diff --git a/Introduction.md b/Introduction.md
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index 0000000..9a47552
--- /dev/null
+++ b/Introduction.md
@@ -0,0 +1,20 @@
+This report summarizes the analysis of the Iowa Liquor Sales dataset (2012-2020). The objective was to identify the most popular item per zipcode and the percentage of sales per store from 2016-2019.
+The analysis involved data extraction, transformation, and visualization using Python, Pandas, and Matplotlib.
+
+Data Extraction
+We queried the database to retrieve liquor sales data between 2016 and 2019 and exported the results to a CSV file for further analysis.
+
+Data Transformation
+Using Pandas, we performed the following transformations:
+1. Filtering the data for the years 2016-2019.
+2. Grouping and Aggregating to find the total bottles sold per item per zipcode.
+3. Calculating Percentages of sales per store.
+
+Data Visualization
+Two primary visualizations were created:
+1. Bar Plot: Most Popular Items per Zipcode
+2. Pie Chart: Sales per Store
+
+Conclusion
+The analysis revealed the most popular liquor items per zipcode and the sales distribution across stores.
+The visualizations effectively communicate the findings, providing insights into consumer preferences and sales performance in different areas.
diff --git a/scratch.py b/scratch.py
new file mode 100644
index 0000000..c25b507
--- /dev/null
+++ b/scratch.py
@@ -0,0 +1,62 @@
+import pandas as pd
+import matplotlib.pyplot as plt
+import seaborn as sns
+
+
+# Load the dataset
+df = pd.read_csv(r"C:\Users\venic\Desktop\DIMITRIS\years16to19.csv")
+
+# Convert date column to datetime
+df['date'] = pd.to_datetime(df['date'])
+
+# Find the most popular item per zipcode
+popular_items = df.groupby(['zip_code', 'item_description'])['bottles_sold'].sum().reset_index()
+most_popular_items = popular_items.loc[popular_items.groupby('zip_code')['bottles_sold'].idxmax()]
+
+# Calculate the percentage of sales per store
+total_sales = df['sale_dollars'].sum()
+sales_per_store = df.groupby('store_number')['sale_dollars'].sum().reset_index()
+sales_per_store['percentage_of_sales'] = (sales_per_store['sale_dollars'] / total_sales) * 100
+
+# Print results
+print("Most popular items per zipcode:\n", most_popular_items)
+print("\nPercentage of sales per store:\n", sales_per_store)
+
+# Set the aesthetic style of the plots
+sns.set_style("whitegrid")
+
+# Bar plot of the most popular items per zipcode
+plt.figure(figsize=(12, 6))
+bar_plot = sns.barplot(data=most_popular_items, x='zip_code', y='bottles_sold', hue='zip_code', dodge=False, palette='viridis', legend=False)
+# Adding title and labels
+bar_plot.set_title('Most Popular Items per Zipcode (2016-2019)', fontsize=16)
+bar_plot.set_xlabel('Zipcode', fontsize=14)
+bar_plot.set_ylabel('Bottles Sold', fontsize=14)
+# Rotate x-axis labels for better readability
