BUS 250 ECON 265 Modern College of Business Correlation Coefficients Worksheet Question No 1. Find the correlation coefficients between Rice and all other

BUS 250 ECON 265 Modern College of Business Correlation Coefficients Worksheet Question No 1. Find the correlation coefficients between Rice and all other independent variables and test the significance of population correlation coefficient using the value of r calculated for RICE and WATER.Estimate the multiple regression equation and report the results and explain the intercept and slope coefficients.Check the significance or insignificance of the independent variables, and state whether the regression model is overall fit or not?Change the equation if necessary according to the outliers and/or P-value of the independent variables.Find the predicted value of rice for water= 80, fertilizer = 70 and pesticide= 20. Write down first five residuals of the estimated equation. Use the best equation. Question No 2: For the given data set, used in question 1; test the hypothesis that the means of rice, water and fertilizers are same by using 0.02 level of significance. Report the Excel output as well. Question No 3. Tests Using Contingency Tables: A researcher selected sample of customs from 4 companies and asked them if the companies care give warranty on sold items or not. Assume observed values from your own (fill the below table by assuming any values of your choice) and test the claim that the proportion of customers of each company who got warranty is the same for each company by choosing alpha of your own choice. Company A Company B Company C Company D Warranty: Yes Warranty: No Question No 4: Discuss the application of multiple regression model using a real-life example. [Hint: You are supposed to examine a possible relationship between a dependent and at least three important independent variables in the example which you have chosen. Identify dependent variable and independent variable and write the mathematical regression equation for the example and explain each component of the equation.] ******************************************************************************Name : shamsa in excel Name:———————————-I.D#———————————-BUS 250/ ECON 265 : Final Assessment Summer II -2020 Total Marks: 20
Instructions:
Solve all questions using Excel or SPSS and report the results in MS Word and upload the
file within due date and time.
Due date: July 20, 2020
13:00 (Afternoon) (Late submission WILL NOT BE
ACCEPTED)
Use the data set which is labeled on your name in Excel sheet and answered Q1 and Q2
Question No 1. ( Marks 10)
i.
Find the correlation coefficients between Rice and all other independent variables and
test the significance of population correlation coefficient using the value of r calculated
for RICE and WATER.
ii.
Estimate the multiple regression equation and report the results and explain the intercept
and slope coefficients.
iii.
Check the significance or insignificance of the independent variables, and state whether
the regression model is overall fit or not? Change the equation if necessary according to
the outliers and/or P-value of the independent variables.
iv.
Find the predicted value of rice for water= 80, fertilizer = 70 and pesticide= 20. Write
down first five residuals of the estimated equation. Use the best equation.
Question No 2: For the given data set, used in question 1; test the hypothesis that the means of
rice, water and fertilizers are same by using 0.02 level of significance. Report the Excel output as
well. (Marks 2)
Question No 3. Tests Using Contingency Tables:
A researcher selected sample of customs from 4 companies and asked them if the companies care
give warranty on sold items or not. Assume observed values from your own (fill the below table
by assuming any values of your choice) and test the claim that the proportion of customers of
each company who got warranty is the same for each company by choosing alpha of your own
choice. (Marks 4)
Company A
Company B
Company C
Company D
Warranty: Yes
Warranty: No
Question No 4: Discuss the application of multiple regression model using a real-life example.
