Business MBA course
Histograms
| Quality Control in Manufacturing | |||
| Sample # | Time | Diameter (cm) | |
| #1 | 12:00 AM | 9.959 | |
| #2 | 12:05 AM | 9.945 | |
| #3 | 12:10 AM | 10.011 | |
| #4 | 12:15 AM | 10.027 | |
| #5 | 12:20 AM | 10.084 | |
| #6 | 12:25 AM | 9.964 | |
| #7 | 12:30 AM | 9.911 | |
| #8 | 12:35 AM | 9.979 | |
| #9 | 12:40 AM | 10.020 | |
| #10 | 12:45 AM | 10.010 | |
| #11 | 12:50 AM | 9.993 | |
| #12 | 12:55 AM | 9.991 | |
| #13 | 1:00 AM | 9.960 | |
| #14 | 1:05 AM | 10.072 | |
| #15 | 1:10 AM | 10.052 | |
| #16 | 1:15 AM | 9.960 | |
| #17 | 1:20 AM | 10.090 | |
| #18 | 1:25 AM | 10.061 | |
| #19 | 1:30 AM | 9.906 | |
| #20 | 1:35 AM | 10.033 | |
| #21 | 1:40 AM | 10.057 | |
| #22 | 1:45 AM | 10.048 | |
| #23 | 1:50 AM | 10.055 | |
| #24 | 1:55 AM | 10.026 | |
| #25 | 2:00 AM | 9.955 | |
| #26 | 2:05 AM | 9.952 | |
| #27 | 2:10 AM | 9.956 | |
| #28 | 2:15 AM | 9.996 | |
| #29 | 2:20 AM | 10.012 | |
| #30 | 2:25 AM | 9.931 | |
| #31 | 2:30 AM | 10.077 | |
| #32 | 2:35 AM | 9.941 | |
| #33 | 2:40 AM | 9.945 | |
| #34 | 2:45 AM | 9.958 | |
| #35 | 2:50 AM | 9.921 | |
| #36 | 2:55 AM | 10.008 | |
| #37 | 3:00 AM | 9.963 | |
| #38 | 3:05 AM | 9.961 | |
| #39 | 3:10 AM | 10.047 | |
| #40 | 3:15 AM | 9.975 | |
| #41 | 3:20 AM | 10.109 | |
| #42 | 3:25 AM | 9.942 | |
| #43 | 3:30 AM | 9.967 | |
| #44 | 3:35 AM | 10.036 | |
| #45 | 3:40 AM | 10.011 | |
| #46 | 3:45 AM | 9.977 | |
| #47 | 3:50 AM | 9.968 | |
| #48 | 3:55 AM | 10.015 | |
| #49 | 4:00 AM | 9.947 | |
| #50 | 4:05 AM | 9.903 | |
| #51 | 4:10 AM | 9.901 | |
| #52 | 4:15 AM | 9.930 | |
| #53 | 4:20 AM | 9.982 | |
| #54 | 4:25 AM | 10.094 | |
| #55 | 4:30 AM | 9.907 | |
| #56 | 4:35 AM | 9.935 | |
| #57 | 4:40 AM | 10.030 | |
| #58 | 4:45 AM | 10.085 | |
| #59 | 4:50 AM | 9.932 | |
| #60 | 4:55 AM | 10.165 | |
| #61 | 5:00 AM | 9.920 | |
| #62 | 5:05 AM | 10.103 | |
| #63 | 5:10 AM | 9.911 | |
| #64 | 5:15 AM | 10.048 | |
| #65 | 5:20 AM | 9.945 | |
| #66 | 5:25 AM | 10.001 | |
| #67 | 5:30 AM | 10.111 | |
| #68 | 5:35 AM | 9.963 | |
| #69 | 5:40 AM | 9.944 | |
| #70 | 5:45 AM | 9.966 | |
| #71 | 5:50 AM | 10.171 | |
| #72 | 5:55 AM | 10.019 | |
| #73 | 6:00 AM | 10.130 | |
| #74 | 6:05 AM | 10.066 | |
| #75 | 6:10 AM | 9.931 | |
| #76 | 6:15 AM | 10.131 | |
| #77 | 6:20 AM | 10.122 | |
| #78 | 6:25 AM | 10.046 | |
| #79 | 6:30 AM | 9.911 | |
| #80 | 6:35 AM | 9.957 | |
| #81 | 6:40 AM | 9.985 | |
| #82 | 6:45 AM | 10.056 | |
| #83 | 6:50 AM | 9.977 | |
| #84 | 6:55 AM | 10.161 | |
| #85 | 7:00 AM | 10.045 | |
| #86 | 7:05 AM | 9.951 | |
| #87 | 7:10 AM | 10.051 | |
| #88 | 7:15 AM | 10.099 | |
| #89 | 7:20 AM | 9.930 | |
| #90 | 7:25 AM | 9.904 | |
| #91 | 7:30 AM | 9.985 | |
| #92 | 7:35 AM | 10.075 | |
| #93 | 7:40 AM | 10.029 | |
| #94 | 7:45 AM | 10.016 | |
| #95 | 7:50 AM | 9.951 | |
| #96 | 7:55 AM | 10.010 | |
| #97 | 8:00 AM | 10.036 | |
| #98 | 8:05 AM | 10.040 | |
| #99 | 8:10 AM | 9.992 | |
| #100 | 8:15 AM | 10.073 | |
| #101 | 8:20 AM | 10.036 | |
| #102 | 8:25 AM | 9.982 | |
| #103 | 8:30 AM | 10.005 | |
| #104 | 8:35 AM | 9.958 | |
| #105 | 8:40 AM | 10.046 | |
| #106 | 8:45 AM | 9.956 | |
| #107 | 8:50 AM | 9.945 | |
| #108 | 8:55 AM | 10.058 | |
| #109 | 9:00 AM | 10.024 | |
| #110 | 9:05 AM | 9.964 | |
| #111 | 9:10 AM | 9.913 | |
| #112 | 9:15 AM | 10.070 | |
| #113 | 9:20 AM | 10.176 | |
| #114 | 9:25 AM | 9.973 | |
| #115 | 9:30 AM | 9.949 | |
| #116 | 9:35 AM | 10.044 | |
| #117 | 9:40 AM | 9.976 | |
| #118 | 9:45 AM | 10.056 | |
| #119 | 9:50 AM | 10.165 | |
| #120 | 9:55 AM | 9.957 | |
| #121 | 10:00 AM | 10.020 | |
| #122 | 10:05 AM | 10.094 | |
| #123 | 10:10 AM | 10.061 | |
| #124 | 10:15 AM | 10.027 | |
| #125 | 10:20 AM | 10.080 | |
| #126 | 10:25 AM | 9.987 | |
| #127 | 10:30 AM | 10.103 | |
| #128 | 10:35 AM | 9.923 | |
| #129 | 10:40 AM | 9.952 | |
| #130 | 10:45 AM | 10.054 | |
| #131 | 10:50 AM | 10.049 | |
| #132 | 10:55 AM | 9.984 | |
| #133 | 11:00 AM | 9.931 | |
| #134 | 11:05 AM | 10.111 | |
| #135 | 11:10 AM | 10.081 | |
| #136 | 11:15 AM | 10.109 | |
| #137 | 11:20 AM | 10.025 | |
| #138 | 11:25 AM | 10.035 | |
| #139 | 11:30 AM | 9.996 | |
| #140 | 11:35 AM | 10.006 | |
| #141 | 11:40 AM | 10.066 | |
| #142 | 11:45 AM | 10.025 | |
| #143 | 11:50 AM | 10.056 | |
| #144 | 11:55 AM | 10.150 | |
| #145 | 12:00 PM | 10.088 | |
| #146 | 12:05 PM | 9.982 | |
| #147 | 12:10 PM | 9.930 | |
| #148 | 12:15 PM | 10.027 | |
| #149 | 12:20 PM | 10.096 | |
| #150 | 12:25 PM | 10.120 | |
| #151 | 12:30 PM | 9.995 | |
| #152 | 12:35 PM | 9.951 | |
| #153 | 12:40 PM | 10.003 | |
| #154 | 12:45 PM | 9.957 | |
| #155 | 12:50 PM | 10.015 | |
| #156 | 12:55 PM | 9.939 | |
| #157 | 1:00 PM | 10.105 | |
| #158 | 1:05 PM | 10.004 | |
| #159 | 1:10 PM | 9.965 | |
| #160 | 1:15 PM | 10.118 | |
| #161 | 1:20 PM | 9.994 | |
| #162 | 1:25 PM | 9.933 | |
| #163 | 1:30 PM | 9.991 | |
| #164 | 1:35 PM | 9.941 | |
| #165 | 1:40 PM | 9.996 | |
| #166 | 1:45 PM | 9.892 | |
| #167 | 1:50 PM | 9.944 | |
| #168 | 1:55 PM | 10.079 | |
| #169 | 2:00 PM | 9.935 | |
| #170 | 2:05 PM | 9.985 | |
| #171 | 2:10 PM | 10.052 | |
| #172 | 2:15 PM | 9.991 | |
| #173 | 2:20 PM | 9.982 | |
| #174 | 2:25 PM | 10.036 | |
| #175 | 2:30 PM | 10.127 | |
| #176 | 2:35 PM | 9.921 | |
| #177 | 2:40 PM | 10.129 | |
| #178 | 2:45 PM | 9.916 | |
| #179 | 2:50 PM | 10.011 | |
| #180 | 2:55 PM | 10.014 | |
| #181 | 3:00 PM | 10.042 | |
| #182 | 3:05 PM | 10.088 | |
| #183 | 3:10 PM | 9.987 | |
| #184 | 3:15 PM | 10.195 | |
| #185 | 3:20 PM | 10.142 | |
| #186 | 3:25 PM | 9.987 | |
| #187 | 3:30 PM | 9.985 | |
| #188 | 3:35 PM | 9.994 | |
| #189 | 3:40 PM | 10.118 | |
| #190 | 3:45 PM | 9.974 | |
| #191 | 3:50 PM | 9.932 | |
| #192 | 3:55 PM | 9.935 | |
| #193 | 4:00 PM | 9.986 | |
| #194 | 4:05 PM | 9.950 | |
| #195 | 4:10 PM | 9.977 | |
| #196 | 4:15 PM | 9.986 | |
| #197 | 4:20 PM | 10.076 | |
| #198 | 4:25 PM | 10.012 | |
| #199 | 4:30 PM | 9.922 | |
| #200 | 4:35 PM | 9.936 | |
| #201 | 4:40 PM | 10.103 | |
| #202 | 4:45 PM | 10.039 | |
| #203 | 4:50 PM | 10.143 | |
| #204 | 4:55 PM | 9.975 | |
| #205 | 5:00 PM | 10.174 | |
| #206 | 5:05 PM | 10.044 | |
| #207 | 5:10 PM | 10.015 | |
| #208 | 5:15 PM | 9.982 | |
| #209 | 5:20 PM | 9.922 | |
| #210 | 5:25 PM | 9.968 | |
| #211 | 5:30 PM | 9.909 | |
| #212 | 5:35 PM | 9.986 | |
| #213 | 5:40 PM | 9.982 | |
| #214 | 5:45 PM | 9.955 | |
| #215 | 5:50 PM | 9.993 | |
| #216 | 5:55 PM | 10.053 | |
| #217 | 6:00 PM | 10.078 | |
| #218 | 6:05 PM | 9.967 | |
| #219 | 6:10 PM | 9.949 | |
| #220 | 6:15 PM | 10.154 | |
| #221 | 6:20 PM | 9.925 | |
| #222 | 6:25 PM | 9.902 | |
| #223 | 6:30 PM | 9.996 | |
| #224 | 6:35 PM | 9.961 | |
| #225 | 6:40 PM | 10.148 | |
| #226 | 6:45 PM | 9.964 | |
| #227 | 6:50 PM | 9.999 | |
| #228 | 6:55 PM | 9.940 | |
| #229 | 7:00 PM | 10.115 | |
| #230 | 7:05 PM | 10.077 | |
| #231 | 7:10 PM | 10.053 | |
| #232 | 7:15 PM | 9.964 | |
| #233 | 7:20 PM | 10.065 | |
| #234 | 7:25 PM | 9.954 | |
| #235 | 7:30 PM | 9.946 | |
| #236 | 7:35 PM | 10.099 | |
| #237 | 7:40 PM | 9.940 | |
| #238 | 7:45 PM | 10.041 | |
| #239 | 7:50 PM | 9.986 | |
| #240 | 7:55 PM | 10.077 | |
| #241 | 8:00 PM | 9.955 | |
| #242 | 8:05 PM | 10.008 | |
| #243 | 8:10 PM | 9.997 | |
| #244 | 8:15 PM | 9.907 | |
| #245 | 8:20 PM | 10.062 | |
| #246 | 8:25 PM | 9.994 | |
| #247 | 8:30 PM | 9.957 | |
| #248 | 8:35 PM | 10.130 | |
| #249 | 8:40 PM | 10.039 | |
| #250 | 8:45 PM | 9.930 | |
| #251 | 8:50 PM | 10.075 | |
| #252 | 8:55 PM | 10.178 | |
| #253 | 9:00 PM | 10.025 | |
| #254 | 9:05 PM | 9.774 | |
| #255 | 9:10 PM | 10.034 | |
| #256 | 9:15 PM | 10.127 | |
| #257 | 9:20 PM | 9.923 | |
| #258 | 9:25 PM | 10.068 | |
| #259 | 9:30 PM | 9.941 | |
| #260 | 9:35 PM | 9.905 | |
| #261 | 9:40 PM | 10.050 | |
| #262 | 9:45 PM | 10.027 | |
| #263 | 9:50 PM | 9.914 | |
| #264 | 9:55 PM | 10.113 | |
| #265 | 10:00 PM | 9.997 | |
| #266 | 10:05 PM | 10.035 | |
| #267 | 10:10 PM | 9.967 | |
| #268 | 10:15 PM | 9.920 | |
| #269 | 10:20 PM | 9.926 | |
| #270 | 10:25 PM | 9.720 | |
| #271 | 10:30 PM | 9.810 | |
| #272 | 10:35 PM | 9.750 | |
| #273 | 10:40 PM | 9.740 | |
| #274 | 10:45 PM | 9.760 | |
| #275 | 10:50 PM | 9.736 | |
| #276 | 10:55 PM | 9.735 | |
| #277 | 11:00 PM | 9.750 | |
| #278 | 11:05 PM | 9.850 | |
| #279 | 11:10 PM | 9.710 | |
| #280 | 11:15 PM | 9.725 | |
| #281 | 11:20 PM | 9.801 | |
| #282 | 11:25 PM | 9.775 | |
| #283 | 11:30 PM | 9.789 | |
| #284 | 11:35 PM | 9.782 | |
| #285 | 11:40 PM | 9.786 | |
| #286 | 11:45 PM | 9.782 | |
| #287 | 11:50 PM | 9.775 | |
| #288 | 11:55 PM | 9.750 | |
Step #1: First understand the data and try to determine what the data is trying to tell you. Describe the data in a single paragraph ANSWER:
Determine if you want to tell a story by time or by diameter. If we assume that the first story is about the distribution of diameters per day then our histogram will have the X Axis in categories with the diameter of the rods. This means we will have to develop bins or categories. Question: How would you determine the number of bins and the range of each bin? ANSWER:
Create a histogram titled "Frequency of Diameters for a 24 hour period" Question: What does this histogram tell you? Are diameters symmetric or skewed. Does it look normally distributed? Is the average diameter close to 10 cm? ANSWER:
In manufacturing they use a lot of control charts to determine if a process, such as the manufacture of rods is in control or not. To create a control chart you simply plot a Scatter chart (no lines - just data points). The X Axis is time and Y axis is diameter. Create a control chart for the rod diameters . Using this very basic control chart what do you notice now? ANSWER:
The following is a series of measurements of a motor armature that were taken over one day (24 hours every 5 minutes) at a company that manufactures small motors. The average target thickness is 10 cm. If the rod is too thin the motor will fail earlier and might be returned for warranty. If the rod is too thick the company will have reduced profit as the raw material for the rod is expensive. An armature is the rod that spins in a motor and it is very critical that this rod is of a certain thickness .