+plt.xticks(rotation=45)
+# Display the plot
+plt.show()
+
+
+# Calculate explode values
+explode_values = [0.1 if value > 10 else 0 for value in sales_per_store['percentage_of_sales']]
+# Pie chart of sales per store
+plt.figure(figsize=(10, 10))
+pie_chart = sales_per_store.set_index('store_number')['percentage_of_sales'].plot(
+    kind='pie',
+    autopct='%1.1f%%',
+    startangle=140,
+    colors=sns.color_palette('viridis', len(sales_per_store)),
+    explode=explode_values,
+    legend=True
+)
+# Adding title
+plt.title('Percentage of Sales per Store (2016-2019)', fontsize=16)
+# Equal aspect ratio ensures that pie is drawn as a circle
+plt.axis('equal')
+# Display the legend outside the pie chart
+plt.legend(loc='center left', bbox_to_anchor=(1.0, 0.5))
+# Remove y-axis label for cleaner look
+plt.ylabel('')
+# Display the plot
+plt.show()
\ No newline at end of file
diff --git a/years16to19.csv b/years16to19.csv
new file mode 100644
index 0000000..0a0e207
--- /dev/null
+++ b/years16to19.csv
@@ -0,0 +1,75 @@
+invoice_number,date,store_number,store_name,address,city,zip_code,store_location,county_number,county,category,category_name,vendor_number,vendor_name,item_number,item_description,pack,bottle_volume_ml,state_bottle_cost,state_bottle_retail,bottles_sold,sale_dollars,volume_sold_liters,volume_sold_gallons
+INV-23548800092,2019-11-27,2601,"Hy-Vee Food Store / Fairfield","1300 West Burlington Ave",Fairfield,52556,"POINT (-91.978702 41.006456)",51,JEFFERSON,1081500,"Triple Sec",434,"LUXCO INC",86251,"Juarez Triple Sec",12,1000,2.42,3.63,6,21.78,6.00,1.58
+INV-23609300026,2019-12-02,4962,"Hilltop Grocery","1312 Harrison St",Davenport,52803,,82,SCOTT,1091200,"Neutral Grain Spirits",434,"LUXCO INC",41844,"Everclear Alcohol",24,375,4.20,6.30,3,18.90,1.12,0.29
+S30390600011,2016-01-26,2641,"Hy-Vee Drugstore / Council Bluffs","757 W BROADWAY","COUNCIL BLUFFS",51501,"POINT (-95.855054 41.261673)",78,Pottawattamie,1081380,"MISCELLANEOUS SCHNAPPS",55,"Sazerac North America",81124,"99 Peppermint Mini",10,600,5.94,8.91,2,17.82,1.20,0.32
+S30348700047,2016-01-25,3162,"Nash Finch / Wholesale Food","807 GRANDVIEW",MUSCATINE,52761,"POINT (-91.06411300000002 41.408437)",70,Muscatine,1081330,"PEACH SCHNAPPS",65,"Jim Beam Brands",82847,"Dekuyper Peachtree",12,1000,7.62,11.43,4,45.72,4.00,1.06
+S30466200002,2016-02-01,2633,"Hy-Vee #3 / BDI / Des Moines","3221 SE 14TH ST","DES MOINES",50320,"POINT (-93.596754 41.554101)",77,Polk,1081700,"DISTILLED SPIRITS SPECIALTY",55,"Sazerac North America",973627,"Di Amore Quattro Orange",12,1000,9.75,14.63,120,1755.60,120.00,31.70
+INV-16481100198,2018-12-20,2544,"Hy-Vee Food Store / Marshalltown","802 South Center",Marshalltown,50158,"POINT (-92.912817 42.039205)",64,MARSHALL,1081100,"Coffee Liqueurs",65,"Jim Beam Brands",67557,"Kamora Coffee Liqueur",12,1000,8.39,12.59,6,75.54,6.00,1.58