[Hint: You are supposed to examine a possible relationship between a dependent and at least
three important independent variables in the example which you have chosen. Identify dependent
variable and independent variable and write the mathematical regression equation for the
example and explain each component of the equation.] (Marks 4)
******************************************************************************
Rice
16.73048
23.1906
61.21681
28.47778
7.107969
63.75608
39.04581
61.19419
50.62804
24.38706
13.12907
40.50679
27.85946
12.2374
46.50527
46.01325
71.17042
14.06786
31.98035
19.89479
19.0955
37.51132
8.708443
21.72525
67.00604
57.0224
46.36388
50.87311
8.338958
21.60084
67.55272
54.22487
27.08844
47.82109
40.84988
57.44655
17.32348
56.93568
50.28683
49.17461
23.32573
29.67107
82.09123
50.49043
61.98783
13.95476
Pesticide
87.43563
56.90706
22.79951
41.90744
71.93254
24.02511
28.84942
14.52704
15.48949
55.24661
56.82634
41.99617
43.83632
71.156
20.02675
13.60601
9.333642
44.67332
34.46158
59.49946
58.55702
33.1284
78.13421
55.96484
27.98577
17.64584
10.50417
6.8252
57.67277
65.29057
3.472061
11.57949
52.16442
23.57396
34.49511
22.12249
27.10124
38.9082
18.27143
20.54652
57.3302
15.72112
3.702498
7.298367
4.933487
84.04436
Fertilizer
6.6136
86.78008
47.4139
30.78895
82.20123
10.96669
31.96177
76.37781
55.62605
82.02767
33.94843
39.88509
24.21389
10.85722
43.63799
42.33751
74.05533
33.86737
29.55191
19.85709
9.747149
33.29429
5.344843
28.93399
61.59383
32.14059
56.67742
34.9023
5.923392
19.17603
67.03888
42.33536
21.94016
24.53033
52.60554
58.38776
10.39874
52.59463
49.89284
50.07381
41.53795
42.75737
85.19495
52.8902
63.5374
16.32383
Water
81.07159
31.61612
53.89497
26.87503
10.78155
54.0816
30.51898
76.36434
63.04915
13.8228
36.21624
52.01927
20.23237
22.09474
41.43616
60.54246
67.30065
12.57795
92.69987
31.66554
25.26728
23.57457
3.828935
22.95948
64.06186
48.70898
45.81207
49.6572
16.41647
16.36395
74.01574
54.51207
16.77302
43.18556
31.62595
59.52611
26.59643
56.81933
51.36566
60.11292
27.83254
31.14147
76.49845
43.71015
60.64373
11.81622
25.45215 66.32739 17.02133 27.32597
Rice
29.97545
27.08659
49.95854
23.24049
5.800757
52.03082
31.86497
49.94008
41.31714
19.90208
10.71453
33.05726
22.73588
9.986847
37.95257
37.55104
58.08161
11.48067
26.09891
16.23598
15.58368
30.61269
7.10689
17.72981
54.68309
46.53552
37.83719
41.51713
6.805357
17.62827
55.12923
44.25248
22.10666
39.0264
33.33726
46.88167
14.13755
46.46475
41.03868
40.131
19.03594
24.21432
66.99399
41.20483
50.58777
11.38836
Pesticide
24.38999
38.28048
18.6065
34.20032
98.70357
19.6067
23.54378
11.8554
12.64085
45.08631
46.37552
34.27274
35.77447
58.06984
16.34367
11.10375
7.61711
36.45754
28.12382
48.55703
47.78792
27.03582
63.7647
95.67246
22.83896
14.40063
8.572372
5.569991
47.06628
53.28311
2.833521
9.449932
42.57096
11.0776
28.15118
18.05398
22.11711
31.75267
14.91117
16.76785
46.78672
12.82988
3.021579
5.956139
4.026179
68.58792
Fertilizer
39.88006
70.82052
38.6941