Statistics
| Store A Respondent# | Age Category | Income | #Desserts Out per Month | Store B Respondent# | Age Category | Income | #Desserts Out per Month | |
| #1 | 22-25 | 5,000 | 4 | #1 | 30-35 | 75,000 | 0 | |
| #2 | 30-35 | 100,000 | 5 | #10 | 30-35 | 75,000 | 4 | |
| #3 | 26-30 | 75,000 | 3 | #100 | 18-21 | 10,000 | 6 | |
| #4 | 18-21 | 40,000 | 0 | #11 | 30-35 | 100,000 | 5 | |
| #5 | 30-35 | 100,000 | 12 | #12 | 18-21 | 30,000 | 10 | |
| #6 | 26-30 | 50,000 | 8 | #13 | 22-25 | 5,000 | 9 | |
| #7 | 30-35 | 20,000 | 1 | #14 | 18-21 | 30,000 | 0 | |
| #8 | 30-35 | 100,000 | 18 | #15 | 18-21 | 30,000 | 0 | |
| #9 | 30-35 | 20,000 | 14 | #16 | over 35 | 100,000 | 1 | |
| #10 | 30-35 | 100,000 | 4 | #17 | 30-35 | 100,000 | 7 | |
| #11 | 30-35 | 75,000 | 0 | #18 | 26-30 | 50,000 | 5 | |
| #12 | 18-21 | 30,000 | 0 | #19 | 30-35 | 100,000 | 16 | |
| #13 | 22-25 | 30,000 | 4 | #2 | 30-35 | 30,000 | 13 | |
| #14 | 18-21 | 30,000 | 0 | #20 | 18-21 | 20,000 | 9 | |
| #15 | 18-21 | 5,000 | 0 | #21 | 30-35 | 75,000 | 12 | |
| #16 | over 35 | 50,000 | 1 | #22 | 26-30 | 10,000 | 1 | |
| #17 | 30-35 | 40,000 | 1 | #23 | 18-21 | 5,000 | 11 | |
| #18 | 26-30 | 20,000 | 10 | #24 | 30-35 | 40,000 | 0 | |
| #19 | 30-35 | 100,000 | 11 | #25 | 30-35 | 30,000 | 15 | |
| #20 | 18-21 | 30,000 | 0 | #26 | 22-25 | 50,000 | 2 | |
| #21 | 30-35 | 30,000 | 3 | #27 | over 35 | 10,000 | 4 | |
| #22 | 26-30 | 75,000 | 1 | #28 | over 35 | 40,000 | 11 | |
| #23 | 18-21 | 5,000 | 0 | #29 | 22-25 | 30,000 | 14 | |
| #24 | 22-25 | 20,000 | 0 | #3 | 26-30 | 5,000 | 3 | |
| #25 | 18-21 | 10,000 | 0 | #30 | over 35 | 40,000 | 9 | |
| #26 | 22-25 | 5,000 | 13 | #31 | 18-21 | 10,000 | 0 | |
| #27 | 26-30 | 75,000 | 5 | #32 | 18-21 | 10,000 | 8 | |
| #28 | over 35 | 20,000 | 4 | #33 | 26-30 | 40,000 | 0 | |
| #29 | 22-25 | 5,000 | 14 | #34 | 22-25 | 30,000 | 16 | |
| #30 | over 35 | 100,000 | 12 | #35 | 22-25 | 30,000 | 3 | |
| #31 | 18-21 | 10,000 | 0 | #36 | 22-25 | 20,000 | 6 | |
| #32 | 18-21 | 10,000 | 0 | #37 | 26-30 | 5,000 | 7 | |
| #33 | 26-30 | 100,000 | 11 | #38 | 18-21 | 20,000 | 20 | |
| #34 | 22-25 | 10,000 | 3 | #39 | 30-35 | 5,000 | 7 | |
| #35 | 22-25 | 50,000 | 13 | #4 | 18-21 | 20,000 | 0 | |
| #36 | 22-25 | 20,000 | 6 | #40 | 22-25 | 5,000 | 6 | |
| #37 | 26-30 | 20,000 | 6 | #41 | 30-35 | 40,000 | 2 | |
| #38 | 18-21 | 10,000 | 0 | #42 | 18-21 | 40,000 | 7 | |
| #39 | 30-35 | 75,000 | 1 | #43 | over 35 | 10,000 | 5 | |
| #40 | 22-25 | 30,000 | 20 | #44 | 22-25 | 100,000 | 2 | |
| #41 | 30-35 | 100,000 | 2 | #45 | over 35 | 50,000 | 23 | |
| #42 | 18-21 | 5,000 | 0 | #46 | 18-21 | 10,000 | 6 | |
| #43 | 22-25 | 10,000 | 8 | #47 | 18-21 | 10,000 | 18 | |
| #44 | 22-25 | 20,000 | 20 | #48 | 26-30 | 5,000 | 1 | |
| #45 | 30-35 | 20,000 | 9 | #49 | 22-25 | 10,000 | 2 | |
| #46 | 18-21 | 20,000 | 0 | #5 | 30-35 | 100,000 | 4 | |
| #47 | 18-21 | 5,000 | 0 | #50 | 22-25 | 100,000 | 3 | |
| #48 | 26-30 | 5,000 | 10 | #51 | 22-25 | 30,000 | 4 | |
| #49 | 22-25 | 5,000 | 15 | #52 | 22-25 | 30,000 | 11 | |
| #50 | 22-25 | 50,000 | 14 | #53 | 22-25 | 20,000 | 2 | |
| #51 | 22-25 | 40,000 | 20 | #54 | 18-21 | 30,000 | 19 | |
| #52 | 22-25 | 50,000 | 13 | #55 | over 35 | 20,000 | 18 | |
| #53 | 22-25 | 5,000 | 3 | #56 | 26-30 | 30,000 | 19 | |
| #54 | 18-21 | 40,000 | 0 | #57 | 18-21 | 10,000 | 5 | |
| #55 | 30-35 | 100,000 | 3 | #58 | 18-21 | 40,000 | 11 | |
| #56 | 26-30 | 50,000 | 20 | #59 | 30-35 | 100,000 | 2 | |
| #57 | 18-21 | 30,000 | 0 | #6 | 26-30 | 20,000 | 10 | |
| #58 | 18-21 | 30,000 | 0 | #60 | 26-30 | 20,000 | 0 | |
| #59 | 30-35 | 100,000 | 7 | #61 | 18-21 | 20,000 | 13 | |
| #60 | 26-30 | 30,000 | 5 | #62 | 26-30 | 40,000 | 4 | |
| #61 | 18-21 | 10,000 | 0 | #63 | over 35 | 50,000 | 2 | |
| #62 | 26-30 | 75,000 | 18 | #64 | 30-35 | 30,000 | 9 | |
| #63 | over 35 | 100,000 | 8 | #65 | 18-21 | 10,000 | 8 | |
| #64 | 30-35 | 5,000 | 0 | #66 | 22-25 | 75,000 | 9 | |
| #65 | 18-21 | 30,000 | 0 | #67 | 30-35 | 100,000 | 7 | |
| #66 | 22-25 | 100,000 | 7 | #68 | over 35 | 100,000 | 14 | |
| #67 | 30-35 | 5,000 | 2 | #69 | over 35 | 20,000 | 0 | |
| #68 | over 35 | 50,000 | 6 | #7 | 30-35 | 75,000 | 8 | |
| #69 | 26-30 | 20,000 | 1 | #70 | over 35 | 50,000 | 1 | |
| #70 | 26-30 | 50,000 | 7 | #71 | 26-30 | 100,000 | 2 | |
| #71 | 26-30 | 30,000 | 3 | #72 | 18-21 | 20,000 | 23 | |
| #72 | 18-21 | 20,000 | 0 | #73 | 30-35 | 75,000 | 17 | |
| #73 | 30-35 | 40,000 | 10 | #74 | 26-30 | 10,000 | 4 | |
| #74 | 26-30 | 30,000 | 3 | #75 | 18-21 | 5,000 | 16 | |
| #75 | 18-21 | 5,000 | 0 | #76 | over 35 | 10,000 | 2 | |
| #76 | over 35 | 10,000 | 20 | #77 | 26-30 | 30,000 | 8 | |
| #77 | 26-30 | 20,000 | 25 | #78 | 18-21 | 5,000 | 19 | |
| #78 | 18-21 | 5,000 | 0 | #79 | 22-25 | 5,000 | 0 | |
| #79 | 22-25 | 50,000 | 5 | #8 | 30-35 | 100,000 | 9 | |
| #80 | over 35 | 20,000 | 1 | #80 | over 35 | 100,000 | 7 | |
| #81 | 18-21 | 30,000 | 0 | #81 | 18-21 | 40,000 | 14 | |
| #82 | 30-35 | 100,000 | 14 | #82 | 30-35 | 40,000 | 1 | |
| #83 | 26-30 | 5,000 | 2 | #83 | 26-30 | 30,000 | 17 | |
| #84 | 30-35 | 100,000 | 9 | #84 | 30-35 | 100,000 | 2 | |
| #85 | 26-30 | 20,000 | 17 | #85 | 30-35 | 30,000 | 16 | |
| #86 | 18-21 | 40,000 | 0 | #86 | 18-21 | 5,000 | 9 | |
| #87 | 18-21 | 30,000 | 0 | #87 | 18-21 | 20,000 | 1 | |
| #88 | 18-21 | 30,000 | 0 | #88 | 18-21 | 30,000 | 4 | |
| #89 | 26-30 | 5,000 | 18 | #89 | 26-30 | 100,000 | 1 | |
| #90 | over 35 | 10,000 | 8 | #9 | 30-35 | 30,000 | 4 | |
| #91 | 22-25 | 75,000 | 13 | #90 | over 35 | 100,000 | 20 | |
| #92 | 18-21 | 10,000 | 0 | #91 | 22-25 | 20,000 | 5 | |
| #93 | 26-30 | 20,000 | 11 | #92 | 18-21 | 30,000 | 2 | |
| #94 | 26-30 | 40,000 | 22 | #93 | 26-30 | 100,000 | 13 | |
| #95 | 18-21 | 10,000 | 0 | #94 | 26-30 | 20,000 | 0 | |
| #96 | 22-25 | 75,000 | 17 | #95 | 18-21 | 10,000 | 6 | |
| #97 | 18-21 | 30,000 | 0 | #96 | 22-25 | 5,000 | 17 | |
| #98 | 22-25 | 75,000 | 12 | #97 | 18-21 | 10,000 | 0 | |
| #99 | 22-25 | 100,000 | 16 | #98 | 22-25 | 20,000 | 3 | |
| #100 | 18-21 | 5,000 | 0 | #99 | 22-25 | 100,000 | 0 | |
You own 2 dessert cafe's and for the last month you have surveyed 100 people that came into your cafe. In the survey you asked them their Age category, income category and how many desserts they had last month at any restaurant. You have compiled all the data below for Store A and Store B. Now you need to run some statistical analysis.
Step #1: First generate some basic statistics on the two stores with respect to the number of Desserts that are eaten out in a month. Use Excel Data Analysis - Descriptive Statistics for each store and compare in a paragraph or two what you found by looking at the statistical output for the stores. ANSWER:
Step #2: You are thinking of making your cafe a little higher end as you expect that the people with higher incomes eat more desserts than the ones with lower incomes. For Store A only what is the probability that a customer will have an income over $75,000 and what is the average number of desserts that customers that are in the $75,000 income or greater eat in one month? What are the same numbers for Customers who make less than $30,000 per year? Is there data to support your assumption that higher income go out for dessert more often? Explain. ANSWER: .