+S33151100001,2016-06-30,2571,"Hy-Vee Food Store #2 / Waterloo","2181 Logan Ave",Waterloo,50703,"POINT (-92.337583 42.530476)",7,"Black Hawk",1701100,"DECANTERS & SPECIALTY PACKAGES",65,"Jim Beam Brands",168,"Pinnacle Peach w/ Punch Dispenser",6,750,7.35,11.03,180,1985.40,135.00,35.66
+INV-23807400003,2019-12-10,5446,"Pump N Pak","1004 Main St.","Rock Valley",51247,"POINT (-96.294824 43.200164)",84,SIOUX,1081500,"Triple Sec",65,"Jim Beam Brands",86112,"Dekuyper Triple Sec",12,1000,2.33,3.50,6,21.00,6.00,1.58
+S30506300012,2016-02-02,2562,"Hy-Vee Food Store / Fort Dodge","115 SOUTH 29TH ST","FORT DODGE",50501,"POINT (-94.15824700000002 42.504742)",94,Webster,1031100,"100 PROOF VODKA",301,"Fifth Generation Inc.",38176,"Titos Vodka",12,750,9.65,14.48,108,1563.84,81.00,21.40
+S30600400007,2016-02-09,4559,"Osage Payless Foods","633, CHASE ST",OSAGE,50461,"POINT (-92.811539 43.285134)",66,Mitchell,1031100,"100 PROOF VODKA",297,"Laird And Company",35918,"Five O'clock Vodka",6,1750,7.20,10.80,30,324.00,52.50,13.87
+S33457600258,2016-07-19,2576,"Hy-Vee Wine and Spirits / Storm Lake","1250 N Lake St","Storm Lake",50588,"POINT (-95.200758 42.65318400000001)",11,"Buena Vista",1081340,"ROOT BEER SCHNAPPS",380,"Phillips Beverage Company",84617,"Phillips Root Beer Schnapps",12,1000,5.50,8.25,4,33.00,4.00,1.06
+INV-18262300112,2019-03-20,3869,"Bootleggin' Barzini's Fin","412  1st Ave",Coralville,52241,"POINT (-91.565517 41.672672)",52,JOHNSON,1062100,"Gold Rum",35,"BACARDI USA INC",43034,"Bacardi Gold",24,375,4.50,6.75,1,6.75,0.37,0.09
+INV-24014800058,2019-12-18,4312,"I-80 Liquor / Council Bluffs","2411 S 24TH ST #1","Council Bluffs",51501,"POINT (-95.8792 41.238092)",78,POTTAWATTA,1081500,"Triple Sec",434,"LUXCO INC",86251,"Juarez Triple Sec",12,1000,2.42,3.63,48,174.24,48.00,12.68
+S30700500137,2016-02-11,4829,"Central City 2","1501 MICHIGAN AVE","DES MOINES",50314,"POINT (-93.613739 41.60572)",77,Polk,1052100,,420,"Moet Hennessy USA, Inc.",48106,"Hennessy Vs Cognac",12,750,18.99,28.49,60,1709.40,45.00,11.89
+S30849100007,2016-02-22,4898,"Burlington Shell","130, S ROOSEVELT AVE",BURLINGTON,52601,"POINT (-91.140986 40.808239)",29,"Des Moines",1052100,,420,"Moet Hennessy USA, Inc.",48099,"Hennessy VS",24,200,5.74,8.61,24,206.64,4.80,1.27
+S30778800020,2016-02-17,3772,"Shop N Save #1 / Mlk Pkwy","2127 M L KING JR PKWY","DES MOINES",50314,,77,Polk,1052100,,389,"REMY COINTREAU USA         .",49182,"Remy Martin VSOP",24,100,3.24,4.86,24,116.64,2.40,0.63
+S30972000014,2016-02-29,4153,"Fareway Stores #067 / Evansdale","215 S EVANS RD",EVANSDALE,50707,"POINT (-92.287834 42.475631)",7,"Black Hawk",1012300,"IRISH WHISKIES",370,"Pernod Ricard USA/Austin Nichols",15626,Jameson,12,750,14.99,22.49,60,1349.40,45.00,11.89
+INV-08576400023,2017-11-09,4158,"Fareway Stores #409 / Carroll","709 Monterey Dr",Carroll,51401,"POINT (-94.850616 42.065252)",14,CARROLL,1041300,"American Sloe Gins",434,"LUXCO INC",33717,"Paramount Sloe Gin",12,1000,5.42,8.13,4,32.52,4.00,1.06
