From 7abb202a75a66a8d7e395d17e80bce9090ce2da0 Mon Sep 17 00:00:00 2001 From: messiem Date: Fri, 17 Feb 2023 12:18:01 -0800 Subject: [PATCH] First commit. --- README.md | 51 + data/benthos.csv | 57 + data/midwater.csv | 205 + data/surface.csv | 415 + data/upwelling_MontereyBay.csv | 10887 ++++++++++++++ data/upwelling_PtConception.csv | 12054 ++++++++++++++++ its_agestructured_model.m | 64 + its_compute_PCA.m | 117 + its_compute_adjusted_correlation.m | 73 + its_compute_integration.m | 40 + its_load_taxa.m | 80 + its_load_upw.m | 34 + outputs/Fig1_taxa_benthos.jpg | Bin 0 -> 172953 bytes outputs/Fig1_taxa_midwater.jpg | Bin 0 -> 812400 bytes outputs/Fig1_taxa_surface.jpg | Bin 0 -> 245287 bytes outputs/Fig2_PCA_mode1_benthos.jpg | Bin 0 -> 146462 bytes outputs/Fig2_PCA_mode1_midwater.jpg | Bin 0 -> 308132 bytes outputs/Fig2_PCA_mode1_surface.jpg | Bin 0 -> 174148 bytes outputs/Fig3_PC1_vs_intupw_benthos.jpg | Bin 0 -> 240456 bytes outputs/Fig3_PC1_vs_intupw_midwater.jpg | Bin 0 -> 321549 bytes outputs/Fig3_PC1_vs_intupw_surface.jpg | Bin 0 -> 364475 bytes outputs/Fig5_model_vs_intupw_vs_Aegina+.jpg | Bin 0 -> 322346 bytes .../Fig5_model_vs_intupw_vs_Cyclothone.jpg | Bin 0 -> 322346 bytes start_sourcecode_ITS.m | 200 + 24 files changed, 24277 insertions(+) create mode 100644 README.md create mode 100644 data/benthos.csv create mode 100644 data/midwater.csv create mode 100644 data/surface.csv create mode 100644 data/upwelling_MontereyBay.csv create mode 100644 data/upwelling_PtConception.csv create mode 100644 its_agestructured_model.m create mode 100644 its_compute_PCA.m create mode 100644 its_compute_adjusted_correlation.m create mode 100644 its_compute_integration.m create mode 100644 its_load_taxa.m create mode 100644 its_load_upw.m create mode 100644 outputs/Fig1_taxa_benthos.jpg create mode 100644 outputs/Fig1_taxa_midwater.jpg create mode 100644 outputs/Fig1_taxa_surface.jpg create mode 100644 outputs/Fig2_PCA_mode1_benthos.jpg create mode 100644 outputs/Fig2_PCA_mode1_midwater.jpg create mode 100644 outputs/Fig2_PCA_mode1_surface.jpg create mode 100644 outputs/Fig3_PC1_vs_intupw_benthos.jpg create mode 100644 outputs/Fig3_PC1_vs_intupw_midwater.jpg create mode 100644 outputs/Fig3_PC1_vs_intupw_surface.jpg create mode 100644 outputs/Fig5_model_vs_intupw_vs_Aegina+.jpg create mode 100644 outputs/Fig5_model_vs_intupw_vs_Cyclothone.jpg create mode 100644 start_sourcecode_ITS.m diff --git a/README.md b/README.md new file mode 100644 index 0000000..93e6c4f --- /dev/null +++ b/README.md @@ -0,0 +1,51 @@ +# Source code for paper "Coastal upwelling drives ecosystem temporal variability from the surface to the abyssal seafloor" # + +This toolbox contains the programs used to reproduce results and figures from Messié et al. (2023). +The programs are written for Matlab. + +* * * + +### Get started ### + +See script: + + start_sourcecode_ITS + +(ITS stands for Integrated Time Series). Set the `community` variable to either surface, midwater, or benthos to reproduce results for each time series. +The code generates figures, saved in `outputs/`, reproducing results from Fig. 1, 2, 3, and 5 from the paper with 2 main differences. First, the code runs for a given community so figures are broken down by community instead of being combined as in the paper. Second, the figures are simplified versions of the paper figures, with Matlab native colorbars and functions. Please contact me if you want to be able to reproduce the exact same figures as in the paper. + +### Description of functions ### + +`its_load_taxa`: reads the csv file in `data/` for the requested community, and displays the time series +`its_load_upw`: reads the upwelling time series provided in `data/` +`its_compute_PCA`: computes Principal Component Analysis of the taxonomic time series +`its_compute_integration`: computes wind integration following Di Lorenzo and Ohman (2013, https://doi.org/10.1073/pnas.1218022110 ) +`its_compute_adjusted_correlation`: compute Pearson correlations, and adjusted p-values following Pyper and Peterman (1998, https://doi.org/10.1139/f98-104 ) +`its_agestructured_model`: returns the modeled density over time of a population characterized by a given natural mortality rate and forced by an input forcing function + +### Description of data ### + +**Taxonomic time series:** +`surface.csv`, `midwater.csv`, `benthos.csv` +Time series for each community on original time steps, except monthly for benthos (lines = time, columns = taxonomic groups). + +**Upwelling time series:** +`upwelling_MontereyBay.csv`, `upwelling_PtConception.csv` +Daily time series of upwelling computed for the Monterey Bay and Point Conception regions, as explained in the paper. Primary sources of data are NDBC buoys [46042](https://www.ndbc.noaa.gov/station_history.php?station=46042) for Monterey Bay and [PTGC1](https://www.ndbc.noaa.gov/station_history.php?station=ptgc1) for Point Conception. + + +* * * + +### Reference ### + +Please refer this paper when using these scripts (PDF available upon request): + +Messié, M., R.E. Sherlock, C.L. Huffard, J.T. Pennington, C.A. Choy, R.P. Michisaki, K. Gomes, F.P. Chavez, B.H. Robison, and K.L. Smith Jr (2023). **Coastal upwelling drives ecosystem temporal variability from the surface to the abyssal seafloor**. *Proceedings of the National Academy of Sciences*, in press. + +* * * + +### Contact ### + +monique@mbari.org + +Do not hesitate to contact me if you cannot run the code in `start_sourcecode_ITS`, if you notice bugs, or if you need help implementing the code for a custom application. \ No newline at end of file diff --git a/data/benthos.csv b/data/benthos.csv new file mode 100644 index 0000000..280fb1e --- /dev/null +++ b/data/benthos.csv @@ -0,0 +1,57 @@ +Counts per m^2,,Holothuroidea,Echinoidea,Holothuroidea,Holothuroidea,Ophiuroidea,Holothuroidea,Holothuroidea,Holothuroidea,Holothuroidea,Holothuroidea +year,month,Abyssocucumis abyssorum,Echinocrepis rostrata,Elpidia sp. A,Oneirophanta mutabilis,Ophiuroidea,Peniagone A complex,Peniagone B complex,Psychropotes longicauda,Scotoplanes globosa,Synallactes sp. +1989, 10,0.014,0.018,0.177,0.001,0.140,0.023,0.014,0.001,0.005,0.005 +1990, 2,0.006,0.011,0.122,0.001,0.114,0.012,0.017,0.000,0.004,0.001 +1990, 6,0.024,0.025,0.178,0.002,0.447,0.025,0.021,0.001,0.002,0.001 +1991, 2,0.033,0.017,0.236,0.001,0.549,0.055,0.029,0.000,0.000,0.001 +1991, 6,0.023,0.012,0.234,0.003,0.366,0.017,0.024,0.000,0.002,0.003 +1991, 7,0.036,0.026,0.470,0.001,0.358,0.094,0.007,0.002,0.000,0.002 +1991, 8,0.024,0.017,0.430,0.001,0.306,0.072,0.015,0.001,0.001,0.001 +1991, 10,0.016,0.022,0.238,0.001,0.554,0.081,0.015,0.001,0.001,0.006 +1992, 2,0.018,0.017,0.247,0.001,0.270,0.059,0.026,0.000,0.001,0.006 +1992, 6,0.022,0.016,0.187,0.001,0.317,0.093,0.007,0.001,0.000,0.002 +1992, 7,0.015,0.017,0.287,0.001,0.111,0.046,0.014,0.000,0.004,0.002 +1992, 10,0.022,0.019,0.188,0.001,0.143,0.049,0.013,0.000,0.000,0.002 +1993, 2,0.027,0.025,0.164,0.001,0.155,0.070,0.016,0.001,0.000,0.003 +1993, 7,0.010,0.012,0.086,0.001,0.161,0.019,0.005,0.000,0.000,0.001 +1993, 10,0.012,0.028,0.095,0.001,0.223,0.045,0.016,0.002,0.000,0.005 +1994, 2,0.015,0.024,0.066,0.001,0.096,0.044,0.012,0.001,0.000,0.002 +1994, 6,0.018,0.017,0.328,0.000,0.197,0.095,0.026,0.001,0.001,0.002 +1994, 8,0.030,0.057,0.128,0.003,0.359,0.024,0.013,0.003,0.000,0.009 +1994, 9,0.006,0.022,0.305,0.001,0.208,0.013,0.022,0.000,0.001,0.005 +1994, 10,0.021,0.026,0.281,0.003,0.197,0.027,0.055,0.003,0.003,0.008 +1995, 2,0.007,0.025,0.374,0.001,0.089,0.022,0.201,0.001,0.000,0.014 +1995, 3,0.026,0.019,0.321,0.001,0.074,0.072,0.090,0.001,0.000,0.004 +1995, 6,0.012,0.015,0.598,0.001,0.121,0.013,0.301,0.001,0.003,0.005 +1995, 11,0.019,0.018,0.575,0.001,0.083,0.060,0.054,0.001,0.005,0.001 +1996, 2,0.004,0.016,0.497,0.002,0.157,0.116,0.012,0.000,0.000,0.004 +1996, 6,0.012,0.019,0.540,0.001,0.101,0.038,0.043,0.001,0.002,0.003 +1996, 10,0.017,0.021,0.616,0.001,0.125,0.089,0.028,0.001,0.001,0.004 +1998, 8,0.009,0.019,0.697,0.001,0.066,0.073,0.009,0.002,0.004,0.003 +1998, 12,0.030,0.009,0.402,0.002,0.081,0.036,0.008,0.001,0.000,0.001 +2001, 6,0.012,0.016,0.000,0.003,0.285,0.003,0.568,0.001,0.020,0.001 +2002, 2,0.022,0.076,0.000,0.001,0.728,0.028,0.088,0.013,0.037,0.004 +2002, 6,0.132,0.090,0.000,0.007,0.884,0.005,0.005,0.011,0.031,0.013 +2002, 9,0.041,0.080,0.000,0.006,0.337,0.007,0.015,0.009,0.002,0.002 +2003, 10,0.042,0.117,0.004,0.013,0.630,0.012,0.005,0.006,0.002,0.004 +2004, 2,0.025,0.073,0.000,0.019,0.558,0.009,0.005,0.006,0.000,0.011 +2004, 8,0.038,0.097,0.004,0.008,0.881,0.009,0.007,0.005,0.000,0.008 +2004, 10,0.065,0.110,0.000,0.013,0.806,0.102,0.015,0.006,0.000,0.002 +2006, 12,0.013,0.015,0.000,0.004,0.017,0.011,0.002,0.000,0.000,0.004 +2007, 2,0.023,0.032,0.041,0.004,0.018,0.000,0.000,0.000,0.000,0.014 +2007, 6,0.037,0.037,0.000,0.000,0.013,0.013,0.000,0.013,0.000,0.000 +2007, 9,0.009,0.014,0.000,0.000,0.021,0.005,0.000,0.000,0.000,0.005 +2009, 2,0.027,0.030,0.015,0.005,0.108,0.003,0.044,0.001,0.001,0.004 +2011, 5,0.008,0.006,0.141,0.002,0.140,0.469,0.086,0.000,0.051,0.003 +2011, 11,0.008,0.001,0.445,0.001,0.259,0.405,0.117,0.000,0.063,0.002 +2012, 6,0.018,0.005,0.465,0.005,0.247,0.608,0.102,0.003,0.125,0.005 +2012, 11,0.018,0.012,1.335,0.002,0.766,0.852,0.976,0.003,0.289,0.013 +2013, 6,0.016,0.006,0.429,0.004,0.440,0.665,0.261,0.003,0.270,0.008 +2014, 4,0.013,0.020,0.021,0.004,0.532,0.829,0.050,0.001,0.219,0.011 +2014, 10,0.010,0.021,0.002,0.003,0.431,0.975,0.373,0.000,0.113,0.015 +2015, 6,0.015,0.031,0.000,0.004,0.470,0.616,0.137,0.002,0.109,0.012 +2015, 11,0.021,0.034,0.000,0.004,0.481,0.449,0.005,0.003,0.095,0.016 +2016, 11,0.020,0.031,0.002,0.005,0.589,0.074,0.020,0.002,0.080,0.018 +2017, 3,0.011,0.028,0.001,0.005,0.510,0.166,0.035,0.001,0.112,0.010 +2017, 11,0.019,0.039,0.002,0.003,0.417,0.050,0.018,0.002,0.089,0.021 +2018, 4,0.018,0.035,0.003,0.002,0.567,0.080,0.008,0.001,0.115,0.006 diff --git a/data/midwater.csv b/data/midwater.csv new file mode 100644 index 0000000..05978a1 --- /dev/null +++ b/data/midwater.csv @@ -0,0 +1,205 @@ +Counts per volume (/m3) (x1000),,,Anthoathecata,Calycophorae,Calycophorae,Calycophorae,Chromista,Chromista,Chromista,Crustacea,Crustacea,Crustacea,Crustacea,Crustacea,Crustacea,Ctenophora,Ctenophora,Ctenophora,Ctenophora,Ctenophora,Ctenophora,Leptothecata,Leptothecata,Leptothecata,Leptothecata,Leptothecata,Mollusca,Mollusca,Mollusca,Mollusca,Mollusca,Mollusca,Narcomedusae,Narcomedusae,Narcomedusae,Narcomedusae,Narcomedusae,Narcomedusae,Physonectae,Physonectae,Physonectae,Physonectae,Polychaeta,Polychaeta,Scyphozoa,Scyphozoa,Scyphozoa,Trachymedusae,Trachymedusae,Trachymedusae,Trachymedusae,Trachymedusae,Tunicata,Tunicata,Tunicata,Tunicata,Tunicata,Vertebrata,Vertebrata,Vertebrata,Vertebrata,Vertebrata,Vertebrata,other,other +year,month,day,Eumedusa,Gymnopraia,Prayidae+,Calycoph_rocket,Hastigerinella,Radiozoa,Tuscaroridae,Acanthamunnopsis,Eusergestes,Munneurycope,Mysida,Pasiphaea,Sergestidae,Bathocyroe,Beroid & Lampea,Bolinopsis,Cydippida,Lampocteis,Thalassocalyce,Earleria,Eutonina,Mitrocoma,Modeeria,Ptychogena,Chiroteuthis,Doryteuthis,Dosidicus,Galiteuthis,Gonatus,Pteropoda,Aegina Citrea,Aegina+,Aeginura,Solmaris,Solmissus,Solmundella,Apolemia,Bargmannia,Nanomia,Resomia,Poeobius,Tomopteridae,Atolla,Periphylla,Poralia,Arctapodema,Colobonema,Haliscera con,LRJcomplex,Pantachogon,Bathochordaeus,Doliolid,Mesochordaeus,SalpidaOther,Vitreosalpa,Bathylagidae,Cyclothone,Merluccius,MyctoLeuroComplex,Paralepididae,Zoarcidae,Nemertea,Sinkers +1997, 4, 14,0.000,0.000,0.592,10.944,1.085,0.000,0.197,0.000,3.451,0.000,9.366,2.366,0.099,0.197,0.000,0.000,0.887,0.000,0.099,1.183,0.000,0.493,0.099,0.099,0.000,0.000,0.000,0.099,0.000,0.099,0.000,6.507,0.000,0.000,1.972,0.197,7.789,0.296,20.803,0.000,2.169,0.197,0.197,0.099,0.000,0.296,0.493,1.380,0.296,0.099,0.690,0.296,0.000,0.197,3.746,0.000,0.493,0.000,7.887,0.099,0.789,0.099,3.056 +1997, 5, 6,0.397,0.000,0.199,8.542,0.795,0.199,0.099,0.099,7.250,0.000,4.172,1.391,0.099,0.099,0.199,0.199,1.490,0.000,0.000,0.596,0.000,0.000,0.000,0.000,0.099,0.000,0.000,0.000,0.199,0.298,0.000,22.347,0.000,0.000,3.874,0.199,0.497,0.397,16.487,0.099,4.569,0.000,0.298,0.199,0.000,0.298,0.894,0.695,0.000,0.000,2.086,0.596,0.099,0.497,3.675,0.199,0.298,0.099,3.973,0.099,0.795,0.099,3.973 +1997, 6, 26,0.000,0.000,0.199,7.648,1.093,0.099,0.497,0.099,15.196,0.000,4.172,0.199,0.199,0.298,0.596,0.000,1.093,0.000,0.298,0.497,0.000,0.000,0.000,0.199,0.199,0.000,0.000,0.000,0.199,0.000,0.298,44.993,0.000,0.000,2.185,0.795,0.795,0.199,54.627,0.000,3.278,0.298,0.199,0.000,0.000,0.199,0.199,0.894,0.000,0.099,1.192,0.497,0.099,0.099,3.079,0.000,1.192,0.099,9.436,0.099,0.993,0.000,3.377 +1997, 9, 29,0.000,0.000,0.596,5.562,1.093,0.099,0.397,0.397,2.582,0.199,2.980,1.093,0.099,0.000,1.589,0.000,0.993,0.000,0.000,0.497,0.000,5.761,0.000,0.099,0.000,0.000,0.000,0.199,0.397,0.000,0.000,12.217,0.000,0.000,1.887,0.298,0.298,0.099,39.927,0.000,14.501,0.497,0.596,0.099,0.199,0.298,0.099,1.093,0.000,0.199,3.079,0.795,0.397,0.000,8.641,0.099,0.397,0.993,2.086,0.000,0.199,0.000,8.144 +1997, 10, 21,0.000,0.099,0.397,6.655,0.894,0.199,0.397,0.795,4.767,0.099,1.192,0.298,0.199,0.397,1.291,0.199,0.596,0.000,0.099,0.397,0.000,24.433,0.000,0.000,0.000,0.199,0.000,0.000,0.298,0.099,0.000,22.943,0.000,0.000,0.894,0.099,1.688,0.099,26.618,0.000,18.672,0.497,0.298,0.000,0.000,0.000,0.199,0.993,0.000,0.000,0.596,0.298,0.099,0.000,3.675,0.298,0.397,0.298,2.582,0.000,0.199,0.000,3.178 +1997, 10, 31,0.099,0.000,0.889,6.319,1.284,0.296,0.197,0.296,3.851,0.099,3.752,0.494,0.296,0.000,0.691,0.000,2.863,0.000,0.099,0.000,0.000,2.073,0.197,0.000,0.099,0.000,0.000,0.099,0.197,0.296,0.000,8.392,0.000,0.197,2.962,0.395,0.494,0.000,9.083,0.099,9.380,0.099,0.197,0.000,0.000,0.197,0.000,0.296,0.000,0.296,0.099,0.987,0.099,0.099,0.987,0.099,1.086,0.000,3.258,0.000,0.691,0.099,3.554 +1997, 11, 17,0.000,0.000,0.657,7.660,1.423,0.000,0.219,1.423,31.078,0.219,4.487,0.547,0.219,0.438,0.985,0.109,0.657,0.109,0.109,0.000,0.000,0.000,0.000,0.000,0.109,0.219,0.000,0.109,0.109,0.328,0.109,14.117,0.000,0.000,4.815,0.438,0.985,0.328,27.029,0.109,4.924,0.109,0.547,0.000,0.328,0.000,0.109,1.532,0.000,0.438,0.547,0.109,0.328,0.109,2.626,0.438,0.219,0.438,4.596,0.000,0.766,0.109,2.407 +1997, 12, 11,0.000,0.124,0.124,10.566,0.994,0.249,0.249,0.249,6.340,0.000,3.978,0.497,0.124,0.000,0.124,0.000,0.994,0.000,0.124,0.000,0.249,0.000,0.000,0.000,0.124,0.000,0.000,0.000,0.124,0.000,0.124,9.199,0.000,0.000,2.238,0.622,0.124,0.124,9.199,0.000,3.605,0.373,0.249,0.124,0.249,0.124,0.622,0.994,0.000,0.124,0.124,0.373,0.249,0.373,1.492,0.124,0.124,0.249,4.102,0.000,0.000,0.249,2.113 +1998, 1, 27,0.000,0.000,0.109,9.585,1.307,0.000,0.000,0.436,5.882,0.000,0.762,1.307,1.307,0.000,0.545,0.109,1.089,0.109,0.109,0.109,0.000,0.000,0.000,0.000,0.000,0.000,0.218,0.000,0.218,0.218,0.000,2.941,0.000,0.109,1.089,0.545,0.218,0.000,2.614,0.000,3.594,0.000,0.218,0.000,0.218,0.000,0.109,1.634,0.000,0.000,0.000,0.327,0.109,0.000,0.327,0.654,0.109,0.218,35.073,0.109,0.000,0.000,5.664 +1998, 3, 25,0.000,0.000,0.000,3.971,0.644,0.000,0.000,0.215,0.644,0.000,0.215,1.073,0.000,0.000,0.000,0.000,0.751,0.107,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.215,0.107,1.181,0.000,0.000,1.503,0.000,0.429,0.000,0.859,0.000,3.757,0.000,0.644,0.215,0.107,0.000,0.537,0.537,0.000,0.000,0.000,0.215,0.107,0.215,0.107,0.107,0.000,0.000,1.073,0.000,0.107,0.215,0.644 +1998, 5, 5,0.000,0.000,0.333,4.330,0.666,0.111,0.000,0.000,3.552,0.000,0.222,0.555,0.000,0.000,0.111,0.000,0.777,0.000,0.000,0.000,0.000,0.111,0.000,0.000,0.111,0.000,0.000,0.111,0.000,0.333,0.000,1.110,0.000,0.000,1.221,0.555,0.444,0.000,1.110,0.000,0.000,0.333,0.555,0.111,0.000,0.000,0.444,0.555,0.000,0.000,0.444,0.000,0.000,0.222,0.000,0.111,0.000,0.000,0.000,0.111,0.444,0.000,2.109 +1998, 5, 29,0.000,0.000,0.000,2.168,0.000,0.000,0.000,0.000,0.099,0.000,0.099,0.099,0.000,0.000,0.000,0.000,0.887,0.000,0.000,0.000,0.000,0.197,0.000,0.000,0.000,0.000,0.000,0.099,0.000,0.000,0.000,0.394,0.000,0.000,0.788,0.394,0.099,0.000,3.252,0.000,1.872,0.000,0.493,0.000,0.000,0.000,0.591,0.296,0.000,0.000,0.000,0.197,0.000,0.000,0.000,0.099,0.000,0.000,0.296,0.000,0.099,0.000,0.394 +1998, 7, 14,0.000,0.000,0.702,11.533,4.312,0.000,0.000,0.000,1.605,0.000,1.906,0.301,0.000,0.000,0.301,0.000,0.802,0.000,0.000,0.100,0.000,0.000,0.000,0.100,0.501,0.000,0.000,0.100,0.000,0.100,0.201,18.855,0.000,0.000,2.608,1.103,0.702,0.201,9.628,0.000,6.318,0.401,1.103,0.100,0.000,0.301,0.100,0.702,0.100,0.000,0.201,0.401,0.000,0.000,0.000,0.000,0.000,0.000,0.602,0.100,0.100,0.000,0.802 +1998, 8, 11,0.000,0.000,0.186,5.010,0.186,0.000,0.000,0.186,0.928,0.000,1.855,0.093,0.000,0.000,11.782,0.186,1.299,0.000,0.000,0.093,0.000,0.000,0.000,0.093,0.000,0.000,0.000,0.000,0.186,0.186,0.928,16.328,0.000,0.000,1.206,0.557,0.000,0.278,21.895,0.000,2.134,0.278,0.093,0.000,0.278,0.186,0.093,0.557,0.000,0.000,0.464,0.000,0.649,0.278,0.278,0.186,0.000,0.093,0.186,0.000,0.000,0.000,1.113 +1998, 9, 10,0.000,0.090,0.985,6.806,1.343,0.000,0.000,0.448,1.254,0.179,1.343,0.000,0.448,0.000,1.881,0.269,0.627,0.000,0.000,0.358,0.090,0.000,0.000,0.000,0.179,0.000,0.000,0.269,0.090,0.000,0.090,12.359,0.000,0.000,2.776,0.179,0.090,0.000,28.389,0.000,10.299,0.269,0.179,0.000,0.269,0.269,0.000,0.179,0.090,0.000,0.448,0.448,0.000,0.179,0.358,0.627,0.269,0.000,3.045,0.000,0.090,0.090,1.970 +1998, 9, 29,0.000,0.000,0.189,3.595,4.163,0.284,0.095,1.135,9.082,0.095,1.135,0.000,0.000,0.284,6.055,0.473,0.757,0.000,0.095,0.378,0.284,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.189,0.189,0.000,11.448,0.000,0.378,2.176,0.189,0.095,0.284,24.504,0.095,6.339,0.189,0.000,0.095,0.095,0.000,0.284,1.419,0.000,0.095,0.189,0.757,0.000,0.000,0.662,0.189,0.000,0.095,8.893,0.568,0.189,0.095,7.474 +1998, 11, 10,0.000,0.000,0.000,5.922,4.023,0.223,0.112,0.112,0.782,0.000,1.564,0.000,0.000,0.000,5.140,0.559,2.123,0.000,0.335,0.000,0.000,0.000,0.000,0.000,0.000,0.000,3.240,0.000,0.000,0.335,0.112,2.123,0.000,0.000,0.894,0.670,0.112,0.000,23.800,0.000,11.509,0.000,0.112,0.112,0.000,0.223,0.112,1.006,0.000,0.223,1.341,0.894,0.000,0.000,1.006,0.223,0.000,0.000,1.117,0.335,0.112,0.559,1.564 +1998, 12, 11,0.000,0.000,0.103,4.645,5.677,0.000,0.000,0.826,0.206,0.000,2.477,0.206,0.000,0.000,5.058,0.103,2.477,0.103,0.206,0.000,0.000,0.000,0.000,0.000,0.103,0.103,0.000,0.103,0.206,0.000,0.000,2.168,0.000,0.103,2.168,0.206,1.755,0.723,12.592,0.000,15.069,0.103,0.516,0.000,0.000,0.206,0.206,0.619,0.103,0.000,1.135,1.135,0.310,0.000,0.413,0.103,0.000,0.000,1.961,0.103,0.103,0.103,2.477 +1998, 12, 29,0.000,0.000,0.300,3.599,2.499,0.000,0.000,0.600,2.399,0.100,1.200,0.000,0.000,0.000,1.999,0.200,4.598,0.200,0.100,0.000,0.000,0.000,0.000,0.000,0.200,0.000,0.000,0.000,0.200,0.400,0.000,2.199,0.000,0.000,2.399,1.200,0.100,0.600,24.492,0.000,8.997,0.500,1.999,0.200,0.200,0.000,0.300,0.700,0.000,0.000,2.699,0.100,0.000,1.100,0.000,0.300,0.000,0.000,1.200,0.100,0.000,0.300,6.998 +1999, 3, 25,0.000,0.000,0.099,17.410,1.890,0.000,0.000,0.398,1.492,0.000,0.199,0.000,0.000,0.199,0.398,0.398,0.696,0.099,0.000,1.293,0.000,0.000,0.099,0.497,0.000,0.000,0.000,0.000,0.199,0.000,0.000,2.189,0.000,0.000,2.388,1.492,1.592,0.099,3.880,0.000,13.729,0.099,0.497,0.099,0.298,0.398,0.199,0.796,0.000,0.000,4.676,0.199,0.099,2.189,3.084,0.000,0.000,0.000,0.995,0.099,0.398,0.000,1.492 +1999, 4, 30,0.429,0.000,3.000,134.143,0.857,0.000,0.000,0.000,15.857,0.000,4.286,0.000,0.000,4.286,0.857,0.857,17.143,0.857,0.000,1.286,0.429,0.857,0.000,0.429,0.000,0.000,0.000,0.429,1.714,1.286,1.714,8.143,0.000,0.000,7.286,6.429,1.714,1.286,134.572,0.000,36.000,0.857,2.571,0.000,0.429,2.571,2.571,10.714,0.000,0.000,6.000,0.857,1.286,4.714,21.857,0.429,0.000,0.000,2.571,0.429,0.000,0.429,44.143 +1999, 5, 24,1.071,0.000,0.536,73.659,1.071,0.000,0.000,0.000,0.268,0.000,3.750,0.268,0.000,3.750,0.268,1.339,9.910,0.000,0.000,1.607,0.536,0.536,0.000,0.268,0.000,0.000,0.000,0.000,0.268,0.268,0.268,19.285,0.000,0.000,10.982,1.607,1.875,0.804,177.048,0.268,15.803,0.804,0.000,0.536,0.000,1.339,1.071,10.714,0.000,0.000,21.964,1.607,0.000,0.536,4.821,0.268,0.000,0.000,0.000,0.000,0.536,0.000,35.088 +1999, 6, 17,0.100,0.000,0.000,25.508,2.092,0.000,0.000,0.199,0.100,0.000,0.996,0.100,0.000,4.683,0.498,0.697,0.697,0.199,0.100,1.794,0.000,0.000,0.000,0.299,0.000,0.000,0.000,0.000,0.697,0.000,0.000,21.124,0.000,0.000,0.399,1.395,1.495,0.100,0.299,0.000,1.993,0.299,0.299,0.000,0.199,0.000,0.000,0.000,0.000,0.000,0.399,0.000,0.199,9.964,0.697,0.100,0.000,0.000,1.993,0.000,0.299,0.000,9.964 +1999, 7, 15,0.326,0.000,0.434,19.878,0.000,0.000,0.000,0.217,2.172,0.000,0.109,0.000,0.000,0.326,0.434,0.760,2.172,0.000,0.000,0.434,0.000,0.000,0.000,2.064,0.434,0.000,0.000,0.000,1.086,0.000,0.000,129.152,0.000,0.000,4.345,1.521,1.738,0.326,31.175,0.000,6.626,0.109,0.326,0.109,0.000,0.217,0.434,1.303,0.000,0.000,5.322,0.109,0.000,0.326,5.105,0.000,0.000,0.000,0.326,0.000,0.000,0.000,7.712 +1999, 8, 9,0.000,0.094,0.000,18.041,30.727,0.000,0.000,0.094,2.913,0.000,5.168,0.000,0.000,0.564,4.604,1.128,0.470,0.564,0.470,0.752,0.000,0.188,0.000,0.564,0.470,0.000,0.000,0.000,1.597,0.188,0.000,139.445,0.188,0.000,1.128,1.597,1.973,0.376,66.152,0.000,4.886,0.376,0.282,0.094,0.094,0.000,0.282,1.034,0.000,0.000,1.034,0.188,0.000,4.886,5.262,0.094,0.000,0.000,2.631,0.000,0.094,0.000,4.980 +1999, 9, 7,0.000,0.000,0.132,6.572,0.000,0.000,0.000,0.044,0.176,0.000,0.000,0.000,0.000,0.000,0.132,0.000,1.411,0.000,0.000,0.882,0.000,0.176,0.000,0.088,0.044,0.000,0.000,0.000,0.265,0.000,0.044,23.289,0.000,0.000,1.367,0.750,0.485,0.000,17.202,0.000,1.764,0.044,0.044,0.000,0.000,0.000,0.000,0.265,0.000,0.000,0.750,0.132,0.000,0.000,2.955,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.485 +1999, 10, 21,0.095,0.000,0.047,1.991,3.555,0.332,0.000,0.095,0.000,0.000,0.142,0.000,0.000,0.000,0.000,0.474,1.280,0.047,0.000,0.047,0.000,0.000,0.000,0.379,0.000,0.000,0.047,0.047,0.237,0.000,0.000,32.988,0.000,0.000,1.564,0.142,0.711,0.047,12.702,0.000,2.370,0.142,0.047,0.047,0.142,0.000,0.284,0.616,0.000,0.000,0.664,0.379,0.000,0.332,8.958,0.047,0.000,0.000,0.000,0.000,0.000,0.000,0.474 +1999, 11, 2,0.247,0.000,0.000,2.620,0.099,0.000,0.000,0.000,0.643,0.000,0.297,0.000,0.000,0.000,0.198,0.148,1.038,0.049,0.000,0.049,0.049,0.000,0.000,0.099,0.000,0.198,0.000,0.000,0.395,0.049,0.000,42.712,0.000,0.000,0.791,0.247,1.977,0.000,18.933,0.000,2.620,0.000,0.049,0.000,0.099,0.049,0.049,0.643,0.000,0.000,0.395,0.494,0.000,0.148,7.415,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.791 +2000, 1, 12,1.333,0.000,0.103,9.128,2.667,0.103,0.410,0.718,38.770,0.410,5.949,5.539,0.000,0.000,7.077,0.308,2.769,0.513,0.205,0.308,0.205,0.308,0.103,0.000,0.000,0.000,0.000,0.205,0.308,0.000,0.103,24.924,0.000,1.026,3.795,0.821,3.180,0.205,25.744,0.205,2.256,1.333,0.103,0.103,0.000,0.308,0.615,1.026,0.103,0.308,0.205,4.000,0.000,0.410,6.564,0.103,0.410,0.000,9.949,0.000,1.744,0.205,1.436 +2000, 2, 7,1.300,0.050,0.150,6.351,5.201,0.250,0.250,0.200,10.302,0.350,4.351,0.150,0.100,0.100,1.500,0.050,1.050,0.300,0.000,1.000,3.801,0.000,0.100,0.050,0.000,0.000,0.000,0.100,0.300,0.400,0.050,16.603,0.100,0.250,1.150,0.700,1.850,0.200,14.953,0.000,1.750,0.050,0.500,0.000,0.100,0.000,0.300,0.250,0.050,0.050,0.000,1.050,0.000,0.500,3.201,0.050,0.300,0.100,1.600,0.000,0.150,0.000,1.600 +2000, 3, 23,4.150,0.111,0.111,8.190,3.265,0.000,0.443,0.443,5.866,0.166,10.348,0.055,0.055,0.111,0.111,0.000,0.719,0.055,0.055,2.877,0.055,0.000,0.111,0.000,0.000,0.000,0.055,0.055,0.387,0.221,0.055,9.573,0.000,0.000,6.640,0.609,5.866,0.221,3.320,0.332,1.494,0.166,0.221,0.221,0.000,0.000,0.332,0.664,0.055,0.055,1.273,1.273,0.111,0.111,1.549,0.111,0.387,0.111,1.715,0.055,0.885,0.000,1.549 +2000, 4, 24,0.400,0.050,0.200,6.404,1.751,0.200,0.300,0.100,3.852,0.100,9.406,0.450,0.050,0.250,0.100,2.501,2.001,0.050,0.050,0.650,0.350,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.200,0.150,0.000,5.853,0.000,0.000,1.551,0.700,2.201,0.050,3.252,0.000,2.802,0.100,0.050,0.000,0.100,0.350,0.150,0.600,0.250,0.000,0.150,0.250,0.050,0.650,1.601,0.000,0.600,0.150,7.104,0.050,1.151,0.100,1.051 +2000, 6, 15,0.000,0.000,0.297,8.220,1.832,0.050,0.050,0.000,3.268,0.050,3.169,0.000,0.099,0.248,0.198,2.525,4.060,0.149,0.099,0.644,0.149,2.377,0.149,0.000,0.099,0.000,0.000,0.000,0.000,0.198,0.050,24.857,0.000,0.149,2.575,0.545,0.941,0.099,16.142,0.000,2.030,0.347,0.248,0.099,0.000,0.000,0.693,0.248,0.099,0.000,0.446,0.198,0.050,0.891,5.298,0.099,0.693,0.000,1.585,0.050,0.396,0.000,0.842 +2000, 7, 13,0.150,0.000,0.399,5.833,1.197,0.000,0.000,0.100,4.437,0.000,3.689,0.050,0.199,0.100,1.496,9.422,2.692,0.000,0.299,0.499,0.000,5.484,0.000,0.349,0.199,0.000,0.000,0.000,0.050,0.299,0.000,37.939,0.000,0.050,1.645,0.499,0.449,0.100,21.936,0.000,2.642,0.199,0.000,0.050,0.050,0.349,0.449,0.698,0.050,0.050,0.598,0.150,0.050,1.795,5.334,0.150,0.249,0.349,0.947,0.000,0.199,0.050,0.648 +2000, 7, 27,0.150,0.050,1.351,7.653,2.001,0.100,0.000,0.000,12.405,0.150,3.802,3.601,0.050,0.800,2.651,11.005,2.301,0.000,0.050,0.550,0.000,15.806,0.100,0.900,0.050,0.050,0.000,0.000,0.300,0.100,0.200,45.118,0.000,0.150,2.551,1.200,1.851,0.000,30.362,0.000,3.151,0.250,0.100,0.050,0.050,0.000,0.200,0.100,0.250,0.400,0.350,0.650,0.000,1.501,6.153,0.050,0.400,0.700,2.151,0.100,0.350,0.000,0.900 +2000, 8, 18,0.050,0.000,0.099,6.492,1.685,0.000,0.099,0.050,21.754,0.198,6.293,1.784,0.149,0.248,1.288,8.622,2.081,0.050,0.050,0.545,0.000,48.910,0.000,0.347,0.198,0.000,0.000,0.000,0.198,0.248,0.050,114.074,0.000,0.050,3.320,0.248,3.568,0.099,60.308,0.000,1.239,0.446,0.050,0.099,0.149,0.000,0.248,0.446,0.248,0.000,0.050,0.793,0.000,0.991,4.559,0.149,0.545,0.545,3.023,0.050,0.347,0.099,0.694 +2000, 9, 28,0.000,0.000,0.268,4.882,3.541,0.107,0.429,0.751,5.472,0.161,3.863,0.429,0.161,0.000,2.468,3.112,1.073,0.107,1.341,0.483,0.000,16.524,0.107,0.000,0.268,0.000,0.000,0.000,0.483,0.107,0.000,49.410,0.000,0.322,2.736,0.268,0.590,0.161,21.781,0.000,5.204,0.376,0.215,0.000,0.054,0.054,0.429,0.483,0.054,0.322,0.429,1.556,0.429,3.809,6.760,0.215,0.483,0.161,3.594,0.000,0.376,0.107,1.019 +2000, 10, 16,0.053,0.000,0.000,4.163,1.844,0.053,0.000,0.474,0.790,0.685,1.844,0.105,0.000,0.316,1.792,2.424,1.528,0.316,0.000,0.422,1.212,0.632,0.000,0.000,0.105,0.105,0.000,0.000,0.369,0.000,0.000,25.400,0.000,0.211,1.792,0.158,0.632,0.000,8.063,0.000,5.059,0.211,0.527,0.000,0.053,0.580,0.105,0.843,0.053,0.053,0.105,1.634,0.158,1.634,4.427,0.369,0.211,0.000,4.163,0.000,0.000,0.000,2.582 +2000, 11, 28,0.101,0.101,0.607,3.742,1.011,0.000,0.455,1.820,1.365,0.051,6.523,0.101,0.354,0.101,2.124,0.556,1.568,0.202,0.051,1.416,0.000,7.838,0.051,0.000,0.152,13.905,0.000,0.101,0.556,0.101,0.202,37.974,0.000,0.202,2.832,0.354,1.770,0.303,12.641,0.000,3.590,0.405,0.354,0.051,0.051,0.000,0.051,0.405,0.152,0.051,0.506,1.062,0.708,2.124,5.309,0.152,0.405,0.354,1.871,0.000,0.809,0.000,2.882 +2000, 12, 6,0.000,0.000,0.340,4.473,1.215,0.146,0.292,0.146,0.243,0.389,6.563,0.049,0.049,0.097,2.236,0.146,5.153,0.000,0.194,0.340,0.097,0.146,0.097,0.000,0.146,0.000,0.000,0.049,0.292,0.097,0.049,28.245,0.097,0.097,1.702,0.194,0.389,0.292,13.369,0.000,8.653,0.389,0.146,0.000,0.049,0.146,0.097,0.292,0.000,0.146,0.097,1.361,0.146,0.535,4.618,0.146,0.243,0.049,0.632,0.146,0.194,0.049,1.313 +2001, 2, 23,0.283,0.000,0.425,12.898,7.795,0.142,0.000,3.685,2.835,0.000,4.961,0.567,0.000,0.000,2.693,0.142,3.118,0.000,0.000,0.567,1.984,0.000,0.000,0.000,0.283,0.000,0.000,0.000,0.567,0.567,0.000,70.157,0.000,0.000,2.551,0.567,0.992,0.283,10.772,0.142,4.535,0.142,0.283,0.709,0.142,0.567,0.283,0.567,0.000,0.000,1.276,0.283,0.142,4.677,0.000,0.142,0.000,0.142,39.685,0.000,0.567,0.000,5.953 +2001, 4, 23,0.047,0.047,0.094,5.892,0.613,0.094,0.141,0.330,1.131,0.094,5.326,0.990,0.094,0.141,0.094,0.000,1.273,0.000,0.000,1.037,0.047,0.094,0.000,0.236,0.000,0.000,0.000,0.000,0.000,0.047,0.047,6.410,0.000,0.000,1.555,0.896,0.613,0.047,0.330,0.000,8.861,0.189,0.330,0.000,0.047,0.189,0.141,0.424,0.000,0.000,0.094,0.141,0.330,0.283,0.801,0.000,0.660,0.189,1.226,0.000,0.377,0.094,1.178 +2001, 7, 5,0.047,0.000,0.934,6.073,5.186,0.327,0.047,0.234,6.400,0.047,3.878,0.000,0.000,0.093,1.074,1.729,1.962,0.140,0.187,2.429,0.047,0.467,0.047,0.327,0.280,0.000,0.000,0.000,0.374,0.140,0.093,41.438,0.000,0.093,2.383,0.187,0.607,0.140,82.783,0.000,3.597,0.280,0.187,0.140,0.000,0.187,0.327,0.140,0.093,0.093,4.859,0.420,0.187,1.635,4.812,0.000,0.561,0.047,0.981,0.093,0.327,0.140,2.289 +2001, 8, 7,0.000,0.000,0.000,1.586,2.845,0.000,0.047,0.000,0.606,0.000,0.700,0.000,0.000,0.047,0.093,0.000,0.093,0.000,0.000,0.000,0.000,0.047,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.047,0.000,8.209,0.000,0.000,0.373,0.140,0.093,0.047,8.489,0.000,0.233,0.047,0.000,0.047,0.047,0.093,0.000,0.187,0.000,0.000,0.560,0.187,0.093,0.326,0.280,0.047,0.000,0.000,0.000,0.000,0.233,0.000,2.985 +2001, 9, 21,0.000,0.000,0.139,2.598,1.067,0.186,0.139,0.278,2.877,0.093,2.181,0.093,0.093,0.325,11.228,0.882,0.974,0.000,0.093,0.742,0.000,0.835,0.000,0.139,0.139,0.000,0.000,0.046,0.928,0.000,0.000,28.812,0.000,0.093,2.784,0.325,1.856,0.139,65.093,0.000,1.763,0.278,0.000,0.000,0.000,0.139,0.186,0.696,0.371,0.278,0.742,0.325,0.000,1.392,3.804,0.232,0.696,0.046,1.856,0.000,0.696,0.000,1.717 +2001, 10, 26,0.000,0.000,1.027,6.538,0.654,0.374,0.467,0.841,2.615,0.047,1.962,0.280,0.187,0.047,0.467,0.327,1.354,0.093,0.420,0.887,0.047,0.000,0.093,0.000,0.093,2.335,0.000,0.000,0.607,0.093,0.000,26.807,0.093,0.047,3.129,0.327,0.093,0.140,24.939,0.093,3.363,0.280,0.093,0.047,0.047,0.000,0.093,0.234,0.000,0.000,2.942,1.494,0.280,1.214,4.203,0.047,0.234,0.047,2.335,0.047,0.187,0.093,7.332 +2001, 11, 15,0.000,0.000,0.223,4.993,2.630,0.223,0.713,0.089,0.892,0.178,0.981,0.000,0.045,0.045,1.382,0.223,3.254,0.134,1.739,0.669,0.000,0.000,0.000,0.000,0.045,0.089,0.000,0.045,0.134,0.000,0.000,28.308,0.045,0.267,1.516,0.134,0.178,0.089,14.444,0.000,5.305,0.134,0.401,0.134,0.089,0.134,0.000,0.847,0.000,0.089,1.114,2.719,1.694,3.031,5.528,0.178,1.114,0.000,0.713,0.000,0.000,0.000,10.699 +2001, 12, 12,0.000,0.049,0.294,5.049,1.667,0.343,0.441,0.343,0.735,0.294,2.010,0.392,0.294,0.196,1.618,0.000,1.323,0.147,0.098,0.392,0.000,0.049,0.049,0.000,0.049,0.000,0.000,0.049,0.196,0.000,0.000,15.734,0.147,0.343,1.470,0.196,0.637,0.196,12.793,0.147,1.667,0.147,0.049,0.000,0.049,0.049,0.098,0.441,0.049,0.098,0.000,3.431,0.343,2.010,2.745,0.098,0.490,0.000,1.225,0.049,0.196,0.049,2.402 +2002, 2, 7,0.044,0.000,0.088,3.595,1.535,0.175,0.175,0.482,13.242,0.307,2.631,0.570,0.132,0.088,0.395,0.044,1.008,0.175,0.088,0.438,0.000,0.000,0.219,0.000,0.044,0.000,0.000,0.088,0.263,0.132,0.000,9.208,0.000,0.044,1.315,0.088,1.491,0.088,17.626,0.175,0.877,0.175,0.132,0.044,0.044,0.088,0.044,0.219,0.000,0.132,0.044,1.491,0.000,0.745,1.710,0.044,0.789,0.088,2.806,0.000,0.482,0.088,1.096 +2002, 3, 22,0.000,0.000,0.000,22.995,3.034,0.160,0.639,5.589,11.977,0.000,8.464,1.118,0.000,0.479,0.319,0.000,2.236,0.160,0.000,2.236,0.000,0.000,0.000,0.000,0.319,0.000,0.000,0.160,0.639,0.160,0.000,27.307,0.000,0.000,5.270,0.958,1.437,0.479,26.189,0.160,3.513,0.160,0.000,0.160,0.160,0.479,0.160,1.118,0.000,0.000,0.798,2.555,0.798,0.798,5.429,0.479,2.236,0.000,13.893,0.000,1.597,0.000,6.547 +2002, 5, 3,0.277,0.000,0.046,10.128,2.729,0.462,0.231,0.925,7.770,0.092,5.134,1.202,0.046,0.231,0.046,0.000,0.462,0.046,0.231,0.555,0.000,0.000,0.000,0.000,0.046,0.000,0.000,0.046,0.185,0.092,0.046,12.256,0.046,0.000,2.220,0.000,2.174,0.370,6.891,0.277,0.370,0.231,0.462,0.046,0.000,0.231,0.046,0.555,0.185,0.000,0.601,0.277,0.416,1.156,2.590,0.509,0.601,0.000,5.134,0.046,0.462,0.046,2.312 +2002, 6, 18,0.046,0.000,0.183,11.523,1.738,0.046,0.229,0.640,7.316,0.091,6.676,0.000,0.091,0.091,0.046,0.412,3.475,0.274,0.137,0.457,0.000,0.046,0.000,0.000,0.091,0.000,0.046,0.137,0.091,0.046,0.091,12.163,0.000,0.183,3.566,0.046,0.640,0.274,8.505,0.091,2.743,0.320,0.869,0.091,0.000,0.091,0.137,1.417,0.137,0.183,1.006,0.137,0.274,1.417,1.189,0.091,0.640,0.046,1.097,0.046,0.091,0.046,1.600 +2002, 7, 30,0.170,0.042,0.339,7.082,2.078,0.127,0.085,0.424,5.937,0.085,5.046,0.382,0.042,2.120,0.594,15.563,2.247,0.085,0.339,6.403,0.000,1.145,0.042,0.721,0.254,0.000,0.000,0.042,0.636,1.018,0.042,5.428,0.042,0.000,2.544,0.170,2.417,0.212,22.432,0.127,4.240,0.763,0.339,0.085,0.085,0.127,0.170,0.212,0.085,0.042,0.551,0.339,0.127,0.509,3.816,0.212,0.339,0.933,4.156,0.000,0.975,0.042,1.696 +2002, 9, 9,0.000,0.044,0.530,5.079,6.889,0.088,0.221,0.353,17.223,0.353,4.416,1.943,0.044,0.662,0.707,0.883,0.707,0.044,0.309,1.590,0.000,1.281,0.044,0.265,0.000,0.662,0.000,0.088,0.486,0.353,0.088,13.779,0.044,0.044,1.678,0.088,1.678,0.397,17.002,0.044,3.710,0.265,0.662,0.000,0.221,0.221,0.177,1.016,0.088,0.265,0.442,1.457,7.905,0.839,1.457,0.177,0.442,0.221,2.385,0.044,0.353,0.000,6.403 +2002, 10, 23,0.132,0.044,0.440,3.166,0.528,0.352,0.264,1.055,8.794,0.176,2.726,0.000,0.132,0.088,0.088,0.176,1.539,0.132,0.132,1.187,0.000,0.352,0.044,0.352,0.000,0.000,0.572,0.088,0.748,0.176,0.088,10.817,0.000,0.352,0.704,0.176,1.539,0.220,11.784,0.088,2.770,0.088,0.132,0.000,0.000,0.132,0.352,0.528,0.132,0.264,0.528,2.506,0.704,2.330,2.155,0.220,1.275,0.660,1.847,0.132,0.967,0.000,1.803 +2002, 11, 20,0.000,0.000,0.408,8.843,4.489,0.000,0.136,7.074,9.795,0.000,7.754,0.000,0.000,0.136,0.544,0.136,2.585,0.816,0.408,2.041,0.000,0.680,0.272,0.000,0.272,0.408,0.000,0.000,1.360,0.136,0.000,14.148,0.000,0.544,2.721,0.000,1.905,0.408,42.989,0.408,3.265,0.408,1.224,0.136,0.136,0.136,0.816,1.360,0.136,0.272,0.136,2.857,1.088,2.585,5.442,0.544,0.408,0.272,6.122,0.272,1.633,0.136,21.767 +2002, 12, 2,0.000,0.043,0.604,5.605,1.035,0.129,0.129,0.604,4.613,0.043,4.786,0.129,0.216,0.086,0.043,0.000,2.328,0.129,0.043,0.388,0.000,0.000,0.000,0.043,0.043,0.000,0.000,0.043,0.647,0.043,0.043,9.097,0.000,0.086,1.552,0.259,0.302,0.086,6.640,0.086,6.079,0.043,0.388,0.000,0.000,0.172,0.345,0.345,0.000,0.302,0.431,3.837,0.388,1.035,0.517,0.129,0.604,0.000,2.458,0.043,0.129,0.129,1.466 +2003, 3, 4,0.134,0.000,0.490,4.591,2.006,0.624,0.446,0.936,7.087,0.045,5.794,2.808,0.089,0.936,0.045,0.045,0.981,0.045,0.045,0.669,0.000,0.000,0.000,0.045,0.134,0.000,0.000,0.045,1.203,0.000,0.045,4.323,0.000,0.089,0.758,0.134,3.655,0.178,5.081,0.178,3.209,0.134,1.203,0.178,0.000,0.535,0.579,0.981,0.045,0.000,0.000,4.903,0.134,0.401,0.267,0.000,0.624,0.000,2.050,0.000,1.248,0.089,1.293 +2003, 4, 11,0.000,0.043,0.256,7.309,0.598,0.256,0.085,0.128,9.062,0.043,6.796,0.385,0.000,0.299,0.085,0.085,2.436,0.128,0.000,0.214,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.256,0.000,0.085,4.061,0.085,0.043,2.052,0.171,0.427,0.342,1.582,0.000,5.386,0.256,0.513,0.043,0.000,0.171,0.385,0.684,0.256,0.043,0.214,0.427,0.085,0.556,0.427,0.085,0.299,0.000,3.890,0.043,3.078,0.000,0.513 +2003, 5, 5,0.091,0.000,0.091,10.418,0.274,0.137,0.228,0.685,2.193,0.228,6.534,0.320,0.000,1.508,0.046,0.046,3.061,0.137,0.046,0.960,0.000,0.000,0.000,0.000,0.091,0.000,0.000,0.091,0.274,0.046,0.137,4.706,0.000,0.091,0.503,0.137,2.239,0.366,0.594,0.000,4.021,0.274,0.228,0.091,0.000,0.274,0.091,0.366,0.183,0.091,0.000,0.366,0.183,0.320,0.183,0.091,0.274,0.000,3.153,0.091,0.640,0.000,0.503 +2003, 7, 1,0.000,0.045,0.675,5.494,8.601,0.045,0.045,0.540,0.495,0.045,8.105,0.045,0.135,1.576,0.180,2.206,4.908,0.315,0.045,0.675,0.000,0.000,0.000,0.045,0.045,0.000,0.000,0.045,0.360,0.090,0.045,7.205,0.045,0.090,0.720,0.225,0.675,0.315,1.846,0.000,5.404,0.000,1.306,0.180,0.045,0.360,0.045,0.811,0.045,0.135,0.090,0.315,0.000,0.315,0.901,0.315,0.901,0.000,2.161,0.045,0.720,0.000,1.126 +2003, 8, 13,0.182,0.091,0.046,7.521,6.473,0.091,0.182,0.365,4.649,0.182,4.558,0.091,0.046,3.191,0.593,12.535,2.097,0.182,0.228,0.957,0.000,0.137,0.000,3.373,0.000,0.000,0.000,0.091,0.365,0.182,0.137,33.139,0.137,0.273,1.048,0.091,0.456,0.182,29.082,0.091,8.478,0.000,0.046,0.000,0.000,0.365,0.228,0.501,0.182,0.091,0.091,0.137,0.000,1.322,0.729,0.228,0.820,0.000,8.706,0.547,0.273,0.046,0.456 +2003, 9, 10,0.000,0.044,0.435,6.006,2.960,0.348,0.087,1.001,7.791,0.087,3.612,1.784,0.131,1.262,2.829,36.124,4.004,0.044,0.392,3.047,0.000,0.000,0.000,0.696,0.000,0.000,0.000,0.044,1.219,0.087,0.261,52.924,0.000,0.218,0.653,0.305,1.306,0.044,14.667,0.000,17.845,0.000,0.348,0.000,0.000,0.131,0.218,0.609,0.261,0.131,0.000,1.045,0.000,0.783,0.870,0.044,0.914,0.261,6.441,0.305,2.263,0.044,1.175 +2003, 11, 