Pet Supplies SQL Data Cleaning Project

Pet Supplies Data

PetMind is a retailer of products for pets. They are based in the United States.

PetMind sells products that are a mix of luxury items and everyday items. Luxury items include toys. Everyday items include food.

The company wants to increase sales by selling more products for some animals repeatedly.

They have been testing this approach for the last year.

They now want a report on how repeat purchases impact sales.

Data

The data is available in the table pet_supplies.

The dataset contains the sales records in the stores last year.

Column NameCriteria
product_idNominal. The unique identifier of the product.
Missing values are not possible due to the database structure.
categoryNominal. The category of the product, one of 6 values (Housing, Food, Toys, Equipment, Medicine, Accessory).
Missing values should be replaced with “Unknown”.
animalNominal. The type of animal the product is for. One of Dog, Cat, Fish, Bird.
Missing values should be replaced with “Unknown”.
sizeOrdinal. The size of animal the product is for. Small, Medium, Large.
Missing values should be replaced with “Unknown”.
priceContinuous. The price the product is sold at. Can be any positive value, round to 2 decimal places.
Missing values should be replaced with the overall median price.
salesContinuous. The value of all sales of the product in the last year. This can be any positive value, rounded to 2 decimal places.
Missing values should be replaced with the overall median sales.
ratingDiscrete. Customer rating of the product from 1 to 10.
Missing values should be replaced with 0.
repeat_purchaseNominal. Whether customers repeatedly buy the product (1) or not (0).
Missing values should be removed.
product_idcategoryanimalsizepricesalesratingrepeat_purchase
1FoodBirdlarge51.11860.6271
2HousingBirdMEDIUM35.98963.660
3FoodDogmedium31.23898.351
4MedicineCatsmall24.95982.1561
5HousingCatSmall26.18832.6371
6HousingDogSmall30.77874.5870
7HousingDogSmall31.04875.0750
8ToysCatmedium28.91074.3140
9EquipmentFishMEDIUM17.82503.6750
10MedicineDogmedium24.93838.8880
11FoodDogLarge40.871457.2271
12MedicineBirdMEDIUM34.961204.651
13FoodDogMEDIUM31.07889.7340
14FoodDoglarge40.81450.561
15AccessoryBirdmedium33.13859.2941
16AccessoryBirdlarge43.091418.7211
17EquipmentCatsmall28.291040.5151
18ToysBirdmedium43.911521.5131
19ToysCatSmall33.871333.960
20ToysDoglarge441792.6371
21FoodFishmediumunlisted542.06null0
22FoodDoglarge411456.5830
23-BirdMEDIUM32.98859.9430
24EquipmentCatmedium22.99790.2640
25ToysDogSmall38.991410.6630
26HousingBirdlarge45.831551.2441
27EquipmentCatSmall28.24104640
28EquipmentCatsmall28.191036.7251
29EquipmentCatSmall27.791031.1171
30ToysDogSmall38.861405.451
31EquipmentFishSmall22.89706.9431
32HousingCatSMALL26.07830.870
33EquipmentCatSMALL28.021027.9560
34ToysFishmedium23.99743.8350
35EquipmentCatsmall28.251039.5861
36FoodDogMedium30.87879.3741
37EquipmentCatSMALL28.091034.9671
38ToysFishSmall29.01966.0520
39HousingFishlarge26.13783.8461
40ToysBirdlarge54.032248.6350
41FoodCatSmall31.21074.6331
42FoodCatSMALL30.921064.7970
43HousingCatmedium20.95615.0751
44EquipmentFishmedium17.98506.7531
45MedicineBirdmediumunlisted1209.41null0
46AccessoryDoglarge32.981063.9151
47ToysCatSMALLunlisted1367.47null1
48EquipmentCatSMALL27.71022.9580
49MedicineCatsmall24.8978.6461
50FoodCatsmall31.21074.160
51FoodCatSmall31.091071.7260
52MedicineFishsmall19.83658.6671
53AccessoryDoglarge33.151068.4470
54FoodFishmedium21.25548.0540
55EquipmentDogLarge38.061449.8751
56FoodCatSmall30.891059.9460
57MedicineDoglarge35.041424.0261
58HousingDogMEDIUM26.03678.9930
59ToysDogmedium33.941152.5760
60HousingCatSmall25.81814.0630
61AccessoryDoglarge32.991068.8341
62EquipmentFishmedium17.9506.231
63FoodFishLARGE30.961016.4950
64FoodDoglarge40.931459.0830
65MedicineDogmedium24.98836.0551
66HousingCatsmall26.08831.8641
67EquipmentFishsmall23.08710.5550
68HousingDogMEDIUM26675.0631
69EquipmentCatmedium22.95790.2860
70ToysDogSMALL39.031411.5860
71EquipmentDogLARGEunlisted1446.43null0
72MedicineBirdmedium34.961207.2161
73-Dogsmall33.131101.8940
74FoodBirdLargeunlisted1864.01null0
75EquipmentFishSMALL23.19706.3861
76FoodFishLARGE311023.9561
77HousingCatmedium21.05614.5431
78FoodCatSmall31.51090.8460
79MedicineCatsmall24.7975.8861
80AccessoryDogSmall27.76764.1930
81AccessoryCatmedium18.06518.4561
82EquipmentFishsmall22.99709.8720
83EquipmentCatsmall28.431047.2851
84ToysBirdMedium43.991534.970
85EquipmentDogmediumunlisted870.15null1
86FoodBirdMedium41.031206.6961
87EquipmentCatsmall28.281042.3750
88FoodDogLarge40.931463.2941
89HousingCatsmall25.96825.6340
90EquipmentCatsmallunlisted1014.17null0
91EquipmentCatsmall27.86102261
92ToysDogsmall38.951418.5261
93HousingBirdMedium36.22965.8540
94AccessoryDogmedium23.02578.9550
95HousingCatsmallunlisted821.2null0
96HousingCatMEDIUM21.14617.6471
97AccessoryBirdLARGE42.991417.2450
98EquipmentCatSmall27.951026.7761
99EquipmentDogLarge381447.2650
100EquipmentCatSmall28.21035.1861
101HousingDogsmallunlisted892.3null1
102ToysDogSmall39.161425.2331
103MedicineDogmedium25.07846.9640
104MedicineFishmedium15464.8861
105HousingBirdmedium35.95962.1321
106EquipmentCatsmall27.861027.4930
107MedicineCatlarge30.031321.8281
108EquipmentFishSmall22.98712.4360
109EquipmentCatsmall27.971028.7251
110ToysFishsmall28.74969.5741
111EquipmentDogsmallunlisted1112.08null1
112FoodCatMedium26.05829.8161
113HousingBirdLarge45.991558.1960
114HousingCatSmall25.83821.4580
115EquipmentDogsmall32.981106.8561
116AccessoryFishLARGE22.75670.7930
117ToysFishlargeunlisted1300.33null1
118EquipmentCatSMALL28.031029.3861
119EquipmentCatsmall27.71021.2740
120ToysCatmedium29.021073.2961
121FoodDogSMALLunlisted1132.38null0
122EquipmentCatMEDIUM23.19801.0431
123FoodDogmedium30.92885.8741
124HousingDogMEDIUM26.32685.8621
125EquipmentCatSmall28.21047.3850
126EquipmentCatsmall27.991028.2760
127MedicineCatsmall25.07999.5881
128ToysFishMediumunlisted747.58null0
129EquipmentCatMedium22.98795.3470
130ToysFishlarge34.181307.3540
131HousingFishsmall21.07538.1541
132EquipmentCatSMALLunlisted1038.07null1
133HousingBirdLargeunlisted1556.37null1
134HousingFishsmallunlisted529.96null1
135FoodDogLARGEunlisted1451.97null0
136MedicineBirdsmallunlisted1495.56null1
137HousingCatsmall25.97823.9451
138EquipmentFishsmall23.14711.9340
139AccessoryBirdLarge42.851411.5350
140ToysCatsmall34.081348.9661
141ToysDogsmallunlisted1390.98null1
142EquipmentCatmedium22.97790.5251
143ToysFishmedium24.24749.261
144FoodBirdmedium41.021204.4231
145EquipmentCatsmall27.951025.3480
146FoodDogLARGE41.041456.6980
147EquipmentFishsmall22.68697.220
148MedicineCatSMALL24.83981.3571
149EquipmentCatsmall27.771022.0750
150EquipmentCatSMALL27.991026.3661
151FoodBirdlarge50.921859.8451
152FoodDoglarge41.011464.841
153HousingBirdMEDIUM36.08962.3951
154HousingCatMedium21.12619.1341
155HousingFishmedium16.11373.7250
156FoodCatSmall30.961059.6871
157FoodBirdsmall45.831460.0561
158MedicineDogsmall29.991088.1530
159AccessoryDogmediumunlisted583.06null0
160ToysFishLARGE34.171299.1551
161MedicineFishSmall19.76657.9231
162FoodDogMedium30.86880.2851
163HousingCatsmall26.13827.5261
164MedicineFishLarge24.94941.3960
165FoodBirdlarge51.181869.9761
166MedicineCatMEDIUM20.06741.1640
167EquipmentCatsmall27.931031.561
168FoodCatMedium26.24837.6761
169FoodCatMEDIUM25.88825.6151
170EquipmentCatSMALL28.171041.5930
171ToysDogsmall39.261412.5440
172ToysCatsmall34.171350.3280
173EquipmentCatSmall28.071034.3651
174-Birdlarge51.11868.4750
175ToysCatsmall34.031338.5460
176FoodBirdmedium41.081204.4641
177MedicineDogmedium25.05844.1751
178MedicineCatMEDIUM19.88734.0180
179-Birdlarge50.991855.1651
180HousingFishmedium15.91367.0250
181HousingFishsmall20.79529.9330
182FoodBirdMedium40.881206.8871
183FoodFishSMALL26.3740.9331
184EquipmentCatMEDIUM22.86787.8741
185ToysCatSmall34.111345.5861
186ToysDogmedium34.021158.6650
187HousingCatLARGEunlisted1125.8null1
188MedicineFishsmall20.03663.3551
189FoodFishsmall26.67752.331
190FoodDogLarge41.151467.0260
191EquipmentDogsmall33.11118.3630
192EquipmentCatsmall28.311048.9281
193MedicineDogmedium25.06842.4631
194MedicineDogSMALLunlisted1081.7null1
195FoodCatsmall31.041074.0440
196EquipmentCatsmall27.981029.3470
197MedicineCatSmall25.02992.2261
198EquipmentCatsmall27.651019.8260
199EquipmentDogsmall33.091110.6731
200EquipmentDogMEDIUM28873.4521
201ToysDogsmallunlisted1407.71null1
202EquipmentFishSmall23.01703.9131
203FoodBirdSmall46.021470.5521
204HousingBirdLarge45.941541.4650
205EquipmentCatSmall28.041039.4851
206ToysDogsmall38.871408.3341
207MedicineCatMedium20.05740.840
208MedicineFishsmall19.86659.9330