+INV-16617300052,2018-12-28,5416,"Depot Liquor & Grocery","114 N Center St.",Marshalltown,50158,"POINT (-92.912975 42.051619)",64,MARSHALL,1081100,"Coffee Liqueurs",370,"PERNOD RICARD USA",67528,"Kahlua Coffee",6,1750,24.99,37.49,3,112.47,5.25,1.38
+S33157700058,2016-06-30,5102,"Wilkie Liquors","724 1st  St  SE","Mount Vernon",52314,"POINT (-91.410401 41.918328)",57,Linn,1081700,"DISTILLED SPIRITS SPECIALTY",434,"Luxco-St Louis",75087,"Juarez Gold Dss",12,1000,4.92,7.38,660,4870.80,660.00,174.35
+INV-23689100001,2019-12-05,2633,"Hy-Vee #3 / BDI / Des Moines","3221 SE 14th St","Des Moines",50320,"POINT (-93.596754 41.554101)",77,POLK,1011800,"Iowa Distillery Whiskies",566,"Foundry Distilling Company, LLC",926577,"Glen Oaks Whiskey Buy the Barrel",6,750,19.00,28.50,66,1881.00,49.50,13.07
+S30624700060,2016-02-09,5166,"East Side Liquor and Groceries","1116 E NEVADA ST",MARSHALLTOWN,50158,"POINT (-92.893113 42.044345)",64,Marshall,1052100,,420,"Moet Hennessy USA, Inc.",48099,"Hennessy VS",24,200,5.74,8.61,24,206.64,4.80,1.27
+INV-18341600009,2019-03-25,4867,"Speedy Gas N Shop","430 S 35th St","Council Bluffs",51501,"POINT (-95.902023 41.257663)",78,POTTAWATTA,1081100,"Coffee Liqueurs",370,"PERNOD RICARD USA",67524,"Kahlua Coffee",24,375,6.49,9.74,7,68.18,2.62,0.69
+INV-18280700077,2019-03-21,5102,"Wilkie Liquors","724 1st  St  SE","Mount Vernon",52314,"POINT (-91.410401 41.918328)",57,LINN,1092100,"Imported Distilled Spirit Specialty",434,"LUXCO INC",75087,"Juarez Gold Dss",12,1000,5.00,7.50,900,6750.00,900.00,237.75
+INV-19122600110,2019-05-02,2647,"Hy-Vee #7 / Cedar Rapids","5050 Edgewood Rd","Cedar Rapids",52411,"POINT (-91.701581 42.030129)",57,LINN,1091200,"Neutral Grain Spirits",434,"LUXCO INC",41846,"Everclear Alcohol",12,750,9.00,13.50,36,486.00,27.00,7.13
+INV-12116400006,2018-05-16,5003,"Famous Liquors","2604 W Locust St",Davenport,52804,"POINT (-90.615542 41.538186)",82,SCOTT,1092100,"Imported Distilled Spirit Specialty",370,"PERNOD RICARD USA",48690,"Martell VSSD",24,200,5.99,8.99,2,17.98,0.40,0.11
+S30824400027,2016-02-24,3447,"Sam's Club 6432 / Sioux City","4201 S. YORK ST.","SIOUX CITY",51106,"POINT (-96.37082 42.43407)",97,Woodbury,1081400,"TRIPLE SEC",434,"Luxco-St Louis",86251,"Juarez Triple Sec",12,1000,2.42,3.63,144,522.72,144.00,38.04
+S30984900084,2016-02-29,2512,"Hy-Vee Wine and Spirits / Iowa City","1720 WATERFRONT DR","IOWA CITY",52240,"POINT (-91.53046300000001 41.642764)",52,Johnson,1011500,"STRAIGHT RYE WHISKIES",255,"Wilson Daniels Ltd.",27102,"Templeton Rye",6,750,18.09,27.14,18,488.52,13.50,3.57
+INV-23393500001,2019-11-21,2515,"Hy-Vee Food Store #1 / Mason City","2400 4th St SW","Mason City",50401,"POINT (-93.235588 43.148451)",17,"CERRO GORD",1091300,"Neutral Grain Spirits Flavored",346,"OLE SMOKY DISTILLERY LLC",986845,"Ole Smoky Blackberry Moonshine Mini",8,50,8.75,13.13,48,630.24,2.40,0.63