25.12662
67.08377
8.949831
26.08374
62.33131
45.39597
66.94212
27.70504
32.5499
19.76076
8.860493
35.61261
34.5513
60.43596
27.63888
24.11708
16.20521
7.95457
27.1712
4.361884
23.61279
50.26623
26.22968
46.25399
28.48349
4.834032
15.6494
54.70989
34.54955
17.90519
20.019
42.93096
47.64978
8.486328
42.92205
40.71715
40.86484
33.89879
34.89394
69.52691
43.16326
51.85236
13.32175
Water
35.35727
25.80166
43.98325
21.93249
8.798739
44.13556
24.90629
62.32033
51.45391
11.28067
29.55578
42.4525
16.51147
18.03134
33.81571
49.40822
54.92352
10.26476
18.52518
25.84199
20.62042
19.23901
3.124763
18.73705
52.28037
39.75101
37.38686
40.52484
13.39735
13.35449
60.40365
44.48686
13.68833
35.24338
25.80968
48.57878
21.70513
46.3698
41.9191
49.05767
22.71391
25.4143
62.42977
35.6715
49.49086
9.643125
20.7713 54.12925 13.89097
22.3005
Rice
27.44231
24.79758
45.7367
21.27651
5.310552
47.63385
29.17216
45.71979
37.82555
18.22021
9.809075
30.26369
20.81454
9.142888
34.74531
34.37771
53.1733
10.51047
23.89337
14.86393
14.26675
28.0257
6.506308
16.23151
50.06198
42.60294
34.63968
38.00864
6.230256
16.13856
50.47043
40.51283
20.23849
35.7284
30.52003
42.91984
12.94283
42.53815
37.57062
36.73965
17.42727
22.16804
61.33253
37.72273
46.31274
10.42597
Pesticide
27.35499
64.83569
35.42418
23.00324
61.41471
8.193507
23.87948
57.06388
41.55969
61.28504
25.36377
29.79921
18.09084
8.111719
32.60309
31.63148
55.32869
25.3032
22.07901
14.83576
7.282353
24.87504
3.993274
21.61735
46.01838
24.01308
42.3452
26.07643
4.425523
14.32692
50.08652
31.62987
16.39207
18.32725
39.30299
43.62304
7.769173
39.29484
37.27626
37.41147
31.0341
31.94516
63.6514
39.51566
47.47047
12.19597
Fertilizer
20.49788
35.04551
17.03412
31.31016
53.7427
17.9498
21.55416
20.85353
11.57261
41.2762
42.45646
31.37645
32.75128
53.16253
14.96252
10.16541
6.973411
33.37662
25.74716
44.45362
43.7495
24.7511
58.37614
41.81281
20.90891
13.18367
7.847946
5.099287
43.08885
48.78031
2.594069
8.651346
38.97342
10.14146
25.77221
16.52829
20.24805
29.06934
13.65107
15.35085
42.83291
11.74566
2.766234
5.452803
3.685939
62.79176
Water
23.2144
23.62124
40.26636
5.079043
18.05518
40.40579
22.80154
57.05382
47.10569
10.32738
27.05811
38.86497
15.11614
16.50756
30.95805
45.23287
50.28209
9.397317
16.95967
23.65816
18.87785
17.61318
2.860698
17.15364
47.86231
36.39177
34.22741
37.10021
12.26518
12.22594
55.29912
40.72741
12.53157
52.26507
23.62858
44.47353
19.87089
42.45123
38.37664
44.91195
20.79443
23.26662
57.15402
32.65701
45.30853
8.828213
19.01598 12.71708 49.55495 20.41596
Rice
9.710356
8.774528
16.18375
7.52861
1.879118
16.85505
10.32246
16.17777
13.38442
6.447153
3.470903
10.70869
7.365145
3.235176
12.2945
12.16442
18.81517
3.71909
8.454576
5.259543
5.048236
9.916785
2.302232
5.743458
17.71424
15.07489
12.25712
13.44921
2.204552
5.710566
17.85877
14.33531
7.161313
12.64236
10.79939
15.18702
4.579771
15.05196
13.29422
13.00018
6.166572
7.844076
21.70228
13.34804
16.38759
3.689188
Pesticide
7.253097
12.40072
6.027457
11.07898
19.01665
6.351466
7.626858
3.840481
4.094922
14.60542
15.02306
11.10244
11.58891
18.81136
5.294429
3.59699
2.467515
11.81019
9.110533
15.72974
15.48059
8.758082
20.65617
14.7953
7.398536
4.664991
2.776966
1.804363
15.24682
17.26073
0.917901
3.061245
13.79059
3.588518
9.119398
5.848473
7.164696
10.28608
4.830379
5.431838
15.15626
4.156158
0.978821
1.929453
1.304255
22.21862
Fertilizer
9.679457
22.94186
12.53471
8.139608
21.73136
2.899241
8.449662
20.19183
14.70574
21.68548
8.974871
10.54434
6.401373
2.870301
11.53648
11.19268
19.57785
8.953442
7.812574
5.249576
2.576832
8.801938
1.413005
7.649214
16.28343
8.496937
14.98369
19.22705
1.565954
5.069525
17.72292
11.19211
5.800272
6.485029
13.90721
15.43584
2.749092
13.90433
13.19006
13.2379
10.9813
11.30367
22.5228
13.98247
16.79724
4.315495
Water
8.214328
8.358286
14.2481
7.104892
2.850296
14.29743
8.068236
20.18828
16.66817
3.654302
9.574407
13.75222
5.348786
5.841138
10.95439
16.00548
17.79213
3.325205
6.001114
8.371349
6.679855
6.232356
1.012247
6.069748
16.9359
12.87709
12.11124
13.12777
4.339986
4.326102
19.56738
14.41124
4.434247
11.41687
8.360883
15.73679
7.031239
15.0212
13.57943
25.89192
7.358028
8.232803
20.22373
11.55556
16.03225
13.12383
6.72873 17.53483 4.499891 7.224107
Rice
42.21894
38.15012
70.36415
32.73309
8.17008
73.28285
44.88025
70.33815
58.19315
28.0311
15.09088
46.55953
32.02237
14.06598
53.45433
52.88879
81.80508
16.16996
36.75903
22.86758
21.94885
43.11646
10.0097
24.97156
77.01843
65.54299
53.29182
58.47484
9.585009
24.82855
77.64681
62.32743
31.13614
54.96677
46.95389
66.03052
19.91205
65.44331
57.80096
56.52254
26.81118
34.10468
94.35774
58.03497
71.25037
16.03995
Pesticide
31.5352
53.91617
26.20634
48.16947
82.68108
27.61507
33.16025
16.69774
17.80401
63.50185
65.31764
48.27146
50.38658
81.78851
23.01926
15.63909
10.72832
51.34864
39.61101
68.39018
67.30692
38.07862
89.80944
64.3274
32.16755
20.28257
12.07376
7.845058
66.29054
75.04663
3.990875
13.30976
59.95911
15.60225
39.64956
25.42814
31.15085
44.72207
21.00165
23.61669
65.89679
18.07025
4.255745
8.388928
5.670675
96.60271
Fertilizer
42.0846
99.74722
54.49873
35.3896
94.48418
12.6054
36.73766
87.79058
63.93799
94.28468
39.02118
45.84494
27.83206
12.47957
50.1586
48.66381
85.12107
38.92801
33.96771
22.82424
11.20362
38.2693
6.143498
33.25745
70.79751
36.94321
65.14646
40.11759
6.808496
22.04141
77.05618
48.66134
25.21857
28.19578
60.46614
67.11237
11.95257
60.4536
57.34809
57.55611
47.74477
49.1464
97.92523
60.79333
73.0315
18.76302
Water
35.71447
36.34037
61.94824
30.89084
12.39259
62.16276
35.07929
87.77511
72.47029
15.88827
41.62786
59.79226
23.25559
25.39625
47.62777
69.58904
77.35707
14.45741
26.0918
36.39717
29.04285
27.0972
4.401074
26.39021
73.63433
55.98733
52.65755
57.07724
18.8695
18.80914
85.07556
62.65755
19.27934
49.63857
36.35166
68.42082
30.5706
65.30958
59.04099
69.09531
31.99142
35.79479
87.92926
50.24155
69.70544
13.58187
29.25535 76.23838 19.56475 31.40916
Rice
8.69984836
12.0591145
31.83274
14.8084477
3.69614404
33.1531593
20.303823
31.8209768
26.3265818
12.6812689
6.82711598
21.0635297
14.4869202
6.36344981
24.1827385
23.9268888
37.0086174
7.31528881
16.6297833
10.3452933
9.92966018
19.5058859
4.52839049
11.2971323
34.8431392
29.6516466
24.1092185
26.4540165
4.33625821
11.2324347
35.1274165
28.1969307
14.0859911
24.8669646
21.2419383
29.8722066
9.00820945
29.6065543
26.1491535
25.5707962
12.1293787
15.4289565
42.6874407
26.2550223
32.2336691
7.2564728
Pesticide
45.4665259
29.5916733
11.8557462
21.7918679
37.4049213
12.4930577
15.0016983
7.55405969
8.05453418
28.7282353
29.5496988
21.8380095
22.7948879
37.0011204
10.4139119
7.07512346
4.85349388
23.2301263
17.9200214
30.939717
30.4496527
17.2267657
40.6297918
29.1017169
14.5525981
9.17583507
5.46217049
3.54910403
29.9898386
33.9510964
1.80547183
6.02133672
27.1254992
12.2584589
17.9374591
11.5036924
14.0926459
20.2322635
9.50114555
10.6841894
29.8117062
8.17498273
1.92529909
3.79515098
2.56541326
43.703066
Fertilizer
3.43907182
45.1256402
24.655227
16.0102547
42.7446413
5.702681
16.6201187
39.7164593
28.925545
42.6543877
17.6531818
20.7402488
12.5912224
5.6457565
22.6917528
22.0155068
38.5087707
17.6110303
15.3669926
10.3256879
5.06851746
17.3130292
2.77931851
15.0456723
32.0287934
16.713106
29.4722577
18.1491967
3.08016375
9.97153552
34.8602179
22.0143885
11.4088827
12.7557692
27.3548816
30.3616358
5.40734458
27.3492071
25.9442778
26.0383834
21.5997356
22.2338301
44.3013739
27.5029019
33.0394484
8.48839196
Water
42.1572257
16.4403847
28.0253841
13.9750139
5.60640776
28.1224305
15.8698695
39.7094594
32.7855593
7.18785413
18.8324426
27.0500187
10.5208301
11.4892646
21.5468012
31.4820807
34.9963369
6.54053293
48.2039302
16.4660787
13.1389844
12.2587739
1.99104599
11.9389309
33.3121696
25.3286703
23.8222764
25.8217444
8.53656309
8.50925369
38.4881851
28.3462764
8.72197157
22.4564887
16.4454931
30.9535788
13.8301415
29.5460539
26.7101422
31.2587179
14.4729204
16.1935646
39.7791964
22.729279
31.534739
6.14443613
13.2351196 34.4902431 8.85109065 14.2095047
Rice
359.705367
325.039027
599.502531
278.885885
69.6090786
624.369844
382.379691
599.280996
495.805652
238.824958
128.574333
396.687165
272.830593
119.842158
455.430884
450.612495
696.979267
137.768039
313.1869
194.831783
187.00421
367.352228
85.2826856
212.757664
656.197051
558.426235
454.046289
498.205615
81.6642793
211.539221
661.550815
531.02973
265.279939
468.316841
400.047113
562.580018
169.650629
557.577017
492.464165
481.572023
228.43127
290.571861
803.927927
494.45798
607.053185
136.660363
Pesticide
292.67993
459.365731
223.27798
410.403878
1184.44282
235.280397
282.525353
142.264785
151.690166
541.035731
556.506264
411.272857
429.293644
696.838077
196.124071
133.245031
91.4053224
437.490442
337.485814
582.684326
573.454998
324.429806
765.176449
1148.06947
274.067497
172.807504
102.868463
66.8398901
564.795369
639.397307
34.0022547
113.39918
510.851576
132.931189
337.814217
216.647788
265.405267
381.032019
178.934041
201.214178
561.44062
153.958561
36.2589483
71.4736656
48.314149
823.05509
Fertilizer
478.560769
849.846273
464.329209
301.519386
805.005181
107.397971
313.004888
747.975759
544.751644
803.305445
332.460452
390.59885
237.129123
106.325918
427.351312
414.615645
725.23149
331.666618
289.404901
194.462558
95.4548381
326.054396
52.3426032
283.353509
603.194783
314.756107
555.047825
341.801848
58.0083889
187.792844
656.518693
414.594584
214.862247
240.228014
515.17151
571.797385
101.835932
515.064643
488.605762
490.378043
406.785472
418.727305
834.322957
517.95916
622.228338
159.860963
Water
424.287274
309.619977
527.79901
263.189917
105.584868
529.626674
298.875526
747.84393
617.446873
135.368075
354.669344
509.43006
198.137648
216.37607
405.788564
592.898602
659.082207
123.177145
222.302133
310.10387
247.445065
230.868156
37.4971526
224.844586
627.364468
477.012093
448.642341
486.298105
160.768164
160.253849
724.843804
533.842341
164.259942
422.92061
309.716184
582.945384
260.461551
556.43762
503.029204
588.692035
272.566935
304.971641
749.157279
428.05804
593.890309
115.717497
249.255568 649.550998 166.691628 267.606057
Rice
52.1403906
47.1153989
86.8997214
40.4253601
10.0900484
90.5043142
55.427103
86.8676092
71.8685423
34.6184065
18.6372419
57.501015
39.547627
17.3714866
66.0160964
65.3176563
101.029272
19.9698976
45.3973969
28.2414615
27.106831
53.2488264
12.3619855
30.8398726
95.117765
80.9455869
65.8153952
72.2164243
11.8374865
30.6632556
95.8938095
76.9743799
38.4531367
67.8839552
57.9880499
81.5476904
24.5913764
80.8224902
71.3841835
69.8053343
33.1118097
42.1192779
116.531806
71.6731932
87.9942117
19.8093367
Pesticide
51.9744777
123.187811
67.3059359
43.7061551
116.687958
15.5676637
45.3710137
108.421369
78.9634132
116.441576
48.1911571
56.6184953
34.37259
15.4122663
61.9458768
60.099803
105.124518
48.0760884
41.9501236
28.1879412
13.8364701
47.2625797
7.58722007
41.0729559
87.4349245
45.6248582
80.455876
49.545221
8.408493
27.2211458
95.164388
60.0967501
31.1449384
34.8217837
74.6756825
82.8837759
14.7614292
74.6601918
70.8248962
71.0817937
58.9647955
60.6958007
120.937659
75.0797609
90.1938965
23.1723344
Fertilizer
38.9459758
66.5864646
32.3648245
59.4892946
102.111136
34.1046115
40.9529121
39.6217147
21.9879525
78.4247803
80.6672813
59.6152557
62.2274238
101.008806
28.4287826
19.3142738
13.2494804
63.4155747
48.9195987
84.4618712
83.1240519
47.0270904
110.914661
79.4443422
39.7269201
25.048975
14.9110976
9.68864605
81.8688122
92.6825909
4.92873058
16.4375571
74.0494949
19.2687815
48.9672016
31.403758
38.4713034
55.2317539
25.9370353
29.1666091
81.3825312
22.3167632
5.25584521
10.3603259
7.00328333
119.304347
Water
44.107369
44.8803606
76.5060772
9.65018159
34.3048488
76.7710027
43.3229196
108.40226
89.5008084
19.6220156
51.4104038
73.8434417
28.7206568
31.3643716
58.8202907
85.9424616
95.5359772
17.8549031
32.2233726
44.9505023
35.8679173
33.4650438
5.4353267
32.5919089
90.9383941
69.1443585
65.0320765
70.4903943
23.303836
23.2292845
105.068321
77.3820765
23.8099799
99.3036331
44.894306
84.4997124
37.7546966
80.657331
72.9156182
85.332707
39.509409
44.20657
108.592634
62.0483192
86.0862127
16.7736044
36.1303552 24.1624601 94.1543994 38.7903146
Rice
20.8772657
18.8652346
34.7950706
16.1865106
4.04010439
36.2383671
22.1932813
34.7822127
28.7765135
13.8613781
7.4624422
23.0236858
15.835062
6.95562761
26.4331657
26.1535069
40.4526112
7.99604402
18.1773383
11.3080184
10.8537068
21.3210888
4.94979907
12.3484348
38.0856152
32.4110062
26.352804
28.9158071
4.7397871
12.2777165
38.3963472
30.8209157
15.3968227
27.1810655
23.2186969
32.6520914
9.84650658
32.3617177
28.5825739
27.950395
13.2581295
16.8647635
46.6599014
28.6982947
35.2333099
7.93175465
Pesticide
15.5941579
26.6615439
12.959033
23.8198026
40.8857948
13.6556521
16.397745
8.25703475
8.80408301
31.401663
32.2995713
23.870238
24.9161628
40.4444166
11.3830227
7.73352907
5.30515633
25.3919042
19.587645
33.8189436
33.2832742
18.8298755
44.4107693
31.8099006
15.9068518
10.0297313
5.97047592
3.87938095
32.7806702
37.1105597
1.97348767
6.58167774
29.6497775
7.71531375
19.6067054
12.5742173
15.4040968
22.1150626
10.3853149
11.678452
32.5859609
8.93574041
2.10446596
4.14832484
2.80414867
47.7700401
Fertilizer
20.8108334
49.3249979
26.9496237
17.5001568
46.7224251
6.23336816
18.1667743
43.4124428
31.6173343
46.6237726
19.2959734
22.6703206
13.762952
6.17114631
24.80343
24.0642531
42.0923676
19.2498994
16.7970333
11.2865886
5.54018984
18.9241665
3.03795978
16.4458111
35.0093685
18.2684149
32.2149236
41.3381472
3.36680145
10.899479
38.1042833
24.0630307
12.4705846
13.9428113
29.9005061
33.1870665
5.91054796
29.8943035
28.3586325
28.4614955
23.6097906
24.3028935
48.4240261
30.062301
36.1140743
9.27831526
Water
17.6608048
17.9703144
30.633405
15.2755181
6.12813581
30.7394825
17.3467075
43.4047915
35.8365585
7.85675037
20.5849754
29.5672728
11.4998905
12.5584468
23.5519302
34.4117792
38.2530694
7.14918995
12.9023949
17.9983995
14.3616883
13.3995661
2.17633122
13.0499587
36.4121748
27.6857371
26.0391594
28.2246963
9.33096916
9.30111837
42.0698663
30.9841594
9.53363161
24.5462725
17.9758982
33.8340954
15.117164
32.2955872
29.1957678
55.6676305
15.8197593
17.7005254
43.4810181
24.8444485
34.4693378
28.2162327
14.4667698 37.6998789 9.67476641 15.5318304
Rice
94.1482357
85.0747688
156.912047
72.9947798
18.2192776
163.420746
100.082947
156.854064
129.770728
62.5093493
33.6526716
103.827744
71.4098853
31.3671377
119.203154
117.942003
182.425325
36.0590054
81.9726276
50.9947038
48.9459377
96.1497027
22.3216419
55.6865716
171.751106
146.160857
118.840754
130.398888
21.3745708
55.3676598
173.152385
138.990176
69.433599
122.575887
104.707167
147.248056
44.4038618
145.938585
128.896137
126.04526
59.7889358
76.053433
210.417756
129.417992
158.888334
35.7690857
Pesticide
70.3235029
120.233049
58.4401285
107.417917
184.378812
61.5816062
73.9473635
37.2359706
39.7029426
141.609117
1…
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