Step #3: You are thinking of making your cafe cater to a younger crowd as you expect that younger people have more disposable income and eat out more as older customers stay at home with their families more or have less disposable income. For Store B only what is the probability that a customer will be 25 or under and what is the average and total number of desserts that customers in this age group eat in one month? What are the same numbers for Customers who are over 35? Is there data to support your assumption that younger people go out for dessert more often? Explain. ANSWER:
Pivot Tables
| Country | Salesperson | Order Amount | Order Date | Sale Date | OrderID | |||||||||
| Canada | Buchanan | $440.00 | 7/16/09 | 9/26/09 | 10248 | |||||||||
| Canada | Suyama | $1,863.40 | 7/10/09 | 7/21/09 | 10249 | |||||||||
| USA | Peacock | $1,552.60 | 7/12/09 | 8/3/09 | 10250 | |||||||||
| USA | Leverling | $654.06 | 7/15/09 | 9/5/09 | 10251 | |||||||||
| USA | Peacock | $3,597.90 | 7/11/09 | 10/19/09 | 10252 | |||||||||
| USA | Leverling | $1,444.80 | 7/16/09 | 10/4/09 | 10253 | |||||||||
| Canada | Buchanan | $556.62 | 7/23/09 | 8/11/09 | 10254 | |||||||||
| Canada | Dodsworth | $2,490.50 | 7/15/09 | 11/11/09 | 10255 | |||||||||
| USA | Leverling | $517.80 | 7/17/09 | 9/3/09 | 10256 | |||||||||
| USA | Peacock | $1,119.90 | 7/22/09 | 8/29/09 | 10257 | |||||||||
| USA | Davolio | $1,614.88 | 7/23/09 | 9/11/09 | 10258 | |||||||||
| USA | Peacock | $100.80 | 7/25/09 | 10/18/09 | 10259 | |||||||||
| USA | Peacock | $1,504.65 | 7/29/09 | 8/11/09 | 10260 | |||||||||
| USA | Peacock | $448.00 | 7/30/09 | 9/24/09 | 10261 | |||||||||
| USA | Callahan | $584.00 | 7/25/09 | 8/7/09 | 10262 | |||||||||
| Canada | Dodsworth | $1,873.80 | 7/31/09 | 8/20/09 | 10263 | |||||||||
| Canada | Suyama | $695.62 | 8/23/09 | 10/25/09 | 10264 | |||||||||
| USA | Fuller | $1,176.00 | 8/12/09 | 11/29/09 | 10265 | |||||||||
| USA | Leverling | $346.56 | 7/31/09 | 11/3/09 | 10266 | |||||||||
| USA | Peacock | $3,536.60 | 8/6/09 | 10/8/09 | 10267 | |||||||||
| USA | Callahan | $1,101.20 | 8/2/09 | 11/30/09 | 10268 | |||||||||
| Canada | Buchanan | $642.20 | 8/9/09 | 10/1/09 | 10269 | |||||||||
| USA | Davolio | $1,376.00 | 8/2/09 | 11/23/09 | 10270 | |||||||||
| Canada | Suyama | $48.00 | 8/30/09 | 10/9/09 | 10271 | |||||||||
| Canada | Suyama | $1,456.00 | 8/6/09 | 10/1/09 | 10272 | |||||||||
| USA | Leverling | $2,037.28 | 8/12/09 | 9/15/09 | 10273 | |||||||||
| Canada | Suyama | $538.60 | 8/16/09 | 11/18/09 | 10274 | |||||||||
| USA | Davolio | $291.84 | 8/9/09 | 10/27/09 | 10275 | |||||||||
| USA | Callahan | $420.00 | 8/14/09 | 12/1/09 | 10276 | |||||||||
| USA | Fuller | $1,200.80 | 8/13/09 | 11/12/09 | 10277 | |||||||||
| USA | Callahan | $1,488.80 | 8/16/09 | 11/27/09 | 10278 | |||||||||
| USA | Callahan | $351.00 | 8/16/09 | 10/28/09 | 10279 | |||||||||
| USA | Fuller | $613.20 | 9/12/09 | 9/30/09 | 10280 | |||||||||
| USA | Peacock | $86.50 | 8/21/09 | 12/11/09 | 10281 | |||||||||
| USA | Peacock | $155.40 | 8/21/09 | 11/24/09 | 10282 | |||||||||
| USA | Leverling | $1,414.80 | 8/23/09 | 10/8/09 | 10283 | |||||||||
| USA | Peacock | $1,170.37 | 8/27/09 | 10/1/09 | 10284 | |||||||||
| USA | Davolio | $1,743.36 | 8/26/09 | 10/12/09 | 10285 | |||||||||
| USA | Callahan | $3,016.00 | 8/30/09 | 11/16/09 | 10286 | |||||||||
| USA | Callahan | $819.00 | 8/28/09 | 11/5/09 | 10287 | |||||||||
| USA | Peacock | $80.10 | 9/3/09 | 10/27/09 | 10288 | |||||||||
| Canada | King | $479.40 | 8/28/09 | 12/22/09 | 10289 | |||||||||
| USA | Callahan | $2,169.00 | 9/3/09 | 11/1/09 | 10290 | |||||||||
| Suyama | $497.52 | 9/4/09 | 12/28/09 | 10291 | ||||||||||
| USA | Davolio | $1,296.00 | 9/2/09 | 11/11/09 | 10292 | |||||||||
| USA | Davolio | $848.70 | 9/11/09 | 12/1/09 | 10293 | |||||||||
| USA | Peacock | $1,887.60 | 9/5/09 | 12/20/09 | 10294 | |||||||||
| USA | Fuller | $121.60 | 9/10/09 | 10/10/09 | 10295 | |||||||||
| Canada | Suyama | $1,050.60 | 9/11/09 | 9/30/09 | 10296 | |||||||||
| Canada | Buchanan | $1,420.00 | 9/10/09 | 10/10/09 | 10297 | |||||||||
| Canada | Suyama | $2,645.00 | 9/11/09 | 11/19/09 | 10298 | |||||||||
| USA | Peacock | $349.50 | 9/13/09 | 10/25/09 | 10299 | |||||||||
| USA | Fuller | $608.00 | 9/18/09 | 12/9/09 | 10300 | Country | Salesperson | Order Amount | Order Date | Sale Date | OrderID | |||
| USA | Callahan | $755.00 | 9/17/09 | 10/23/09 | 10301 | |||||||||
| USA | Peacock | $2,708.80 | 10/9/09 | 1/5/10 | 10302 | |||||||||
| Canada | King | $1,117.80 | 9/18/09 | 10/9/09 | 10303 | |||||||||
| USA | Davolio | $954.40 | 9/17/09 | 11/7/09 | 10304 | |||||||||
| USA | Callahan | $3,741.30 | 10/9/09 | 11/26/09 | 10305 | |||||||||
| USA | Davolio | $498.50 | 9/23/09 | 12/21/09 | 10306 | |||||||||
| USA | Fuller | $424.00 | 9/25/09 | 12/1/09 | 10307 | |||||||||
| Canada | King | $88.80 | 9/24/09 | 10/12/09 | 10308 | |||||||||
| USA | Leverling | $1,762.00 | 10/23/09 | 2/16/10 | 10309 | |||||||||
| USA | Callahan | $336.00 | 9/27/09 | 1/22/10 | 10310 | |||||||||
| USA | Davolio | $268.80 | 9/26/09 | 1/4/10 | 10311 | |||||||||
| USA | Fuller | $1,614.80 | 10/3/09 | 12/27/09 | 10312 | |||||||||
| USA | Fuller | $182.40 | 10/4/09 | 10/14/09 | 10313 | |||||||||
| USA | Davolio | $2,094.30 | 10/4/09 | 12/24/09 | 10314 | |||||||||
| USA | Peacock | $516.80 | 10/3/09 | 10/17/09 | 10315 | |||||||||
| USA | Davolio | $2,835.00 | 10/8/09 | 1/29/10 | 10316 | |||||||||
| Canada | Suyama | $288.00 | 10/10/09 | 1/9/10 | 10317 | |||||||||
| USA | Callahan | $240.40 | 10/4/09 | 10/19/09 | 10318 | |||||||||
| Canada | King | $1,191.20 | 10/11/09 | 10/22/09 | 10319 | |||||||||
| Canada | Buchanan | $516.00 | 10/18/09 | 12/6/09 | 10320 | |||||||||
| USA | Leverling | $144.00 | 10/11/09 | 10/28/09 | 10321 | |||||||||
| Canada | King | $112.00 | 10/23/09 | 1/23/10 | 10322 | |||||||||
| USA | Peacock | $164.40 | 10/14/09 | 2/3/10 | 10323 | |||||||||
| Canada | Dodsworth | $5,275.71 | 10/10/09 | 11/11/09 | 10324 | |||||||||
| USA | Davolio | $1,497.00 | 10/14/09 | 12/31/09 | 10325 | |||||||||
| USA | Peacock | $982.00 | 10/14/09 | 1/12/10 | 10326 | |||||||||
| USA | Fuller | $1,810.00 | 10/14/09 | 12/25/09 | 10327 | |||||||||
| USA | Peacock | $1,168.00 | 10/17/09 | 1/16/10 | 10328 | |||||||||
| USA | Peacock | $4,578.43 | 10/23/09 | 11/23/09 | 10329 | |||||||||
| USA | Leverling | $1,649.00 | 10/28/09 | 2/11/10 | 10330 | |||||||||
| Canada | Dodsworth | $88.50 | 10/21/09 | 12/11/09 | 10331 | |||||||||
| USA | Leverling | $1,786.88 | 10/21/09 | 11/23/09 | 10332 | |||||||||
| Canada | Buchanan | $877.20 | 10/25/09 | 12/13/09 | 10333 | |||||||||
| USA | Callahan | $144.80 | 10/28/09 | 2/20/10 | 10334 | |||||||||
| Canada | King | $2,036.16 | 10/24/09 | 2/4/10 | 10335 | |||||||||
| Canada | King | $285.12 | 10/25/09 | 1/24/10 | 10336 | |||||||||
| USA | Peacock | $2,467.00 | 10/29/09 | 1/7/10 | 10337 | |||||||||
| USA | Peacock | $934.50 | 10/29/09 | 1/31/10 | 10338 | |||||||||
| USA | Fuller | $3,354.00 | 11/4/09 | 11/16/09 | 10339 | |||||||||
| USA | Davolio | $2,436.18 | 11/8/09 | 3/4/10 | 10340 | |||||||||
| Canada | King | $352.60 | 11/5/09 | 1/17/10 | 10341 | |||||||||
| USA | Peacock | $1,840.64 | 11/4/09 | 2/20/10 | 10342 | |||||||||
| USA | Peacock | $1,584.00 | 11/6/09 | 12/21/09 | 10343 | |||||||||
| USA | Peacock | $2,296.00 | 11/5/09 | 1/26/10 | 10344 | |||||||||
| USA | Fuller | $2,924.80 | 11/11/09 | 11/27/09 | 10345 | |||||||||
| USA | Leverling | $1,618.88 | 11/8/09 | 1/21/10 | 10346 | |||||||||
| USA | Peacock | $814.42 | 11/8/09 | 1/17/10 | 10347 | |||||||||
| USA | Peacock | $363.60 | 11/15/09 | 11/29/09 | 10348 | |||||||||
| Canada | King | $141.60 | 11/15/09 | 3/2/10 | 10349 | |||||||||
| Canada | Suyama | $642.06 | 12/3/09 | 2/1/10 | 10350 | |||||||||
| USA | Davolio | $5,398.72 | 11/20/09 | 12/23/09 | 10351 | |||||||||
| USA | Leverling | $136.30 | 11/18/09 | 12/3/09 | 10352 | |||||||||
| Canada | King | $8,593.28 | 11/25/09 | 2/10/10 | 10353 | |||||||||
| USA | Callahan | $568.80 | 11/20/09 | 2/26/10 | 10354 | |||||||||
| Canada | Suyama | $480.00 | 11/20/09 | 12/29/09 | 10355 | |||||||||
| Canada | Suyama | $1,106.40 | 11/27/09 | 2/7/10 | 10356 | |||||||||
| USA | Davolio | $1,167.68 | 12/2/09 | 2/18/10 | 10357 | |||||||||
| Canada | Buchanan | $429.40 | 11/27/09 | 1/1/10 | 10358 | |||||||||
| Canada | Buchanan | $3,471.68 | 11/26/09 | 3/13/10 | 10359 | |||||||||
| USA | Peacock | $7,390.20 | 12/2/09 | 3/26/10 | 10360 | |||||||||
| USA | Davolio | $2,046.24 | 12/3/09 | 2/10/10 | 10361 | |||||||||
| USA | Leverling | $1,549.60 | 11/28/09 | 3/14/10 | 10362 | |||||||||
| USA | Peacock | $447.20 | 12/4/09 | 3/1/10 | 10363 | |||||||||
| USA | Davolio | $950.00 | 12/4/09 | 12/27/09 | 10364 | |||||||||
| USA | Leverling | $403.20 | 12/2/09 | 3/4/10 | 10365 | |||||||||
| USA | Callahan | $136.00 | 12/30/09 | 4/4/10 | 10366 | |||||||||
| Canada | King | $834.20 | 12/2/09 | 3/22/10 | 10367 | |||||||||
| USA | Fuller | $1,689.78 | 12/2/09 | 12/12/09 | 10368 | |||||||||
| USA | Callahan | $2,390.40 | 12/9/09 | 4/5/10 | 10369 | |||||||||
| Canada | Suyama | $1,117.60 | 12/27/09 | 2/26/10 | 10370 | |||||||||
| USA | Davolio | $72.96 | 12/24/09 | 1/9/10 | 10371 | |||||||||
| Canada | Buchanan | $9,210.90 | 12/9/09 | 1/2/10 | 10372 | |||||||||
| USA | Peacock | $1,366.40 | 12/11/09 | 2/28/10 | 10373 | |||||||||
| USA | Davolio | $459.00 | 12/9/09 | 1/29/10 | 10374 | |||||||||
| USA | Leverling | $338.00 | 12/9/09 | 3/8/10 | 10375 | |||||||||
| USA | Davolio | $399.00 | 12/13/09 | 1/30/10 | 10376 | |||||||||
| USA | Davolio | $863.60 | 12/13/09 | 12/27/09 | 10377 | |||||||||
| Canada | Buchanan | $103.20 | 12/19/09 | 3/23/10 | 10378 | |||||||||