209FoodDogSmall35.991122.9851
210EquipmentCatSMALLunlisted1033.55null1
211EquipmentFishSmall22.9700.830
212ToysCatsmallunlisted1383.43null0
213ToysBirdsmall48.911816.2361
214HousingCatsmall25.91822.1741
215FoodBirdSmall45.831461.3640
216AccessoryDogLarge33.031062.8841
217EquipmentCatsmall27.891029.5631
218FoodDogSMALL35.971111.2830
219ToysCatlargeunlisted1729.76null0
220EquipmentFishsmall23.16710.420
221HousingDogLarge35.891177.8451
222FoodFishSmall25.84729.241
223MedicineDoglarge34.851416.5171
224AccessoryFishLarge22.94669.8451
225FoodFishlarge31.081020.1930
226MedicineCatsmall25.16989.8741
227HousingFishlarge26.13786.1741
228FoodBirdlarge50.841846.8261
229EquipmentDogSMALL32.911093.3630
230EquipmentCatsmall28.171034.2850
231MedicineDoglargeunlisted1423.72null0
232FoodFishSmall25.83731.1760
233-Catsmall27.741024.2561
234FoodCatLARGE36.031400.6971
235FoodDogmedium30.75880.0350
236AccessoryBirdlargeunlisted1411.55null1
237EquipmentFishsmall23.05699.2131
238ToysFishmedium24.05747.3960
239EquipmentCatSmall27.961037.7950
240ToysCatsmall33.931343.5261
241EquipmentCatmedium23.28801.5631
242ToysCatsmall34.011347.0671
243HousingFishmedium16.23375.3740
244HousingDogSMALL30.92876.8261
245ToysFishMedium24.03745.7940
246MedicineCatmedium19.87734.2431
247EquipmentCatsmall27.971034.0340
248FoodFishMedium21.02544.6321
249AccessoryBirdLARGE42.971420.5861
250ToysDogLARGEunlisted1795.05null0
251EquipmentDogLarge38.321461.6360
252MedicineCatSMALL24.96984.9871
253AccessoryCatsmall23.07722.6651
254AccessoryFishmedium12.89288.0130
255MedicineCatSMALL25.09989.8361
256EquipmentDogSMALL32.961106.1851
257HousingCatsmallunlisted823.68null1
258HousingFishsmall21.22540.8130
259EquipmentCatSMALL28.331044.4240
260ToysDogSMALL38.891417.6850
261FoodDogSMALL35.871118.6761
262EquipmentCatsmall28.031034.7861
263FoodFishsmall25.92729.1141
264EquipmentFishMedium18.08511.7251
265ToysCatsmall33.871350.5960
266EquipmentCatsmallunlisted1030.43null0
267ToysFishsmall28.92964.2441
268-FishSmall23.12708.3241
269EquipmentCatSmall27.871020.9651
270MedicineBirdMedium35.031207.1361
271ToysDogMEDIUM33.931144.3150
272FoodDogLARGE41.041470.6561
273HousingDogsmall31.23884.4631
274EquipmentFishSmall22.93703.7951
275MedicineFishMedium15.03464.9831
276ToysCatMedium29.011074.0631
277AccessoryDogMEDIUMunlisted574.23null1
278FoodDogSMALL35.991120.1140
279MedicineCatSmallunlisted986.94null0
280ToysDoglarge43.91795.7751
281EquipmentCatsmall28.21034.131
282ToysFishsmall29972.4481
283HousingCatLARGE31.041124.8151
284FoodCatmedium26.1834.5140
285FoodDogLarge41.111467.2141
286EquipmentCatSMALLunlisted1029.17null1
287EquipmentCatMEDIUMunlisted798.26null0
288EquipmentCatsmall28.11043.570
289HousingFishmediumunlisted363.73null1
290EquipmentCatSMALL27.821026.381
291ToysCatSmall341346.6850
292FoodBirdLarge50.91861.9741
293FoodBirdlarge50.981864.0460
294ToysCatMEDIUM29.191087.5941
295ToysBirdLarge54.052249.440
296ToysFishmedium24.16747.4341
297ToysBirdMedium43.921525.9761
298EquipmentFishsmallunlisted712.28null1
299MedicineFishMEDIUM15.05464.5261
300AccessoryDogsmall27.82772.1651
301FoodCatMEDIUM26.06832.0861
302ToysCatSmall33.911346.0260
303EquipmentCatSMALL281025.8341
304FoodFishLarge30.971014.5731
305EquipmentFishsmall22.98707.6350
306ToysCatSmall33.971349.0361
307EquipmentCatSmallunlisted1034.74null1
308EquipmentCatmedium22.93787.331
309ToysCatsmall34.121364.6560
310AccessoryDogMEDIUM22.92577.9730
311MedicineDogmedium25.19846.2751
312FoodDogMEDIUM30.85885.841
313FoodDogMediumunlisted882.34null1
314EquipmentCatSmall28.181036.4660
315AccessoryBirdmedium33.1860.6950
316HousingDogSmall30.82881.0241
317EquipmentCatSMALL28.421045.2951
318FoodCatMEDIUM26.08837.9441
319FoodFishmedium20.89538.4150
320AccessoryBirdmediumunlisted859.11null1
321HousingCatsmall25.81820.5451
322EquipmentCatsmall27.911030.1650
323FoodBirdMedium41.011210.6640
324ToysCatSmall33.841346.2551
325ToysCatsmall34.531356.7181
326FoodFishMedium21.02543.8740
327EquipmentFishsmall23.28716.7941
328ToysCatmedium28.861064.5451
329FoodBirdlargeunlisted1859.03null1
330EquipmentFishsmall23.02708.6361
331EquipmentCatsmall27.981036.3171
332FoodDogLarge41.141466.361
333FoodFishlarge30.991020.0561
334HousingDogMedium25.99673.6851
335ToysDogsmall391411.5761
336HousingDogmedium25.98674.2240
337EquipmentCatSmall27.841030.2140
338FoodFishMEDIUM21.02543.9731
339FoodBirdmedium411208.2751
340ToysFishSMALL29.13965.8451
341MedicineFishSMALL19.84657.3850
342MedicineCatSmall24.85981.1840
343ToysFishlarge33.781283.9341
344-Catsmall27.781026.3860
345FoodFishMEDIUM21.02540.3420
346AccessoryBirdMEDIUM33.15860.5161
347AccessoryCatSmallunlisted706.7null1
348EquipmentDogMedium28.05870.331
349MedicineBirdMedium34.961200.1540
350HousingDogsmall30.73869.4361
351MedicineFishsmall19.99663.6361
352EquipmentCatSMALL28.111040.5371
353HousingBirdLARGE46.161557.5831
354AccessoryBirdlarge42.931409.9731
355EquipmentCatsmall27.991044.5181
356MedicineBirdMedium34.881198.8141
357EquipmentCatSmall28.361044.0350
358ToysCatsmall33.991345.6660
359ToysBirdMEDIUM44.071517.7651
360HousingDogSmall31.22877.8131
361HousingDogMEDIUMunlisted674.73null1
362HousingBirdLARGE46.111565.7170
363EquipmentFishSMALL22.91700.9431
364AccessoryBirdmedium33.11864.7341
365AccessoryDoglarge32.791060.9450
366EquipmentCatmedium23.07799.6851
367EquipmentCatsmall27.811025.0571
368FoodDogMedium30.89885.7950
369EquipmentCatsmall27.921031.7931
370-Doglargeunlisted1462.67null1
371MedicineFishSMALL20.03665.5561
372ToysFishsmall28.97961.7341
373EquipmentFishMEDIUM18.12514.6731
374FoodFishMedium21.04540.3851
375HousingFishmediumunlisted370.28null0
376EquipmentCatSmall27.91026.7460
377EquipmentCatMEDIUM22.88789.0641
378MedicineFishsmall20.21666.7541
379EquipmentCatSmall27.881032.471
380FoodDogSMALL35.761112.3541
381FoodFishSMALL25.76731.7541
382MedicineCatsmall24.94979.1590
383FoodFishsmall26.05747.9621
384EquipmentDogMedium28871.8151
385ToysFishLarge34.091301.3591
386EquipmentFishmedium18.08510.0241
387HousingDogSmall30.86871.130
388FoodDogMEDIUM31.08889.1550
389MedicineBirdmedium35.111216.5360
390EquipmentFishSmall22.93702.9450
391FoodBirdMedium40.891208.0341
392HousingDogMedium25.92674.6761
393EquipmentCatsmall28.151034.3671
394MedicineCatmediumunlisted745.83null1
395HousingBirdMediumunlisted958.94null0
396ToysFishmedium23.86741.1161
397MedicineDogMedium24.8837.1940
398EquipmentFishSMALL23.11716.7850
399ToysFishLARGE33.971289.1260
400AccessoryDoglarge33.141065.5120
401EquipmentCatsmall28.061030.2570
402ToysFishSmall28.85971.2640
403AccessoryBirdLarge42.881416.2851
404HousingFishsmall21.36541.9241
405FoodBirdlarge50.921849.6650
406FoodCatSmallunlisted1065.98null1
407MedicineFishsmall19.95665.5360
408ToysCatsmall34.241361.180
409EquipmentCatsmall28.041035.0740
410FoodBirdmedium41.131211.250
411HousingCatsmall26.19826.9231
412HousingCatsmall26.44834.6840
413HousingDogmedium26.01673.0530
414EquipmentCatSMALL27.981036.2960
415EquipmentCatsmallunlisted1036.69null0
416EquipmentCatsmall27.941035.2831
417FoodFishmedium20.92539.6411
418HousingCatlarge31.161138.0470
419ToysFishsmall29.13973.4260
420EquipmentFishsmall22.87700.7851
421HousingCatmedium21.03616.6661
422FoodBirdLarge50.911854.4371
423EquipmentCatsmall27.941034.3451
424HousingBirdSMALL41.011191.2350
425EquipmentCatSmall27.821031.7860
426HousingFishlarge26782.4340
427-Catmediumunlisted1080.53null0
428EquipmentDogSmall32.951104.9550
429FoodDogsmall36.041119.8470
430MedicineDogSmall30.181096.7941
431ToysFishsmall29.02975.4561
432AccessoryDogLARGE33.11062.6250
433ToysDogSMALL38.841417.2261
434FoodBirdSmall45.781456.4860
435HousingCatSmall26.29834.9651
436FoodFishmedium20.87543.7641
437ToysCatSmall33.891340.591
438EquipmentCatsmall28.041040.7261
439FoodDogmedium31.19898.4231
440ToysCatSmall34.471374.7940
441HousingCatmedium21.03617.9830
442ToysBirdmedium43.951522.5241
443FoodDoglarge40.991464.5450
444EquipmentFishmedium18.01510.1921
445ToysFishmedium24.06744.9651
446EquipmentCatSMALL27.991029.5351
447FoodBirdMedium40.91216.3851
448ToysFishMEDIUM24.02742.6451
449ToysBirdlarge54.162248.0481
450ToysCatsmall34.11344.8460
451HousingCatSmall26.08822.2741
452AccessoryBirdLarge42.821417.1840
453ToysFishSmall28.98973.9261
454AccessoryBirdLARGE43.121434.6550
455AccessoryCatMEDIUM17.95512.3630
456AccessoryBirdLarge42.921411.8240
457FoodFishSmall26.33750.3351
458MedicineCatsmall25.17994.4191
459MedicineBirdLARGE45.061871.3580
460MedicineCatsmall24.76970.5771
461MedicineFishsmall20.09669.3861
462HousingDogSMALL31.09886.8431
463MedicineDogSmall29.981081.5271
464MedicineFishSmall19.98662.7431
465EquipmentCatMedium22.99794.7450
466FoodCatmedium26.15836.7541
467ToysBirdlarge53.972246.7781
