Choose one of the following two prompts to respond to. In your two follow up posts, respond at least once to each prom

Choose one of the following two prompts to respond to. In your two follow up posts, respond at least once to each prompt option. Use the discussion topic as a place to ask questions, speculate about answers, and share insights. Be sure to embed and cite your references for any supporting images.

Option 1:

Given this data set – from the NOAA for Manchester, NH, select a random month between January 1930 and December 1957. Begin with this month and analyze the next 25 data values (i.e. 2 years and 1 month) for the variable “TPCP” (See Second Tab in Data Set for variable s). For example, if May 1955 is chosen as the starting month, then the “TPCP” data would be from May 1955 through May 1957. Using Excel, StatCrunch, etc., construct a histogram to represent your sample. Report the sample mean, median, and standard deviation as a part of your discussion of skewness.

Determine the interval for the middle 68% of your sample data and relate this to the sample standard deviation.

Comment on the similarities and differences between your sample data and that of your classmates. Why are there differences if the samples are drawn from the same population?

Option 2:

Suppose a professor splits their class into two groups: students whose last names begin with A-K and students whose last names begin with L-Z. If p1 and p2 represent the proportion of students who have an iPhone by last name, would you be surprised if p1 did not exactly equal p2?

If we conclude that the first initial of a student’s last name is NOT related to whether the person owns an iPhone, what assumption are we making about the relationship between these two variables?


Year
Month
1930
1930
1930
1930
1930
1930
1930
1930
1930
1930
1930
1930
1931
1931
1931
1931
1931
1931
1931
1931
1931
1931
1931
1932
1932
1932
1932
1932
1932
1932
1932
1932
1932
1932
1932
1933
1933
1933
1933
1933
1933
1933
1933
1933
1933
1933
CLDD
1
2
3
4
5
6
7
8
9
10
11
12
1
2
3
4
5
6
7
8
9
11
12
1
2
3
4
5
6
7
8
9
10
11
12
1
2
3
4
5
6
7
8
9
10
11
0
0
0
0
85
894
839
636
274
0
0
0
0
0
0
0
122
394
1499
700
574
0
0
0
0
0
0
180
538
900
876
204
40
0
0
0
0
0
0
55
950
931
594
128
0
0
HTDD
DT90
6964
6396
5557
3604
1480
116
14
203
764
2930
4567
6717
7706
6483
5129
2746
1666
443
0
73
514
3708
6079
5926
6708
6087
3714
1411
413
85
8
868
2085
4544
5624
5658
5312
5774
3782
1398
427
118
48
771
2717
5055
DX32
0
0
0
0
0
4
1
0
0
0
0
0
0
0
0
0
0
2
3
1
2
0
0
0
0
0
0
0
3
0
0
0
0
0
0
0
0
0
0
0
4
2
1
0
0
0
DT00
16
14
4
0
0
0
0
0
0
0
3
11
16
12
0
0
0
0
0
0
0
1
8
9
17
10
0
0
0
0
0
0
0
2
7
4
7
7
0
0
0
0
0
0
0
3
DT32
5
8
0
0
0
0
0
0
0
0
0
1
5
5
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
2
0
0
0
0
0
0
0
0
0
DP01
25
27
27
21
0
0
0
0
0
4
20
30
31
27
26
9
1
0
0
0
0
8
27
28
29
27
15
1
0
0
0
0
2
18
23
27
24
30
7
0
0
0
0
0
4
23
DP05
6
5
9
3
9
8
7
6
3
6
6
5
5
7
7
4
5
10
7
0
5
5
9
11
6
10
4
2
3
5
5
5
5
6
5
7
7
12
10
5
4
6
12
11
10
7
2
0
4
1
2
5
4
2
1
1
2
0
3
0
2
2
3
4
1
0
2
0
5
3
2
2
1
0
1
2
2
2
2
4
1
3
4
4
5
1
2
2
4
3
4
0
1933
1934
1934
1934
1934
1934
1934
1934
1934
1934
1934
1934
1934
1935
1935
1935
1935
1935
1935
1935
1935
1935
1935
1935
1935
1936
1936
1936
1936
1936
1936
1936
1936
1936
1936
1936
1936
1937
1937
1937
1937
1937
1937
1937
1937
1937
1937
12
1
2
3
4
5
6
7
8
9
10
11
12
1
2
3
4
5
6
7
8
9
10
11
12
1
2
3
4
5
6
7
8
9
10
11
12
1
2
3
4
5
6
7
8
9
10
0
0
0
0
0
110
422
962
334
60
0
0
0
0
0
0
3
29
386
1479
968
0
0
0
0
0
0
0
3
112
303
557
501
117
0
0
0
0
0
0
0
46
166
981
1200
218
6
7127
6528
8019
5957
3264
1319
415
16
508
645
3331
3895
6608
7890
6311
5120
3308
1833
363
47
134
1183
2707
3699
6842
7174
7569
4257
3250
1216
284
74
291
1053
2932
5288
5938
5795
5377
6001
3788
1565
264
55
54
1224
2855
0
0
0
0
0
0
1
1
0
0
0
0
0
0
0
0
0
0
0
8
4
0
0
0
0
0
0
0
0
0
0
1
1
0
0
0
0
0
0
0
0
0
1
4
1
0
0
13
13
19
8
0
0
0
0
0
0
0
0
14
21
10
0
0
0
0
0
0
0
0
0
15
15
20
2
0
0
0
0
0
0
0
7
6
6
6
7
0
0
0
0
0
0
0
6
4
14
1
0
0
0
0
0
0
0
0
0
8
5
1
0
0
0
0
0
0
0
0
0
6
11
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
29
26
28
25
5
0
0
0
0
0
2
12
26
27
27
23
7
0
0
0
0
0
4
8
29
26
27
8
2
0
0
0
0
0
7
24
27
25
27
29
12
0
0
0
0
0
6
8
5
5
10
7
6
8
5
6
9
6
8
6
10
7
3
7
3
10
7
4
5
1
9
4
8
5
11
10
6
6
4
7
3
5
5
11
13
3
7
10
7
8
5
9
8
4
3
2
2
3
4
2
2
1
1
6
1
2
3
6
1
1
3
2
5
2
1
3
1
3
0
5
2
5
2
0
2
4
4
1
2
1
5
3
2
3
4
3
4
0
4
4
3
1937
1937
1938
1938
1938
1938
1938
1938
1938
1938
1938
1938
1938
1938
1939
1939
1939
1939
1939
1939
1939
1939
1939
1939
1939
1939
1940
1940
1940
1940
1940
1940
1940
1940
1940
1940
1940
1940
1941
1941
1941
1941
1941
1941
1941
1941
1941
11
12
1
2
3
4
5
6
7
8
9
10
11
12
1
2
3
4
5
6
7
8
9
10
11
12
1
2
3
4
5
6
7
8
9
10
11
12
1
2
3
4
5
6
7
8
9
0
0
0
0
0
25
1
628
1041
1057
46
4
6
0
0
0
0
0
174
532
1179
1329
237
23
0
0
0
0
0
0
25
480
1254
831
130
3
0
0
0
0
0
32
152
804
1156
360
178
4316
6656
7435
5711
4994
2962
1622
128
71
85
1143
2177
3855
5549
7148
5869
6087
3944
1452
103
35
8
852
2611
4745
6287
7812
6185
5751
3979
1474
362
74
336
1029
3075
4175
6156
7322
6024
5670
2466
1088
335
8
325
865
0
0
0
0
0
0
0
2
1
3
0
0
0
0
0
0
0
0
0
1
6
2
0
0
0
0
0
0
0
0
0
0
8
2
0
0
0
0
0
0
0
0
3
7
5
0
0
1
12
16
5
1
0
0
0
0
0
0
0
4
9
17
8
8
0
0
0
0
0
0
0
1
10
22
6
5
0
0
0
0
0
0
0
3
8
15
10
5
0
0
0
0
0
0
0
0
6
0
0
0
0
0
0
0
0
0
0
0
4
1
0
0
0
0
0
0
0
0
0
0
4
4
1
0
0
0
0
0
0
0
0
1
1
0
0
0
0
0
0
0
0
16
30
30
22
23
10
0
0
0
0
0
1
13
23
31
28
26
15
2
0
0
0
0
7
21
28
29
28
26
12
0
0
0
0
0
10
11
25
30
27
25
12
0
0
0
0
1
8
6
5
5
6
6
9
11
12
7
10
4
6
8
4
7
9
7
4
7
3
4
6
6
1
7
3
8
8
11
9
7
8
4
4
2
9
9
5
3
3
1
5
7
4
4
2
3
3
3
0
2
3
1
6
8
3
6
2
3
4
2
2
2
4
2
2
0
3
1
1
0
3
1
1
3
4
3
0
2
0
2
0
5
2
2
1
2
0
2
2
2
1
0
1941
1941
1941
1942
1942
1942
1942
1942
1942
1942
1942
1942
1942
1942
1942
1943
1943
1943
1943
1943
1943
1943
1943
1943
1943
1943
1943
1944
1944
1944
1944
1944
1944
1944
1944
1944
1944
1944
1944
1945
1945
1945
1945
1945
1945
1945
1945
10
11
12
1
2
3
4
5
6
7
8
9
10
11
12
1
2
3
4
5
6
7
8
9
10
11
12
1
2
3
4
5
6
7
8
9
10
11
12
1
2
3
4
5
6
7
8
3
0
0
0
0
0
0
77
421
694
584
169
0
0
0
0
0
0
0
23
631
958
318
100
1
0
0
0
0
0
0
114
336
806
999
174
0
0
0
0
0
0
0
0
454
667
432
2539
3785
5802
7031
6311
4565
2938
1043
367
94
299
944
2405
4356
6827
7563
6124
5810
4159
1670
281
58
237
1208
2582
4375
6990
6864
6580
5957
3985
1042
526
24
219
803
2812
4495
6746
8165
6211
4325
2817
2311
707
54
238
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
1
2
6
0
0
0
0
0
0
0
0
0
1
0
0
0
0
7
11
11
0
0
0
0
0
0
0
0
1
12
18
12
8
1
0
0
0
0
0
0
1
12
14
13
7
0
0
0
0
0
0
0
2
13
22
10
0
0
0
0
0
0
0
0
0
4
1
0
0
0
0
0
0
0
0
0
6
7
4
1
0
0
0
0
0
0
0
0
2
3
2
0
0
0
0
0
0
0
0
0
1
9
3
0
0
0
0
0
0
3
11
28
28
26
18
6
0
0
0
0
0
1
18
30
31
28
27
14
0
0
0
0
0
2
18
30
26
26
26
17
0
0
0
0
0
6
17
30
30
26
20
6
0
0
0
0
7
6
5
6
5
10
6
5
8
12
3
6
6
10
6
7
5
6
8
11
6
7
5
3
7
7
3
3
9
9
9
5
9
6
4
6
3
5
7
6
7
6
10
12
10
10
5
0
2
2
2
1
5
1
2
2
6
2
3
2
5
3
0
0
1
3
5
2
4
3
0
3
4
0
1
2
5
3
1
4
0
1
4
1
2
2
5
2
1
3
5
4
5
1
1945
1945
1945
1945
1946
1946
1946
1946
1946
1946
1946
1946
1946
1946
1946
1946
1947
1947
1947
1947
1947
1947
1947
1947
1947
1947
1947
1947
1948
1948
1948
1948
1948
1948
1948
1948
1948
1948
1948
1948
1949
1949
1949
1949
1949
1949
1949
9
10
11
12
1
2
3
4
5
6
7
8
9
10
11
12
1
2
3
4
5
6
7
8
9
10
11
12
1
2
3
4
5
6
7
8
9
10
11
12
1
2
3
4
5
6
7
229
0
0
0
0
0
0
0
24
454
574
204
72
0
0
0
0
0
0
0
7
230
1123
859
282
6
0
0
0
0
0
0
9
239
874
780
123
0
0
0
0
0
0
0
54
752
1170
806
2929
4308
7170
7576
6971
4181
3646
1877
671
125
434
763
2447
3861
6448
6958
6485
5577
3739
1958
824
0
68
1140
1822
4830
7217
8451
7379
5817
3507
2015
837
6
123
921
2790
3549
5514
5991
5656
5100
3023
1599
275
24
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
4
0
0
0
0
0
0
0
0
0
0
0
3
0
0
0
0
0
0
0
0
0
0
4
0
0
2
16
18
15
0
0
0
0
0
0
0
0
0
14
13
15
3
0
0
0
0
0
0
0
1
14
22
15
5
0
0
0
0
0
0
0
0
8
6
7
6
0
0
0
0
0
0
0
1
11
7
0
0
0
0
0
0
0
0
0
1
5
3
0
0
0
0
0
0
0
0
0
4
18
12
6
0
0
0
0
0
0
0
0
0
0
3
0
0
0
0
0
0
2
20
29
28
27
19
7
1
0
0
0
0
5
12
30
30
28
27
13
2
0
0
0
2
2
24
30
30
28
25
16
0
0
0
0
0
9
7
25
27
24
23
4
0
0
0
5
8
11
8
8
5
5
7
10
7
4
12
4
2
6
6
7
5
6
9
11
8
8
2
4
2
5
8
9
6
8
8
15
8
6
3
0
6
11
6
8
7
6
9
10
4
6
1
0
2
5
3
2
1
2
5
2
2
4
1
1
0
3
3
2
3
4
2
3
7
1
2
0
3
1
1
1
2
3
4
4
2
1
0
0
5
2
3
2
1
3
3
1
0
1949
1949
1949
1949
1949
1950
1950
1950
1950
1950
1950
1950
1950
1950
1950
1950
1950
1951
1951
1951
1951
1951
1951
1951
1951
1951
1951
1951
1951
1952
1952
1952
1952
1952
1952
1952
1952
1952
1952
1952
1952
1953
1953
1953
1953
1953
1953
8
9
10
11
12
1
2
3
4
5
6
7
8
9
10
11
12
1
2
3
4
5
6
7
8
9
10
11
12
1
2
3
4
5
6
7
8
9
10
11
12
1
2
3
4
5
6
815
40
12
0
0
0
0
0
0
0
344
729
353
32
0
0
0
0
0
0
0
76
316
940
511
88
9
0
0
0
0
0
0
0
512
1474
706
204
0
0
0
0
0
0
0
7
601
136
1220
2299
4748
6051
6132
6816
6273
3864
1726
433
66
208
1411
2568
3550
5828
6346
5499
4957
3013
1468
454
11
171
932
2481
4828
6524
6838
6132
5396
2989
1835
155
0
92
704
2914
4227
5745
5856
5508
5050
3228
1395
432
2
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
4
0
0
0
0
0
0
0
0
0
0
1
0
0
0
3
9
10
12
7
0
0
0
0
0
0
0
0
7
9
4
4
0
0
0
0
0
0
0
4
13
11
5
3
0
0
0
0
0
0
0
0
7
8
8
6
0
0
0
0
0
0
0
2
1
7
2
0
0
0
0
0
0
0
0
1
2
1
0
0
0
0
0
0
0
0
0
5
4
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
5
21
25
24
28
26
14
1
0
0
0
1
5
10
24
28
20
20
4
1
0
0
0
0
7
23
25
29
27
27
5
0
0
0
0
0
4
16
25
27
25
18
3
0
0
6
10
4
7
8
14
8
10
7
5
5
5
7
3
3
6
7
7
9
11
7
5
7
8
7
7
7
9
12
11
7
6
6
10
8
4
8
3
3
7
4
8
6
12
12
7
4
3
5
2
2
0
3
3
2
1
1
1
0
3
1
2
2
3
4
4
3
2
4
3
3
3
3
5
5
3
4
3
3
4
3
2
1
6
2
1
1
3
5
2
7
2
3
1
1953
1953
1953
1953
1953
1953
1954
1954
1954
1954
1954
1954
1954
1954
1954
1954
1954
1954
1955
1955
1955
1955
1955
1955
1955
1955
1955
1955
1955
1955
1956
1956
1956
1956
1956
1956
1956
1956
1956
1956
1956
1956
1957
1957
1957
1957
1957
7
8
9
10
11
12
1
2
3
4
5
6
7
8
9
10
11
12
1
2
3
4
5
6
7
8
9
10
11
12
1
2
3
4
5
6
7
8
9
10
11
12
1
2
3
4
5
854
542
378
0
0
0
0
0
0
0
4
309
547
265
26
66
0
0
0
0
0
0
187
287
1381
1045
64
0
0
0
0
0
0
0
1
361
389
371
61
0
0
0
0
0
0
23
95
41
263
1040
2480
3821
5378
7752
5353
5389
3237
1974
438
67
350
1273
2206
4385
6366
7370
5966
5713
3390
1295
536
0
160
1148
2803
4807
7860
6868
6400
6805
4356
2569
476
334
298
1845
3138
4559
6513
8908
6087
5479
3087
1526
0
1
1
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
4
2
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6
19
5
2
0
0
0
0
0
0
0
0
10
22
8
8
0
0
0
0
0
0
0
4
26
17
12
8
0
0
0
0
0
0
0
4
14
24
8
5
0
0
0
0
0
0
0
0
6
3
0
0
0
0
0
0
0
0
0
0
1
3
0
0
0
0
0
0
0
0
0
5
2
3
4
0
0
0
0
0
0
0
0
1
14
2
0
0
0
0
0
1
4
18
27
31
25
27
11
0
0
0
0
0
4
20
29
30
26
30
10
0
0
0
0
0
4
19
31
27
29
31
21
7
0
0
0
1
12
20
31
30
28
30
14
2
6
4
4
7
4
9
10
7
6
7
12
7
7
4
8
6
7
5
2
9
9
7
5
6
3
9
5
11
9
1
11
10
10
10
2
3
7
5
8
4
6
14
5
3
4
4
8
3
3
1
3
3
4
1
2
3
1
6
5
1
2
2
2
4
5
0
4
3
1
2
1
0
4
1
6
4
1
5
4
4
4
1
1
3
2
3
2
3
3
2
0
0
1
2
1957
1957
1957
1957
1957
1957
1957
1958
1958
1958
1958
1958
1958
1958
1958
1958
1958
1958
1958
6
7
8
9
10
11
12
1
2
3
4
5
6
7
8
9
10
11
12
890
719
298
331
0
0
0
0
0
0
0
28
191
977
788
153
0
0
0
227
57
386
941
2771
4083
5293
7013
7144
4965
3223
1988
857
60
99
1015
3150
4589
8156
9
6
1
0
0
0
0
0
0
0
0
0
0
2
0
0
0
0
0
0
0
0
0
0
1
2
15
19
0
0
0
0
0
0
0
0
2
24
0
0
0
0
0
0
0
6
5
0
0
0
0
0
0
0
0
0
5
0
0
0
3
11
19
27
29
28
30
15
3
0
0
0
0
9
20
31
6
8
4
5
6
8
9
11
3
4
8
6
3
9
6
7
6
8
4
1
1
1
1
2
4
4
7
2
1
5
1
1
1
2
2
2
3
1
DP10
EMXP
0
0
1
0
0
1
2
0
0
1
1
0
0
0
2
1
0
2
0
0
0
0
0
0
2
1
1
0
1
0
1
2
1
1
0
0
1
1
0
0
0
0
2
1
2
0
206
102
302
191
145
300
257
244
140
414
353
107
203
89
457
267
221
386
157
3
178
86
216
216
254
315
333
119
290
163
262
1760
389
373
142
251
264
668
234
239
188
216
343
394
279
74
TPCP
EMXT
619
341
1140
360
805
1127
1038
779
268
787
858
374
618
422
1153
650
835
1547
651
36
521
307
1142
1214
744
1119
588
297
478
534
572
2348
920
1131
410
854
972
1668
1286
617
532
666
1428
1232
1230
413
128
144
117
256
300
322
328
311
300
267
161
106
61
67
139
300
306
356
339
339
333
194
111
156
56
122
211
306
333
317
311
289
228
156
156
111
139
100
206
272
350
328
350
278
239
167
EMNT
MMXT
MMNT
MNTM
-211
7
-90
-42
-222
16
-106
-45
-122
49
-42
4
-44
130
-4
63
39
192
84
138
50
266
152
209
117
262
158
210
78
249
145
197
44
224
110
167
-39
140
37
88
-122
72
-10
31
-189
6
-73
-34
-272
-7
-125
-66
-256
4
-101
-49
-94
60
-25
18
-22
159
24
91
-6
189
78
133
78
234
128
181
133
282
180
231
100
248
159
203
50
229
141
185
-89
100
19
59
-117
27
-54
-13
-161
29
-46
-8
-133
-12
-85
-48
-133
25
-51
-13
-44
108
11
59
-22
208
78
143
61
251
123
187
100
261
157
209
94
269
153
211
39
208
111
160
-11
157
77
117
-122
78
-15
32
-194
47
-44
2
-133
38
-37
1
-206
30
-57
-14
-133
29
-35
-3
-22
95
18
57
11
198
82
140
44
254
147
200
111
258
160
209
100
251
151
201
50
202
121
162
-28
144
47
95
-94
54
-25
15
The data provided
spreadsheet is rea
possibility that som
data is missing do
0
0
1
0
1
1
1
1
0
3
1
0
1
2
0
0
0
0
2
0
0
2
0
1
0
3
0
3
0
0
0
1
1
0
2
0
2
0
2
1
1
2
1
0
2
2
1
188
231
267
234
439
325
345
343
239
572
269
206
269
277
203
213
201
224
417
193
170
533
152
254
122
460
191
526
185
91
155
356
272
127
457
127
422
191
384
282
323
267
305
53
516
343
564
934
731
653
890
1039
906
974
613
503
2119
648
753
793
1524
686
451
850
525
1693
728
487
1265
189
1126
328
1818
658
2273
891
387
640
978
1168
332
1065
450
1856
1177
715
923
1339
1043
1293
240
1459
1209
983
67
83
50
133
206
294
328
328
311
244
194
172
161
94
94
156
272
283
306
372
344
244
217
200
44
72
78
194
244
317
306
333
322
278
228
200
122
144
111
100
194
317
322
333
322
317
211
-289
-233
-267
-194
-39
22
56
106
50
61
-6
-56
-150
-272
-239
-194
-28
11
89
106
106
39
-17
-67
-156
-233
-250
-150
-17
6
72
94
94
11
-78
-128
-133
-133
-133
-117
-22
22
94
22
111
44
-39
-10
7
-40
44
126
205
240
271
232
205
118
92
6
-21
16
66
114
181
232
284
266
190
154
92
-4
-3
-13
88
115
210
236
254
243
197
139
54
32
42
34
24
102
193
230
275
268
198
135
-101
-78
-167
-62
22
83
127
156
123
122
33
15
-67
-122
-101
-31
32
69
136
175
154
97
37
27
-71
-94
-143
3
35
85
132
143
137
107
38
-41
-49
-49
-53
-46
11
75
129
151
172
101
47
-55
-35
-103
-9
74
144
183
214
177
164
76
53
-30
-72
-42
18
73
125
184
229
210
144
96
60
-38
-48
-78
46
75
147
184
199
190
152
88
7
-9
-4
-9
-11
57
134
180
213
220
149
91
2
1
1
0
0
0
1
4
2
0
3
1
0
0
1
0
0
1
0
0
0
1
0
1
0
0
1
0
0
1
3
0
0
0
1
0
3
1
2
1
0
0
0
1
2
0
0
739
292
279
99
183
206
450
353
587
226
655
368
221
213
315
183
135
358
170
196
71
297
206
554
119
224
422
178
239
381
632
119
226
69
312
64
630
330
295
460
130
43
208
452
422
150
97
1768
825
870
343
549
854
873
1945
2179
1039
2286
599
811
1014
662
610
978
1203
481
605
192
906
532
875
139
757
654
630
915
1419
2009
540
940
263
582
161
1867
866
746
597
416
99
738
960
999
386
204
150
67
111
111
211
294
311
344
322
367
244
267
222
106
111
128
111
172
300
344
378
350
317
278
128
122
72
94
128
217
294
311
339
322
278
228
167
100
67
67
100
300
356
361
350
300
300
-100
-167
-278
-139
-161
-50
22
67
100
83
33
-17
-156
-156
-211
-183
-156
-44
0
67
94
122
33
-44
-83
-167
-200
-200
-178
-44
17
56
89
67
39
-33
-128
-183
-178
-167
-122
-44
11
56
117
67
0
80
8
6
27
75
144
193
264
264
271
196
167
100
26
2
33
33
96
209
264
284
279
215
150
67
25
-18
26
46
94
192
248
286
259
204
135
79
30
-3
16
39
169
228
266
276
239
223
-2
-72
-119
-69
-31
26
68
136
165
157
97
59
10
-45
-97
-86
-60
7
75
130
155
172
110
50
-18
-65
-120
-86
-51
7
80
126
156
138
102
33
9
-61
-103
-80
-51
35
78
131
164
129
97
39
-32
-57
-21
22
85
131
200
214
214
146
113
55
-8
-48
-27
-13
52
142
197
220
226
163
100
25
-20
-69
-30
-3
50
136
187
221
199
153
84
44
-16
-53
-32
-6
102
153
199
220
184
160
0
1
1
1
0
3
0
0
2
3
0
0
0
0
2
0
0
0
0
0
0
1
2
0
2
2
0
1
0
0
1
0
3
0
0
3
1
1
0
0
1
0
1
2
3
3
0
102
363
351
292
152
371
163
170
330
554
142
216
165
249
564
114
114
208
198
206
236
455
330
69
399
434
84
318
160
203
264
224
465
109
198
602
335
366
145
246
356
198
264
343
333
478
160
439
785
747
780
416
1740
425
526
1020
1972
348
822
670
1251
1421
482
387
587
1007
1265
731
1097
971
253
1329
1409
158
518
759
1173
989
452
1644
475
414
1762
597
841
743
1154
921
485
1129
1608
1438
1922
520
250
200
150
111
67
150
256
272
306
317
300
283
222
189
111
50
133
144
189
267
322
317
306
278
233
172
78
111
78
139
200
306
322
322
333
283
244
172
89
106
72
244
250
239
322
294
294
-28
-72
-150
-256
-189
-44
-22
11
89
106
61
11
-17
-78
-233
-211
-339
-228
-83
6
72
78
83
22
-33
-61
-189
-228
-217
-139
-61
28
50
100
83
17
-50
-39
-178
-272
-206
-122
-44
11
44
100
94
147
107
39
10
-1
71
138
205
236
249
238
204
157
83
3
-11
16
37
91
179
250
265
233
193
140
74
7
9
10
35
100
218
226
266
264
205
142
68
9
-26
14
100
141
149
226
251
240
55
6
-48
-98
-84
0
32
99
134
156
146
111
54
-7
-77
-111
-87
-46
-2
80
139
159
139
99
59
0
-92
-86
-98
-54
1
89
127
151
152
119
43
-2
-78
-135
-92
-13
37
68
124
155
139
101
57
-4
-44
-42
36
85
152
185
202
192
157
105
38
-37
-61
-36
-4
44
130
195
212
186
146
100
37
-42
-38
-44
-9
50
153
177
208
208
162
92
33
-35
-80
-39
44
89
108
175
203
189
1
0
2
2
0
0
0
1
0
0
1
1
1
0
0
2
0
0
1
0
0
2
1
0
1
0
1
0
0
0
0
1
1
1
1
0
0
0
3
0
0
0
0
1
2
0
0
272
119
378
432
236
239
211
310
246
168
457
594
859
135
86
381
224
198
363
229
185
381
257
155
389
91
1085
132
165
140
178
371
343
320
536
226
20
117
376
216
229
168
130
318
328
155
119
520
581
1239
1499
914
681
450
830
1430
617
774
1623
1111
212
324
988
906
526
959
1029
1062
1224
1325
208
627
145
1607
687
783
568
742
973
1685
1161
1072
412
39
405
1795
604
1112
679
532
1026
1321
318
464
294
222
200
78
117
117
239
183
278
311
322
289
267
244
189
133
100
78
106
211
272
311
306
333
283
267
144
100
39
106
183
206
250
317
317
333
294
222
211
100
111
117
189
222
283
311
333
33
-22
-78
-178
-244
-256
-144
-78
-11
56
72
83
33
-11
-67
-194
-250
-206
-167
-56
-22
44
111
100
-11
-33
-94
-233
-278
-278
-278
-56
11
72
100
100
17
-44
-67
-161
-122
-211
-128
-22
22
44
89
213
140
80
-4
-5
-2
110
108
179
236
255
219
212
165
96
23
13
1
46
106
169
221
269
261
206
190
62
1
-26
1
64
122
161
212
269
257
219
148
106
35
30
35
63
133
193
263
275
115
37
-2
-92
-118
-130
-14
15
67
116
140
133
108
43
12
-73
-96
-98
-40
11
71
106
170
156
102
58
-18
-101
-153
-144
-73
11
76
114
153
152
94
39
24
-48
-50
-73
-26
31
73
135
165
164
89
39
-48
-61
-66
48
61
123
176
198
176
160
104
54
-25
-41
-49
3
58
120
163
219
209
154
124
22
-50
-90
-71
-5
66
118
163
211
204
156
93
65
-7
-10
-19
18
82
133
199
220
1
0
1
0
0
1
0
1
1
0
0
0
2
1
2
1
1
0
2
2
1
1
1
3
1
0
1
2
0
1
0
2
2
1
1
0
2
1
0
1
1
2
1
4
1
0
0
282
216
277
188
102
345
224
259
490
157
135
69
404
381
419
922
452
206
447
312
338
323
272
439
498
165
366
846
236
396
206
312
330
394
490
234
386
254
142
264
262
340
335
528
340
249
142
922
1246
581
642
626
1406
838
912
833
515
483
342
1192
590
782
1401
1073
961
1613
1404
870
985
847
1384
1150
739
1146
2081
1274
1463
808
974
1219
1217
1000
355
1404
556
306
548
772
1319
680
2326
1315
968
329
339
261
256
167
133
156
67
156
200
244
306
300
289
267
256
250
156
133
150
156
200
300
294
306
300
267
233
172
133
78
94
133
222
250
344
344
311
289
222
189
111
122
139
161
178
278
344
89
11
-22
-117
-200
-178
-261
-189
-67
0
56
67
67
0
-33
-56
-183
-189
-194
-78
-11
0
44
122
89
17
-22
-100
-333
-222
-189
-133
-22
22
89
100
100
44
-28
-67
-144
-139
-139
-128
-6
11
50
260
189
165
72
39
33
-4
33
105
183
243
262
243
186
153
108
33
30
40
59
129
200
228
265
243
207
151
64
24
14
23
46
133
174
250
291
256
219
144
82
34
33
31
60
117
190
254
149
96
53
-23
-63
-62
-117
-72
4
72
117
147
133
88
47
21
-43
-73
-67
-13
36
73
129
161
145
103
55
-20
-79
-89
-80
-28
34
74
140
170
149
113
34
3
-39
-56
-59
-20
34
87
123
205
142
109
25
-12
-15
-60
-19
54
127
180
204
188
137
100
65
-5
-22
-13
23
83
137
178
213
194
155
103
22
-27
-38
-28
9
83
124
195
231
203
166
89
42
-2
-12
-14
20
75
138
189
1
2
0
1
1
1
0
0
1
1
3
0
1
1
1
1
3
2
0
0
1
0
1
1
0
1
1
2
2
0
1
0
1
0
1
1
1
0
0
0
0
1
0
0
0
0
0
254
508
152
274
439
295
178
178
254
434
566
246
470
869
1331
277
549
356
114
251
257
203
320
279
46
450
330
546
376
165
452
191
287
251
279
305
264
236
213
224
203
279
180
91
109
229
216
988
1062
323
1064
909
1113
669
781
758
892
2402
1183
764
1270
1935
601
1614
1282
182
1045
1069
686
784
575
133
1469
595
1991
1269
242
1651
1103
1286
1171
387
519
886
634
995
481
699
1318
646
236
323
536
720
317
322
333
256
194
122
94
133
156
250
256
317
322
306
250
267
156
111
39
111
150
200
289
300
333
344
278
228
122
56
56
67
100
228
267
322
294
300
267
244
189
89
111
156
122
300
306
106
78
0
-22
-50
-139
-261
-233
-78
-89
17
50
100
44
33
-28
-67
-144
-178
-250
-106
-28
17
67
111
72
11
-56
-72
-211
-217
-244
-256
-67
-33
44
78
89
0
-44
-117
-222
-339
-189
-94
-83
-17
264
249
219
163
107
53
-14
43
51
135
166
229
255
232
186
162
79
19
-15
17
39
119
212
227
285
262
199
137
52
-29
-3
10
23
86
163
237
238
239
173
143
81
14
-30
24
49
141
210
155
135
103
43
4
-34
-120
-59
-33
15
73
129
142
129
97
66
-5
-64
-94
-78
-41
21
83
123
170
162
92
48
-6
-112
-74
-86
-96
-11
37
122
132
132
74
20
-19
-68
-179
-92
-36
21
63
209
192
161
103
56
10
-67
-8
9
75
119
179
198
180
141
114
37
-22
-55
-30
-1
70
147
175
228
212
146
93
23
-71
-39
-38
-37
38
100
179
185
185
124
82
31
-27
-104
-34
6
81
137
0
0
1
0
0
0
2
1
0
0
2
0
0
1
0
1
0
1
0
137
127
292
175
168
246
505
381
157
188
305
170
198
386
208
264
173
381
142
510
683
528
368
552
1164
1409
1670
493
383
1285
557
311
950
615
822
584
1070
360
367
339
333
311
222
178
139
78
78
128
261
289
311
344
317
289
250
150
44
39
72
56
-11
-28
-139
-133
-233
-289
-67
-50
-22
11
83
83
11
-56
-111
-278
281
282
253
234
154
102
68
6
-19
67
143
189
232
272
274
215
135
76
-26
130
127
107
92
33
-8
-43
-93
-125
-22
8
51
89
153
136
93
28
-16
-134
206
204
180
163
94
47
12
-43
-72
23
76
120
161
213
205
154
81
30
-80
data provided in this
spreadsheet is real. There is a
possibility that some of the
data is missing do the age of
From the GHCNDMS database (NOAA)
Retrieved from http://www.ncdc.noaa.gov/cdo-web/search?datasetid=GHCNDMS
Computed
CLDD
Cooling degree days
HTDD
Heating degree days
DT90
Number of days in month with max temp ge 90F
DX32
Number of days in month with max temp le 32F
DT00
Number of days in month with min temp le 0F
DT32
Number of days in month with min temp le 32F
DP01
Number of days in month with ge 0.1 precipitation
DP05
Number of days in month with ge 0.5 precipitation
DP10
Number of days in month with ge 1.0 precipitation
Precipitation
EMXP
Extreme max daily precip, tenths of mm
TPCP
Total precip, tenths of mm
Temperature
EMXT
Extreme min temp
EMNT
Extreme max temp
MMXT
Monthly max temp
MMNT
Monthly min temp
MNTM
Monthly mean temp
Tenths deg C

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