+S30192200003,2016-01-13,3772,"Shop N Save #1 / Mlk Pkwy","2127 M L KING JR PKWY","DES MOINES",50314,,77,Polk,1051140,"PEACH BRANDIES",115,"Constellation Wine Company, Inc.",56193,"Paul Masson Peach Grande Amber Brandy",24,200,1.96,2.94,24,70.56,4.80,1.27
+INV-11703600001,2018-04-25,3524,"Sam's Club 6568 / Ames","305 Airport Rd",Ames,50010,"POINT (-93.613648 42.001123)",85,STORY,1901200,"Special Order Items",421,"SAZERAC COMPANY  INC",946574,"Member's Mark Spiced Rum",6,1750,9.06,13.59,288,3913.92,504.00,133.14
+S30590700029,2016-02-08,5204,"Quik Stop  /  Burlington","1812 OSBORN ST",BURLINGTON,52601,"POINT (-91.112658 40.826163)",29,"Des Moines",1031100,"100 PROOF VODKA",297,"Laird And Company",35913,"Five O'clock Vodka",48,200,1.13,1.70,48,81.60,9.60,2.54
+INV-05780600013,2017-06-28,3447,"Sam's Club 6432 / Sioux City","4201 S. York St.","Sioux City",51106,"POINT (-96.37082 42.43407)",97,WOODBURY,1081100,"Coffee Liqueurs",421,"SAZERAC COMPANY  INC",67586,"Kapali Coffee Liqueur",12,750,5.05,7.58,84,720.72,63.00,16.64
+INV-05775700006,2017-06-28,2522,"Hy-Vee Wine and Spirits / Spirit Lake","Hwy 9 & 71","Spirit Lake",51360,,30,DICKINSON,1092100,"Imported Distilled Spirit Specialty",421,"SAZERAC COMPANY  INC",77487,"Tortilla Gold Dss",12,1000,4.51,6.77,48,324.96,48.00,12.68
+S33324700013,2016-07-12,2665,"Hy-Vee / Waukee","1005 E Hickman Rd",Waukee,50263,"POINT (-93.854477 41.615059)",25,Dallas,1701100,"DECANTERS & SPECIALTY PACKAGES",192,"Sidney Frank Importing Co.",3135,"Jagermeister w/2 Shot Glasses",12,750,12.05,18.08,84,1518.72,63.00,16.64
+S33584700201,2016-07-26,2619,"Hy-Vee Wine and Spirits / WDM","1725  74th St","West Des Moines",50266,"POINT (-93.808855 41.598515)",77,Polk,1701100,"DECANTERS & SPECIALTY PACKAGES",370,"Pernod Ricard USA/Austin Nichols",250,"Avion Silver w/Powell & Mahoney Margarita Mix",6,750,24.98,37.47,90,3372.30,67.50,17.83
+INV-18204200080,2019-03-18,4829,"Central City 2","1501 Michigan Ave","Des Moines",50314,"POINT (-93.613739 41.60572)",77,POLK,1081500,"Triple Sec",434,"LUXCO INC",86251,"Juarez Triple Sec",12,1000,2.42,3.63,180,653.40,180.00,47.55
+INV-24268000020,2019-12-31,3993,"New Star Liquor / W 4th S / Waterloo","1625 West 4th St",Waterloo,50701,,7,"BLACK HAWK",1062100,"Gold Rum",35,"BACARDI USA INC",43031,"Bacardi Gold Mini",12,50,5.54,8.31,4,33.24,0.20,0.05
+INV-02880700047,2017-01-24,2465,"Sid's Beverage Shop","2727 Dodge St",Dubuque,52003,"POINT (-90.705328 42.491862)",31,DUBUQUE,1062100,"Gold Rum",35,"BACARDI USA INC",43031,"Bacardi Gold Rum Mini",12,500,5.54,8.31,5,41.55,2.50,0.66
+S30696800117,2016-02-11,2587,"Hy-Vee Food Store / Johnston","5750 MERLE HAY ROAD",JOHNSTON,50131,"POINT (-93.697731 41.665172)",77,Polk,1031100,"100 PROOF VODKA",421,"Sazerac Co., Inc.",38089,"Platinum 7x Vodka",48,100,0.89,1.34,48,64.32,4.80,1.27