468HousingDogSmall30.96868.6160
469AccessoryBirdLARGE43.041422.2751
470FoodBirdlarge51.041861.1541
471ToysCatSmallunlisted1354.1null1
472MedicineDogMediumunlisted842.07null0
473EquipmentCatMedium23.14797.3860
474EquipmentCatsmall28.31047.830
475MedicineCatMEDIUM19.94735.5261
476FoodFishSmall26.22735.9420
477MedicineFishMEDIUM14.99461.0551
478AccessoryDogMedium22.98578.3831
479ToysDogsmall38.981415.1440
480EquipmentFishSmall23.09710.7160
481MedicineDogMedium25.06842.6751
482FoodDogmediumunlisted888.34null0
483MedicineDogmediumunlisted840.67null1
484ToysFishsmall29.01971.1360
485MedicineBirdSmall39.791476.1451
486AccessoryBirdlarge43.031424.5851
487MedicineCatSmall24.74977.7871
488HousingFishMedium15.95369.0731
489EquipmentFishSmall23.07702.3350
490HousingDogsmall30.93886.4261
491EquipmentCatsmall27.831025.2441
492ToysCatSmallunlisted1371.3null1
493HousingDogSMALL30.81864.8831
494FoodBirdmedium40.831196.5641
495FoodDogLarge40.911460.2961
496FoodFishsmall25.7727.8731
497FoodCatSMALL31.031072.261
498EquipmentDogLARGE37.891440.0641
499EquipmentCatMEDIUM22.9787.6260
500ToysFishlarge34.171296.5851
501HousingCatSMALLunlisted830.74null0
502HousingBirdMedium36.01962.2150
503HousingFishMedium16.17374.0441
504MedicineCatmediumunlisted735.57null0
505HousingFishmedium15.94365.340
506HousingBirdsmall40.971204.7861
507AccessoryBirdMedium33.04861.8951
508HousingDogMedium26.2678.2221
509ToysDogsmall39.191419.6631
510MedicineCatMEDIUM19.97736.361
511HousingDogmedium26.03675.4170
512FoodCatLARGE361408.1661
513ToysDogsmall38.661403.450
514ToysFishmedium23.95742.8771
515AccessoryDogMEDIUM22.88577.1240
516HousingFishLarge25.93784.831
517MedicineCatsmall25.291001.9171
518ToysDoglarge44.031797.0271
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1053AccessoryBirdlarge42.921418.7960
1054HousingFishmedium15.98375.6820
1055FoodCatmedium26.15837.8751
1056EquipmentDogSmallunlisted1106.54null0
1057EquipmentFishSmall23714.0620
1058MedicineDogMEDIUM24.94837.6450
1059EquipmentCatSmall28.12103561
1060MedicineFishSmall20664.0771
1061FoodDoglarge411463.5871
1062FoodCatSmallunlisted1060.2null0
1063HousingCatmedium21.19621.3751
1064AccessoryBirdlarge43.21433.1640
1065HousingDogMedium25.97669.4251
1066EquipmentCatSMALL28.091036.2741
1067EquipmentCatsmall27.971038.5141
1068FoodFishsmall26.02729.1261
1069FoodBirdmedium40.991200.7730
1070AccessoryDogMEDIUM23.08579.6821
1071EquipmentCatSMALL28.181034.9231
1072EquipmentCatMEDIUM22.98793.9440
1073EquipmentFishSmall22.97714.3451
1074ToysCatSMALL33.851346.3761
1075ToysCatMedium28.961073.7271
1076ToysFishsmall28.88969.8651
1077AccessoryBirdlarge43.051419.4651
1078EquipmentDogSMALLunlisted1103.5null1
1079AccessoryBirdLarge42.861412.9531
1080FoodDogMedium30.95879.0431
1081ToysCatsmall33.861350.1981
1082FoodDoglarge40.991460.0350
1083AccessoryDogSmall28.18786.0750
1084HousingDogLarge36.121184.5961
1085HousingCatSmall26.14830.1541
1086FoodCatMedium26.09836.4130
1087MedicineFishsmall19.87673.2961
1088FoodFishLarge31.031018.5131
1089HousingDogmedium26.1671.9851
1090EquipmentDogsmall32.841107.4930
1091ToysCatLARGE38.991723.8460
1092MedicineBirdmedium34.961199.4850
1093HousingDogmedium25.93669.5931
1094EquipmentCatSmall28.071031.1181
1095ToysCatsmall33.941351.9261
1096FoodDogMedium31.03886.2360
1097EquipmentDogSmall33.21107.2761
1098-BirdLarge50.931863.6451
1099EquipmentFishSMALL23.1708.0440
1100-CatMedium19.89737.0261
1101FoodCatMedium26.03837.4231
1102FoodCatSMALL30.821061.8270
1103-Dogsmall35.781105.2231
1104ToysFishsmall28.74956.7261
1105ToysBirdLarge54.072244.6761
1106MedicineFishMedium15.06464.9150
1107ToysCatsmall33.991350.4761
1108MedicineDogmedium25.06839.0530
1109AccessoryBirdmedium33.01857.750
1110FoodDogLARGE40.851456.6540
1111EquipmentCatMedium22.83787.3851
1112FoodFishMEDIUM21.15546.5251
1113AccessoryBirdlarge42.821415.6350
1114FoodCatlarge36.081405.0741
1115EquipmentCatsmall27.971028.2361
1116ToysCatmedium29.041075.6770
1117HousingFishMedium16372.3431
1118MedicineBirdSmall39.971482.2560
1119MedicineFishmedium15.05466.9941
1120ToysFishSmall28.85961.250
1121HousingFishSmall21.03540.9141
1122MedicineDogsmall30.181092.2831
1123HousingDogmedium25.97674.5110
1124FoodCatMediumunlisted836.8null1
1125EquipmentCatSmall27.91022.9880
1126EquipmentCatSMALL27.951036.8360
1127AccessoryDogmedium23.23580.2121
1128MedicineCatsmall24.82975.3960
1129HousingFishMedium16.31377.8560
1130FoodDogsmall36.011116.8360
1131ToysBirdmedium43.951528.3661
1132HousingCatLARGE30.92112161
1133HousingBirdlarge46.031554.8751
1134MedicineBirdSMALL40.121496.2481
1135FoodDoglarge41.031458.2161
1136HousingCatMEDIUM21.09616.0341
1137ToysCatsmall33.871349.9460
1138AccessoryDogLarge32.961060.2871
1139MedicineFishmedium14.91461.4561
1140ToysFishMEDIUM23.95742.1350
1141EquipmentCatMedium22.99795.0961
1142MedicineDogLarge34.891422.1181
1143FoodDogLarge40.941457.6551
1144MedicineDogSMALL30.121090.1251
1145ToysCatmedium29.131085.681
1146HousingDogmediumunlisted676.23null1
1147ToysDogMedium33.891143.1751
1148EquipmentCatSmallunlisted1041.75null0
1149MedicineFishlargeunlisted947.72null0
1150HousingCatSmall26.12826.7131
1151EquipmentDogSMALL33.191120.8761
1152FoodDogMedium30.98887.1751
1153MedicineDogSMALL29.931074.8851
1154-DogLARGE36.011182.350
1155HousingFishsmall20.99536.7421
1156MedicineBirdLARGE44.991866.671
1157ToysDogsmall39.081416.8540
1158MedicineCatMEDIUM19.93740.5750
1159MedicineCatSmall24.94985.3660
1160EquipmentCatSMALL281025.2861
1161EquipmentFishSMALL23.09711.630
1162ToysCatSmall34.011343.2581
1163MedicineDogsmall30.141090.2751
1164ToysDogMedium34.081158.751
1165HousingCatMedium20.87611.830
1166FoodDogLargeunlisted1456.41null1
1167HousingDogSMALL30.98873.3541
1168HousingFishSmall20.91534.4140
1169AccessoryBirdlarge42.971407.6961
1170MedicineBirdmedium35.131213.6560
1171HousingDogMedium25.84668.450
1172ToysFishsmall29.28976.7961
1173AccessoryBirdMEDIUM33.03856.7341
1174AccessoryDogLargeunlisted1058.86null0
1175ToysBirdMediumunlisted1521.54null1
1176HousingFishMEDIUM15.86367.441
1177MedicineDogsmall29.891073.3331
1178EquipmentFishsmall22.94701.5660
1179ToysCatsmall33.921344.2860
1180ToysDogMedium33.91146.7741
1181FoodFishmedium20.97540.4831
1182AccessoryDogMedium22.98578.6841
1183MedicineCatsmall25.13983.5361
1184EquipmentFishsmall22.86701.3341
1185FoodFishSmall26.23740.9521
1186AccessoryBirdMEDIUMunlisted852.94null1
1187MedicineCatmedium19.98739.2381
1188MedicineCatsmall24.84985.881
1189FoodDogmedium31.13887.630
1190EquipmentFishSmall23.32721.2841
1191AccessoryDogmedium22.67574.0240
1192MedicineDogSmallunlisted1069.56null0
1193EquipmentCatSmall281028.8851
1194ToysFishSMALL29.09981.7930
1195HousingBirdsmall40.881209.0321
1196MedicineCatsmall25.16991.3170
1197ToysCatSmallunlisted1342.8null0
1198MedicineDogMedium25.24848.1561
1199FoodBirdLarge50.981864.2360
1200EquipmentFishsmall22.92701.6961
1201ToysCatmedium29.141089.1450
1202MedicineCatMedium19.93735.7561
1203ToysFishmediumunlisted739.2null0
1204EquipmentFishSMALL22.85698.3360
1205HousingFishmedium15.95367.3341
1206ToysFishSmall29.06970.5840
1207EquipmentCatSmall27.981039.9180
1208MedicineDogSMALL30.181085.641
1209MedicineCatmedium20.25750.8380
1210EquipmentCatSmallunlisted1032.52null0
1211MedicineFishsmall20.06670.4631
1212FoodDogmedium31.17895.651
1213EquipmentCatSmall28.231034.3451
1214ToysFishsmall29.08968.8461
1215MedicineFishSmall19.78653.9871
1216MedicineDogmedium25.12848.3761
1217EquipmentCatSMALL27.971024.661
1218HousingBirdlargeunlisted1553.8null0
1219FoodBirdMEDIUM40.821202.9771
1220HousingDogsmall30.97870.6541
1221EquipmentCatsmall28.111031.4770
1222MedicineDogsmall30.21096.9451
1223EquipmentCatLargeunlisted1360.05null1
1224ToysCatmedium29.151084.5860
1225MedicineCatSmall25.08987.3271
1226HousingFishSMALL21.09539.1231
1227ToysCatSMALL34.181349.6251
1228MedicineDogSMALL29.781081.8241
1229ToysFishlarge33.821288.4590
1230MedicineDogmedium25837.8750
1231HousingCatsmall25.72814.2141
1232FoodDogMedium30.86880.7231
1233EquipmentDogMedium28.07873.8661
1234FoodDoglargeunlisted1461.92null1
1235MedicineDogmedium24.96838.3960
1236ToysFishmedium23.91741.8641
1237EquipmentBirdMedium38.181220.5941
1238HousingDogMedium25.96676.3921
1239AccessoryDoglarge33.111070.8330
1240FoodDogLARGEunlisted1457.56null0
1241AccessoryDogmedium23.02579.3841
1242EquipmentFishsmall23.06705.441
1243MedicineDogSmall301082.6241
1244FoodFishlarge31.031019.8951
1245HousingDogmedium26.08682.4451
1246-DogSmall39.321418.7980
1247ToysFishsmall29.17979.7770
1248ToysFishmedium23.91742.8771
1249FoodDogmedium31.24894.0960
1250HousingFishmedium15.82363.9941
1251ToysCatsmall34.151343.5760
1252HousingCatmediumunlisted614.79null1