| USA | Fuller | $863.28 | 12/13/09 | 4/4/10 | 10379 | |||||||||
| USA | Callahan | $1,313.82 | 1/16/10 | 1/30/10 | 10380 | |||||||||
| USA | Leverling | $112.00 | 12/13/09 | 1/1/10 | 10381 | |||||||||
| USA | Peacock | $2,900.00 | 12/16/09 | 2/15/10 | 10382 | |||||||||
| USA | Callahan | $899.00 | 12/18/09 | 4/12/10 | 10383 | |||||||||
| USA | Leverling | $2,222.40 | 12/20/09 | 1/29/10 | 10384 | |||||||||
| USA | Davolio | $691.20 | 12/23/09 | 4/15/10 | 10385 | |||||||||
| Canada | Dodsworth | $166.00 | 12/25/09 | 1/7/10 | 10386 | |||||||||
| USA | Davolio | $1,058.40 | 12/20/09 | 2/21/10 | 10387 | |||||||||
| USA | Fuller | $1,228.80 | 12/20/09 | 3/4/10 | 10388 | |||||||||
| USA | Peacock | $1,832.80 | 12/24/09 | 4/18/10 | 10389 | |||||||||
| Canada | Suyama | $2,090.88 | 12/26/09 | 1/30/10 | 10390 | |||||||||
| USA | Leverling | $86.40 | 12/31/09 | 3/31/10 | 10391 | |||||||||
| USA | Fuller | $1,440.00 | 1/1/10 | 2/7/10 | 10392 | |||||||||
| USA | Davolio | $2,556.95 | 1/3/10 | 2/14/10 | 10393 | |||||||||
| USA | Davolio | $442.00 | 1/3/10 | 4/4/10 | 10394 | |||||||||
| Canada | Suyama | $2,122.92 | 1/3/10 | 3/19/10 | 10395 | |||||||||
| USA | Davolio | $1,903.80 | 1/6/10 | 1/17/10 | 10396 | |||||||||
| Canada | Buchanan | $716.72 | 1/2/10 | 2/5/10 | 10397 | |||||||||
| USA | Fuller | $2,505.60 | 1/9/10 | 3/14/10 | 10398 | |||||||||
| USA | Callahan | $1,765.60 | 1/8/10 | 4/25/10 | 10399 | |||||||||
| USA | Davolio | $3,063.00 | 1/16/10 | 3/16/10 | 10400 | |||||||||
| USA | Davolio | $3,868.60 | 1/10/10 | 1/24/10 | 10401 | |||||||||
| USA | Callahan | $2,713.50 | 1/10/10 | 4/11/10 | 10402 | |||||||||
| USA | Peacock | $855.01 | 1/9/10 | 2/14/10 | 10403 | |||||||||
| USA | Fuller | $1,591.25 | 1/8/10 | 4/23/10 | 10404 | |||||||||
| USA | Davolio | $400.00 | 1/22/10 | 5/4/10 | 10405 | |||||||||
| Canada | King | $1,830.78 | 1/13/10 | 3/2/10 | 10406 | |||||||||
| USA | Fuller | $1,194.00 | 1/30/10 | 5/11/10 | 10407 | |||||||||
| USA | Callahan | $1,622.40 | 1/14/10 | 4/10/10 | 10408 | |||||||||
| USA | Leverling | $319.20 | 1/14/10 | 1/30/10 | 10409 | |||||||||
| USA | Leverling | $802.00 | 1/15/10 | 4/7/10 | 10410 | |||||||||
| Canada | Dodsworth | $966.80 | 1/21/10 | 3/22/10 | 10411 | |||||||||
| USA | Callahan | $334.80 | 1/15/10 | 4/22/10 | 10412 | |||||||||
| USA | Leverling | $2,123.20 | 1/16/10 | 4/11/10 | 10413 | |||||||||
| USA | Fuller | $224.83 | 1/17/10 | 4/2/10 | 10414 | |||||||||
| USA | Leverling | $102.40 | 1/24/10 | 3/17/10 | 10415 | |||||||||
| USA | Callahan | $720.00 | 1/27/10 | 2/17/10 | 10416 | |||||||||
| USA | Peacock | $11,188.40 | 1/28/10 | 3/3/10 | 10417 | |||||||||
| USA | Peacock | $1,814.80 | 1/24/10 | 4/28/10 | 10418 | |||||||||
| USA | Peacock | $2,097.60 | 1/30/10 | 5/17/10 | 10419 | |||||||||
| USA | Leverling | $1,707.84 | 1/27/10 | 5/26/10 | 10420 | |||||||||
| USA | Callahan | $1,194.27 | 1/27/10 | 5/17/10 | 10421 | |||||||||
| USA | Fuller | $49.80 | 1/31/10 | 2/21/10 | 10422 | |||||||||
| Canada | Suyama | $1,020.00 | 2/24/10 | 4/7/10 | 10423 | |||||||||
| Canada | King | $9,194.56 | 1/27/10 | 5/7/10 | 10424 | |||||||||
| Canada | Suyama | $360.00 | 2/14/10 | 4/29/10 | 10425 | |||||||||
| USA | Peacock | $338.20 | 2/6/10 | 5/13/10 | 10426 | |||||||||
| USA | Peacock | $651.00 | 3/3/10 | 4/25/10 | 10427 | |||||||||
| Canada | King | $192.00 | 2/4/10 | 5/19/10 | 10428 | |||||||||
| USA | Leverling | $1,441.37 | 2/7/10 | 5/5/10 | 10429 | |||||||||
| USA | Peacock | $4,899.20 | 2/3/10 | 5/3/10 | 10430 | |||||||||
| USA | Peacock | $1,892.25 | 2/7/10 | 4/4/10 | 10431 | |||||||||
| USA | Leverling | $485.00 | 2/7/10 | 5/15/10 | 10432 | |||||||||
| USA | Leverling | $851.20 | 3/4/10 | 4/28/10 | 10433 | |||||||||
| USA | Leverling | $321.12 | 2/13/10 | 5/28/10 | 10434 | |||||||||
| USA | Callahan | $631.60 | 2/7/10 | 3/16/10 | 10435 | |||||||||
| USA | Leverling | $1,994.52 | 2/11/10 | 6/4/10 | 10436 | |||||||||
| USA | Callahan | $393.00 | 2/12/10 | 4/15/10 | 10437 | |||||||||
| USA | Leverling | $454.00 | 2/14/10 | 3/29/10 | 10438 | |||||||||
| Canada | Suyama | $1,078.00 | 2/10/10 | 3/5/10 | 10439 | |||||||||
| USA | Peacock | $4,924.13 | 2/28/10 | 6/20/10 | 10440 | |||||||||
| USA | Leverling | $1,755.00 | 3/14/10 | 3/30/10 | 10441 | |||||||||
| USA | Leverling | $1,792.00 | 2/18/10 | 5/27/10 | 10442 | |||||||||
| USA | Callahan | $517.44 | 2/14/10 | 4/17/10 | 10443 | |||||||||
| USA | Leverling | $1,031.70 | 2/21/10 | 5/18/10 | 10444 | |||||||||
| USA | Leverling | $174.90 | 2/20/10 | 3/14/10 | 10445 | |||||||||
| Canada | Suyama | $246.24 | 2/19/10 | 6/13/10 | 10446 | |||||||||
| USA | Peacock | $914.40 | 3/7/10 | 6/8/10 | 10447 | |||||||||
| USA | Peacock | $443.40 | 2/24/10 | 4/28/10 | 10448 | |||||||||
| USA | Leverling | $1,838.20 | 2/27/10 | 6/17/10 | 10449 | |||||||||
| USA | Callahan | $425.12 | 3/11/10 | 6/2/10 | 10450 | |||||||||
| USA | Peacock | $3,849.66 | 3/12/10 | 3/29/10 | 10451 | |||||||||
| USA | Callahan | $2,018.50 | 2/26/10 | 5/24/10 | 10452 | |||||||||
| USA | Davolio | $407.70 | 2/26/10 | 6/25/10 | 10453 | |||||||||
| USA | Peacock | $331.20 | 2/25/10 | 6/2/10 | 10454 | |||||||||
| USA | Callahan | $2,684.00 | 3/3/10 | 6/22/10 | 10455 | |||||||||
| USA | Callahan | $557.60 | 2/28/10 | 5/14/10 | 10456 | |||||||||
| USA | Fuller | $1,584.00 | 3/3/10 | 4/5/10 | 10457 | |||||||||
| Canada | King | $3,891.00 | 3/4/10 | 5/23/10 | 10458 | |||||||||
| USA | Peacock | $1,659.20 | 2/28/10 | 5/1/10 | 10459 | |||||||||
| USA | Callahan | $176.10 | 3/3/10 | 5/25/10 | 10460 | |||||||||
| USA | Davolio | $1,538.70 | 3/5/10 | 4/3/10 | 10461 | |||||||||
| USA | Fuller | $156.00 | 3/18/10 | 5/16/10 | 10462 | |||||||||
| Canada | Buchanan | $713.30 | 3/6/10 | 6/8/10 | 10463 | |||||||||
| USA | Peacock | $1,609.28 | 3/14/10 | 6/24/10 | 10464 | |||||||||
| USA | Davolio | $2,518.00 | 3/14/10 | 6/27/10 | 10465 | |||||||||
| USA | Peacock | $216.00 | 3/13/10 | 5/4/10 | 10466 | |||||||||
| USA | Callahan | $235.20 | 3/11/10 | 4/28/10 | 10467 | |||||||||
| USA | Leverling | $717.60 | 3/12/10 | 4/22/10 | 10468 | |||||||||
| USA | Davolio | $956.67 | 3/14/10 | 5/18/10 | 10469 | |||||||||
| USA | Peacock | $1,820.80 | 4/30/10 | 3/14/10 | 10470 | |||||||||
| USA | Fuller | $1,328.00 | 3/18/10 | 3/31/10 | 10471 | |||||||||
| USA | Callahan | $1,036.80 | 3/19/10 | 6/28/10 | 10472 | |||||||||
| USA | Davolio | $230.40 | 3/21/10 | 6/22/10 | 10473 | |||||||||
| Canada | Buchanan | $1,249.10 | 3/21/10 | 6/25/10 | 10474 | |||||||||
| Canada | Dodsworth | $1,505.18 | 4/4/10 | 8/2/10 | 10475 | |||||||||
| USA | Callahan | $180.48 | 3/24/10 | 5/2/10 | 10476 | |||||||||
| Canada | Buchanan | $558.00 | 3/25/10 | 5/5/10 | 10477 | |||||||||
| USA | Fuller | $471.20 | 3/26/10 | 7/8/10 | 10478 | |||||||||
| USA | Leverling | $10,495.60 | 3/21/10 | 6/1/10 | 10479 | |||||||||
| Canada | Suyama | $756.00 | 3/24/10 | 7/10/10 | 10480 | |||||||||
| USA | Callahan | $1,472.00 | 3/25/10 | 4/11/10 | 10481 | |||||||||
| USA | Davolio | $147.00 | 4/10/10 | 5/7/10 | 10482 | |||||||||
| Canada | King | $668.80 | 4/25/10 | 8/15/10 | 10483 | |||||||||
| USA | Leverling | $386.20 | 4/1/10 | 7/20/10 | 10484 | |||||||||
| USA | Peacock | $1,584.00 | 3/31/10 | 7/12/10 | 10485 | |||||||||
| USA | Davolio | $1,272.00 | 4/2/10 | 5/13/10 | 10486 | |||||||||
| USA | Fuller | $889.70 | 3/28/10 | 6/17/10 | 10487 | |||||||||
| USA | Callahan | $1,512.00 | 4/2/10 | 5/20/10 | 10488 | |||||||||
| Canada | Suyama | $439.20 | 4/9/10 | 6/26/10 | 10489 | |||||||||
| Canada | King | $3,163.20 | 4/3/10 | 8/1/10 | 10490 | |||||||||
| USA | Callahan | $259.50 | 4/8/10 | 6/25/10 | 10491 | |||||||||
| USA | Leverling | $851.20 | 4/11/10 | 5/31/10 | 10492 | |||||||||
| USA | Peacock | $608.40 | 4/10/10 | 6/8/10 | 10493 | |||||||||
| USA | Peacock | $912.00 | 4/9/10 | 5/7/10 | 10494 | |||||||||
| USA | Leverling | $278.00 | 4/11/10 | 7/16/10 | 10495 | |||||||||
| Canada | King | $190.00 | 4/7/10 | 5/30/10 | 10496 | |||||||||
| Canada | King | $1,380.60 | 4/7/10 | 6/1/10 | 10497 | |||||||||
| USA | Callahan | $575.00 | 4/11/10 | 4/30/10 | 10498 | |||||||||
| USA | Peacock | $1,412.00 | 4/16/10 | 6/20/10 | 10499 | |||||||||
| Canada | Suyama | $523.26 | 4/17/10 | 7/16/10 | 10500 | |||||||||
| Canada | Dodsworth | $149.00 | 4/16/10 | 4/30/10 | 10501 | |||||||||
| USA | Fuller | $816.30 | 4/29/10 | 6/30/10 | 10502 | |||||||||
| Canada | Suyama | $2,048.50 | 4/16/10 | 7/7/10 | 10503 | |||||||||
| USA | Peacock | $1,388.50 | 4/18/10 | 8/2/10 | 10504 | |||||||||
| USA | Leverling | $147.90 | 4/21/10 | 5/25/10 | 10505 | |||||||||
| Canada | Dodsworth | $415.80 | 5/2/10 | 5/29/10 | 10506 | |||||||||
| Canada | King | $749.06 | 4/22/10 | 8/12/10 | 10507 | |||||||||
| USA | Davolio | $240.00 | 5/13/10 | 9/6/10 | 10508 | |||||||||
| USA | Peacock | $136.80 | 4/29/10 | 7/4/10 | 10509 | |||||||||
| Canada | Suyama | $4,707.54 | 4/28/10 | 8/11/10 | 10510 | |||||||||
| USA | Peacock | $2,550.00 | 4/21/10 | 7/31/10 | 10511 | |||||||||
| Canada | King | $525.30 | 4/24/10 | 7/27/10 | 10512 | |||||||||
| Canada | King | $1,942.00 | 4/28/10 | 5/31/10 | 10513 | |||||||||
| USA | Leverling | $8,623.45 | 5/16/10 | 5/29/10 | 10514 | |||||||||
| USA | Fuller | $9,921.30 | 5/23/10 | 8/12/10 | 10515 | |||||||||
| USA | Fuller | $2,381.05 | 5/1/10 | 8/29/10 | 10516 | |||||||||
| USA | Leverling | $352.00 | 4/29/10 | 6/20/10 | 10517 | |||||||||
| USA | Peacock | $4,150.05 | 5/5/10 | 5/19/10 | 10518 | |||||||||
| Canada | Suyama | $2,314.20 | 5/1/10 | 6/22/10 | 10519 | |||||||||
| Canada | King | $200.00 | 5/1/10 | 7/18/10 | 10520 | |||||||||
| USA | Callahan | $225.50 | 5/2/10 | 8/25/10 | 10521 | |||||||||
| USA | Peacock | $2,318.24 | 5/6/10 | 8/18/10 | 10522 | |||||||||