11,0.044,0.000,0.220,5.282,4.534,0.484,0.264,0.088,2.509,0.308,3.829,0.044,0.088,1.012,1.321,12.149,3.653,0.088,0.836,1.232,0.000,0.044,0.044,0.088,0.000,0.000,0.220,0.044,0.264,0.044,0.044,16.198,0.000,0.528,2.465,0.396,1.056,0.176,23.373,0.044,14.041,0.044,0.352,0.132,0.440,0.440,0.132,0.440,0.396,0.484,0.088,2.025,0.000,1.232,3.037,0.220,0.924,0.000,1.893,0.000,0.572,0.044,0.528 +2003, 12, 12,0.045,0.000,1.072,7.192,5.226,2.948,0.581,0.402,2.099,0.625,5.048,0.000,0.536,0.536,0.625,1.519,4.780,0.223,0.670,0.447,0.000,0.134,0.045,0.134,0.000,0.045,1.563,0.089,0.313,0.134,0.179,14.964,0.134,1.787,0.759,0.134,0.313,0.313,18.180,0.000,47.216,0.134,0.223,0.045,0.223,0.313,0.179,0.536,0.000,0.134,0.000,9.515,0.000,0.625,1.340,0.447,0.670,0.000,2.099,0.089,0.268,0.089,0.893 +2004, 1, 12,0.049,0.049,0.785,6.914,5.737,0.000,0.245,1.324,5.787,0.637,4.413,0.000,0.245,0.245,0.981,2.795,4.462,0.343,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.834,0.147,0.294,0.000,0.000,12.162,0.049,0.736,1.275,0.294,0.294,0.147,11.475,0.000,13.289,0.049,3.874,0.147,0.049,0.000,0.785,0.245,0.098,0.147,0.049,6.179,0.000,0.687,0.883,0.098,1.569,0.049,7.258,0.000,0.147,0.049,1.814 +2004, 2, 9,0.091,0.136,0.543,7.695,3.983,0.091,0.091,0.317,1.403,0.181,5.025,0.136,0.226,0.724,0.588,0.860,0.996,0.000,0.000,0.543,0.000,0.181,0.136,0.045,0.045,0.000,0.000,0.362,0.045,0.045,0.045,10.547,0.091,0.317,0.634,0.181,1.086,0.407,2.807,0.136,5.070,0.272,1.494,0.045,0.136,0.226,0.091,0.679,0.000,0.226,0.045,2.580,0.000,0.407,0.724,0.091,1.358,0.543,6.066,0.181,0.724,0.181,2.761 +2004, 3, 8,0.087,0.000,0.261,8.606,0.913,0.000,0.348,0.174,10.127,0.261,4.912,1.087,0.174,0.130,0.304,0.000,0.826,0.174,0.000,0.217,0.000,0.000,0.130,0.000,0.043,0.000,0.000,0.000,0.130,0.000,0.000,7.954,0.043,0.087,1.956,0.043,0.782,0.217,2.130,0.043,6.737,0.304,0.609,0.000,0.000,0.174,0.130,0.000,0.130,0.130,0.000,1.087,0.000,0.217,0.304,0.130,0.174,3.434,3.216,0.043,0.652,0.000,3.608 +2004, 4, 1,0.000,0.050,0.701,4.557,1.402,0.050,0.300,0.300,0.551,0.200,3.005,0.100,0.551,0.000,0.100,0.000,0.601,0.100,0.100,0.200,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.100,0.351,0.050,0.000,6.660,0.050,0.000,0.751,0.200,0.300,0.200,0.851,0.000,10.666,0.250,2.654,0.000,0.000,0.150,0.651,0.451,0.050,0.000,0.200,2.053,0.000,0.401,0.150,0.050,0.851,0.000,1.402,0.100,0.150,0.000,1.152 +2004, 6, 4,0.252,0.000,0.881,17.494,1.384,0.126,0.252,1.259,7.300,0.000,6.419,0.629,0.378,1.259,2.643,7.174,2.517,0.126,0.252,2.895,0.000,1.762,0.126,0.000,0.000,0.000,0.000,0.252,1.259,0.126,0.252,36.750,0.000,0.126,0.881,0.378,2.895,0.252,25.549,1.133,17.620,0.378,0.252,0.000,0.252,0.503,0.378,0.629,0.755,0.126,0.126,0.378,0.000,0.126,1.636,0.755,1.762,0.126,11.201,0.000,2.517,0.252,2.140 +2004, 7, 13,0.047,0.000,0.187,7.581,5.803,0.374,0.000,0.328,6.037,0.094,3.229,0.000,0.187,0.281,2.059,1.030,1.872,0.094,0.000,0.140,0.000,0.047,0.000,0.047,0.047,0.000,0.000,0.000,0.562,0.094,0.187,47.548,0.000,0.000,0.468,0.562,0.562,0.328,10.764,0.047,12.121,0.234,0.608,0.047,0.047,0.047,0.187,0.702,0.000,0.094,0.234,0.328,0.000,0.749,0.515,0.094,1.030,0.140,4.118,0.094,0.608,0.094,1.498 +2004, 8, 12,0.000,0.047,0.280,5.358,1.771,0.233,0.373,0.140,11.089,0.140,4.752,0.186,0.513,0.140,1.444,0.047,5.545,0.326,0.047,0.093,0.000,0.140,0.000,0.047,0.000,0.000,0.000,0.140,1.305,0.140,0.140,31.729,0.000,0.093,0.559,0.047,0.513,0.093,58.474,0.000,16.680,0.280,0.699,0.000,0.093,0.186,0.559,0.419,0.000,0.140,0.047,0.885,0.000,0.792,0.839,0.280,1.631,0.047,1.491,0.000,0.140,0.140,2.236 +2004, 9, 14,0.000,0.000,0.648,4.306,2.176,0.000,0.232,0.648,10.048,0.185,3.797,0.046,0.046,0.324,1.111,0.232,1.482,0.046,0.185,0.417,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.046,1.297,0.000,0.000,18.846,0.000,0.185,1.111,0.000,0.370,0.046,23.384,0.093,14.447,0.093,0.185,0.046,0.046,0.046,0.417,0.695,0.000,0.232,0.324,0.463,0.046,1.204,0.648,0.324,1.111,0.046,2.176,0.000,0.370,0.000,1.065 +2004, 10, 18,0.045,0.000,0.450,1.981,2.702,0.315,0.180,0.360,0.991,0.090,1.801,0.090,0.225,0.811,0.766,1.081,2.702,0.090,2.927,0.360,0.000,0.045,0.000,0.000,0.135,8.196,0.000,0.270,0.180,0.000,0.000,12.835,0.000,0.180,1.126,0.180,16.032,0.180,12.024,0.000,20.851,0.090,0.360,0.045,0.135,0.000,0.225,0.540,0.090,0.946,0.270,0.721,0.000,0.946,0.630,0.270,0.901,0.180,2.657,0.045,0.946,0.045,1.981 +2004, 12, 16,0.000,0.000,0.727,3.317,3.454,0.727,0.636,0.409,2.227,0.182,2.136,0.045,0.318,0.091,0.318,0.136,2.136,0.045,0.091,0.091,0.000,0.091,0.000,0.000,0.045,0.000,0.636,0.091,0.136,0.000,0.182,8.271,0.045,0.773,1.045,0.136,0.409,0.182,5.408,0.409,15.678,0.318,1.727,0.227,0.000,0.091,0.318,1.409,0.045,0.318,0.091,1.227,0.045,1.318,1.500,0.136,0.364,0.000,1.500,0.000,0.227,0.091,0.682 +2005, 1, 14,0.000,0.044,0.529,7.007,2.820,0.176,0.705,2.644,0.925,0.044,5.640,0.088,0.573,0.132,0.529,0.088,4.142,0.132,0.132,0.397,0.000,0.044,0.044,0.044,0.044,0.044,0.000,0.397,0.176,0.132,0.044,10.135,0.000,0.793,1.322,0.088,1.983,0.264,6.390,0.176,8.945,0.088,1.190,0.000,0.176,0.088,0.088,0.661,0.044,0.220,0.044,0.925,0.000,0.529,0.264,0.000,0.441,0.000,3.790,0.000,1.719,0.132,2.424 +2005, 2, 8,0.044,0.087,0.218,4.702,1.785,0.348,1.001,0.044,0.697,0.087,1.524,0.174,0.131,0.131,0.174,0.044,1.306,0.044,0.087,0.174,0.044,0.000,0.087,0.000,0.044,0.000,1.088,0.087,0.044,0.044,0.000,5.703,0.044,0.871,0.566,0.610,0.131,0.131,1.001,0.044,15.630,0.479,0.958,0.000,0.000,0.087,0.261,0.740,0.000,0.000,0.000,0.653,0.000,0.827,0.914,0.261,0.566,0.305,2.612,0.044,0.305,0.000,0.740 +2005, 3, 9,0.000,0.043,0.554,9.625,2.172,0.128,0.170,0.128,0.767,0.000,2.640,0.213,0.383,0.341,0.256,0.000,1.533,0.298,0.341,1.022,0.000,0.000,0.085,0.000,0.128,0.000,0.000,0.213,0.043,0.043,0.128,4.940,0.043,0.128,1.150,0.128,1.363,0.170,1.916,0.000,3.961,0.128,0.341,0.000,0.043,0.085,0.128,0.383,0.043,0.085,0.128,0.554,0.000,0.256,0.979,0.213,0.596,0.128,4.897,0.043,0.468,0.000,0.681 +2005, 4, 19,0.130,0.043,0.649,7.053,0.822,0.000,0.433,0.130,0.260,0.087,0.779,0.000,0.173,0.130,0.000,0.000,0.692,0.000,0.130,1.385,0.000,0.000,0.000,0.000,0.043,0.000,0.000,0.087,0.130,0.173,0.000,2.813,0.000,0.130,1.428,0.000,0.865,0.043,0.822,0.260,5.019,0.087,0.043,0.000,0.043,0.000,0.087,0.389,0.087,0.000,0.087,0.173,0.000,0.389,0.260,0.087,0.389,0.087,1.601,0.087,0.822,0.043,1.385 +2005, 5, 12,0.047,0.047,0.140,4.531,0.280,0.093,0.607,0.420,3.784,0.000,1.074,0.280,0.047,0.140,0.140,0.280,2.102,0.093,0.234,0.467,0.000,0.000,0.000,0.140,0.000,0.000,0.000,0.093,0.093,0.140,0.093,2.009,0.047,0.140,1.028,0.234,0.701,0.140,8.269,0.187,1.915,0.140,0.093,0.047,0.000,0.140,0.234,0.841,0.187,0.000,0.234,0.280,0.000,0.747,0.093,0.140,0.420,0.093,1.308,0.000,1.074,0.047,0.607 +2005, 7, 7,0.000,0.000,0.356,11.743,1.557,0.311,0.267,0.578,2.491,0.178,1.824,0.044,0.000,0.890,1.112,0.489,5.115,0.044,0.044,1.913,0.000,0.000,0.000,0.356,0.178,0.000,1.068,0.000,0.267,0.400,0.133,4.537,0.000,0.400,1.423,0.133,0.489,0.044,17.570,0.089,9.697,0.089,0.222,0.089,0.089,0.000,0.044,0.578,0.000,0.000,0.000,0.712,0.044,1.245,0.311,0.400,0.979,0.089,1.735,0.000,0.845,0.044,1.023 +2005, 8, 11,0.043,0.086,0.086,7.012,0.645,0.000,0.000,0.473,3.227,0.129,0.258,0.000,0.043,0.043,0.473,0.043,2.409,0.000,0.172,0.086,0.000,0.000,0.000,0.043,0.043,0.000,0.000,0.000,0.043,0.172,0.086,18.714,0.000,0.129,0.817,0.215,0.903,0.129,34.416,0.000,3.657,0.043,0.086,0.000,0.043,0.000,0.215,0.817,0.000,0.086,0.172,0.258,0.000,0.129,0.989,0.258,0.086,0.000,3.528,0.043,0.860,0.129,1.592 +2005, 9, 2,0.000,0.000,0.042,6.696,0.381,0.000,0.000,0.170,0.890,0.000,0.848,0.000,0.127,0.042,0.085,0.000,1.950,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.085,0.000,0.000,0.042,0.085,0.085,0.000,8.138,0.042,0.509,1.229,0.170,0.212,0.127,23.862,0.000,4.365,0.509,0.127,0.042,0.042,0.000,0.381,0.339,0.042,0.339,1.738,0.212,0.042,0.466,0.551,0.212,1.229,0.000,3.221,0.000,0.212,0.127,4.959 +2005, 10, 10,0.000,0.044,0.044,4.805,1.690,0.000,0.000,0.222,0.400,0.000,0.044,0.000,0.000,0.178,0.133,0.000,1.068,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.133,0.000,0.000,0.044,0.089,0.133,0.000,6.406,0.000,0.222,0.712,0.000,0.400,0.044,13.079,0.000,3.648,0.311,0.044,0.000,0.267,0.000,0.222,0.578,0.000,0.267,0.267,0.356,0.000,0.400,0.756,0.133,0.133,0.000,3.114,0.000,0.445,0.044,2.758 +2005, 11, 10,0.046,0.000,0.046,2.735,0.228,0.000,0.000,0.365,4.832,0.000,0.000,0.684,0.091,0.228,0.091,0.091,2.006,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.182,0.000,0.000,0.091,0.319,0.091,0.000,7.431,0.046,0.319,1.094,0.000,4.285,0.046,19.330,0.000,0.547,0.319,0.000,0.000,0.046,0.000,0.137,0.684,0.000,0.000,0.137,0.729,0.000,0.182,0.593,0.593,0.000,0.000,4.696,0.000,1.094,0.046,2.462 +2005, 12, 13,0.000,0.057,0.170,5.767,1.470,0.509,0.000,0.396,0.905,0.113,0.226,0.000,0.000,0.057,0.113,0.113,8.821,0.057,0.226,0.452,0.000,0.000,0.000,0.000,0.509,0.000,0.170,0.057,0.113,0.113,0.000,26.801,0.113,0.961,0.905,0.113,1.640,0.226,40.654,0.000,3.393,0.113,0.339,0.057,0.000,0.057,0.226,0.848,0.113,0.170,0.113,0.905,0.000,0.509,1.979,0.283,0.622,0.000,5.485,0.170,1.753,0.113,1.922 +2006, 1, 