol', u'id:x0878', u'indn:santiago', u'angulo', u'co', u'id:1360']]
[[u'deposit', u'amazon', u'global', u're', u'type:', u'direct', u'dep', u'id:', u'1101', u'co:', u'amazon', u'global', u're', u'ach', u'ecc', u'ppd', u'ach', u'trace', u'7391']]
[[u'open', u'solut', u'l', u'des:payrol', u'id:x0878', u'indn:santiago', u'angulo', u'co', u'id:1360']]
[[u'onlin', u'payment', u'thank']]
[[u'open', u'solut', u'l', u'des:payrol', u'id:x0878', u'indn:santiago', u'angulo', u'co', u'id:1360']]
[[u'deposit', u'amazon', u'global', u're', u'type:', u'direct', u'dep', u'id:', u'1101', u'co:', u'amazon', u'global', u're', u'ach', u'ecc', u'ppd', u'ach', u'trace', u'5304']]
[[u'open', u'solut', u'l', u'des:payrol', u'id:x0878', u'indn:santiago', u'angulo', u'co', u'id:1360']]
[[u'deposit', u'amazon', u'global', u're', u'type:', u'direct', u'dep', u'id:', u'1101', u'co:', u'amazon', u'global', u're', u'ach', u'ecc', u'ppd', u'ach', u'trace', u'5304']]
[[u'open', u'solut', u'l', u'des:payrol', u'id:x0878', u'indn:santiago', u'angulo', u'co', u'id:1360']]
[[u'deposit', u'amazon', u'global', u're', u'type:', u'direct', u'dep', u'id:', u'1101', u'co:', u'amazon', u'global', u're', u'ach', u'ecc', u'ppd', u'ach', u'trace', u'5304']]
[[u'open', u'solut', u'l', u'des:payrol', u'id:x0878', u'indn:santiago', u'angulo', u'co', u'id:1360']]
[[u'open', u'solut', u'l', u'des:payrol', u'id:x0878', u'indn:santiago', u'angulo', u'co', u'id:1360']]
[[u'deposit', u'amazon', u'global', u're', u'type:', u'direct', u'dep', u'id:', u'1101', u'co:', u'amazon', u'global', u're', u'ach', u'ecc', u'ppd', u'ach', u'trace', u'3632']]
[[u'deposit', u'amazon', u'global', u're', u'type:', u'direct', u'dep', u'id:', u'1101', u'co:', u'amazon', u'global', u're', u'ach', u'ecc', u'ppd', u'ach', u'trace', u'3632']]
[[u'open', u'solut', u'l', u'des:payrol', u'id:x0878', u'indn:santiago', u'angulo', u'co', u'id:1360']]
[[u'open', u'solut', u'l', u'des:payrol', u'id:x0878', u'indn:santiago', u'angulo', u'co', u'id:1360']]
[[u'deposit', u'amazon', u'global', u're', u'type:', u'direct', u'dep', u'id:', u'1101', u'co:', u'amazon', u'global', u're', u'ach', u'ecc', u'ppd', u'ach', u'trace', u'3632']]
[[u'open', u'solut', u'l', u'des:payrol', u'id:x0878', u'indn:santiago', u'angulo', u'co', u'id:1360']]
[[u'open', u'solut', u'l', u'des:payrol', u'id:x0878', u'indn:santiago', u'angulo', u'co', u'id:1360']]
[[u'deposit', u'amazon', u'global', u're', u'type:', u'direct', u'dep', u'id:', u'1101', u'co:', u'amazon', u'global', u're', u'ach', u'ecc', u'ppd', u'ach', u'trace', u'7662']]
[[u'deposit', u'amazon', u'global', u're', u'type:', u'direct', u'dep', u'id:', u'1101', u'co:', u'amazon', u'global', u're', u'ach', u'ecc', u'ppd', u'ach', u'trace', u'7662']]
[[u'open', u'solut', u'l', u'des:payrol', u'id:x0878', u'indn:santiago', u'angulo', u'co', u'id:1360']]
[[u'open', u'solut', u'l', u'des:payrol', u'id:x0878', u'indn:santiago', u'angulo', u'co', u'id:1360']]
[[u'deposit', u'home', u'bank', u'transfer', u'share', u'0000', u'sdfcu', u'onlin', u'sep.', u'16', u'2015', u'17:51', u'ref:', u'4230']]
[[u'payment', u'thank']]
[[u'cash', u'withdraw']]
[[u'cash', u'withdraw']]
[[u'deposit', u'amazon', u'global', u're', u'type:', u'direct', u'dep', u'id:', u'1101', u'co:', u'amazon', u'global', u're', u'ach', u'ecc', u'ppd', u'ach', u'trace', u'7662']]
[[u'deposit', u'#x46', u'state', u'depart', u'fcu', u'mobil', u'alexandria', u'va', u'check', u'hold', u'releas', u'02/19/15', u'0.00', u'check', u'hold', u'releas', u'02/20/15', u'40.00', u'check', u'hold', u'releas', u'02/25/15', u'10.00']]
[[u'onlin', u'bank', u'transfer', u'sav', u'4195', u'confirmation#', u'4156']]
[[u'payment', u'receiv', u'thank']]
[[u'wire', u'type:wir', u'date:', u'0820', u'time:1227', u'et', u'trn:2015082000240215', u'seq:', u'/0833']]
[[u'deposit', u'amazon.com8026', u'type:', u'misc.', u'paym', u'id:', u'8319', u'co:', u'amazon.com8026', u'ach', u'ecc', u'ccd', u'ach', u'trace', u'7872']]
[[u'payment', u'thank', u'bill', u'pa']]
[[u'bank', u'america']]
[[u'open', u'solut', u'l', u'des:payrol', u'id:x0878', u'indn:santiago', u'angulo', u'co', u'id:1360']]
[[u'deposit', u'home', u'bank', u'transfer', u'share', u'0000', u'sdfcu', u'onlin', u'10/07/2015', u'10:22', u'2431']]
[[u'onlin', u'payment', u'thank']]
[[u'paypal', u'*snowlxh', u'7733', u'ca']]
[[u'deposit', u'#x84', u'state', u'depart', u'fcu', u'mobil', u'alexandria', u'va', u'check', u'hold', u'releas', u'02/26/15', u'0.00', u'check', u'hold', u'releas', u'02/27/15', u'40.00']]
[[u'onlin', u'bank', u'transfer', u'chk', u'0403', u'confirmation#', u'4587']]
[[u'ysa', u'des:ysa', u'reimb', u'id:0046', u'd', u'indn:angulo', u'santiago', u'co', u'id:1872']]
[[u'06', u'bartel', u'dru', u'02/08', u'#6588', u'purchas', u'06', u'bartel', u'drug', u'redmond', u'wa']]
[[u'open', u'solut', u'l', u'des:payrol', u'id:x0878', u'indn:santiago', u'angulo', u'co', u'id:1360']]
[[u'deposit', u'amazon', u'global', u're', u'type:', u'direct', u'dep', u'id:', u'1101', u'co:', u'amazon', u'global', u're', u'ach', u'ecc', u'ppd', u'ach', u'trace', u'5303']]
[[u'deposit', u'amazon', u'global', u're', u'type:', u'direct', u'dep', u'id:', u'1101', u'co:', u'amazon', u'global', u're', u'ach', u'ecc', u'ppd', u'ach', u'trace', u'5303']]
[[u'open', u'solut', u'l', u'des:payrol', u'id:x0878', u'indn:santiago', u'angulo', u'co', u'id:1360']]
[[u'open', u'solut', u'l', u'des:payrol', u'id:x0878', u'indn:santiago', u'angulo', u'co', u'id:1360']]
[[u'0']]
[[u'0']]
[[u'deposit', u'amazon', u'global', u're', u'type:', u'direct', u'dep', u'id:', u'1101', u'co:', u'amazon', u'global', u're', u'ach', u'ecc', u'ppd', u'ach', u'trace', u'5303']]
[[u'open', u'solut', u'l', u'des:payrol', u'id:x0878', u'indn:santiago', u'angulo', u'co', u'id:1360']]
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[[u'fox', u'hollow', u'famili', u'faissaquah', u'--4420']]
[[u"macy'", u'east', u'#368', u'000bellevu', u'6229']]
[[u'qualiti', u'f', u'8867', u'06/25', u'#5405', u'purchas', u'qualiti', u'f', u'7', u'16', u'redmond', u'wa']]
[[u'renew', u'membership', u'fee']]
[[u'treehouse*treehous', u'orlando', u'6kwz67vj', u'--2130']]
[[u'withdraw', u'06', u'bartel', u'drug', u'redmond', u'bella', u'baot', u'redmond', u'wa', u'card', u'15', u'#7547']]
[[u'withdraw', u'bill', u'payment', u'#4104', u'amazon.com', u'seattl', u'wa', u'card', u'15', u'#7547']]
[[u'withdraw', u'visa', u'debit', u'card', u'safesplash', u'swim', u'school', u'--1885', u'wa', u'date', u'06/25/16', u'x', u'x', u'x', u'8299', u'card', u'15', u'#7547']]
[[u'automat', u'transfer', u'chk', u'0403', u'confirmation#', u'2406']]
[[u'automat', u'transfer', u'sav', u'4195', u'confirmation#', u'2406']]
[[u'fedex', u'offic', u'x0828']]
[[u'interest', u'earn']]
[[u'pp*catherinefa', u'seattl', u'--1136']]
[[u'withdraw', u'bill', u'payment', u'#0019', u'amazon.com', u'seattl', u'wa', u'card', u'15', u'#7547']]
[[u'withdraw', u'bill', u'payment', u'#3508', u'amazon.com', u'seattl', u'wa', u'card', u'15', u'#7547']]
[[u'xoom.com', u'des:debit', u'o', u'id:3002', u'indn:angulo', u'santiago', u'co', u'id:1943']]
[[u'checkcard', u'0628', u'arco#x2832', u'kirkland', u'wa', u'x0438']]
[[u'deposit', u'amazon', u'global', u're', u'type:', u'direct', u'dep', u'id:', u'1101', u'co:', u'amazon', u'global', u're', u'ach', u'ecc', u'ppd', u'ach', u'trace', u'8404']]
[[u'withdraw', u'#x14', u'qualiti', u'food', u'c', u'x1224', u'ne', u'124th', u'st', u'kirkland', u'wa', u'card', u'15', u'#7547']]
[[u'withdraw', u'visa', u'debit', u'card', u'soccer', u'shot', u'seattl', u'-9344', u'wa', u'date', u'06/28/16', u'x', u'x', u'x', u'7997', u'card', u'15', u'#7547']]
[[u'bkofamerica', u'mobil', u'06/30', u'9531', u'deposit', u'*mobil', u'fl']]
[[u'checkcard', u'0628', u'menchie`', u'frozen', u'yogurt', u'kirkland', u'wa', u'x6506']]
[[u'checkcard', u'0628', u'specialti', u'cafe', u'bake', u'seattl', u'wa', u'x6128']]
[[u'checkfre', u'servic', u'des:payrol', u'id:x0878', u'indn:santiago', u'angulo', u'co', u'id:1080']]
[[u'deposit', u'dividend', u'0.100%', u'api', u'earn', u'0.10%', u'06/01/16', u'06/30/16']]
[[u'monthli', u'mainten', u'fee']]
[[u'onlin', u'bank', u'transfer', u'chk', u'0403', u'confirmation#', u'0737']]
[[u'onlin', u'bank', u'transfer', u'sav', u'4195', u'confirmation#', u'0737']]
[[u'withdraw', u'adjust', u'credit', u'voucher', u'soccer', u'shot', u'seattl', u'-9344', u'wa', u'date', u'06/29/16', u'x', u'x', u'x', u'7997', u'card', u'15', u'#7547']]
[[u'withdraw', u'visa', u'debit', u'card', u'caff', u'umbria', u'x4723', u'seattl', u'wa', u'date', u'06/29/16', u'x', u'x', u'x', u'5812', u'card', u'15', u'#7547']]
[[u'withdraw', u'visa', u'debit', u'card', u'sq', u'*acai', u'espresso', u'llc', u'kirkland', u'wa', u'date', u'06/30/16', u'x', u'x', u'x', u'5814', u'card', u'15', u'#7547']]
[[u'withdraw', u'visa', u'debit', u'card', u'sq', u'*acai', u'espresso', u'llc', u'kirkland', u'wa', u'date', u'06/30/16', u'x', u'x', u'x', u'5814', u'card', u'15', u'#7547']]
[[u'withdraw', u'visa', u'debit', u'card', u'sq', u'*chopstix', u'seattl', u'wa', u'date', u'06/29/16', u'x', u'x', u'x', u'5814', u'card', u'15', u'#7547']]
In [21]:
####NO ####
words = [['payment', 'thank']]
tokens_stemporter = [map(stemmer_porter.stem, sent) for sent in words]
#descdf.loc[index,'newdesc'] = tokens_stemporter
print tokens_stemporter[0]
### [[u'payment', u'thank']]
[u'payment', u'thank']
In [26]:
descdf.loc[1,'newdesc']
#### "[[u'deposit', u'#x84', u'state', u'depart', u'fcu', u'mobil', u'alexandria', u'va', u'check', u'hold', u'releas', u'04/30/15', u'0.00', u'check', u'hold', u'releas', u'05/01/15', u'40.00', u'check', u'hold', u'releas', u'05/06/15', u'450.00']]"
Out[26]:
[u'deposit',
u'#x84',
u'state',
u'depart',
u'fcu',
u'mobil',
u'alexandria',
u'va',
u'check',
u'hold',
u'releas',
u'04/30/15',
u'0.00',
u'check',
u'hold',
u'releas',
u'05/01/15',
u'40.00',
u'check',
u'hold',
u'releas',
u'05/06/15',
u'450.00']
In [ ]:
descdf.loc[1,'Description']
In [27]:
wordfreq = []
wordlist = ""
def rocks(wordlist):
for w in wordlist:
wordfreq.append(wordlist.count(w))
return (str(zip(wordlist, wordfreq)))
countspw = []
desc = []
for desc in descdf.newdesc:
#desc = desc.replace('[[','').replace(']]','')
#desc1 = desc.split()
countspw.append(rocks(desc))
print desc
# check that the DataFrame and the list of years are the same length
assert (len(descdf) == len(countspw))
#print countspw
# save that list as a new column
result['countspw'] = countspw
#result.head()
result.shape
[u'payment', u'thank']
[u'deposit', u'#x84', u'state', u'depart', u'fcu', u'mobil', u'alexandria', u'va', u'check', u'hold', u'releas', u'04/30/15', u'0.00', u'check', u'hold', u'releas', u'05/01/15', u'40.00', u'check', u'hold', u'releas', u'05/06/15', u'450.00']
[u'deposit', u'home', u'bank', u'transfer', u'share', u'0000', u'sdfcu', u'onlin', u'02/23/2015', u'19:08', u'9664']
[u'deposit', u'vanguard', u'group', u'type:', u'disbrsmnt', u'id:', u'6884', u'co:', u'vanguard', u'group', u'ach', u'ecc', u'ppd', u'ach', u'trace', u'1464']
[u'deposit', u'home', u'bank', u'transfer', u'share', u'0001', u'sdfcu', u'onlin', u'07/06/2015', u'10:37', u'3816']
[u'deposit', u'#x51', u'state', u'depart', u'fcu', u'mobil', u'alexandria', u'va', u'check', u'hold', u'releas', u'04/28/15', u'0.00', u'check', u'hold', u'releas', u'04/29/15', u'40.00', u'check', u'hold', u'releas', u'05/04/15', u'150.00']
[u'onlin', u'bank', u'transfer', u'sav', u'4195', u'confirmation#', u'6408']
[u'payment', u'receiv', u'thank']
[u'onlin', u'bank', u'transfer', u'chk', u'0403', u'confirmation#', u'4753']