+INV-23828600019,2019-12-11,5146,"Fareway Stores #153  /  W Des Moines","329 Grand Ave","West Des Moines",50265,"POINT (-93.70689 41.58269000000001)",77,POLK,1081100,"Coffee Liqueurs",370,"PERNOD RICARD USA",67526,"Kahlua Coffee",12,750,12.49,18.74,72,1349.28,54.00,14.26
+INV-23879500055,2019-12-12,2515,"Hy-Vee Food Store #1 / Mason City","2400 4th St SW","Mason City",50401,"POINT (-93.235588 43.148451)",17,"CERRO GORD",1091300,"Neutral Grain Spirits Flavored",346,"OLE SMOKY DISTILLERY LLC",86843,"Ole Smoky Salty Caramel Whiskey",6,750,10.00,15.00,18,270.00,13.50,3.56
+S30519600038,2016-02-02,3705,"Liquor Locker","507 1ST AVE #100","ROCK RAPIDS",51246,,60,Lyon,1081350,"SPEARMINT SCHNAPPS",434,"Luxco-St Louis",82187,"Arrow Spearmint Schnapps",12,1000,5.00,7.50,5,37.50,5.00,1.32
+INV-16756400027,2019-01-04,4156,"Fareway Stores #412 / Oelwein","102  2nd Ave SE",Oelwein,50662,"POINT (-91.910502 42.677024)",33,FAYETTE,1091300,"Neutral Grain Spirits Flavored",346,"OLE SMOKY DISTILLERY LLC",86739,"Ole Smoky Apple Pie Moonshine 70prf Mini",8,300,8.75,13.13,8,105.04,2.40,0.63
+INV-16882100032,2019-01-11,2178,"Double D Liquor Store","618 Rossville Road",Waukon,52172,"POINT (-91.473634 43.262114)",3,ALLAMAKEE,1081100,"Coffee Liqueurs",370,"PERNOD RICARD USA",67524,"Kahlua Coffee",24,375,6.49,9.74,1,9.74,0.37,0.09
+INV-05679500136,2017-06-22,2633,"Hy-Vee #3 / BDI / Des Moines","3221 SE 14th St","Des Moines",50320,"POINT (-93.596754 41.554101)",77,POLK,1092100,"Imported Distilled Spirit Specialty",421,"SAZERAC COMPANY  INC",77487,"Tortilla Gold Dss",12,1000,4.51,6.77,72,487.44,72.00,19.02
+INV-05901900145,2017-07-05,2616,"Hy-Vee Food and Drug / Clinton","901 South 4th St",Clinton,52732,"POINT (-90.193204 41.836268000000004)",23,CLINTON,1062100,"Gold Rum",434,"LUXCO INC",45248,"Paramount Gold Rum",6,1750,7.84,11.76,24,282.24,42.00,11.10
+INV-18229400004,2019-03-19,3993,"New Star Liquor / W 4th S / Waterloo","1625 West 4th St",Waterloo,50701,,7,"BLACK HAWK",1062100,"Gold Rum",35,"BACARDI USA INC",43034,"Bacardi Gold",24,375,4.50,6.75,7,47.25,2.62,0.69
+INV-18227900139,2019-03-19,2571,"Hy-Vee Food Store #2 / Waterloo","2181 Logan Ave",Waterloo,50703,"POINT (-92.337583 42.530476)",7,"BLACK HAWK",1062100,"Gold Rum",35,"BACARDI USA INC",43034,"Bacardi Gold",24,375,4.50,6.75,1,6.75,0.37,0.09
+INV-12108900028,2018-05-16,4971,"Fareway Stores #138 / Pleasant Hill","5500, E University Ave","Pleasant Hill",50327,"POINT (-93.505732 41.599274)",77,Polk,1062100,"Gold Rum",35,"BACARDI USA INC",43040,"Bacardi Gold Rum PET",6,1750,15.00,22.50,102,2295.00,178.50,47.15
+INV-24096400014,2019-12-23,2593,"Hy-Vee Food Store / Carroll","905 US Highway 30 West",Carroll,51401,"POINT (-94.853591 42.064155)",14,CARROLL,1011600,"Straight Rye Whiskies",65,"Jim Beam Brands",27189,"Basil Hayden Dark Rye",6,750,23.62,35.43,18,637.74,13.50,3.56