1253EquipmentCatSmall28.31040.1441
1254MedicineFishLarge24.91944.6651
1255EquipmentCatSmall27.941024.9470
1256HousingDogmedium25.9671.441
1257ToysFishsmall29.26980.130
1258EquipmentCatmedium22.95790.2751
1259MedicineCatsmallunlisted985.92null1
1260HousingBirdMEDIUM35.82961.520
1261HousingCatmedium21.23621.2441
1262ToysCatSmall33.921348.2740
1263MedicineCatSMALL25.03981.2560
1264EquipmentCatMedium23.04792.8340
1265AccessoryBirdLARGE43.041416.7251
1266EquipmentCatsmall28.061044.4251
1267EquipmentDogmedium28.04877.1450
1268AccessoryBirdlarge43.061420.0650
1269HousingDogLarge35.781171.9741
1270EquipmentCatMEDIUM23.05794.7841
1271HousingCatSmall25.92825.0431
1272HousingFishmedium16.01371.4651
1273MedicineFishsmall20.15670.9821
1274ToysCatsmallunlisted1337.97null1
1275FoodCatMedium26.05830.9641
1276EquipmentCatSMALL27.891028.6261
1277EquipmentCatsmall28.061031.2370
1278ToysBirdSmall48.581795.3740
1279AccessoryBirdlargeunlisted1413.83null1
1280EquipmentFishmedium18.02510.251
1281MedicineBirdmedium34.971204.9441
1282EquipmentCatsmall28.121038.1640
1283FoodCatMEDIUM26.19840.651
1284-Fishlarge27.93986.1371
1285FoodDogMedium30.99893.0551
1286EquipmentCatsmall281033.8460
1287EquipmentFishSMALL22.98705.8141
1288FoodCatSmall31.091069.0971
1289EquipmentFishSmall22.75700.621
1290ToysFishsmall28.69964.0661
1291FoodDogsmall36.051129.1250
1292FoodDoglarge40.911455.7170
1293EquipmentCatMedium23.02794.3950
1294MedicineCatSmallunlisted1004.82null1
1295FoodDogmedium31.05889.9921
1296EquipmentCatsmall28.091033.1271
1297MedicineFishLarge24.9945.551
1298MedicineFishMedium14.97463.2231
1299AccessoryBirdlarge42.991418.6660
1300MedicineCatSMALL24.83974.1861
1301AccessoryFishSmall18.05455.2261
1302MedicineDogSmall301078.3870
1303FoodCatsmall30.91060.3461
1304FoodCatLarge36.021403.151
1305FoodBirdSmallunlisted1477.55null1
1306HousingDogsmallunlisted879.39null1
1307ToysCatMEDIUM28.951073.8150
1308HousingDoglarge35.911176.7941
1309FoodDogMedium30.95886.6961
1310AccessoryBirdLARGE43.041421.8841
1311EquipmentCatLarge33.051371.2380
1312EquipmentCatsmall27.871027.1560
1313AccessoryBirdLARGE42.961413.7231
1314AccessoryBirdmedium33.04857.331
1315EquipmentCatSMALL27.961027.7451
1316MedicineCatMedium20.04743.9460
1317HousingCatsmall26.01833.3940
1318EquipmentFishsmall23.17710.8951
1319FoodFishsmall25.86724.4340
1320FoodBirdmedium41.181205.8760
1321EquipmentCatSMALL28.261038.1570
1322MedicineDogsmall29.911086.0860
1323MedicineBirdMedium34.871208.6330
1324EquipmentCatMEDIUM22.77787.4580
1325MedicineDogmedium25.06842.6951
1326MedicineCatsmall25990.4551
1327FoodBirdsmall46.011456.7331
1328FoodDoglarge41.071464.0760
1329ToysDogSmall39.011417.461
1330MedicineCatSmall25.2997.8961
1331HousingCatsmall25.95828.9441
1332EquipmentDogSMALL33.011105.1850
1333EquipmentCatsmall27.861029.2671
1334ToysCatSMALL34.231364.5171
1335EquipmentCatmedium22.91793.4671
1336MedicineFishsmall19.88658.4160
1337HousingDoglarge35.921184.2541
1338HousingDogmedium25.86670.931
1339FoodDogsmall36.071119.6950
1340FoodFishsmall26.01735.5541
1341AccessoryDogsmall27.92763.0131
1342MedicineFishmedium1546051
1343EquipmentFishSmallunlisted709.77null1
1344HousingBirdMEDIUM36.18971.6241
1345AccessoryDogMedium23.06586.2430
1346MedicineFishsmall19.94669.9161
1347AccessoryBirdLarge43.071419.5721
1348MedicineCatSMALL25.521006.8431
1349HousingFishmedium15.94366.2651
1350HousingFishMEDIUM16.16371.3650
1351FoodBirdmedium41.131205.7250
1352EquipmentDogsmall32.741092.0740
1353EquipmentDogSmall33.061112.5250
1354MedicineFishmediumunlisted463.11null1
1355ToysCatSMALL34.181353.6561
1356EquipmentCatsmall27.911026.2571
1357EquipmentCatSMALL28.041031.5361
1358MedicineFishLARGE25.06951.1751
1359HousingCatsmall26.3829.4750
1360HousingFishmedium15.77362.0551
1361EquipmentCatMedium23.19799.4731
1362ToysBirdmedium43.841520.0150
1363MedicineFishsmall20.04662.9361
1364MedicineCatSMALLunlisted1011.46null0
1365EquipmentDogMedium27.97873.6130
1366EquipmentDogMedium28.03869.360
1367EquipmentDogsmall33.061111.7951
1368FoodBirdMedium41.071203.7560
1369ToysCatMEDIUM28.991079.980
1370EquipmentDogsmall33.431121.9151
1371-BirdSMALL37.921089.8860
1372EquipmentFishSmall22.95704.1731
1373AccessoryBirdlarge42.911407.5960
1374ToysFishsmall28.75957.1371
1375EquipmentCatsmall27.821025.7350
1376MedicineFishMedium15.22468.3440
1377EquipmentCatmediumunlisted795.74null0
1378EquipmentCatsmallunlisted1054.05null1
1379EquipmentCatsmall27.741019.361
1380ToysFishSMALL29.35991.5731
1381EquipmentCatMEDIUM23.07794.0350
1382EquipmentDogsmall32.791098.6550
1383ToysCatLarge39.041723.8781
1384HousingDogSmall30.85876.451
1385AccessoryFishMedium13.02290.7741
1386MedicineDogSMALL29.921090.3731
1387ToysCatSmall34.241358.241
1388AccessoryDogLARGE32.821057.861
1389ToysCatSMALL33.971339.3881
1390HousingCatmedium20.95612.3850
1391FoodDogMEDIUM31.17897.0351
1392AccessoryCatmediumunlisted511.95null1
1393MedicineCatsmall24.86977.2741
1394ToysFishsmall29.53990.5961
1395HousingDoglargeunlisted1178.31null1
1396EquipmentCatsmallunlisted1033.69null1
1397EquipmentCatsmall27.991035.3661
1398HousingBirdlarge46.181554.0471
1399FoodCatSmall30.821068.4241
1400MedicineCatlarge301317.6491
1401HousingBirdMEDIUMunlisted966.29null0
1402FoodBirdmedium41.111207.1241
1403HousingCatMedium21.08613.9441
1404EquipmentFishsmall22.98704.6331
1405FoodFishmedium21.09544.140
1406AccessoryBirdlargeunlisted1421.75null1
1407MedicineCatsmall25.12998.1870
1408AccessoryFishSMALL17.98446.260
1409HousingFishlargeunlisted791.34null0
1410EquipmentCatsmall27.751024.2860
1411EquipmentFishSMALL23.15710.1241
1412FoodFishSmall25.85737.2440
1413EquipmentDogSmall33.131114.6951
1414AccessoryBirdLarge42.991420.2850
1415EquipmentFishmedium18.24517.6541
1416EquipmentCatsmall28.011030.8771
1417EquipmentBirdLarge481873.4731
1418EquipmentCatsmall27.811022.7750
1419FoodDogMEDIUM31.13895.9751
1420HousingCatSMALL26829.6441
1421ToysCatMedium29.11083.1651
1422AccessoryDogLARGE33.091062.9950
1423AccessoryCatmedium17.93512.6461
1424FoodFishSMALL26.53755.9420
1425EquipmentCatSmall27.91027.9241
1426EquipmentFishmedium17.95507.0761
1427EquipmentCatMedium23.25803.6971
1428FoodFishSMALL25.71724.3841
1429HousingFishMEDIUM16.03370.0221
1430MedicineCatmedium19.86737.4660
1431ToysFishSMALL29.28982.7751
1432AccessoryBirdLARGE43.041417.9740
1433HousingFishmedium16.07370.9121
1434EquipmentFishSmallunlisted708.15null0
1435MedicineCatsmall25.35999.0760
1436MedicineFishsmallunlisted674.58null1
1437EquipmentDogsmall32.91104.9450
1438EquipmentCatSMALL27.751024.4170
1439EquipmentCatSMALL27.891026.2960
1440EquipmentCatmedium22.75783.1141
1441FoodBirdlarge51.061853.3650
1442MedicineFishMedium15.08463.9331
1443ToysBirdlarge54.072255.9681
1444ToysDogMEDIUM33.791143.6241
1445FoodCatMedium26839.1130
1446MedicineBirdMEDIUM35.071207.8860
1447HousingDogmedium26.09674.6811
1448MedicineFishmediumunlisted456.96null1
1449AccessoryBirdlarge42.981416.9330
1450AccessoryFishsmall17.94443.3650
1451ToysDogMEDIUM33.941155.5930
1452EquipmentFishsmall22.92707.1261
1453EquipmentCatsmall28.091032.9681
1454EquipmentCatsmall28.141033.1250
1455FoodFishMEDIUM21541.8111
1456AccessoryDogLARGE33.081061.0981
1457MedicineDogsmall29.791071.4261
1458EquipmentCatsmall27.851031.7241
1459ToysCatSMALL33.941355.6870
1460ToysCatsmall33.781339.8641
1461EquipmentCatSmall28.251038.9131
1462MedicineBirdmedium35.041204.4441
1463FoodCatmedium26.11835.3461
1464AccessoryDoglarge33.091060.9870
1465AccessoryBirdmedium33.04856.4441
1466HousingCatMedium21.02617.8250
1467EquipmentCatMedium22.98794.2951
1468MedicineCatSmall24.91982.960
1469FoodBirdsmall45.961468.7550
1470EquipmentFishsmallunlisted710.47null0
1471EquipmentFishsmall23.05706.2151
1472ToysFishsmallunlisted976.63null0
1473EquipmentFishSmall22.96701.3961
1474MedicineDogsmall29.811079.3350
1475FoodBirdMEDIUM41.161213.0730
1476ToysCatmedium29.051079.4571
1477HousingBirdlargeunlisted1567.31null1
1478HousingCatSmall25.78819.7950
1479AccessoryBirdlarge42.991419.9640
1480HousingFishLarge26.01780.1731
1481FoodBirdmedium40.981212.2240
1482ToysCatMedium291084.7851
1483ToysCatSmall34.041352.3351
1484EquipmentCatSMALLunlisted1037.81null1
1485EquipmentCatSmall28.031039.0661
1486HousingCatmedium21.01615.2231
1487ToysFishsmall29.1981.9741
1488MedicineFishSmall19.94663.5670
1489EquipmentFishsmall23.25713.6731
1490AccessoryBirdlarge43.051427.3340
1491MedicineCatMedium20.14746.1671
1492ToysCatsmall34.231365.750
1493MedicineCatSMALL24.95993.0871
1494HousingFishsmall21535.931
1495MedicineBirdSmall39.961478.9930
1496FoodBirdmedium40.911203.3650
1497EquipmentDogsmall32.891099.9750
1498FoodFishSmall25.79724.0230
1499MedicineFishsmall19.94658.6651
1500FoodCatMedium25.95826.0841