| Canada | King | $2,444.31 | 5/30/10 | 7/17/10 | 10523 | |||||||||
| USA | Davolio | $3,192.65 | 5/7/10 | 8/13/10 | 10524 | |||||||||
| USA | Davolio | $818.40 | 5/23/10 | 8/28/10 | 10525 | |||||||||
| USA | Peacock | $1,151.40 | 5/15/10 | 6/16/10 | 10526 | |||||||||
| Canada | King | $1,503.00 | 5/7/10 | 5/23/10 | 10527 | |||||||||
| Canada | Suyama | $392.20 | 5/9/10 | 6/27/10 | 10528 | |||||||||
| Canada | Buchanan | $946.00 | 5/9/10 | 8/1/10 | 10529 | |||||||||
| USA | Leverling | $4,180.00 | 5/12/10 | 8/25/10 | 10530 | |||||||||
| Canada | King | $110.00 | 5/19/10 | 9/2/10 | 10531 | |||||||||
| Canada | King | $796.35 | 5/12/10 | 7/30/10 | 10532 | |||||||||
| USA | Callahan | $2,222.20 | 5/22/10 | 8/19/10 | 10533 | |||||||||
| USA | Callahan | $465.70 | 5/14/10 | 6/24/10 | 10534 | |||||||||
| USA | Peacock | $1,940.85 | 5/21/10 | 7/31/10 | 10535 | |||||||||
| USA | Leverling | $1,645.00 | 6/6/10 | 9/5/10 | 10536 | |||||||||
| USA | Davolio | $1,823.80 | 5/19/10 | 8/13/10 | 10537 | |||||||||
| Canada | Dodsworth | $139.80 | 5/16/10 | 7/23/10 | 10538 | |||||||||
| Canada | Suyama | $355.50 | 5/23/10 | 6/18/10 | 10539 | |||||||||
| USA | Leverling | $10,191.70 | 6/13/10 | 8/14/10 | 10540 | |||||||||
| USA | Fuller | $1,946.52 | 5/29/10 | 6/23/10 | 10541 | |||||||||
| USA | Davolio | $469.11 | 5/26/10 | 6/26/10 | 10542 | |||||||||
| USA | Callahan | $1,504.50 | 5/23/10 | 7/4/10 | 10543 | |||||||||
| USA | Peacock | $417.20 | 5/30/10 | 7/7/10 | 10544 | |||||||||
| USA | Callahan | $210.00 | 6/26/10 | 9/24/10 | 10545 | |||||||||
| USA | Davolio | $2,812.00 | 5/27/10 | 9/9/10 | 10546 | |||||||||
| USA | Leverling | $1,792.80 | 6/2/10 | 8/27/10 | 10547 | |||||||||
| USA | Leverling | $240.10 | 6/2/10 | 7/18/10 | 10548 | |||||||||
| Canada | Buchanan | $3,554.27 | 5/30/10 | 6/13/10 | 10549 | |||||||||
| Canada | King | $683.30 | 6/6/10 | 7/19/10 | 10550 | |||||||||
| USA | Peacock | $1,677.30 | 6/6/10 | 9/24/10 | 10551 | |||||||||
| USA | Fuller | $880.50 | 6/5/10 | 9/1/10 | 10552 | |||||||||
| USA | Fuller | $1,546.30 | 6/3/10 | 8/8/10 | 10553 | |||||||||
| USA | Peacock | $1,728.52 | 6/5/10 | 8/28/10 | 10554 | |||||||||
| Canada | Suyama | $2,944.40 | 6/4/10 | 8/17/10 | 10555 | |||||||||
| USA | Fuller | $835.20 | 6/13/10 | 8/10/10 | 10556 | |||||||||
| Canada | Dodsworth | $1,152.50 | 6/6/10 | 9/10/10 | 10557 | |||||||||
| USA | Davolio | $2,142.90 | 6/10/10 | 9/30/10 | 10558 | |||||||||
| Canada | Suyama | $520.41 | 6/13/10 | 7/19/10 | 10559 | |||||||||
| USA | Callahan | $1,072.42 | 6/9/10 | 8/3/10 | 10560 | |||||||||
| USA | Fuller | $2,844.50 | 6/9/10 | 9/25/10 | 10561 | |||||||||
| USA | Davolio | $488.70 | 6/12/10 | 7/27/10 | 10562 | |||||||||
| USA | Fuller | $965.00 | 6/24/10 | 9/3/10 | 10563 | |||||||||
| USA | Peacock | $1,234.05 | 6/16/10 | 9/5/10 | 10564 | |||||||||
| USA | Callahan | $639.90 | 6/18/10 | 7/20/10 | 10565 | |||||||||
| Canada | Dodsworth | $1,761.00 | 6/18/10 | 7/2/10 | 10566 | |||||||||
| USA | Davolio | $2,519.00 | 6/17/10 | 6/28/10 | 10567 | |||||||||
| USA | Leverling | $155.00 | 7/9/10 | 10/27/10 | 10568 | |||||||||
| Canada | Buchanan | $890.00 | 7/11/10 | 8/25/10 | 10569 | |||||||||
| USA | Leverling | $2,465.25 | 6/19/10 | 7/29/10 | 10570 | |||||||||
| USA | Callahan | $550.59 | 7/4/10 | 8/17/10 | 10571 | |||||||||
| USA | Leverling | $1,501.08 | 6/25/10 | 10/2/10 | 10572 | |||||||||
| Canada | King | $2,082.00 | 6/20/10 | 10/11/10 | 10573 | |||||||||
| USA | Peacock | $764.30 | 6/30/10 | 7/11/10 | 10574 | |||||||||
| Canada | Buchanan | $2,147.40 | 6/30/10 | 9/13/10 | 10575 | |||||||||
| USA | Leverling | $838.45 | 6/30/10 | 10/7/10 | 10576 | |||||||||
| Canada | Dodsworth | $569.00 | 6/30/10 | 7/21/10 | 10577 | |||||||||
| USA | Peacock | $477.00 | 7/25/10 | 9/29/10 | 10578 | |||||||||
| USA | Davolio | $317.75 | 7/4/10 | 9/27/10 | 10579 | |||||||||
| USA | Peacock | $1,013.74 | 7/1/10 | 7/19/10 | 10580 | |||||||||
| USA | Leverling | $310.00 | 7/2/10 | 9/2/10 | 10581 | |||||||||
| USA | Leverling | $330.00 | 7/14/10 | 9/26/10 | 10582 | |||||||||
| USA | Fuller | $2,237.50 | 7/4/10 | 8/7/10 | 10583 | |||||||||
| USA | Peacock | $593.75 | 7/4/10 | 8/29/10 | 10584 | |||||||||
| Canada | King | $142.50 | 7/10/10 | 11/4/10 | 10585 | |||||||||
| Canada | Dodsworth | $23.80 | 7/9/10 | 10/18/10 | 10586 | |||||||||
| USA | Davolio | $807.38 | 8/16/10 | 7/9/10 | 10587 | |||||||||
| USA | Fuller | $3,120.00 | 7/10/10 | 10/6/10 | 10588 | |||||||||
| USA | Callahan | $72.00 | 7/14/10 | 9/21/10 | 10589 | |||||||||
| USA | Peacock | $1,101.00 | 7/14/10 | 8/29/10 | 10590 | |||||||||
| USA | Davolio | $812.50 | 7/16/10 | 9/13/10 | 10591 | |||||||||
| USA | Leverling | $516.46 | 7/16/10 | 10/15/10 | 10592 | |||||||||
| Canada | King | $1,994.40 | 8/13/10 | 9/14/10 | 10593 | |||||||||
| USA | Leverling | $565.50 | 7/16/10 | 10/27/10 | 10594 | |||||||||
| USA | Fuller | $4,725.00 | 7/14/10 | 10/30/10 | 10595 | |||||||||
| USA | Callahan | $1,180.88 | 8/12/10 | 9/14/10 | 10596 | |||||||||
| Canada | King | $718.08 | 7/18/10 | 10/26/10 | 10597 | |||||||||
| USA | Davolio | $2,388.50 | 7/18/10 | 11/11/10 | 10598 | |||||||||
| Canada | Suyama | $493.00 | 7/21/10 | 10/19/10 | 10599 | |||||||||
| USA | Peacock | $479.80 | 7/21/10 | 10/22/10 | 10600 | |||||||||
| Canada | King | $2,285.00 | 7/22/10 | 10/5/10 | 10601 | |||||||||
| USA | Callahan | 7/22/10 | 8/28/10 | 10602 | ||||||||||
| USA | Callahan | $1,483.00 | 8/8/10 | 10/31/10 | 10603 | |||||||||
| USA | Davolio | $230.85 | 7/29/10 | 10/17/10 | 10604 | |||||||||
| USA | Davolio | $4,109.69 | 7/29/10 | 10/31/10 | 10605 | |||||||||
| USA | Peacock | $1,130.40 | 7/31/10 | 9/22/10 | 10606 | |||||||||
| Canada | Buchanan | $6,475.40 | 7/25/10 | 9/3/10 | 10607 | |||||||||
| USA | Peacock | $1,064.00 | 8/1/10 | 11/21/10 | 10608 | |||||||||
| Canada | King | $424.00 | 7/30/10 | 8/14/10 | 10609 | |||||||||
| USA | Callahan | $299.25 | 8/6/10 | 9/27/10 | 10610 | |||||||||
| Canada | Suyama | $808.00 | 8/1/10 | 8/30/10 | 10611 | |||||||||
| USA | Davolio | $6,375.00 | 8/1/10 | 11/25/10 | 10612 | |||||||||
| USA | Peacock | $353.20 | 8/1/10 | 8/31/10 | 10613 | |||||||||
| USA | Callahan | $464.00 | 8/1/10 | 11/10/10 | 10614 | |||||||||
| USA | Fuller | $120.00 | 8/6/10 | 11/4/10 | 10615 | |||||||||
| USA | Davolio | $4,806.99 | 8/5/10 | 11/1/10 | 10616 | |||||||||
| USA | Peacock | $1,402.50 | 8/4/10 | 11/25/10 | 10617 | |||||||||
| USA | Davolio | $2,697.50 | 8/8/10 | 10/29/10 | 10618 | |||||||||
| USA | Leverling | $1,260.00 | 8/7/10 | 11/15/10 | 10619 | |||||||||
| USA | Fuller | $57.50 | 8/14/10 | 10/11/10 | 10620 | |||||||||
| USA | Peacock | $758.50 | 8/11/10 | 8/30/10 | 10621 | |||||||||
| USA | Peacock | $560.00 | 8/11/10 | 11/13/10 | 10622 | |||||||||
| USA | Callahan | $1,336.95 | 8/12/10 | 11/5/10 | 10623 | |||||||||
| USA | Peacock | $1,393.24 | 8/19/10 | 10/19/10 | 10624 | |||||||||
| USA | Leverling | $479.75 | 8/14/10 | 11/6/10 | 10625 | |||||||||
| USA | Davolio | $1,503.60 | 8/20/10 | 10/11/10 | 10626 | |||||||||
| USA | Callahan | $1,185.75 | 8/21/10 | 10/18/10 | 10627 | |||||||||
| USA | Peacock | $450.00 | 8/20/10 | 10/17/10 | 10628 | |||||||||
| USA | Peacock | $2,775.05 | 8/20/10 | 9/17/10 | 10629 | |||||||||
| USA | Davolio | $903.60 | 8/19/10 | 9/14/10 | 10630 | |||||||||
| USA | Callahan | $55.80 | 8/15/10 | 9/25/10 | 10631 | |||||||||
| USA | Callahan | $589.00 | 8/19/10 | 11/17/10 | 10632 | |||||||||
| Canada | King | $5,510.59 | 8/18/10 | 9/25/10 | 10633 | |||||||||
| USA | Peacock | $4,985.50 | 8/21/10 | 9/17/10 | 10634 | |||||||||
| USA | Callahan | $1,326.22 | 8/21/10 | 10/15/10 | 10635 | |||||||||
| USA | Peacock | $629.50 | 8/26/10 | 9/12/10 | 10636 | |||||||||
| Canada | Suyama | $2,761.94 | 8/26/10 | 10/25/10 | 10637 | |||||||||
| USA | Leverling | $2,720.05 | 9/1/10 | 9/28/10 | 10638 | |||||||||
| Canada | King | $500.00 | 8/27/10 | 10/31/10 | 10639 | |||||||||
| USA | Peacock | $708.75 | 8/28/10 | 10/2/10 | 10640 | |||||||||
| USA | Peacock | $2,054.00 | 8/26/10 | 10/20/10 | 10641 | |||||||||
| Canada | King | $696.00 | 9/5/10 | 12/22/10 | 10642 | |||||||||
| Canada | Suyama | $814.50 | 9/2/10 | 11/10/10 | 10643 | |||||||||
| USA | Leverling | $1,371.80 | 9/1/10 | 9/14/10 | 10644 | |||||||||
| USA | Peacock | $1,535.00 | 9/2/10 | 11/14/10 | 10645 | |||||||||
| Canada | Dodsworth | $1,446.00 | 9/3/10 | 9/28/10 | 10646 | |||||||||
| USA | Peacock | $636.00 | 9/3/10 | 11/7/10 | 10647 | |||||||||
| Canada | Buchanan | $372.37 | 9/9/10 | 12/7/10 | 10648 | |||||||||
| Canada | Buchanan | $1,434.00 | 8/29/10 | 11/13/10 | 10649 | |||||||||
| Canada | Buchanan | $1,779.20 | 9/3/10 | 11/24/10 | 10650 | |||||||||
| USA | Callahan | $397.80 | 9/11/10 | 12/14/10 | 10651 | |||||||||
| USA | Peacock | $318.84 | 9/8/10 | 11/3/10 | 10652 | |||||||||
| USA | Davolio | $1,083.15 | 9/19/10 | 1/8/11 | 10653 | |||||||||
| Canada | Buchanan | $601.83 | 9/11/10 | 9/27/10 | 10654 | |||||||||
| USA | Davolio | $154.40 | 9/11/10 | 11/1/10 | 10655 | |||||||||
| Canada | Suyama | $604.21 | 9/10/10 | 10/25/10 | 10656 | |||||||||
| USA | Fuller | $4,371.60 | 9/15/10 | 12/31/10 | 10657 | |||||||||
| USA | Peacock | $4,464.60 | 9/8/10 | 10/15/10 | 10658 | |||||||||
| Canada | King | $1,227.02 | 9/10/10 | 12/21/10 | 10659 | |||||||||
| USA | Callahan | $1,701.00 | 10/15/10 | 1/29/11 | 10660 | |||||||||
| Canada | King | $562.60 | 9/15/10 | 10/5/10 | 10661 | |||||||||
| USA | Leverling | $125.00 | 9/18/10 | 12/29/10 | 10662 | |||||||||
| USA | Fuller | $1,930.40 | 10/3/10 | 12/20/10 | 10663 | |||||||||
| USA | Davolio | $1,288.39 | 9/19/10 | 10/12/10 | 10664 | |||||||||
| USA | Davolio | $1,295.00 | 9/17/10 | 12/16/10 | 10665 | |||||||||