+S30983900023,2016-02-29,2636,"Hy-Vee Wine and Spirits / Hubbell","2310 HUBBELL AVE","DES MOINES",50317,"POINT (-93.573845 41.604312)",77,Polk,1051140,"PEACH BRANDIES",115,"Constellation Wine Company, Inc.",56193,"Paul Masson Peach Grande Amber Brandy",24,200,1.96,2.94,24,70.56,4.80,1.27
+S33174400010,2016-07-01,9001,"Cedar Ridge Vineyards","1441 Marak Rd NW",Swisher,52338,"POINT (-91.67737 41.8321)",52,Johnson,1012210,"SINGLE MALT SCOTCH",125,"Cedar Ridge Vineyards,LLC",27357,"Cedar Ridge Single Malt Single Barrel Select",6,750,27.50,41.25,90,3712.50,67.50,17.83
+INV-11928300062,2018-05-07,2512,"Hy-Vee Wine and Spirits / Iowa City","1720 Waterfront Dr","Iowa City",52240,"POINT (-91.53046300000001 41.642764)",52,JOHNSON,1081500,"Triple Sec",434,"LUXCO INC",86251,"Juarez Triple Sec",12,1000,2.42,3.63,60,217.80,60.00,15.85
+INV-11935900110,2018-05-07,2591,"Hy-Vee Wine and Spirits / Atlantic","1602 E 7th St",Atlantic,50022,"POINT (-94.990031 41.403856)",15,CASS,1081500,"Triple Sec",434,"LUXCO INC",86507,"Paramount Triple Sec",12,1000,3.84,5.76,4,23.04,4.00,1.06
+INV-05445500002,2017-06-12,2538,"Hy-Vee Food Store #3 / Waterloo","1422 Flammang Dr",Waterloo,50702,"POINT (-92.327917 42.459938)",7,"BLACK HAWK",1901200,"Special Order Items",259,"Heaven Hill Brands",917914,"HA Elijah Craig Cask Barrel Proof",3,750,29.92,44.88,18,807.84,13.50,3.57
+INV-02320700006,2016-12-22,3447,"Sam's Club 6432 / Sioux City","4201 S. York St.","Sioux City",51106,"POINT (-96.37082 42.43407)",97,WOODBURY,1081100,"Coffee Liqueurs",370,"PERNOD RICARD USA",67527,"Kahlua Coffee Liqueur",12,1000,14.99,22.49,240,5397.60,240.00,63.40
+S30557300014,2016-02-04,5113,"Ray's Supermarket, Inc.","1975 FRANKLIN ST",WATERLOO,50703,"POINT (-92.315215 42.495394)",7,"Black Hawk",1052100,,420,"Moet Hennessy USA, Inc.",48099,"Hennessy VS",24,200,5.74,8.61,24,206.64,4.80,1.27
+INV-05690500027,2017-06-23,4291,"Fareway Stores #597 / Creston","105 E Adams St",Creston,50801,"POINT (-94.237509 40.715722)",88,UNION,1062100,"Gold Rum",35,"BACARDI USA INC",43037,"Bacardi Gold Rum",12,1000,9.50,14.25,5,71.25,5.00,1.32
+INV-17897100064,2019-03-04,4152,"Food Land Super Markets","407 W Huron","Missouri Valley",51555,"POINT (-95.899346 41.557404)",43,HARRISON,1062100,"Gold Rum",434,"LUXCO INC",45247,"Paramount Gold Rum",12,1000,4.42,6.63,2,13.26,2.00,0.52
+INV-19169000013,2019-05-06,2593,"Hy-Vee Food Store / Carroll","905 US Highway 30 West",Carroll,51401,"POINT (-94.853591 42.064155)",14,CARROLL,1062100,"Gold Rum",35,"BACARDI USA INC",43031,"Bacardi Gold Mini",12,500,5.54,8.31,12,99.72,6.00,1.58
+S30812800004,2016-02-18,5063,"Logan Convenience Store","735, LOGAN AVE",WATERLOO,50703,"POINT (-92.337744 42.510453)",7,"Black Hawk",1031100,"100 PROOF VODKA",255,"Wilson Daniels Ltd.",37880,"Seagrams Extra Smooth",24,200,1.76,2.64,24,63.36,4.80,1.27
+INV-23543600014,2019-11-27,3549,"Quicker Liquor Store","1414 48th St","Fort Madison",52627,"POINT (-91.373211 40.62422600000001)",56,LEE,1081100,"Coffee Liqueurs",421,"SAZERAC COMPANY  INC",67586,"Kapali Coffee Liqueur",12,750,5.72,8.58,36,237.24,27.00,7.13