Task 1

From taking a quick look at the data, you are pretty certain it isn’t quite as it should be. You need to make sure all of the data is clean before you start your analysis. The table below shows what the data should look like.

Write a query to return a table that matches the description provided.

Do not update the original table.

Column NameCriteria
product_idNominal. The unique identifier of the product.
Missing values are not possible due to the database structure.
categoryNominal. The category of the product, one of 6 values (Housing, Food, Toys, Equipment, Medicine, Accessory).
Missing values should be replaced with “Unknown”.
animalNominal. The type of animal the product is for. One of Dog, Cat, Fish, Bird.
Missing values should be replaced with “Unknown”.
sizeOrdinal. The size of animal the product is for. Small, Medium, Large.
Missing values should be replaced with “Unknown”.
priceContinuous. The price the product is sold at. Can be any positive value, round to 2 decimal places.
Missing values should be replaced with the overall median price.
salesContinuous. The value of all sales of the product in the last year. This can be any positive value, rounded to 2 decimal places.
Missing values should be replaced with the overall median sales.
ratingDiscrete. Customer rating of the product from 1 to 10.
Missing values should be replaced with 0.
repeat_purchaseNominal. Whether customers repeatedly buy the product (1) or not (0).
Missing values should be removed.

Solution For Task 1 without Updating the Original Table

product_idcategoryanimalsizepricesalesratingrepeat_purchase
1FoodBirdlarge51.11860.6271
2HousingBirdmedium35.98963.660
3FoodDogmedium31.23898.351
4MedicineCatsmall24.95982.1561
5HousingCatsmall26.18832.6371
6HousingDogsmall30.77874.5870
7HousingDogsmall31.04875.0750
8ToysCatmedium28.91074.3140
9EquipmentFishmedium17.82503.6750
10MedicineDogmedium24.93838.8880
11FoodDoglarge40.871457.2271
12MedicineBirdmedium34.961204.651
13FoodDogmedium31.07889.7340
14FoodDoglarge40.81450.561
15AccessoryBirdmedium33.13859.2941
16AccessoryBirdlarge43.091418.7211
17EquipmentCatsmall28.291040.5151
18ToysBirdmedium43.911521.5131
19ToysCatsmall33.871333.960
20ToysDoglarge441792.6371
21FoodFishmedium0542.0600
22FoodDoglarge411456.5830
23UnknownBirdmedium32.98859.9430
24EquipmentCatmedium22.99790.2640
25ToysDogsmall38.991410.6630
26HousingBirdlarge45.831551.2441
27EquipmentCatsmall28.24104640
28EquipmentCatsmall28.191036.7251
29EquipmentCatsmall27.791031.1171
30ToysDogsmall38.861405.451
31EquipmentFishsmall22.89706.9431
32HousingCatsmall26.07830.870
33EquipmentCatsmall28.021027.9560
34ToysFishmedium23.99743.8350
35EquipmentCatsmall28.251039.5861
36FoodDogmedium30.87879.3741
37EquipmentCatsmall28.091034.9671
38ToysFishsmall29.01966.0520
39HousingFishlarge26.13783.8461
40ToysBirdlarge54.032248.6350
41FoodCatsmall31.21074.6331
42FoodCatsmall30.921064.7970
43HousingCatmedium20.95615.0751
44EquipmentFishmedium17.98506.7531
45MedicineBirdmedium01209.4100
46AccessoryDoglarge32.981063.9151
47ToysCatsmall01367.4701
48EquipmentCatsmall27.71022.9580
49MedicineCatsmall24.8978.6461
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1148EquipmentCatsmall01041.7500
1149MedicineFishlarge0947.7200
1150HousingCatsmall26.12826.7131
1151EquipmentDogsmall33.191120.8761
1152FoodDogmedium30.98887.1751
1153MedicineDogsmall29.931074.8851
1154UnknownDoglarge36.011182.350
1155HousingFishsmall20.99536.7421
1156MedicineBirdlarge44.991866.671
1157ToysDogsmall39.081416.8540
1158MedicineCatmedium19.93740.5750
1159MedicineCatsmall24.94985.3660
1160EquipmentCatsmall281025.2861
1161EquipmentFishsmall23.09711.630
1162ToysCatsmall34.011343.2581
1163MedicineDogsmall30.141090.2751
1164ToysDogmedium34.081158.751
1165HousingCatmedium20.87611.830
1166FoodDoglarge01456.4101
1167HousingDogsmall30.98873.3541
1168HousingFishsmall20.91534.4140
1169AccessoryBirdlarge42.971407.6961
1170MedicineBirdmedium35.131213.6560
1171HousingDogmedium25.84668.450
1172ToysFishsmall29.28976.7961
1173AccessoryBirdmedium33.03856.7341
1174AccessoryDoglarge01058.8600
1175ToysBirdmedium01521.5401
1176HousingFishmedium15.86367.441
1177MedicineDogsmall29.891073.3331
1178EquipmentFishsmall22.94701.5660
1179ToysCatsmall33.921344.2860
1180ToysDogmedium33.91146.7741
1181FoodFishmedium20.97540.4831
1182AccessoryDogmedium22.98578.6841
1183MedicineCatsmall25.13983.5361
1184EquipmentFishsmall22.86701.3341
1185FoodFishsmall26.23740.9521
1186AccessoryBirdmedium0852.9401
1187MedicineCatmedium19.98739.2381
1188MedicineCatsmall24.84985.881
1189FoodDogmedium31.13887.630
1190EquipmentFishsmall23.32721.2841
1191AccessoryDogmedium22.67574.0240
1192MedicineDogsmall01069.5600
1193EquipmentCatsmall281028.8851
1194ToysFishsmall29.09981.7930
1195HousingBirdsmall40.881209.0321
1196MedicineCatsmall25.16991.3170
1197ToysCatsmall01342.800
1198MedicineDogmedium25.24848.1561
1199FoodBirdlarge50.981864.2360
1200EquipmentFishsmall22.92701.6961
1201ToysCatmedium29.141089.1450
1202MedicineCatmedium19.93735.7561
1203ToysFishmedium0739.200
1204EquipmentFishsmall22.85698.3360
1205HousingFishmedium15.95367.3341
1206ToysFishsmall29.06970.5840
1207EquipmentCatsmall27.981039.9180
1208MedicineDogsmall30.181085.641
1209MedicineCatmedium20.25750.8380
1210EquipmentCatsmall01032.5200
1211MedicineFishsmall20.06670.4631
1212FoodDogmedium31.17895.651
1213EquipmentCatsmall28.231034.3451
1214ToysFishsmall29.08968.8461
1215MedicineFishsmall19.78653.9871
1216MedicineDogmedium25.12848.3761
1217EquipmentCatsmall27.971024.661
1218HousingBirdlarge01553.800
1219FoodBirdmedium40.821202.9771
1220HousingDogsmall30.97870.6541
1221EquipmentCatsmall28.111031.4770
1222MedicineDogsmall30.21096.9451
1223EquipmentCatlarge01360.0501
1224ToysCatmedium29.151084.5860
1225MedicineCatsmall25.08987.3271
1226HousingFishsmall21.09539.1231
1227ToysCatsmall34.181349.6251
1228MedicineDogsmall29.781081.8241
1229ToysFishlarge33.821288.4590
1230MedicineDogmedium25837.8750
1231HousingCatsmall25.72814.2141
1232FoodDogmedium30.86880.7231
1233EquipmentDogmedium28.07873.8661
1234FoodDoglarge01461.9201
1235MedicineDogmedium24.96838.3960
1236ToysFishmedium23.91741.8641
1237EquipmentBirdmedium38.181220.5941
1238HousingDogmedium25.96676.3921
1239AccessoryDoglarge33.111070.8330
1240FoodDoglarge01457.5600
1241AccessoryDogmedium23.02579.3841
1242EquipmentFishsmall23.06705.441
1243MedicineDogsmall301082.6241
1244FoodFishlarge31.031019.8951
1245HousingDogmedium26.08682.4451
1246UnknownDogsmall39.321418.7980
1247ToysFishsmall29.17979.7770
1248ToysFishmedium23.91742.8771
1249FoodDogmedium31.24894.0960
1250HousingFishmedium15.82363.9941
1251ToysCatsmall34.151343.5760
1252HousingCatmedium0614.7901
1253EquipmentCatsmall28.31040.1441
1254MedicineFishlarge24.91944.6651
1255EquipmentCatsmall27.941024.9470
1256HousingDogmedium25.9671.441
1257ToysFishsmall29.26980.130
1258EquipmentCatmedium22.95790.2751
1259MedicineCatsmall0985.9201
1260HousingBirdmedium35.82961.520
1261HousingCatmedium21.23621.2441
1262ToysCatsmall33.921348.2740
1263MedicineCatsmall25.03981.2560
1264EquipmentCatmedium23.04792.8340
1265AccessoryBirdlarge43.041416.7251
1266EquipmentCatsmall28.061044.4251
1267EquipmentDogmedium28.04877.1450
1268AccessoryBirdlarge43.061420.0650
1269HousingDoglarge35.781171.9741
1270EquipmentCatmedium23.05794.7841
1271HousingCatsmall25.92825.0431
1272HousingFishmedium16.01371.4651
1273MedicineFishsmall20.15670.9821
1274ToysCatsmall01337.9701
1275FoodCatmedium26.05830.9641
1276EquipmentCatsmall27.891028.6261
1277EquipmentCatsmall28.061031.2370