| Canada | King | $4,666.94 | 9/22/10 | 10/21/10 | 10666 | |||||||||
| Canada | King | $1,536.80 | 9/19/10 | 12/24/10 | 10667 | |||||||||
| USA | Davolio | $625.27 | 9/23/10 | 10/8/10 | 10668 | |||||||||
| USA | Fuller | $570.00 | 9/22/10 | 10/17/10 | 10669 | |||||||||
| USA | Peacock | $2,301.75 | 9/18/10 | 12/26/10 | 10670 | |||||||||
| USA | Davolio | $920.10 | 9/24/10 | 10/11/10 | 10671 | |||||||||
| Canada | Dodsworth | $3,815.25 | 9/26/10 | 1/4/11 | 10672 | |||||||||
| USA | Fuller | $412.35 | 9/19/10 | 11/20/10 | 10673 | |||||||||
| USA | Peacock | $45.00 | 9/30/10 | 12/15/10 | 10674 | |||||||||
| Canada | Buchanan | $1,423.00 | 9/23/10 | 11/18/10 | 10675 | |||||||||
| USA | Fuller | $534.85 | 9/29/10 | 12/8/10 | 10676 | |||||||||
| USA | Davolio | $813.36 | 9/26/10 | 10/19/10 | 10677 | |||||||||
| Canada | King | $5,256.50 | 10/16/10 | 11/2/10 | 10678 | |||||||||
| USA | Callahan | $660.00 | 9/30/10 | 11/22/10 | 10679 | |||||||||
| USA | Davolio | $1,261.88 | 9/26/10 | 11/21/10 | 10680 | |||||||||
| USA | Leverling | $1,287.40 | 9/30/10 | 10/27/10 | 10681 | |||||||||
| USA | Leverling | $375.50 | 10/1/10 | 12/3/10 | 10682 | |||||||||
| USA | Fuller | $63.00 | 10/1/10 | / | 10683 | |||||||||
| USA | Leverling | $1,768.00 | 9/30/10 | 1/3/11 | 10684 | |||||||||
| USA | Peacock | $801.10 | 10/3/10 | 1/20/11 | 10685 | |||||||||
| USA | Fuller | $1,404.45 | 10/8/10 | 12/1/10 | 10686 | |||||||||
| Canada | Dodsworth | $4,960.90 | 10/30/10 | 11/27/10 | 10687 | |||||||||
| USA | Peacock | $3,160.60 | 10/7/10 | 10/26/10 | 10688 | |||||||||
| USA | Davolio | $472.50 | 10/7/10 | 1/2/11 | 10689 | |||||||||
| USA | Davolio | $862.50 | 10/3/10 | 1/11/11 | 10690 | |||||||||
| USA | Fuller | $10,164.80 | 10/22/10 | 1/11/11 | 10691 | |||||||||
| USA | Peacock | $878.00 | 10/13/10 | 12/10/10 | 10692 | |||||||||
| USA | Leverling | $2,071.20 | 10/10/10 | 1/25/11 | 10693 | |||||||||
| USA | Callahan | $4,825.00 | 10/9/10 | 12/21/10 | 10694 | |||||||||
| Canada | King | $642.00 | 10/14/10 | 12/10/10 | 10695 | |||||||||
| USA | Callahan | $996.00 | 10/14/10 | 1/2/11 | 10696 | |||||||||
| USA | Leverling | $805.43 | 10/14/10 | 10/26/10 | 10697 | |||||||||
| USA | Peacock | $3,436.45 | 10/17/10 | 2/4/11 | 10698 | |||||||||
| USA | Leverling | $114.00 | 10/13/10 | 10/25/10 | 10699 | |||||||||
| USA | Leverling | $1,638.40 | 10/16/10 | 1/11/11 | 10700 | |||||||||
| Canada | Suyama | $2,864.50 | 10/15/10 | 12/29/10 | 10701 | |||||||||
| USA | Peacock | $330.00 | 10/21/10 | 12/20/10 | 10702 | |||||||||
| Canada | Suyama | $2,545.00 | 10/20/10 | 1/19/11 | 10703 | |||||||||
| Canada | Suyama | $595.50 | 11/7/10 | 1/14/11 | 10704 | |||||||||
| Canada | Dodsworth | $378.00 | 11/18/10 | 12/10/10 | 10705 | |||||||||
| USA | Callahan | $1,893.00 | 10/21/10 | 12/30/10 | 10706 | |||||||||
| USA | Peacock | $1,641.00 | 10/23/10 | 1/26/11 | 10707 | |||||||||
| Canada | Suyama | $180.40 | 11/5/10 | 12/1/10 | 10708 | |||||||||
| USA | Davolio | $3,424.00 | 11/20/10 | 2/7/11 | 10709 | |||||||||
| USA | Davolio | $93.50 | 10/23/10 | 11/12/10 | 10710 | |||||||||
| Canada | Buchanan | $4,451.70 | 10/29/10 | 12/8/10 | 10711 | |||||||||
| USA | Leverling | $1,233.48 | 10/31/10 | 12/12/10 | 10712 | |||||||||
| USA | Davolio | $2,827.90 | 10/24/10 | 2/21/11 | 10713 | |||||||||
| Canada | Buchanan | $2,205.75 | 10/27/10 | 1/14/11 | 10714 | |||||||||
| USA | Leverling | $1,296.00 | 10/29/10 | 2/18/11 | 10715 | |||||||||
| USA | Peacock | $706.00 | 10/27/10 | 2/11/11 | 10716 | |||||||||
| USA | Davolio | $1,270.75 | 10/29/10 | 1/28/11 | 10717 | |||||||||
| USA | Davolio | $3,463.00 | 10/29/10 | 12/11/10 | 10718 | |||||||||
| USA | Callahan | $844.25 | 11/5/10 | 2/5/11 | 10719 | |||||||||
| USA | Callahan | $550.00 | 11/5/10 | 11/30/10 | 10720 | |||||||||
| Canada | Buchanan | $923.87 | 10/31/10 | 1/11/11 | 10721 | |||||||||
| USA | Callahan | $1,570.00 | 11/4/10 | 12/20/10 | 10722 | |||||||||
| USA | Leverling | $468.45 | 11/25/10 | 12/28/10 | 10723 | |||||||||
| USA | Callahan | $638.50 | 11/5/10 | 12/22/10 | 10724 | |||||||||
| USA | Peacock | $287.80 | 11/5/10 | 2/14/11 | 10725 | |||||||||
| USA | Peacock | $655.00 | 12/5/10 | 1/21/11 | 10726 | |||||||||
| USA | Fuller | $1,624.50 | 12/5/10 | 3/5/11 | 10727 | |||||||||
| USA | Peacock | $1,296.75 | 11/11/10 | 1/20/11 | 10728 | |||||||||
| USA | Callahan | $1,850.00 | 11/14/10 | 1/25/11 | 10729 | |||||||||
| Canada | Buchanan | $484.25 | 11/14/10 | 3/12/11 | 10730 | |||||||||
| Canada | King | $1,890.50 | 11/14/10 | 11/26/10 | 10731 | |||||||||
| USA | Leverling | $360.00 | 11/7/10 | 12/29/10 | 10732 | |||||||||
| USA | Davolio | $1,459.00 | 11/10/10 | / | 10733 | |||||||||
| USA | Fuller | $1,498.35 | 11/12/10 | 1/6/11 | 10734 | |||||||||
| Canada | Suyama | $536.40 | 11/21/10 | 12/5/10 | 10735 | |||||||||
| Canada | Dodsworth | $997.00 | 11/21/10 | 3/19/11 | 10736 | |||||||||
| USA | Fuller | $139.80 | 11/18/10 | 2/7/11 | 10737 | |||||||||
| USA | Fuller | $52.35 | 11/18/10 | 3/9/11 | 10738 | |||||||||
| USA | Leverling | $240.00 | 11/17/10 | 12/12/10 | 10739 | |||||||||
| USA | Peacock | $1,416.00 | 11/25/10 | 12/9/10 | 10740 | |||||||||
| USA | Peacock | $228.00 | 11/18/10 | 12/11/10 | 10741 | |||||||||
| USA | Leverling | $3,118.00 | 11/18/10 | 2/13/11 | 10742 | |||||||||
| USA | Davolio | $319.20 | 11/21/10 | 1/8/11 | 10743 | |||||||||
| Canada | Suyama | $736.00 | 11/24/10 | 2/12/11 | 10744 | |||||||||
| Canada | Dodsworth | $4,529.80 | 11/27/10 | 1/26/11 | 10745 | |||||||||
| USA | Davolio | $2,311.70 | 11/21/10 | 2/10/11 | 10746 | |||||||||
| Canada | Suyama | $1,912.85 | 11/26/10 | 3/23/11 | 10747 | |||||||||
| USA | Leverling | $2,196.00 | 11/28/10 | 12/12/10 | 10748 | |||||||||
| USA | Peacock | $1,080.00 | 12/19/10 | 3/31/11 | 10749 | |||||||||
| Canada | Dodsworth | $1,590.56 | 11/24/10 | 1/7/11 | 10750 | |||||||||
| USA | Leverling | $1,631.48 | 12/3/10 | 12/30/10 | 10751 | |||||||||
| USA | Fuller | $252.00 | 11/28/10 | 1/4/11 | 10752 | |||||||||
| USA | Leverling | $88.00 | 11/27/10 | 3/25/11 | 10753 | |||||||||
| Canada | Suyama | $55.20 | 11/27/10 | 12/15/10 | 10754 | |||||||||
| USA | Peacock | $1,948.50 | 11/28/10 | 2/15/11 | 10755 | |||||||||
| USA | Callahan | $1,990.00 | 12/2/10 | 3/25/11 | 10756 | |||||||||
| Canada | Suyama | $3,082.00 | 12/15/10 | 3/21/11 | 10757 | |||||||||
| USA | Leverling | $1,644.60 | 12/4/10 | 3/30/11 | 10758 | |||||||||
| USA | Leverling | $320.00 | 12/12/10 | 2/16/11 | 10759 | |||||||||
| USA | Peacock | $2,917.00 | 12/10/10 | 2/12/11 | 10760 | |||||||||
| Canada | Buchanan | $507.00 | 12/8/10 | 12/21/10 | 10761 | |||||||||
| USA | Leverling | $4,337.00 | 12/9/10 | 2/6/11 | 10762 | |||||||||
| USA | Leverling | $616.00 | 12/8/10 | 2/12/11 | 10763 | |||||||||
| Canada | Suyama | $2,286.00 | 12/8/10 | 2/9/11 | 10764 | |||||||||
| USA | Leverling | $1,515.60 | 12/9/10 | 4/7/11 | 10765 | |||||||||
| USA | Peacock | $2,310.00 | 12/9/10 | 3/9/11 | 10766 | |||||||||
| USA | Peacock | $28.00 | 12/15/10 | 3/26/11 | 10767 | |||||||||
| USA | Leverling | $1,477.00 | 12/15/10 | 2/15/11 | 10768 | |||||||||
| USA | Leverling | $1,684.27 | 12/12/10 | 12/24/10 | 10769 | |||||||||
| USA | Callahan | $236.25 | 12/17/10 | 1/6/11 | 10770 | |||||||||
| Canada | Dodsworth | $344.00 | 1/2/10 | 1/25/10 | 10771 | |||||||||
| USA | Leverling | $3,603.22 | 12/19/10 | 1/15/11 | 10772 | |||||||||
| USA | Davolio | $2,030.40 | 12/16/10 | 3/11/11 | 10773 | |||||||||
| USA | Peacock | $868.75 | 12/12/10 | 1/2/11 | 10774 | |||||||||
| Canada | King | $228.00 | 12/26/10 | 4/6/11 | 10775 | |||||||||
| USA | Davolio | $6,635.27 | 12/18/10 | 4/1/11 | 10776 | |||||||||
| Canada | King | $224.00 | 1/21/11 | 2/6/11 | 10777 | |||||||||
| USA | Leverling | $96.50 | 12/24/10 | 3/9/11 | 10778 | |||||||||
| USA | Leverling | $1,335.00 | 4/20/11 | 10779 | ||||||||||
| USA | Fuller | $720.00 | 12/25/10 | 2/22/11 | 10780 | |||||||||
| USA | Fuller | $975.88 | 12/19/10 | 1/11/11 | 10781 | |||||||||
| Canada | Dodsworth | $12.50 | 12/22/10 | 4/2/11 | 10782 | |||||||||
| USA | Peacock | $1,442.50 | 12/19/10 | 3/5/11 | 10783 | |||||||||
| USA | Peacock | $1,488.00 | 12/22/10 | 2/11/11 | 10784 | |||||||||
| USA | Davolio | $387.50 | 12/24/10 | 1/24/11 | 10785 | |||||||||
| USA | Callahan | $1,531.08 | 12/23/10 | 4/2/11 | 10786 | |||||||||
| USA | Fuller | $2,622.76 | 12/26/10 | 3/27/11 | 10787 | |||||||||
| USA | Davolio | $731.50 | 1/19/11 | 4/13/11 | 10788 | |||||||||
| USA | Davolio | $3,687.00 | 12/31/10 | 1/19/11 | 10789 | |||||||||
| Canada | Suyama | $722.50 | 12/26/10 | 2/22/11 | 10790 | |||||||||
| Canada | Suyama | $1,829.76 | 1/1/11 | 4/21/11 | 10791 | |||||||||
| USA | Davolio | $399.85 | 12/31/10 | 4/14/11 | 10792 | |||||||||
| USA | Leverling | $191.10 | 1/8/11 | 2/3/11 | 10793 | |||||||||
| Canada | Suyama | $314.76 | 1/2/11 | 2/24/11 | 10794 | |||||||||
| USA | Callahan | $2,158.00 | 1/20/11 | 2/7/11 | 10795 | |||||||||
| USA | Leverling | $2,341.36 | 1/14/11 | 4/19/11 | 10796 | |||||||||
| Canada | King | $420.00 | 1/5/11 | 1/23/11 | 10797 | |||||||||
| USA | Fuller | $446.60 | 1/5/11 | 3/29/11 | 10798 | |||||||||
| Canada | Dodsworth | $1,553.50 | 1/5/11 | 3/9/11 | 10799 | |||||||||
| USA | Davolio | $1,468.93 | 1/5/11 | 3/9/11 | 10800 | |||||||||
| USA | Peacock | $3,026.85 | 12/31/10 | 4/27/11 | 10801 | |||||||||
| USA | Peacock | $2,942.81 | 1/2/11 | 3/16/11 | 10802 | |||||||||
| USA | Peacock | $1,193.01 | 1/6/11 | 4/22/11 | 10803 | |||||||||
| Canada | Suyama | $2,278.40 | 1/7/11 | 3/30/11 | 10804 | |||||||||
| USA | Fuller | $2,775.00 | 1/9/11 | 1/23/11 | 10805 | |||||||||
| USA | Leverling | $439.60 | 1/5/11 | 3/24/11 | 10806 | |||||||||