+INV-18020600032,2019-03-08,3963,"Tobacco Hut #14 / Council Bluffs","1925 W Broadway","Council Bluffs",51501,"POINT (-95.873073 41.261866)",78,POTTAWATTA,1062100,"Gold Rum",35,"BACARDI USA INC",43031,"Bacardi Gold Mini",12,500,5.54,8.31,4,33.24,2.00,0.52
+INV-23938500001,2019-12-16,4136,"Fareway Stores #983 / Grimes","351 Gateway Dr",Grimes,50111,,77,POLK,1091100,"American Distilled Spirit Specialty",154,"DUNKEL CORPORATION",77805,"Saints N Sinners Apple Pie",12,750,8.00,12.00,108,1296.00,81.00,21.39
+S30560800002,2016-02-03,4057,"Tequila's Liquor Store","1434 DES MOINES ST STE 5","DES MOINES",50316,"POINT (-93.59704 41.594713)",77,Polk,1052100,,420,"Moet Hennessy USA, Inc.",48099,"Hennessy VS",24,200,5.74,8.61,48,413.28,9.60,2.54
+S30703100053,2016-02-15,3494,"Sam's Club 6514 / Waterloo","210 EAST TOWER PARK DR",WATERLOO,50702,"POINT (-92.353103 42.456374)",7,"Black Hawk",1081700,"DISTILLED SPIRITS SPECIALTY",421,"Sazerac Co., Inc.",77487,"Tortilla Gold Dss",12,1000,4.51,6.77,768,5199.36,768.00,202.88
+INV-16653400110,2018-12-31,2643,"Hy-Vee Wine and Spirits / Waterloo","2126 Kimball Ave",Waterloo,50701,,7,"BLACK HAWK",1081500,"Triple Sec",65,"Jim Beam Brands",86112,"Dekuyper Triple Sec",12,1000,2.33,3.50,2,7.00,2.00,0.52
+INV-17055600010,2019-01-22,2843,"CVS Pharmacy #8526 / Cedar Rapids","4116 Center Pointe Rd","Cedar Rapids",52402,"POINT (-91.665139 42.020729)",57,LINN,1062100,"Gold Rum",434,"LUXCO INC",45246,"Paramount Gold Rum",12,750,4.00,6.00,7,42.00,5.25,1.38
+INV-00002300008,2016-08-29,5244,"The Ox & Wren Spirits and Gifts","708 2nd  AVE  SE",Cresco,52136,"POINT (-92.106529 43.371131)",45,HOWARD,1031000,"American Vodka",297,"Laird & Company",35917,"Five O'clock Vodka",12,1000,4.17,6.26,2,75.12,2.00,0.52
+INV-24116900112,2019-12-23,2670,"Hy-Vee Food Store / Coralville","2004 8th  St",Coralville,52241,"POINT (-91.591868 41.682337000000004)",52,JOHNSON,1092100,"Imported Distilled Spirit Specialty",353,"John Ernest Distillery, Inc.",65750,"Maestro Agavero Gold",12,1000,7.00,10.50,48,504.00,48.00,12.68
+INV-08495400086,2017-11-07,4167,"Iowa Street Market, Inc.","1256 Iowa St",Dubuque,52001,"POINT (-90.668138 42.504959)",31,DUBUQUE,1081100,"Coffee Liqueurs",65,"Jim Beam Brands",67557,"Kamora Coffee Liqueur",12,1000,8.39,12.59,4,50.36,4.00,1.06
+INV-08632500071,2017-11-14,3385,"Sam's Club 8162 / Cedar Rapids","2605 Blairs Ferry Rd NE","Cedar Rapids",52402,"POINT (-91.67969 42.031819)",57,LINN,1081500,"Triple Sec",55,"SAZERAC NORTH AMERICA",86390,"Montezuma Triple Sec",12,1000,2.13,3.20,216,691.20,216.00,57.06
+S30234800064,2016-01-15,4829,"Central City 2","1501 MICHIGAN AVE","DES MOINES",50314,"POINT (-93.613739 41.60572)",77,Polk,1081400,"TRIPLE SEC",434,"Luxco-St Louis",86251,"Juarez Triple Sec",12,1000,2.42,3.63,60,217.80,60.00,15.85