├── .gitignore ├── README.md ├── data └── raw │ ├── bike-share.csv │ ├── traffic.csv │ └── weather.csv ├── notebooks └── Predicting the Future with Sktime.ipynb ├── requirements.txt └── src ├── __init__.py ├── data ├── .gitkeep └── __init__.py ├── features ├── .gitkeep └── __init__.py ├── models ├── .gitkeep └── __init__.py ├── tutorials └── environment_variables.py ├── utility ├── exports.py └── plot_settings.py └── visualization ├── .gitkeep ├── __init__.py └── visualize.py /.gitignore: -------------------------------------------------------------------------------- 1 | # Byte-compiled / optimized / DLL files 2 | __pycache__/ 3 | *.py[cod] 4 | 5 | # C extensions 6 | *.so 7 | 8 | # Distribution / packaging 9 | .Python 10 | env/ 11 | build/ 12 | develop-eggs/ 13 | dist/ 14 | downloads/ 15 | eggs/ 16 | .eggs/ 17 | lib/ 18 | lib64/ 19 | parts/ 20 | sdist/ 21 | var/ 22 | *.egg-info/ 23 | .installed.cfg 24 | *.egg 25 | 26 | # PyInstaller 27 | # Usually these files are written by a python script from a template 28 | # before PyInstaller builds the exe, so as to inject date/other infos into it. 29 | *.manifest 30 | *.spec 31 | 32 | # Installer logs 33 | pip-log.txt 34 | pip-delete-this-directory.txt 35 | 36 | # Unit test / coverage reports 37 | htmlcov/ 38 | .tox/ 39 | .coverage 40 | .coverage.* 41 | .cache 42 | nosetests.xml 43 | coverage.xml 44 | *.cover 45 | 46 | # Translations 47 | *.mo 48 | *.pot 49 | 50 | # Django stuff: 51 | *.log 52 | 53 | # Sphinx documentation 54 | docs/_build/ 55 | 56 | # PyBuilder 57 | target/ 58 | 59 | # DotEnv configuration 60 | .env 61 | 62 | # Database 63 | *.db 64 | *.rdb 65 | 66 | # Pycharm 67 | .idea 68 | 69 | # VS Code 70 | .vscode/ 71 | *.code-workspace 72 | 73 | # Spyder 74 | .spyproject/ 75 | 76 | # Jupyter NB Checkpoints 77 | .ipynb_checkpoints/ 78 | 79 | 80 | # Mac OS-specific storage files 81 | .DS_Store 82 | 83 | # vim 84 | *.swp 85 | *.swo 86 | 87 | # Mypy cache 88 | .mypy_cache/ 89 | -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- 1 | # Data Science Tutorials 2 | 3 | In this repository you will find the code for the data science tutorials that I explain on my YouTube channel [Dave Ebbelaar](https://www.youtube.com/channel/UCn8ujwUInbJkBhffxqAPBVQ). -------------------------------------------------------------------------------- /data/raw/bike-share.csv: -------------------------------------------------------------------------------- 1 | instant,dteday,season,yr,mnth,holiday,weekday,workingday,weathersit,temp,atemp,hum,windspeed,rentals 2 | 1,1/1/2011,1,0,1,0,6,0,2,0.344167,0.363625,0.805833,0.160446,331 3 | 2,1/2/2011,1,0,1,0,0,0,2,0.363478,0.353739,0.696087,0.248539,131 4 | 3,1/3/2011,1,0,1,0,1,1,1,0.196364,0.189405,0.437273,0.248309,120 5 | 4,1/4/2011,1,0,1,0,2,1,1,0.2,0.212122,0.590435,0.160296,108 6 | 5,1/5/2011,1,0,1,0,3,1,1,0.226957,0.22927,0.436957,0.1869,82 7 | 6,1/6/2011,1,0,1,0,4,1,1,0.204348,0.233209,0.518261,0.0895652,88 8 | 7,1/7/2011,1,0,1,0,5,1,2,0.196522,0.208839,0.498696,0.168726,148 9 | 8,1/8/2011,1,0,1,0,6,0,2,0.165,0.162254,0.535833,0.266804,68 10 | 9,1/9/2011,1,0,1,0,0,0,1,0.138333,0.116175,0.434167,0.36195,54 11 | 10,1/10/2011,1,0,1,0,1,1,1,0.150833,0.150888,0.482917,0.223267,41 12 | 11,1/11/2011,1,0,1,0,2,1,2,0.169091,0.191464,0.686364,0.122132,43 13 | 12,1/12/2011,1,0,1,0,3,1,1,0.172727,0.160473,0.599545,0.304627,25 14 | 13,1/13/2011,1,0,1,0,4,1,1,0.165,0.150883,0.470417,0.301,38 15 | 14,1/14/2011,1,0,1,0,5,1,1,0.16087,0.188413,0.537826,0.126548,54 16 | 15,1/15/2011,1,0,1,0,6,0,2,0.233333,0.248112,0.49875,0.157963,222 17 | 16,1/16/2011,1,0,1,0,0,0,1,0.231667,0.234217,0.48375,0.188433,251 18 | 17,1/17/2011,1,0,1,1,1,0,2,0.175833,0.176771,0.5375,0.194017,117 19 | 18,1/18/2011,1,0,1,0,2,1,2,0.216667,0.232333,0.861667,0.146775,9 20 | 19,1/19/2011,1,0,1,0,3,1,2,0.292174,0.298422,0.741739,0.208317,78 21 | 20,1/20/2011,1,0,1,0,4,1,2,0.261667,0.25505,0.538333,0.195904,83 22 | 21,1/21/2011,1,0,1,0,5,1,1,0.1775,0.157833,0.457083,0.353242,75 23 | 22,1/22/2011,1,0,1,0,6,0,1,0.0591304,0.0790696,0.4,0.17197,93 24 | 23,1/23/2011,1,0,1,0,0,0,1,0.0965217,0.0988391,0.436522,0.2466,150 25 | 24,1/24/2011,1,0,1,0,1,1,1,0.0973913,0.11793,0.491739,0.15833,86 26 | 25,1/25/2011,1,0,1,0,2,1,2,0.223478,0.234526,0.616957,0.129796,186 27 | 26,1/26/2011,1,0,1,0,3,1,3,0.2175,0.2036,0.8625,0.29385,34 28 | 27,1/27/2011,1,0,1,0,4,1,1,0.195,0.2197,0.6875,0.113837,15 29 | 28,1/28/2011,1,0,1,0,5,1,2,0.203478,0.223317,0.793043,0.1233,38 30 | 29,1/29/2011,1,0,1,0,6,0,1,0.196522,0.212126,0.651739,0.145365,123 31 | 30,1/30/2011,1,0,1,0,0,0,1,0.216522,0.250322,0.722174,0.0739826,140 32 | 31,1/31/2011,1,0,1,0,1,1,2,0.180833,0.18625,0.60375,0.187192,42 33 | 32,2/1/2011,1,0,2,0,2,1,2,0.192174,0.23453,0.829565,0.053213,47 34 | 33,2/2/2011,1,0,2,0,3,1,2,0.26,0.254417,0.775417,0.264308,72 35 | 34,2/3/2011,1,0,2,0,4,1,1,0.186957,0.177878,0.437826,0.277752,61 36 | 35,2/4/2011,1,0,2,0,5,1,2,0.211304,0.228587,0.585217,0.127839,88 37 | 36,2/5/2011,1,0,2,0,6,0,2,0.233333,0.243058,0.929167,0.161079,100 38 | 37,2/6/2011,1,0,2,0,0,0,1,0.285833,0.291671,0.568333,0.1418,354 39 | 38,2/7/2011,1,0,2,0,1,1,1,0.271667,0.303658,0.738333,0.0454083,120 40 | 39,2/8/2011,1,0,2,0,2,1,1,0.220833,0.198246,0.537917,0.36195,64 41 | 40,2/9/2011,1,0,2,0,3,1,2,0.134783,0.144283,0.494783,0.188839,53 42 | 41,2/10/2011,1,0,2,0,4,1,1,0.144348,0.149548,0.437391,0.221935,47 43 | 42,2/11/2011,1,0,2,0,5,1,1,0.189091,0.213509,0.506364,0.10855,149 44 | 43,2/12/2011,1,0,2,0,6,0,1,0.2225,0.232954,0.544167,0.203367,288 45 | 44,2/13/2011,1,0,2,0,0,0,1,0.316522,0.324113,0.457391,0.260883,397 46 | 45,2/14/2011,1,0,2,0,1,1,1,0.415,0.39835,0.375833,0.417908,208 47 | 46,2/15/2011,1,0,2,0,2,1,1,0.266087,0.254274,0.314348,0.291374,140 48 | 47,2/16/2011,1,0,2,0,3,1,1,0.318261,0.3162,0.423478,0.251791,218 49 | 48,2/17/2011,1,0,2,0,4,1,1,0.435833,0.428658,0.505,0.230104,259 50 | 49,2/18/2011,1,0,2,0,5,1,1,0.521667,0.511983,0.516667,0.264925,579 51 | 50,2/19/2011,1,0,2,0,6,0,1,0.399167,0.391404,0.187917,0.507463,532 52 | 51,2/20/2011,1,0,2,0,0,0,1,0.285217,0.27733,0.407826,0.223235,639 53 | 52,2/21/2011,1,0,2,1,1,0,2,0.303333,0.284075,0.605,0.307846,195 54 | 53,2/22/2011,1,0,2,0,2,1,1,0.182222,0.186033,0.577778,0.195683,74 55 | 54,2/23/2011,1,0,2,0,3,1,1,0.221739,0.245717,0.423043,0.094113,139 56 | 55,2/24/2011,1,0,2,0,4,1,2,0.295652,0.289191,0.697391,0.250496,100 57 | 56,2/25/2011,1,0,2,0,5,1,2,0.364348,0.350461,0.712174,0.346539,120 58 | 57,2/26/2011,1,0,2,0,6,0,1,0.2825,0.282192,0.537917,0.186571,424 59 | 58,2/27/2011,1,0,2,0,0,0,1,0.343478,0.351109,0.68,0.125248,694 60 | 59,2/28/2011,1,0,2,0,1,1,2,0.407273,0.400118,0.876364,0.289686,81 61 | 60,3/1/2011,1,0,3,0,2,1,1,0.266667,0.263879,0.535,0.216425,137 62 | 61,3/2/2011,1,0,3,0,3,1,1,0.335,0.320071,0.449583,0.307833,231 63 | 62,3/3/2011,1,0,3,0,4,1,1,0.198333,0.200133,0.318333,0.225754,123 64 | 63,3/4/2011,1,0,3,0,5,1,2,0.261667,0.255679,0.610417,0.203346,214 65 | 64,3/5/2011,1,0,3,0,6,0,2,0.384167,0.378779,0.789167,0.251871,640 66 | 65,3/6/2011,1,0,3,0,0,0,2,0.376522,0.366252,0.948261,0.343287,114 67 | 66,3/7/2011,1,0,3,0,1,1,1,0.261739,0.238461,0.551304,0.341352,244 68 | 67,3/8/2011,1,0,3,0,2,1,1,0.2925,0.3024,0.420833,0.12065,316 69 | 68,3/9/2011,1,0,3,0,3,1,2,0.295833,0.286608,0.775417,0.22015,191 70 | 69,3/10/2011,1,0,3,0,4,1,3,0.389091,0.385668,0,0.261877,46 71 | 70,3/11/2011,1,0,3,0,5,1,2,0.316522,0.305,0.649565,0.23297,247 72 | 71,3/12/2011,1,0,3,0,6,0,1,0.329167,0.32575,0.594583,0.220775,724 73 | 72,3/13/2011,1,0,3,0,0,0,1,0.384348,0.380091,0.527391,0.270604,982 74 | 73,3/14/2011,1,0,3,0,1,1,1,0.325217,0.332,0.496957,0.136926,359 75 | 74,3/15/2011,1,0,3,0,2,1,2,0.317391,0.318178,0.655652,0.184309,289 76 | 75,3/16/2011,1,0,3,0,3,1,2,0.365217,0.36693,0.776522,0.203117,321 77 | 76,3/17/2011,1,0,3,0,4,1,1,0.415,0.410333,0.602917,0.209579,424 78 | 77,3/18/2011,1,0,3,0,5,1,1,0.54,0.527009,0.525217,0.231017,884 79 | 78,3/19/2011,1,0,3,0,6,0,1,0.4725,0.466525,0.379167,0.368167,1424 80 | 79,3/20/2011,1,0,3,0,0,0,1,0.3325,0.32575,0.47375,0.207721,1047 81 | 80,3/21/2011,2,0,3,0,1,1,2,0.430435,0.409735,0.737391,0.288783,401 82 | 81,3/22/2011,2,0,3,0,2,1,1,0.441667,0.440642,0.624583,0.22575,460 83 | 82,3/23/2011,2,0,3,0,3,1,2,0.346957,0.337939,0.839565,0.234261,203 84 | 83,3/24/2011,2,0,3,0,4,1,2,0.285,0.270833,0.805833,0.243787,166 85 | 84,3/25/2011,2,0,3,0,5,1,1,0.264167,0.256312,0.495,0.230725,300 86 | 85,3/26/2011,2,0,3,0,6,0,1,0.265833,0.257571,0.394167,0.209571,981 87 | 86,3/27/2011,2,0,3,0,0,0,2,0.253043,0.250339,0.493913,0.1843,472 88 | 87,3/28/2011,2,0,3,0,1,1,1,0.264348,0.257574,0.302174,0.212204,222 89 | 88,3/29/2011,2,0,3,0,2,1,1,0.3025,0.292908,0.314167,0.226996,317 90 | 89,3/30/2011,2,0,3,0,3,1,2,0.3,0.29735,0.646667,0.172888,168 91 | 90,3/31/2011,2,0,3,0,4,1,3,0.268333,0.257575,0.918333,0.217646,179 92 | 91,4/1/2011,2,0,4,0,5,1,2,0.3,0.283454,0.68625,0.258708,307 93 | 92,4/2/2011,2,0,4,0,6,0,2,0.315,0.315637,0.65375,0.197146,898 94 | 93,4/3/2011,2,0,4,0,0,0,1,0.378333,0.378767,0.48,0.182213,1651 95 | 94,4/4/2011,2,0,4,0,1,1,1,0.573333,0.542929,0.42625,0.385571,734 96 | 95,4/5/2011,2,0,4,0,2,1,2,0.414167,0.39835,0.642083,0.388067,167 97 | 96,4/6/2011,2,0,4,0,3,1,1,0.390833,0.387608,0.470833,0.263063,413 98 | 97,4/7/2011,2,0,4,0,4,1,1,0.4375,0.433696,0.602917,0.162312,571 99 | 98,4/8/2011,2,0,4,0,5,1,2,0.335833,0.324479,0.83625,0.226992,172 100 | 99,4/9/2011,2,0,4,0,6,0,2,0.3425,0.341529,0.8775,0.133083,879 101 | 100,4/10/2011,2,0,4,0,0,0,2,0.426667,0.426737,0.8575,0.146767,1188 102 | 101,4/11/2011,2,0,4,0,1,1,2,0.595652,0.565217,0.716956,0.324474,855 103 | 102,4/12/2011,2,0,4,0,2,1,2,0.5025,0.493054,0.739167,0.274879,257 104 | 103,4/13/2011,2,0,4,0,3,1,2,0.4125,0.417283,0.819167,0.250617,209 105 | 104,4/14/2011,2,0,4,0,4,1,1,0.4675,0.462742,0.540417,0.1107,529 106 | 105,4/15/2011,2,0,4,1,5,0,1,0.446667,0.441913,0.67125,0.226375,642 107 | 106,4/16/2011,2,0,4,0,6,0,3,0.430833,0.425492,0.888333,0.340808,121 108 | 107,4/17/2011,2,0,4,0,0,0,1,0.456667,0.445696,0.479583,0.303496,1558 109 | 108,4/18/2011,2,0,4,0,1,1,1,0.5125,0.503146,0.5425,0.163567,669 110 | 109,4/19/2011,2,0,4,0,2,1,2,0.505833,0.489258,0.665833,0.157971,409 111 | 110,4/20/2011,2,0,4,0,3,1,1,0.595,0.564392,0.614167,0.241925,613 112 | 111,4/21/2011,2,0,4,0,4,1,1,0.459167,0.453892,0.407083,0.325258,745 113 | 112,4/22/2011,2,0,4,0,5,1,2,0.336667,0.321954,0.729583,0.219521,177 114 | 113,4/23/2011,2,0,4,0,6,0,2,0.46,0.450121,0.887917,0.230725,1462 115 | 114,4/24/2011,2,0,4,0,0,0,2,0.581667,0.551763,0.810833,0.192175,1710 116 | 115,4/25/2011,2,0,4,0,1,1,1,0.606667,0.5745,0.776667,0.185333,773 117 | 116,4/26/2011,2,0,4,0,2,1,1,0.631667,0.594083,0.729167,0.3265,678 118 | 117,4/27/2011,2,0,4,0,3,1,2,0.62,0.575142,0.835417,0.3122,547 119 | 118,4/28/2011,2,0,4,0,4,1,2,0.6175,0.578929,0.700833,0.320908,569 120 | 119,4/29/2011,2,0,4,0,5,1,1,0.51,0.497463,0.457083,0.240063,878 121 | 120,4/30/2011,2,0,4,0,6,0,1,0.4725,0.464021,0.503333,0.235075,1965 122 | 121,5/1/2011,2,0,5,0,0,0,2,0.451667,0.448204,0.762083,0.106354,1138 123 | 122,5/2/2011,2,0,5,0,1,1,2,0.549167,0.532833,0.73,0.183454,847 124 | 123,5/3/2011,2,0,5,0,2,1,2,0.616667,0.582079,0.697083,0.342667,603 125 | 124,5/4/2011,2,0,5,0,3,1,2,0.414167,0.40465,0.737083,0.328996,255 126 | 125,5/5/2011,2,0,5,0,4,1,1,0.459167,0.441917,0.444167,0.295392,614 127 | 126,5/6/2011,2,0,5,0,5,1,1,0.479167,0.474117,0.59,0.228246,894 128 | 127,5/7/2011,2,0,5,0,6,0,1,0.52,0.512621,0.54125,0.16045,1612 129 | 128,5/8/2011,2,0,5,0,0,0,1,0.528333,0.518933,0.631667,0.0746375,1401 130 | 129,5/9/2011,2,0,5,0,1,1,1,0.5325,0.525246,0.58875,0.176,664 131 | 130,5/10/2011,2,0,5,0,2,1,1,0.5325,0.522721,0.489167,0.115671,694 132 | 131,5/11/2011,2,0,5,0,3,1,1,0.5425,0.5284,0.632917,0.120642,550 133 | 132,5/12/2011,2,0,5,0,4,1,1,0.535,0.523363,0.7475,0.189667,695 134 | 133,5/13/2011,2,0,5,0,5,1,2,0.5125,0.4943,0.863333,0.179725,692 135 | 134,5/14/2011,2,0,5,0,6,0,2,0.520833,0.500629,0.9225,0.13495,902 136 | 135,5/15/2011,2,0,5,0,0,0,2,0.5625,0.536,0.867083,0.152979,1582 137 | 136,5/16/2011,2,0,5,0,1,1,1,0.5775,0.550512,0.787917,0.126871,773 138 | 137,5/17/2011,2,0,5,0,2,1,2,0.561667,0.538529,0.837917,0.277354,678 139 | 138,5/18/2011,2,0,5,0,3,1,2,0.55,0.527158,0.87,0.201492,536 140 | 139,5/19/2011,2,0,5,0,4,1,2,0.530833,0.510742,0.829583,0.108213,735 141 | 140,5/20/2011,2,0,5,0,5,1,1,0.536667,0.529042,0.719583,0.125013,909 142 | 141,5/21/2011,2,0,5,0,6,0,1,0.6025,0.571975,0.626667,0.12065,2258 143 | 142,5/22/2011,2,0,5,0,0,0,1,0.604167,0.5745,0.749583,0.148008,1576 144 | 143,5/23/2011,2,0,5,0,1,1,2,0.631667,0.590296,0.81,0.233842,836 145 | 144,5/24/2011,2,0,5,0,2,1,2,0.66,0.604813,0.740833,0.207092,659 146 | 145,5/25/2011,2,0,5,0,3,1,1,0.660833,0.615542,0.69625,0.154233,740 147 | 146,5/26/2011,2,0,5,0,4,1,1,0.708333,0.654688,0.6775,0.199642,758 148 | 147,5/27/2011,2,0,5,0,5,1,1,0.681667,0.637008,0.65375,0.240679,871 149 | 148,5/28/2011,2,0,5,0,6,0,1,0.655833,0.612379,0.729583,0.230092,2001 150 | 149,5/29/2011,2,0,5,0,0,0,1,0.6675,0.61555,0.81875,0.213938,2355 151 | 150,5/30/2011,2,0,5,1,1,0,1,0.733333,0.671092,0.685,0.131225,1549 152 | 151,5/31/2011,2,0,5,0,2,1,1,0.775,0.725383,0.636667,0.111329,673 153 | 152,6/1/2011,2,0,6,0,3,1,2,0.764167,0.720967,0.677083,0.207092,513 154 | 153,6/2/2011,2,0,6,0,4,1,1,0.715,0.643942,0.305,0.292287,736 155 | 154,6/3/2011,2,0,6,0,5,1,1,0.62,0.587133,0.354167,0.253121,898 156 | 155,6/4/2011,2,0,6,0,6,0,1,0.635,0.594696,0.45625,0.123142,1869 157 | 156,6/5/2011,2,0,6,0,0,0,2,0.648333,0.616804,0.6525,0.138692,1685 158 | 157,6/6/2011,2,0,6,0,1,1,1,0.678333,0.621858,0.6,0.121896,673 159 | 158,6/7/2011,2,0,6,0,2,1,1,0.7075,0.65595,0.597917,0.187808,763 160 | 159,6/8/2011,2,0,6,0,3,1,1,0.775833,0.727279,0.622083,0.136817,676 161 | 160,6/9/2011,2,0,6,0,4,1,2,0.808333,0.757579,0.568333,0.149883,563 162 | 161,6/10/2011,2,0,6,0,5,1,1,0.755,0.703292,0.605,0.140554,815 163 | 162,6/11/2011,2,0,6,0,6,0,1,0.725,0.678038,0.654583,0.15485,1729 164 | 163,6/12/2011,2,0,6,0,0,0,1,0.6925,0.643325,0.747917,0.163567,1467 165 | 164,6/13/2011,2,0,6,0,1,1,1,0.635,0.601654,0.494583,0.30535,863 166 | 165,6/14/2011,2,0,6,0,2,1,1,0.604167,0.591546,0.507083,0.269283,727 167 | 166,6/15/2011,2,0,6,0,3,1,1,0.626667,0.587754,0.471667,0.167912,769 168 | 167,6/16/2011,2,0,6,0,4,1,2,0.628333,0.595346,0.688333,0.206471,545 169 | 168,6/17/2011,2,0,6,0,5,1,1,0.649167,0.600383,0.735833,0.143029,863 170 | 169,6/18/2011,2,0,6,0,6,0,1,0.696667,0.643954,0.670417,0.119408,1807 171 | 170,6/19/2011,2,0,6,0,0,0,2,0.699167,0.645846,0.666667,0.102,1639 172 | 171,6/20/2011,2,0,6,0,1,1,2,0.635,0.595346,0.74625,0.155475,699 173 | 172,6/21/2011,3,0,6,0,2,1,2,0.680833,0.637646,0.770417,0.171025,774 174 | 173,6/22/2011,3,0,6,0,3,1,1,0.733333,0.693829,0.7075,0.172262,661 175 | 174,6/23/2011,3,0,6,0,4,1,2,0.728333,0.693833,0.703333,0.238804,746 176 | 175,6/24/2011,3,0,6,0,5,1,1,0.724167,0.656583,0.573333,0.222025,969 177 | 176,6/25/2011,3,0,6,0,6,0,1,0.695,0.643313,0.483333,0.209571,1782 178 | 177,6/26/2011,3,0,6,0,0,0,1,0.68,0.637629,0.513333,0.0945333,1920 179 | 178,6/27/2011,3,0,6,0,1,1,2,0.6825,0.637004,0.658333,0.107588,854 180 | 179,6/28/2011,3,0,6,0,2,1,1,0.744167,0.692558,0.634167,0.144283,732 181 | 180,6/29/2011,3,0,6,0,3,1,1,0.728333,0.654688,0.497917,0.261821,848 182 | 181,6/30/2011,3,0,6,0,4,1,1,0.696667,0.637008,0.434167,0.185312,1027 183 | 182,7/1/2011,3,0,7,0,5,1,1,0.7225,0.652162,0.39625,0.102608,1246 184 | 183,7/2/2011,3,0,7,0,6,0,1,0.738333,0.667308,0.444583,0.115062,2204 185 | 184,7/3/2011,3,0,7,0,0,0,2,0.716667,0.668575,0.6825,0.228858,2282 186 | 185,7/4/2011,3,0,7,1,1,0,2,0.726667,0.665417,0.637917,0.0814792,3065 187 | 186,7/5/2011,3,0,7,0,2,1,1,0.746667,0.696338,0.590417,0.126258,1031 188 | 187,7/6/2011,3,0,7,0,3,1,1,0.72,0.685633,0.743333,0.149883,784 189 | 188,7/7/2011,3,0,7,0,4,1,1,0.75,0.686871,0.65125,0.1592,754 190 | 189,7/8/2011,3,0,7,0,5,1,2,0.709167,0.670483,0.757917,0.225129,692 191 | 190,7/9/2011,3,0,7,0,6,0,1,0.733333,0.664158,0.609167,0.167912,1988 192 | 191,7/10/2011,3,0,7,0,0,0,1,0.7475,0.690025,0.578333,0.183471,1743 193 | 192,7/11/2011,3,0,7,0,1,1,1,0.7625,0.729804,0.635833,0.282337,723 194 | 193,7/12/2011,3,0,7,0,2,1,1,0.794167,0.739275,0.559167,0.200254,662 195 | 194,7/13/2011,3,0,7,0,3,1,1,0.746667,0.689404,0.631667,0.146133,748 196 | 195,7/14/2011,3,0,7,0,4,1,1,0.680833,0.635104,0.47625,0.240667,888 197 | 196,7/15/2011,3,0,7,0,5,1,1,0.663333,0.624371,0.59125,0.182833,1318 198 | 197,7/16/2011,3,0,7,0,6,0,1,0.686667,0.638263,0.585,0.208342,2418 199 | 198,7/17/2011,3,0,7,0,0,0,1,0.719167,0.669833,0.604167,0.245033,2006 200 | 199,7/18/2011,3,0,7,0,1,1,1,0.746667,0.703925,0.65125,0.215804,841 201 | 200,7/19/2011,3,0,7,0,2,1,1,0.776667,0.747479,0.650417,0.1306,752 202 | 201,7/20/2011,3,0,7,0,3,1,1,0.768333,0.74685,0.707083,0.113817,644 203 | 202,7/21/2011,3,0,7,0,4,1,2,0.815,0.826371,0.69125,0.222021,632 204 | 203,7/22/2011,3,0,7,0,5,1,1,0.848333,0.840896,0.580417,0.1331,562 205 | 204,7/23/2011,3,0,7,0,6,0,1,0.849167,0.804287,0.5,0.131221,987 206 | 205,7/24/2011,3,0,7,0,0,0,1,0.83,0.794829,0.550833,0.169171,1050 207 | 206,7/25/2011,3,0,7,0,1,1,1,0.743333,0.720958,0.757083,0.0908083,568 208 | 207,7/26/2011,3,0,7,0,2,1,1,0.771667,0.696979,0.540833,0.200258,750 209 | 208,7/27/2011,3,0,7,0,3,1,1,0.775,0.690667,0.402917,0.183463,755 210 | 209,7/28/2011,3,0,7,0,4,1,1,0.779167,0.7399,0.583333,0.178479,606 211 | 210,7/29/2011,3,0,7,0,5,1,1,0.838333,0.785967,0.5425,0.174138,670 212 | 211,7/30/2011,3,0,7,0,6,0,1,0.804167,0.728537,0.465833,0.168537,1559 213 | 212,7/31/2011,3,0,7,0,0,0,1,0.805833,0.729796,0.480833,0.164813,1524 214 | 213,8/1/2011,3,0,8,0,1,1,1,0.771667,0.703292,0.550833,0.156717,729 215 | 214,8/2/2011,3,0,8,0,2,1,1,0.783333,0.707071,0.49125,0.20585,801 216 | 215,8/3/2011,3,0,8,0,3,1,2,0.731667,0.679937,0.6575,0.135583,467 217 | 216,8/4/2011,3,0,8,0,4,1,2,0.71,0.664788,0.7575,0.19715,799 218 | 217,8/5/2011,3,0,8,0,5,1,1,0.710833,0.656567,0.630833,0.184696,1023 219 | 218,8/6/2011,3,0,8,0,6,0,2,0.716667,0.676154,0.755,0.22825,1521 220 | 219,8/7/2011,3,0,8,0,0,0,1,0.7425,0.715292,0.752917,0.201487,1298 221 | 220,8/8/2011,3,0,8,0,1,1,1,0.765,0.703283,0.592083,0.192175,846 222 | 221,8/9/2011,3,0,8,0,2,1,1,0.775,0.724121,0.570417,0.151121,907 223 | 222,8/10/2011,3,0,8,0,3,1,1,0.766667,0.684983,0.424167,0.200258,884 224 | 223,8/11/2011,3,0,8,0,4,1,1,0.7175,0.651521,0.42375,0.164796,812 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237,8/25/2011,3,0,8,0,4,1,2,0.684167,0.645854,0.771667,0.210833,435 239 | 238,8/26/2011,3,0,8,0,5,1,1,0.7,0.659733,0.76125,0.0839625,768 240 | 239,8/27/2011,3,0,8,0,6,0,2,0.68,0.635556,0.85,0.375617,226 241 | 240,8/28/2011,3,0,8,0,0,0,1,0.707059,0.647959,0.561765,0.304659,1415 242 | 241,8/29/2011,3,0,8,0,1,1,1,0.636667,0.607958,0.554583,0.159825,729 243 | 242,8/30/2011,3,0,8,0,2,1,1,0.639167,0.594704,0.548333,0.125008,775 244 | 243,8/31/2011,3,0,8,0,3,1,1,0.656667,0.611121,0.597917,0.0833333,688 245 | 244,9/1/2011,3,0,9,0,4,1,1,0.655,0.614921,0.639167,0.141796,783 246 | 245,9/2/2011,3,0,9,0,5,1,2,0.643333,0.604808,0.727083,0.139929,875 247 | 246,9/3/2011,3,0,9,0,6,0,1,0.669167,0.633213,0.716667,0.185325,1935 248 | 247,9/4/2011,3,0,9,0,0,0,1,0.709167,0.665429,0.742083,0.206467,2521 249 | 248,9/5/2011,3,0,9,1,1,0,2,0.673333,0.625646,0.790417,0.212696,1236 250 | 249,9/6/2011,3,0,9,0,2,1,3,0.54,0.5152,0.886957,0.343943,204 251 | 250,9/7/2011,3,0,9,0,3,1,3,0.599167,0.544229,0.917083,0.0970208,118 252 | 251,9/8/2011,3,0,9,0,4,1,3,0.633913,0.555361,0.939565,0.192748,153 253 | 252,9/9/2011,3,0,9,0,5,1,2,0.65,0.578946,0.897917,0.124379,417 254 | 253,9/10/2011,3,0,9,0,6,0,1,0.66,0.607962,0.75375,0.153608,1750 255 | 254,9/11/2011,3,0,9,0,0,0,1,0.653333,0.609229,0.71375,0.115054,1633 256 | 255,9/12/2011,3,0,9,0,1,1,1,0.644348,0.60213,0.692174,0.088913,690 257 | 256,9/13/2011,3,0,9,0,2,1,1,0.650833,0.603554,0.7125,0.141804,701 258 | 257,9/14/2011,3,0,9,0,3,1,1,0.673333,0.6269,0.697083,0.1673,647 259 | 258,9/15/2011,3,0,9,0,4,1,2,0.5775,0.553671,0.709167,0.271146,428 260 | 259,9/16/2011,3,0,9,0,5,1,2,0.469167,0.461475,0.590417,0.164183,742 261 | 260,9/17/2011,3,0,9,0,6,0,2,0.491667,0.478512,0.718333,0.189675,1434 262 | 261,9/18/2011,3,0,9,0,0,0,1,0.5075,0.490537,0.695,0.178483,1353 263 | 262,9/19/2011,3,0,9,0,1,1,2,0.549167,0.529675,0.69,0.151742,691 264 | 263,9/20/2011,3,0,9,0,2,1,2,0.561667,0.532217,0.88125,0.134954,438 265 | 264,9/21/2011,3,0,9,0,3,1,2,0.595,0.550533,0.9,0.0964042,539 266 | 265,9/22/2011,3,0,9,0,4,1,2,0.628333,0.554963,0.902083,0.128125,555 267 | 266,9/23/2011,4,0,9,0,5,1,2,0.609167,0.522125,0.9725,0.0783667,258 268 | 267,9/24/2011,4,0,9,0,6,0,2,0.606667,0.564412,0.8625,0.0783833,1776 269 | 268,9/25/2011,4,0,9,0,0,0,2,0.634167,0.572637,0.845,0.0503792,1544 270 | 269,9/26/2011,4,0,9,0,1,1,2,0.649167,0.589042,0.848333,0.1107,684 271 | 270,9/27/2011,4,0,9,0,2,1,2,0.636667,0.574525,0.885417,0.118171,477 272 | 271,9/28/2011,4,0,9,0,3,1,2,0.635,0.575158,0.84875,0.148629,480 273 | 272,9/29/2011,4,0,9,0,4,1,1,0.616667,0.574512,0.699167,0.172883,653 274 | 273,9/30/2011,4,0,9,0,5,1,1,0.564167,0.544829,0.6475,0.206475,830 275 | 274,10/1/2011,4,0,10,0,6,0,2,0.41,0.412863,0.75375,0.292296,480 276 | 275,10/2/2011,4,0,10,0,0,0,2,0.356667,0.345317,0.791667,0.222013,616 277 | 276,10/3/2011,4,0,10,0,1,1,2,0.384167,0.392046,0.760833,0.0833458,330 278 | 277,10/4/2011,4,0,10,0,2,1,1,0.484167,0.472858,0.71,0.205854,486 279 | 278,10/5/2011,4,0,10,0,3,1,1,0.538333,0.527138,0.647917,0.17725,559 280 | 279,10/6/2011,4,0,10,0,4,1,1,0.494167,0.480425,0.620833,0.134954,639 281 | 280,10/7/2011,4,0,10,0,5,1,1,0.510833,0.504404,0.684167,0.0223917,949 282 | 281,10/8/2011,4,0,10,0,6,0,1,0.521667,0.513242,0.70125,0.0454042,2235 283 | 282,10/9/2011,4,0,10,0,0,0,1,0.540833,0.523983,0.7275,0.06345,2397 284 | 283,10/10/2011,4,0,10,1,1,0,1,0.570833,0.542925,0.73375,0.0423042,1514 285 | 284,10/11/2011,4,0,10,0,2,1,2,0.566667,0.546096,0.80875,0.143042,667 286 | 285,10/12/2011,4,0,10,0,3,1,3,0.543333,0.517717,0.90625,0.24815,217 287 | 286,10/13/2011,4,0,10,0,4,1,2,0.589167,0.551804,0.896667,0.141787,290 288 | 287,10/14/2011,4,0,10,0,5,1,2,0.550833,0.529675,0.71625,0.223883,529 289 | 288,10/15/2011,4,0,10,0,6,0,1,0.506667,0.498725,0.483333,0.258083,1899 290 | 289,10/16/2011,4,0,10,0,0,0,1,0.511667,0.503154,0.486667,0.281717,1748 291 | 290,10/17/2011,4,0,10,0,1,1,1,0.534167,0.510725,0.579583,0.175379,713 292 | 291,10/18/2011,4,0,10,0,2,1,2,0.5325,0.522721,0.701667,0.110087,637 293 | 292,10/19/2011,4,0,10,0,3,1,3,0.541739,0.513848,0.895217,0.243339,254 294 | 293,10/20/2011,4,0,10,0,4,1,1,0.475833,0.466525,0.63625,0.422275,471 295 | 294,10/21/2011,4,0,10,0,5,1,1,0.4275,0.423596,0.574167,0.221396,676 296 | 295,10/22/2011,4,0,10,0,6,0,1,0.4225,0.425492,0.629167,0.0926667,1499 297 | 296,10/23/2011,4,0,10,0,0,0,1,0.421667,0.422333,0.74125,0.0995125,1619 298 | 297,10/24/2011,4,0,10,0,1,1,1,0.463333,0.457067,0.772083,0.118792,699 299 | 298,10/25/2011,4,0,10,0,2,1,1,0.471667,0.463375,0.622917,0.166658,695 300 | 299,10/26/2011,4,0,10,0,3,1,2,0.484167,0.472846,0.720417,0.148642,404 301 | 300,10/27/2011,4,0,10,0,4,1,2,0.47,0.457046,0.812917,0.197763,240 302 | 301,10/28/2011,4,0,10,0,5,1,2,0.330833,0.318812,0.585833,0.229479,456 303 | 302,10/29/2011,4,0,10,0,6,0,3,0.254167,0.227913,0.8825,0.351371,57 304 | 303,10/30/2011,4,0,10,0,0,0,1,0.319167,0.321329,0.62375,0.176617,885 305 | 304,10/31/2011,4,0,10,0,1,1,1,0.34,0.356063,0.703333,0.10635,362 306 | 305,11/1/2011,4,0,11,0,2,1,1,0.400833,0.397088,0.68375,0.135571,410 307 | 306,11/2/2011,4,0,11,0,3,1,1,0.3775,0.390133,0.71875,0.0820917,370 308 | 307,11/3/2011,4,0,11,0,4,1,1,0.408333,0.405921,0.702083,0.136817,318 309 | 308,11/4/2011,4,0,11,0,5,1,2,0.403333,0.403392,0.6225,0.271779,470 310 | 309,11/5/2011,4,0,11,0,6,0,1,0.326667,0.323854,0.519167,0.189062,1156 311 | 310,11/6/2011,4,0,11,0,0,0,1,0.348333,0.362358,0.734583,0.0920542,952 312 | 311,11/7/2011,4,0,11,0,1,1,1,0.395,0.400871,0.75875,0.057225,373 313 | 312,11/8/2011,4,0,11,0,2,1,1,0.408333,0.412246,0.721667,0.0690375,376 314 | 313,11/9/2011,4,0,11,0,3,1,1,0.4,0.409079,0.758333,0.0621958,305 315 | 314,11/10/2011,4,0,11,0,4,1,2,0.38,0.373721,0.813333,0.189067,190 316 | 315,11/11/2011,4,0,11,1,5,0,1,0.324167,0.306817,0.44625,0.314675,440 317 | 316,11/12/2011,4,0,11,0,6,0,1,0.356667,0.357942,0.552917,0.212062,1275 318 | 317,11/13/2011,4,0,11,0,0,0,1,0.440833,0.43055,0.458333,0.281721,1004 319 | 318,11/14/2011,4,0,11,0,1,1,1,0.53,0.524612,0.587083,0.306596,595 320 | 319,11/15/2011,4,0,11,0,2,1,2,0.53,0.507579,0.68875,0.199633,449 321 | 320,11/16/2011,4,0,11,0,3,1,3,0.456667,0.451988,0.93,0.136829,145 322 | 321,11/17/2011,4,0,11,0,4,1,2,0.341667,0.323221,0.575833,0.305362,139 323 | 322,11/18/2011,4,0,11,0,5,1,1,0.274167,0.272721,0.41,0.168533,245 324 | 323,11/19/2011,4,0,11,0,6,0,1,0.329167,0.324483,0.502083,0.224496,943 325 | 324,11/20/2011,4,0,11,0,0,0,2,0.463333,0.457058,0.684583,0.18595,787 326 | 325,11/21/2011,4,0,11,0,1,1,3,0.4475,0.445062,0.91,0.138054,220 327 | 326,11/22/2011,4,0,11,0,2,1,3,0.416667,0.421696,0.9625,0.118792,69 328 | 327,11/23/2011,4,0,11,0,3,1,2,0.440833,0.430537,0.757917,0.335825,112 329 | 328,11/24/2011,4,0,11,1,4,0,1,0.373333,0.372471,0.549167,0.167304,560 330 | 329,11/25/2011,4,0,11,0,5,1,1,0.375,0.380671,0.64375,0.0988958,1095 331 | 330,11/26/2011,4,0,11,0,6,0,1,0.375833,0.385087,0.681667,0.0684208,1249 332 | 331,11/27/2011,4,0,11,0,0,0,1,0.459167,0.4558,0.698333,0.208954,810 333 | 332,11/28/2011,4,0,11,0,1,1,1,0.503478,0.490122,0.743043,0.142122,253 334 | 333,11/29/2011,4,0,11,0,2,1,2,0.458333,0.451375,0.830833,0.258092,96 335 | 334,11/30/2011,4,0,11,0,3,1,1,0.325,0.311221,0.613333,0.271158,188 336 | 335,12/1/2011,4,0,12,0,4,1,1,0.3125,0.305554,0.524583,0.220158,182 337 | 336,12/2/2011,4,0,12,0,5,1,1,0.314167,0.331433,0.625833,0.100754,268 338 | 337,12/3/2011,4,0,12,0,6,0,1,0.299167,0.310604,0.612917,0.0957833,706 339 | 338,12/4/2011,4,0,12,0,0,0,1,0.330833,0.3491,0.775833,0.0839583,634 340 | 339,12/5/2011,4,0,12,0,1,1,2,0.385833,0.393925,0.827083,0.0622083,233 341 | 340,12/6/2011,4,0,12,0,2,1,3,0.4625,0.4564,0.949583,0.232583,126 342 | 341,12/7/2011,4,0,12,0,3,1,3,0.41,0.400246,0.970417,0.266175,50 343 | 342,12/8/2011,4,0,12,0,4,1,1,0.265833,0.256938,0.58,0.240058,150 344 | 343,12/9/2011,4,0,12,0,5,1,1,0.290833,0.317542,0.695833,0.0827167,261 345 | 344,12/10/2011,4,0,12,0,6,0,1,0.275,0.266412,0.5075,0.233221,502 346 | 345,12/11/2011,4,0,12,0,0,0,1,0.220833,0.253154,0.49,0.0665417,377 347 | 346,12/12/2011,4,0,12,0,1,1,1,0.238333,0.270196,0.670833,0.06345,143 348 | 347,12/13/2011,4,0,12,0,2,1,1,0.2825,0.301138,0.59,0.14055,155 349 | 348,12/14/2011,4,0,12,0,3,1,2,0.3175,0.338362,0.66375,0.0609583,178 350 | 349,12/15/2011,4,0,12,0,4,1,2,0.4225,0.412237,0.634167,0.268042,181 351 | 350,12/16/2011,4,0,12,0,5,1,2,0.375,0.359825,0.500417,0.260575,178 352 | 351,12/17/2011,4,0,12,0,6,0,2,0.258333,0.249371,0.560833,0.243167,275 353 | 352,12/18/2011,4,0,12,0,0,0,1,0.238333,0.245579,0.58625,0.169779,220 354 | 353,12/19/2011,4,0,12,0,1,1,1,0.276667,0.280933,0.6375,0.172896,260 355 | 354,12/20/2011,4,0,12,0,2,1,2,0.385833,0.396454,0.595417,0.0615708,216 356 | 355,12/21/2011,1,0,12,0,3,1,2,0.428333,0.428017,0.858333,0.2214,107 357 | 356,12/22/2011,1,0,12,0,4,1,2,0.423333,0.426121,0.7575,0.047275,227 358 | 357,12/23/2011,1,0,12,0,5,1,1,0.373333,0.377513,0.68625,0.274246,163 359 | 358,12/24/2011,1,0,12,0,6,0,1,0.3025,0.299242,0.5425,0.190304,155 360 | 359,12/25/2011,1,0,12,0,0,0,1,0.274783,0.279961,0.681304,0.155091,303 361 | 360,12/26/2011,1,0,12,1,1,0,1,0.321739,0.315535,0.506957,0.239465,430 362 | 361,12/27/2011,1,0,12,0,2,1,2,0.325,0.327633,0.7625,0.18845,103 363 | 362,12/28/2011,1,0,12,0,3,1,1,0.29913,0.279974,0.503913,0.293961,255 364 | 363,12/29/2011,1,0,12,0,4,1,1,0.248333,0.263892,0.574167,0.119412,254 365 | 364,12/30/2011,1,0,12,0,5,1,1,0.311667,0.318812,0.636667,0.134337,491 366 | 365,12/31/2011,1,0,12,0,6,0,1,0.41,0.414121,0.615833,0.220154,665 367 | 366,1/1/2012,1,1,1,0,0,0,1,0.37,0.375621,0.6925,0.192167,686 368 | 367,1/2/2012,1,1,1,1,1,0,1,0.273043,0.252304,0.381304,0.329665,244 369 | 368,1/3/2012,1,1,1,0,2,1,1,0.15,0.126275,0.44125,0.365671,89 370 | 369,1/4/2012,1,1,1,0,3,1,2,0.1075,0.119337,0.414583,0.1847,95 371 | 370,1/5/2012,1,1,1,0,4,1,1,0.265833,0.278412,0.524167,0.129987,140 372 | 371,1/6/2012,1,1,1,0,5,1,1,0.334167,0.340267,0.542083,0.167908,307 373 | 372,1/7/2012,1,1,1,0,6,0,1,0.393333,0.390779,0.531667,0.174758,1070 374 | 373,1/8/2012,1,1,1,0,0,0,1,0.3375,0.340258,0.465,0.191542,599 375 | 374,1/9/2012,1,1,1,0,1,1,2,0.224167,0.247479,0.701667,0.0989,106 376 | 375,1/10/2012,1,1,1,0,2,1,1,0.308696,0.318826,0.646522,0.187552,173 377 | 376,1/11/2012,1,1,1,0,3,1,2,0.274167,0.282821,0.8475,0.131221,92 378 | 377,1/12/2012,1,1,1,0,4,1,2,0.3825,0.381938,0.802917,0.180967,269 379 | 378,1/13/2012,1,1,1,0,5,1,1,0.274167,0.249362,0.5075,0.378108,174 380 | 379,1/14/2012,1,1,1,0,6,0,1,0.18,0.183087,0.4575,0.187183,333 381 | 380,1/15/2012,1,1,1,0,0,0,1,0.166667,0.161625,0.419167,0.251258,284 382 | 381,1/16/2012,1,1,1,1,1,0,1,0.19,0.190663,0.5225,0.231358,217 383 | 382,1/17/2012,1,1,1,0,2,1,2,0.373043,0.364278,0.716087,0.34913,127 384 | 383,1/18/2012,1,1,1,0,3,1,1,0.303333,0.275254,0.443333,0.415429,109 385 | 384,1/19/2012,1,1,1,0,4,1,1,0.19,0.190038,0.4975,0.220158,130 386 | 385,1/20/2012,1,1,1,0,5,1,2,0.2175,0.220958,0.45,0.20275,115 387 | 386,1/21/2012,1,1,1,0,6,0,2,0.173333,0.174875,0.83125,0.222642,67 388 | 387,1/22/2012,1,1,1,0,0,0,2,0.1625,0.16225,0.79625,0.199638,196 389 | 388,1/23/2012,1,1,1,0,1,1,2,0.218333,0.243058,0.91125,0.110708,145 390 | 389,1/24/2012,1,1,1,0,2,1,1,0.3425,0.349108,0.835833,0.123767,439 391 | 390,1/25/2012,1,1,1,0,3,1,1,0.294167,0.294821,0.64375,0.161071,467 392 | 391,1/26/2012,1,1,1,0,4,1,2,0.341667,0.35605,0.769583,0.0733958,244 393 | 392,1/27/2012,1,1,1,0,5,1,2,0.425,0.415383,0.74125,0.342667,269 394 | 393,1/28/2012,1,1,1,0,6,0,1,0.315833,0.326379,0.543333,0.210829,775 395 | 394,1/29/2012,1,1,1,0,0,0,1,0.2825,0.272721,0.31125,0.24005,558 396 | 395,1/30/2012,1,1,1,0,1,1,1,0.269167,0.262625,0.400833,0.215792,126 397 | 396,1/31/2012,1,1,1,0,2,1,1,0.39,0.381317,0.416667,0.261817,324 398 | 397,2/1/2012,1,1,2,0,3,1,1,0.469167,0.466538,0.507917,0.189067,304 399 | 398,2/2/2012,1,1,2,0,4,1,2,0.399167,0.398971,0.672917,0.187187,190 400 | 399,2/3/2012,1,1,2,0,5,1,1,0.313333,0.309346,0.526667,0.178496,310 401 | 400,2/4/2012,1,1,2,0,6,0,2,0.264167,0.272725,0.779583,0.121896,384 402 | 401,2/5/2012,1,1,2,0,0,0,2,0.265833,0.264521,0.687917,0.175996,318 403 | 402,2/6/2012,1,1,2,0,1,1,1,0.282609,0.296426,0.622174,0.1538,206 404 | 403,2/7/2012,1,1,2,0,2,1,1,0.354167,0.361104,0.49625,0.147379,199 405 | 404,2/8/2012,1,1,2,0,3,1,2,0.256667,0.266421,0.722917,0.133721,109 406 | 405,2/9/2012,1,1,2,0,4,1,1,0.265,0.261988,0.562083,0.194037,163 407 | 406,2/10/2012,1,1,2,0,5,1,2,0.280833,0.293558,0.54,0.116929,227 408 | 407,2/11/2012,1,1,2,0,6,0,3,0.224167,0.210867,0.73125,0.289796,192 409 | 408,2/12/2012,1,1,2,0,0,0,1,0.1275,0.101658,0.464583,0.409212,73 410 | 409,2/13/2012,1,1,2,0,1,1,1,0.2225,0.227913,0.41125,0.167283,94 411 | 410,2/14/2012,1,1,2,0,2,1,2,0.319167,0.333946,0.50875,0.141179,135 412 | 411,2/15/2012,1,1,2,0,3,1,1,0.348333,0.351629,0.53125,0.1816,141 413 | 412,2/16/2012,1,1,2,0,4,1,2,0.316667,0.330162,0.752917,0.091425,74 414 | 413,2/17/2012,1,1,2,0,5,1,1,0.343333,0.351629,0.634583,0.205846,349 415 | 414,2/18/2012,1,1,2,0,6,0,1,0.346667,0.355425,0.534583,0.190929,1435 416 | 415,2/19/2012,1,1,2,0,0,0,2,0.28,0.265788,0.515833,0.253112,618 417 | 416,2/20/2012,1,1,2,1,1,0,1,0.28,0.273391,0.507826,0.229083,502 418 | 417,2/21/2012,1,1,2,0,2,1,1,0.287826,0.295113,0.594348,0.205717,163 419 | 418,2/22/2012,1,1,2,0,3,1,1,0.395833,0.392667,0.567917,0.234471,394 420 | 419,2/23/2012,1,1,2,0,4,1,1,0.454167,0.444446,0.554583,0.190913,516 421 | 420,2/24/2012,1,1,2,0,5,1,2,0.4075,0.410971,0.7375,0.237567,246 422 | 421,2/25/2012,1,1,2,0,6,0,1,0.290833,0.255675,0.395833,0.421642,317 423 | 422,2/26/2012,1,1,2,0,0,0,1,0.279167,0.268308,0.41,0.205229,515 424 | 423,2/27/2012,1,1,2,0,1,1,1,0.366667,0.357954,0.490833,0.268033,253 425 | 424,2/28/2012,1,1,2,0,2,1,1,0.359167,0.353525,0.395833,0.193417,229 426 | 425,2/29/2012,1,1,2,0,3,1,2,0.344348,0.34847,0.804783,0.179117,65 427 | 426,3/1/2012,1,1,3,0,4,1,1,0.485833,0.475371,0.615417,0.226987,325 428 | 427,3/2/2012,1,1,3,0,5,1,2,0.353333,0.359842,0.657083,0.144904,246 429 | 428,3/3/2012,1,1,3,0,6,0,2,0.414167,0.413492,0.62125,0.161079,956 430 | 429,3/4/2012,1,1,3,0,0,0,1,0.325833,0.303021,0.403333,0.334571,710 431 | 430,3/5/2012,1,1,3,0,1,1,1,0.243333,0.241171,0.50625,0.228858,203 432 | 431,3/6/2012,1,1,3,0,2,1,1,0.258333,0.255042,0.456667,0.200875,221 433 | 432,3/7/2012,1,1,3,0,3,1,1,0.404167,0.3851,0.513333,0.345779,432 434 | 433,3/8/2012,1,1,3,0,4,1,1,0.5275,0.524604,0.5675,0.441563,486 435 | 434,3/9/2012,1,1,3,0,5,1,2,0.410833,0.397083,0.407083,0.4148,447 436 | 435,3/10/2012,1,1,3,0,6,0,1,0.2875,0.277767,0.350417,0.22575,968 437 | 436,3/11/2012,1,1,3,0,0,0,1,0.361739,0.35967,0.476957,0.222587,1658 438 | 437,3/12/2012,1,1,3,0,1,1,1,0.466667,0.459592,0.489167,0.207713,838 439 | 438,3/13/2012,1,1,3,0,2,1,1,0.565,0.542929,0.6175,0.23695,762 440 | 439,3/14/2012,1,1,3,0,3,1,1,0.5725,0.548617,0.507083,0.115062,997 441 | 440,3/15/2012,1,1,3,0,4,1,1,0.5575,0.532825,0.579583,0.149883,1005 442 | 441,3/16/2012,1,1,3,0,5,1,2,0.435833,0.436229,0.842083,0.113192,548 443 | 442,3/17/2012,1,1,3,0,6,0,2,0.514167,0.505046,0.755833,0.110704,3155 444 | 443,3/18/2012,1,1,3,0,0,0,2,0.4725,0.464,0.81,0.126883,2207 445 | 444,3/19/2012,1,1,3,0,1,1,1,0.545,0.532821,0.72875,0.162317,982 446 | 445,3/20/2012,1,1,3,0,2,1,1,0.560833,0.538533,0.807917,0.121271,1051 447 | 446,3/21/2012,2,1,3,0,3,1,2,0.531667,0.513258,0.82125,0.0895583,1122 448 | 447,3/22/2012,2,1,3,0,4,1,1,0.554167,0.531567,0.83125,0.117562,1334 449 | 448,3/23/2012,2,1,3,0,5,1,2,0.601667,0.570067,0.694167,0.1163,2469 450 | 449,3/24/2012,2,1,3,0,6,0,2,0.5025,0.486733,0.885417,0.192783,1033 451 | 450,3/25/2012,2,1,3,0,0,0,2,0.4375,0.437488,0.880833,0.220775,1532 452 | 451,3/26/2012,2,1,3,0,1,1,1,0.445833,0.43875,0.477917,0.386821,795 453 | 452,3/27/2012,2,1,3,0,2,1,1,0.323333,0.315654,0.29,0.187192,531 454 | 453,3/28/2012,2,1,3,0,3,1,1,0.484167,0.47095,0.48125,0.291671,674 455 | 454,3/29/2012,2,1,3,0,4,1,1,0.494167,0.482304,0.439167,0.31965,834 456 | 455,3/30/2012,2,1,3,0,5,1,2,0.37,0.375621,0.580833,0.138067,796 457 | 456,3/31/2012,2,1,3,0,6,0,2,0.424167,0.421708,0.738333,0.250617,2301 458 | 457,4/1/2012,2,1,4,0,0,0,2,0.425833,0.417287,0.67625,0.172267,2347 459 | 458,4/2/2012,2,1,4,0,1,1,1,0.433913,0.427513,0.504348,0.312139,1208 460 | 459,4/3/2012,2,1,4,0,2,1,1,0.466667,0.461483,0.396667,0.100133,1348 461 | 460,4/4/2012,2,1,4,0,3,1,1,0.541667,0.53345,0.469583,0.180975,1058 462 | 461,4/5/2012,2,1,4,0,4,1,1,0.435,0.431163,0.374167,0.219529,1192 463 | 462,4/6/2012,2,1,4,0,5,1,1,0.403333,0.390767,0.377083,0.300388,1807 464 | 463,4/7/2012,2,1,4,0,6,0,1,0.4375,0.426129,0.254167,0.274871,3252 465 | 464,4/8/2012,2,1,4,0,0,0,1,0.5,0.492425,0.275833,0.232596,2230 466 | 465,4/9/2012,2,1,4,0,1,1,1,0.489167,0.476638,0.3175,0.358196,905 467 | 466,4/10/2012,2,1,4,0,2,1,1,0.446667,0.436233,0.435,0.249375,819 468 | 467,4/11/2012,2,1,4,0,3,1,1,0.348696,0.337274,0.469565,0.295274,482 469 | 468,4/12/2012,2,1,4,0,4,1,1,0.3975,0.387604,0.46625,0.290429,663 470 | 469,4/13/2012,2,1,4,0,5,1,1,0.4425,0.431808,0.408333,0.155471,1252 471 | 470,4/14/2012,2,1,4,0,6,0,1,0.495,0.487996,0.502917,0.190917,2795 472 | 471,4/15/2012,2,1,4,0,0,0,1,0.606667,0.573875,0.507917,0.225129,2846 473 | 472,4/16/2012,2,1,4,1,1,0,1,0.664167,0.614925,0.561667,0.284829,1198 474 | 473,4/17/2012,2,1,4,0,2,1,1,0.608333,0.598487,0.390417,0.273629,989 475 | 474,4/18/2012,2,1,4,0,3,1,2,0.463333,0.457038,0.569167,0.167912,347 476 | 475,4/19/2012,2,1,4,0,4,1,1,0.498333,0.493046,0.6125,0.0659292,846 477 | 476,4/20/2012,2,1,4,0,5,1,1,0.526667,0.515775,0.694583,0.149871,1340 478 | 477,4/21/2012,2,1,4,0,6,0,1,0.57,0.542921,0.682917,0.283587,2541 479 | 478,4/22/2012,2,1,4,0,0,0,3,0.396667,0.389504,0.835417,0.344546,120 480 | 479,4/23/2012,2,1,4,0,1,1,2,0.321667,0.301125,0.766667,0.303496,195 481 | 480,4/24/2012,2,1,4,0,2,1,1,0.413333,0.405283,0.454167,0.249383,518 482 | 481,4/25/2012,2,1,4,0,3,1,1,0.476667,0.470317,0.427917,0.118792,655 483 | 482,4/26/2012,2,1,4,0,4,1,2,0.498333,0.483583,0.756667,0.176625,475 484 | 483,4/27/2012,2,1,4,0,5,1,1,0.4575,0.452637,0.400833,0.347633,1014 485 | 484,4/28/2012,2,1,4,0,6,0,2,0.376667,0.377504,0.489583,0.129975,1120 486 | 485,4/29/2012,2,1,4,0,0,0,1,0.458333,0.450121,0.587083,0.116908,2229 487 | 486,4/30/2012,2,1,4,0,1,1,2,0.464167,0.457696,0.57,0.171638,665 488 | 487,5/1/2012,2,1,5,0,2,1,2,0.613333,0.577021,0.659583,0.156096,653 489 | 488,5/2/2012,2,1,5,0,3,1,1,0.564167,0.537896,0.797083,0.138058,667 490 | 489,5/3/2012,2,1,5,0,4,1,2,0.56,0.537242,0.768333,0.133696,764 491 | 490,5/4/2012,2,1,5,0,5,1,1,0.6275,0.590917,0.735417,0.162938,1069 492 | 491,5/5/2012,2,1,5,0,6,0,2,0.621667,0.584608,0.756667,0.152992,2496 493 | 492,5/6/2012,2,1,5,0,0,0,2,0.5625,0.546737,0.74,0.149879,2135 494 | 493,5/7/2012,2,1,5,0,1,1,2,0.5375,0.527142,0.664167,0.230721,1008 495 | 494,5/8/2012,2,1,5,0,2,1,2,0.581667,0.557471,0.685833,0.296029,738 496 | 495,5/9/2012,2,1,5,0,3,1,2,0.575,0.553025,0.744167,0.216412,620 497 | 496,5/10/2012,2,1,5,0,4,1,1,0.505833,0.491783,0.552083,0.314063,1026 498 | 497,5/11/2012,2,1,5,0,5,1,1,0.533333,0.520833,0.360417,0.236937,1319 499 | 498,5/12/2012,2,1,5,0,6,0,1,0.564167,0.544817,0.480417,0.123133,2622 500 | 499,5/13/2012,2,1,5,0,0,0,1,0.6125,0.585238,0.57625,0.225117,2172 501 | 500,5/14/2012,2,1,5,0,1,1,2,0.573333,0.5499,0.789583,0.212692,342 502 | 501,5/15/2012,2,1,5,0,2,1,2,0.611667,0.576404,0.794583,0.147392,625 503 | 502,5/16/2012,2,1,5,0,3,1,1,0.636667,0.595975,0.697917,0.122512,991 504 | 503,5/17/2012,2,1,5,0,4,1,1,0.593333,0.572613,0.52,0.229475,1242 505 | 504,5/18/2012,2,1,5,0,5,1,1,0.564167,0.551121,0.523333,0.136817,1521 506 | 505,5/19/2012,2,1,5,0,6,0,1,0.6,0.566908,0.45625,0.083975,3410 507 | 506,5/20/2012,2,1,5,0,0,0,1,0.620833,0.583967,0.530417,0.254367,2704 508 | 507,5/21/2012,2,1,5,0,1,1,2,0.598333,0.565667,0.81125,0.233204,630 509 | 508,5/22/2012,2,1,5,0,2,1,2,0.615,0.580825,0.765833,0.118167,819 510 | 509,5/23/2012,2,1,5,0,3,1,2,0.621667,0.584612,0.774583,0.102,766 511 | 510,5/24/2012,2,1,5,0,4,1,1,0.655,0.6067,0.716667,0.172896,1059 512 | 511,5/25/2012,2,1,5,0,5,1,1,0.68,0.627529,0.747083,0.14055,1417 513 | 512,5/26/2012,2,1,5,0,6,0,1,0.6925,0.642696,0.7325,0.198992,2855 514 | 513,5/27/2012,2,1,5,0,0,0,1,0.69,0.641425,0.697083,0.215171,3283 515 | 514,5/28/2012,2,1,5,1,1,0,1,0.7125,0.6793,0.67625,0.196521,2557 516 | 515,5/29/2012,2,1,5,0,2,1,1,0.7225,0.672992,0.684583,0.2954,880 517 | 516,5/30/2012,2,1,5,0,3,1,2,0.656667,0.611129,0.67,0.134329,745 518 | 517,5/31/2012,2,1,5,0,4,1,1,0.68,0.631329,0.492917,0.195279,1100 519 | 518,6/1/2012,2,1,6,0,5,1,2,0.654167,0.607962,0.755417,0.237563,533 520 | 519,6/2/2012,2,1,6,0,6,0,1,0.583333,0.566288,0.549167,0.186562,2795 521 | 520,6/3/2012,2,1,6,0,0,0,1,0.6025,0.575133,0.493333,0.184087,2494 522 | 521,6/4/2012,2,1,6,0,1,1,1,0.5975,0.578283,0.487083,0.284833,1071 523 | 522,6/5/2012,2,1,6,0,2,1,2,0.540833,0.525892,0.613333,0.209575,968 524 | 523,6/6/2012,2,1,6,0,3,1,1,0.554167,0.542292,0.61125,0.077125,1027 525 | 524,6/7/2012,2,1,6,0,4,1,1,0.6025,0.569442,0.567083,0.15735,1038 526 | 525,6/8/2012,2,1,6,0,5,1,1,0.649167,0.597862,0.467917,0.175383,1488 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539,6/22/2012,3,1,6,0,5,1,1,0.7775,0.724121,0.57375,0.182842,964 541 | 540,6/23/2012,3,1,6,0,6,0,1,0.731667,0.652792,0.534583,0.179721,2657 542 | 541,6/24/2012,3,1,6,0,0,0,1,0.743333,0.674254,0.479167,0.145525,2551 543 | 542,6/25/2012,3,1,6,0,1,1,1,0.715833,0.654042,0.504167,0.300383,1139 544 | 543,6/26/2012,3,1,6,0,2,1,1,0.630833,0.594704,0.373333,0.347642,1077 545 | 544,6/27/2012,3,1,6,0,3,1,1,0.6975,0.640792,0.36,0.271775,1077 546 | 545,6/28/2012,3,1,6,0,4,1,1,0.749167,0.675512,0.4225,0.17165,921 547 | 546,6/29/2012,3,1,6,0,5,1,1,0.834167,0.786613,0.48875,0.165417,829 548 | 547,6/30/2012,3,1,6,0,6,0,1,0.765,0.687508,0.60125,0.161071,1455 549 | 548,7/1/2012,3,1,7,0,0,0,1,0.815833,0.750629,0.51875,0.168529,1421 550 | 549,7/2/2012,3,1,7,0,1,1,1,0.781667,0.702038,0.447083,0.195267,904 551 | 550,7/3/2012,3,1,7,0,2,1,1,0.780833,0.70265,0.492083,0.126237,1052 552 | 551,7/4/2012,3,1,7,1,3,0,1,0.789167,0.732337,0.53875,0.13495,2562 553 | 552,7/5/2012,3,1,7,0,4,1,1,0.8275,0.761367,0.457917,0.194029,1405 554 | 553,7/6/2012,3,1,7,0,5,1,1,0.828333,0.752533,0.450833,0.146142,1366 555 | 554,7/7/2012,3,1,7,0,6,0,1,0.861667,0.804913,0.492083,0.163554,1448 556 | 555,7/8/2012,3,1,7,0,0,0,1,0.8225,0.790396,0.57375,0.125629,1203 557 | 556,7/9/2012,3,1,7,0,1,1,2,0.710833,0.654054,0.683333,0.180975,998 558 | 557,7/10/2012,3,1,7,0,2,1,2,0.720833,0.664796,0.6675,0.151737,954 559 | 558,7/11/2012,3,1,7,0,3,1,1,0.716667,0.650271,0.633333,0.151733,975 560 | 559,7/12/2012,3,1,7,0,4,1,1,0.715833,0.654683,0.529583,0.146775,1032 561 | 560,7/13/2012,3,1,7,0,5,1,2,0.731667,0.667933,0.485833,0.08085,1511 562 | 561,7/14/2012,3,1,7,0,6,0,2,0.703333,0.666042,0.699167,0.143679,2355 563 | 562,7/15/2012,3,1,7,0,0,0,1,0.745833,0.705196,0.717917,0.166667,1920 564 | 563,7/16/2012,3,1,7,0,1,1,1,0.763333,0.724125,0.645,0.164187,1088 565 | 564,7/17/2012,3,1,7,0,2,1,1,0.818333,0.755683,0.505833,0.114429,921 566 | 565,7/18/2012,3,1,7,0,3,1,1,0.793333,0.745583,0.577083,0.137442,799 567 | 566,7/19/2012,3,1,7,0,4,1,1,0.77,0.714642,0.600417,0.165429,888 568 | 567,7/20/2012,3,1,7,0,5,1,2,0.665833,0.613025,0.844167,0.208967,747 569 | 568,7/21/2012,3,1,7,0,6,0,3,0.595833,0.549912,0.865417,0.2133,1264 570 | 569,7/22/2012,3,1,7,0,0,0,2,0.6675,0.623125,0.7625,0.0939208,2544 571 | 570,7/23/2012,3,1,7,0,1,1,1,0.741667,0.690017,0.694167,0.138683,1135 572 | 571,7/24/2012,3,1,7,0,2,1,1,0.750833,0.70645,0.655,0.211454,1140 573 | 572,7/25/2012,3,1,7,0,3,1,1,0.724167,0.654054,0.45,0.1648,1383 574 | 573,7/26/2012,3,1,7,0,4,1,1,0.776667,0.739263,0.596667,0.284813,1036 575 | 574,7/27/2012,3,1,7,0,5,1,1,0.781667,0.734217,0.594583,0.152992,1259 576 | 575,7/28/2012,3,1,7,0,6,0,1,0.755833,0.697604,0.613333,0.15735,2234 577 | 576,7/29/2012,3,1,7,0,0,0,1,0.721667,0.667933,0.62375,0.170396,2153 578 | 577,7/30/2012,3,1,7,0,1,1,1,0.730833,0.684987,0.66875,0.153617,1040 579 | 578,7/31/2012,3,1,7,0,2,1,1,0.713333,0.662896,0.704167,0.165425,968 580 | 579,8/1/2012,3,1,8,0,3,1,1,0.7175,0.667308,0.6775,0.141179,1074 581 | 580,8/2/2012,3,1,8,0,4,1,1,0.7525,0.707088,0.659583,0.129354,983 582 | 581,8/3/2012,3,1,8,0,5,1,2,0.765833,0.722867,0.6425,0.215792,1328 583 | 582,8/4/2012,3,1,8,0,6,0,1,0.793333,0.751267,0.613333,0.257458,2345 584 | 583,8/5/2012,3,1,8,0,0,0,1,0.769167,0.731079,0.6525,0.290421,1707 585 | 584,8/6/2012,3,1,8,0,1,1,2,0.7525,0.710246,0.654167,0.129354,1233 586 | 585,8/7/2012,3,1,8,0,2,1,2,0.735833,0.697621,0.70375,0.116908,1278 587 | 586,8/8/2012,3,1,8,0,3,1,2,0.75,0.707717,0.672917,0.1107,1263 588 | 587,8/9/2012,3,1,8,0,4,1,1,0.755833,0.699508,0.620417,0.1561,1196 589 | 588,8/10/2012,3,1,8,0,5,1,2,0.715833,0.667942,0.715833,0.238813,1065 590 | 589,8/11/2012,3,1,8,0,6,0,2,0.6925,0.638267,0.732917,0.206479,2247 591 | 590,8/12/2012,3,1,8,0,0,0,1,0.700833,0.644579,0.530417,0.122512,2182 592 | 591,8/13/2012,3,1,8,0,1,1,1,0.720833,0.662254,0.545417,0.136212,1207 593 | 592,8/14/2012,3,1,8,0,2,1,1,0.726667,0.676779,0.686667,0.169158,1128 594 | 593,8/15/2012,3,1,8,0,3,1,1,0.706667,0.654037,0.619583,0.169771,1198 595 | 594,8/16/2012,3,1,8,0,4,1,1,0.719167,0.654688,0.519167,0.141796,1338 596 | 595,8/17/2012,3,1,8,0,5,1,1,0.723333,0.2424,0.570833,0.231354,1483 597 | 596,8/18/2012,3,1,8,0,6,0,1,0.678333,0.618071,0.603333,0.177867,2827 598 | 597,8/19/2012,3,1,8,0,0,0,2,0.635833,0.603554,0.711667,0.08645,1208 599 | 598,8/20/2012,3,1,8,0,1,1,2,0.635833,0.595967,0.734167,0.129979,1026 600 | 599,8/21/2012,3,1,8,0,2,1,1,0.649167,0.601025,0.67375,0.0727708,1081 601 | 600,8/22/2012,3,1,8,0,3,1,1,0.6675,0.621854,0.677083,0.0702833,1094 602 | 601,8/23/2012,3,1,8,0,4,1,1,0.695833,0.637008,0.635833,0.0845958,1363 603 | 602,8/24/2012,3,1,8,0,5,1,2,0.7025,0.6471,0.615,0.0721458,1325 604 | 603,8/25/2012,3,1,8,0,6,0,2,0.661667,0.618696,0.712917,0.244408,1829 605 | 604,8/26/2012,3,1,8,0,0,0,2,0.653333,0.595996,0.845833,0.228858,1483 606 | 605,8/27/2012,3,1,8,0,1,1,1,0.703333,0.654688,0.730417,0.128733,989 607 | 606,8/28/2012,3,1,8,0,2,1,1,0.728333,0.66605,0.62,0.190925,935 608 | 607,8/29/2012,3,1,8,0,3,1,1,0.685,0.635733,0.552083,0.112562,1177 609 | 608,8/30/2012,3,1,8,0,4,1,1,0.706667,0.652779,0.590417,0.0771167,1172 610 | 609,8/31/2012,3,1,8,0,5,1,1,0.764167,0.6894,0.5875,0.168533,1433 611 | 610,9/1/2012,3,1,9,0,6,0,2,0.753333,0.702654,0.638333,0.113187,2352 612 | 611,9/2/2012,3,1,9,0,0,0,2,0.696667,0.649,0.815,0.0640708,2613 613 | 612,9/3/2012,3,1,9,1,1,0,1,0.7075,0.661629,0.790833,0.151121,1965 614 | 613,9/4/2012,3,1,9,0,2,1,1,0.725833,0.686888,0.755,0.236321,867 615 | 614,9/5/2012,3,1,9,0,3,1,1,0.736667,0.708983,0.74125,0.187808,832 616 | 615,9/6/2012,3,1,9,0,4,1,2,0.696667,0.655329,0.810417,0.142421,611 617 | 616,9/7/2012,3,1,9,0,5,1,1,0.703333,0.657204,0.73625,0.171646,1045 618 | 617,9/8/2012,3,1,9,0,6,0,2,0.659167,0.611121,0.799167,0.281104,1557 619 | 618,9/9/2012,3,1,9,0,0,0,1,0.61,0.578925,0.5475,0.224496,2570 620 | 619,9/10/2012,3,1,9,0,1,1,1,0.583333,0.565654,0.50375,0.258713,1118 621 | 620,9/11/2012,3,1,9,0,2,1,1,0.5775,0.554292,0.52,0.0920542,1070 622 | 621,9/12/2012,3,1,9,0,3,1,1,0.599167,0.570075,0.577083,0.131846,1050 623 | 622,9/13/2012,3,1,9,0,4,1,1,0.6125,0.579558,0.637083,0.0827208,1054 624 | 623,9/14/2012,3,1,9,0,5,1,1,0.633333,0.594083,0.6725,0.103863,1379 625 | 624,9/15/2012,3,1,9,0,6,0,1,0.608333,0.585867,0.501667,0.247521,3160 626 | 625,9/16/2012,3,1,9,0,0,0,1,0.58,0.563125,0.57,0.0901833,2166 627 | 626,9/17/2012,3,1,9,0,1,1,2,0.580833,0.55305,0.734583,0.151742,1022 628 | 627,9/18/2012,3,1,9,0,2,1,2,0.623333,0.565067,0.8725,0.357587,371 629 | 628,9/19/2012,3,1,9,0,3,1,1,0.5525,0.540404,0.536667,0.215175,788 630 | 629,9/20/2012,3,1,9,0,4,1,1,0.546667,0.532192,0.618333,0.118167,939 631 | 630,9/21/2012,3,1,9,0,5,1,1,0.599167,0.571971,0.66875,0.154229,1250 632 | 631,9/22/2012,3,1,9,0,6,0,1,0.65,0.610488,0.646667,0.283583,2512 633 | 632,9/23/2012,4,1,9,0,0,0,1,0.529167,0.518933,0.467083,0.223258,2454 634 | 633,9/24/2012,4,1,9,0,1,1,1,0.514167,0.502513,0.492917,0.142404,1001 635 | 634,9/25/2012,4,1,9,0,2,1,1,0.55,0.544179,0.57,0.236321,845 636 | 635,9/26/2012,4,1,9,0,3,1,1,0.635,0.596613,0.630833,0.2444,787 637 | 636,9/27/2012,4,1,9,0,4,1,2,0.65,0.607975,0.690833,0.134342,751 638 | 637,9/28/2012,4,1,9,0,5,1,2,0.619167,0.585863,0.69,0.164179,1045 639 | 638,9/29/2012,4,1,9,0,6,0,1,0.5425,0.530296,0.542917,0.227604,2589 640 | 639,9/30/2012,4,1,9,0,0,0,1,0.526667,0.517663,0.583333,0.134958,2015 641 | 640,10/1/2012,4,1,10,0,1,1,2,0.520833,0.512,0.649167,0.0908042,763 642 | 641,10/2/2012,4,1,10,0,2,1,3,0.590833,0.542333,0.871667,0.104475,315 643 | 642,10/3/2012,4,1,10,0,3,1,2,0.6575,0.599133,0.79375,0.0665458,728 644 | 643,10/4/2012,4,1,10,0,4,1,2,0.6575,0.607975,0.722917,0.117546,891 645 | 644,10/5/2012,4,1,10,0,5,1,1,0.615,0.580187,0.6275,0.10635,1516 646 | 645,10/6/2012,4,1,10,0,6,0,1,0.554167,0.538521,0.664167,0.268025,3031 647 | 646,10/7/2012,4,1,10,0,0,0,2,0.415833,0.419813,0.708333,0.141162,781 648 | 647,10/8/2012,4,1,10,1,1,0,2,0.383333,0.387608,0.709583,0.189679,874 649 | 648,10/9/2012,4,1,10,0,2,1,2,0.446667,0.438112,0.761667,0.1903,601 650 | 649,10/10/2012,4,1,10,0,3,1,1,0.514167,0.503142,0.630833,0.187821,780 651 | 650,10/11/2012,4,1,10,0,4,1,1,0.435,0.431167,0.463333,0.181596,834 652 | 651,10/12/2012,4,1,10,0,5,1,1,0.4375,0.433071,0.539167,0.235092,1060 653 | 652,10/13/2012,4,1,10,0,6,0,1,0.393333,0.391396,0.494583,0.146142,2252 654 | 653,10/14/2012,4,1,10,0,0,0,1,0.521667,0.508204,0.640417,0.278612,2080 655 | 654,10/15/2012,4,1,10,0,1,1,2,0.561667,0.53915,0.7075,0.296037,760 656 | 655,10/16/2012,4,1,10,0,2,1,1,0.468333,0.460846,0.558333,0.182221,922 657 | 656,10/17/2012,4,1,10,0,3,1,1,0.455833,0.450108,0.692917,0.101371,979 658 | 657,10/18/2012,4,1,10,0,4,1,2,0.5225,0.512625,0.728333,0.236937,1008 659 | 658,10/19/2012,4,1,10,0,5,1,2,0.563333,0.537896,0.815,0.134954,753 660 | 659,10/20/2012,4,1,10,0,6,0,1,0.484167,0.472842,0.572917,0.117537,2806 661 | 660,10/21/2012,4,1,10,0,0,0,1,0.464167,0.456429,0.51,0.166054,2132 662 | 661,10/22/2012,4,1,10,0,1,1,1,0.4875,0.482942,0.568333,0.0814833,830 663 | 662,10/23/2012,4,1,10,0,2,1,1,0.544167,0.530304,0.641667,0.0945458,841 664 | 663,10/24/2012,4,1,10,0,3,1,1,0.5875,0.558721,0.63625,0.0727792,795 665 | 664,10/25/2012,4,1,10,0,4,1,2,0.55,0.529688,0.800417,0.124375,875 666 | 665,10/26/2012,4,1,10,0,5,1,2,0.545833,0.52275,0.807083,0.132467,1182 667 | 666,10/27/2012,4,1,10,0,6,0,2,0.53,0.515133,0.72,0.235692,2643 668 | 667,10/28/2012,4,1,10,0,0,0,2,0.4775,0.467771,0.694583,0.398008,998 669 | 668,10/29/2012,4,1,10,0,1,1,3,0.44,0.4394,0.88,0.3582,2 670 | 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682,11/12/2012,4,1,11,1,1,0,1,0.485,0.475383,0.741667,0.173517,1097 684 | 683,11/13/2012,4,1,11,0,2,1,2,0.343333,0.323225,0.662917,0.342046,327 685 | 684,11/14/2012,4,1,11,0,3,1,1,0.289167,0.281563,0.552083,0.199625,373 686 | 685,11/15/2012,4,1,11,0,4,1,2,0.321667,0.324492,0.620417,0.152987,320 687 | 686,11/16/2012,4,1,11,0,5,1,1,0.345,0.347204,0.524583,0.171025,484 688 | 687,11/17/2012,4,1,11,0,6,0,1,0.325,0.326383,0.545417,0.179729,1313 689 | 688,11/18/2012,4,1,11,0,0,0,1,0.3425,0.337746,0.692917,0.227612,922 690 | 689,11/19/2012,4,1,11,0,1,1,2,0.380833,0.375621,0.623333,0.235067,449 691 | 690,11/20/2012,4,1,11,0,2,1,2,0.374167,0.380667,0.685,0.082725,534 692 | 691,11/21/2012,4,1,11,0,3,1,1,0.353333,0.364892,0.61375,0.103246,615 693 | 692,11/22/2012,4,1,11,1,4,0,1,0.34,0.350371,0.580417,0.0528708,955 694 | 693,11/23/2012,4,1,11,0,5,1,1,0.368333,0.378779,0.56875,0.148021,1603 695 | 694,11/24/2012,4,1,11,0,6,0,1,0.278333,0.248742,0.404583,0.376871,532 696 | 695,11/25/2012,4,1,11,0,0,0,1,0.245833,0.257583,0.468333,0.1505,309 697 | 696,11/26/2012,4,1,11,0,1,1,1,0.313333,0.339004,0.535417,0.04665,337 698 | 697,11/27/2012,4,1,11,0,2,1,2,0.291667,0.281558,0.786667,0.237562,123 699 | 698,11/28/2012,4,1,11,0,3,1,1,0.296667,0.289762,0.50625,0.210821,198 700 | 699,11/29/2012,4,1,11,0,4,1,1,0.28087,0.298422,0.555652,0.115522,243 701 | 700,11/30/2012,4,1,11,0,5,1,1,0.298333,0.323867,0.649583,0.0584708,362 702 | 701,12/1/2012,4,1,12,0,6,0,2,0.298333,0.316904,0.806667,0.0597042,951 703 | 702,12/2/2012,4,1,12,0,0,0,2,0.3475,0.359208,0.823333,0.124379,892 704 | 703,12/3/2012,4,1,12,0,1,1,1,0.4525,0.455796,0.7675,0.0827208,555 705 | 704,12/4/2012,4,1,12,0,2,1,1,0.475833,0.469054,0.73375,0.174129,551 706 | 705,12/5/2012,4,1,12,0,3,1,1,0.438333,0.428012,0.485,0.324021,331 707 | 706,12/6/2012,4,1,12,0,4,1,1,0.255833,0.258204,0.50875,0.174754,340 708 | 707,12/7/2012,4,1,12,0,5,1,2,0.320833,0.321958,0.764167,0.1306,349 709 | 708,12/8/2012,4,1,12,0,6,0,2,0.381667,0.389508,0.91125,0.101379,1153 710 | 709,12/9/2012,4,1,12,0,0,0,2,0.384167,0.390146,0.905417,0.157975,441 711 | 710,12/10/2012,4,1,12,0,1,1,2,0.435833,0.435575,0.925,0.190308,329 712 | 711,12/11/2012,4,1,12,0,2,1,2,0.353333,0.338363,0.596667,0.296037,282 713 | 712,12/12/2012,4,1,12,0,3,1,2,0.2975,0.297338,0.538333,0.162937,310 714 | 713,12/13/2012,4,1,12,0,4,1,1,0.295833,0.294188,0.485833,0.174129,425 715 | 714,12/14/2012,4,1,12,0,5,1,1,0.281667,0.294192,0.642917,0.131229,429 716 | 715,12/15/2012,4,1,12,0,6,0,1,0.324167,0.338383,0.650417,0.10635,767 717 | 716,12/16/2012,4,1,12,0,0,0,2,0.3625,0.369938,0.83875,0.100742,538 718 | 717,12/17/2012,4,1,12,0,1,1,2,0.393333,0.4015,0.907083,0.0982583,212 719 | 718,12/18/2012,4,1,12,0,2,1,1,0.410833,0.409708,0.66625,0.221404,433 720 | 719,12/19/2012,4,1,12,0,3,1,1,0.3325,0.342162,0.625417,0.184092,333 721 | 720,12/20/2012,4,1,12,0,4,1,2,0.33,0.335217,0.667917,0.132463,314 722 | 721,12/21/2012,1,1,12,0,5,1,2,0.326667,0.301767,0.556667,0.374383,221 723 | 722,12/22/2012,1,1,12,0,6,0,1,0.265833,0.236113,0.44125,0.407346,205 724 | 723,12/23/2012,1,1,12,0,0,0,1,0.245833,0.259471,0.515417,0.133083,408 725 | 724,12/24/2012,1,1,12,0,1,1,2,0.231304,0.2589,0.791304,0.0772304,174 726 | 725,12/25/2012,1,1,12,1,2,0,2,0.291304,0.294465,0.734783,0.168726,440 727 | 726,12/26/2012,1,1,12,0,3,1,3,0.243333,0.220333,0.823333,0.316546,9 728 | 727,12/27/2012,1,1,12,0,4,1,2,0.254167,0.226642,0.652917,0.350133,247 729 | 728,12/28/2012,1,1,12,0,5,1,2,0.253333,0.255046,0.59,0.155471,644 730 | 729,12/29/2012,1,1,12,0,6,0,2,0.253333,0.2424,0.752917,0.124383,159 731 | 730,12/30/2012,1,1,12,0,0,0,1,0.255833,0.2317,0.483333,0.350754,364 732 | 731,12/31/2012,1,1,12,0,1,1,2,0.215833,0.223487,0.5775,0.154846,439 733 | -------------------------------------------------------------------------------- /requirements.txt: -------------------------------------------------------------------------------- 1 | appnope==0.1.3 2 | asttokens==2.0.8 3 | backcall==0.2.0 4 | black==22.8.0 5 | certifi @ file:///private/var/folders/sy/f16zz6x50xz3113nwtb9bvq00000gp/T/abs_05nm_gqf36/croots/recipe/certifi_1663615689491/work/certifi 6 | click==8.1.3 7 | cmdstanpy==1.0.8 8 | contourpy==1.0.5 9 | convertdate==2.4.0 10 | cycler==0.11.0 11 | Cython==0.29.32 12 | debugpy==1.6.3 13 | decorator==5.1.1 14 | Deprecated==1.2.13 15 | entrypoints==0.4 16 | ephem==4.1.3 17 | executing==1.1.0 18 | fonttools==4.37.4 19 | hijri-converter==2.2.4 20 | holidays==0.16 21 | importlib-metadata==5.0.0 22 | ipykernel==6.16.0 23 | ipython==8.5.0 24 | ipywidgets==8.0.2 25 | isort==5.10.1 26 | jedi==0.18.1 27 | joblib==1.2.0 28 | jupyter-core==4.11.1 29 | jupyter_client==7.3.5 30 | jupyterlab-widgets==3.0.3 31 | kiwisolver==1.4.4 32 | korean-lunar-calendar==0.3.1 33 | llvmlite==0.39.1 34 | LunarCalendar==0.0.9 35 | matplotlib==3.6.0 36 | matplotlib-inline==0.1.6 37 | mypy-extensions==0.4.3 38 | nest-asyncio==1.5.6 39 | numba==0.56.3 40 | numpy==1.22.4 41 | packaging==21.3 42 | pandas==1.5.0 43 | parso==0.8.3 44 | pathspec==0.10.1 45 | patsy==0.5.3 46 | pexpect==4.8.0 47 | pickleshare==0.7.5 48 | Pillow==9.2.0 49 | platformdirs==2.5.2 50 | pmdarima==2.0.1 51 | prompt-toolkit==3.0.31 52 | prophet==1.1.1 53 | psutil==5.9.2 54 | ptyprocess==0.7.0 55 | pure-eval==0.2.2 56 | Pygments==2.13.0 57 | PyMeeus==0.5.11 58 | pyparsing==3.0.9 59 | python-dateutil==2.8.2 60 | python-dotenv==0.21.0 61 | pytz==2022.4 62 | pyzmq==24.0.1 63 | scikit-learn==1.1.2 64 | scipy==1.8.1 65 | seaborn==0.12.1 66 | setuptools-git==1.2 67 | six==1.16.0 68 | sktime==0.13.4 69 | stack-data==0.5.1 70 | statsmodels==0.13.2 71 | threadpoolctl==3.1.0 72 | tomli==2.0.1 73 | tornado==6.2 74 | tqdm==4.64.1 75 | traitlets==5.4.0 76 | typing_extensions==4.3.0 77 | urllib3==1.26.12 78 | wcwidth==0.2.5 79 | wget==3.2 80 | widgetsnbextension==4.0.3 81 | wrapt==1.14.1 82 | zipp==3.10.0 83 | -------------------------------------------------------------------------------- /src/__init__.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/daveebbelaar/data-science-tutorials/26e51d7329044beef938712df2f5681e46feebe7/src/__init__.py -------------------------------------------------------------------------------- /src/data/.gitkeep: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/daveebbelaar/data-science-tutorials/26e51d7329044beef938712df2f5681e46feebe7/src/data/.gitkeep -------------------------------------------------------------------------------- /src/data/__init__.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/daveebbelaar/data-science-tutorials/26e51d7329044beef938712df2f5681e46feebe7/src/data/__init__.py -------------------------------------------------------------------------------- /src/features/.gitkeep: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/daveebbelaar/data-science-tutorials/26e51d7329044beef938712df2f5681e46feebe7/src/features/.gitkeep -------------------------------------------------------------------------------- /src/features/__init__.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/daveebbelaar/data-science-tutorials/26e51d7329044beef938712df2f5681e46feebe7/src/features/__init__.py -------------------------------------------------------------------------------- /src/models/.gitkeep: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/daveebbelaar/data-science-tutorials/26e51d7329044beef938712df2f5681e46feebe7/src/models/.gitkeep -------------------------------------------------------------------------------- /src/models/__init__.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/daveebbelaar/data-science-tutorials/26e51d7329044beef938712df2f5681e46feebe7/src/models/__init__.py -------------------------------------------------------------------------------- /src/tutorials/environment_variables.py: -------------------------------------------------------------------------------- 1 | import os 2 | 3 | from dotenv import find_dotenv, load_dotenv 4 | 5 | # find .env automagically by walking up directories until it's found 6 | dotenv_path = find_dotenv() 7 | 8 | # load up the entries as environment variables 9 | load_dotenv(dotenv_path) 10 | 11 | API_KEY = os.getenv("API_KEY") 12 | PASSWORD = os.getenv("PASSWORD") 13 | -------------------------------------------------------------------------------- /src/utility/exports.py: -------------------------------------------------------------------------------- 1 | import matplotlib.pyplot as plt 2 | import datetime 3 | import os 4 | 5 | 6 | class Figure: 7 | def export_figure(self, filename): 8 | 9 | # Change filename to avoid potenial errors when exporting with "/" 10 | filename = filename.replace("/", "-") 11 | 12 | date = datetime.date.today().strftime("%d-%m-%Y") 13 | path = f"../../reports/figures/{date}/" 14 | 15 | if os.path.exists(path): 16 | plt.savefig(path + str(filename) + ".png", bbox_inches="tight") 17 | 18 | if not os.path.exists(path): 19 | os.makedirs(path) 20 | plt.savefig(path + str(filename) + ".png", bbox_inches="tight") 21 | 22 | print(f"Successfully export {str(filename)}") 23 | -------------------------------------------------------------------------------- /src/utility/plot_settings.py: -------------------------------------------------------------------------------- 1 | import matplotlib as mpl 2 | import matplotlib.pyplot as plt 3 | from cycler import cycler 4 | 5 | colors = cycler(color=plt.get_cmap("tab10").colors) # ["b", "r", "g"] 6 | # colors = cycler(color=["#282782", "r", "g"]) 7 | 8 | mpl.style.use("ggplot") 9 | mpl.rcParams["figure.figsize"] = (20, 5) 10 | mpl.rcParams["axes.facecolor"] = "white" 11 | mpl.rcParams["axes.grid"] = True 12 | mpl.rcParams["grid.color"] = "lightgray" 13 | mpl.rcParams["axes.prop_cycle"] = colors 14 | mpl.rcParams["axes.linewidth"] = 1 15 | mpl.rcParams["xtick.color"] = "black" 16 | mpl.rcParams["ytick.color"] = "black" 17 | mpl.rcParams["font.size"] = 12 18 | mpl.rcParams["figure.titlesize"] = 25 19 | mpl.rcParams["figure.dpi"] = 100 20 | -------------------------------------------------------------------------------- /src/visualization/.gitkeep: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/daveebbelaar/data-science-tutorials/26e51d7329044beef938712df2f5681e46feebe7/src/visualization/.gitkeep 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