1278ToysBirdsmall48.581795.3740
1279AccessoryBirdlarge01413.8301
1280EquipmentFishmedium18.02510.251
1281MedicineBirdmedium34.971204.9441
1282EquipmentCatsmall28.121038.1640
1283FoodCatmedium26.19840.651
1284UnknownFishlarge27.93986.1371
1285FoodDogmedium30.99893.0551
1286EquipmentCatsmall281033.8460
1287EquipmentFishsmall22.98705.8141
1288FoodCatsmall31.091069.0971
1289EquipmentFishsmall22.75700.621
1290ToysFishsmall28.69964.0661
1291FoodDogsmall36.051129.1250
1292FoodDoglarge40.911455.7170
1293EquipmentCatmedium23.02794.3950
1294MedicineCatsmall01004.8201
1295FoodDogmedium31.05889.9921
1296EquipmentCatsmall28.091033.1271
1297MedicineFishlarge24.9945.551
1298MedicineFishmedium14.97463.2231
1299AccessoryBirdlarge42.991418.6660
1300MedicineCatsmall24.83974.1861
1301AccessoryFishsmall18.05455.2261
1302MedicineDogsmall301078.3870
1303FoodCatsmall30.91060.3461
1304FoodCatlarge36.021403.151
1305FoodBirdsmall01477.5501
1306HousingDogsmall0879.3901
1307ToysCatmedium28.951073.8150
1308HousingDoglarge35.911176.7941
1309FoodDogmedium30.95886.6961
1310AccessoryBirdlarge43.041421.8841
1311EquipmentCatlarge33.051371.2380
1312EquipmentCatsmall27.871027.1560
1313AccessoryBirdlarge42.961413.7231
1314AccessoryBirdmedium33.04857.331
1315EquipmentCatsmall27.961027.7451
1316MedicineCatmedium20.04743.9460
1317HousingCatsmall26.01833.3940
1318EquipmentFishsmall23.17710.8951
1319FoodFishsmall25.86724.4340
1320FoodBirdmedium41.181205.8760
1321EquipmentCatsmall28.261038.1570
1322MedicineDogsmall29.911086.0860
1323MedicineBirdmedium34.871208.6330
1324EquipmentCatmedium22.77787.4580
1325MedicineDogmedium25.06842.6951
1326MedicineCatsmall25990.4551
1327FoodBirdsmall46.011456.7331
1328FoodDoglarge41.071464.0760
1329ToysDogsmall39.011417.461
1330MedicineCatsmall25.2997.8961
1331HousingCatsmall25.95828.9441
1332EquipmentDogsmall33.011105.1850
1333EquipmentCatsmall27.861029.2671
1334ToysCatsmall34.231364.5171
1335EquipmentCatmedium22.91793.4671
1336MedicineFishsmall19.88658.4160
1337HousingDoglarge35.921184.2541
1338HousingDogmedium25.86670.931
1339FoodDogsmall36.071119.6950
1340FoodFishsmall26.01735.5541
1341AccessoryDogsmall27.92763.0131
1342MedicineFishmedium1546051
1343EquipmentFishsmall0709.7701
1344HousingBirdmedium36.18971.6241
1345AccessoryDogmedium23.06586.2430
1346MedicineFishsmall19.94669.9161
1347AccessoryBirdlarge43.071419.5721
1348MedicineCatsmall25.521006.8431
1349HousingFishmedium15.94366.2651
1350HousingFishmedium16.16371.3650
1351FoodBirdmedium41.131205.7250
1352EquipmentDogsmall32.741092.0740
1353EquipmentDogsmall33.061112.5250
1354MedicineFishmedium0463.1101
1355ToysCatsmall34.181353.6561
1356EquipmentCatsmall27.911026.2571
1357EquipmentCatsmall28.041031.5361
1358MedicineFishlarge25.06951.1751
1359HousingCatsmall26.3829.4750
1360HousingFishmedium15.77362.0551
1361EquipmentCatmedium23.19799.4731
1362ToysBirdmedium43.841520.0150
1363MedicineFishsmall20.04662.9361
1364MedicineCatsmall01011.4600
1365EquipmentDogmedium27.97873.6130
1366EquipmentDogmedium28.03869.360
1367EquipmentDogsmall33.061111.7951
1368FoodBirdmedium41.071203.7560
1369ToysCatmedium28.991079.980
1370EquipmentDogsmall33.431121.9151
1371UnknownBirdsmall37.921089.8860
1372EquipmentFishsmall22.95704.1731
1373AccessoryBirdlarge42.911407.5960
1374ToysFishsmall28.75957.1371
1375EquipmentCatsmall27.821025.7350
1376MedicineFishmedium15.22468.3440
1377EquipmentCatmedium0795.7400
1378EquipmentCatsmall01054.0501
1379EquipmentCatsmall27.741019.361
1380ToysFishsmall29.35991.5731
1381EquipmentCatmedium23.07794.0350
1382EquipmentDogsmall32.791098.6550
1383ToysCatlarge39.041723.8781
1384HousingDogsmall30.85876.451
1385AccessoryFishmedium13.02290.7741
1386MedicineDogsmall29.921090.3731
1387ToysCatsmall34.241358.241
1388AccessoryDoglarge32.821057.861
1389ToysCatsmall33.971339.3881
1390HousingCatmedium20.95612.3850
1391FoodDogmedium31.17897.0351
1392AccessoryCatmedium0511.9501
1393MedicineCatsmall24.86977.2741
1394ToysFishsmall29.53990.5961
1395HousingDoglarge01178.3101
1396EquipmentCatsmall01033.6901
1397EquipmentCatsmall27.991035.3661
1398HousingBirdlarge46.181554.0471
1399FoodCatsmall30.821068.4241
1400MedicineCatlarge301317.6491
1401HousingBirdmedium0966.2900
1402FoodBirdmedium41.111207.1241
1403HousingCatmedium21.08613.9441
1404EquipmentFishsmall22.98704.6331
1405FoodFishmedium21.09544.140
1406AccessoryBirdlarge01421.7501
1407MedicineCatsmall25.12998.1870
1408AccessoryFishsmall17.98446.260
1409HousingFishlarge0791.3400
1410EquipmentCatsmall27.751024.2860
1411EquipmentFishsmall23.15710.1241
1412FoodFishsmall25.85737.2440
1413EquipmentDogsmall33.131114.6951
1414AccessoryBirdlarge42.991420.2850
1415EquipmentFishmedium18.24517.6541
1416EquipmentCatsmall28.011030.8771
1417EquipmentBirdlarge481873.4731
1418EquipmentCatsmall27.811022.7750
1419FoodDogmedium31.13895.9751
1420HousingCatsmall26829.6441
1421ToysCatmedium29.11083.1651
1422AccessoryDoglarge33.091062.9950
1423AccessoryCatmedium17.93512.6461
1424FoodFishsmall26.53755.9420
1425EquipmentCatsmall27.91027.9241
1426EquipmentFishmedium17.95507.0761
1427EquipmentCatmedium23.25803.6971
1428FoodFishsmall25.71724.3841
1429HousingFishmedium16.03370.0221
1430MedicineCatmedium19.86737.4660
1431ToysFishsmall29.28982.7751
1432AccessoryBirdlarge43.041417.9740
1433HousingFishmedium16.07370.9121
1434EquipmentFishsmall0708.1500
1435MedicineCatsmall25.35999.0760
1436MedicineFishsmall0674.5801
1437EquipmentDogsmall32.91104.9450
1438EquipmentCatsmall27.751024.4170
1439EquipmentCatsmall27.891026.2960
1440EquipmentCatmedium22.75783.1141
1441FoodBirdlarge51.061853.3650
1442MedicineFishmedium15.08463.9331
1443ToysBirdlarge54.072255.9681
1444ToysDogmedium33.791143.6241
1445FoodCatmedium26839.1130
1446MedicineBirdmedium35.071207.8860
1447HousingDogmedium26.09674.6811
1448MedicineFishmedium0456.9601
1449AccessoryBirdlarge42.981416.9330
1450AccessoryFishsmall17.94443.3650
1451ToysDogmedium33.941155.5930
1452EquipmentFishsmall22.92707.1261
1453EquipmentCatsmall28.091032.9681
1454EquipmentCatsmall28.141033.1250
1455FoodFishmedium21541.8111
1456AccessoryDoglarge33.081061.0981
1457MedicineDogsmall29.791071.4261
1458EquipmentCatsmall27.851031.7241
1459ToysCatsmall33.941355.6870
1460ToysCatsmall33.781339.8641
1461EquipmentCatsmall28.251038.9131
1462MedicineBirdmedium35.041204.4441
1463FoodCatmedium26.11835.3461
1464AccessoryDoglarge33.091060.9870
1465AccessoryBirdmedium33.04856.4441
1466HousingCatmedium21.02617.8250
1467EquipmentCatmedium22.98794.2951
1468MedicineCatsmall24.91982.960
1469FoodBirdsmall45.961468.7550
1470EquipmentFishsmall0710.4700
1471EquipmentFishsmall23.05706.2151
1472ToysFishsmall0976.6300
1473EquipmentFishsmall22.96701.3961
1474MedicineDogsmall29.811079.3350
1475FoodBirdmedium41.161213.0730
1476ToysCatmedium29.051079.4571
1477HousingBirdlarge01567.3101
1478HousingCatsmall25.78819.7950
1479AccessoryBirdlarge42.991419.9640
1480HousingFishlarge26.01780.1731
1481FoodBirdmedium40.981212.2240
1482ToysCatmedium291084.7851
1483ToysCatsmall34.041352.3351
1484EquipmentCatsmall01037.8101
1485EquipmentCatsmall28.031039.0661
1486HousingCatmedium21.01615.2231
1487ToysFishsmall29.1981.9741
1488MedicineFishsmall19.94663.5670
1489EquipmentFishsmall23.25713.6731
1490AccessoryBirdlarge43.051427.3340
1491MedicineCatmedium20.14746.1671
1492ToysCatsmall34.231365.750
1493MedicineCatsmall24.95993.0871
1494HousingFishsmall21535.931
1495MedicineBirdsmall39.961478.9930
1496FoodBirdmedium40.911203.3650
1497EquipmentDogsmall32.891099.9750
1498FoodFishsmall25.79724.0230
1499MedicineFishsmall19.94658.6651
1500FoodCatmedium25.95826.0841