| USA | Peacock | $18.40 | 1/30/11 | 5/11/11 | 10807 | |||||||||
| USA | Fuller | $1,411.00 | 1/9/11 | 2/7/11 | 10808 | |||||||||
| Canada | King | $140.00 | 1/7/11 | 2/25/11 | 10809 | |||||||||
| USA | Fuller | $187.00 | 1/7/11 | 2/17/11 | 10810 | |||||||||
| USA | Callahan | $852.00 | 1/8/11 | 3/13/11 | 10811 | |||||||||
| Canada | Buchanan | $1,692.80 | 1/12/11 | 4/17/11 | 10812 | |||||||||
| USA | Davolio | $602.40 | 1/9/11 | 1/30/11 | 10813 | |||||||||
| USA | Leverling | $1,788.45 | 1/14/11 | 4/23/11 | 10814 | |||||||||
| USA | Fuller | $40.00 | 1/14/11 | 4/13/11 | 10815 | |||||||||
| USA | Peacock | $8,446.45 | 2/4/11 | 2/17/11 | 10816 | |||||||||
| USA | Leverling | $10,952.84 | 1/13/11 | 2/13/11 | 10817 | |||||||||
| Canada | King | $833.00 | 1/12/11 | 3/4/11 | 10818 | |||||||||
| USA | Fuller | $477.00 | 1/16/11 | 4/10/11 | 10819 | |||||||||
| USA | Leverling | $1,140.00 | 1/13/11 | 4/12/11 | 10820 | |||||||||
| USA | Davolio | $678.00 | 1/15/11 | 2/10/11 | 10821 | |||||||||
| Canada | Suyama | $237.90 | 1/16/11 | 2/23/11 | 10822 | |||||||||
| Canada | Buchanan | $2,826.00 | 1/13/11 | 4/28/11 | 10823 | |||||||||
| USA | Callahan | $250.80 | 1/30/11 | 3/8/11 | 10824 | |||||||||
| USA | Davolio | $1,030.76 | 1/14/11 | 3/11/11 | 10825 | |||||||||
| Canada | Suyama | 2/6/11 | 3/23/11 | 10826 | ||||||||||
| USA | Davolio | $843.00 | 2/6/11 | 3/3/11 | 10827 | |||||||||
| Canada | Dodsworth | $932.00 | 2/4/11 | 4/23/11 | 10828 | |||||||||
| Canada | Dodsworth | $1,764.00 | 1/23/11 | 5/11/11 | 10829 | |||||||||
| USA | Peacock | $1,974.00 | 1/21/11 | 4/17/11 | 10830 | |||||||||
| USA | Leverling | $2,684.40 | 1/23/11 | 3/12/11 | 10831 | |||||||||
| USA | Fuller | $475.11 | 1/19/11 | 4/6/11 | 10832 | |||||||||
| Canada | Suyama | $906.93 | 1/23/11 | 4/9/11 | 10833 | |||||||||
| USA | Davolio | $1,432.71 | 1/19/11 | 3/11/11 | 10834 | |||||||||
| USA | Davolio | $845.80 | 1/21/11 | 4/24/11 | 10835 | |||||||||
| Canada | King | $4,705.50 | 1/21/11 | 4/26/11 | 10836 | |||||||||
| Canada | Dodsworth | $1,064.50 | 1/23/11 | 2/21/11 | 10837 | |||||||||
| USA | Leverling | $1,938.38 | 1/23/11 | 4/7/11 | 10838 | |||||||||
| USA | Leverling | $827.55 | 1/22/11 | 3/5/11 | 10839 | |||||||||
| USA | Peacock | $211.20 | 2/16/11 | 6/2/11 | 10840 | |||||||||
| Canada | Buchanan | $4,581.00 | / | 2/15/11 | 10841 | |||||||||
| USA | Davolio | $975.00 | 1/29/11 | 5/4/11 | 10842 | |||||||||
| USA | Peacock | $159.00 | 1/26/11 | 5/9/11 | 10843 | |||||||||
| USA | Callahan | $735.00 | 1/26/11 | 3/11/11 | 10844 | |||||||||
| USA | Callahan | $3,812.70 | 1/30/11 | 3/15/11 | 10845 | |||||||||
| USA | Fuller | $1,112.00 | 1/23/11 | 3/15/11 | 10846 | |||||||||
| USA | Peacock | $4,931.92 | 2/10/11 | 4/1/11 | 10847 | |||||||||
| Canada | King | $931.50 | 1/29/11 | 3/1/11 | 10848 | |||||||||
| Canada | Dodsworth | $967.82 | 1/30/11 | 3/10/11 | 10849 | |||||||||
| USA | Davolio | $629.00 | 1/30/11 | 3/18/11 | 10850 | |||||||||
| Canada | Buchanan | $2,603.00 | 2/2/11 | 4/5/11 | 10851 | |||||||||
| USA | Callahan | $2,984.00 | 1/30/11 | 2/20/11 | 10852 | |||||||||
| Canada | Dodsworth | $625.00 | 2/3/11 | 5/26/11 | 10853 | |||||||||
| USA | Leverling | $2,966.50 | 2/5/11 | 3/18/11 | 10854 | |||||||||
| USA | Leverling | $2,227.89 | 2/4/11 | 2/16/11 | 10855 | |||||||||
| USA | Leverling | $660.00 | 2/10/11 | 5/28/11 | 10856 | |||||||||
| USA | Callahan | $2,048.22 | 2/6/11 | 5/19/11 | 10857 | |||||||||
| USA | Fuller | $649.00 | 2/3/11 | 5/18/11 | 10858 | |||||||||
| USA | Davolio | $1,078.69 | 2/2/11 | 5/25/11 | 10859 | |||||||||
| USA | Leverling | $519.00 | 2/4/11 | 2/15/11 | 10860 | |||||||||
| USA | Peacock | $3,523.40 | 2/17/11 | 3/21/11 | 10861 | |||||||||
| USA | Callahan | $581.00 | 2/2/11 | 3/2/11 | 10862 | |||||||||
| USA | Peacock | $441.15 | 2/17/11 | 5/28/11 | 10863 | |||||||||
| USA | Peacock | $282.00 | 2/9/11 | 3/19/11 | 10864 | |||||||||
| USA | Fuller | $12,387.50 | 2/12/11 | 3/5/11 | 10865 | |||||||||
| Canada | Buchanan | $1,096.20 | 2/12/11 | 5/28/11 | 10866 | |||||||||
| Canada | Suyama | $98.40 | 2/11/11 | 3/21/11 | 10867 | |||||||||
| Canada | King | $1,920.60 | 2/23/11 | 4/8/11 | 10868 | |||||||||
| Canada | Buchanan | $1,630.00 | 2/9/11 | 5/31/11 | 10869 | |||||||||
| Canada | Buchanan | $160.00 | 2/13/11 | 5/6/11 | 10870 | |||||||||
| Canada | Dodsworth | $1,979.23 | 2/10/11 | 5/25/11 | 10871 | |||||||||
| Canada | Buchanan | $2,058.46 | 2/9/11 | 5/8/11 | 10872 | |||||||||
| USA | Peacock | $336.80 | 2/9/11 | 6/6/11 | 10873 | |||||||||
| Canada | Buchanan | $310.00 | 2/11/11 | 4/22/11 | 10874 | |||||||||
| USA | Peacock | $709.55 | 3/3/11 | 4/11/11 | 10875 | |||||||||
| Canada | King | $917.00 | 2/12/11 | 3/8/11 | 10876 | |||||||||
| USA | Davolio | $1,955.13 | 2/19/11 | 4/13/11 | 10877 | |||||||||
| USA | Peacock | $1,539.00 | 2/12/11 | 3/3/11 | 10878 | |||||||||
| USA | Leverling | $611.30 | 2/12/11 | 4/1/11 | 10879 | |||||||||
| Canada | King | $1,500.00 | 2/18/11 | 5/27/11 | 10880 | |||||||||
| USA | Peacock | $150.00 | 2/18/11 | 5/4/11 | 10881 | |||||||||
| USA | Peacock | $892.64 | 2/20/11 | 4/14/11 | 10882 | |||||||||
| USA | Callahan | $36.00 | 2/20/11 | 6/11/11 | 10883 | |||||||||
| USA | Peacock | $1,378.07 | 2/13/11 | 3/25/11 | 10884 | |||||||||
| Canada | Suyama | $1,209.00 | 2/18/11 | 3/22/11 | 10885 | |||||||||
| USA | Davolio | $3,127.50 | 3/2/11 | 5/1/11 | 10886 | |||||||||
| USA | Callahan | $70.00 | 2/16/11 | 3/27/11 | 10887 | |||||||||
| USA | Davolio | $605.00 | 2/23/11 | 6/3/11 | 10888 | |||||||||
| Canada | Dodsworth | $11,380.00 | 2/23/11 | 5/2/11 | 10889 | |||||||||
| Canada | King | $860.10 | 2/18/11 | 4/24/11 | 10890 | |||||||||
| Canada | King | $368.93 | 2/19/11 | 4/21/11 | 10891 | |||||||||
| USA | Peacock | $2,090.00 | 2/19/11 | 4/4/11 | 10892 | |||||||||
| Canada | Dodsworth | $5,502.11 | 2/20/11 | 4/14/11 | 10893 | |||||||||
| USA | Davolio | $2,753.10 | 2/20/11 | 4/25/11 | 10894 | |||||||||
| USA | Leverling | $6,379.40 | 2/23/11 | 3/19/11 | 10895 | |||||||||
| Canada | King | $750.50 | 2/27/11 | 5/28/11 | 10896 | |||||||||
| USA | Leverling | $10,835.24 | 2/25/11 | 4/2/11 | 10897 | |||||||||
| USA | Peacock | $30.00 | 3/6/11 | 6/30/11 | 10898 | |||||||||
| Canada | Buchanan | $122.40 | 2/26/11 | 3/21/11 | 10899 | |||||||||
| USA | Davolio | $33.75 | 3/4/11 | 3/20/11 | 10900 | |||||||||
| USA | Peacock | $934.50 | 2/26/11 | 3/25/11 | 10901 | |||||||||
| USA | Davolio | $863.43 | 3/3/11 | 3/16/11 | 10902 | |||||||||
| USA | Leverling | $932.05 | 3/4/11 | 4/20/11 | 10903 | |||||||||
| USA | Leverling | $1,924.25 | 2/27/11 | 4/1/11 | 10904 | |||||||||
| Canada | Dodsworth | $342.00 | 3/6/11 | 5/15/11 | 10905 | |||||||||
| USA | Peacock | $427.50 | 3/3/11 | 6/9/11 | 10906 | |||||||||
| Canada | Suyama | $108.50 | 2/27/11 | 4/27/11 | 10907 | |||||||||
| USA | Peacock | $663.10 | 3/6/11 | 4/29/11 | 10908 | |||||||||
| USA | Davolio | $670.00 | 3/10/11 | 4/3/11 | 10909 | |||||||||
| USA | Davolio | $452.90 | 3/4/11 | 5/8/11 | 10910 | |||||||||
| USA | Leverling | $858.00 | 3/5/11 | 4/29/11 | 10911 | |||||||||
| USA | Fuller | $6,200.55 | 3/18/11 | 4/5/11 | 10912 | |||||||||
| USA | Peacock | $768.75 | 3/4/11 | 6/27/11 | 10913 | |||||||||
| Canada | Suyama | $537.50 | 3/2/11 | 4/4/11 | 10914 | |||||||||
| USA | Fuller | $539.50 | 3/2/11 | 4/26/11 | 10915 | |||||||||
| USA | Davolio | $686.70 | 3/9/11 | 6/26/11 | 10916 | |||||||||
| USA | Peacock | $365.89 | 3/11/11 | 4/27/11 | 10917 | |||||||||
| USA | Leverling | $1,447.50 | 3/11/11 | 4/17/11 | 10918 | |||||||||
| USA | Fuller | $1,122.80 | 3/4/11 | 4/26/11 | 10919 | |||||||||
| USA | Peacock | $390.00 | 3/9/11 | 6/19/11 | 10920 | |||||||||
| USA | Davolio | $1,936.00 | 3/9/11 | 3/26/11 | 10921 | |||||||||
| Canada | Buchanan | $742.50 | 3/5/11 | 6/11/11 | 10922 | |||||||||
| Canada | King | $748.80 | 3/13/11 | 4/15/11 | 10923 | |||||||||
| USA | Leverling | $1,835.70 | 4/8/11 | 5/31/11 | 10924 | |||||||||
| USA | Leverling | $475.15 | 3/13/11 | 6/21/11 | 10925 | |||||||||
| USA | Peacock | $514.40 | 3/11/11 | 5/22/11 | 10926 | |||||||||
| USA | Peacock | $800.00 | 4/8/11 | 4/30/11 | 10927 | |||||||||
| USA | Davolio | $137.50 | 3/18/11 | 4/13/11 | 10928 | |||||||||
| Canada | Suyama | $1,174.75 | 3/12/11 | 5/9/11 | 10929 | |||||||||
| USA | Peacock | $2,255.50 | 3/18/11 | 4/17/11 | 10930 | |||||||||
| USA | Peacock | $799.20 | 3/19/11 | 7/7/11 | 10931 | |||||||||
| USA | Callahan | $1,788.63 | 3/24/11 | 5/28/11 | 10932 | |||||||||
| Canada | Suyama | $920.60 | 3/16/11 | 4/9/11 | 10933 | |||||||||
| USA | Leverling | $500.00 | 3/12/11 | 4/2/11 | 10934 | |||||||||
| USA | Peacock | $619.50 | 3/18/11 | 4/10/11 | 10935 | |||||||||
| USA | Leverling | $456.00 | 3/18/11 | 5/30/11 | 10936 | |||||||||
| Canada | King | $644.80 | 3/13/11 | 7/6/11 | 10937 | |||||||||
| USA | Leverling | $2,731.87 | 3/16/11 | 5/9/11 | 10938 | |||||||||
| USA | Fuller | $637.50 | 3/13/11 | 5/28/11 | 10939 | |||||||||
| USA | Callahan | $360.00 | 3/23/11 | 6/4/11 | 10940 | |||||||||
| Canada | King | $4,011.75 | 3/20/11 | 5/11/11 | 10941 | |||||||||
| Canada | Dodsworth | $560.00 | 3/18/11 | 5/27/11 | 10942 | |||||||||
| USA | Peacock | $711.00 | 3/19/11 | 5/7/11 | 10943 | |||||||||
| Canada | Suyama | $1,025.33 | 3/13/11 | 5/24/11 | 10944 | |||||||||
| USA | Peacock | $245.00 | 3/18/11 | 5/1/11 | 10945 | |||||||||
| USA | Davolio | $1,407.50 | 3/19/11 | 5/6/11 | 10946 | |||||||||
| USA | Leverling | $220.00 | 3/16/11 | 6/12/11 | 10947 | |||||||||
| USA | Leverling | $2,362.25 | 3/19/11 | 4/11/11 | 10948 | |||||||||
| USA | Fuller | $4,422.00 | 3/17/11 | 6/4/11 | 10949 | |||||||||
| USA | Davolio | $110.00 | 3/23/11 | 5/4/11 | 10950 | |||||||||