[u'ir', u'trea', u'310', u'des:', u'tax', u'ref', u'id:0928', u'indn:angulo', u'santiago', u'san', u'co', u'id:9111']
[u'electron', u'payment', u'received-tha']
[u'onlin', u'bank', u'transfer', u'chk', u'0403', u'confirmation#', u'3380']
[u'open', u'solut', u'l', u'des:payrol', u'id:x0878', u'indn:santiago', u'angulo', u'co', u'id:1360']
[u'electron', u'payment', u'received-tha']
[u'deposit', u'home', u'bank', u'transfer', u'share', u'0000', u'sdfcu', u'onlin', u'04/05/2015', u'20:48', u'9718']
[u'open', u'solut', u'l', u'des:payrol', u'id:x0878', u'indn:santiago', u'angulo', u'co', u'id:1360']
[u'deposit', u'amazon', u'global', u're', u'type:', u'direct', u'dep', u'id:', u'1101', u'co:', u'amazon', u'global', u're', u'ach', u'ecc', u'ppd', u'ach', u'trace', u'7391']
[u'open', u'solut', u'l', u'des:payrol', u'id:x0878', u'indn:santiago', u'angulo', u'co', u'id:1360']
[u'deposit', u'amazon', u'global', u're', u'type:', u'direct', u'dep', u'id:', u'1101', u'co:', u'amazon', u'global', u're', u'ach', u'ecc', u'ppd', u'ach', u'trace', u'7391']
[u'open', u'solut', u'l', u'des:payrol', u'id:x0878', u'indn:santiago', u'angulo', u'co', u'id:1360']
[u'deposit', u'amazon', u'global', u're', u'type:', u'direct', u'dep', u'id:', u'1101', u'co:', u'amazon', u'global', u're', u'ach', u'ecc', u'ppd', u'ach', u'trace', u'7391']
[u'open', u'solut', u'l', u'des:payrol', u'id:x0878', u'indn:santiago', u'angulo', u'co', u'id:1360']
[u'onlin', u'payment', u'thank']
[u'open', u'solut', u'l', u'des:payrol', u'id:x0878', u'indn:santiago', u'angulo', u'co', u'id:1360']
[u'deposit', u'amazon', u'global', u're', u'type:', u'direct', u'dep', u'id:', u'1101', u'co:', u'amazon', u'global', u're', u'ach', u'ecc', u'ppd', u'ach', u'trace', u'5304']
[u'open', u'solut', u'l', u'des:payrol', u'id:x0878', u'indn:santiago', u'angulo', u'co', u'id:1360']
[u'deposit', u'amazon', u'global', u're', u'type:', u'direct', u'dep', u'id:', u'1101', u'co:', u'amazon', u'global', u're', u'ach', u'ecc', u'ppd', u'ach', u'trace', u'5304']
[u'open', u'solut', u'l', u'des:payrol', u'id:x0878', u'indn:santiago', u'angulo', u'co', u'id:1360']
[u'deposit', u'amazon', u'global', u're', u'type:', u'direct', u'dep', u'id:', u'1101', u'co:', u'amazon', u'global', u're', u'ach', u'ecc', u'ppd', u'ach', u'trace', u'5304']
[u'open', u'solut', u'l', u'des:payrol', u'id:x0878', u'indn:santiago', u'angulo', u'co', u'id:1360']
[u'open', u'solut', u'l', u'des:payrol', u'id:x0878', u'indn:santiago', u'angulo', u'co', u'id:1360']
[u'deposit', u'amazon', u'global', u're', u'type:', u'direct', u'dep', u'id:', u'1101', u'co:', u'amazon', u'global', u're', u'ach', u'ecc', u'ppd', u'ach', u'trace', u'3632']
[u'deposit', u'amazon', u'global', u're', u'type:', u'direct', u'dep', u'id:', u'1101', u'co:', u'amazon', u'global', u're', u'ach', u'ecc', u'ppd', u'ach', u'trace', u'3632']
[u'open', u'solut', u'l', u'des:payrol', u'id:x0878', u'indn:santiago', u'angulo', u'co', u'id:1360']
[u'open', u'solut', u'l', u'des:payrol', u'id:x0878', u'indn:santiago', u'angulo', u'co', u'id:1360']
[u'deposit', u'amazon', u'global', u're', u'type:', u'direct', u'dep', u'id:', u'1101', u'co:', u'amazon', u'global', u're', u'ach', u'ecc', u'ppd', u'ach', u'trace', u'3632']
[u'open', u'solut', u'l', u'des:payrol', u'id:x0878', u'indn:santiago', u'angulo', u'co', u'id:1360']
[u'open', u'solut', u'l', u'des:payrol', u'id:x0878', u'indn:santiago', u'angulo', u'co', u'id:1360']
[u'deposit', u'amazon', u'global', u're', u'type:', u'direct', u'dep', u'id:', u'1101', u'co:', u'amazon', u'global', u're', u'ach', u'ecc', u'ppd', u'ach', u'trace', u'7662']
[u'deposit', u'amazon', u'global', u're', u'type:', u'direct', u'dep', u'id:', u'1101', u'co:', u'amazon', u'global', u're', u'ach', u'ecc', u'ppd', u'ach', u'trace', u'7662']
[u'open', u'solut', u'l', u'des:payrol', u'id:x0878', u'indn:santiago', u'angulo', u'co', u'id:1360']
[u'open', u'solut', u'l', u'des:payrol', u'id:x0878', u'indn:santiago', u'angulo', u'co', u'id:1360']
[u'deposit', u'home', u'bank', u'transfer', u'share', u'0000', u'sdfcu', u'onlin', u'sep.', u'16', u'2015', u'17:51', u'ref:', u'4230']
[u'payment', u'thank']
[u'cash', u'withdraw']
[u'cash', u'withdraw']
[u'deposit', u'amazon', u'global', u're', u'type:', u'direct', u'dep', u'id:', u'1101', u'co:', u'amazon', u'global', u're', u'ach', u'ecc', u'ppd', u'ach', u'trace', u'7662']
[u'deposit', u'#x46', u'state', u'depart', u'fcu', u'mobil', u'alexandria', u'va', u'check', u'hold', u'releas', u'02/19/15', u'0.00', u'check', u'hold', u'releas', u'02/20/15', u'40.00', u'check', u'hold', u'releas', u'02/25/15', u'10.00']
[u'onlin', u'bank', u'transfer', u'sav', u'4195', u'confirmation#', u'4156']
[u'payment', u'receiv', u'thank']
[u'wire', u'type:wir', u'date:', u'0820', u'time:1227', u'et', u'trn:2015082000240215', u'seq:', u'/0833']
[u'deposit', u'amazon.com8026', u'type:', u'misc.', u'paym', u'id:', u'8319', u'co:', u'amazon.com8026', u'ach', u'ecc', u'ccd', u'ach', u'trace', u'7872']
[u'payment', u'thank', u'bill', u'pa']
[u'bank', u'america']
[u'open', u'solut', u'l', u'des:payrol', u'id:x0878', u'indn:santiago', u'angulo', u'co', u'id:1360']
[u'deposit', u'home', u'bank', u'transfer', u'share', u'0000', u'sdfcu', u'onlin', u'10/07/2015', u'10:22', u'2431']
[u'onlin', u'payment', u'thank']
[u'paypal', u'*snowlxh', u'7733', u'ca']
[u'deposit', u'#x84', u'state', u'depart', u'fcu', u'mobil', u'alexandria', u'va', u'check', u'hold', u'releas', u'02/26/15', u'0.00', u'check', u'hold', u'releas', u'02/27/15', u'40.00']
[u'onlin', u'bank', u'transfer', u'chk', u'0403', u'confirmation#', u'4587']
[u'ysa', u'des:ysa', u'reimb', u'id:0046', u'd', u'indn:angulo', u'santiago', u'co', u'id:1872']
[u'06', u'bartel', u'dru', u'02/08', u'#6588', u'purchas', u'06', u'bartel', u'drug', u'redmond', u'wa']
[u'open', u'solut', u'l', u'des:payrol', u'id:x0878', u'indn:santiago', u'angulo', u'co', u'id:1360']
[u'deposit', u'amazon', u'global', u're', u'type:', u'direct', u'dep', u'id:', u'1101', u'co:', u'amazon', u'global', u're', u'ach', u'ecc', u'ppd', u'ach', u'trace', u'5303']
[u'deposit', u'amazon', u'global', u're', u'type:', u'direct', u'dep', u'id:', u'1101', u'co:', u'amazon', u'global', u're', u'ach', u'ecc', u'ppd', u'ach', u'trace', u'5303']
[u'open', u'solut', u'l', u'des:payrol', u'id:x0878', u'indn:santiago', u'angulo', u'co', u'id:1360']
[u'open', u'solut', u'l', u'des:payrol', u'id:x0878', u'indn:santiago', u'angulo', u'co', u'id:1360']
[u'0']
[u'0']
[u'deposit', u'amazon', u'global', u're', u'type:', u'direct', u'dep', u'id:', u'1101', u'co:', u'amazon', u'global', u're', u'ach', u'ecc', u'ppd', u'ach', u'trace', u'5303']
[u'open', u'solut', u'l', u'des:payrol', u'id:x0878', u'indn:santiago', u'angulo', u'co', u'id:1360']
[u'deposit', u'home', u'bank', u'transfer', u'share', u'0001', u'sdfcu', u'onlin', u'08/28/2015', u'12:18', u'7236']
[u'open', u'solut', u'l', u'des:payrol', u'id:x0878', u'indn:santiago', u'angulo', u'co', u'id:1360']
[u'deposit', u'amazon', u'global', u're', u'type:', u'direct', u'dep', u'id:', u'1101', u'co:', u'amazon', u'global', u're', u'ach', u'ecc', u'ppd', u'ach', u'trace', u'5367']
[u'deposit', u'amazon', u'global', u're', u'type:', u'direct', u'dep', u'id:', u'1101', u'co:', u'amazon', u'global', u're', u'ach', u'ecc', u'ppd', u'ach', u'trace', u'5367']
[u'open', u'solut', u'l', u'des:payrol', u'id:x0878', u'indn:santiago', u'angulo', u'co', u'id:1360']
[u'open', u'solut', u'l', u'des:payrol', u'id:x0878', u'indn:santiago', u'angulo', u'co', u'id:1360']
[u'bank', u'america']
[u'0']
[u'0']
[u'deposit', u'amazon', u'global', u're', u'type:', u'direct', u'dep', u'id:', u'1101', u'co:', u'amazon', u'global', u're', u'ach', u'ecc', u'ppd', u'ach', u'trace', u'5367']
[u'open', u'solut', u'l', u'des:payrol', u'id:x0878', u'indn:santiago', u'angulo', u'co', u'id:1360']
[u'amazon.com']
[u'open', u'solut', u'l', u'des:payrol', u'id:x0878', u'indn:santiago', u'angulo', u'co', u'id:1360']
[u'deposit', u'amazon', u'global', u're', u'type:', u'direct', u'dep', u'id:', u'1101', u'co:', u'amazon', u'global', u're', u'ach', u'ecc', u'ppd', u'ach', u'trace', u'1175']
[u'amazon.com']
[u'deposit', u'home', u'bank', u'transfer', u'share', u'0001', u'sdfcu', u'onlin', u'04/29/2015', u'10:18', u'3299']
[u'payment', u'thank']
[u'onlin', u'bank', u'transfer', u'sav', u'4195', u'confirmation#', u'8606']
[u'american', u'express']
[u'06', u'bartel', u'dru', u'02/09', u'#1803', u'purchas', u'06', u'bartel', u'drug', u'redmond', u'wa']
[u'deposit', u'amazon', u'global', u're', u'type:', u'direct', u'dep', u'id:', u'1101', u'co:', u'amazon', u'global', u're', u'ach', u'ecc', u'ppd', u'ach', u'trace', u'1175']
[u'06', u'bartel', u'dru', u'02/21', u'#3891', u'purchas', u'06', u'bartel', u'drug', u'redmond', u'wa']
[u'06', u'bartel', u'dru', u'02/26', u'#5163', u'purchas', u'06', u'bartel', u'drug', u'redmond', u'wa']
[u'06', u'bartel', u'dru', u'03/18', u'#8759', u'purchas', u'06', u'bartel', u'drug', u'redmond', u'wa']
[u'american', u'express']
[u'onlin', u'schedul', u'transfer', u'chk', u'0403', u'confirmation#', u'7442']
[u'payment', u'thank', u'imag']
[u'fid', u'bank', u'servic']
[u'transfer']
[u'fid', u'bkg', u'svc', u'llc', u'des:moneylin', u'id:6900', u'opo1k', u'indn:santiago', u'angulo', u'co', u'id:0368']
[u'fid', u'bkg', u'svc', u'llc', u'des:moneylin', u'id:6900', u'opo1k', u'indn:santiago', u'angulo', u'co', u'id:0368']
[u'payment', u'thank']
[u'fid', u'bkg', u'svc', u'llc', u'des:moneylin', u'id:6900', u'qll7b', u'indn:santiago', u'angulo', u'co', u'id:0368']
[u'glover', u'russel']
[u'glover', u'russel']
[u'glover', u'russel']
[u'glover', u'russel']
[u'0']
[u'glover', u'russel']
[u'0']
[u'glover', u'russel']
[u'0']
[u'glover', u'russel']
[u'0']
[u'glover', u'russel']
[u'0']
[u'glover', u'russel']
[u'0']
[u'glover', u'russel']
[u'0']
[u'glover', u'russel']
[u'0']
[u'glover', u'russel']
[u'open', u'solut', u'l', u'des:payrol', u'id:x0878', u'indn:santiago', u'angulo', u'co', u'id:1360']
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[u'06', u'bartel', u'dru', u'06/23', u'#1589', u'purchas', u'06', u'bartel', u'drug', u'redmond', u'wa']
[u'06', u'bartel', u'dru', u'06/23', u'#8791', u'purchas', u'06', u'bartel', u'drug', u'redmond', u'wa']
[u'at&t', u'mobil', u'bill', u'payment']
[u'bmw', u'bellevu', u'06/23', u'#6331', u'purchas', u'bmw', u'bellevu', u'bellevu', u'wa']
[u'checkcard', u'x', u'68', u'rufa', u'2.0', u'seattl', u'wa', u'x2864']
[u'comcast', u'cabl', u'commun', u'bill', u'payment']
[u'costco', u'whse', u'#0', u'06/22', u'#3567', u'purchas', u'costco', u'whse', u'#0747', u'woodinvil', u'wa']
[u'tu', u'*transunion', u'--3292', u'ca', u'5075']
[u'checkcard', u'x', u'x0442', u'bellevu', u'wa', u'x3685']
[u'checkcard', u'x', u'68', u'rufa', u'2.0', u'seattl', u'wa', u'x0678']
[u'netflix.com', u'--', u'x8649', u'dvd', u'rental']
[u'withdraw', u'#x70', u'qualiti', u'food', u'c', u'8867', u'161st', u'ave', u'ne', u'redmond', u'wa', u'card', u'15', u'#7547']
[u'withdraw', u'atm', u'#x89', u'sound', u'credit', u'u', u'x7181', u'redmond', u'way', u'redmond', u'wa', u'card', u'15', u'#7547']
[u'amazon', u'web', u'servic', u'aws.amazon.', u'xd212xc2rtp', u'web', u'servic']
[u'withdraw', u'#x38', u'costco', u'whse', u'#0747', u'woodinvil', u'wa', u'card', u'15', u'#7547']
[u'withdraw', u'#x64', u'costco', u'whse', u'#0747', u'woodinvil', u'wa', u'card', u'15', u'#7547']
[u'withdraw', u'bill', u'payment', u'#6408', u'amazon.com', u'seattl', u'wa', u'card', u'15', u'#7547']
[u'withdraw', u'visa', u'debit', u'card', u'fox', u'hollow', u'famili', u'farm', u'issaquah', u'wa', u'date', u'06/25/16', u'x', u'x', u'x', u'0763', u'card', u'15', u'#7547']
[u'withdraw', u'visa', u'debit', u'card', u'jersey', u"mike'", u'sub', u'x8011', u'redmond', u'wa', u'date', u'06/24/16', u'x', u'x', u'x', u'5814', u'card', u'15', u'#7547']
[u'amazon', u'web', u'servic', u'aws.amazon.', u'e89q3je114i', u'web', u'servic']
[u'bkofamerica', u'atm', u'06/26', u'#8465', u'withdrwl', u'bellevu', u'squar', u'bellevu', u'wa']
[u'checkcard', u'0624', u'good2go', u'replenish', u'--8246', u'wa', u'x0779']
[u'checkcard', u'0625', u'stan', u'bar', u'b', u'q', u'issaquah', u'wa', u'x4045']
[u'checkcard', u'0626', u'appl', u'store', u'#r003', u'bellevu', u'wa', u'x0558']
[u'checkcard', u'0626', u'cinnabon', u'#2480', u'bellevu', u'wa', u'x9734']
[u'checkcard', u'x', u'68', u'rufa', u'2.0', u'seattl', u'wa', u'x3986']
[u'fox', u'hollow', u'famili', u'faissaquah', u'--4420']
[u"macy'", u'east', u'#368', u'000bellevu', u'6229']
[u'qualiti', u'f', u'8867', u'06/25', u'#5405', u'purchas', u'qualiti', u'f', u'7', u'16', u'redmond', u'wa']
[u'renew', u'membership', u'fee']
[u'treehouse*treehous', u'orlando', u'6kwz67vj', u'--2130']
[u'withdraw', u'06', u'bartel', u'drug', u'redmond', u'bella', u'baot', u'redmond', u'wa', u'card', u'15', u'#7547']
[u'withdraw', u'bill', u'payment', u'#4104', u'amazon.com', u'seattl', u'wa', u'card', u'15', u'#7547']
[u'withdraw', u'visa', u'debit', u'card', u'safesplash', u'swim', u'school', u'--1885', u'wa', u'date', u'06/25/16', u'x', u'x', u'x', u'8299', u'card', u'15', u'#7547']
[u'automat', u'transfer', u'chk', u'0403', u'confirmation#', u'2406']
[u'automat', u'transfer', u'sav', u'4195', u'confirmation#', u'2406']
[u'fedex', u'offic', u'x0828']
[u'interest', u'earn']
[u'pp*catherinefa', u'seattl', u'--1136']
[u'withdraw', u'bill', u'payment', u'#0019', u'amazon.com', u'seattl', u'wa', u'card', u'15', u'#7547']
[u'withdraw', u'bill', u'payment', u'#3508', u'amazon.com', u'seattl', u'wa', u'card', u'15', u'#7547']
[u'xoom.com', u'des:debit', u'o', u'id:3002', u'indn:angulo', u'santiago', u'co', u'id:1943']
[u'checkcard', u'0628', u'arco#x2832', u'kirkland', u'wa', u'x0438']
[u'deposit', u'amazon', u'global', u're', u'type:', u'direct', u'dep', u'id:', u'1101', u'co:', u'amazon', u'global', u're', u'ach', u'ecc', u'ppd', u'ach', u'trace', u'8404']
[u'withdraw', u'#x14', u'qualiti', u'food', u'c', u'x1224', u'ne', u'124th', u'st', u'kirkland', u'wa', u'card', u'15', u'#7547']
[u'withdraw', u'visa', u'debit', u'card', u'soccer', u'shot', u'seattl', u'-9344', u'wa', u'date', u'06/28/16', u'x', u'x', u'x', u'7997', u'card', u'15', u'#7547']
[u'bkofamerica', u'mobil', u'06/30', u'9531', u'deposit', u'*mobil', u'fl']
[u'checkcard', u'0628', u'menchie`', u'frozen', u'yogurt', u'kirkland', u'wa', u'x6506']
[u'checkcard', u'0628', u'specialti', u'cafe', u'bake', u'seattl', u'wa', u'x6128']
[u'checkfre', u'servic', u'des:payrol', u'id:x0878', u'indn:santiago', u'angulo', u'co', u'id:1080']
[u'deposit', u'dividend', u'0.100%', u'api', u'earn', u'0.10%', u'06/01/16', u'06/30/16']
[u'monthli', u'mainten', u'fee']
[u'onlin', u'bank', u'transfer', u'chk', u'0403', u'confirmation#', u'0737']
[u'onlin', u'bank', u'transfer', u'sav', u'4195', u'confirmation#', u'0737']
[u'withdraw', u'adjust', u'credit', u'voucher', u'soccer', u'shot', u'seattl', u'-9344', u'wa', u'date', u'06/29/16', u'x', u'x', u'x', u'7997', u'card', u'15', u'#7547']
[u'withdraw', u'visa', u'debit', u'card', u'caff', u'umbria', u'x4723', u'seattl', u'wa', u'date', u'06/29/16', u'x', u'x', u'x', u'5812', u'card', u'15', u'#7547']
[u'withdraw', u'visa', u'debit', u'card', u'sq', u'*acai', u'espresso', u'llc', u'kirkland', u'wa', u'date', u'06/30/16', u'x', u'x', u'x', u'5814', u'card', u'15', u'#7547']
[u'withdraw', u'visa', u'debit', u'card', u'sq', u'*acai', u'espresso', u'llc', u'kirkland', u'wa', u'date', u'06/30/16', u'x', u'x', u'x', u'5814', u'card', u'15', u'#7547']
[u'withdraw', u'visa', u'debit', u'card', u'sq', u'*chopstix', u'seattl', u'wa', u'date', u'06/29/16', u'x', u'x', u'x', u'5814', u'card', u'15', u'#7547']
Out[27]:
(4632, 5047)
In [28]:
result.loc[1,'countspw']
Out[28]:
"[(u'deposit', 1), (u'#x84', 1), (u'state', 1), (u'depart', 1), (u'fcu', 1), (u'mobil', 1), (u'alexandria', 1), (u'va', 1), (u'check', 1), (u'hold', 1), (u'releas', 3), (u'04/30/15', 3), (u'0.00', 3), (u'check', 1), (u'hold', 1), (u'releas', 3), (u'05/01/15', 3), (u'40.00', 3), (u'check', 1), (u'hold', 1), (u'releas', 3), (u'05/06/15', 3), (u'450.00', 3)]"
In [29]:
import numpy as np
from itertools import chain
from numpy import ndenumerate
import ast
#result5 = result.head()
line=list()
tup=()
for index, row in result.iterrows():
#line = np.array(row.countspw)
line = row.countspw
#print line
#print type(line)
items = list(ast.literal_eval(row.countspw))
for item in items:
#print "Item = " + str(item)
tup = tuple(item)
for i,j in enumerate(item):
#print "index i and j : " + str(index) + " : " + str(i) + " : " + str(j)
col = str(item[0])
#print ("colum is " +str(item[0]))
val = item[1]
#print ("value is "+ str(item[1]))
result.loc[index,col] = val
if col in result.columns:
a=0
else:
print ("index = :" +str(index) + " colum is :" + col + " value is :"+ str(val))
#print ("colum is " + col)
#print ("value is "+ str(val))
if (index == 1000) or (index == 2000) or (index == 3000) or ( index == 4000 ):
print "1000"
1000
1000
1000
1000
1000
1000
1000
1000
1000
1000
1000
1000
1000
1000
1000
1000
1000
1000
1000
1000
1000
1000
1000
1000
1000
1000
1000
1000
1000
1000
1000
1000
1000
1000
1000
1000
1000
1000
1000
1000
1000
1000
1000
1000
1000
1000
1000
1000
1000
1000
1000
1000
1000
1000
1000
1000
1000
1000
1000
1000
1000
1000
1000
1000
In [30]:
#result.loc[:,u'payment']
result
Out[30]:
Date
Category
Description
Bill
Account
In/Out
Actuals/Budget
addt'l info
CatBill
CatBillCodeZZZ
...
06/30/16
0737
06/29/16
caff
umbria
x4723
countspw
id:6900
nmbp
zzzgns7jj
0
1/5/2015
Credit Card Payments
PAYMENT - THANK YOU
BOA-SA
Bank of America - Credit Card - BankAmericard ...
CC pmnt
Actuals
0
Credit Card Payments:BOA-SA:CC pmnt
1
...
0.0
0.0
0.0
0.0
0.0
0.0
[(u'payment', 1), (u'thank', 1)]
NaN
NaN
NaN
1
4/29/2015
Luis Angulo Padre
Deposit #xxxx84 - State Department FCU Mobile ...
NaN
State Department FCU - Bank - REGULAR SAVINGS
Loan
Actuals
0
Luis Angulo Padre:N/A:Loan
2
...
0.0
0.0
0.0
0.0
0.0
0.0
[(u'deposit', 1), (u'#x84', 1), (u'state', 1),...
NaN
NaN
NaN
2
2/23/2015
Transfers
Deposit Home Banking Transfer - From Share 000...
NaN
State Department FCU - Bank - BASIC CHECKING
Transfers
Actuals
0
Transfers:N/A:Transfers
3
...
0.0
0.0
0.0
0.0
0.0
0.0
[(u'deposit', 1), (u'home', 1), (u'bank', 1), ...
NaN
NaN
NaN
3
7/6/2015
401K
Deposit VANGUARD GROUP - TYPE: DISBRSMNT ID: x...
NaN
State Department FCU - Bank - BASIC CHECKING
INCOME
Actuals
0
401K:N/A:INCOME
4
...
0.0
0.0
0.0
0.0
0.0
0.0
[(u'deposit', 1), (u'vanguard', 1), (u'group',...
NaN
NaN
NaN
4
7/6/2015
Transfers
Deposit Home Banking Transfer - From Share 000...
NaN
State Department FCU - Bank - REGULAR SAVINGS
Transfers
Actuals
0
Transfers:N/A:Transfers
3
...
0.0
0.0
0.0
0.0
0.0
0.0
[(u'deposit', 1), (u'home', 1), (u'bank', 1), ...
NaN
NaN
NaN
5
4/27/2015
Transfers
Deposit #xxxx51 - State Department FCU Mobile ...
NaN
State Department FCU - Bank - REGULAR SAVINGS
Transfers
Actuals
0
Transfers:N/A:Transfers
3
...
0.0
0.0
0.0
0.0
0.0
0.0
[(u'deposit', 1), (u'#x51', 1), (u'state', 1),...
NaN
NaN
NaN
6
4/27/2015
Transfers
Online Banking transfer from SAV 4195 ...
NaN
Bank of America - Bank - Bank of America Core ...
Transfers
Actuals
0
Transfers:N/A:Transfers
3
...
0.0
0.0
0.0
0.0
0.0
0.0
[(u'onlin', 1), (u'bank', 1), (u'transfer', 1)...
NaN
NaN
NaN
7
9/27/2015
Transfers
PAYMENT RECEIVED - THANK YOU
AmexBlue
American Express Cards - Blue for Business
Transfers
Actuals
0
Transfers:AmexBlue:Transfers
5
...
0.0
0.0
0.0
0.0
0.0
0.0
[(u'payment', 1), (u'receiv', 1), (u'thank', 1)]
NaN
NaN
NaN
8
4/24/2015
Transfers
Online Banking transfer from CHK 0403 ...
NaN
Bank of America - Bank - Regular Savings
Transfers
Actuals
0
Transfers:N/A:Transfers
3
...
0.0
0.0
0.0
0.0
0.0
0.0
[(u'onlin', 1), (u'bank', 1), (u'transfer', 1)...
NaN
NaN
NaN
9
4/22/2015
Taxes
IRS TREAS 310 DES: TAX REF ID:xxxxxxxxxxx...
NaN
Bank of America - Bank - Bank of America Core ...
INCOME
Actuals
0
Taxes:N/A:INCOME
6
...
0.0
0.0
0.0
0.0
0.0
0.0
[(u'ir', 1), (u'trea', 1), (u'310', 1), (u'des...
NaN
NaN
NaN
10
1/7/2015
Credit Card Payments
ELECTRONIC PAYMENT RECEIVED-THA
AmexCostco
American Express Cards - Costco TrueEarnings Card
CC pmnt
Actuals
0
Credit Card Payments:AmexCostco:CC pmnt
7
...
0.0
0.0
0.0
0.0
0.0
0.0
[(u'electron', 1), (u'payment', 1), (u'receive...
NaN
NaN
NaN
11
3/16/2015
Transfers
Online Banking transfer from CHK 0403 ...
NaN
Bank of America - Bank - Regular Savings
Transfers
Actuals
0
Transfers:N/A:Transfers
3
...
0.0
0.0
0.0
0.0
0.0
0.0
[(u'onlin', 1), (u'bank', 1), (u'transfer', 1)...
NaN
NaN
NaN
12
3/13/2015
Bonus
OPEN SOLUTIONS L DES:PAYROLL ID:xxxxxxxxxx0...
NaN
Bank of America - Bank - Bank of America Core ...
INCOME
Actuals
0
Bonus:N/A:INCOME
8
...
0.0
0.0
0.0
0.0
0.0
0.0
[(u'open', 1), (u'solut', 1), (u'l', 1), (u'de...
NaN
NaN
NaN
13
1/7/2015
Credit Card Payments
ELECTRONIC PAYMENT RECEIVED-THA
AmexBlue
American Express Cards - Blue for Business
CC pmnt
Actuals
0
Credit Card Payments:AmexBlue:CC pmnt
9
...
0.0
0.0
0.0
0.0
0.0
0.0
[(u'electron', 1), (u'payment', 1), (u'receive...
NaN
NaN
NaN
14
4/6/2015
Transfers
Deposit Home Banking Transfer - From Share 000...
NaN
State Department FCU - Bank - BASIC CHECKING
Transfers
Actuals
0
Transfers:N/A:Transfers
3
...
0.0
0.0
0.0
0.0
0.0
0.0
[(u'deposit', 1), (u'home', 1), (u'bank', 1), ...
NaN
NaN
NaN
15
1/15/2015
Paychecks/Salary
OPEN SOLUTIONS L DES:PAYROLL ID:xxxxxxxxxx0...
SAL-SA
Bank of America - Bank - Bank of America Core ...
INCOME
Actuals
0
Paychecks/Salary:SAL-SA:INCOME
10
...
0.0
0.0
0.0
0.0
0.0
0.0
[(u'open', 1), (u'solut', 1), (u'l', 1), (u'de...
NaN
NaN
NaN
16
1/30/2015
Paychecks/Salary
Deposit AMAZON GLOBAL RE - TYPE: DIRECT DEP ID...
SAL-SV
State Department FCU - Bank - BASIC CHECKING
INCOME
Actuals
0
Paychecks/Salary:SAL-SV:INCOME
11
...
0.0
0.0
0.0
0.0
0.0
0.0
[(u'deposit', 1), (u'amazon', 1), (u'global', ...
NaN
NaN
NaN
17
1/30/2015
Paychecks/Salary
OPEN SOLUTIONS L DES:PAYROLL ID:xxxxxxxxxx0...
SAL-SA
Bank of America - Bank - Bank of America Core ...
INCOME
Actuals
0
Paychecks/Salary:SAL-SA:INCOME
10
...
0.0
0.0
0.0
0.0
0.0
0.0
[(u'open', 1), (u'solut', 1), (u'l', 1), (u'de...
NaN
NaN
NaN
18
1/30/2015
Paychecks/Salary
Deposit AMAZON GLOBAL RE - TYPE: DIRECT DEP ID...
SAL-SV
Adjustments
INCOME
Actuals
0
Paychecks/Salary:SAL-SV:INCOME
11
...
0.0
0.0
0.0
0.0
0.0
0.0
[(u'deposit', 1), (u'amazon', 1), (u'global', ...
NaN
NaN
NaN
19
1/30/2015
Paychecks/Salary
OPEN SOLUTIONS L DES:PAYROLL ID:xxxxxxxxxx0...
SAL-SA
Adjustments
INCOME
Actuals
0
Paychecks/Salary:SAL-SA:INCOME
10
...
0.0
0.0
0.0
0.0
0.0
0.0
[(u'open', 1), (u'solut', 1), (u'l', 1), (u'de...
NaN
NaN
NaN
20
2/1/2015
Paychecks/Salary
Deposit AMAZON GLOBAL RE - TYPE: DIRECT DEP ID...
SAL-SV
Adjustments
INCOME
Actuals
Bartell Drugs
Paychecks/Salary:SAL-SV:INCOME
11
...
0.0
0.0
0.0
0.0
0.0
0.0
[(u'deposit', 1), (u'amazon', 1), (u'global', ...
NaN
NaN
NaN
21
2/1/2015
Paychecks/Salary
OPEN SOLUTIONS L DES:PAYROLL ID:xxxxxxxxxx0...
SAL-SA
Adjustments
INCOME
Actuals
0
Paychecks/Salary:SAL-SA:INCOME
10
...
0.0
0.0
0.0
0.0
0.0
0.0
[(u'open', 1), (u'solut', 1), (u'l', 1), (u'de...
NaN
NaN
NaN
22
1/12/2015
Credit Card Payments
ONLINE PAYMENT - THANK YOU
AmexGold
American Express Cards - Business Gold Rewards...
CC pmnt
Actuals
0
Credit Card Payments:AmexGold:CC pmnt
12
...
0.0
0.0
0.0
0.0
0.0
0.0
[(u'onlin', 1), (u'payment', 1), (u'thank', 1)]
NaN
NaN
NaN
23
2/13/2015
Paychecks/Salary
OPEN SOLUTIONS L DES:PAYROLL ID:xxxxxxxxxx0...
SAL-SA
Bank of America - Bank - Bank of America Core ...
INCOME
Actuals
0
Paychecks/Salary:SAL-SA:INCOME
10
...
0.0
0.0
0.0
0.0
0.0
0.0
[(u'open', 1), (u'solut', 1), (u'l', 1), (u'de...
NaN
NaN
NaN
24
2/27/2015
Paychecks/Salary
Deposit AMAZON GLOBAL RE - TYPE: DIRECT DEP ID...
SAL-SV
State Department FCU - Bank - BASIC CHECKING
INCOME
Actuals
0
Paychecks/Salary:SAL-SV:INCOME
11
...
0.0
0.0
0.0
0.0
0.0
0.0
[(u'deposit', 1), (u'amazon', 1), (u'global', ...
NaN
NaN
NaN
25
2/27/2015
Paychecks/Salary
OPEN SOLUTIONS L DES:PAYROLL ID:xxxxxxxxxx0...
SAL-SA
Bank of America - Bank - Bank of America Core ...
INCOME
Actuals
0
Paychecks/Salary:SAL-SA:INCOME
10
...
0.0
0.0
0.0
0.0
0.0
0.0
[(u'open', 1), (u'solut', 1), (u'l', 1), (u'de...
NaN
NaN
NaN
26
2/27/2015
Paychecks/Salary
Deposit AMAZON GLOBAL RE - TYPE: DIRECT DEP ID...
SAL-SV
Adjustments
INCOME
Actuals
0
Paychecks/Salary:SAL-SV:INCOME
11
...
0.0
0.0
0.0
0.0
0.0
0.0
[(u'deposit', 1), (u'amazon', 1), (u'global', ...
NaN
NaN
NaN
27
2/27/2015
Paychecks/Salary
OPEN SOLUTIONS L DES:PAYROLL ID:xxxxxxxxxx0...
SAL-SA
Adjustments
INCOME
Actuals
0
Paychecks/Salary:SAL-SA:INCOME
10
...
0.0
0.0
0.0
0.0
0.0
0.0
[(u'open', 1), (u'solut', 1), (u'l', 1), (u'de...
NaN
NaN
NaN
28
3/1/2015
Paychecks/Salary
Deposit AMAZON GLOBAL RE - TYPE: DIRECT DEP ID...
SAL-SV
Adjustments
INCOME
Actuals
0
Paychecks/Salary:SAL-SV:INCOME
11
...
0.0
0.0
0.0
0.0
0.0
0.0
[(u'deposit', 1), (u'amazon', 1), (u'global', ...
NaN
NaN
NaN
29
3/1/2015
Paychecks/Salary
OPEN SOLUTIONS L DES:PAYROLL ID:xxxxxxxxxx0...
SAL-SA
Adjustments
INCOME
Actuals
0
Paychecks/Salary:SAL-SA:INCOME
10
...
0.0
0.0
0.0
0.0
0.0
0.0
[(u'open', 1), (u'solut', 1), (u'l', 1), (u'de...
NaN
NaN
NaN
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
4602
6/27/2016
Service Charges/Fees
RENEWAL MEMBERSHIP FEE
AmexGold
American Express Cards - Business Gold Rewards...
PAYMENT
Actuals
0
Service Charges/Fees:AmexGold:PAYMENT
262
...
0.0
0.0
0.0
0.0
0.0
0.0
[(u'renew', 1), (u'membership', 1), (u'fee', 1)]
NaN
NaN
NaN
4603
6/27/2016
Business Miscellaneous
TREEHOUSE*TREEHOUSE ORLANDO 6KWZ67VJ xxx-xx...
NaN
American Express Cards - Business Gold Rewards...
PAYMENT
Actuals
TreeHouse
Business Miscellaneous:N/A:PAYMENT
39
...
0.0
0.0
0.0
0.0
0.0
0.0
[(u'treehouse*treehous', 1), (u'orlando', 1), ...
NaN
NaN
NaN
4604
6/27/2016
Healthcare/Medical
Withdrawal #xxxxxxxxxxxx - 06 BARTELL DRUGS RE...
Prescriptions
State Department FCU - Bank - BASIC CHECKING
PAYMENT
Actuals
Bartell Drugs
Healthcare/Medical:Prescriptions:PAYMENT
65
...
0.0
0.0
0.0
0.0
0.0
0.0
[(u'withdraw', 1), (u'06', 1), (u'bartel', 1),...
NaN
NaN
NaN
4605
6/27/2016
Groceries
Withdrawal Bill Payment - #xxxxxxxx4104 AMAZON...
NaN
State Department FCU - Bank - BASIC CHECKING
PAYMENT
Actuals
Amazon.com
Groceries:N/A:PAYMENT
84
...
0.0
0.0
0.0
0.0
0.0
0.0
[(u'withdraw', 1), (u'bill', 1), (u'payment', ...
NaN
NaN
NaN
4606
6/27/2016
Education
Withdrawal Visa Debit Card - SAFESPLASH SWIM S...
NaN
State Department FCU - Bank - BASIC CHECKING
PAYMENT
Actuals
0
Education:N/A:PAYMENT
151
...
0.0
0.0
0.0
0.0
0.0
0.0
[(u'withdraw', 1), (u'visa', 1), (u'debit', 1)...
NaN
NaN
NaN
4607
6/28/2016
Transfers
Automatic Transfer from CHK 0403 ...
NaN
Bank of America - Bank - Regular Savings
PAYMENT
Actuals
Transfer
Transfers:N/A:PAYMENT
270
...
0.0
0.0
0.0
0.0
0.0
0.0
[(u'automat', 1), (u'transfer', 1), (u'chk', 1...
NaN
NaN
NaN
4608
6/28/2016
Transfers
Automatic Transfer to SAV 4195 ...
NaN
Bank of America - Bank - Bank of America Core ...
PAYMENT
Actuals
Transfer
Transfers:N/A:PAYMENT
270
...
0.0
0.0
0.0
0.0
0.0
0.0
[(u'automat', 1), (u'transfer', 1), (u'sav', 1...
NaN
NaN
NaN
4609
6/28/2016
Business Miscellaneous
FEDEX OFFICE xxxx0828
NaN
Chase - Credit Card - S. VILLANUEVA
PAYMENT
Actuals
FedEx
Business Miscellaneous:N/A:PAYMENT
39
...
0.0
0.0
0.0
0.0
0.0
0.0
[(u'fedex', 1), (u'offic', 1), (u'x0828', 1)]
NaN
NaN
NaN
4610
6/28/2016
Interest Income
Interest Earned
Interest
Bank of America - Bank - Regular Savings
PAYMENT
Actuals
Interest
Interest Income:Interest:PAYMENT
278
...
0.0
0.0
0.0
0.0
0.0
0.0
[(u'interest', 1), (u'earn', 1)]
NaN
NaN
NaN
4611
6/28/2016
Restaurants/Dining
PP*CATHERINEFA SEATTLE xxxxxxxx xxx-xx...
NaN
American Express Cards - Business Gold Rewards...
PAYMENT
Actuals
0
Restaurants/Dining:N/A:PAYMENT
53
...
0.0
0.0
0.0
0.0
0.0
0.0
[(u'pp*catherinefa', 1), (u'seattl', 1), (u'--...
NaN
NaN
NaN
4612
6/28/2016
Groceries
Withdrawal Bill Payment - #xxxxxxxx0019 AMAZON...
NaN
State Department FCU - Bank - BASIC CHECKING
PAYMENT
Actuals
Amazon.com
Groceries:N/A:PAYMENT
84
...
0.0
0.0
0.0
0.0
0.0
0.0
[(u'withdraw', 1), (u'bill', 1), (u'payment', ...
NaN
NaN
NaN
4613
6/28/2016
Groceries
Withdrawal Bill Payment - #xxxxxxxx3508 AMAZON...
NaN
State Department FCU - Bank - BASIC CHECKING
PAYMENT
Actuals
Amazon.com
Groceries:N/A:PAYMENT
84
...
0.0
0.0
0.0
0.0
0.0
0.0
[(u'withdraw', 1), (u'bill', 1), (u'payment', ...
NaN
NaN
NaN
4614
6/28/2016
Business Miscellaneous
Xoom.com DES:DEBIT O ID:xxxxxxxxxxx...
NaN
Bank of America - Bank - Business Economy Chk
PAYMENT
Actuals
Xoom Corporation
Business Miscellaneous:N/A:PAYMENT
39
...
0.0
0.0
0.0
0.0
0.0
0.0
[(u'xoom.com', 1), (u'des:debit', 1), (u'o', 1...
NaN
NaN
NaN
4615
6/29/2016
Gasoline/Fuel
CHECKCARD 0628 ARCO#x2832 ...
NaN
Bank of America - Bank - Bank of America Core ...
PAYMENT
Actuals
Arco
Gasoline/Fuel:N/A:PAYMENT
130
...
0.0
0.0
0.0
0.0
0.0
0.0
[(u'checkcard', 1), (u'0628', 1), (u'arco#x283...
NaN
NaN
NaN
4616
6/29/2016
Paychecks/Salary
Deposit AMAZON GLOBAL RE - TYPE: DIRECT DEP ID...
SAL-SV
State Department FCU - Bank - BASIC CHECKING
INCOME
Actuals
Deposits
Paychecks/Salary:SAL-SV:INCOME
11
...
0.0
0.0
0.0
0.0
0.0
0.0
[(u'deposit', 1), (u'amazon', 1), (u'global', ...
NaN
NaN
NaN
4617
6/29/2016
Groceries
Withdrawal #xxxxxxxxxx14 - QUALITY FOOD C x122...
NaN
State Department FCU - Bank - BASIC CHECKING
PAYMENT
Actuals
Quality Food Centers
Groceries:N/A:PAYMENT
84
...
0.0
0.0
0.0
0.0
0.0
0.0
[(u'withdraw', 1), (u'#x14', 1), (u'qualiti', ...
NaN
NaN
NaN
4618
6/29/2016
Credit Card Payments
Withdrawal Visa Debit Card - SOCCER SHOTS SEAT...
NaN
State Department FCU - Bank - BASIC CHECKING
PAYMENT
Actuals
0
Credit Card Payments:N/A:PAYMENT
272
...
0.0
0.0
0.0
0.0
0.0
0.0
[(u'withdraw', 1), (u'visa', 1), (u'debit', 1)...
NaN
NaN
NaN
4619
6/30/2016
Deposits
BKOFAMERICA MOBILE 06/30 xxxxxx9531 DEPOSIT ...
NaN
Bank of America - Bank - Bank of America Core ...
PAYMENT
Actuals
Bank of America
Deposits:N/A:PAYMENT
280
...
0.0
0.0
0.0
0.0
0.0
0.0
[(u'bkofamerica', 1), (u'mobil', 1), (u'06/30'...
NaN
NaN
NaN
4620
6/30/2016
Restaurants/Dining
CHECKCARD 0628 MENCHIE`S FROZEN YOGURT ...
NaN
Bank of America - Bank - Bank of America Core ...
PAYMENT
Actuals
Menchie S Frozen Yogurt
Restaurants/Dining:N/A:PAYMENT
53
...
0.0
0.0
0.0
0.0
0.0
0.0
[(u'checkcard', 1), (u'0628', 1), (u'menchie`'...
NaN
NaN
NaN
4621
6/30/2016
Restaurants/Dining
CHECKCARD 0628 SPECIALTYS CAFE BAKE ...
NaN
Bank of America - Bank - Bank of America Core ...
PAYMENT
Actuals
Specialty's Cafe & Bakery
Restaurants/Dining:N/A:PAYMENT
53
...
0.0
0.0
0.0
0.0
0.0
0.0
[(u'checkcard', 1), (u'0628', 1), (u'specialti...
NaN
NaN
NaN
4622
6/30/2016
Paychecks/Salary
CHECKFREE SERVIC DES:PAYROLL ID:xxxxxxxxxx0...
SAL-SA
Bank of America - Bank - Bank of America Core ...
INCOME
Actuals
0
Paychecks/Salary:SAL-SA:INCOME
10
...
0.0
0.0
0.0
0.0
0.0
0.0
[(u'checkfre', 1), (u'servic', 1), (u'des:payr...
NaN
NaN
NaN
4623
6/30/2016
Interest Income
Deposit Dividend 0.100% - %% APY Earned 0.10% ...
NaN
State Department FCU - Bank - REGULAR SAVINGS
PAYMENT
Actuals
Deposit
Interest Income:N/A:PAYMENT
273
...
1.0
0.0
0.0
0.0
0.0
0.0
[(u'deposit', 1), (u'dividend', 1), (u'0.100%'...
NaN
NaN
NaN
4624
6/30/2016
Service Charges/Fees
Monthly Maintenance Fee
ASOLChecking
Bank of America - Bank - Business Economy Chk
PAYMENT
Actuals
0
Service Charges/Fees:ASOLChecking:PAYMENT
121
...
0.0
0.0
0.0
0.0
0.0
0.0
[(u'monthli', 1), (u'mainten', 1), (u'fee', 1)]
NaN
NaN
NaN
4625
6/30/2016
Transfers
Online Banking transfer from CHK 0403 ...
NaN
Bank of America - Bank - Regular Savings
PAYMENT
Actuals
Transfer
Transfers:N/A:PAYMENT
270
...
0.0
1.0
0.0
0.0
0.0
0.0
[(u'onlin', 1), (u'bank', 1), (u'transfer', 1)...
NaN
NaN
NaN
4626
6/30/2016
Transfers
Online Banking transfer to Sav 4195 ...
NaN
Bank of America - Bank - Bank of America Core ...
PAYMENT
Actuals
Transfer
Transfers:N/A:PAYMENT
270
...
0.0
1.0
0.0
0.0
0.0
0.0
[(u'onlin', 1), (u'bank', 1), (u'transfer', 1)...
NaN
NaN
NaN
4627
6/30/2016
Child/Dependent Expenses
Withdrawal Adjustment Credit - Voucher SOCCER ...
NaN
State Department FCU - Bank - BASIC CHECKING
PAYMENT
Actuals
0
Child/Dependent Expenses:N/A:PAYMENT
57
...
0.0
0.0
3.0
0.0
0.0
0.0
[(u'withdraw', 1), (u'adjust', 1), (u'credit',...
NaN
NaN
NaN
4628
6/30/2016
Restaurants/Dining
Withdrawal Visa Debit Card - CAFFE UMBRIA xxxx...
NaN
State Department FCU - Bank - BASIC CHECKING
PAYMENT
Actuals
0
Restaurants/Dining:N/A:PAYMENT
53
...
0.0
0.0
3.0
1.0
1.0
1.0
[(u'withdraw', 1), (u'visa', 1), (u'debit', 1)...
NaN
NaN
NaN
4629
6/30/2016
Restaurants/Dining
Withdrawal Visa Debit Card - SQ *ACAI AND ESPR...
NaN
State Department FCU - Bank - BASIC CHECKING
PAYMENT
Actuals
Espresso
Restaurants/Dining:N/A:PAYMENT
53
...
3.0
0.0
0.0
0.0
0.0
0.0
[(u'withdraw', 1), (u'visa', 1), (u'debit', 1)...
NaN
NaN
NaN
4630
6/30/2016
Restaurants/Dining
Withdrawal Visa Debit Card - SQ *ACAI AND ESPR...
NaN
State Department FCU - Bank - BASIC CHECKING
PAYMENT
Actuals
Espresso
Restaurants/Dining:N/A:PAYMENT
53
...
3.0
0.0
0.0
0.0
0.0
0.0
[(u'withdraw', 1), (u'visa', 1), (u'debit', 1)...
NaN
NaN
NaN
4631
6/30/2016
Restaurants/Dining
Withdrawal Visa Debit Card - SQ *CHOPSTIX SEAT...
NaN
State Department FCU - Bank - BASIC CHECKING
PAYMENT
Actuals
chopstixkochi.com.
Restaurants/Dining:N/A:PAYMENT
53
...
0.0
0.0
1.0
0.0
0.0
0.0
[(u'withdraw', 1), (u'visa', 1), (u'debit', 1)...
NaN
NaN
NaN
4632 rows × 5050 columns
In [31]:
result.loc[:,'AccountCodeZZZ':'x4723'].head(10)
#result.loc[:,'payment':'06/30/16']
Out[31]:
AccountCodeZZZ
InOutCodeZZZ
ActBudCodeZZZ
payment
thank
deposit
#x84
state
depart
fcu
...
06/30
9531
x6506
x6128
06/30/16
0737
06/29/16
caff
umbria
x4723
0
10
1
1
1.0
1.0
0.0
0.0
0.0
0.0
0.0
...
0.0
0.0
0.0
0.0
0.0
0.0
0.0
0.0
0.0
0.0
1
21
2
1
0.0
0.0
1.0
1.0
1.0
1.0
1.0
...
0.0
0.0
0.0
0.0
0.0
0.0
0.0
0.0
0.0
0.0
2
20
3
1
0.0
0.0
1.0
0.0
0.0
0.0
0.0
...
0.0
0.0
0.0
0.0
0.0
0.0
0.0
0.0
0.0
0.0
3
20
4
1
0.0
0.0
1.0
0.0
0.0
0.0
0.0
...
0.0
0.0
0.0
0.0
0.0
0.0
0.0
0.0
0.0
0.0
4
21
3
1
0.0
0.0
1.0
0.0
0.0
0.0
0.0
...
0.0
0.0
0.0
0.0
0.0
0.0
0.0
0.0
0.0
0.0
5
21
3
1
0.0
0.0
1.0
0.0
1.0
1.0
1.0
...
0.0
0.0
0.0
0.0
0.0
0.0
0.0
0.0
0.0
0.0
6
5
3
1
0.0
0.0
0.0
0.0
0.0
0.0
0.0
...
0.0
0.0
0.0
0.0
0.0
0.0
0.0
0.0
0.0
0.0
7
2
3
1
1.0
1.0
0.0
0.0
0.0
0.0
0.0
...
0.0
0.0
0.0
0.0
0.0
0.0
0.0
0.0
0.0
0.0
8
7
3
1
0.0
0.0
0.0
0.0
0.0
0.0
0.0
...
0.0
0.0
0.0
0.0
0.0
0.0
0.0
0.0
0.0
0.0
9
5
4
1
0.0
0.0
0.0
0.0
0.0
0.0
0.0
...
0.0
0.0
0.0
0.0
0.0
0.0
0.0
0.0
0.0
0.0
10 rows × 5034 columns
In [32]:
# create feature matrix (X) (it is a dataframe) that contains these columns from the nba dataframe:
# 'ast', 'stl', 'blk', 'tov', 'pf'
#feature_cols = ['ast', 'stl', 'blk', 'tov', 'pf']
#X = nba[feature_cols]
X = result.loc[:,'AccountCodeZZZ':'x4723']
print (X)
AccountCodeZZZ InOutCodeZZZ ActBudCodeZZZ payment thank deposit \
0 10 1 1 1.0 1.0 0.0
1 21 2 1 0.0 0.0 1.0
2 20 3 1 0.0 0.0 1.0
3 20 4 1 0.0 0.0 1.0
4 21 3 1 0.0 0.0 1.0
5 21 3 1 0.0 0.0 1.0
6 5 3 1 0.0 0.0 0.0
7 2 3 1 1.0 1.0 0.0
8 7 3 1 0.0 0.0 0.0
9 5 4 1 0.0 0.0 0.0
10 4 1 1 1.0 0.0 0.0
11 7 3 1 0.0 0.0 0.0
12 5 4 1 0.0 0.0 0.0
13 2 1 1 1.0 0.0 0.0
14 20 3 1 0.0 0.0 1.0
15 5 4 1 0.0 0.0 0.0
16 20 4 1 0.0 0.0 1.0
17 5 4 1 0.0 0.0 0.0
18 1 4 1 0.0 0.0 1.0
19 1 4 1 0.0 0.0 0.0
20 1 4 1 0.0 0.0 1.0
21 1 4 1 0.0 0.0 0.0
22 3 1 1 1.0 1.0 0.0
23 5 4 1 0.0 0.0 0.0
24 20 4 1 0.0 0.0 1.0
25 5 4 1 0.0 0.0 0.0
26 1 4 1 0.0 0.0 1.0
27 1 4 1 0.0 0.0 0.0
28 1 4 1 0.0 0.0 1.0
29 1 4 1 0.0 0.0 0.0
... ... ... ... ... ... ...
4602 3 5 1 0.0 0.0 0.0
4603 3 5 1 0.0 0.0 0.0
4604 20 5 1 0.0 0.0 0.0
4605 20 5 1 1.0 0.0 0.0
4606 20 5 1 0.0 0.0 0.0
4607 7 5 1 0.0 0.0 0.0
4608 5 5 1 0.0 0.0 0.0
4609 14 5 1 0.0 0.0 0.0
4610 7 5 1 0.0 0.0 0.0
4611 3 5 1 0.0 0.0 0.0
4612 20 5 1 1.0 0.0 0.0
4613 20 5 1 1.0 0.0 0.0
4614 6 5 1 0.0 0.0 0.0
4615 5 5 1 0.0 0.0 0.0
4616 20 4 1 0.0 0.0 1.0
4617 20 5 1 0.0 0.0 0.0
4618 20 5 1 0.0 0.0 0.0
4619 5 5 1 0.0 0.0 1.0
4620 5 5 1 0.0 0.0 0.0
4621 5 5 1 0.0 0.0 0.0
4622 5 4 1 0.0 0.0 0.0
4623 21 5 1 0.0 0.0 1.0
4624 6 5 1 0.0 0.0 0.0
4625 7 5 1 0.0 0.0 0.0
4626 5 5 1 0.0 0.0 0.0
4627 20 5 1 0.0 0.0 0.0
4628 20 5 1 0.0 0.0 0.0
4629 20 5 1 0.0 0.0 0.0
4630 20 5 1 0.0 0.0 0.0
4631 20 5 1 0.0 0.0 0.0
#x84 state depart fcu ... 06/30 9531 x6506 x6128 06/30/16 \
0 0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0 0.0
1 1.0 1.0 1.0 1.0 ... 0.0 0.0 0.0 0.0 0.0
2 0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0 0.0
3 0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0 0.0
4 0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0 0.0
5 0.0 1.0 1.0 1.0 ... 0.0 0.0 0.0 0.0 0.0
6 0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0 0.0
7 0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0 0.0
8 0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0 0.0
9 0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0 0.0
10 0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0 0.0
11 0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0 0.0
12 0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0 0.0
13 0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0 0.0
14 0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0 0.0
15 0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0 0.0
16 0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0 0.0
17 0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0 0.0
18 0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0 0.0
19 0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0 0.0
20 0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0 0.0
21 0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0 0.0
22 0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0 0.0
23 0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0 0.0
24 0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0 0.0
25 0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0 0.0
26 0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0 0.0
27 0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0 0.0
28 0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0 0.0
29 0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0 0.0
... ... ... ... ... ... ... ... ... ... ...
4602 0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0 0.0
4603 0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0 0.0
4604 0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0 0.0
4605 0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0 0.0
4606 0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0 0.0
4607 0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0 0.0
4608 0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0 0.0
4609 0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0 0.0
4610 0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0 0.0
4611 0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0 0.0
4612 0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0 0.0
4613 0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0 0.0
4614 0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0 0.0
4615 0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0 0.0
4616 0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0 0.0
4617 0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0 0.0
4618 0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0 0.0
4619 0.0 0.0 0.0 0.0 ... 1.0 1.0 0.0 0.0 0.0
4620 0.0 0.0 0.0 0.0 ... 0.0 0.0 1.0 0.0 0.0
4621 0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 1.0 0.0
4622 0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0 0.0
4623 0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0 1.0
4624 0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0 0.0
4625 0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0 0.0
4626 0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0 0.0
4627 0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0 0.0
4628 0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0 0.0
4629 0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0 3.0
4630 0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0 3.0
4631 0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0 0.0
0737 06/29/16 caff umbria x4723
0 0.0 0.0 0.0 0.0 0.0
1 0.0 0.0 0.0 0.0 0.0
2 0.0 0.0 0.0 0.0 0.0
3 0.0 0.0 0.0 0.0 0.0
4 0.0 0.0 0.0 0.0 0.0
5 0.0 0.0 0.0 0.0 0.0
6 0.0 0.0 0.0 0.0 0.0
7 0.0 0.0 0.0 0.0 0.0
8 0.0 0.0 0.0 0.0 0.0
9 0.0 0.0 0.0 0.0 0.0
10 0.0 0.0 0.0 0.0 0.0
11 0.0 0.0 0.0 0.0 0.0
12 0.0 0.0 0.0 0.0 0.0
13 0.0 0.0 0.0 0.0 0.0
14 0.0 0.0 0.0 0.0 0.0
15 0.0 0.0 0.0 0.0 0.0
16 0.0 0.0 0.0 0.0 0.0
17 0.0 0.0 0.0 0.0 0.0
18 0.0 0.0 0.0 0.0 0.0
19 0.0 0.0 0.0 0.0 0.0
20 0.0 0.0 0.0 0.0 0.0
21 0.0 0.0 0.0 0.0 0.0
22 0.0 0.0 0.0 0.0 0.0
23 0.0 0.0 0.0 0.0 0.0
24 0.0 0.0 0.0 0.0 0.0
25 0.0 0.0 0.0 0.0 0.0
26 0.0 0.0 0.0 0.0 0.0
27 0.0 0.0 0.0 0.0 0.0
28 0.0 0.0 0.0 0.0 0.0
29 0.0 0.0 0.0 0.0 0.0
... ... ... ... ... ...
4602 0.0 0.0 0.0 0.0 0.0
4603 0.0 0.0 0.0 0.0 0.0
4604 0.0 0.0 0.0 0.0 0.0
4605 0.0 0.0 0.0 0.0 0.0
4606 0.0 0.0 0.0 0.0 0.0
4607 0.0 0.0 0.0 0.0 0.0
4608 0.0 0.0 0.0 0.0 0.0
4609 0.0 0.0 0.0 0.0 0.0
4610 0.0 0.0 0.0 0.0 0.0
4611 0.0 0.0 0.0 0.0 0.0
4612 0.0 0.0 0.0 0.0 0.0
4613 0.0 0.0 0.0 0.0 0.0
4614 0.0 0.0 0.0 0.0 0.0
4615 0.0 0.0 0.0 0.0 0.0
4616 0.0 0.0 0.0 0.0 0.0
4617 0.0 0.0 0.0 0.0 0.0
4618 0.0 0.0 0.0 0.0 0.0
4619 0.0 0.0 0.0 0.0 0.0
4620 0.0 0.0 0.0 0.0 0.0
4621 0.0 0.0 0.0 0.0 0.0
4622 0.0 0.0 0.0 0.0 0.0
4623 0.0 0.0 0.0 0.0 0.0
4624 0.0 0.0 0.0 0.0 0.0
4625 1.0 0.0 0.0 0.0 0.0
4626 1.0 0.0 0.0 0.0 0.0
4627 0.0 3.0 0.0 0.0 0.0
4628 0.0 3.0 1.0 1.0 1.0
4629 0.0 0.0 0.0 0.0 0.0
4630 0.0 0.0 0.0 0.0 0.0
4631 0.0 1.0 0.0 0.0 0.0
[4632 rows x 5034 columns]
In [ ]:
#X1 = X.isnull().values.any()
#X1
In [33]:
# create response vector (y) that contains the position numbers (our labels)
#y=nba.pos_num
y=result.CatBillCodeZZZ
print y
0 1
1 2
2 3
3 4
4 3
5 3
6 3
7 5
8 3
9 6
10 7
11 3
12 8
13 9
14 3
15 10
16 11
17 10
18 11
19 10
20 11
21 10
22 12
23 10
24 11
25 10
26 11
27 10
28 11
29 10
...
4602 262
4603 39
4604 65
4605 84
4606 151
4607 270
4608 270
4609 39
4610 278
4611 53
4612 84
4613 84
4614 39
4615 130
4616 11
4617 84
4618 272
4619 280
4620 53
4621 53
4622 10
4623 273
4624 121
4625 270
4626 270
4627 57
4628 53
4629 53
4630 53
4631 53
Name: CatBillCodeZZZ, dtype: int64
In [34]:
X.shape
Out[34]:
(4632, 5034)
In [35]:
y.shape
Out[35]:
(4632L,)
In [ ]:
In [36]:
# import KNN class we need from scikit-learn
from sklearn.neighbors import KNeighborsClassifier
In [37]:
# instantiate the estimator with K=5
knn = KNeighborsClassifier(n_neighbors=5)
type(knn)
Out[37]:
sklearn.neighbors.classification.KNeighborsClassifier
In [38]:
# run a knn.fit on the data to build the model
knn.fit(X, y)
Out[38]:
KNeighborsClassifier(algorithm='auto', leaf_size=30, metric='minkowski',
metric_params=None, n_jobs=1, n_neighbors=5, p=2,
weights='uniform')
In [39]:
path = 'C:/Users/saang/Documents/Home_Metrics/'
url = path + 'Transactions_2016_07_and_08.csv'
ntran = pd.read_csv(url)
In [40]:
ndesc= ntran['Description']
ndescdf = pd.DataFrame(ndesc)
ndescdf.Description = ndescdf.Description.str.lower()
import unicodedata
def remove_accents(input_str):
decoded_str = input_str.decode("windows-1252")
nfkd_form = unicodedata.normalize('NFKD', unicode(decoded_str))
# nfkd_form = unicodedata.normalize('NFKD', unicode(input_str))
only_ascii = nfkd_form.encode('ASCII', 'ignore')
return only_ascii
from nltk.tokenize import RegexpTokenizer
tokenizer = RegexpTokenizer('\s+', gaps=True)
#tokens_lower = [map(string.lower, input_string)]
for index, row in ndescdf.iterrows():
ndescdf.loc[index,'Description'] = remove_accents(ndescdf.loc[index,'Description'])
ndescdf.loc[index,'Description'] = tokenizer.tokenize(ndescdf.loc[index,'Description'])
#ndescdf
In [41]:
import string
# list found at http://www.textfixer.com/resources/common-english-words.txt
# 'not' has been removed (do you know why ?)
stopwords_ = "a,able,about,across,after,all,almost,also,am,among,an,and,any,\
are,as,at,be,because,been,but,by,can,could,dear,did,do,does,either,\
else,ever,every,for,from,get,got,had,has,have,he,her,hers,him,his,\
how,however,i,if,in,into,is,it,its,just,least,let,like,likely,may,\
me,might,most,must,my,neither,no,of,off,often,on,only,or,other,our,\
own,rather,said,say,says,she,should,since,so,some,than,that,the,their,\
them,then,there,these,they,this,tis,to,too,twas,us,wants,was,we,were,\
what,when,where,which,while,who,whom,why,will,with,would,yet,you,your,%%]".split(',')
#print("--- stopwords in english: {}".format(stopwords_))
#punctuation_ = set(string.punctuation)
#print("--- punctuation: {}".format(string.punctuation))
def filter_tokens(sent):
return([w for w in sent if not w in stopwords_ and not w in punctuation_])
for index, row in ndescdf.iterrows():
ndescdf.loc[index,'Description'] = filter_tokens(ndescdf.loc[index,'Description'])
#return([w for w in descdf.loc[index,'Description'] if not w in stopwords_ and not w in punctuation_])
#ndescdf
In [42]:
import numpy as np
#df.shape
a = np.zeros((441,5031))
ndf=pd.DataFrame(data=a,columns=features.loc[0,])
ndf.shape
#df.head()
Out[42]:
(441, 5031)
In [43]:
#frames=[ntran, ndf]
#df1 = pd.concat(frames, )
nresult = pd.concat([ntran, ndf], axis=1)
#result
In [44]:
#wordlist = wordstring.split()
#var2=['payment', 'thank']
#wordlist=var2
wordfreq = []
wordlist = ""
def rocks(wordlist):
for w in wordlist:
wordfreq.append(wordlist.count(w))
return (str(zip(wordlist, wordfreq)))
countspw = []
for desc in ndescdf.Description:
countspw.append(rocks(desc))
# print desc
# check that the DataFrame and the list of years are the same length
assert (len(ndescdf) == len(countspw))
#print countspw
# save that list as a new column
nresult['countspw'] = countspw
nresult.head()
nresult.shape
Out[44]:
(441, 5048)
In [45]:
nresult.head()
Out[45]:
Date
Category
Description
Bill
Account
In/Out
Actuals/Budget
addt'l info
CatBill
CatBillCode2
...
9531
x6506
x6128
06/30/16
0737
06/29/16
caff
umbria
x4723
countspw
0
7/1/2016
Restaurants/Dining
CHECKCARD 0629 BIG FISH GRILL ...
NaN
Bank of America - Bank - Bank of America Core ...
PAYMENT
Actuals
BIG FISH GRILL
Restaurants/Dining:N/A:PAYMENT
53
...
0.0
0.0
0.0
0.0
0.0
0.0
0.0
0.0
0.0
[('checkcard', 1), ('0629', 1), ('big', 1), ('...
1
7/1/2016
Home Maintenance
Greystone HOA Bill Payment
HOA
Bank of America - Bank - Bank of America Core ...
PAYMENT
Actuals
NaN
Home Maintenance:HOA:PAYMENT
261
...
0.0
0.0
0.0
0.0
0.0
0.0
0.0
0.0
0.0
[('greystone', 1), ('hoa', 1), ('bill', 1), ('...
2
7/1/2016
Home Improvement
HOME DEPOT CREDIT SERVICES Bill Payment
NaN
Bank of America - Bank - Bank of America Core ...
PAYMENT
Actuals
Home Depot
Home Improvement:N/A:PAYMENT
107
...
0.0
0.0
0.0
0.0
0.0
0.0
0.0
0.0
0.0
[('home', 1), ('depot', 1), ('credit', 1), ('s...
3
7/1/2016
Investment Income
Online Banking Transfer Conf# t9ok6iw73; ...
Cirillo
Bank of America - Bank - Bank of America Core ...
INCOME
Actuals
Transfer
Investment Income:Cirillo:INCOME
27
...
0.0
0.0
0.0
0.0
0.0
0.0
0.0
0.0
0.0
[('online', 1), ('banking', 1), ('transfer', 1...
4
7/1/2016
PAYPAL
PAYPAL *LATINAMERIC xxxxxxxxxx xxxxxxxx xxx...
NaN
American Express Cards - Business Gold Rewards...
PAYMENT
Actuals
PayPal
PAYPAL:N/A:PAYMENT
274
...
0.0
0.0
0.0
0.0
0.0
0.0
0.0
0.0
0.0
[('paypal', 1), ('*latinameric', 1), ('xxxxxxx...
5 rows × 5048 columns
In [ ]:
In [46]:
import numpy as np
from itertools import chain
from numpy import ndenumerate
import ast
#result5 = result.head(5)
line=list()
tup=()
for index, row in nresult.iterrows():
#line = np.array(row.countspw)
#line = row.countspw
items = list(ast.literal_eval(row.countspw))
for item in items:
#print(item)
tup = tuple(item)
for i,j in enumerate(item):
#print index ,i, j
col = str(item[0])
#print ("colum is " +str(item[0]))
val = item[1]
#print ("value is "+ str(item[1]))
if col in nresult.columns:
nresult.loc[index,col] = val
else:
print ("Index =: " +str(index) + " Colum is =: " + col + " Value is =: "+ str(val))
#print ("colum is " + col)
#print ("value is "+ str(val))
if (index == 1000):
print "1000"
if (index == 2000):
print "2000"
if (index == 3000):
print "3000"
if (index == 4000):
print "4000"
Index =: 0 Colum is =: fish Value is =: 1
Index =: 0 Colum is =: fish Value is =: 1
Index =: 0 Colum is =: woodinville Value is =: 1
Index =: 0 Colum is =: woodinville Value is =: 1
Index =: 0 Colum is =: xxxxxxxxxxxxxxxxxxx5983 Value is =: 1
Index =: 0 Colum is =: xxxxxxxxxxxxxxxxxxx5983 Value is =: 1
Index =: 1 Colum is =: greystone Value is =: 1
Index =: 1 Colum is =: greystone Value is =: 1
Index =: 2 Colum is =: services Value is =: 1
Index =: 2 Colum is =: services Value is =: 1
Index =: 3 Colum is =: online Value is =: 1
Index =: 3 Colum is =: online Value is =: 1
Index =: 3 Colum is =: banking Value is =: 1
Index =: 3 Colum is =: banking Value is =: 1
Index =: 3 Colum is =: t9ok6iw73; Value is =: 1
Index =: 3 Colum is =: t9ok6iw73; Value is =: 1
Index =: 3 Colum is =: glover, Value is =: 1
Index =: 3 Colum is =: glover, Value is =: 1
Index =: 3 Colum is =: russell Value is =: 1
Index =: 3 Colum is =: russell Value is =: 1
Index =: 4 Colum is =: *latinameric Value is =: 1
Index =: 4 Colum is =: *latinameric Value is =: 1
Index =: 4 Colum is =: xxxxxxxxxx Value is =: 1
Index =: 4 Colum is =: xxxxxxxxxx Value is =: 1
Index =: 4 Colum is =: xxxxxxxx Value is =: 1
Index =: 4 Colum is =: xxxxxxxx Value is =: 1
Index =: 4 Colum is =: xxx-xxx-7733 Value is =: 1
Index =: 4 Colum is =: xxx-xxx-7733 Value is =: 1
Index =: 5 Colum is =: purchase Value is =: 1
Index =: 5 Colum is =: purchase Value is =: 1
Index =: 5 Colum is =: charge Value is =: 1
Index =: 5 Colum is =: charge Value is =: 1
Index =: 6 Colum is =: withdrawal Value is =: 1
Index =: 6 Colum is =: withdrawal Value is =: 1
Index =: 6 Colum is =: #xxxxxxxxxx81 Value is =: 1
Index =: 6 Colum is =: #xxxxxxxxxx81 Value is =: 1
Index =: 6 Colum is =: woodinville Value is =: 1
Index =: 6 Colum is =: woodinville Value is =: 1
Index =: 6 Colum is =: %% Value is =: 1
Index =: 6 Colum is =: %% Value is =: 1
Index =: 7 Colum is =: withdrawal Value is =: 1
Index =: 7 Colum is =: withdrawal Value is =: 1
Index =: 7 Colum is =: #xxxxxxxxxx92 Value is =: 1
Index =: 7 Colum is =: #xxxxxxxxxx92 Value is =: 1
Index =: 7 Colum is =: woodinville Value is =: 1
Index =: 7 Colum is =: woodinville Value is =: 1
Index =: 7 Colum is =: %% Value is =: 1
Index =: 7 Colum is =: %% Value is =: 1
Index =: 8 Colum is =: charge Value is =: 1
Index =: 8 Colum is =: charge Value is =: 1
Index =: 8 Colum is =: balance Value is =: 1
Index =: 8 Colum is =: balance Value is =: 1
Index =: 8 Colum is =: transfers Value is =: 1
Index =: 8 Colum is =: transfers Value is =: 1
Index =: 9 Colum is =: charge Value is =: 1
Index =: 9 Colum is =: charge Value is =: 1
Index =: 9 Colum is =: balance Value is =: 1
Index =: 9 Colum is =: balance Value is =: 1
Index =: 9 Colum is =: transfers Value is =: 1
Index =: 9 Colum is =: transfers Value is =: 1
Index =: 10 Colum is =: charge Value is =: 1
Index =: 10 Colum is =: charge Value is =: 1
Index =: 10 Colum is =: purchases Value is =: 1
Index =: 10 Colum is =: purchases Value is =: 1
Index =: 11 Colum is =: tipsy Value is =: 1
Index =: 11 Colum is =: tipsy Value is =: 1
Index =: 11 Colum is =: barredmond Value is =: 1
Index =: 11 Colum is =: barredmond Value is =: 1
Index =: 11 Colum is =: xxxxxxxx Value is =: 1
Index =: 11 Colum is =: xxxxxxxx Value is =: 1
Index =: 11 Colum is =: xxx-xxx-8716 Value is =: 1
Index =: 11 Colum is =: xxx-xxx-8716 Value is =: 1
Index =: 12 Colum is =: *us Value is =: 1
Index =: 12 Colum is =: *us Value is =: 1
Index =: 12 Colum is =: jul01 Value is =: 1
Index =: 12 Colum is =: jul01 Value is =: 1
Index =: 12 Colum is =: uqgxxx-xxx-103 Value is =: 1
Index =: 12 Colum is =: uqgxxx-xxx-103 Value is =: 1
Index =: 12 Colum is =: 7xeh80bs Value is =: 1
Index =: 12 Colum is =: 7xeh80bs Value is =: 1
Index =: 12 Colum is =: xxxxxx1039 Value is =: 1
Index =: 12 Colum is =: xxxxxx1039 Value is =: 1
Index =: 13 Colum is =: withdrawal Value is =: 1
Index =: 13 Colum is =: withdrawal Value is =: 1
Index =: 13 Colum is =: xxxxxxxxxx Value is =: 1
Index =: 13 Colum is =: xxxxxxxxxx Value is =: 1
Index =: 13 Colum is =: %% Value is =: 1
Index =: 13 Colum is =: %% Value is =: 1
Index =: 14 Colum is =: services Value is =: 1
Index =: 14 Colum is =: services Value is =: 1
Index =: 14 Colum is =: qiewccvthol Value is =: 1
Index =: 14 Colum is =: qiewccvthol Value is =: 1
Index =: 14 Colum is =: services Value is =: 1
Index =: 14 Colum is =: services Value is =: 1
Index =: 15 Colum is =: parking Value is =: 1
Index =: 15 Colum is =: parking Value is =: 1
Index =: 16 Colum is =: withdrawal Value is =: 1
Index =: 16 Colum is =: withdrawal Value is =: 1
Index =: 16 Colum is =: #xxxxxxxxxx78 Value is =: 1
Index =: 16 Colum is =: #xxxxxxxxxx78 Value is =: 1
Index =: 16 Colum is =: #5939 Value is =: 1
Index =: 16 Colum is =: #5939 Value is =: 1
Index =: 16 Colum is =: bellevue Value is =: 1
Index =: 16 Colum is =: bellevue Value is =: 1
Index =: 16 Colum is =: %% Value is =: 1
Index =: 16 Colum is =: %% Value is =: 1
Index =: 17 Colum is =: withdrawal Value is =: 1
Index =: 17 Colum is =: withdrawal Value is =: 1
Index =: 17 Colum is =: #xxxxxxxx0708 Value is =: 1
Index =: 17 Colum is =: #xxxxxxxx0708 Value is =: 1
Index =: 17 Colum is =: seattle Value is =: 1
Index =: 17 Colum is =: seattle Value is =: 1
Index =: 17 Colum is =: %% Value is =: 1
Index =: 17 Colum is =: %% Value is =: 1
Index =: 18 Colum is =: withdrawal Value is =: 1
Index =: 18 Colum is =: withdrawal Value is =: 1
Index =: 18 Colum is =: #xxxxxxxx1408 Value is =: 1
Index =: 18 Colum is =: #xxxxxxxx1408 Value is =: 1
Index =: 18 Colum is =: seattle Value is =: 1
Index =: 18 Colum is =: seattle Value is =: 1
Index =: 18 Colum is =: %% Value is =: 1
Index =: 18 Colum is =: %% Value is =: 1
Index =: 19 Colum is =: withdrawal Value is =: 1
Index =: 19 Colum is =: withdrawal Value is =: 1
Index =: 19 Colum is =: arepa Value is =: 1
Index =: 19 Colum is =: arepa Value is =: 1
Index =: 19 Colum is =: venezuelan Value is =: 1
Index =: 19 Colum is =: venezuelan Value is =: 1
Index =: 19 Colum is =: seattle Value is =: 1
Index =: 19 Colum is =: seattle Value is =: 1
Index =: 19 Colum is =: 07/03/16 Value is =: 1
Index =: 19 Colum is =: 07/03/16 Value is =: 1
Index =: 19 Colum is =: xxxxxxxxxx Value is =: 1
Index =: 19 Colum is =: xxxxxxxxxx Value is =: 1
Index =: 19 Colum is =: %% Value is =: 1
Index =: 19 Colum is =: %% Value is =: 1
Index =: 20 Colum is =: bothell Value is =: 1
Index =: 20 Colum is =: bothell Value is =: 1
Index =: 20 Colum is =: xxxxxxxxxxx Value is =: 1
Index =: 20 Colum is =: xxxxxxxxxxx Value is =: 1
Index =: 20 Colum is =: xxx-xxx-0688 Value is =: 1
Index =: 20 Colum is =: xxx-xxx-0688 Value is =: 1
Index =: 21 Colum is =: bothell Value is =: 1
Index =: 21 Colum is =: bothell Value is =: 1
Index =: 21 Colum is =: xxxxxxxxxxx Value is =: 1
Index =: 21 Colum is =: xxxxxxxxxxx Value is =: 1
Index =: 21 Colum is =: xxx-xxx-0688 Value is =: 1
Index =: 21 Colum is =: xxx-xxx-0688 Value is =: 1
Index =: 22 Colum is =: withdrawal Value is =: 1
Index =: 22 Colum is =: withdrawal Value is =: 1
Index =: 22 Colum is =: #xxxxxxxxxx47 Value is =: 1
Index =: 22 Colum is =: #xxxxxxxxxx47 Value is =: 1
Index =: 22 Colum is =: belle Value is =: 1
Index =: 22 Colum is =: belle Value is =: 1
Index =: 22 Colum is =: 699 Value is =: 1
Index =: 22 Colum is =: 699 Value is =: 1
Index =: 22 Colum is =: bellevue Value is =: 1
Index =: 22 Colum is =: bellevue Value is =: 1
Index =: 22 Colum is =: %% Value is =: 1
Index =: 22 Colum is =: %% Value is =: 1
Index =: 23 Colum is =: 0702 Value is =: 1
Index =: 23 Colum is =: 0702 Value is =: 1
Index =: 23 Colum is =: replenishment Value is =: 1
Index =: 23 Colum is =: replenishment Value is =: 1
Index =: 23 Colum is =: xxx-xxx-8246 Value is =: 1
Index =: 23 Colum is =: xxx-xxx-8246 Value is =: 1
Index =: 23 Colum is =: xxxxxxxxxxxxxxxxxxx5989 Value is =: 1
Index =: 23 Colum is =: xxxxxxxxxxxxxxxxxxx5989 Value is =: 1
Index =: 24 Colum is =: teddy's Value is =: 1
Index =: 24 Colum is =: teddy's Value is =: 1
Index =: 24 Colum is =: bigger Value is =: 1
Index =: 24 Colum is =: bigger Value is =: 1
Index =: 24 Colum is =: burgers Value is =: 1
Index =: 24 Colum is =: burgers Value is =: 1
Index =: 24 Colum is =: woodinville Value is =: 1
Index =: 24 Colum is =: woodinville Value is =: 1
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Index =: 415 Colum is =: x10-0 Value is =: 1
Index =: 416 Colum is =: citibank Value is =: 1
Index =: 416 Colum is =: citibank Value is =: 1
Index =: 416 Colum is =: colom Value is =: 1
Index =: 416 Colum is =: colom Value is =: 1
Index =: 416 Colum is =: #xxxxx4779 Value is =: 1
Index =: 416 Colum is =: #xxxxx4779 Value is =: 1
Index =: 416 Colum is =: av Value is =: 1
Index =: 416 Colum is =: av Value is =: 1
Index =: 416 Colum is =: cll Value is =: 1
Index =: 416 Colum is =: cll Value is =: 1
Index =: 416 Colum is =: 26 Value is =: 1
Index =: 416 Colum is =: 26 Value is =: 1
Index =: 416 Colum is =: x10-0 Value is =: 1
Index =: 416 Colum is =: x10-0 Value is =: 1
Index =: 417 Colum is =: citibank Value is =: 1
Index =: 417 Colum is =: citibank Value is =: 1
Index =: 417 Colum is =: colom Value is =: 1
Index =: 417 Colum is =: colom Value is =: 1
Index =: 417 Colum is =: #xxxxx4779 Value is =: 1
Index =: 417 Colum is =: #xxxxx4779 Value is =: 1
Index =: 417 Colum is =: av Value is =: 1
Index =: 417 Colum is =: av Value is =: 1
Index =: 417 Colum is =: cll Value is =: 1
Index =: 417 Colum is =: cll Value is =: 1
Index =: 417 Colum is =: 26 Value is =: 1
Index =: 417 Colum is =: 26 Value is =: 1
Index =: 417 Colum is =: x10-0 Value is =: 1
Index =: 417 Colum is =: x10-0 Value is =: 1
Index =: 418 Colum is =: antique Value is =: 1
Index =: 418 Colum is =: antique Value is =: 1
Index =: 419 Colum is =: earned Value is =: 1
Index =: 419 Colum is =: earned Value is =: 1
Index =: 420 Colum is =: primercar Value is =: 1
Index =: 420 Colum is =: primercar Value is =: 1
Index =: 420 Colum is =: transportation Value is =: 1
Index =: 420 Colum is =: transportation Value is =: 1
Index =: 421 Colum is =: bv Value is =: 1
Index =: 421 Colum is =: bv Value is =: 1
Index =: 421 Colum is =: 311licef6cb Value is =: 1
Index =: 421 Colum is =: 311licef6cb Value is =: 1
Index =: 421 Colum is =: business Value is =: 1
Index =: 421 Colum is =: business Value is =: 1
Index =: 421 Colum is =: service Value is =: 1
Index =: 421 Colum is =: service Value is =: 1
Index =: 422 Colum is =: id:xxxxxxxxxxx5678 Value is =: 1
Index =: 422 Colum is =: id:xxxxxxxxxxx5678 Value is =: 1
Index =: 423 Colum is =: 0828 Value is =: 1
Index =: 423 Colum is =: 0828 Value is =: 1
Index =: 423 Colum is =: restaurante Value is =: 1
Index =: 423 Colum is =: restaurante Value is =: 1
Index =: 423 Colum is =: barbacoa Value is =: 1
Index =: 423 Colum is =: barbacoa Value is =: 1
Index =: 423 Colum is =: xxx0100 Value is =: 1
Index =: 423 Colum is =: xxx0100 Value is =: 1
Index =: 423 Colum is =: xxxxxxxxxxxxxxxxxxx3573 Value is =: 1
Index =: 423 Colum is =: xxxxxxxxxxxxxxxxxxx3573 Value is =: 1
Index =: 424 Colum is =: 0828 Value is =: 1
Index =: 424 Colum is =: 0828 Value is =: 1
Index =: 424 Colum is =: restaurante Value is =: 1
Index =: 424 Colum is =: restaurante Value is =: 1
Index =: 424 Colum is =: barbacoa Value is =: 1
Index =: 424 Colum is =: barbacoa Value is =: 1
Index =: 424 Colum is =: xxx0100 Value is =: 1
Index =: 424 Colum is =: xxx0100 Value is =: 1
Index =: 424 Colum is =: xxxxxxxxxxxxxxxxxxx3573 Value is =: 1
Index =: 424 Colum is =: xxxxxxxxxxxxxxxxxxx3573 Value is =: 1
Index =: 425 Colum is =: xxxxxx1101 Value is =: 1
Index =: 425 Colum is =: xxxxxx1101 Value is =: 1
Index =: 425 Colum is =: %% Value is =: 1
Index =: 425 Colum is =: %% Value is =: 1
Index =: 425 Colum is =: %% Value is =: 1
Index =: 425 Colum is =: %% Value is =: 1
Index =: 425 Colum is =: xxxxxxxxxxx1033 Value is =: 1
Index =: 425 Colum is =: xxxxxxxxxxx1033 Value is =: 1
Index =: 426 Colum is =: 08/31 Value is =: 1
Index =: 426 Colum is =: 08/31 Value is =: 1
Index =: 426 Colum is =: #xxxxx4377 Value is =: 1
Index =: 426 Colum is =: #xxxxx4377 Value is =: 1
Index =: 426 Colum is =: cra16sur#96-4 Value is =: 1
Index =: 426 Colum is =: cra16sur#96-4 Value is =: 1
Index =: 426 Colum is =: ibague73 Value is =: 1
Index =: 426 Colum is =: ibague73 Value is =: 1
Index =: 427 Colum is =: 08/31 Value is =: 1
Index =: 427 Colum is =: 08/31 Value is =: 1
Index =: 427 Colum is =: #xxxxx4377 Value is =: 1
Index =: 427 Colum is =: #xxxxx4377 Value is =: 1
Index =: 427 Colum is =: cra16sur#96-4 Value is =: 1
Index =: 427 Colum is =: cra16sur#96-4 Value is =: 1
Index =: 427 Colum is =: ibague73 Value is =: 1
Index =: 427 Colum is =: ibague73 Value is =: 1
Index =: 428 Colum is =: 08/31 Value is =: 1
Index =: 428 Colum is =: 08/31 Value is =: 1
Index =: 428 Colum is =: #xxxxx4377 Value is =: 1
Index =: 428 Colum is =: #xxxxx4377 Value is =: 1
Index =: 428 Colum is =: cra16sur#96-4 Value is =: 1
Index =: 428 Colum is =: cra16sur#96-4 Value is =: 1
Index =: 428 Colum is =: ibague73 Value is =: 1
Index =: 428 Colum is =: ibague73 Value is =: 1
Index =: 429 Colum is =: 08/31 Value is =: 1
Index =: 429 Colum is =: 08/31 Value is =: 1
Index =: 429 Colum is =: #xxxxx6072 Value is =: 1
Index =: 429 Colum is =: #xxxxx6072 Value is =: 1
Index =: 429 Colum is =: cra5cl28esq Value is =: 1
Index =: 429 Colum is =: cra5cl28esq Value is =: 1
Index =: 429 Colum is =: ibague73 Value is =: 1
Index =: 429 Colum is =: ibague73 Value is =: 1
Index =: 430 Colum is =: 08/31 Value is =: 1
Index =: 430 Colum is =: 08/31 Value is =: 1
Index =: 430 Colum is =: #xxxxx6072 Value is =: 1
Index =: 430 Colum is =: #xxxxx6072 Value is =: 1
Index =: 430 Colum is =: cra5cl28esq Value is =: 1
Index =: 430 Colum is =: cra5cl28esq Value is =: 1
Index =: 430 Colum is =: ibague73 Value is =: 1
Index =: 430 Colum is =: ibague73 Value is =: 1
Index =: 431 Colum is =: 08/31 Value is =: 1
Index =: 431 Colum is =: 08/31 Value is =: 1
Index =: 431 Colum is =: #xxxxx6072 Value is =: 1
Index =: 431 Colum is =: #xxxxx6072 Value is =: 1
Index =: 431 Colum is =: cra5cl28esq Value is =: 1
Index =: 431 Colum is =: cra5cl28esq Value is =: 1
Index =: 431 Colum is =: ibague73 Value is =: 1
Index =: 431 Colum is =: ibague73 Value is =: 1
Index =: 432 Colum is =: supermercado Value is =: 1
Index =: 432 Colum is =: supermercado Value is =: 1
Index =: 432 Colum is =: mercacent Value is =: 1
Index =: 432 Colum is =: mercacent Value is =: 1
Index =: 432 Colum is =: xxx0100 Value is =: 1
Index =: 432 Colum is =: xxx0100 Value is =: 1
Index =: 432 Colum is =: xxxxxxxxxxxxxxxxxxx6901 Value is =: 1
Index =: 432 Colum is =: xxxxxxxxxxxxxxxxxxx6901 Value is =: 1
Index =: 433 Colum is =: supermercado Value is =: 1
Index =: 433 Colum is =: supermercado Value is =: 1
Index =: 433 Colum is =: mercacent Value is =: 1
Index =: 433 Colum is =: mercacent Value is =: 1
Index =: 433 Colum is =: xxx0100 Value is =: 1
Index =: 433 Colum is =: xxx0100 Value is =: 1
Index =: 433 Colum is =: xxxxxxxxxxxxxxxxxxx6901 Value is =: 1
Index =: 433 Colum is =: xxxxxxxxxxxxxxxxxxx6901 Value is =: 1
Index =: 434 Colum is =: checkfree Value is =: 1
Index =: 434 Colum is =: checkfree Value is =: 1
Index =: 434 Colum is =: des:payroll Value is =: 1
Index =: 434 Colum is =: des:payroll Value is =: 1
Index =: 434 Colum is =: id:xxxxxxxxxx0878 Value is =: 1
Index =: 434 Colum is =: id:xxxxxxxxxx0878 Value is =: 1
Index =: 435 Colum is =: %% Value is =: 1
Index =: 435 Colum is =: %% Value is =: 1
Index =: 435 Colum is =: apy Value is =: 1
Index =: 435 Colum is =: apy Value is =: 1
Index =: 435 Colum is =: earned Value is =: 1
Index =: 435 Colum is =: earned Value is =: 1
Index =: 435 Colum is =: 08/01/16 Value is =: 1
Index =: 435 Colum is =: 08/01/16 Value is =: 1
Index =: 435 Colum is =: 08/31/16 Value is =: 1
Index =: 435 Colum is =: 08/31/16 Value is =: 1
Index =: 436 Colum is =: homecenter Value is =: 1
Index =: 436 Colum is =: homecenter Value is =: 1
Index =: 436 Colum is =: ibague Value is =: 1
Index =: 436 Colum is =: ibague Value is =: 1
Index =: 436 Colum is =: department Value is =: 1
Index =: 436 Colum is =: department Value is =: 1
Index =: 437 Colum is =: centro Value is =: 1
Index =: 437 Colum is =: centro Value is =: 1
Index =: 437 Colum is =: iibague Value is =: 1
Index =: 437 Colum is =: iibague Value is =: 1
Index =: 437 Colum is =: restaurant Value is =: 1
Index =: 437 Colum is =: restaurant Value is =: 1
Index =: 438 Colum is =: monthly Value is =: 1
Index =: 438 Colum is =: monthly Value is =: 1
Index =: 438 Colum is =: maintenance Value is =: 1
Index =: 438 Colum is =: maintenance Value is =: 1
Index =: 439 Colum is =: shirts Value is =: 1
Index =: 439 Colum is =: shirts Value is =: 1
Index =: 439 Colum is =: retro Value is =: 1
Index =: 439 Colum is =: retro Value is =: 1
Index =: 439 Colum is =: ibague Value is =: 1
Index =: 439 Colum is =: ibague Value is =: 1
Index =: 439 Colum is =: family Value is =: 1
Index =: 439 Colum is =: family Value is =: 1
Index =: 439 Colum is =: clothing Value is =: 1
Index =: 439 Colum is =: clothing Value is =: 1
Index =: 440 Colum is =: tennis Value is =: 1
Index =: 440 Colum is =: tennis Value is =: 1
Index =: 440 Colum is =: combeima Value is =: 1
Index =: 440 Colum is =: combeima Value is =: 1
Index =: 440 Colum is =: ibague Value is =: 1
Index =: 440 Colum is =: ibague Value is =: 1
Index =: 440 Colum is =: family Value is =: 1
Index =: 440 Colum is =: family Value is =: 1
Index =: 440 Colum is =: clothing Value is =: 1
Index =: 440 Colum is =: clothing Value is =: 1
In [47]:
nresult.loc[:,'payment'].head(50)
Out[47]:
0 0.0
1 1.0
2 1.0
3 0.0
4 0.0
5 0.0
6 0.0
7 0.0
8 0.0
9 0.0
10 0.0
11 0.0
12 0.0
13 0.0
14 0.0
15 0.0
16 0.0
17 1.0
18 1.0
19 0.0
20 0.0
21 0.0
22 0.0
23 0.0
24 0.0
25 0.0
26 0.0
27 0.0
28 1.0
29 0.0
30 0.0
31 0.0
32 0.0
33 0.0
34 1.0
35 0.0
36 1.0
37 1.0
38 0.0
39 0.0
40 1.0
41 0.0
42 0.0
43 0.0
44 0.0
45 1.0
46 1.0
47 0.0
48 0.0
49 1.0
Name: payment, dtype: float64
In [48]:
l=list()
for index, row in nresult.iterrows():
l = result.loc[index,'AccountCodeZZZ':'x4723']
l = list(l)
nresult.loc[index,'newcatZZZ'] = knn.predict(l)
#print l
#X = result.loc[:,'dayZZZ':'xxxx4723']
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
C:\Program Files\Anaconda2\lib\site-packages\sklearn\utils\validation.py:386: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and willraise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.
DeprecationWarning)
In [49]:
nresult.head()
Out[49]:
Date
Category
Description
Bill
Account
In/Out
Actuals/Budget
addt'l info
CatBill
CatBillCode2
...
x6506
x6128
06/30/16
0737
06/29/16
caff
umbria
x4723
countspw
newcatZZZ
0
7/1/2016
Restaurants/Dining
CHECKCARD 0629 BIG FISH GRILL ...
NaN
Bank of America - Bank - Bank of America Core ...
PAYMENT
Actuals
BIG FISH GRILL
Restaurants/Dining:N/A:PAYMENT
53
...
0.0
0.0
0.0
0.0
0.0
0.0
0.0
0.0
[('checkcard', 1), ('0629', 1), ('big', 1), ('...
1.0
1
7/1/2016
Home Maintenance
Greystone HOA Bill Payment
HOA
Bank of America - Bank - Bank of America Core ...
PAYMENT
Actuals
NaN
Home Maintenance:HOA:PAYMENT
261
...
0.0
0.0
0.0
0.0
0.0
0.0
0.0
0.0
[('greystone', 1), ('hoa', 1), ('bill', 1), ('...
3.0
2
7/1/2016
Home Improvement
HOME DEPOT CREDIT SERVICES Bill Payment
NaN
Bank of America - Bank - Bank of America Core ...
PAYMENT
Actuals
Home Depot
Home Improvement:N/A:PAYMENT
107
...
0.0
0.0
0.0
0.0
0.0
0.0
0.0
0.0
[('home', 1), ('depot', 1), ('credit', 1), ('s...
3.0
3
7/1/2016
Investment Income
Online Banking Transfer Conf# t9ok6iw73; ...
Cirillo
Bank of America - Bank - Bank of America Core ...
INCOME
Actuals
Transfer
Investment Income:Cirillo:INCOME
27
...
0.0
0.0
0.0
0.0
0.0
0.0
0.0
0.0
[('online', 1), ('banking', 1), ('transfer', 1...
4.0
4
7/1/2016
PAYPAL
PAYPAL *LATINAMERIC xxxxxxxxxx xxxxxxxx xxx...
NaN
American Express Cards - Business Gold Rewards...
PAYMENT
Actuals
PayPal
PAYPAL:N/A:PAYMENT
274
...
0.0
0.0
0.0
0.0
0.0
0.0
0.0
0.0
[('paypal', 1), ('*latinameric', 1), ('xxxxxxx...
3.0
5 rows × 5049 columns
In [51]:
cols=['Date','Category','Description','Bill','Account','In/Out','Actuals/Budget','CatBill','CatBillCode2','newcatZZZ']
nfinal=nresult[cols]
In [52]:
nfinal
Out[52]:
Date
Category
Description
Bill
Account
In/Out
Actuals/Budget
CatBill
CatBillCode2
newcatZZZ
0
7/1/2016
Restaurants/Dining
CHECKCARD 0629 BIG FISH GRILL ...
NaN
Bank of America - Bank - Bank of America Core ...
PAYMENT
Actuals
Restaurants/Dining:N/A:PAYMENT
53
1.0
1
7/1/2016
Home Maintenance
Greystone HOA Bill Payment
HOA
Bank of America - Bank - Bank of America Core ...
PAYMENT
Actuals
Home Maintenance:HOA:PAYMENT
261
3.0
2
7/1/2016
Home Improvement
HOME DEPOT CREDIT SERVICES Bill Payment
NaN
Bank of America - Bank - Bank of America Core ...
PAYMENT
Actuals
Home Improvement:N/A:PAYMENT
107
3.0
3
7/1/2016
Investment Income
Online Banking Transfer Conf# t9ok6iw73; ...
Cirillo
Bank of America - Bank - Bank of America Core ...
INCOME
Actuals
Investment Income:Cirillo:INCOME
27
4.0
4
7/1/2016
PAYPAL
PAYPAL *LATINAMERIC xxxxxxxxxx xxxxxxxx xxx...
NaN
American Express Cards - Business Gold Rewards...
PAYMENT
Actuals
PAYPAL:N/A:PAYMENT
274
3.0
5
7/1/2016
Interest
PURCHASE INTEREST CHARGE
ChaseCC
Chase - Credit Card - S. ANGULO
PAYMENT
Actuals
Interest:ChaseCC:PAYMENT
166
3.0
6
7/1/2016
Groceries
Withdrawal #xxxxxxxxxx81 - COSTCO WHSE #0747 W...
NaN
State Department FCU - Bank - BASIC CHECKING
PAYMENT
Actuals
Groceries:N/A:PAYMENT
84
3.0
7
7/1/2016
Groceries
Withdrawal #xxxxxxxxxx92 - COSTCO WHSE #0747 W...
NaN
State Department FCU - Bank - BASIC CHECKING
PAYMENT
Actuals
Groceries:N/A:PAYMENT
84
11.0
8
7/2/2016
Interest
INTEREST CHARGE ON BALANCE TRANSFERS
Discover
Discover Card - Discover
PAYMENT
Actuals
Interest:Discover:PAYMENT
172
3.0
9
7/2/2016
Interest
INTEREST CHARGE ON BALANCE TRANSFERS
Discover
Discover Card - Discover
PAYMENT
Actuals
Interest:Discover:PAYMENT
172
6.0
10
7/2/2016
Interest
INTEREST CHARGE ON PURCHASES
Discover
Discover Card - Discover
PAYMENT
Actuals
Interest:Discover:PAYMENT
172
7.0
11
7/2/2016
Restaurants/Dining
TIPSY COW BURGER BARREDMOND xxxxxxxx xxx-xx...
NaN
American Express Cards - Business Gold Rewards...
PAYMENT
Actuals
Restaurants/Dining:N/A:PAYMENT
53
3.0
12
7/2/2016
Parking
UBER *US JUL01 UQGxxx-xxx-103 7XEH80BS xx...
NaN
American Express Cards - Business Gold Rewards...
PAYMENT
Actuals
Parking:N/A:PAYMENT
89
10.0
13
7/2/2016
Health
Withdrawal Visa Debit Card - MAGIC NAIL SALON ...
NaN
State Department FCU - Bank - BASIC CHECKING
PAYMENT
Actuals
Health:N/A:PAYMENT
0
9.0
14
7/3/2016
Business Miscellaneous
AMAZON WEB SERVICES AWS.AMAZON. QIEWCCVTHOL WE...
AWS
American Express Cards - Blue for Business
PAYMENT
Actuals
Business Miscellaneous:AWS:PAYMENT
30
3.0
15
7/3/2016
Parking
STANDARD PARKING x1870
AmzParking
Chase - Credit Card - CREDIT CARD Chase Sandra
PAYMENT
Actuals
Parking:AmzParking:PAYMENT
162
10.0
16
7/3/2016
Groceries
Withdrawal #xxxxxxxxxx78 - WAL-MART #5939 Wal-...
NaN
State Department FCU - Bank - BASIC CHECKING
PAYMENT
Actuals
Groceries:N/A:PAYMENT
84
11.0
17
7/3/2016
Groceries
Withdrawal Bill Payment - #xxxxxxxx0708 AMAZON...
NaN
State Department FCU - Bank - BASIC CHECKING
PAYMENT
Actuals
Groceries:N/A:PAYMENT
84
10.0
18
7/3/2016
Groceries
Withdrawal Bill Payment - #xxxxxxxx1408 AMAZON...
NaN
State Department FCU - Bank - BASIC CHECKING
PAYMENT
Actuals
Groceries:N/A:PAYMENT
84
11.0
19
7/3/2016
Home Maintenance
Withdrawal Visa Debit Card - AREPA VENEZUELAN ...
NaN
State Department FCU - Bank - BASIC CHECKING
PAYMENT
Actuals
Home Maintenance:N/A:PAYMENT
113
10.0
20
7/4/2016
Home Improvement
THE HOME DEPOT BOTHELL xxxxxxxxxxx xxx-xx...
NaN
American Express Cards - Business Gold Rewards...
PAYMENT
Actuals
Home Improvement:N/A:PAYMENT
107
11.0
21
7/4/2016
Home Improvement
THE HOME DEPOT BOTHELL xxxxxxxxxxx xxx-xx...
NaN
American Express Cards - Business Gold Rewards...
INCOME
Actuals
Home Improvement:N/A:INCOME
69
10.0
22
7/4/2016
Groceries
Withdrawal #xxxxxxxxxx47 - UWAJIMAYA BELLE 699...
NaN
State Department FCU - Bank - BASIC CHECKING
PAYMENT
Actuals
Groceries:N/A:PAYMENT
84
12.0
23
7/5/2016
Parking
CHECKCARD 0702 GOOD2GO REPLENISHMENT ...
NaN
Bank of America - Bank - Bank of America Core ...
PAYMENT
Actuals
Parking:N/A:PAYMENT
89
10.0
24
7/5/2016
Restaurants/Dining
CHECKCARD 0703 TEDDY'S BIGGER BURGERS ...
NaN
Bank of America - Bank - Bank of America Core ...
PAYMENT
Actuals
Restaurants/Dining:N/A:PAYMENT
53
11.0
25
7/5/2016
Restaurants/Dining
CHECKCARD 0704 SQ *WOW WOW LEMONADE KI ...
NaN
Bank of America - Bank - Bank of America Core ...
PAYMENT
Actuals
Restaurants/Dining:N/A:PAYMENT
53
10.0
26
7/5/2016
Groceries
COSTCO WHSE #0 07/03 #xxxxx4251 PURCHASE ...
Costco
Bank of America - Bank - Bank of America Core ...
PAYMENT
Actuals
Groceries:Costco:PAYMENT
47
11.0
27
7/5/2016
Groceries
Deposit AMAZON.COMxxxx12 - TYPE: Misc. Paym ID...
NaN
State Department FCU - Bank - BASIC CHECKING
INCOME
Actuals
Groceries:N/A:INCOME
98
10.0
28
7/5/2016
Home Maintenance
Greystone HOA Bill Payment
HOA
Bank of America - Bank - Bank of America Core ...
PAYMENT
Actuals
Home Maintenance:HOA:PAYMENT
261
11.0
29
7/5/2016
Child/Dependent Expenses
PARTY CITY 156 07/02 #xxxxx8827 PURCHASE ...
NaN
Bank of America - Bank - Bank of America Core ...
PAYMENT
Actuals
Child/Dependent Expenses:N/A:PAYMENT
57
10.0
...
...
...
...
...
...
...
...
...
...
...
411
8/29/2016
Groceries
CHECKCARD 0826 SUPERMERCADO MERCACENT ...
NaN
Bank of America - Bank - Bank of America Core ...
PAYMENT
Actuals
Groceries:N/A:PAYMENT
84
63.0
412
8/29/2016
Groceries
CHECKCARD 0826 SUPERMERCADO MERCACENT ...
NaN
Bank of America - Bank - Bank of America Core ...
PAYMENT
Actuals
Groceries:N/A:PAYMENT
84
70.0
413
8/29/2016
Entertainment
CHECKCARD 0827 CLUB CAMPESTRE DE IBAG ...
NaN
Bank of America - Bank - Bank of America Core ...
PAYMENT
Actuals
Entertainment:N/A:PAYMENT
61
63.0
414
8/29/2016
Entertainment
CHECKCARD 0827 CLUB CAMPESTRE DE IBAG ...
NaN
Bank of America - Bank - Bank of America Core ...
PAYMENT
Actuals
Entertainment:N/A:PAYMENT
61
3.0
415
8/29/2016
Service Charges/Fees
CITIBANK COLOM 08/28 #xxxxx4779 WITHDRWL ...
NaN
Bank of America - Bank - Bank of America Core ...
PAYMENT
Actuals
Service Charges/Fees:N/A:PAYMENT
79
63.0
416
8/29/2016
ATM/Cash Withdrawals
CITIBANK COLOM 08/28 #xxxxx4779 WITHDRWL ...
NaN
Bank of America - Bank - Bank of America Core ...
PAYMENT
Actuals
ATM/Cash Withdrawals:N/A:PAYMENT
46
63.0
417
8/29/2016
Service Charges/Fees
CITIBANK COLOM 08/28 #xxxxx4779 WITHDRWL ...
NaN
Bank of America - Bank - Bank of America Core ...
PAYMENT
Actuals
Service Charges/Fees:N/A:PAYMENT
79
63.0
418
8/29/2016
Groceries
EL MARKET COLOMBIA BOGOTA D.C. ANTIQUE SHOP
NaN
American Express Cards - Business Gold Rewards...
PAYMENT
Actuals
Groceries:N/A:PAYMENT
84
63.0
419
8/29/2016
Interest Income
Interest Earned
Interest
Bank of America - Bank - Regular Savings
INCOME
Actuals
Interest Income:Interest:INCOME
63
63.0
420
8/29/2016
Travel
PRIMERCAR BOGOTA D.C. LOCAL TRANSPORTATION
NaN
American Express Cards - Business Gold Rewards...
PAYMENT
Actuals
Travel:N/A:PAYMENT
18
63.0
421
8/29/2016
Parking
UBER BV BOGOTA CO 311LICEF6CB BUSINESS SERVICE
NaN
American Express Cards - Business Gold Rewards...
PAYMENT
Actuals
Parking:N/A:PAYMENT
89
63.0
422
8/29/2016
Business Miscellaneous
Xoom.com DES:DEBIT O ID:xxxxxxxxxxx...
NaN
Bank of America - Bank - Business Economy Chk
PAYMENT
Actuals
Business Miscellaneous:N/A:PAYMENT
39
63.0
423
8/30/2016
Restaurants/Dining
CHECKCARD 0828 RESTAURANTE BARBACOA ...
NaN
Bank of America - Bank - Bank of America Core ...
PAYMENT
Actuals
Restaurants/Dining:N/A:PAYMENT
53
81.0
424
8/30/2016
Restaurants/Dining
CHECKCARD 0828 RESTAURANTE BARBACOA ...
NaN
Bank of America - Bank - Bank of America Core ...
PAYMENT
Actuals
Restaurants/Dining:N/A:PAYMENT
53
63.0
425
8/30/2016
Paychecks/Salary
Deposit AMAZON GLOBAL RE - TYPE: DIRECT DEP ID...
SAL-SV
State Department FCU - Bank - BASIC CHECKING
INCOME
Actuals
Paychecks/Salary:SAL-SV:INCOME
11
39.0
426
8/31/2016
Service Charges/Fees
BANCOLOMBIA 08/31 #xxxxx4377 WITHDRWL ...
NaN
Bank of America - Bank - Bank of America Core ...
PAYMENT
Actuals
Service Charges/Fees:N/A:PAYMENT
79
63.0
427
8/31/2016
ATM/Cash Withdrawals
BANCOLOMBIA 08/31 #xxxxx4377 WITHDRWL ...
NaN
Bank of America - Bank - Bank of America Core ...
PAYMENT
Actuals
ATM/Cash Withdrawals:N/A:PAYMENT
46
63.0
428
8/31/2016
Service Charges/Fees
BANCOLOMBIA 08/31 #xxxxx4377 WITHDRWL ...
NaN
Bank of America - Bank - Bank of America Core ...
PAYMENT
Actuals
Service Charges/Fees:N/A:PAYMENT
79
70.0
429
8/31/2016
Service Charges/Fees
BANCOLOMBIA 08/31 #xxxxx6072 WITHDRWL ...
NaN
Bank of America - Bank - Bank of America Core ...
PAYMENT
Actuals
Service Charges/Fees:N/A:PAYMENT
79
63.0
430
8/31/2016
ATM/Cash Withdrawals
BANCOLOMBIA 08/31 #xxxxx6072 WITHDRWL ...
NaN
Bank of America - Bank - Bank of America Core ...
PAYMENT
Actuals
ATM/Cash Withdrawals:N/A:PAYMENT
46
63.0
431
8/31/2016
Service Charges/Fees
BANCOLOMBIA 08/31 #xxxxx6072 WITHDRWL ...
NaN
Bank of America - Bank - Bank of America Core ...
PAYMENT
Actuals
Service Charges/Fees:N/A:PAYMENT
79
63.0
432
8/31/2016
Groceries
CHECKCARD 0829 SUPERMERCADO MERCACENT ...
NaN
Bank of America - Bank - Bank of America Core ...
PAYMENT
Actuals
Groceries:N/A:PAYMENT
84
63.0
433
8/31/2016
Groceries
CHECKCARD 0829 SUPERMERCADO MERCACENT ...
NaN
Bank of America - Bank - Bank of America Core ...
PAYMENT
Actuals
Groceries:N/A:PAYMENT
84
63.0
434
8/31/2016
Paychecks/Salary
CHECKFREE SERVIC DES:PAYROLL ID:xxxxxxxxxx0...
SAL-SA
Bank of America - Bank - Bank of America Core ...
INCOME
Actuals
Paychecks/Salary:SAL-SA:INCOME
10
63.0
435
8/31/2016
Interest Income
Deposit Dividend 0.100% - %% APY Earned 0.10% ...
NaN
State Department FCU - Bank - REGULAR SAVINGS
INCOME
Actuals
Interest Income:N/A:INCOME
214
39.0
436
8/31/2016
Home Improvement
HOMECENTER IBAGUE DEPARTMENT STORE
NaN
American Express Cards - Business Gold Rewards...
PAYMENT
Actuals
Home Improvement:N/A:PAYMENT
107
39.0
437
8/31/2016
Restaurants/Dining
JUAN VALDEZ CENTRO IIBAGUE FAST FOOD RESTAURANT
NaN
American Express Cards - Business Gold Rewards...
PAYMENT
Actuals
Restaurants/Dining:N/A:PAYMENT
53
53.0
438
8/31/2016
Service Charges/Fees
Monthly Maintenance Fee
ASOLChecking
Bank of America - Bank - Business Economy Chk
PAYMENT
Actuals
Service Charges/Fees:ASOLChecking:PAYMENT
121
53.0
439
8/31/2016
Clothing/Shoes
T SHIRTS RETRO IBAGUE FAMILY CLOTHING
NaN
American Express Cards - Business Gold Rewards...
PAYMENT
Actuals
Clothing/Shoes:N/A:PAYMENT
52
11.0
440
8/31/2016
Clothing/Shoes
TENNIS COMBEIMA IBAGUE FAMILY CLOTHING
NaN
American Express Cards - Business Gold Rewards...
PAYMENT
Actuals
Clothing/Shoes:N/A:PAYMENT
52
146.0
441 rows × 10 columns
In [53]:
path = 'C:/Users/saang/Documents/Home_Metrics/'
url = path + 'Transactions_2016_07_and_08_prediction.csv'
nfinal.to_csv(url, sep='\t', encoding='utf-8')
In [ ]:
In [ ]:
In [ ]:
# create a list to represent a player
player = [[1, 1, 0, 1, 2]]
In [ ]:
# make a prediction with the model
knn.predict(player)
In [ ]:
# calculate the predicted probabilities
knn.predict_proba(player)
In [ ]:
# repeat for K=50
knn = KNeighborsClassifier(n_neighbors=50)
type(knn)
knn.fit(X, y)
In [ ]:
# calculate predicted probabilities
knn.predict_proba(player)
In [ ]:
# allow plots to appear in the notebook
%matplotlib inline
import matplotlib.pyplot as plt
# increase default figure and font sizes for easier viewing
plt.rcParams['figure.figsize'] = (6, 4)
plt.rcParams['font.size'] = 14
In [ ]:
# get a count of assists grouped by position. Use .unstack() to format the output
#nba.groupby('pos').ast.describe()
nba.groupby('pos').ast.describe().unstack()
In [ ]:
# allow plots to appear in the notebook
%matplotlib inline
import matplotlib.pyplot as plt
# increase default figure and font sizes for easier viewing
plt.rcParams['figure.figsize'] = (6, 4)
plt.rcParams['font.size'] = 14
# create a custom colormap
from matplotlib.colors import ListedColormap
cmap_bold = ListedColormap(['#FF0000', '#00FF00', '#0000FF'])
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# box plot of assists grouped by position
nba.boxplot(column='ast', by='pos')
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# group plot of histograms of assists grouped by position
nba.plot()
Content source: saangulo/DataClass
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