Second Solution for Task 1 using CASE statement

product_idcategoryanimalsizepricesalesratingrepeat_purchase
1FoodBirdlarge51.11860.6271
2HousingBirdmedium35.98963.660
3FoodDogmedium31.23898.351
4MedicineCatsmall24.95982.1561
5HousingCatsmall26.18832.6371
6HousingDogsmall30.77874.5870
7HousingDogsmall31.04875.0750
8ToysCatmedium28.91074.3140
9EquipmentFishmedium17.82503.6750
10MedicineDogmedium24.93838.8880
11FoodDoglarge40.871457.2271
12MedicineBirdmedium34.961204.651
13FoodDogmedium31.07889.7340
14FoodDoglarge40.81450.561
15AccessoryBirdmedium33.13859.2941
16AccessoryBirdlarge43.091418.7211
17EquipmentCatsmall28.291040.5151
18ToysBirdmedium43.911521.5131
19ToysCatsmall33.871333.960
20ToysDoglarge441792.6371
21FoodFishmedium0542.0600
22FoodDoglarge411456.5830
23UnknownBirdmedium32.98859.9430
24EquipmentCatmedium22.99790.2640
25ToysDogsmall38.991410.6630
26HousingBirdlarge45.831551.2441
27EquipmentCatsmall28.24104640
28EquipmentCatsmall28.191036.7251
29EquipmentCatsmall27.791031.1171
30ToysDogsmall38.861405.451
31EquipmentFishsmall22.89706.9431
32HousingCatsmall26.07830.870
33EquipmentCatsmall28.021027.9560
34ToysFishmedium23.99743.8350
35EquipmentCatsmall28.251039.5861
36FoodDogmedium30.87879.3741
37EquipmentCatsmall28.091034.9671
38ToysFishsmall29.01966.0520
39HousingFishlarge26.13783.8461
40ToysBirdlarge54.032248.6350
41FoodCatsmall31.21074.6331
42FoodCatsmall30.921064.7970
43HousingCatmedium20.95615.0751
44EquipmentFishmedium17.98506.7531
45MedicineBirdmedium01209.4100
46AccessoryDoglarge32.981063.9151
47ToysCatsmall01367.4701
48EquipmentCatsmall27.71022.9580
49MedicineCatsmall24.8978.6461
50FoodCatsmall31.21074.160
51FoodCatsmall31.091071.7260
52MedicineFishsmall19.83658.6671
53AccessoryDoglarge33.151068.4470
54FoodFishmedium21.25548.0540
55EquipmentDoglarge38.061449.8751
56FoodCatsmall30.891059.9460
57MedicineDoglarge35.041424.0261
58HousingDogmedium26.03678.9930
59ToysDogmedium33.941152.5760
60HousingCatsmall25.81814.0630
61AccessoryDoglarge32.991068.8341
62EquipmentFishmedium17.9506.231
63FoodFishlarge30.961016.4950
64FoodDoglarge40.931459.0830
65MedicineDogmedium24.98836.0551
66HousingCatsmall26.08831.8641
67EquipmentFishsmall23.08710.5550
68HousingDogmedium26675.0631
69EquipmentCatmedium22.95790.2860
70ToysDogsmall39.031411.5860
71EquipmentDoglarge01446.4300
72MedicineBirdmedium34.961207.2161
73UnknownDogsmall33.131101.8940
74FoodBirdlarge01864.0100
75EquipmentFishsmall23.19706.3861
76FoodFishlarge311023.9561
77HousingCatmedium21.05614.5431
78FoodCatsmall31.51090.8460
79MedicineCatsmall24.7975.8861
80AccessoryDogsmall27.76764.1930
81AccessoryCatmedium18.06518.4561
82EquipmentFishsmall22.99709.8720
83EquipmentCatsmall28.431047.2851
84ToysBirdmedium43.991534.970
85EquipmentDogmedium0870.1501
86FoodBirdmedium41.031206.6961
87EquipmentCatsmall28.281042.3750
88FoodDoglarge40.931463.2941
89HousingCatsmall25.96825.6340
90EquipmentCatsmall01014.1700
91EquipmentCatsmall27.86102261
92ToysDogsmall38.951418.5261
93HousingBirdmedium36.22965.8540
94AccessoryDogmedium23.02578.9550
95HousingCatsmall0821.200
96HousingCatmedium21.14617.6471
97AccessoryBirdlarge42.991417.2450
98EquipmentCatsmall27.951026.7761
99EquipmentDoglarge381447.2650
100EquipmentCatsmall28.21035.1861
101HousingDogsmall0892.301
102ToysDogsmall39.161425.2331
103MedicineDogmedium25.07846.9640
104MedicineFishmedium15464.8861
105HousingBirdmedium35.95962.1321
106EquipmentCatsmall27.861027.4930
107MedicineCatlarge30.031321.8281
108EquipmentFishsmall22.98712.4360
109EquipmentCatsmall27.971028.7251
110ToysFishsmall28.74969.5741
111EquipmentDogsmall01112.0801
112FoodCatmedium26.05829.8161
113HousingBirdlarge45.991558.1960
114HousingCatsmall25.83821.4580
115EquipmentDogsmall32.981106.8561
116AccessoryFishlarge22.75670.7930
117ToysFishlarge01300.3301
118EquipmentCatsmall28.031029.3861
119EquipmentCatsmall27.71021.2740
120ToysCatmedium29.021073.2961
121FoodDogsmall01132.3800
122EquipmentCatmedium23.19801.0431
123FoodDogmedium30.92885.8741
124HousingDogmedium26.32685.8621
125EquipmentCatsmall28.21047.3850
126EquipmentCatsmall27.991028.2760
127MedicineCatsmall25.07999.5881
128ToysFishmedium0747.5800
129EquipmentCatmedium22.98795.3470
130ToysFishlarge34.181307.3540
131HousingFishsmall21.07538.1541
132EquipmentCatsmall01038.0701
133HousingBirdlarge01556.3701
134HousingFishsmall0529.9601
135FoodDoglarge01451.9700
136MedicineBirdsmall01495.5601
137HousingCatsmall25.97823.9451
138EquipmentFishsmall23.14711.9340
139AccessoryBirdlarge42.851411.5350
140ToysCatsmall34.081348.9661
141ToysDogsmall01390.9801
142EquipmentCatmedium22.97790.5251
143ToysFishmedium24.24749.261
144FoodBirdmedium41.021204.4231
145EquipmentCatsmall27.951025.3480
146FoodDoglarge41.041456.6980
147EquipmentFishsmall22.68697.220
148MedicineCatsmall24.83981.3571
149EquipmentCatsmall27.771022.0750
150EquipmentCatsmall27.991026.3661
151FoodBirdlarge50.921859.8451
152FoodDoglarge41.011464.841
153HousingBirdmedium36.08962.3951
154HousingCatmedium21.12619.1341
155HousingFishmedium16.11373.7250
156FoodCatsmall30.961059.6871
157FoodBirdsmall45.831460.0561
158MedicineDogsmall29.991088.1530
159AccessoryDogmedium0583.0600
160ToysFishlarge34.171299.1551
161MedicineFishsmall19.76657.9231
162FoodDogmedium30.86880.2851
163HousingCatsmall26.13827.5261
164MedicineFishlarge24.94941.3960
165FoodBirdlarge51.181869.9761
166MedicineCatmedium20.06741.1640
167EquipmentCatsmall27.931031.561
168FoodCatmedium26.24837.6761
169FoodCatmedium25.88825.6151
170EquipmentCatsmall28.171041.5930
171ToysDogsmall39.261412.5440
172ToysCatsmall34.171350.3280
173EquipmentCatsmall28.071034.3651
174UnknownBirdlarge51.11868.4750
175ToysCatsmall34.031338.5460
176FoodBirdmedium41.081204.4641
177MedicineDogmedium25.05844.1751
178MedicineCatmedium19.88734.0180
179UnknownBirdlarge50.991855.1651
180HousingFishmedium15.91367.0250
181HousingFishsmall20.79529.9330
182FoodBirdmedium40.881206.8871
183FoodFishsmall26.3740.9331
184EquipmentCatmedium22.86787.8741
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1275FoodCatmedium26.05830.9641
1276EquipmentCatsmall27.891028.6261
1277EquipmentCatsmall28.061031.2370
1278ToysBirdsmall48.581795.3740
1279AccessoryBirdlarge01413.8301
1280EquipmentFishmedium18.02510.251
1281MedicineBirdmedium34.971204.9441
1282EquipmentCatsmall28.121038.1640
1283FoodCatmedium26.19840.651
1284UnknownFishlarge27.93986.1371
1285FoodDogmedium30.99893.0551
1286EquipmentCatsmall281033.8460
1287EquipmentFishsmall22.98705.8141
1288FoodCatsmall31.091069.0971
1289EquipmentFishsmall22.75700.621
1290ToysFishsmall28.69964.0661
1291FoodDogsmall36.051129.1250
1292FoodDoglarge40.911455.7170
1293EquipmentCatmedium23.02794.3950
1294MedicineCatsmall01004.8201
1295FoodDogmedium31.05889.9921
1296EquipmentCatsmall28.091033.1271
1297MedicineFishlarge24.9945.551
1298MedicineFishmedium14.97463.2231
1299AccessoryBirdlarge42.991418.6660
1300MedicineCatsmall24.83974.1861
1301AccessoryFishsmall18.05455.2261
1302MedicineDogsmall301078.3870
1303FoodCatsmall30.91060.3461
1304FoodCatlarge36.021403.151
1305FoodBirdsmall01477.5501
1306HousingDogsmall0879.3901
1307ToysCatmedium28.951073.8150
1308HousingDoglarge35.911176.7941
1309FoodDogmedium30.95886.6961
1310AccessoryBirdlarge43.041421.8841
1311EquipmentCatlarge33.051371.2380
1312EquipmentCatsmall27.871027.1560
1313AccessoryBirdlarge42.961413.7231
1314AccessoryBirdmedium33.04857.331
1315EquipmentCatsmall27.961027.7451
1316MedicineCatmedium20.04743.9460
1317HousingCatsmall26.01833.3940
1318EquipmentFishsmall23.17710.8951
1319FoodFishsmall25.86724.4340
1320FoodBirdmedium41.181205.8760
1321EquipmentCatsmall28.261038.1570
1322MedicineDogsmall29.911086.0860
1323MedicineBirdmedium34.871208.6330
1324EquipmentCatmedium22.77787.4580
1325MedicineDogmedium25.06842.6951
1326MedicineCatsmall25990.4551
1327FoodBirdsmall46.011456.7331
1328FoodDoglarge41.071464.0760
1329ToysDogsmall39.011417.461
1330MedicineCatsmall25.2997.8961
1331HousingCatsmall25.95828.9441
1332EquipmentDogsmall33.011105.1850
1333EquipmentCatsmall27.861029.2671
1334ToysCatsmall34.231364.5171
1335EquipmentCatmedium22.91793.4671
1336MedicineFishsmall19.88658.4160
1337HousingDoglarge35.921184.2541
1338HousingDogmedium25.86670.931
1339FoodDogsmall36.071119.6950
1340FoodFishsmall26.01735.5541
1341AccessoryDogsmall27.92763.0131
1342MedicineFishmedium1546051
1343EquipmentFishsmall0709.7701
1344HousingBirdmedium36.18971.6241
1345AccessoryDogmedium23.06586.2430
1346MedicineFishsmall19.94669.9161
1347AccessoryBirdlarge43.071419.5721
1348MedicineCatsmall25.521006.8431
1349HousingFishmedium15.94366.2651
1350HousingFishmedium16.16371.3650
1351FoodBirdmedium41.131205.7250
1352EquipmentDogsmall32.741092.0740
1353EquipmentDogsmall33.061112.5250
1354MedicineFishmedium0463.1101
1355ToysCatsmall34.181353.6561
1356EquipmentCatsmall27.911026.2571
1357EquipmentCatsmall28.041031.5361
1358MedicineFishlarge25.06951.1751
1359HousingCatsmall26.3829.4750
1360HousingFishmedium15.77362.0551
1361EquipmentCatmedium23.19799.4731
1362ToysBirdmedium43.841520.0150
1363MedicineFishsmall20.04662.9361
1364MedicineCatsmall01011.4600
1365EquipmentDogmedium27.97873.6130
1366EquipmentDogmedium28.03869.360
1367EquipmentDogsmall33.061111.7951
1368FoodBirdmedium41.071203.7560
1369ToysCatmedium28.991079.980
1370EquipmentDogsmall33.431121.9151
1371UnknownBirdsmall37.921089.8860
1372EquipmentFishsmall22.95704.1731
1373AccessoryBirdlarge42.911407.5960
1374ToysFishsmall28.75957.1371
1375EquipmentCatsmall27.821025.7350
1376MedicineFishmedium15.22468.3440
1377EquipmentCatmedium0795.7400
1378EquipmentCatsmall01054.0501
1379EquipmentCatsmall27.741019.361
1380ToysFishsmall29.35991.5731
1381EquipmentCatmedium23.07794.0350
1382EquipmentDogsmall32.791098.6550
1383ToysCatlarge39.041723.8781
1384HousingDogsmall30.85876.451
1385AccessoryFishmedium13.02290.7741
1386MedicineDogsmall29.921090.3731
1387ToysCatsmall34.241358.241
1388AccessoryDoglarge32.821057.861
1389ToysCatsmall33.971339.3881
1390HousingCatmedium20.95612.3850
1391FoodDogmedium31.17897.0351
1392AccessoryCatmedium0511.9501
1393MedicineCatsmall24.86977.2741
1394ToysFishsmall29.53990.5961
1395HousingDoglarge01178.3101
1396EquipmentCatsmall01033.6901
1397EquipmentCatsmall27.991035.3661
1398HousingBirdlarge46.181554.0471
1399FoodCatsmall30.821068.4241
1400MedicineCatlarge301317.6491
1401HousingBirdmedium0966.2900
1402FoodBirdmedium41.111207.1241
1403HousingCatmedium21.08613.9441
1404EquipmentFishsmall22.98704.6331
1405FoodFishmedium21.09544.140
1406AccessoryBirdlarge01421.7501
1407MedicineCatsmall25.12998.1870
1408AccessoryFishsmall17.98446.260
1409HousingFishlarge0791.3400
1410EquipmentCatsmall27.751024.2860
1411EquipmentFishsmall23.15710.1241
1412FoodFishsmall25.85737.2440
1413EquipmentDogsmall33.131114.6951
1414AccessoryBirdlarge42.991420.2850
1415EquipmentFishmedium18.24517.6541
1416EquipmentCatsmall28.011030.8771
1417EquipmentBirdlarge481873.4731
1418EquipmentCatsmall27.811022.7750
1419FoodDogmedium31.13895.9751
1420HousingCatsmall26829.6441
1421ToysCatmedium29.11083.1651
1422AccessoryDoglarge33.091062.9950
1423AccessoryCatmedium17.93512.6461
1424FoodFishsmall26.53755.9420
1425EquipmentCatsmall27.91027.9241
1426EquipmentFishmedium17.95507.0761
1427EquipmentCatmedium23.25803.6971
1428FoodFishsmall25.71724.3841
1429HousingFishmedium16.03370.0221
1430MedicineCatmedium19.86737.4660
1431ToysFishsmall29.28982.7751
1432AccessoryBirdlarge43.041417.9740
1433HousingFishmedium16.07370.9121
1434EquipmentFishsmall0708.1500
1435MedicineCatsmall25.35999.0760
1436MedicineFishsmall0674.5801
1437EquipmentDogsmall32.91104.9450
1438EquipmentCatsmall27.751024.4170
1439EquipmentCatsmall27.891026.2960
1440EquipmentCatmedium22.75783.1141
1441FoodBirdlarge51.061853.3650
1442MedicineFishmedium15.08463.9331
1443ToysBirdlarge54.072255.9681
1444ToysDogmedium33.791143.6241
1445FoodCatmedium26839.1130
1446MedicineBirdmedium35.071207.8860
1447HousingDogmedium26.09674.6811
1448MedicineFishmedium0456.9601
1449AccessoryBirdlarge42.981416.9330
1450AccessoryFishsmall17.94443.3650
1451ToysDogmedium33.941155.5930
1452EquipmentFishsmall22.92707.1261
1453EquipmentCatsmall28.091032.9681
1454EquipmentCatsmall28.141033.1250
1455FoodFishmedium21541.8111
1456AccessoryDoglarge33.081061.0981
1457MedicineDogsmall29.791071.4261
1458EquipmentCatsmall27.851031.7241
1459ToysCatsmall33.941355.6870
1460ToysCatsmall33.781339.8641
1461EquipmentCatsmall28.251038.9131
1462MedicineBirdmedium35.041204.4441
1463FoodCatmedium26.11835.3461
1464AccessoryDoglarge33.091060.9870
1465AccessoryBirdmedium33.04856.4441
1466HousingCatmedium21.02617.8250
1467EquipmentCatmedium22.98794.2951
1468MedicineCatsmall24.91982.960
1469FoodBirdsmall45.961468.7550
1470EquipmentFishsmall0710.4700
1471EquipmentFishsmall23.05706.2151
1472ToysFishsmall0976.6300
1473EquipmentFishsmall22.96701.3961
1474MedicineDogsmall29.811079.3350
1475FoodBirdmedium41.161213.0730
1476ToysCatmedium29.051079.4571
1477HousingBirdlarge01567.3101
1478HousingCatsmall25.78819.7950
1479AccessoryBirdlarge42.991419.9640
1480HousingFishlarge26.01780.1731
1481FoodBirdmedium40.981212.2240
1482ToysCatmedium291084.7851
1483ToysCatsmall34.041352.3351
1484EquipmentCatsmall01037.8101
1485EquipmentCatsmall28.031039.0661
1486HousingCatmedium21.01615.2231
1487ToysFishsmall29.1981.9741
1488MedicineFishsmall19.94663.5670
1489EquipmentFishsmall23.25713.6731
1490AccessoryBirdlarge43.051427.3340
1491MedicineCatmedium20.14746.1671
1492ToysCatsmall34.231365.750
1493MedicineCatsmall24.95993.0871
1494HousingFishsmall21535.931
1495MedicineBirdsmall39.961478.9930
1496FoodBirdmedium40.911203.3650
1497EquipmentDogsmall32.891099.9750
1498FoodFishsmall25.79724.0230
1499MedicineFishsmall19.94658.6651
1500FoodCatmedium25.95826.0841

Task 2

You want to show whether sales are higher for repeat purchases for different animals. You also want to give a range for the sales.

Write a query to return the animal, repeat_purchase indicator and the avg_sales, along with the min_sales and max_sales. All values should be rounded to whole numbers.

You should use the original pet_supplies data for this task.

Solution for Task 2

animalrepeat_purchaseavg_salesmin_salesmax_sales
Bird013808582255
Bird114088532256
Cat010355121730
Cat19985121724
Dog010845741795
Dog110385741797
Fish07052881307
Fish16932871301

Task 3

The management team want to focus on efforts in the next year on the most popular pets – cats and dogs – for products that are bought repeatedly.

Write a query to return the product_id, sales and rating for the relevant products.

You should use the original pet_supplies data for this task.

Solution for Task 3

product_idsalesrating
5181797.027
2801795.775
7281793.716
201792.637
9461788.288
8631724.157
13831723.878
2721470.656
5611469.555
2851467.214
7521466.786
3321466.36
1521464.84
10611463.587
881463.294
3701462.67null
12341461.92null
4951460.296
9871460.012
11351458.216
11431457.655
111457.227
11661456.41null
6691456.024
7441454.29null
9971452.837
141450.56
551449.875
10471440.688
4981440.064
1021425.233
6391424.133
571424.026
5571422.397
11421422.118
5091419.663
921418.526
13291417.46
4331417.226
2231416.517
9281415.515
6991413.137
3351411.576
6331409.623
2061408.334
5121408.166
2011407.71null
301405.45
11141405.074
13041403.15
2341400.697
1411390.98null
4921371.3null
471367.47null
6281365.839
13341364.517
9311363.795
12231360.05null
5721359.677
13871358.24
3251356.718
9211355.697
8001355.036
5461354.576
8381354.437
8801354.377
6151354.268
4711354.1null
13551353.656
5781353.09null
9271352.847
14831352.335
10951351.926
7471351.584
11071350.476
10811350.198
12271349.625
8331349.473
10081349.36null
3061349.036
1401348.966
9881348.078
10101347.56
5351347.167
2421347.067
10741346.376
3241346.255
9531346.226
1851345.586
2401343.526
11621343.258
4371340.59
14601339.864
13891339.388
12741337.97null
7701337.087
8961332.097
1071321.828
14001317.649
7001196.638
5431187.664
9291186.898
10841184.596
13371184.254
6581182.286
13951178.31null
2211177.845
13081176.794
12691171.974
5221159.18null
11641158.75
10381156.116
9741150.234
9141148.895
11801146.774
14441143.624
11471143.175
5481130.213
1871125.8null
2831124.815
2091122.985
13701121.915
113211216
11511120.876
2611118.676
9441116.825
14131114.695
3801112.354
1111112.08null
13671111.795
7481111.1null
1991110.673
9951108.367
7601107.575
10971107.276
1151106.856
2561106.185
11031105.223
8861104.13null
10781103.5null
12221096.945
4301096.794
11221092.283
13861090.373
11631090.275
11441090.125
2941087.594
8891086.53
8211086.466
12081085.64
11451085.68
14821084.785
5771084.455
6131084.153
14211083.165
12431082.624
12281081.824
1941081.7null
4631081.527
9601081.323
10131080.76
5471079.887
14761079.457
11531074.885
411074.633
6841074.294
2761074.063
5581073.934
10751073.727
11771073.333
1201073.296
4971072.26
7871071.466
14571071.426
12881069.097
611068.834
13991068.424
4061065.98null
3281064.545
6891064.044
461063.915
8601063.884
2161062.884
8481061.364
14561061.098
13031060.346
11381060.287
1561059.687
9731059.354
8061058.714
5821058.073
13881057.86
13781054.05null
6451053.25
1921048.928
5511048.087
831047.285
3171045.295
3551044.518
12661044.425
9771041.428
10391040.954
5331040.738
4381040.726
8431040.577
3521040.537
171040.515
6051040.276
12531040.144
8221040.087
351039.586
2051039.485
14851039.066
14611038.913
10511038.63null
10671038.514
8771038.434
1321038.07null
14841037.81null
9421037.726
8681037.693
10021037.547
9051037.464
10001036.76null
281036.725
9671036.525
3311036.317
10661036.274
10491035.846
9571035.767
8441035.686
13971035.366
4161035.283
5811035.277
1001035.186
105910356
371034.967
10711034.923
10191034.855
2621034.786
10161034.777
7171034.765
3071034.74null
10251034.587
3931034.367
1731034.365
6511034.366
12131034.345
4231034.345
8301034.117
2811034.13
13961033.69null
2101033.55null
12961033.127
14531032.968
5981032.535
3791032.47
8911032.075
5591031.865
3691031.793
14581031.724
13571031.536
1671031.56
6461031.224
291031.117
10941031.118
14161030.877
5691030.845
5931030.824
7921030.515
6031029.654
6901029.626
2171029.563
4461029.535
1181029.386
13331029.267
2861029.17null
11931028.885
1091028.725
12761028.626
8901028.48null
8701028.415
9521028.35
11151028.236
14251027.924
13151027.745
10031027.354
9681027.258
6571027.153
7991026.845
981026.776
7891026.595
8071026.365
1501026.366
2901026.38
13561026.257
3031025.834
11601025.286
4911025.244
3671025.057
12171024.66
2331024.256
6421023.289
9110226
2691020.965
7941020.36
7671020.37
9811019.893
7681019.846
13791019.36
13481006.843
12941004.82null
10201002.57
5171001.917
566999.75null
127999.588
1330997.896
656995.736
458994.419
749994.09null
1493993.087
963992.357
197992.226
565992.07null
1326990.455
226989.874
255989.836
1225987.327
1259985.92null
1188985.88
252984.987
1183983.536
667983.263
4982.156
148981.357
705979.637
49978.646
487977.787
1393977.274
674976.597
79975.886
528975.556
1300974.186
460970.577
439898.423
3898.35
1391897.035
1419895.975
1212895.65
962894.056
841893.824
614893.061
1285893.055
913893.036
101892.3null
1295889.992
538887.93null
1152887.175
462886.843
836886.743
1309886.696
1026886.474
490886.426
123885.874
312885.84
568885.694
611885.536
591885.523
273884.463
313882.34null
316881.024
1232880.723
162880.285
1306879.39null
36879.374
1080879.043
956878.783
360877.813
244876.826
825876.436
1384876.45
1233873.866
200873.452
1167873.354
903873.157
384871.815
553871.636
1220870.654
348870.33
85870.15null
707869.465
350869.436
493864.883
733862.213
1216848.376
1198848.156
311846.275
177844.175
815844.074
1325842.695
481842.675
852842.656
193842.463
483840.67null
1283840.65
318837.944
1055837.875
168837.676
1043837.52
1101837.423
1124836.8null
466836.754
65836.055
1463835.346
435834.965
1021834.383
619833.265
5832.637
301832.086
832831.993
66831.864
519831.783
1275830.964
1085830.154
112829.816
1420829.644
797829.327
1331828.944
596828.765
163827.526
925827.23null
411826.923
659826.93
1150826.713
856826.491
1500826.084
169825.615
866825.16
1271825.043
691824.367
137823.945
257823.68null
451822.274
214822.174
321820.545
683818.945
608814.585
1231814.214
734811.653
586808.454
1427803.697
241801.563
122801.043
366799.685
1361799.473
1030796.96
539795.71null
1141795.096
1270794.784
1467794.295
601793.543
1335793.467
660792.034
883790.86
910790.786
142790.525
826790.285
1258790.275
377789.064
982787.995
184787.874
1111787.385
308787.33
1440783.114
300772.165
1341763.013
785752.276
1491746.167
394745.83null
542745.465
808743.09null
1011740.696
791740.1null
1187739.238
854738.828
1100737.026
510736.36
1202735.756
600735.733
475735.526
573735.17
520735.018
246734.243
253722.665
347706.7null
124685.862
1245682.445
508678.222
906677.083
541676.723
1238676.392
1146676.23null
845675.986
670675.274
68675.063
361674.73null
1447674.681
392674.676
334673.685
909673.014
1089671.985
1256671.44
1338670.93
638670.874
617670.662
1009670.614
1093669.593
1065669.425
1063621.375
1261621.244
864619.914
154619.134
722618.857
96617.647
421616.666
583616.625
984616.535
1136616.034
1486615.223
43615.075
875614.983
1252614.79null
77614.543
1403613.944
721612.544
637610.482
1127580.212
1070579.682
1241579.384
1182578.684
478578.383
1048578.33
783576.164
711575.33
545574.751
277574.23null
1046573.783
81518.456
708516.874
718514.684
1423512.646
1392511.95null

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