| Canada | Dodsworth | $458.74 | 4/7/11 | 7/5/11 | 10951 | |||||||||
| USA | Davolio | $471.20 | 3/24/11 | 6/13/11 | 10952 | |||||||||
| Canada | Dodsworth | $4,441.25 | 3/25/11 | 5/28/11 | 10953 | |||||||||
| Canada | Buchanan | $1,659.53 | 3/20/11 | 7/10/11 | 10954 | |||||||||
| USA | Callahan | $74.40 | 3/20/11 | 4/27/11 | 10955 | |||||||||
| Canada | Suyama | $677.00 | 3/20/11 | 6/11/11 | 10956 | |||||||||
| USA | Callahan | $1,762.70 | 3/27/11 | 5/2/11 | 10957 | |||||||||
| Canada | King | $781.00 | 3/27/11 | 6/3/11 | 10958 | |||||||||
| Canada | Suyama | $131.75 | 3/23/11 | 6/12/11 | 10959 | |||||||||
| USA | Leverling | $265.35 | 4/8/11 | 5/15/11 | 10960 | |||||||||
| USA | Callahan | $1,119.90 | 3/30/11 | 7/1/11 | 10961 | |||||||||
| USA | Callahan | $3,584.00 | 3/23/11 | 6/21/11 | 10962 | |||||||||
| Canada | Dodsworth | $57.80 | 3/26/11 | 7/21/11 | 10963 | |||||||||
| USA | Leverling | $2,052.50 | 3/24/11 | 5/12/11 | 10964 | |||||||||
| Canada | Suyama | $848.00 | 3/30/11 | 6/1/11 | 10965 | |||||||||
| USA | Peacock | $1,098.46 | 4/8/11 | 4/22/11 | 10966 | |||||||||
| USA | Fuller | $910.40 | 4/2/11 | 6/17/11 | 10967 | |||||||||
| USA | Davolio | $1,408.00 | 4/1/11 | 7/25/11 | 10968 | |||||||||
| USA | Davolio | $108.00 | 3/30/11 | 7/2/11 | 10969 | |||||||||
| Canada | Dodsworth | $224.00 | 4/24/11 | 5/28/11 | 10970 | |||||||||
| USA | Fuller | $1,733.06 | 4/2/11 | 7/22/11 | 10971 | |||||||||
| USA | Peacock | $251.50 | 3/26/11 | 4/19/11 | 10972 | |||||||||
| Canada | Suyama | $291.55 | 3/27/11 | 5/7/11 | 10973 | |||||||||
| USA | Leverling | $439.00 | 4/3/11 | 5/3/11 | 10974 | |||||||||
| USA | Davolio | $717.50 | 3/27/11 | 7/12/11 | 10975 | |||||||||
| USA | Davolio | $912.00 | 4/3/11 | 5/22/11 | 10976 | |||||||||
| USA | Callahan | $2,233.00 | 4/10/11 | 5/12/11 | 10977 | |||||||||
| Canada | Dodsworth | $1,303.19 | 4/23/11 | 5/20/11 | 10978 | |||||||||
| USA | Callahan | $4,813.50 | 3/31/11 | 5/31/11 | 10979 | |||||||||
| USA | Peacock | $248.00 | 4/17/11 | 5/19/11 | 10980 | |||||||||
| USA | Davolio | $11,810.00 | 4/2/11 | 5/28/11 | 10981 | |||||||||
| USA | Fuller | $1,014.00 | 4/8/11 | 5/22/11 | 10982 | |||||||||
| USA | Fuller | $720.90 | 4/6/11 | 6/28/11 | 10983 | |||||||||
| USA | Davolio | $1,809.75 | 4/3/11 | 7/21/11 | 10984 | |||||||||
| USA | Fuller | $2,023.38 | 4/2/11 | 6/26/11 | 10985 | |||||||||
| USA | Callahan | $2,220.00 | 4/21/11 | 7/30/11 | 10986 | |||||||||
| USA | Callahan | $2,772.00 | 4/6/11 | 4/28/11 | 10987 | |||||||||
| USA | Leverling | $3,574.80 | 4/10/11 | 4/21/11 | 10988 | |||||||||
| USA | Fuller | $1,353.60 | 4/2/11 | 7/1/11 | 10989 | |||||||||
| USA | Fuller | $4,288.85 | 4/7/11 | 7/5/11 | 10990 | |||||||||
| USA | Davolio | $2,296.00 | 4/7/11 | 6/7/11 | 10991 | |||||||||
| USA | Davolio | $69.60 | 4/3/11 | 4/23/11 | 10992 | |||||||||
| Canada | King | $4,895.44 | 4/10/11 | 4/23/11 | 10993 | |||||||||
| USA | Fuller | $940.50 | 4/9/11 | 5/11/11 | 10994 | |||||||||
| USA | $1,196.00 | 4/6/11 | 4/17/11 | 10995 | ||||||||||
| USA | Peacock | $560.00 | 4/10/11 | 5/22/11 | 10996 | |||||||||
| USA | Callahan | $1,885.00 | 4/13/11 | 7/16/11 | 10997 | |||||||||
| USA | Callahan | $686.00 | 4/17/11 | 7/23/11 | 10998 | |||||||||
| Canada | Suyama | $1,197.95 | 4/10/11 | 6/24/11 | 10999 | |||||||||
| USA | Fuller | $903.75 | 4/14/11 | 6/23/11 | 11000 | |||||||||
| USA | Fuller | $2,769.00 | 4/14/11 | 6/27/11 | 11001 | |||||||||
| USA | Peacock | $1,811.10 | 4/16/11 | 7/17/11 | 11002 | |||||||||
| USA | Leverling | $326.00 | 4/8/11 | 5/15/11 | 11003 | |||||||||
| USA | Leverling | $295.38 | 4/20/11 | 5/26/11 | 11004 | |||||||||
| USA | Fuller | $586.00 | 4/10/11 | 4/22/11 | 11005 | |||||||||
| USA | Leverling | $329.69 | 4/15/11 | 5/23/11 | 11006 | |||||||||
| USA | Callahan | $2,633.90 | 4/13/11 | 5/22/11 | 11007 | |||||||||
| USA | Fuller | $616.50 | 4/10/11 | 6/5/11 | 11009 | |||||||||
| USA | Fuller | $645.00 | 4/21/11 | 7/6/11 | 11010 | |||||||||
| USA | Leverling | $933.50 | 4/13/11 | 7/30/11 | 11011 | |||||||||
| USA | Davolio | $2,825.30 | 4/17/11 | 5/27/11 | 11012 | |||||||||
| USA | Fuller | $361.00 | 4/10/11 | 4/24/11 | 11013 | |||||||||
| USA | Fuller | $243.18 | 4/15/11 | 7/25/11 | 11014 | |||||||||
| USA | Fuller | $622.35 | 4/20/11 | 7/2/11 | 11015 | |||||||||
| Canada | Dodsworth | $491.50 | 4/13/11 | 4/30/11 | 11016 | |||||||||
| Canada | Dodsworth | $6,750.00 | 4/20/11 | 8/9/11 | 11017 | |||||||||
| USA | Peacock | $1,575.00 | 4/16/11 | 6/13/11 | 11018 | |||||||||
| USA | Fuller | $632.40 | 4/16/11 | 8/1/11 | 11020 | |||||||||
| USA | Leverling | $6,306.24 | 4/21/11 | 7/21/11 | 11021 | |||||||||
| USA | Davolio | $1,500.00 | 4/24/11 | 7/5/11 | 11023 | |||||||||
| USA | Peacock | $1,966.81 | 4/20/11 | 6/18/11 | 11024 | |||||||||
| Canada | $270.00 | 4/24/11 | 7/9/11 | 11025 | ||||||||||
| USA | Peacock | $1,030.00 | 4/28/11 | 8/20/11 | 11026 | |||||||||
| USA | Davolio | $877.72 | 4/20/11 | 7/26/11 | 11027 | |||||||||
| USA | Fuller | $2,160.00 | 4/22/11 | 8/13/11 | 11028 | |||||||||
| USA | Peacock | $1,286.80 | 4/27/11 | 7/8/11 | 11029 | |||||||||
| Canada | King | $12,615.05 | 4/27/11 | 6/28/11 | 11030 | |||||||||
| Canada | Suyama | $2,393.50 | 4/24/11 | 5/6/11 | 11031 | |||||||||
| USA | Fuller | $8,902.50 | 4/23/11 | 8/7/11 | 11032 | |||||||||
| Canada | King | $3,232.80 | 4/23/11 | 6/9/11 | 11033 | |||||||||
| USA | Callahan | $539.40 | 4/27/11 | 6/20/11 | 11034 | |||||||||
| USA | Fuller | $1,754.50 | 4/24/11 | 5/30/11 | 11035 | |||||||||
| USA | Callahan | $1,692.00 | 4/22/11 | 6/3/11 | 11036 | |||||||||
| Canada | King | $60.00 | 4/27/11 | 5/7/11 | 11037 | |||||||||
| USA | Davolio | $732.60 | 4/30/11 | 6/2/11 | 11038 | |||||||||
| USA | Leverling | $1,773.00 | 4/28/11 | 8/14/11 | 11041 | |||||||||
| USA | Fuller | $405.75 | 5/1/11 | 7/30/11 | 11042 | |||||||||
| Canada | Buchanan | 210 | 4/29/11 | 7/3/11 | 11043 | |||||||||
| USA | Peacock | 591.6 | 5/1/11 | 8/19/11 | 11044 | |||||||||
| USA | Callahan | 1485.8 | 4/24/11 | 8/5/11 | 11046 | |||||||||
| Canada | King | 817.87 | 5/1/11 | 6/2/11 | 11047 | |||||||||
| Canada | King | 525 | 4/30/11 | 6/26/11 | 11048 | |||||||||
| USA | Leverling | 1332 | 5/1/11 | 8/24/11 | 11052 | |||||||||
| USA | Fuller | 3055 | 4/29/11 | 5/27/11 | 11053 | |||||||||
| USA | Callahan | 3740 | 5/1/11 | 6/13/11 | 11056 | |||||||||
| USA | Leverling | 45 | 5/1/11 | 7/25/11 | 11057 |
&F: &A
Pivot Tables As a Business Analyst you have extracted this data from the sales order module of a client’s accounting system. You added field names in row #1 and formatted them to just to make it a little easier to read. You recall back from that most wonderful BUSN 6251 course that the first step in any data analysis process is to understand the data and make sure that the data has no errors. After you do clean up the data, you will run a series of pivot tables to tell a story behind the data. In this spreadsheet 1. Freeze the first row with the field names – this is just to make it easier to work with. 2. Also remember that big problem with dates, so you need to format the two columns with dates into an acceptable format.
Explore the data and in the text box in your spreadsheet describe in 1 or 2 sentences what the data is about. In your description make sure you describe the number of data pieces (rows), the date ranges, and any other information that helps with the background of the story. ANSWER:
Note: The only field that will not have any errors is the field that is automatically generated by the accounting system and that is the field called Order ID. Now you are ready to start the Analysis of the data. Your analysis is going to be presented to the client, so your tables and charts must be “Client Ready".
Question 1: Is there a difference in sales between countries? – need a table, a chart and one or two sentences explaining what you found. Put the table and chart beside this text box and put your description below: ANSWER:
Clean data using Auto filters. Look for odd answers like blanks, typos, weird answers, etc. When you find the odd records or rows of data a) copy the row into the Table below and b) then delete the row entirely that had the invalid data
Question 2: Is there a difference in sales between Salespersons? – need a table, a chart and one or two sentences explaining what you found. Put the table and chart beside this text box and put your description below: ANSWER
Question 3: You need to calculate the bonuses for all the sales staff. The bonus structure of the company is such that it is divided into 3 categories (Top, Middle & Bottom,) so you first need to create a table that sums up the total sales by salesperson. Then, using this table, calculate the lower and upper limits of the three groups. The bottom performers get $0 bonus, the middle performers get a $5,000 bonus, and the top performers get a $10,000 bonus. Then you can use a VLookup (best way or you could do it manually as there are only 9 salespersons, but you will get less marks!) to assign the applicable bonus to each of the individual salespersons. Put the tables beside this text box. Make sure your answer is clear:
Question 4: Which staff are most efficient in collecting their accounts receivable and who needs help? The order data is the date the order was taken and the sale data is the date the order was paid for – so you will need to find the number of outstanding days for each order. For each salesperson, find their % of their total sales that were collected in 30 days or less, 60 days or less, and greater than 60 days – need a table, a chart and one or two sentences explaining what you found. Put the tables beside this text box. Make sure your answer is clear: