zanarmstrong/gunSalesMonthlyOrig.csv

## readme.md

      
    Raw
  

              readme.md
            
          
    Prepping for Open Vis Conf talk.
The simple line chart part of this sketch originally forked from Bostock's simple line chart: http://bl.ocks.org/mbostock/3883245

Might be worth having two versions of this: one which compares STL decomposition w/ all 3 components. Another which uses the 'seasonal' package to show w/ and w/out seasonal.

Goal is to show the decompositions in an interesting and meaningful way

  
## gunSalesMonthlyOrig.csv

          
            year
            month
            guns_total_per_1000
            guns_total
            guns_total_seas
            handgun_share
            longgun_share
            missouri
            maryland
            new_jersey
            district_of_columbia
            mississippi
            louisiana
            alabama
            texas
            georgia
            dc_handguns_per_100k_national_sales

            
              2000
              1
              2.332
              574951
              655088.710685556
              0.3183
              0.6749
              2.71
              0.636
              0.469
              0
              2.391
              2.506
              3.14
              8.164
              3.075
              2.1

            
              2000
              2
              2.344
              649111
              658925.860865386
              0.3178
              0.6755
              2.728
              0.642
              0.475
              0
              2.394
              2.493
              3.122
              8.274
              3.045
              0.5

            
              2000
              3
              2.335
              664622
              657021.995131628
              0.3202
              0.6728
              2.668
              0.644
              0.493
              0
              2.339
              2.447
              3.071
              8.443
              3.067
              1

            
              2000
              4
              2.342
              552965
              659698.47505256
              0.3188
              0.6741
              2.743
              0.687
              0.517
              0
              2.422
              2.601
              3.188
              8.451
              3.171
              1.5

            
              2000
              5
              2.297
              467712
              647409.449152669
              0.3148
              0.6775
              2.739
              0.678
              0.525
              0
              2.453
              2.538
              3.179
              8.506
              3.092
              1.1

            
              2000
              6
              2.319
              479248
              654262.383350558
              0.3139
              0.6791
              2.823
              0.651
              0.551
              0
              2.473
              2.48
              3.167
              8.519
              3.072
              0

            
              2000
              7
              2.318
              480019
              654534.577614929
              0.3116
              0.6815
              2.712
              0.709
              0.559
              0
              2.425
              2.457
              3.139
              8.42
              3.111
              0.5

            
              2000
              8
              2.277
              618567
              643789.807536772
              0.3117
              0.6815
              2.61
              0.678
              0.564
              0
              2.361
              2.372
              3.207
              8.319
              3.084
              0.5

            
              2000
              9
              2.296
              735382
              649780.116168394
              0.3125
              0.681
              2.59
              0.679
              0.551
              0
              2.431
              2.545
              3.181
              8.122
              2.998
              0

            
              2000
              10
              2.26
              792515
              640060.083551654
              0.3059
              0.6874
              2.662
              0.639
              0.537
              0
              2.355
              2.501
              3.16
              8.261
              2.964
              0

            
              2000
              11
              2.268
              860882
              642786.391980319
              0.3112
              0.6823
              2.785
              0.687
              0.556
              0
              2.274
              2.49
              3.165
              8.347
              3.087
              1.6

            
              2000
              12
              2.229
              984623
              632222.811033611
              0.3199
              0.6732
              2.607
              0.67
              0.555
              0
              2.188
              2.371
              3.062
              8.08
              3.118
              0

            
              2001
              1
              2.281
              568018
              647477.263850822
              0.3098
              0.6834
              2.692
              0.684
              0.55
              0
              2.258
              2.411
              3.171
              8.448
              3.076
              0

            
              2001
              2
              2.257
              609012
              641015.457851532
              0.3015
              0.6918
              2.743
              0.706
              0.54
              0
              2.338
              2.501
              3.23
              8.465
              3.012
              0.6

            
              2001
              3
              2.239
              647260
              636447.301249551
              0.2996
              0.6937
              2.723
              0.712
              0.515
              0
              2.391
              2.564
              3.306
              8.361
              3.079
              1.7

            
              2001
              4
              2.229
              523525
              634043.48517237
              0.299
              0.6943
              2.635
              0.652
              0.507
              0
              2.341
              2.378
              3.241
              8.202
              2.912
              1.1

            
              2001
              5
              2.28
              471943
              649064.240082653
              0.3019
              0.6918
              2.652
              0.652
              0.497
              0
              2.331
              2.439
              3.239
              8.345
              2.944
              1.1

            
              2001
              6
              2.275
              473600
              648284.426755317
              0.2977
              0.6957
              2.72
              0.738
              0.47
              0
              2.402
              2.645
              3.32
              8.347
              2.942
              0

            
              2001
              7
              2.266
              464279
              646393.604778741
              0.2952
              0.698
              2.782
              0.662
              0.473
              0
              2.362
              2.561
              3.358
              8.5
              2.91
              0

            
              2001
              8
              2.296
              644090
              655618.812844059
              0.2902
              0.703
              2.814
              0.666
              0.476
              0
              2.367
              2.67
              3.322
              8.606
              2.982
              0

            
              2001
              9
              2.64
              824481
              754243.294466585
              0.335
              0.6581
              2.565
              0.701
              0.567
              0
              2.035
              2.29
              3.093
              7.92
              2.776
              0.4

            
              2001
              10
              2.658
              960890
              760040.248253135
              0.3463
              0.6468
              2.514
              0.717
              0.607
              0
              2.039
              2.34
              3.069
              7.957
              2.805
              0.4

            
              2001
              11
              2.186
              856319
              625538.099711007
              0.3059
              0.6864
              2.692
              0.756
              0.683
              0
              1.853
              2.173
              2.755
              7.212
              3.116
              0.6

            
              2001
              12
              2.168
              972496
              620765.234752974
              0.2942
              0.6984
              2.835
              0.773
              0.671
              0
              1.848
              2.166
              2.788
              7.363
              3.043
              0.6

            
              2002
              1
              2.089
              526899
              598616.278642913
              0.2956
              0.6969
              2.756
              0.738
              0.702
              0
              1.787
              1.996
              2.75
              7.141
              3.032
              0

            
              2002
              2
              2.052
              560179
              588236.853846019
              0.2952
              0.6972
              2.735
              0.735
              0.703
              0
              1.866
              2.115
              2.744
              7.013
              3.095
              0

            
              2002
              3
              2.058
              595597
              590539.517094839
              0.2915
              0.7011
              2.797
              0.716
              0.699
              0
              1.861
              2.137
              2.833
              7.196
              3.069
              0.6

            
              2002
              4
              2.083
              502958
              598060.217352933
              0.2929
              0.6996
              2.799
              0.72
              0.688
              0
              1.827
              2.126
              2.766
              7.353
              3.069
              0.6

            
              2002
              5
              2.062
              440878
              592560.583894821
              0.2935
              0.6993
              2.772
              0.742
              0.693
              0
              1.742
              2.242
              2.887
              7.223
              3.074
              1.2

            
              2002
              6
              2.025
              409742
              582489.968793379
              0.295
              0.6975
              2.58
              0.746
              0.676
              0
              1.762
              2.169
              2.85
              7.388
              3.095
              0.6

            
              2002
              7
              2.044
              424165
              588433.43949774
              0.2931
              0.6996
              2.649
              0.759
              0.654
              0
              1.764
              2.204
              2.839
              7.398
              3.094
              0

            
              2002
              8
              2.045
              580510
              589160.416374577
              0.2966
              0.6959
              2.709
              0.782
              0.655
              0
              1.847
              2.466
              2.894
              7.513
              3.023
              0

            
              2002
              9
              2.02
              618448
              582412.147992626
              0.2984
              0.6942
              2.642
              0.733
              0.669
              0
              1.831
              2.184
              2.848
              7.485
              3.026
              0

            
              2002
              10
              2.024
              727809
              584165.636843745
              0.297
              0.6958
              2.679
              0.753
              0.673
              0
              1.808
              2.176
              2.821
              7.545
              2.975
              0

            
              2002
              11
              2.003
              777943
              578508.344190082
              0.2957
              0.6967
              2.839
              0.767
              0.678
              0
              1.861
              2.345
              2.854
              7.544
              3.078
              0

            
              2002
              12
              2.013
              900877
              581648.21007781
              0.2968
              0.6958
              2.863
              0.747
              0.673
              0
              1.913
              2.239
              2.896
              7.419
              3.043
              0.6

            
              2003
              1
              1.983
              520269
              573493.954294938
              0.2907
              0.7011
              2.833
              0.781
              0.704
              0
              1.943
              2.505
              2.874
              7.477
              3.073
              0.6

            
              2003
              2
              2.038
              575800
              589537.193308282
              0.2966
              0.6954
              2.828
              0.73
              0.679
              0
              1.829
              2.33
              2.976
              7.667
              3.165
              0

            
              2003
              3
              2.058
              608337
              595661.51417579
              0.2965
              0.6957
              2.759
              0.774
              0.681
              0
              1.886
              2.377
              2.872
              7.669
              3.057
              1.2

            
              2003
              4
              2.01
              492720
              581952.035444402
              0.2932
              0.6991
              2.738
              0.79
              0.678
              0
              1.798
              2.245
              2.948
              7.5
              3.072
              0.6

            
              2003
              5
              2.024
              443537
              586532.599641886
              0.2935
              0.6987
              2.767
              0.832
              0.686
              0
              1.812
              2.328
              2.922
              7.587
              3.123
              0

            
              2003
              6
              2.02
              411370
              585988.689814326
              0.2939
              0.6983
              2.773
              0.748
              0.694
              0
              1.807
              2.22
              2.887
              7.574
              3.13
              0

            
              2003
              7
              1.987
              415427
              577104.87941409
              0.2994
              0.6926
              2.79
              0.736
              0.659
              0
              1.853
              2.341
              2.989
              7.638
              3.127
              1.9

            
              2003
              8
              2.029
              560940
              589611.281155582
              0.2992
              0.6926
              2.746
              0.777
              0.648
              0
              1.862
              2.224
              2.937
              7.844
              3.186
              0

            
              2003
              9
              2.013
              617094
              585544.539711295
              0.3032
              0.689
              2.995
              0.693
              0.638
              0
              1.86
              2.275
              2.879
              7.542
              3.116
              0

            
              2003
              10
              2.008
              728364
              584651.128022702
              0.3008
              0.6914
              2.905
              0.745
              0.62
              0
              1.867
              2.429
              2.914
              7.423
              3.08
              0.6

            
              2003
              11
              2.009
              749850
              585325.157418499
              0.2988
              0.6932
              2.943
              0.764
              0.634
              0
              1.825
              2.234
              2.905
              7.133
              2.997
              0.6

            
              2003
              12
              2.032
              932314
              592506.817511624
              0.3005
              0.6915
              2.79
              0.754
              0.615
              0
              1.854
              2.35
              2.955
              7.563
              3.073
              1.2

            
              2004
              1
              2.06
              563813
              601067.197836885
              0.3074
              0.685
              2.764
              0.703
              0.587
              0
              1.752
              2.27
              2.908
              7.457
              3.038
              0

            
              2004
              2
              2.039
              602189
              595128.349188722
              0.3098
              0.6824
              2.7
              0.755
              0.583
              0
              1.867
              2.276
              2.899
              7.441
              3.009
              0.6

            
              2004
              3
              2.039
              613229
              595658.9795132
              0.3112
              0.6809
              2.876
              0.7
              0.574
              0
              1.786
              2.199
              2.895
              7.249
              2.914
              2.3

            
              2004
              4
              2.043
              522581
              597363.276397239
              0.3073
              0.6847
              2.965
              0.735
              0.57
              0
              1.819
              2.269
              2.897
              7.437
              2.948
              1.2

            
              2004
              5
              2.034
              436434
              595160.248094029
              0.309
              0.6832
              2.847
              0.663
              0.534
              0
              1.923
              2.206
              2.832
              7.384
              2.94
              1.2

            
              2004
              6
              2.067
              430735
              605129.722960804
              0.3088
              0.6833
              2.867
              0.745
              0.515
              0
              1.837
              2.149
              2.881
              7.359
              2.971
              0

            
              2004
              7
              2.088
              455593
              611974.069181946
              0.3052
              0.6869
              2.91
              0.781
              0.521
              0
              1.746
              2.186
              2.876
              7.125
              3.103
              0.6

            
              2004
              8
              2.078
              554617
              609591.031341203
              0.3026
              0.6894
              2.881
              0.773
              0.57
              0
              1.818
              2.082
              2.904
              7.136
              3.036
              0

            
              2004
              9
              2.075
              635384
              609170.082414848
              0.3
              0.6924
              2.787
              0.806
              0.593
              0.001
              1.75
              2.047
              2.736
              7.532
              2.976
              2.3

            
              2004
              10
              2.129
              759418
              625365.713762651
              0.3045
              0.6877
              2.772
              0.781
              0.576
              0
              1.78
              2.248
              2.901
              7.214
              2.986
              0

            
              2004
              11
              2.098
              787718
              616939.065299091
              0.3071
              0.6849
              2.838
              0.861
              0.59
              0
              1.826
              2.215
              2.875
              7.495
              2.999
              0

            
              2004
              12
              2.094
              989298
              616072.017161938
              0.3052
              0.6868
              2.867
              0.868
              0.571
              0
              1.784
              2.276
              2.866
              7.471
              2.908
              0

            
              2005
              1
              2.051
              558737
              603775.638035994
              0.3184
              0.6735
              2.869
              0.835
              0.562
              0
              1.805
              2.188
              2.923
              7.645
              2.874
              0.6

            
              2005
              2
              2.114
              626878
              622839.729651157
              0.3196
              0.6724
              2.831
              0.825
              0.548
              0
              1.781
              2.228
              2.789
              7.561
              2.878
              0

            
              2005
              3
              2.107
              646106
              621215.658081325
              0.3212
              0.671
              2.745
              0.898
              0.536
              0
              1.763
              2.19
              2.872
              7.615
              2.891
              0.5

            
              2005
              4
              2.135
              560319
              630006.56294946
              0.3224
              0.67
              2.793
              0.887
              0.512
              0
              1.756
              2.306
              2.832
              7.775
              2.84
              0.5

            
              2005
              5
              2.127
              459848
              627994.332403677
              0.3209
              0.6714
              2.738
              0.858
              0.525
              0
              1.711
              2.129
              2.782
              7.851
              2.784
              1.1

            
              2005
              6
              2.124
              452464
              627662.090650363
              0.3237
              0.668
              2.844
              0.851
              0.514
              0
              1.663
              2.194
              2.913
              7.816
              2.766
              1.6

            
              2005
              7
              2.147
              461922
              635092.990219272
              0.3305
              0.6611
              2.783
              0.861
              0.541
              0.001
              1.68
              2.073
              2.745
              8.24
              2.51
              1.5

            
              2005
              8
              2.149
              574218
              636292.152113837
              0.3323
              0.6597
              2.777
              0.868
              0.536
              0
              1.538
              2.154
              2.729
              8.044
              2.464
              0

            
              2005
              9
              2.217
              682973
              656877.231306834
              0.3523
              0.6392
              2.618
              0.879
              0.514
              0
              2.245
              3.473
              2.91
              8.002
              2.52
              0.4

            
              2005
              10
              2.217
              761274
              657320.22655824
              0.3401
              0.6516
              2.699
              0.832
              0.515
              0
              2.341
              3.001
              2.85
              8.39
              2.574
              1

            
              2005
              11
              2.264
              839675
              671832.387854245
              0.3365
              0.6556
              2.746
              0.795
              0.512
              0
              2.222
              3.045
              2.879
              8.311
              3.712
              1

            
              2005
              12
              2.29
              1103908
              680131.283494593
              0.3291
              0.6629
              2.797
              0.85
              0.533
              0
              2.167
              2.999
              2.901
              8.182
              3.755
              1.4

            
              2006
              1
              2.35
              658550
              698418.972297859
              0.3299
              0.6621
              2.8
              0.779
              0.5
              0.001
              2.205
              2.886
              2.793
              8.052
              3.99
              1.8

            
              2006
              2
              2.306
              700401
              685814.708946359
              0.3265
              0.6659
              2.705
              0.784
              0.493
              0.034
              2.018
              2.743
              2.772
              8.042
              3.755
              7.6

            
              2006
              3
              2.289
              730452
              681297.515317725
              0.3276
              0.6647
              2.701
              0.76
              0.512
              0.001
              2.062
              2.781
              2.744
              8.051
              3.967
              3.4

            
              2006
              4
              2.264
              589939
              674279.040239715
              0.3326
              0.6593
              2.643
              0.74
              0.516
              0.001
              2.048
              2.657
              2.703
              7.992
              3.923
              2.4

            
              2006
              5
              2.227
              506301
              663886.403773228
              0.3348
              0.6573
              2.756
              0.782
              0.529
              0
              2.058
              2.766
              2.847
              8.033
              4.142
              0.5

            
              2006
              6
              2.235
              500223
              666950.805544898
              0.3398
              0.6521
              2.692
              0.762
              0.521
              0.001
              2.053
              2.807
              2.762
              8.133
              4.044
              2.4

            
              2006
              7
              2.232
              485773
              666630.761075355
              0.3423
              0.6493
              2.749
              0.725
              0.493
              0
              2.058
              2.774
              2.87
              8.133
              2.952
              0

            
              2006
              8
              2.3
              617640
              687520.268879152
              0.3446
              0.6468
              2.71
              0.777
              0.48
              0.001
              2.045
              2.533
              2.778
              7.975
              2.852
              2.3

            
              2006
              9
              2.349
              714996
              702721.323897375
              0.3352
              0.6538
              2.731
              0.781
              0.492
              0
              2.071
              2.284
              2.809
              7.969
              2.788
              0.4

            
              2006
              10
              2.316
              760901
              693469.359885808
              0.3428
              0.6487
              2.688
              0.839
              0.503
              0
              1.944
              2.489
              2.803
              7.926
              2.757
              0.9

            
              2006
              11
              2.342
              855183
              701788.143763527
              0.3387
              0.6514
              2.603
              0.841
              0.502
              0
              2.003
              2.431
              2.854
              7.868
              2.806
              1.4

            
              2006
              12
              2.36
              1093884
              707846.285502595
              0.3388
              0.648
              2.711
              0.863
              0.515
              0.001
              1.907
              2.434
              2.83
              7.808
              2.795
              3.1

            
              2007
              1
              2.342
              669125
              702861.321394981
              0.3461
              0.635
              2.416
              0.892
              0.485
              0.011
              1.87
              2.513
              2.872
              7.702
              2.619
              2.1

            
              2007
              2
              2.331
              709081
              699892.79500135
              0.3469
              0.6325
              2.516
              0.889
              0.48
              0
              1.846
              2.36
              2.737
              7.692
              2.578
              0.4

            
              2007
              3
              2.342
              768020
              703736.866250753
              0.3463
              0.6269
              2.541
              0.911
              0.461
              0
              1.768
              2.425
              2.591
              7.693
              2.48
              1.3

            
              2007
              4
              2.389
              637739
              718379.142986857
              0.3542
              0.6177
              2.627
              0.894
              0.435
              0
              1.81
              2.402
              2.729
              7.658
              2.54
              0.8

            
              2007
              5
              2.505
              604445
              754027.412802096
              0.3555
              0.6016
              2.551
              0.844
              0.422
              0.007
              1.699
              2.338
              2.574
              7.423
              2.405
              2.3

            
              2007
              6
              2.544
              604934
              766458.567885545
              0.3562
              0.6021
              2.521
              0.825
              0.448
              0.001
              1.737
              2.345
              2.613
              7.31
              2.411
              1.1

            
              2007
              7
              2.529
              570117
              762641.902125672
              0.3477
              0.6144
              2.497
              0.842
              0.456
              0
              1.819
              2.35
              2.564
              7.472
              2.474
              0.8

            
              2007
              8
              2.44
              674492
              736218.514538545
              0.3599
              0.6258
              3.032
              0.907
              0.476
              0
              1.811
              2.452
              2.723
              7.868
              2.651
              0.4

            
              2007
              9
              2.401
              689675
              725216.130961704
              0.369
              0.6218
              3.84
              0.867
              0.488
              0
              1.842
              2.035
              2.831
              7.835
              2.609
              0.4

            
              2007
              10
              2.348
              764083
              709626.988384274
              0.3672
              0.623
              3.353
              0.889
              0.488
              0
              1.87
              2.547
              2.799
              8.099
              2.546
              1.2

            
              2007
              11
              2.307
              839913
              697840.578600424
              0.3633
              0.6276
              3.229
              0.83
              0.489
              0
              1.904
              2.656
              2.823
              8.108
              2.602
              0

            
              2007
              12
              2.324
              1044136
              703721.65406338
              0.3748
              0.6156
              3.296
              0.88
              0.492
              0
              1.891
              2.617
              2.881
              8.361
              2.662
              0.4

            
              2008
              1
              2.332
              676154
              706607.801112615
              0.3804
              0.6101
              3.526
              0.904
              0.49
              0
              2.023
              2.677
              2.945
              8.536
              2.653
              0.4

            
              2008
              2
              2.305
              755758
              698945.741175321
              0.3807
              0.61
              3.543
              0.988
              0.481
              0.008
              1.771
              2.742
              3.124
              8.355
              2.571
              0.4

            
              2008
              3
              2.345
              771668
              711310.661226028
              0.3851
              0.6049
              3.612
              0.877
              0.467
              0
              1.753
              2.569
              3.292
              8.434
              2.62
              0

            
              2008
              4
              2.362
              657547
              717053.253035131
              0.3904
              0.5999
              3.606
              0.915
              0.472
              0
              1.74
              2.705
              3.249
              8.553
              2.723
              0

            
              2008
              5
              2.438
              614266
              740846.431141264
              0.3906
              0.5986
              3.679
              1.075
              0.461
              0
              1.814
              2.783
              3.301
              8.469
              2.677
              0

            
              2008
              6
              2.447
              558244
              744210.554991535
              0.3947
              0.5946
              3.716
              1.043
              0.472
              0.003
              1.798
              2.655
              3.217
              8.824
              2.677
              0

            
              2008
              7
              2.511
              572069
              764174.308552682
              0.4021
              0.5868
              3.66
              1.079
              0.482
              0
              1.69
              2.616
              3.211
              8.429
              2.678
              0

            
              2008
              8
              2.523
              680681
              768522.298210497
              0.3972
              0.5917
              3.449
              0.989
              0.473
              0
              1.713
              2.7
              3.093
              8.48
              2.529
              0.4

            
              2008
              9
              2.505
              700643
              763556.153690414
              0.3919
              0.5965
              3.289
              1.018
              0.504
              0.006
              1.593
              1.849
              3.064
              8.212
              2.479
              14

            
              2008
              10
              2.676
              879437
              816539.464212806
              0.4023
              0.5856
              3.337
              1.025
              0.514
              0.007
              1.676
              2.871
              2.997
              9.514
              2.628
              15.6

            
              2008
              11
              3.636
              1295266
              1110177.5204832
              0.4475
              0.5386
              3.254
              0.924
              0.419
              0.005
              1.561
              2.803
              2.885
              10.512
              2.611
              11.8

            
              2008
              12
              2.842
              1275509
              868235.608556906
              0.4291
              0.5573
              3.407
              1.035
              0.511
              0.006
              1.637
              2.741
              3.032
              9.316
              2.496
              12.6

            
              2009
              1
              2.92
              895782
              892729.300676716
              0.415
              0.5712
              3.631
              1.09
              0.528
              0.004
              1.66
              2.81
              3.124
              9.236
              2.51
              9.5

            
              2009
              2
              2.888
              957373
              883609.669184607
              0.4134
              0.5727
              3.58
              1.082
              0.576
              0.005
              1.574
              2.638
              2.972
              9.284
              2.506
              11.8

            
              2009
              3
              2.937
              1015839
              899001.766429774
              0.414
              0.5709
              3.683
              1.088
              0.581
              0.004
              1.583
              2.761
              3.061
              9.449
              2.503
              11.5

            
              2009
              4
              2.966
              877288
              908572.464849444
              0.4145
              0.5702
              3.659
              1.083
              0.602
              0.004
              1.648
              2.843
              2.985
              9.743
              2.425
              9.7

            
              2009
              5
              2.8
              704754
              858346.536732032
              0.4098
              0.5734
              3.59
              1.014
              0.64
              0.004
              1.558
              2.736
              3.108
              8.669
              2.369
              8.8

            
              2009
              6
              2.74
              635909
              840451.355167556
              0.4045
              0.5763
              3.615
              1.114
              0.683
              0.004
              1.492
              2.401
              3.025
              8.179
              2.331
              8.5

            
              2009
              7
              2.671
              620482
              820062.698107276
              0.4086
              0.5732
              3.702
              1.103
              0.695
              0.003
              1.515
              2.476
              3.187
              8.107
              2.29
              7.7

            
              2009
              8
              2.649
              712957
              814102.61698776
              0.4142
              0.5682
              3.588
              0.997
              0.651
              0.004
              1.465
              2.386
              3.222
              8.058
              2.384
              9.6

            
              2009
              9
              2.66
              747023
              817941.696543726
              0.415
              0.5675
              3.584
              1.066
              0.626
              0.003
              1.568
              2.602
              3.209
              8.063
              2.367
              7.3

            
              2009
              10
              2.619
              860862
              805948.938788994
              0.4156
              0.5669
              3.569
              1.031
              0.635
              0.004
              1.472
              2.373
              3.207
              8.277
              2.271
              9

            
              2009
              11
              2.554
              891988
              786490.314705027
              0.4176
              0.566
              3.474
              0.949
              0.598
              0.004
              1.392
              2.276
              3.016
              8.309
              2.254
              9.5

            
              2009
              12
              2.501
              1086183
              770712.153621913
              0.4094
              0.5754
              3.494
              0.931
              0.611
              0.003
              1.537
              2.409
              3.072
              8.446
              2.274
              6.5

            
              2010
              1
              2.5
              734877
              771001.744791395
              0.4088
              0.5755
              3.4
              1.004
              0.608
              0.003
              1.452
              2.329
              3.023
              8.339
              2.333
              6.8

            
              2010
              2
              2.537
              859513
              782890.954870881
              0.4139
              0.5708
              3.63
              0.905
              0.556
              0.004
              1.566
              2.493
              3.115
              8.657
              2.324
              9.3

            
              2010
              3
              2.547
              901786
              786442.736552338
              0.4177
              0.5673
              3.437
              1.041
              0.587
              0.004
              1.606
              2.521
              3.097
              8.294
              2.328
              12.4

            
              2010
              4
              2.536
              760904
              783415.24133711
              0.4202
              0.5632
              3.338
              0.999
              0.582
              0.004
              1.505
              2.382
              3.059
              8.063
              2.217
              9.4

            
              2010
              5
              2.593
              646476
              801736.591329197
              0.4241
              0.5584
              3.497
              1.018
              0.58
              0.004
              1.527
              2.358
              2.979
              8.015
              2.26
              7.6

            
              2010
              6
              2.634
              617477
              814822.382500126
              0.4242
              0.5576
              3.674
              1.001
              0.57
              0.004
              1.557
              2.307
              2.979
              8.259
              2.244
              5.9

            
              2010
              7
              2.666
              638855
              824676.575045458
              0.4278
              0.5553
              3.511
              1.031
              0.562
              0.004
              1.549
              2.439
              2.94
              8.431
              2.257
              9.5

            
              2010
              8
              2.709
              740055
              838592.638146972
              0.4287
              0.5544
              3.449
              1.012
              0.581
              0.003
              1.575
              2.42
              3.051
              8.237
              2.247
              6.3

            
              2010
              9
              2.726
              787212
              844558.702777423
              0.4292
              0.5538
              3.471
              0.989
              0.597
              0.004
              1.566
              2.419
              2.949
              8.296
              2.286
              8

            
              2010
              10
              2.718
              873103
              842573.818772696
              0.4316
              0.5515
              3.39
              0.949
              0.586
              0.003
              1.552
              2.489
              2.951
              8.377
              2.347
              7.4

            
              2010
              11
              2.734
              976474
              848248.734255606
              0.4241
              0.5596
              3.378
              0.94
              0.574
              0.003
              1.564
              2.48
              2.909
              8.486
              2.253
              6.3

            
              2010
              12
              2.694
              1196692
              836165.490304618
              0.4246
              0.5606
              3.352
              0.955
              0.552
              0.004
              1.472
              2.468
              2.881
              8.537
              2.272
              7.6

            
              2011
              1
              2.788
              810369
              865974.342897094
              0.4371
              0.548
              3.459
              0.934
              0.567
              0.002
              1.437
              2.546
              2.837
              8.697
              2.264
              4.9

            
              2011
              2
              2.778
              977453
              863482.578971686
              0.429
              0.5553
              3.261
              1
              0.602
              0.004
              1.512
              2.45
              2.874
              8.444
              2.399
              9

            
              2011
              3
              2.887
              1036247
              897646.926535637
              0.4311
              0.5523
              3.504
              1.022
              0.589
              0.004
              1.457
              2.364
              2.776
              8.603
              2.306
              10.2

            
              2011
              4
              2.919
              878875
              908079.647884947
              0.4266
              0.5554
              3.478
              1.025
              0.618
              0.005
              1.44
              2.441
              2.769
              8.584
              2.317
              10.5

            
              2011
              5
              2.94
              722935
              915225.210770532
              0.4275
              0.5531
              3.548
              0.993
              0.615
              0.002
              1.451
              2.416
              2.845
              8.658
              2.401
              3.8

            
              2011
              6
              2.951
              697093
              919300.119475434
              0.4328
              0.5473
              3.354
              0.992
              0.589
              0.002
              1.449
              2.404
              2.981
              8.782
              2.366
              1.6

            
              2011
              7
              2.94
              695482
              916425.427765432
              0.4322
              0.5481
              3.393
              1.014
              0.604
              0
              1.47
              2.397
              2.873
              8.754
              2.391
              0.8

            
              2011
              8
              3.016
              839716
              940798.858172469
              0.4333
              0.5477
              3.328
              1.029
              0.601
              0.002
              1.44
              2.293
              2.856
              8.594
              2.406
              2.9

            
              2011
              9
              3.065
              896750
              956690.966753678
              0.4318
              0.5481
              3.444
              0.988
              0.611
              0.004
              1.517
              2.355
              2.834
              8.861
              2.418
              9.9

            
              2011
              10
              3.099
              971716
              968254.176622843
              0.4354
              0.5459
              3.313
              0.998
              0.591
              0.004
              1.463
              2.252
              2.859
              8.718
              2.283
              9

            
              2011
              11
              3.174
              1142053
              992223.926173829
              0.4334
              0.549
              3.222
              0.973
              0.576
              0.004
              1.477
              2.322
              2.883
              8.578
              2.277
              8.3

            
              2011
              12
              3.24
              1492637
              1013562.01129385
              0.4387
              0.5441
              3.3
              1.009
              0.606
              0.003
              1.403
              2.314
              2.822
              8.518
              2.286
              4.6

            
              2012
              1
              3.272
              949087
              1024306.01835536
              0.4333
              0.5501
              3.438
              0.9
              0.619
              0.004
              1.404
              2.234
              2.836
              8.564
              2.308
              10.4

            
              2012
              2
              3.381
              1283994
              1058745.68691571
              0.4311
              0.5504
              3.408
              1.123
              0.648
              0.004
              1.391
              2.388
              2.834
              8.635
              2.29
              8.6

            
              2012
              3
              3.333
              1236708
              1044275.40315662
              0.4339
              0.5475
              3.266
              1.081
              0.653
              0.003
              1.379
              2.393
              2.855
              8.67
              2.29
              8

            
              2012
              4
              3.368
              969073
              1056042.63244968
              0.4341
              0.5472
              3.358
              1.054
              0.685
              0.003
              1.391
              2.33
              2.926
              8.645
              2.287
              6.5

            
              2012
              5
              3.487
              864048
              1093991.55620568
              0.4326
              0.5475
              3.338
              1.087
              0.695
              0.003
              1.45
              2.333
              2.889
              8.552
              2.299
              5.9

            
              2012
              6
              3.579
              863540
              1123374.84454758
              0.4364
              0.5435
              3.417
              1.04
              0.677
              0.003
              1.455
              2.359
              2.923
              8.696
              2.343
              3.9

            
              2012
              7
              3.743
              876658
              1175599.05904901
              0.4394
              0.5405
              3.517
              1.056
              0.692
              0.004
              1.435
              2.276
              2.934
              8.764
              2.324
              8.5

            
              2012
              8
              3.72
              1065797
              1169424.29746954
              0.4509
              0.5266
              3.485
              1.128
              0.706
              0.004
              1.459
              2.281
              2.91
              8.9
              2.293
              7.6

            
              2012
              9
              3.624
              1035866
              1140109.47365688
              0.4588
              0.5187
              3.558
              1.085
              0.726
              0.003
              1.437
              2.284
              2.927
              8.986
              2.293
              6.1

            
              2012
              10
              3.657
              1145383
              1151282.63020336
              0.4565
              0.5197
              3.475
              1.094
              0.621
              0.005
              1.484
              2.301
              2.997
              9.018
              2.329
              10.5

            
              2012
              11
              4.239
              1586365
              1335269.34355467
              0.4501
              0.524
              3.336
              1.07
              0.642
              0.004
              1.411
              2.37
              2.891
              8.524
              2.222
              6.7

            
              2012
              12
              5.211
              2388128
              1642514.34565992
              0.4654
              0.5042
              3.549
              0.932
              0.567
              0.003
              1.271
              2.158
              2.895
              8.705
              2.215
              7

            
              2013
              1
              6.388
              1898361
              2014801.00354595
              0.4786
              0.5
              3.494
              0.903
              0.629
              0.003
              1.42
              2.495
              3.01
              8.929
              2.319
              6.1

            
              2013
              2
              4.421
              1683831
              1395078.90712441
              0.4396
              0.5371
              3.463
              1.152
              0.684
              0.005
              1.403
              2.493
              2.937
              8.744
              2.161
              10

            
              2013
              3
              4.229
              1570309
              1335276.49572162
              0.4335
              0.5419
              3.475
              1.254
              0.684
              0.004
              1.449
              2.534
              3.083
              8.94
              2.178
              8.8

            
              2013
              4
              4.174
              1233693
              1318650.70973713
              0.4333
              0.5416
              3.454
              1.28
              0.668
              0.004
              1.473
              2.647
              3
              9.031
              2.225
              7.7

            
              2013
              5
              3.954
              1002530
              1249800.5542815
              0.4374
              0.5388
              3.506
              1.506
              1.113
              0.004
              1.421
              2.661
              3.088
              8.846
              2.165
              6.8

            
              2013
              6
              3.833
              895004
              1212267.34564623
              0.4442
              0.5323
              3.326
              1.5
              1.141
              0.003
              1.387
              2.214
              2.926
              8.497
              2.13
              5

            
              2013
              7
              3.709
              873326
              1173824.08063034
              0.4561
              0.5207
              3.442
              1.558
              1.058
              0.003
              1.412
              2.29
              3.15
              8.809
              2.229
              6.2

            
              2013
              8
              3.657
              1051849
              1158312.86070496
              0.4575
              0.5189
              3.393
              1.635
              0.978
              0.004
              1.463
              2.324
              3.067
              8.831
              2.202
              6.7

            
              2013
              9
              3.696
              1062375
              1171496.83577116
              0.4668
              0.509
              3.348
              5.443
              0.899
              0.003
              1.393
              2.133
              2.965
              8.563
              2.113
              6.5

            
              2013
              10
              3.576
              1136984
              1134165.12694473
              0.4672
              0.5083
              3.342
              1.876
              0.882
              0.003
              1.422
              2.283
              3.116
              8.975
              2.254
              7.2

            
              2013
              11
              3.518
              1349147
              1116533.95181234
              0.4623
              0.5129
              3.164
              1.208
              0.857
              0.004
              1.382
              2.443
              2.932
              8.625
              2.23
              6.3

            
              2013
              12
              3.477
              1593243
              1104310.33835028
              0.4531
              0.5204
              3.288
              1.335
              0.8
              0.004
              1.336
              2.299
              3.041
              8.601
              2.25
              6.9

            
              2014
              1
              3.35
              989086
              1064535.28452294
              0.4589
              0.513
              3.23
              1.709
              0.823
              0.004
              1.358
              2.406
              2.955
              8.792
              2.145
              10.7

            
              2014
              2
              3.404
              1267296
              1082240.06878775
              0.4885
              0.4817
              3.347
              1.492
              0.799
              0.003
              1.402
              2.509
              3.013
              8.806
              2.201
              5.2

            
              2014
              3
              3.487
              1263579
              1109070.22911241
              0.5001
              0.4693
              3.293
              1.298
              0.802
              0.004
              1.42
              2.471
              3.032
              8.609
              2.307
              8.7

            
              2014
              4
              3.476
              1013644
              1106212.10840047
              0.508
              0.4616
              3.394
              0.842
              0.788
              0.004
              1.423
              2.465
              3.148
              8.709
              2.356
              5.9

            
              2014
              5
              3.43
              888295
              1092187.54038832
              0.5088
              0.4595
              3.312
              0.798
              0.772
              0.004
              1.425
              2.566
              3.002
              8.644
              2.376
              5.6

            
              2014
              6
              3.45
              814717
              1099300.1396451
              0.5074
              0.4615
              3.473
              0.807
              0.73
              0.003
              1.462
              2.416
              3.175
              8.828
              2.393
              4

            
              2014
              7
              3.405
              821633
              1085591.60682943
              0.5073
              0.4614
              3.351
              0.775
              0.753
              0.005
              1.376
              2.218
              2.957
              8.849
              2.288
              8.7

            
              2014
              8
              3.502
              1000126
              1117269.23867073
              0.5181
              0.4507
              3.691
              0.819
              0.736
              0.005
              1.368
              2.253
              2.941
              9.02
              2.325
              8.1

            
              2014
              9
              3.525
              1042762
              1125537.01949218
              0.5187
              0.4508
              3.573
              0.826
              0.724
              0.005
              2.076
              2.369
              3.124
              8.959
              2.418
              8.6

            
              2014
              10
              3.61
              1192950
              1153427.98092031
              0.5279
              0.4407
              3.618
              0.781
              0.689
              0.005
              1.415
              2.348
              3.067
              8.961
              2.399
              8.9

            
              2014
              11
              3.564
              1373639
              1139656.85951521
              0.5233
              0.4442
              3.944
              0.832
              0.675
              0.005
              1.368
              2.389
              3.098
              8.969
              2.405
              7.6

            
              2014
              12
              3.556
              1700097
              1137746.52091561
              0.5337
              0.4283
              3.677
              0.79
              0.707
              0.005
              1.412
              2.331
              3.085
              8.91
              2.383
              8.7

            
              2015
              1
              3.548
              1068401
              1135555.27896473
              0.5288
              0.4379
              3.632
              0.667
              0.701
              0.005
              1.474
              2.431
              3.193
              8.746
              2.486
              9.9

            
              2015
              2
              3.501
              1289868
              1121242.59947679
              0.5172
              0.4486
              3.582
              0.718
              0.703
              0.005
              1.556
              2.379
              3.23
              8.878
              2.516
              9.8

            
              2015
              3
              3.49
              1224151
              1118358.54160306
              0.5202
              0.4466
              3.601
              0.798
              0.707
              0.005
              1.541
              2.438
              3.134
              8.996
              2.447
              11.8

            
              2015
              4
              3.506
              1009453
              1124156.76113145
              0.5268
              0.4406
              3.492
              0.814
              0.684
              0.005
              1.535
              2.411
              3.177
              8.877
              2.416
              8.9

            
              2015
              5
              3.648
              934221
              1170150.94090772
              0.5383
              0.43
              3.543
              0.775
              0.652
              0.006
              1.545
              2.406
              3.276
              9.095
              2.415
              8.5

            
              2015
              6
              3.685
              897530
              1182674.24674782
              0.546
              0.4219
              3.541
              0.82
              0.674
              0.006
              1.538
              2.377
              3.232
              9.077
              2.477
              7.5

            
              2015
              7
              3.774
              955705
              1212289.4714257
              0.5513
              0.4163
              3.542
              0.827
              0.663
              0.006
              1.627
              2.501
              3.367
              8.77
              2.52
              9.4

            
              2015
              8
              3.702
              1051786
              1189787.4574138
              0.5491
              0.418
              3.304
              0.784
              0.669
              0.006
              1.578
              2.566
              3.47
              8.653
              2.521
              10.6

            
              2015
              9
              3.706
              1087489
              1192112.72093817
              0.5556
              0.4105
              3.354
              0.809
              0.64
              0.004
              2.253
              2.554
              3.412
              8.843
              2.539
              6.4

            
              2015
              10
              3.696
              1224926
              1189756.27713164
              0.5611
              0.4045
              3.39
              0.848
              0.655
              0.006
              1.533
              2.38
              3.36
              8.638
              2.451
              10.4

            
              2015
              11
              3.823
              1485086
              1231424.44790407
              0.5752
              0.3923
              3.3
              0.791
              0.679
              0.006
              1.526
              2.378
              3.365
              8.616
              2.436
              8

## index.html
<!DOCTYPE html>
<head>
  <meta charset="utf-8">
  <link rel="stylesheet" href="stl.css">
  <link href='http://fonts.googleapis.com/css?family=Raleway:400,700' rel='stylesheet' type='text/css'>
</head>
<body>
  <div>Seasonal Decomposition</div>
  <div class="vis"></div>
  <script src="https://cdnjs.cloudflare.com/ajax/libs/d3/3.5.5/d3.min.js"></script>
  <script src="stl.js"></script>
</body>

## seasonality.rmd
Decompose a weekly time series
========================================================

Read in a weekly time series and set up so that it's

```{r}
gunData <- read.csv("learninghtml/webProjects/visualizeSTL/gunSalesMonthlyOrig.csv", header = TRUE, as.is = TRUE)
gunDataLimited <- gunData[c("guns_total")]
```

convert data to "time series" format, using the values, a frequency, and a starting value. The frequency determines how the function will read the start value. Here it is expecting the 14th week of 1993.
```{r}
dfTS <- ts(gunDataLimited$guns_total, frequency = 12, start = c(2000, 1))
```

Run the STL decomposition.
Note: change s.window to be 6, 10, etc
Can also change t.window
```{r}
output <- stl(dfTS, s.window=6, robust=TRUE)
```

and plot it
```{r fig.width=7, fig.height=6}
plot(output)
```

save the output
```{r}
write.csv(as.data.frame(output$time.series), "learninghtml/webProjects/visualizeSTL/stloutput.csv", quote = FALSE, row.names = FALSE)
```


// look at seasonality from NYT project
```{r}
gunData <- read.csv("learninghtml/webProjects/visualizeSTL/gunSalesMonthlyOrig.csv", header = TRUE, as.is = TRUE)
gunData$seasonal <- gunData$guns_total - gunData$guns_total_seas
ggplot(gunData, aes(x = month, color = factor(year), y = seasonal, group = factor(year))) + geom_line() + theme_bw()

ggplot(gunData, aes(x = year, color = factor(month), y = seasonal, group = factor(month))) + geom_line() + theme_bw()
```

## stl.css
.hidden {
  display: none;
}
body {
  font: 10px sans-serif;
}
.axis path,
.axis line {
  fill: none;
  stroke: #000;
  shape-rendering: crispEdges;
}
.line {
  fill: none;
  stroke-width: 2px;
}
.annualPaths {
  stroke-width: 1px;
  fill: none;
}

/*
.residual {
  stroke: #000;
  opacity: 0.3;
  stroke-width: 2px;
}
.seasonal {
  stroke: #f00;
  opacity: 0.5;
  stroke-width: 2px;
}
*/

## stl.js
"use strict";

// date helpers
var startDate = new Date(2000, 0, 1)
var interval = 1

// since data comes in without date information -> need start date and intervals
var getDateByWeeksSinceStart = function(months) {
  var dat = new Date(startDate)
  dat.setMonth(dat.getMonth() + interval * months)
  return dat
}

// general parameters
var margin = {
    top: 100,
    right: 50,
    bottom: 400,
    left: 100
  },
  mainChartWidth = 1000,
  width = 1400 - margin.left - margin.right,
  height = 1200 - margin.top - margin.bottom;

var chartHeight = 150;
var chartSep = 30;

// dataset information
var dataSetHelpers = {
  'guns': {
    'title': 'Monthly Gun Sales, United States',
    'startDate': new Date(2000, 0, 1),
  }
}

// chart specific paramenters
var params = {
  'original': {
    yChartOffset: 0,
    name: 'Original Timeseries',
    color: 'black'
  },
  'trend': {
    yChartOffset: 200,
    name: 'Trend',
    color: '#103392'
  },
  'seasonal': {
    yChartOffset: 400,
    name: 'Seasonality',
    color: '#0f3431'
  },
  'remainder': {
    yChartOffset: 600,
    name: 'Remainder (variation from seasonal/trend patterns)',
    color: '#793131'
  }
}

// formatting helpers
var formatDate = d3.time.format("%d-%b-%y");
var monthFormat = function(month) {
  var monthLookup = ['Jan', 'Feb', 'Mar', 'Apr', 'May', 'Jun', 'Jul', 'Aug', 'Sep', 'Oct', 'Nov', 'Dec']
  return monthLookup[month]
}

var x = d3.time.scale()
  .range([0, mainChartWidth]);

var getXAxis = function(scale) {
  return d3.svg.axis()
    .scale(scale)
    .orient("bottom");
}

var getYAxis = function(scale) {
  return d3.svg.axis()
    .scale(scale)
    .orient("left")
    .tickFormat(d3.format(".2s"));
}

var getLine = function(className, yScale) {
  return d3.svg.line().x(function(d) {
    return x(d.date)
  }).y(function(d) {
    return yScale(d[className])
  })
}

var getAnnualLine = function(className, xScale, yScale) {
  return d3.svg.line().x(function(d) {
    return xScale(d.date.getMonth())
  }).y(function(d) {
    return yScale(d[className])
  })
}

// svg setup
var svg = d3.select("body").append("svg")
  .attr("width", width + margin.left + margin.right)
  .attr("height", height + margin.top + margin.bottom)
  .append("g")
  .attr("transform", "translate(" + margin.left + "," + margin.top + ")");

d3.csv("stloutput.csv", function(error, data) {
  if (error) throw error;

  // manage data
  data.forEach(function(data, i) {
    data.remainder = +data.remainder;
    data.seasonal = +data.seasonal;
    data.trend = +data.trend
    data.original = data.remainder + data.seasonal + data.trend;
    data.date = getDateByWeeksSinceStart(i)
  })

  // nest data by year for annual charts
  var annualNested = d3.nest()
    .key(function(d) {
      return d.date.getFullYear()
    })
    .entries(data)

  // date min to date max
  x.domain(d3.extent(data, function(d) {
    return d.date;
  }));

  // 0 to max for y: note - assume min value of 0 for time series
  var domainExtent = [0, d3.max(data, function(d) {
    return d.original;
  })];

  // shift it so that 0 is in the middle, for seasonal & remainder
  var midDomainExtent = [-domainExtent[1] / 2, domainExtent[1] / 2]

  var drawChart = function(svg, className) {
    var chartParams = params[className];
    // everything
    var chart = svg.append("g").attr("class", className)

    var minValue = d3.min(data, function(d) {
      return d[className]
    })

    var yDomain = minValue > 0 ? domainExtent : midDomainExtent

    var yFunction = d3.scale.linear()
      .range([chartHeight + chartParams.yChartOffset, chartParams.yChartOffset])
      .domain(yDomain);

    chart.append("g").attr("class", "x axis")
      .attr("transform", "translate(0," + yFunction(0) + ")")
      .call(getXAxis(x));

    chart.append("g").attr("class", "y axis")
      .call(getYAxis(yFunction))
      .append("text")
      .attr("transform", "translate(" + 4 + "," + yFunction.range()[1] + ")")
      .attr("dy", ".71em")
      .style("text-anchor", "start")
      .text(params[className].name);

    chart.append("g").attr("class", "fullPaths")
      .append("path")
      .datum(data)
      .attr("class", "line")
      .attr("stroke", params[className].color)
      .attr("d", getLine(className, yFunction))
  }

  var drawRemainder = function(svg, className) {
    var chartParams = params[className];
    // everything
    var chart = svg.append("g").attr("class", className)

    var minValue = d3.min(data, function(d) {
      return d[className]
    })

    var yDomain = minValue > 0 ? domainExtent : midDomainExtent

    var yFunction = d3.scale.linear()
      .range([chartHeight + chartParams.yChartOffset, chartParams.yChartOffset])
      .domain(yDomain);

    chart.append("g").attr("class", "fullPaths")
      .selectAll(".remainderBars")
      .data(data)
      .enter()
      .append("line")
      .attr("stroke", params[className].color)
      .attr({
        "x1": function(d) {
          return x(d.date);
        },
        "x2": function(d) {
          return x(d.date);
        },
        "y1": function(d) {
          return yFunction(0);
        },
        "y2": function(d) {
          return yFunction(d[className]);
        },
        "stroke-width": 3,
        "opacity": .5
      })
  }


  var drawOverlayChart = function(svg, className) {
    var chartParams = params[className];
    // everything
    var chart = svg.append("g").attr("class", className)

    var minValue = d3.min(data, function(d) {
      return d[className]
    })

    var oneYearWidth = (x(startDate.getTime() + 24 * 60 * 60 * 1000 * 365) - x(startDate)) * 2;
    console.log(oneYearWidth)
    var xOneYear = d3.scale.linear().domain([0, 11]).range([mainChartWidth + chartSep, mainChartWidth + chartSep + oneYearWidth])
    var colorByYear = d3.scale.linear()
      .domain([x.domain()[0].getFullYear(), x.domain()[1].getFullYear()])
      .range([-5, 0])

    var yDomain = minValue > 0 ? domainExtent : midDomainExtent

    var yFunction = d3.scale.linear()
      .range([chartHeight + chartParams.yChartOffset, chartParams.yChartOffset])
      .domain(yDomain);

    console.log(yDomain)

    chart.append("g").attr("class", "x axis")
      .attr("transform", "translate(0," + yFunction(0) + ")")
      .call(getXAxis(xOneYear).tickFormat(monthFormat).tickValues([0, 3, 6, 9]));


    chart.append("g").attr("class", "y axis")
      .attr("transform", "translate(" + (mainChartWidth + chartSep) + ",0)")
      .call(getYAxis(yFunction).tickFormat(""))


    chart.append("g").attr("class", "data")
      .selectAll(".annualPaths")
      .data(annualNested)
      .enter()
      .append("path")
      .datum(function(d) {
        return d.values
      })
      .attr("stroke", function(d) {
        return d3.hcl(params[className].color).darker(colorByYear(d[0].date.getFullYear()))
      })
      .attr("class", "annualPaths")
      .attr("d", getAnnualLine(className, xOneYear, yFunction))
  }

  // draw them!
  drawChart(svg, 'original')
  drawChart(svg, 'trend')
  drawChart(svg, 'seasonal')
  drawChart(svg, 'remainder')
  drawRemainder(svg, 'remainder')

  drawOverlayChart(svg, 'original')
  drawOverlayChart(svg, 'trend')
  drawOverlayChart(svg, 'seasonal')
  drawOverlayChart(svg, 'remainder')

});

## stl.styl
.hidden
	display: none

body
	font: 10px sans-serif;

.axis path,

.axis line
	fill: none
	stroke: #000
	shape-rendering: crispEdges

.line
	fill: none
	stroke: darkblue
	stroke-width: 1.5px

.minusSeasonal
	fill: steelblue
	stroke: none
	opacity: .5

.minusSeasonalLine
	fill: none
	stroke: darkblue
	stroke-width: 1px
	opacity: 1
/*

.residual
	stroke: black
	opacity: .3
	stroke-width: 2px

.seasonal
	stroke: red
	opacity: .5
	stroke-width: 2px
	*/

## stloutput.csv

          
            seasonal
            trend
            remainder

            
              -74882.458333205
              666032.601884754
              -16199.1435515491

            
              -22174.4273991801
              663912.440165694
              7372.98723348603

            
              6714.50639912742
              661792.278446634
              -3884.78484576149

            
              -101041.16036918
              659672.116727574
              -5665.956358394

            
              -165200.399487483
              657551.955008514
              -24639.5555210308

            
              -174366.319005639
              655431.793289454
              -1817.47428381455

            
              -168992.759506004
              653279.321116635
              -4267.56161063118

            
              -20800.9935360497
              651126.848943817
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year	month	guns_total_per_1000	guns_total	guns_total_seas	handgun_share	longgun_share	missouri	maryland	new_jersey	district_of_columbia	mississippi	louisiana	alabama	texas	georgia	dc_handguns_per_100k_national_sales
2000	1	2.332	574951	655088.710685556	0.3183	0.6749	2.71	0.636	0.469	0	2.391	2.506	3.14	8.164	3.075	2.1
2000	2	2.344	649111	658925.860865386	0.3178	0.6755	2.728	0.642	0.475	0	2.394	2.493	3.122	8.274	3.045	0.5
2000	3	2.335	664622	657021.995131628	0.3202	0.6728	2.668	0.644	0.493	0	2.339	2.447	3.071	8.443	3.067	1
2000	4	2.342	552965	659698.47505256	0.3188	0.6741	2.743	0.687	0.517	0	2.422	2.601	3.188	8.451	3.171	1.5
2000	5	2.297	467712	647409.449152669	0.3148	0.6775	2.739	0.678	0.525	0	2.453	2.538	3.179	8.506	3.092	1.1
2000	6	2.319	479248	654262.383350558	0.3139	0.6791	2.823	0.651	0.551	0	2.473	2.48	3.167	8.519	3.072	0
2000	7	2.318	480019	654534.577614929	0.3116	0.6815	2.712	0.709	0.559	0	2.425	2.457	3.139	8.42	3.111	0.5
2000	8	2.277	618567	643789.807536772	0.3117	0.6815	2.61	0.678	0.564	0	2.361	2.372	3.207	8.319	3.084	0.5
2000	9	2.296	735382	649780.116168394	0.3125	0.681	2.59	0.679	0.551	0	2.431	2.545	3.181	8.122	2.998	0
2000	10	2.26	792515	640060.083551654	0.3059	0.6874	2.662	0.639	0.537	0	2.355	2.501	3.16	8.261	2.964	0
2000	11	2.268	860882	642786.391980319	0.3112	0.6823	2.785	0.687	0.556	0	2.274	2.49	3.165	8.347	3.087	1.6
2000	12	2.229	984623	632222.811033611	0.3199	0.6732	2.607	0.67	0.555	0	2.188	2.371	3.062	8.08	3.118	0
2001	1	2.281	568018	647477.263850822	0.3098	0.6834	2.692	0.684	0.55	0	2.258	2.411	3.171	8.448	3.076	0
2001	2	2.257	609012	641015.457851532	0.3015	0.6918	2.743	0.706	0.54	0	2.338	2.501	3.23	8.465	3.012	0.6
2001	3	2.239	647260	636447.301249551	0.2996	0.6937	2.723	0.712	0.515	0	2.391	2.564	3.306	8.361	3.079	1.7
2001	4	2.229	523525	634043.48517237	0.299	0.6943	2.635	0.652	0.507	0	2.341	2.378	3.241	8.202	2.912	1.1
2001	5	2.28	471943	649064.240082653	0.3019	0.6918	2.652	0.652	0.497	0	2.331	2.439	3.239	8.345	2.944	1.1
2001	6	2.275	473600	648284.426755317	0.2977	0.6957	2.72	0.738	0.47	0	2.402	2.645	3.32	8.347	2.942	0
2001	7	2.266	464279	646393.604778741	0.2952	0.698	2.782	0.662	0.473	0	2.362	2.561	3.358	8.5	2.91	0
2001	8	2.296	644090	655618.812844059	0.2902	0.703	2.814	0.666	0.476	0	2.367	2.67	3.322	8.606	2.982	0
2001	9	2.64	824481	754243.294466585	0.335	0.6581	2.565	0.701	0.567	0	2.035	2.29	3.093	7.92	2.776	0.4
2001	10	2.658	960890	760040.248253135	0.3463	0.6468	2.514	0.717	0.607	0	2.039	2.34	3.069	7.957	2.805	0.4
2001	11	2.186	856319	625538.099711007	0.3059	0.6864	2.692	0.756	0.683	0	1.853	2.173	2.755	7.212	3.116	0.6
2001	12	2.168	972496	620765.234752974	0.2942	0.6984	2.835	0.773	0.671	0	1.848	2.166	2.788	7.363	3.043	0.6
2002	1	2.089	526899	598616.278642913	0.2956	0.6969	2.756	0.738	0.702	0	1.787	1.996	2.75	7.141	3.032	0
2002	2	2.052	560179	588236.853846019	0.2952	0.6972	2.735	0.735	0.703	0	1.866	2.115	2.744	7.013	3.095	0
2002	3	2.058	595597	590539.517094839	0.2915	0.7011	2.797	0.716	0.699	0	1.861	2.137	2.833	7.196	3.069	0.6
2002	4	2.083	502958	598060.217352933	0.2929	0.6996	2.799	0.72	0.688	0	1.827	2.126	2.766	7.353	3.069	0.6
2002	5	2.062	440878	592560.583894821	0.2935	0.6993	2.772	0.742	0.693	0	1.742	2.242	2.887	7.223	3.074	1.2
2002	6	2.025	409742	582489.968793379	0.295	0.6975	2.58	0.746	0.676	0	1.762	2.169	2.85	7.388	3.095	0.6
2002	7	2.044	424165	588433.43949774	0.2931	0.6996	2.649	0.759	0.654	0	1.764	2.204	2.839	7.398	3.094	0
2002	8	2.045	580510	589160.416374577	0.2966	0.6959	2.709	0.782	0.655	0	1.847	2.466	2.894	7.513	3.023	0
2002	9	2.02	618448	582412.147992626	0.2984	0.6942	2.642	0.733	0.669	0	1.831	2.184	2.848	7.485	3.026	0
2002	10	2.024	727809	584165.636843745	0.297	0.6958	2.679	0.753	0.673	0	1.808	2.176	2.821	7.545	2.975	0
2002	11	2.003	777943	578508.344190082	0.2957	0.6967	2.839	0.767	0.678	0	1.861	2.345	2.854	7.544	3.078	0
2002	12	2.013	900877	581648.21007781	0.2968	0.6958	2.863	0.747	0.673	0	1.913	2.239	2.896	7.419	3.043	0.6
2003	1	1.983	520269	573493.954294938	0.2907	0.7011	2.833	0.781	0.704	0	1.943	2.505	2.874	7.477	3.073	0.6
2003	2	2.038	575800	589537.193308282	0.2966	0.6954	2.828	0.73	0.679	0	1.829	2.33	2.976	7.667	3.165	0
2003	3	2.058	608337	595661.51417579	0.2965	0.6957	2.759	0.774	0.681	0	1.886	2.377	2.872	7.669	3.057	1.2
2003	4	2.01	492720	581952.035444402	0.2932	0.6991	2.738	0.79	0.678	0	1.798	2.245	2.948	7.5	3.072	0.6
2003	5	2.024	443537	586532.599641886	0.2935	0.6987	2.767	0.832	0.686	0	1.812	2.328	2.922	7.587	3.123	0
2003	6	2.02	411370	585988.689814326	0.2939	0.6983	2.773	0.748	0.694	0	1.807	2.22	2.887	7.574	3.13	0
2003	7	1.987	415427	577104.87941409	0.2994	0.6926	2.79	0.736	0.659	0	1.853	2.341	2.989	7.638	3.127	1.9
2003	8	2.029	560940	589611.281155582	0.2992	0.6926	2.746	0.777	0.648	0	1.862	2.224	2.937	7.844	3.186	0
2003	9	2.013	617094	585544.539711295	0.3032	0.689	2.995	0.693	0.638	0	1.86	2.275	2.879	7.542	3.116	0
2003	10	2.008	728364	584651.128022702	0.3008	0.6914	2.905	0.745	0.62	0	1.867	2.429	2.914	7.423	3.08	0.6
2003	11	2.009	749850	585325.157418499	0.2988	0.6932	2.943	0.764	0.634	0	1.825	2.234	2.905	7.133	2.997	0.6
2003	12	2.032	932314	592506.817511624	0.3005	0.6915	2.79	0.754	0.615	0	1.854	2.35	2.955	7.563	3.073	1.2
2004	1	2.06	563813	601067.197836885	0.3074	0.685	2.764	0.703	0.587	0	1.752	2.27	2.908	7.457	3.038	0
2004	2	2.039	602189	595128.349188722	0.3098	0.6824	2.7	0.755	0.583	0	1.867	2.276	2.899	7.441	3.009	0.6
2004	3	2.039	613229	595658.9795132	0.3112	0.6809	2.876	0.7	0.574	0	1.786	2.199	2.895	7.249	2.914	2.3
2004	4	2.043	522581	597363.276397239	0.3073	0.6847	2.965	0.735	0.57	0	1.819	2.269	2.897	7.437	2.948	1.2
2004	5	2.034	436434	595160.248094029	0.309	0.6832	2.847	0.663	0.534	0	1.923	2.206	2.832	7.384	2.94	1.2
2004	6	2.067	430735	605129.722960804	0.3088	0.6833	2.867	0.745	0.515	0	1.837	2.149	2.881	7.359	2.971	0
2004	7	2.088	455593	611974.069181946	0.3052	0.6869	2.91	0.781	0.521	0	1.746	2.186	2.876	7.125	3.103	0.6
2004	8	2.078	554617	609591.031341203	0.3026	0.6894	2.881	0.773	0.57	0	1.818	2.082	2.904	7.136	3.036	0
2004	9	2.075	635384	609170.082414848	0.3	0.6924	2.787	0.806	0.593	0.001	1.75	2.047	2.736	7.532	2.976	2.3
2004	10	2.129	759418	625365.713762651	0.3045	0.6877	2.772	0.781	0.576	0	1.78	2.248	2.901	7.214	2.986	0
2004	11	2.098	787718	616939.065299091	0.3071	0.6849	2.838	0.861	0.59	0	1.826	2.215	2.875	7.495	2.999	0
2004	12	2.094	989298	616072.017161938	0.3052	0.6868	2.867	0.868	0.571	0	1.784	2.276	2.866	7.471	2.908	0
2005	1	2.051	558737	603775.638035994	0.3184	0.6735	2.869	0.835	0.562	0	1.805	2.188	2.923	7.645	2.874	0.6
2005	2	2.114	626878	622839.729651157	0.3196	0.6724	2.831	0.825	0.548	0	1.781	2.228	2.789	7.561	2.878	0
2005	3	2.107	646106	621215.658081325	0.3212	0.671	2.745	0.898	0.536	0	1.763	2.19	2.872	7.615	2.891	0.5
2005	4	2.135	560319	630006.56294946	0.3224	0.67	2.793	0.887	0.512	0	1.756	2.306	2.832	7.775	2.84	0.5
2005	5	2.127	459848	627994.332403677	0.3209	0.6714	2.738	0.858	0.525	0	1.711	2.129	2.782	7.851	2.784	1.1
2005	6	2.124	452464	627662.090650363	0.3237	0.668	2.844	0.851	0.514	0	1.663	2.194	2.913	7.816	2.766	1.6
2005	7	2.147	461922	635092.990219272	0.3305	0.6611	2.783	0.861	0.541	0.001	1.68	2.073	2.745	8.24	2.51	1.5
2005	8	2.149	574218	636292.152113837	0.3323	0.6597	2.777	0.868	0.536	0	1.538	2.154	2.729	8.044	2.464	0
2005	9	2.217	682973	656877.231306834	0.3523	0.6392	2.618	0.879	0.514	0	2.245	3.473	2.91	8.002	2.52	0.4
2005	10	2.217	761274	657320.22655824	0.3401	0.6516	2.699	0.832	0.515	0	2.341	3.001	2.85	8.39	2.574	1
2005	11	2.264	839675	671832.387854245	0.3365	0.6556	2.746	0.795	0.512	0	2.222	3.045	2.879	8.311	3.712	1
2005	12	2.29	1103908	680131.283494593	0.3291	0.6629	2.797	0.85	0.533	0	2.167	2.999	2.901	8.182	3.755	1.4
2006	1	2.35	658550	698418.972297859	0.3299	0.6621	2.8	0.779	0.5	0.001	2.205	2.886	2.793	8.052	3.99	1.8
2006	2	2.306	700401	685814.708946359	0.3265	0.6659	2.705	0.784	0.493	0.034	2.018	2.743	2.772	8.042	3.755	7.6
2006	3	2.289	730452	681297.515317725	0.3276	0.6647	2.701	0.76	0.512	0.001	2.062	2.781	2.744	8.051	3.967	3.4
2006	4	2.264	589939	674279.040239715	0.3326	0.6593	2.643	0.74	0.516	0.001	2.048	2.657	2.703	7.992	3.923	2.4
2006	5	2.227	506301	663886.403773228	0.3348	0.6573	2.756	0.782	0.529	0	2.058	2.766	2.847	8.033	4.142	0.5
2006	6	2.235	500223	666950.805544898	0.3398	0.6521	2.692	0.762	0.521	0.001	2.053	2.807	2.762	8.133	4.044	2.4
2006	7	2.232	485773	666630.761075355	0.3423	0.6493	2.749	0.725	0.493	0	2.058	2.774	2.87	8.133	2.952	0
2006	8	2.3	617640	687520.268879152	0.3446	0.6468	2.71	0.777	0.48	0.001	2.045	2.533	2.778	7.975	2.852	2.3
2006	9	2.349	714996	702721.323897375	0.3352	0.6538	2.731	0.781	0.492	0	2.071	2.284	2.809	7.969	2.788	0.4
2006	10	2.316	760901	693469.359885808	0.3428	0.6487	2.688	0.839	0.503	0	1.944	2.489	2.803	7.926	2.757	0.9
2006	11	2.342	855183	701788.143763527	0.3387	0.6514	2.603	0.841	0.502	0	2.003	2.431	2.854	7.868	2.806	1.4
2006	12	2.36	1093884	707846.285502595	0.3388	0.648	2.711	0.863	0.515	0.001	1.907	2.434	2.83	7.808	2.795	3.1
2007	1	2.342	669125	702861.321394981	0.3461	0.635	2.416	0.892	0.485	0.011	1.87	2.513	2.872	7.702	2.619	2.1
2007	2	2.331	709081	699892.79500135	0.3469	0.6325	2.516	0.889	0.48	0	1.846	2.36	2.737	7.692	2.578	0.4
2007	3	2.342	768020	703736.866250753	0.3463	0.6269	2.541	0.911	0.461	0	1.768	2.425	2.591	7.693	2.48	1.3
2007	4	2.389	637739	718379.142986857	0.3542	0.6177	2.627	0.894	0.435	0	1.81	2.402	2.729	7.658	2.54	0.8
2007	5	2.505	604445	754027.412802096	0.3555	0.6016	2.551	0.844	0.422	0.007	1.699	2.338	2.574	7.423	2.405	2.3
2007	6	2.544	604934	766458.567885545	0.3562	0.6021	2.521	0.825	0.448	0.001	1.737	2.345	2.613	7.31	2.411	1.1
2007	7	2.529	570117	762641.902125672	0.3477	0.6144	2.497	0.842	0.456	0	1.819	2.35	2.564	7.472	2.474	0.8
2007	8	2.44	674492	736218.514538545	0.3599	0.6258	3.032	0.907	0.476	0	1.811	2.452	2.723	7.868	2.651	0.4
2007	9	2.401	689675	725216.130961704	0.369	0.6218	3.84	0.867	0.488	0	1.842	2.035	2.831	7.835	2.609	0.4
2007	10	2.348	764083	709626.988384274	0.3672	0.623	3.353	0.889	0.488	0	1.87	2.547	2.799	8.099	2.546	1.2
2007	11	2.307	839913	697840.578600424	0.3633	0.6276	3.229	0.83	0.489	0	1.904	2.656	2.823	8.108	2.602	0
2007	12	2.324	1044136	703721.65406338	0.3748	0.6156	3.296	0.88	0.492	0	1.891	2.617	2.881	8.361	2.662	0.4
2008	1	2.332	676154	706607.801112615	0.3804	0.6101	3.526	0.904	0.49	0	2.023	2.677	2.945	8.536	2.653	0.4
2008	2	2.305	755758	698945.741175321	0.3807	0.61	3.543	0.988	0.481	0.008	1.771	2.742	3.124	8.355	2.571	0.4
2008	3	2.345	771668	711310.661226028	0.3851	0.6049	3.612	0.877	0.467	0	1.753	2.569	3.292	8.434	2.62	0
2008	4	2.362	657547	717053.253035131	0.3904	0.5999	3.606	0.915	0.472	0	1.74	2.705	3.249	8.553	2.723	0
2008	5	2.438	614266	740846.431141264	0.3906	0.5986	3.679	1.075	0.461	0	1.814	2.783	3.301	8.469	2.677	0
2008	6	2.447	558244	744210.554991535	0.3947	0.5946	3.716	1.043	0.472	0.003	1.798	2.655	3.217	8.824	2.677	0
2008	7	2.511	572069	764174.308552682	0.4021	0.5868	3.66	1.079	0.482	0	1.69	2.616	3.211	8.429	2.678	0
2008	8	2.523	680681	768522.298210497	0.3972	0.5917	3.449	0.989	0.473	0	1.713	2.7	3.093	8.48	2.529	0.4
2008	9	2.505	700643	763556.153690414	0.3919	0.5965	3.289	1.018	0.504	0.006	1.593	1.849	3.064	8.212	2.479	14
2008	10	2.676	879437	816539.464212806	0.4023	0.5856	3.337	1.025	0.514	0.007	1.676	2.871	2.997	9.514	2.628	15.6
2008	11	3.636	1295266	1110177.5204832	0.4475	0.5386	3.254	0.924	0.419	0.005	1.561	2.803	2.885	10.512	2.611	11.8
2008	12	2.842	1275509	868235.608556906	0.4291	0.5573	3.407	1.035	0.511	0.006	1.637	2.741	3.032	9.316	2.496	12.6
2009	1	2.92	895782	892729.300676716	0.415	0.5712	3.631	1.09	0.528	0.004	1.66	2.81	3.124	9.236	2.51	9.5
2009	2	2.888	957373	883609.669184607	0.4134	0.5727	3.58	1.082	0.576	0.005	1.574	2.638	2.972	9.284	2.506	11.8
2009	3	2.937	1015839	899001.766429774	0.414	0.5709	3.683	1.088	0.581	0.004	1.583	2.761	3.061	9.449	2.503	11.5
2009	4	2.966	877288	908572.464849444	0.4145	0.5702	3.659	1.083	0.602	0.004	1.648	2.843	2.985	9.743	2.425	9.7
2009	5	2.8	704754	858346.536732032	0.4098	0.5734	3.59	1.014	0.64	0.004	1.558	2.736	3.108	8.669	2.369	8.8
2009	6	2.74	635909	840451.355167556	0.4045	0.5763	3.615	1.114	0.683	0.004	1.492	2.401	3.025	8.179	2.331	8.5
2009	7	2.671	620482	820062.698107276	0.4086	0.5732	3.702	1.103	0.695	0.003	1.515	2.476	3.187	8.107	2.29	7.7
2009	8	2.649	712957	814102.61698776	0.4142	0.5682	3.588	0.997	0.651	0.004	1.465	2.386	3.222	8.058	2.384	9.6
2009	9	2.66	747023	817941.696543726	0.415	0.5675	3.584	1.066	0.626	0.003	1.568	2.602	3.209	8.063	2.367	7.3
2009	10	2.619	860862	805948.938788994	0.4156	0.5669	3.569	1.031	0.635	0.004	1.472	2.373	3.207	8.277	2.271	9
2009	11	2.554	891988	786490.314705027	0.4176	0.566	3.474	0.949	0.598	0.004	1.392	2.276	3.016	8.309	2.254	9.5
2009	12	2.501	1086183	770712.153621913	0.4094	0.5754	3.494	0.931	0.611	0.003	1.537	2.409	3.072	8.446	2.274	6.5
2010	1	2.5	734877	771001.744791395	0.4088	0.5755	3.4	1.004	0.608	0.003	1.452	2.329	3.023	8.339	2.333	6.8
2010	2	2.537	859513	782890.954870881	0.4139	0.5708	3.63	0.905	0.556	0.004	1.566	2.493	3.115	8.657	2.324	9.3
2010	3	2.547	901786	786442.736552338	0.4177	0.5673	3.437	1.041	0.587	0.004	1.606	2.521	3.097	8.294	2.328	12.4
2010	4	2.536	760904	783415.24133711	0.4202	0.5632	3.338	0.999	0.582	0.004	1.505	2.382	3.059	8.063	2.217	9.4
2010	5	2.593	646476	801736.591329197	0.4241	0.5584	3.497	1.018	0.58	0.004	1.527	2.358	2.979	8.015	2.26	7.6
2010	6	2.634	617477	814822.382500126	0.4242	0.5576	3.674	1.001	0.57	0.004	1.557	2.307	2.979	8.259	2.244	5.9
2010	7	2.666	638855	824676.575045458	0.4278	0.5553	3.511	1.031	0.562	0.004	1.549	2.439	2.94	8.431	2.257	9.5
2010	8	2.709	740055	838592.638146972	0.4287	0.5544	3.449	1.012	0.581	0.003	1.575	2.42	3.051	8.237	2.247	6.3
2010	9	2.726	787212	844558.702777423	0.4292	0.5538	3.471	0.989	0.597	0.004	1.566	2.419	2.949	8.296	2.286	8
2010	10	2.718	873103	842573.818772696	0.4316	0.5515	3.39	0.949	0.586	0.003	1.552	2.489	2.951	8.377	2.347	7.4
2010	11	2.734	976474	848248.734255606	0.4241	0.5596	3.378	0.94	0.574	0.003	1.564	2.48	2.909	8.486	2.253	6.3
2010	12	2.694	1196692	836165.490304618	0.4246	0.5606	3.352	0.955	0.552	0.004	1.472	2.468	2.881	8.537	2.272	7.6
2011	1	2.788	810369	865974.342897094	0.4371	0.548	3.459	0.934	0.567	0.002	1.437	2.546	2.837	8.697	2.264	4.9
2011	2	2.778	977453	863482.578971686	0.429	0.5553	3.261	1	0.602	0.004	1.512	2.45	2.874	8.444	2.399	9
2011	3	2.887	1036247	897646.926535637	0.4311	0.5523	3.504	1.022	0.589	0.004	1.457	2.364	2.776	8.603	2.306	10.2
2011	4	2.919	878875	908079.647884947	0.4266	0.5554	3.478	1.025	0.618	0.005	1.44	2.441	2.769	8.584	2.317	10.5
2011	5	2.94	722935	915225.210770532	0.4275	0.5531	3.548	0.993	0.615	0.002	1.451	2.416	2.845	8.658	2.401	3.8
2011	6	2.951	697093	919300.119475434	0.4328	0.5473	3.354	0.992	0.589	0.002	1.449	2.404	2.981	8.782	2.366	1.6
2011	7	2.94	695482	916425.427765432	0.4322	0.5481	3.393	1.014	0.604	0	1.47	2.397	2.873	8.754	2.391	0.8
2011	8	3.016	839716	940798.858172469	0.4333	0.5477	3.328	1.029	0.601	0.002	1.44	2.293	2.856	8.594	2.406	2.9
2011	9	3.065	896750	956690.966753678	0.4318	0.5481	3.444	0.988	0.611	0.004	1.517	2.355	2.834	8.861	2.418	9.9
2011	10	3.099	971716	968254.176622843	0.4354	0.5459	3.313	0.998	0.591	0.004	1.463	2.252	2.859	8.718	2.283	9
2011	11	3.174	1142053	992223.926173829	0.4334	0.549	3.222	0.973	0.576	0.004	1.477	2.322	2.883	8.578	2.277	8.3
2011	12	3.24	1492637	1013562.01129385	0.4387	0.5441	3.3	1.009	0.606	0.003	1.403	2.314	2.822	8.518	2.286	4.6
2012	1	3.272	949087	1024306.01835536	0.4333	0.5501	3.438	0.9	0.619	0.004	1.404	2.234	2.836	8.564	2.308	10.4
2012	2	3.381	1283994	1058745.68691571	0.4311	0.5504	3.408	1.123	0.648	0.004	1.391	2.388	2.834	8.635	2.29	8.6
2012	3	3.333	1236708	1044275.40315662	0.4339	0.5475	3.266	1.081	0.653	0.003	1.379	2.393	2.855	8.67	2.29	8
2012	4	3.368	969073	1056042.63244968	0.4341	0.5472	3.358	1.054	0.685	0.003	1.391	2.33	2.926	8.645	2.287	6.5
2012	5	3.487	864048	1093991.55620568	0.4326	0.5475	3.338	1.087	0.695	0.003	1.45	2.333	2.889	8.552	2.299	5.9
2012	6	3.579	863540	1123374.84454758	0.4364	0.5435	3.417	1.04	0.677	0.003	1.455	2.359	2.923	8.696	2.343	3.9
2012	7	3.743	876658	1175599.05904901	0.4394	0.5405	3.517	1.056	0.692	0.004	1.435	2.276	2.934	8.764	2.324	8.5
2012	8	3.72	1065797	1169424.29746954	0.4509	0.5266	3.485	1.128	0.706	0.004	1.459	2.281	2.91	8.9	2.293	7.6
2012	9	3.624	1035866	1140109.47365688	0.4588	0.5187	3.558	1.085	0.726	0.003	1.437	2.284	2.927	8.986	2.293	6.1
2012	10	3.657	1145383	1151282.63020336	0.4565	0.5197	3.475	1.094	0.621	0.005	1.484	2.301	2.997	9.018	2.329	10.5
2012	11	4.239	1586365	1335269.34355467	0.4501	0.524	3.336	1.07	0.642	0.004	1.411	2.37	2.891	8.524	2.222	6.7
2012	12	5.211	2388128	1642514.34565992	0.4654	0.5042	3.549	0.932	0.567	0.003	1.271	2.158	2.895	8.705	2.215	7
2013	1	6.388	1898361	2014801.00354595	0.4786	0.5	3.494	0.903	0.629	0.003	1.42	2.495	3.01	8.929	2.319	6.1
2013	2	4.421	1683831	1395078.90712441	0.4396	0.5371	3.463	1.152	0.684	0.005	1.403	2.493	2.937	8.744	2.161	10
2013	3	4.229	1570309	1335276.49572162	0.4335	0.5419	3.475	1.254	0.684	0.004	1.449	2.534	3.083	8.94	2.178	8.8
2013	4	4.174	1233693	1318650.70973713	0.4333	0.5416	3.454	1.28	0.668	0.004	1.473	2.647	3	9.031	2.225	7.7
2013	5	3.954	1002530	1249800.5542815	0.4374	0.5388	3.506	1.506	1.113	0.004	1.421	2.661	3.088	8.846	2.165	6.8
2013	6	3.833	895004	1212267.34564623	0.4442	0.5323	3.326	1.5	1.141	0.003	1.387	2.214	2.926	8.497	2.13	5
2013	7	3.709	873326	1173824.08063034	0.4561	0.5207	3.442	1.558	1.058	0.003	1.412	2.29	3.15	8.809	2.229	6.2
2013	8	3.657	1051849	1158312.86070496	0.4575	0.5189	3.393	1.635	0.978	0.004	1.463	2.324	3.067	8.831	2.202	6.7
2013	9	3.696	1062375	1171496.83577116	0.4668	0.509	3.348	5.443	0.899	0.003	1.393	2.133	2.965	8.563	2.113	6.5
2013	10	3.576	1136984	1134165.12694473	0.4672	0.5083	3.342	1.876	0.882	0.003	1.422	2.283	3.116	8.975	2.254	7.2
2013	11	3.518	1349147	1116533.95181234	0.4623	0.5129	3.164	1.208	0.857	0.004	1.382	2.443	2.932	8.625	2.23	6.3
2013	12	3.477	1593243	1104310.33835028	0.4531	0.5204	3.288	1.335	0.8	0.004	1.336	2.299	3.041	8.601	2.25	6.9
2014	1	3.35	989086	1064535.28452294	0.4589	0.513	3.23	1.709	0.823	0.004	1.358	2.406	2.955	8.792	2.145	10.7
2014	2	3.404	1267296	1082240.06878775	0.4885	0.4817	3.347	1.492	0.799	0.003	1.402	2.509	3.013	8.806	2.201	5.2
2014	3	3.487	1263579	1109070.22911241	0.5001	0.4693	3.293	1.298	0.802	0.004	1.42	2.471	3.032	8.609	2.307	8.7
2014	4	3.476	1013644	1106212.10840047	0.508	0.4616	3.394	0.842	0.788	0.004	1.423	2.465	3.148	8.709	2.356	5.9
2014	5	3.43	888295	1092187.54038832	0.5088	0.4595	3.312	0.798	0.772	0.004	1.425	2.566	3.002	8.644	2.376	5.6
2014	6	3.45	814717	1099300.1396451	0.5074	0.4615	3.473	0.807	0.73	0.003	1.462	2.416	3.175	8.828	2.393	4
2014	7	3.405	821633	1085591.60682943	0.5073	0.4614	3.351	0.775	0.753	0.005	1.376	2.218	2.957	8.849	2.288	8.7
2014	8	3.502	1000126	1117269.23867073	0.5181	0.4507	3.691	0.819	0.736	0.005	1.368	2.253	2.941	9.02	2.325	8.1
2014	9	3.525	1042762	1125537.01949218	0.5187	0.4508	3.573	0.826	0.724	0.005	2.076	2.369	3.124	8.959	2.418	8.6
2014	10	3.61	1192950	1153427.98092031	0.5279	0.4407	3.618	0.781	0.689	0.005	1.415	2.348	3.067	8.961	2.399	8.9
2014	11	3.564	1373639	1139656.85951521	0.5233	0.4442	3.944	0.832	0.675	0.005	1.368	2.389	3.098	8.969	2.405	7.6
2014	12	3.556	1700097	1137746.52091561	0.5337	0.4283	3.677	0.79	0.707	0.005	1.412	2.331	3.085	8.91	2.383	8.7
2015	1	3.548	1068401	1135555.27896473	0.5288	0.4379	3.632	0.667	0.701	0.005	1.474	2.431	3.193	8.746	2.486	9.9
2015	2	3.501	1289868	1121242.59947679	0.5172	0.4486	3.582	0.718	0.703	0.005	1.556	2.379	3.23	8.878	2.516	9.8
2015	3	3.49	1224151	1118358.54160306	0.5202	0.4466	3.601	0.798	0.707	0.005	1.541	2.438	3.134	8.996	2.447	11.8
2015	4	3.506	1009453	1124156.76113145	0.5268	0.4406	3.492	0.814	0.684	0.005	1.535	2.411	3.177	8.877	2.416	8.9
2015	5	3.648	934221	1170150.94090772	0.5383	0.43	3.543	0.775	0.652	0.006	1.545	2.406	3.276	9.095	2.415	8.5
2015	6	3.685	897530	1182674.24674782	0.546	0.4219	3.541	0.82	0.674	0.006	1.538	2.377	3.232	9.077	2.477	7.5
2015	7	3.774	955705	1212289.4714257	0.5513	0.4163	3.542	0.827	0.663	0.006	1.627	2.501	3.367	8.77	2.52	9.4
2015	8	3.702	1051786	1189787.4574138	0.5491	0.418	3.304	0.784	0.669	0.006	1.578	2.566	3.47	8.653	2.521	10.6
2015	9	3.706	1087489	1192112.72093817	0.5556	0.4105	3.354	0.809	0.64	0.004	2.253	2.554	3.412	8.843	2.539	6.4
2015	10	3.696	1224926	1189756.27713164	0.5611	0.4045	3.39	0.848	0.655	0.006	1.533	2.38	3.36	8.638	2.451	10.4
2015	11	3.823	1485086	1231424.44790407	0.5752	0.3923	3.3	0.791	0.679	0.006	1.526	2.378	3.365	8.616	2.436	8
	<!DOCTYPE html>
	<head>
	<meta charset="utf-8">
	<link rel="stylesheet" href="stl.css">
	<link href='http://fonts.googleapis.com/css?family=Raleway:400,700' rel='stylesheet' type='text/css'>
	</head>
	<body>
	<div>Seasonal Decomposition</div>
	<div class="vis"></div>
	<script src="https://cdnjs.cloudflare.com/ajax/libs/d3/3.5.5/d3.min.js"></script>
	<script src="stl.js"></script>
	</body>
	Decompose a weekly time series
	========================================================

	Read in a weekly time series and set up so that it's

	```{r}
	gunData <- read.csv("learninghtml/webProjects/visualizeSTL/gunSalesMonthlyOrig.csv", header = TRUE, as.is = TRUE)
	gunDataLimited <- gunData[c("guns_total")]
	```

	convert data to "time series" format, using the values, a frequency, and a starting value. The frequency determines how the function will read the start value. Here it is expecting the 14th week of 1993.
	```{r}
	dfTS <- ts(gunDataLimited$guns_total, frequency = 12, start = c(2000, 1))
	```

	Run the STL decomposition.
	Note: change s.window to be 6, 10, etc
	Can also change t.window
	```{r}
	output <- stl(dfTS, s.window=6, robust=TRUE)
	```

	and plot it
	```{r fig.width=7, fig.height=6}
	plot(output)
	```

	save the output
	```{r}
	write.csv(as.data.frame(output$time.series), "learninghtml/webProjects/visualizeSTL/stloutput.csv", quote = FALSE, row.names = FALSE)
	```


	// look at seasonality from NYT project
	```{r}
	gunData <- read.csv("learninghtml/webProjects/visualizeSTL/gunSalesMonthlyOrig.csv", header = TRUE, as.is = TRUE)
	gunData$seasonal <- gunData$guns_total - gunData$guns_total_seas
	ggplot(gunData, aes(x = month, color = factor(year), y = seasonal, group = factor(year))) + geom_line() + theme_bw()

	ggplot(gunData, aes(x = year, color = factor(month), y = seasonal, group = factor(month))) + geom_line() + theme_bw()
	```
	.hidden {
	display: none;
	}
	body {
	font: 10px sans-serif;
	}
	.axis path,
	.axis line {
	fill: none;
	stroke: #000;
	shape-rendering: crispEdges;
	}
	.line {
	fill: none;
	stroke-width: 2px;
	}
	.annualPaths {
	stroke-width: 1px;
	fill: none;
	}

	/*
	.residual {
	stroke: #000;
	opacity: 0.3;
	stroke-width: 2px;
	}
	.seasonal {
	stroke: #f00;
	opacity: 0.5;
	stroke-width: 2px;
	}
	*/
	"use strict";

	// date helpers
	var startDate = new Date(2000, 0, 1)
	var interval = 1

	// since data comes in without date information -> need start date and intervals
	var getDateByWeeksSinceStart = function(months) {
	var dat = new Date(startDate)
	dat.setMonth(dat.getMonth() + interval * months)
	return dat
	}

	// general parameters
	var margin = {
	top: 100,
	right: 50,
	bottom: 400,
	left: 100
	},
	mainChartWidth = 1000,
	width = 1400 - margin.left - margin.right,
	height = 1200 - margin.top - margin.bottom;

	var chartHeight = 150;
	var chartSep = 30;

	// dataset information
	var dataSetHelpers = {
	'guns': {
	'title': 'Monthly Gun Sales, United States',
	'startDate': new Date(2000, 0, 1),
	}
	}

	// chart specific paramenters
	var params = {
	'original': {
	yChartOffset: 0,
	name: 'Original Timeseries',
	color: 'black'
	},
	'trend': {
	yChartOffset: 200,
	name: 'Trend',
	color: '#103392'
	},
	'seasonal': {
	yChartOffset: 400,
	name: 'Seasonality',
	color: '#0f3431'
	},
	'remainder': {
	yChartOffset: 600,
	name: 'Remainder (variation from seasonal/trend patterns)',
	color: '#793131'
	}
	}

	// formatting helpers
	var formatDate = d3.time.format("%d-%b-%y");
	var monthFormat = function(month) {
	var monthLookup = ['Jan', 'Feb', 'Mar', 'Apr', 'May', 'Jun', 'Jul', 'Aug', 'Sep', 'Oct', 'Nov', 'Dec']
	return monthLookup[month]
	}

	var x = d3.time.scale()
	.range([0, mainChartWidth]);

	var getXAxis = function(scale) {
	return d3.svg.axis()
	.scale(scale)
	.orient("bottom");
	}

	var getYAxis = function(scale) {
	return d3.svg.axis()
	.scale(scale)
	.orient("left")
	.tickFormat(d3.format(".2s"));
	}

	var getLine = function(className, yScale) {
	return d3.svg.line().x(function(d) {
	return x(d.date)
	}).y(function(d) {
	return yScale(d[className])
	})
	}

	var getAnnualLine = function(className, xScale, yScale) {
	return d3.svg.line().x(function(d) {
	return xScale(d.date.getMonth())
	}).y(function(d) {
	return yScale(d[className])
	})
	}

	// svg setup
	var svg = d3.select("body").append("svg")
	.attr("width", width + margin.left + margin.right)
	.attr("height", height + margin.top + margin.bottom)
	.append("g")
	.attr("transform", "translate(" + margin.left + "," + margin.top + ")");

	d3.csv("stloutput.csv", function(error, data) {
	if (error) throw error;

	// manage data
	data.forEach(function(data, i) {
	data.remainder = +data.remainder;
	data.seasonal = +data.seasonal;
	data.trend = +data.trend
	data.original = data.remainder + data.seasonal + data.trend;
	data.date = getDateByWeeksSinceStart(i)
	})

	// nest data by year for annual charts
	var annualNested = d3.nest()
	.key(function(d) {
	return d.date.getFullYear()
	})
	.entries(data)

	// date min to date max
	x.domain(d3.extent(data, function(d) {
	return d.date;
	}));

	// 0 to max for y: note - assume min value of 0 for time series
	var domainExtent = [0, d3.max(data, function(d) {
	return d.original;
	})];

	// shift it so that 0 is in the middle, for seasonal & remainder
	var midDomainExtent = [-domainExtent[1] / 2, domainExtent[1] / 2]

	var drawChart = function(svg, className) {
	var chartParams = params[className];
	// everything
	var chart = svg.append("g").attr("class", className)

	var minValue = d3.min(data, function(d) {
	return d[className]
	})

	var yDomain = minValue > 0 ? domainExtent : midDomainExtent

	var yFunction = d3.scale.linear()
	.range([chartHeight + chartParams.yChartOffset, chartParams.yChartOffset])
	.domain(yDomain);

	chart.append("g").attr("class", "x axis")
	.attr("transform", "translate(0," + yFunction(0) + ")")
	.call(getXAxis(x));

	chart.append("g").attr("class", "y axis")
	.call(getYAxis(yFunction))
	.append("text")
	.attr("transform", "translate(" + 4 + "," + yFunction.range()[1] + ")")
	.attr("dy", ".71em")
	.style("text-anchor", "start")
	.text(params[className].name);

	chart.append("g").attr("class", "fullPaths")
	.append("path")
	.datum(data)
	.attr("class", "line")
	.attr("stroke", params[className].color)
	.attr("d", getLine(className, yFunction))
	}

	var drawRemainder = function(svg, className) {
	var chartParams = params[className];
	// everything
	var chart = svg.append("g").attr("class", className)

	var minValue = d3.min(data, function(d) {
	return d[className]
	})

	var yDomain = minValue > 0 ? domainExtent : midDomainExtent

	var yFunction = d3.scale.linear()
	.range([chartHeight + chartParams.yChartOffset, chartParams.yChartOffset])
	.domain(yDomain);

	chart.append("g").attr("class", "fullPaths")
	.selectAll(".remainderBars")
	.data(data)
	.enter()
	.append("line")
	.attr("stroke", params[className].color)
	.attr({
	"x1": function(d) {
	return x(d.date);
	},
	"x2": function(d) {
	return x(d.date);
	},
	"y1": function(d) {
	return yFunction(0);
	},
	"y2": function(d) {
	return yFunction(d[className]);
	},
	"stroke-width": 3,
	"opacity": .5
	})
	}


	var drawOverlayChart = function(svg, className) {
	var chartParams = params[className];
	// everything
	var chart = svg.append("g").attr("class", className)

	var minValue = d3.min(data, function(d) {
	return d[className]
	})

	var oneYearWidth = (x(startDate.getTime() + 24 * 60 * 60 * 1000 * 365) - x(startDate)) * 2;
	console.log(oneYearWidth)
	var xOneYear = d3.scale.linear().domain([0, 11]).range([mainChartWidth + chartSep, mainChartWidth + chartSep + oneYearWidth])
	var colorByYear = d3.scale.linear()
	.domain([x.domain()[0].getFullYear(), x.domain()[1].getFullYear()])
	.range([-5, 0])

	var yDomain = minValue > 0 ? domainExtent : midDomainExtent

	var yFunction = d3.scale.linear()
	.range([chartHeight + chartParams.yChartOffset, chartParams.yChartOffset])
	.domain(yDomain);

	console.log(yDomain)

	chart.append("g").attr("class", "x axis")
	.attr("transform", "translate(0," + yFunction(0) + ")")
	.call(getXAxis(xOneYear).tickFormat(monthFormat).tickValues([0, 3, 6, 9]));


	chart.append("g").attr("class", "y axis")
	.attr("transform", "translate(" + (mainChartWidth + chartSep) + ",0)")
	.call(getYAxis(yFunction).tickFormat(""))


	chart.append("g").attr("class", "data")
	.selectAll(".annualPaths")
	.data(annualNested)
	.enter()
	.append("path")
	.datum(function(d) {
	return d.values
	})
	.attr("stroke", function(d) {
	return d3.hcl(params[className].color).darker(colorByYear(d[0].date.getFullYear()))
	})
	.attr("class", "annualPaths")
	.attr("d", getAnnualLine(className, xOneYear, yFunction))
	}

	// draw them!
	drawChart(svg, 'original')
	drawChart(svg, 'trend')
	drawChart(svg, 'seasonal')
	drawChart(svg, 'remainder')
	drawRemainder(svg, 'remainder')

	drawOverlayChart(svg, 'original')
	drawOverlayChart(svg, 'trend')
	drawOverlayChart(svg, 'seasonal')
	drawOverlayChart(svg, 'remainder')

	});
	.hidden
	display: none

	body
	font: 10px sans-serif;

	.axis path,

	.axis line
	fill: none
	stroke: #000
	shape-rendering: crispEdges

	.line
	fill: none
	stroke: darkblue
	stroke-width: 1.5px

	.minusSeasonal
	fill: steelblue
	stroke: none
	opacity: .5

	.minusSeasonalLine
	fill: none
	stroke: darkblue
	stroke-width: 1px
	opacity: 1
	/*

	.residual
	stroke: black
	opacity: .3
	stroke-width: 2px

	.seasonal
	stroke: red
	opacity: .5
	stroke-width: 2px
	*/
seasonal	trend	remainder
-74882.458333205	666032.601884754	-16199.1435515491
-22174.4273991801	663912.440165694	7372.98723348603
6714.50639912742	661792.278446634	-3884.78484576149
-101041.16036918	659672.116727574	-5665.956358394
-165200.399487483	657551.955008514	-24639.5555210308
-174366.319005639	655431.793289454	-1817.47428381455
-168992.759506004	653279.321116635	-4267.56161063118
-20800.9935360497	651126.848943817	-11758.8554077673
38337.5291528881	648974.376770999	48070.0940761131
138250.519817988	646821.90459818	7442.57558383211
197933.937020897	644669.432425362	18278.6305537405
343368.335655948	642519.883408482	-1265.21906442998
-73257.1452847653	640370.334391602	904.810893163201
-21180.6257233577	638220.785374722	-8028.15965136432
7313.32865558355	636071.236357842	3875.43498657446
-99803.9253700175	633921.687340962	-10592.7619709445
-164334.01027173	631810.962254775	4466.04801695514
-174761.659967718	629700.237168588	18661.42279913
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