9,0.000,0.000,0.045,3.555,0.585,0.000,0.000,0.270,1.260,0.000,0.000,0.000,0.000,0.045,0.135,0.090,1.080,0.000,0.000,0.180,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.180,0.090,0.225,0.045,8.684,0.045,0.405,1.440,0.000,0.720,0.135,4.410,0.000,4.050,0.135,0.090,0.000,0.000,0.000,0.090,0.630,0.000,0.135,0.045,0.990,0.045,0.405,0.450,0.315,0.090,0.000,3.240,0.000,1.980,0.135,2.115 +2006, 3, 13,0.133,0.000,0.266,3.146,0.842,0.133,0.044,0.443,0.177,0.177,1.684,0.000,0.000,0.000,0.044,0.000,0.222,0.000,0.044,0.177,0.000,0.000,0.044,0.000,0.089,0.000,0.000,0.044,0.222,0.222,0.089,7.443,0.044,0.443,1.418,0.000,0.842,0.089,6.513,0.044,7.355,0.000,0.089,0.044,0.000,0.044,0.133,0.354,0.000,0.000,0.000,0.222,0.000,0.044,0.443,0.044,0.310,0.133,1.329,0.000,0.709,0.089,0.399 +2006, 4, 19,0.045,0.045,0.312,4.007,1.336,0.045,0.089,0.134,1.069,0.134,2.093,0.000,0.134,0.089,0.000,0.000,0.401,0.000,0.134,0.045,0.000,0.000,0.000,0.045,0.000,0.000,0.000,0.000,0.089,0.178,0.089,16.742,0.000,0.045,1.380,0.045,0.623,0.045,0.846,0.000,2.983,0.267,0.401,0.045,0.045,0.045,0.089,0.579,0.000,0.000,0.000,0.267,0.000,0.223,0.757,0.000,0.178,0.089,2.093,0.401,0.579,0.045,0.312 +2006, 5, 8,0.000,0.000,0.359,5.741,0.942,0.045,0.045,0.807,0.359,0.090,0.718,0.045,0.045,0.045,0.000,0.000,0.449,0.135,0.493,0.224,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.045,0.269,0.045,7.087,0.000,0.224,2.601,0.000,0.224,0.000,1.974,0.000,4.306,0.045,0.090,0.045,0.000,0.000,0.269,0.718,0.000,0.000,0.135,0.224,0.000,0.224,0.179,0.000,0.224,0.000,1.480,0.045,0.045,0.000,0.718 +2006, 6, 5,0.087,0.131,0.435,4.568,0.522,0.044,0.044,0.131,1.218,0.087,1.305,0.044,0.131,0.044,0.000,0.000,1.175,0.000,0.131,0.174,0.000,0.000,0.000,0.000,0.044,0.000,0.000,0.087,0.174,0.174,0.000,11.225,0.000,0.044,0.957,0.174,0.957,0.174,1.871,0.131,4.568,0.087,0.261,0.044,0.000,0.000,0.261,0.174,0.000,0.000,0.044,0.131,0.000,0.044,0.914,0.044,0.174,4.699,3.089,0.087,0.174,0.044,0.653 +2006, 6, 19,0.046,0.000,0.000,6.578,0.644,0.046,0.000,0.276,0.138,0.092,0.230,0.000,0.138,0.184,0.046,0.046,0.828,0.000,0.000,0.184,0.000,0.138,0.000,0.000,0.092,0.000,0.000,0.046,0.276,0.322,0.000,5.888,0.000,0.000,1.058,0.138,0.138,0.276,0.322,0.000,3.450,0.138,0.414,0.000,0.000,0.000,0.138,1.012,0.000,0.000,0.000,0.046,0.000,0.690,0.598,0.276,0.184,0.000,4.738,0.000,0.092,0.138,1.242 +2006, 7, 6,0.090,0.045,0.000,8.224,2.876,0.045,0.000,0.270,0.854,0.045,0.225,0.045,0.045,0.090,0.629,0.000,2.427,0.090,0.000,0.360,0.000,0.000,0.000,0.045,0.045,0.000,0.000,0.135,0.090,0.270,0.045,6.427,0.000,0.045,1.438,0.404,3.550,0.090,2.157,0.000,4.090,0.449,0.045,0.045,0.045,0.000,0.315,2.067,0.000,0.000,0.000,0.270,0.000,0.584,1.618,0.000,0.764,0.000,5.303,0.000,0.584,0.090,1.079 +2006, 8, 8,0.000,0.044,0.133,5.349,5.482,0.088,0.000,0.265,0.531,0.000,0.044,0.000,0.088,0.000,0.442,0.000,3.979,0.000,0.000,0.000,0.088,0.000,0.000,0.000,0.088,0.000,0.000,0.000,0.044,0.088,0.044,6.897,0.133,0.133,0.796,0.177,0.398,0.044,4.996,0.000,5.703,0.221,0.221,0.000,0.000,0.044,0.619,1.326,0.000,0.133,0.000,0.840,0.000,0.133,0.663,0.177,1.636,0.000,2.520,0.088,0.044,0.133,1.415 +2006, 9, 13,0.043,0.000,0.000,6.810,2.543,0.000,0.000,0.000,0.560,0.086,0.000,0.000,0.000,0.000,0.172,0.000,1.724,0.000,0.000,0.043,0.000,0.000,0.000,0.000,0.043,0.000,0.000,0.129,0.086,3.448,0.000,7.457,0.043,0.733,2.198,0.172,0.517,0.000,5.517,0.000,15.129,0.216,0.129,0.086,0.043,0.000,0.086,0.603,0.000,0.043,0.603,0.560,0.000,0.172,0.388,0.129,0.043,0.000,4.181,0.000,0.388,0.043,2.543 +2006, 10, 17,0.045,0.000,0.272,4.803,1.133,0.000,0.000,0.136,0.680,0.045,0.317,0.000,0.136,0.091,0.091,0.091,2.447,0.000,0.000,0.000,0.091,0.000,0.000,0.000,0.000,0.000,0.816,0.136,0.091,0.272,0.091,4.441,0.091,1.269,1.314,0.000,0.408,0.272,6.706,0.000,37.157,0.136,0.091,0.000,0.045,0.045,0.498,0.589,0.000,0.000,0.363,0.725,0.000,0.952,0.272,0.272,0.272,0.000,1.631,0.000,0.227,0.091,0.861 +2006, 11, 6,0.091,0.000,0.729,7.792,5.650,0.775,0.547,0.820,0.273,0.046,2.278,0.046,0.501,0.000,1.230,0.046,9.751,0.046,0.091,0.319,0.000,0.046,0.000,0.046,0.046,0.000,0.000,0.046,0.091,0.137,0.091,6.607,0.000,1.139,1.686,0.182,0.729,0.228,12.212,0.957,12.075,0.000,0.638,0.091,0.091,0.046,0.137,0.319,0.000,0.456,0.410,0.684,0.000,1.048,0.410,0.091,0.775,0.046,2.278,0.000,0.911,0.000,4.602 +2006, 12, 11,0.045,0.000,0.453,2.851,1.313,0.000,0.679,0.724,2.308,0.136,1.810,0.272,0.000,0.181,1.358,0.000,2.218,0.045,0.000,0.407,0.000,0.000,0.000,0.000,0.091,0.000,0.724,0.045,0.000,0.091,0.181,7.151,0.000,0.453,1.222,0.045,3.530,0.181,13.804,0.000,2.308,0.091,0.091,0.000,0.000,0.000,0.091,0.272,0.000,0.272,0.000,0.543,0.000,0.000,0.136,0.045,0.498,0.362,2.625,0.000,1.720,0.045,2.308 +2007, 1, 19,0.262,0.000,0.568,6.158,2.708,0.044,0.524,0.175,1.310,0.000,3.756,0.262,0.262,0.349,1.398,0.044,2.664,0.044,0.349,0.480,0.131,0.087,0.000,0.044,0.000,0.000,0.000,0.087,0.131,0.349,0.131,6.508,0.044,0.611,1.048,0.044,1.441,0.306,5.940,0.087,1.747,0.306,0.087,0.131,0.044,0.175,0.306,0.524,0.044,0.393,0.131,0.786,0.000,1.005,0.874,0.218,1.354,0.568,3.713,0.087,0.699,0.087,1.572 +2007, 2, 20,0.444,0.000,0.577,9.581,1.641,0.133,0.532,0.310,0.754,0.000,3.194,0.133,0.133,0.177,1.153,0.000,1.907,0.133,0.887,1.464,0.177,0.000,0.133,0.000,0.000,0.000,0.000,0.000,0.000,0.133,0.266,6.875,0.044,1.863,1.686,0.044,0.843,0.044,14.815,0.133,1.863,0.089,0.266,0.089,0.089,0.266,0.133,0.266,0.000,0.266,0.089,0.266,0.000,0.798,1.464,0.000,0.665,0.710,1.286,0.044,0.887,0.044,1.464 +2007, 3, 12,0.134,0.000,0.179,9.708,3.579,0.045,0.761,0.582,3.132,0.000,1.924,0.268,0.045,0.134,0.403,0.045,2.013,0.089,0.045,1.476,0.045,0.000,0.000,0.000,0.000,0.000,0.000,0.045,0.224,0.089,0.000,7.471,0.045,0.671,0.895,0.358,1.969,0.179,8.322,0.045,3.355,0.089,0.045,0.045,0.134,0.000,0.045,0.626,0.000,0.000,0.000,0.447,0.000,0.268,0.313,0.045,0.716,0.895,2.729,0.045,0.895,0.000,0.940 +2007, 4, 27,0.000,0.000,1.283,7.962,1.371,0.133,0.133,0.487,0.265,0.088,1.062,0.000,0.133,0.133,0.000,0.000,2.565,0.221,0.133,0.088,0.000,0.000,0.000,0.000,0.221,0.000,0.000,0.000,0.000,0.044,0.133,4.644,0.000,0.354,1.415,0.177,0.177,0.133,2.831,0.088,4.467,0.310,0.840,0.133,0.000,0.133,0.133,0.531,0.000,0.000,0.221,0.310,0.044,0.177,0.885,0.044,0.310,0.044,1.592,0.044,0.221,0.044,2.256 +2007, 5, 16,0.045,0.000,0.816,8.205,1.405,0.000,0.408,0.272,0.408,0.045,3.264,0.000,0.000,0.000,0.453,0.045,2.267,0.091,0.000,0.408,0.091,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.680,0.136,0.045,14.642,0.000,0.045,1.813,0.136,0.544,0.181,14.506,0.091,3.491,0.453,0.861,0.181,0.045,0.045,0.136,0.499,0.000,0.091,0.136,0.544,0.000,0.816,1.133,0.091,0.861,0.000,1.269,0.000,0.499,0.000,2.221 +2007, 6, 12,0.451,0.000,0.361,7.990,1.219,0.767,0.135,0.903,2.528,0.000,1.309,0.135,0.090,0.090,0.813,0.045,1.851,0.045,0.271,1.941,0.000,0.000,0.090,0.045,0.000,0.000,0.000,0.045,3.341,0.090,0.045,19.592,0.045,0.316,1.354,0.271,0.858,0.135,16.793,0.000,1.986,0.316,0.045,0.271,0.045,0.090,0.226,0.722,0.090,0.000,0.993,0.226,0.000,0.813,0.677,0.181,0.903,0.090,2.528,0.000,1.038,0.090,5.101 +2007, 8, 5,0.045,0.000,0.314,4.930,1.255,0.045,0.000,0.269,0.672,0.000,1.972,0.045,0.000,0.045,0.045,0.000,0.851,0.000,0.403,2.017,0.000,0.000,0.045,0.000,0.090,0.000,0.000,0.000,2.196,0.090,0.045,48.177,0.000,0.134,1.793,0.045,1.658,0.045,8.291,0.090,3.047,0.538,0.090,0.090,0.000,0.045,0.134,0.807,0.045,0.179,1.300,0.134,0.045,0.090,0.224,0.045,0.448,0.000,1.344,0.000,0.538,0.045,2.286 +2007, 8, 20,0.000,0.000,0.471,4.994,4.193,0.236,0.188,0.801,0.565,0.141,3.203,0.000,0.000,0.047,1.649,0.141,4.146,0.047,0.754,2.544,0.000,0.094,0.047,0.047,0.047,0.000,0.000,0.236,0.942,0.047,0.094,64.211,0.000,0.612,1.884,0.141,2.120,0.283,21.765,0.047,16.394,0.236,0.471,0.000,0.000,0.000,0.283,0.754,0.000,0.047,1.743,0.565,0.424,0.707,0.330,0.141,1.272,0.000,1.508,0.283,0.848,0.000,5.418 +2007, 9, 18,0.381,0.000,0.620,4.196,11.683,0.334,0.429,1.049,0.763,0.143,2.766,0.000,0.048,0.000,1.144,0.000,1.335,0.048,0.572,1.526,0.000,0.048,0.000,0.191,0.048,0.000,0.000,0.000,0.572,0.048,0.143,96.137,0.048,2.337,1.001,0.191,1.431,0.143,17.978,0.048,17.024,0.334,0.286,0.095,0.000,0.000,0.095,0.572,0.048,0.238,1.049,0.286,0.095,1.001,0.191,0.191,0.477,0.000,0.763,0.191,1.717,0.048,3.147 +2007, 10, 9,0.100,0.050,0.452,5.119,4.366,0.452,0.100,0.351,0.753,0.050,4.516,0.100,0.000,0.000,1.154,0.050,2.409,0.000,2.559,2.007,0.000,0.050,0.050,0.100,0.000,0.000,0.050,0.100,0.100,0.000,0.050,27.952,0.000,1.455,1.104,0.100,1.054,0.050,10.588,0.151,26.446,0.401,0.100,0.000,0.050,0.100,0.151,0.652,0.000,0.602,0.251,0.652,0.100,0.953,1.054,0.201,0.753,0.000,0.753,0.753,0.652,0.000,7.628 +2007, 11, 12,0.098,0.000,1.669,5.892,4.811,0.638,0.638,4.959,0.442,0.589,3.535,0.000,0.295,0.000,1.718,0.000,4.615,0.049,0.295,0.295,0.000,0.049,0.049,0.000,0.000,0.049,0.049,0.098,0.098,0.098,0.098,11.145,0.147,1.915,1.080,0.196,0.245,0.295,7.168,0.049,10.408,0.245,0.295,0.000,0.000,0.049,0.344,0.638,0.098,1.080,1.424,0.884,1.277,1.326,0.049,0.196,1.620,0.000,0.786,0.147,0.196,0.245,9.525 +2007, 12, 17,0.000,0.000,1.780,4.974,4.381,0.548,0.730,3.286,2.966,0.228,3.149,0.000,0.365,0.000,0.502,0.000,1.917,0.091,0.502,0.548,0.000,0.000,0.091,0.000,0.046,0.046,0.000,0.091,0.046,0.000,0.183,14.558,0.046,1.506,1.004,0.183,0.502,0.137,4.427,0.000,18.118,0.183,0.456,0.000,0.183,0.000,0.365,0.821,0.091,1.506,0.183,1.278,0.593,0.365,0.867,0.137,0.685,0.000,1.095,0.228,0.274,0.046,2.373 +2008, 1, 17,0.137,0.000,0.182,1.914,0.501,0.000,0.182,0.456,4.921,0.046,4.192,0.046,0.091,0.000,1.504,0.046,0.911,0.046,0.000,0.866,0.000,0.000,0.091,0.000,0.000,0.000,0.000,0.000,0.137,0.000,0.046,17.495,0.000,0.182,0.775,0.091,0.683,0.091,5.741,0.000,2.506,0.228,0.182,0.091,0.046,0.046,0.273,0.638,0.046,0.273,0.000,0.182,0.000,0.410,0.228,0.000,0.592,0.228,0.775,0.137,1.412,0.137,2.096 +2008, 2, 5,0.098,0.000,0.538,7.244,2.496,0.979,0.343,0.294,0.343,0.196,4.943,0.000,0.147,0.098,0.881,0.049,1.860,0.245,0.000,0.930,0.000,0.000,0.000,0.000,0.049,0.000,0.000,0.000,0.098,0.049,0.147,15.221,0.000,2.154,0.685,0.098,0.538,0.392,1.077,0.049,15.907,0.489,0.294,0.049,0.000,0.049,0.049,0.636,0.147,0.392,0.000,0.636,0.098,1.615,0.440,0.098,0.636,0.098,1.615,0.098,1.126,0.196,3.622 +2008, 3, 26,0.144,0.048,1.156,5.345,7.801,0.626,0.578,2.793,2.456,0.000,2.456,0.241,0.193,0.048,0.193,0.000,5.778,0.096,0.193,3.130,0.000,0.096,0.144,0.000,0.000,0.000,0.000,0.048,0.193,0.096,0.241,8.619,0.000,3.226,1.541,0.289,1.733,0.337,1.252,0.385,2.552,0.241,0.144,0.048,0.000,0.000,0.337,0.578,0.048,0.048,0.048,0.433,0.096,0.674,2.167,0.048,0.915,0.193,1.637,0.048,1.493,0.096,1.252 +2008, 4, 24,0.000,0.000,0.571,5.042,2.569,0.238,0.238,0.523,1.570,0.000,2.236,0.048,0.048,0.095,0.238,0.000,24.354,0.333,0.048,1.142,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.095,0.095,0.095,10.797,0.000,0.999,1.379,0.238,0.143,0.190,2.426,0.048,6.184,0.143,0.190,0.095,0.095,0.285,0.476,0.618,0.048,0.143,0.000,0.238,0.000,0.428,2.378,0.048,0.285,0.048,2.236,0.000,0.618,0.143,0.809 +2008, 5, 20,0.000,0.049,0.932,4.024,1.570,0.196,0.245,0.294,1.276,0.098,2.404,0.147,0.000,0.049,0.098,0.000,11.679,0.196,0.049,0.442,0.049,0.049,0.000,0.098,0.000,0.000,0.000,0.000,0.049,0.294,0.049,15.751,0.000,1.963,0.834,0.343,0.491,0.343,0.981,0.000,7.949,0.147,0.343,0.098,0.000,0.049,0.098,0.736,0.049,0.000,0.000,0.491,0.196,0.638,3.975,0.000,0.687,0.000,1.521,0.000,0.098,0.049,1.521 +2008, 7, 9,0.000,0.000,0.269,5.388,2.748,0.539,0.162,0.700,4.203,0.000,3.880,0.162,0.162,0.054,0.647,0.216,1.401,0.000,1.239,0.485,0.269,0.108,0.000,0.216,0.000,0.054,0.000,0.000,0.970,0.269,0.108,25.056,0.000,0.647,1.401,0.216,0.377,0.054,18.428,0.000,5.658,0.162,0.377,0.054,0.108,0.054,0.269,1.185,0.162,0.054,0.054,0.054,0.970,1.132,1.455,0.269,0.862,0.000,1.078,0.054,1.185,0.000,2.263 +2008, 8, 13,0.000,0.000,0.378,2.409,1.653,0.189,0.756,0.331,2.598,0.047,1.748,0.142,0.047,0.000,0.520,0.047,3.023,0.094,1.086,0.614,0.000,0.000,0.000,0.142,0.331,0.000,0.000,0.000,0.803,0.803,0.094,27.914,0.000,1.134,1.134,0.425,0.614,0.047,11.666,0.047,5.715,0.756,0.425,0.000,0.000,0.236,0.142,1.086,0.094,0.000,0.142,0.189,0.425,1.275,2.739,0.236,0.614,0.000,1.889,0.189,1.842,0.000,1.417 +2008, 9, 16,0.152,0.051,0.152,3.806,5.025,0.203,0.305,0.203,2.842,0.051,1.776,1.421,0.102,0.152,0.305,0.152,1.066,0.203,1.827,1.015,0.051,0.051,0.000,0.203,0.051,8.374,0.051,0.000,1.979,0.152,0.102,33.700,0.000,2.994,1.117,0.152,1.523,0.051,9.795,0.000,7.613,0.508,0.203,0.102,0.051,0.051,0.051,0.457,0.000,0.254,0.000,0.254,0.203,1.421,4.669,0.203,0.863,0.051,3.248,0.152,0.761,0.152,0.660 +2008, 10, 22,0.000,0.000,0.625,3.606,2.260,0.529,0.577,3.943,2.693,0.192,2.549,0.000,0.337,0.096,0.240,0.000,1.346,0.096,2.981,0.769,0.000,0.000,0.048,0.096,0.048,0.000,1.154,0.048,0.385,0.289,0.096,15.724,0.048,3.462,1.250,0.289,0.433,0.481,4.328,0.000,32.314,0.769,0.240,0.048,0.096,0.192,0.192,0.433,0.096,0.144,0.289,0.192,5.482,1.250,1.683,0.673,0.769,0.048,1.298,0.048,0.144,0.048,9.762 +2008, 11, 4,0.000,0.047,0.699,5.642,1.072,0.140,0.233,0.047,1.119,0.187,1.725,0.047,0.093,0.000,0.187,0.047,1.166,0.000,0.140,0.093,0.000,0.000,0.000,0.047,0.047,0.000,0.000,0.047,0.140,0.187,0.047,10.865,0.047,1.352,0.699,0.093,0.326,0.420,4.663,0.047,9.326,0.560,0.280,0.000,0.047,0.093,0.233,0.140,0.000,0.653,0.373,0.233,5.829,0.187,1.539,0.187,0.187,0.000,7.647,0.280,0.000,0.000,9.373 +2008, 12, 16,0.097,0.000,0.679,2.278,1.163,0.388,0.242,3.393,41.924,0.242,3.683,0.048,0.145,0.048,0.242,0.048,1.696,0.048,1.212,0.630,0.000,0.000,0.048,0.000,0.048,0.000,0.485,0.097,0.097,0.339,0.145,21.616,0.000,2.763,0.679,0.048,0.872,0.291,0.921,0.000,7.706,0.630,0.145,0.097,0.097,0.097,0.000,0.339,0.048,0.533,0.048,0.291,0.388,0.630,0.921,0.339,0.436,0.000,3.005,0.291,0.291,0.097,1.406 +2009, 1, 13,0.144,0.048,0.626,5.008,3.660,0.626,0.241,1.637,3.226,0.193,5.827,0.000,0.144,0.000,0.626,0.000,0.722,0.048,0.096,1.396,0.048,0.000,0.096,0.000,0.048,0.000,0.000,0.096,0.241,0.482,0.096,28.122,0.000,3.949,1.204,0.048,1.445,0.193,0.337,0.000,20.514,0.289,0.241,0.048,0.096,0.000,0.048,0.337,0.144,0.096,0.048,0.241,0.241,0.337,0.915,0.096,0.578,0.000,1.637,0.193,0.289,0.096,1.541 +2009, 2, 10,0.046,0.046,0.461,7.096,2.120,0.415,0.323,2.719,0.230,0.184,6.589,0.230,0.000,0.000,0.369,0.000,1.152,0.046,0.323,0.691,1.797,0.000,0.046,0.000,0.092,0.000,0.000,0.046,0.138,0.323,0.046,16.311,0.000,4.838,0.507,0.323,2.719,0.323,9.262,0.000,1.567,0.369,0.138,0.046,0.000,0.415,0.046,0.415,0.138,0.046,0.184,0.461,0.599,0.276,0.461,0.092,0.184,0.046,1.659,0.000,0.737,0.092,1.382 +2009, 4, 21,0.000,0.049,1.814,3.481,4.461,0.196,0.441,3.432,1.569,0.049,2.353,0.147,0.147,0.049,0.049,0.000,12.453,0.049,0.000,1.618,0.098,0.000,0.049,0.098,0.098,0.000,0.000,0.000,0.049,0.196,0.196,15.934,0.049,3.775,3.236,0.196,0.343,0.196,1.863,0.000,18.042,0.343,0.147,0.000,0.049,0.392,0.196,1.226,0.098,0.049,0.098,0.294,0.147,0.294,1.520,0.294,0.441,0.588,3.187,0.000,0.196,0.000,0.735 +2009, 5, 14,0.101,0.101,1.164,6.175,3.644,0.202,0.304,1.620,3.493,0.051,5.669,0.051,0.051,1.569,0.000,0.000,20.145,0.051,0.000,4.606,0.152,0.000,0.202,0.962,0.051,0.000,0.000,0.051,0.202,0.101,0.202,20.550,0.101,2.531,2.075,0.405,1.417,0.304,0.405,0.101,14.071,0.304,0.759,0.202,0.051,0.354,0.000,1.316,0.253,0.000,0.202,0.304,0.101,0.860,1.468,0.709,0.405,0.051,4.100,0.000,1.417,0.101,0.860 +2009, 6, 18,0.050,0.150,1.251,7.156,1.001,0.751,0.250,1.852,2.953,0.250,5.255,0.000,0.000,0.701,0.300,0.450,3.053,0.200,0.100,0.951,0.250,0.000,0.000,0.400,0.050,0.000,0.000,0.000,1.151,0.400,0.050,24.121,0.050,3.203,1.852,0.450,0.500,0.350,1.401,0.000,9.008,0.400,0.200,0.050,0.000,0.400,0.100,0.350,0.150,0.000,0.851,0.651,0.000,0.200,2.052,0.450,1.301,0.050,3.353,0.100,0.651,0.050,2.052 +2009, 8, 26,0.000,0.000,0.455,1.718,3.991,0.152,0.000,0.354,4.445,0.051,4.142,0.051,0.051,0.960,1.566,13.134,2.021,0.101,0.051,0.909,0.000,0.051,0.101,0.101,0.152,2.627,0.000,0.051,0.758,0.202,0.051,37.079,0.000,2.273,1.061,0.455,1.869,0.101,7.022,0.000,7.375,0.303,0.152,0.000,0.253,0.253,0.051,0.101,0.253,0.354,0.657,0.152,0.000,2.172,3.486,0.354,0.404,0.000,3.132,0.202,0.657,0.101,2.324 +2009, 9, 16,0.044,0.000,0.400,3.692,2.535,0.133,0.267,0.133,7.205,0.089,4.537,0.000,0.044,1.290,1.112,5.337,2.046,0.044,0.000,0.534,0.000,0.089,0.044,0.000,0.089,0.000,2.313,0.089,2.090,0.044,0.089,25.796,0.044,1.735,0.667,0.089,0.489,0.089,14.321,0.044,12.987,0.000,0.133,0.133,0.000,0.178,0.000,0.222,0.044,0.400,0.489,0.623,0.000,0.178,2.224,0.178,0.178,0.000,4.492,0.356,0.044,0.000,3.069 +2009, 10, 7,0.374,0.000,0.327,2.149,4.484,0.093,0.140,0.841,11.817,0.047,3.036,0.467,0.093,1.028,16.815,13.265,3.036,0.000,0.234,2.709,0.000,4.017,0.047,0.514,0.187,0.000,0.000,0.093,4.017,0.187,0.187,69.597,0.000,4.764,1.074,0.187,8.454,0.047,16.535,0.234,1.401,0.374,0.187,0.000,0.047,0.000,0.000,0.234,0.047,0.280,0.140,1.121,0.000,0.327,3.083,0.374,0.747,0.140,4.998,0.607,0.561,0.047,1.541 +2009, 11, 17,0.192,0.000,0.337,1.684,4.570,0.577,0.289,0.866,10.439,0.144,5.628,0.144,0.241,0.241,10.439,4.281,3.319,0.000,0.192,1.684,0.000,5.195,0.000,0.096,0.096,0.000,1.155,0.096,2.405,0.000,0.048,49.452,0.048,2.405,0.529,0.241,1.684,0.192,20.060,0.000,6.013,0.529,0.096,0.048,0.048,0.000,0.192,0.192,0.096,0.144,0.529,1.251,0.144,0.241,2.838,0.433,0.337,0.000,1.443,0.096,0.577,0.048,2.598 +2009, 12, 3,0.000,0.049,0.395,2.075,2.817,0.544,0.593,1.384,14.083,0.099,2.767,0.148,0.099,0.395,2.026,1.581,3.014,0.099,0.099,0.593,0.049,3.508,0.099,0.049,0.049,0.000,0.000,0.099,1.334,0.247,0.247,38.198,0.099,4.349,0.889,0.247,1.186,0.296,12.107,0.000,9.587,0.247,0.099,0.049,0.049,0.049,0.148,0.049,0.049,0.544,0.000,1.977,0.000,0.642,3.163,0.198,0.395,0.000,5.880,0.049,0.642,0.000,0.840 +2010, 1, 6,0.348,0.000,0.199,3.037,3.236,0.398,0.149,7.069,7.716,0.100,5.426,0.199,0.000,0.199,9.459,1.095,5.725,0.000,0.000,1.693,0.000,3.734,0.100,0.000,0.100,0.000,0.996,0.050,0.647,0.149,0.100,33.205,0.000,1.145,0.597,0.249,1.344,0.249,17.573,0.000,1.344,0.100,0.249,0.050,0.000,0.149,0.249,0.299,0.149,0.100,0.050,1.742,0.100,0.199,3.186,0.249,0.299,0.050,5.526,0.448,0.747,0.050,1.195 +2010, 2, 10,0.148,0.000,0.246,2.509,4.527,0.000,0.394,0.394,3.050,0.295,4.281,0.640,0.098,0.049,4.231,0.049,5.855,0.000,0.148,0.246,0.049,0.000,0.098,0.049,0.000,0.000,0.541,0.098,0.148,0.098,0.197,14.613,0.098,1.820,0.148,0.148,0.443,0.148,27.405,0.000,0.984,0.000,0.197,0.000,0.000,0.148,0.049,0.541,0.098,0.000,0.049,0.738,0.443,0.197,2.362,0.049,0.295,0.000,3.296,0.049,0.640,0.000,0.984 +2010, 3, 16,0.000,0.094,0.235,4.283,2.212,0.141,0.612,0.847,2.165,0.047,4.801,0.094,0.047,0.094,1.318,0.094,1.506,0.094,0.000,0.377,0.000,0.000,0.047,0.000,0.094,0.000,0.047,0.047,0.329,0.094,0.047,13.227,0.047,1.177,0.894,0.141,0.659,0.565,2.918,0.000,1.130,0.282,0.094,0.000,0.047,0.047,0.235,0.329,0.094,0.094,0.000,1.412,0.471,0.141,0.894,0.188,0.518,0.094,2.824,0.047,0.424,0.141,0.988 +2010, 4, 20,0.000,0.091,0.685,2.693,0.456,0.319,0.456,0.319,0.867,0.091,2.099,0.228,0.091,0.091,0.183,0.091,3.925,0.183,0.091,0.319,0.000,0.000,0.000,0.000,0.000,0.000,0.046,0.046,0.046,0.183,0.046,3.560,0.091,0.593,0.867,0.228,0.411,0.183,4.016,0.000,0.776,0.000,0.365,0.000,0.046,0.000,0.228,0.228,0.046,0.000,0.091,0.548,0.091,0.091,0.867,0.000,0.593,0.000,1.734,0.000,0.228,0.228,0.365 +2010, 5, 19,0.049,0.097,0.146,3.893,0.827,0.195,0.146,0.535,8.320,0.097,3.065,0.438,0.049,0.000,0.243,0.487,1.800,0.049,0.049,1.849,0.000,4.477,0.146,0.000,0.000,0.000,0.000,0.097,0.097,0.049,0.049,6.617,0.000,0.584,0.243,0.097,0.341,0.146,0.730,0.000,0.292,0.146,0.097,0.049,0.049,0.146,0.097,0.097,0.146,0.049,0.097,0.243,0.146,0.000,0.633,0.097,0.438,0.243,1.022,0.000,0.827,0.000,1.168 +2010, 6, 22,0.000,0.000,0.877,6.093,2.492,0.092,0.508,9.139,1.062,0.046,1.246,0.000,0.323,0.600,0.138,0.785,4.662,0.046,0.277,1.108,0.000,0.046,0.000,0.000,0.046,0.000,0.000,0.046,0.000,0.046,0.046,7.154,0.000,0.969,1.569,0.185,0.462,0.277,2.400,0.046,1.385,0.185,0.277,0.092,0.046,0.185,0.092,1.154,0.000,0.369,0.138,0.323,0.185,0.415,2.677,0.046,0.877,0.092,1.477,0.000,0.323,0.092,1.431 +2010, 8, 28,0.000,0.000,0.641,4.348,2.746,0.183,0.412,0.183,2.975,0.137,1.648,0.000,0.046,0.183,1.877,6.820,1.144,0.046,0.000,0.092,0.000,0.366,0.000,0.046,0.046,0.000,0.000,0.137,2.426,0.000,0.092,11.855,0.046,1.694,0.824,0.137,0.778,0.046,35.976,0.092,9.475,0.320,0.137,0.046,0.046,0.366,0.137,0.229,0.137,0.092,0.092,2.334,0.046,0.320,2.197,0.320,0.229,0.183,3.295,0.000,0.092,0.046,1.648 +2010, 10, 13,0.000,0.052,0.676,2.860,2.444,0.260,0.260,0.104,4.575,0.260,0.832,0.000,0.000,0.156,3.588,4.523,1.612,0.052,0.260,0.208,0.000,0.260,0.052,0.000,0.624,0.000,0.000,0.052,1.248,0.052,0.052,11.127,0.000,1.820,1.040,0.156,0.520,0.104,17.106,0.052,3.276,0.312,0.676,0.052,0.000,0.312,0.208,0.884,0.104,0.416,0.104,4.783,2.444,0.156,1.196,0.312,0.936,0.000,3.900,0.000,0.000,0.000,2.548 +2010, 11, 23,0.000,0.000,0.433,2.259,1.154,0.096,0.192,0.529,0.529,0.240,2.308,0.048,0.048,0.096,2.548,6.153,1.250,0.096,0.192,0.192,0.000,0.000,0.000,0.000,0.048,0.000,0.000,0.096,0.433,0.000,0.048,19.518,0.096,3.413,0.817,0.288,0.240,0.048,18.845,0.240,18.412,0.192,0.433,0.048,0.192,0.048,0.144,0.144,0.048,0.337,0.529,3.509,0.096,0.288,3.509,0.144,0.240,0.000,1.298,0.096,0.577,0.048,1.923 +2010, 12, 16,0.145,0.000,0.338,2.176,4.207,0.000,0.048,1.064,3.095,0.097,0.919,0.000,0.000,0.145,13.878,1.354,1.499,0.000,0.242,0.435,0.000,0.338,0.000,0.000,0.000,2.418,0.000,0.145,0.967,0.000,0.048,34.478,0.000,1.112,0.580,0.048,2.611,0.000,49.710,0.290,16.199,0.338,0.822,0.145,0.000,0.193,0.048,0.580,0.048,0.435,0.145,3.143,0.048,1.257,3.337,0.097,0.435,0.145,1.934,0.000,0.774,0.048,0.242 +2011, 2, 1,0.096,0.000,0.481,5.822,1.540,0.048,0.337,2.021,2.887,0.048,1.299,0.096,0.096,0.000,1.395,0.096,1.059,0.048,0.048,0.770,0.000,4.523,0.000,0.000,0.000,0.000,0.000,0.048,0.385,0.048,0.000,9.431,0.000,1.347,0.577,0.048,0.962,0.096,8.565,0.192,6.688,0.144,0.241,0.241,0.144,0.048,0.241,0.048,0.192,0.144,0.289,3.464,0.096,0.722,2.502,0.385,0.818,1.059,4.090,0.048,1.107,0.000,1.059 +2011, 3, 8,0.000,0.000,0.457,6.496,4.009,0.254,0.304,2.131,1.167,0.254,2.284,0.000,0.000,0.000,1.725,0.203,2.487,0.101,0.000,0.406,0.254,0.000,0.000,0.000,0.101,0.000,0.000,0.000,0.000,0.051,0.051,17.762,0.000,5.227,0.964,0.203,0.152,0.101,12.839,0.152,6.090,0.254,0.406,0.152,0.051,0.000,0.152,0.101,0.000,0.254,0.507,4.922,0.051,0.660,4.922,0.304,0.457,0.457,2.537,0.000,0.761,0.000,2.537 +2011, 4, 14,0.049,0.146,0.825,7.573,3.641,0.340,0.388,3.350,2.913,0.000,2.185,0.049,0.097,0.000,0.194,0.049,1.311,0.000,0.049,0.097,0.000,0.000,0.000,0.000,0.049,0.000,0.000,0.146,0.049,0.146,0.146,9.030,0.049,1.214,0.728,0.583,0.194,0.243,1.893,0.194,6.894,0.097,0.777,0.049,0.000,0.146,0.437,0.340,0.049,0.000,0.243,1.165,0.000,0.194,7.913,0.243,0.631,0.146,2.427,0.049,0.194,0.097,1.554 +2011, 5, 12,0.000,0.000,0.275,4.326,0.893,0.034,0.378,0.412,2.335,0.000,0.309,0.000,0.069,0.034,0.000,0.034,5.322,0.000,0.034,0.069,0.069,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,2.575,0.000,0.343,0.343,0.034,0.069,0.172,7.520,0.000,1.511,0.309,0.240,0.000,0.000,0.137,0.275,0.584,0.034,0.000,0.137,0.137,0.069,0.275,3.262,0.069,0.515,0.000,1.785,0.000,0.000,0.069,1.476 +2011, 6, 14,0.533,0.000,0.242,6.734,1.017,0.339,0.194,1.502,6.589,0.145,0.920,0.000,0.145,0.194,0.436,0.775,6.879,0.000,0.727,3.391,0.000,0.533,0.048,0.097,0.000,0.000,0.000,0.000,0.678,0.097,0.194,21.510,0.000,0.872,0.436,0.048,0.436,0.048,15.115,0.097,7.073,0.242,0.194,0.000,0.097,0.194,0.242,0.388,0.048,0.145,0.436,0.097,0.000,0.097,8.527,0.194,0.775,7.170,0.727,0.000,0.920,0.048,1.647 +2011, 9, 19,0.049,0.000,1.120,4.674,4.090,0.097,0.341,0.633,1.656,0.195,0.974,0.000,0.146,0.049,13.098,0.876,4.236,0.000,1.023,0.925,0.000,1.266,0.049,0.000,0.000,1.023,0.000,0.097,0.292,0.000,0.000,63.737,0.000,5.161,0.925,0.097,1.071,0.195,60.865,0.146,7.158,0.584,0.195,0.049,0.000,0.097,0.000,1.023,0.146,0.584,1.023,0.730,1.558,0.243,2.922,0.195,1.363,1.656,1.753,0.000,0.341,0.049,4.187 +2011, 10, 17,0.046,0.046,0.275,3.483,2.567,0.183,0.642,0.092,4.767,0.092,2.979,0.046,0.092,0.000,11.138,0.825,0.642,0.000,0.733,0.275,0.000,5.729,0.000,0.000,0.092,4.950,0.000,0.000,0.229,0.046,0.000,38.868,0.092,2.200,0.367,0.000,0.367,0.046,39.464,0.138,5.913,0.779,0.550,0.092,0.046,0.138,0.138,0.825,0.275,0.458,0.642,1.146,0.321,0.138,2.888,0.321,1.054,3.346,1.100,0.046,0.642,0.046,2.750 +2011, 11, 3,0.000,0.046,0.463,3.240,1.018,0.000,0.324,0.972,0.648,0.000,2.221,0.185,0.093,0.046,5.924,0.324,2.129,0.000,0.740,0.139,0.000,1.574,0.000,0.000,0.000,0.185,0.000,0.139,0.093,0.000,0.000,22.538,0.046,1.574,0.463,0.093,0.324,0.231,70.808,0.000,5.692,0.879,0.509,0.139,0.093,0.000,0.000,0.093,0.324,0.417,0.787,1.296,0.463,0.231,3.101,0.139,0.648,0.417,1.944,0.000,0.417,0.093,2.730 +2011, 12, 1,0.000,0.049,1.414,6.583,1.463,0.683,0.293,1.073,2.584,0.098,2.828,0.098,0.146,0.000,2.194,0.098,5.461,0.049,0.390,0.098,0.000,12.531,0.049,0.000,0.000,0.000,0.000,0.000,0.244,0.049,0.098,37.838,0.146,4.291,1.073,0.000,0.536,0.293,18.870,0.098,12.288,0.439,0.146,0.000,0.049,0.195,0.195,0.341,0.585,0.341,0.293,0.829,0.341,0.146,2.487,0.293,1.609,0.683,1.463,0.049,0.683,0.049,2.779 +2012, 7, 17,0.000,0.087,0.566,4.224,1.916,0.087,0.218,1.698,3.484,0.044,3.092,0.392,0.044,0.174,6.794,15.286,3.092,0.044,0.566,0.653,0.087,0.740,0.000,0.044,0.000,0.000,0.000,0.000,3.179,0.000,0.000,7.534,0.000,2.090,0.697,0.218,0.610,0.131,14.285,0.087,4.399,0.261,0.218,0.087,0.000,0.044,0.392,1.176,0.218,0.000,0.044,0.000,0.087,1.045,3.397,0.044,0.915,0.044,5.444,0.000,1.263,0.087,1.524 +2012, 10, 22,0.106,0.106,1.163,4.386,2.219,0.423,0.317,2.272,4.439,0.159,3.329,0.317,0.000,0.000,14.056,5.284,3.910,0.370,8.931,2.219,0.000,2.008,0.000,0.000,0.106,0.000,0.898,0.159,3.593,0.053,0.211,44.388,0.106,3.435,1.057,0.264,1.110,0.159,82.700,0.264,13.739,0.423,1.110,0.159,0.106,0.053,0.159,0.528,0.476,0.581,0.634,0.264,1.902,1.797,4.280,0.264,0.370,0.581,5.284,0.000,0.476,0.053,5.126 +2012, 11, 26,0.000,0.048,0.775,3.344,5.573,0.339,0.242,0.969,3.053,0.000,1.405,0.048,0.048,0.000,7.076,2.859,1.842,0.048,0.872,0.727,0.097,0.291,0.000,0.000,0.048,0.000,0.872,0.097,0.533,0.000,0.097,48.367,0.000,5.476,0.485,0.048,0.485,0.194,26.849,0.000,5.913,0.145,0.485,0.097,0.194,0.145,0.145,0.485,0.097,0.242,0.000,0.388,0.630,1.018,4.410,0.242,0.727,0.048,4.895,0.048,0.727,0.048,1.309 +2012, 12, 10,0.000,0.049,1.135,5.774,7.106,0.592,0.099,0.592,1.629,0.049,1.184,0.099,0.000,0.000,6.366,3.603,2.122,0.099,2.073,0.494,0.494,0.345,0.000,0.000,0.049,0.000,0.296,0.000,0.543,0.000,0.049,36.766,0.049,1.382,0.938,0.099,0.938,0.148,11.203,0.049,18.161,0.642,0.592,0.099,0.099,0.000,0.000,0.345,0.099,0.592,0.000,0.444,0.494,1.579,8.143,0.099,0.247,0.197,3.997,0.000,0.148,0.000,2.566 +2013, 1, 18,0.049,0.049,0.196,4.076,3.290,0.196,0.344,1.031,7.660,0.147,2.848,0.344,0.098,0.000,5.696,0.049,1.179,0.049,0.000,1.719,0.000,0.737,0.049,0.000,0.147,0.000,0.000,0.049,0.786,0.000,0.147,30.888,0.049,4.469,0.737,0.196,0.638,0.196,17.678,0.098,8.986,0.295,0.147,0.049,0.098,0.098,0.049,0.540,0.196,0.049,0.049,0.344,0.246,0.933,3.830,0.098,0.344,1.817,2.553,0.295,0.344,0.295,1.080 +2013, 2, 13,0.050,0.100,0.648,6.834,3.292,0.399,0.349,2.394,1.496,0.100,3.591,0.000,0.000,0.000,2.893,0.100,0.748,0.249,0.050,2.095,0.000,0.299,0.000,0.000,0.050,0.000,0.000,0.200,1.097,0.000,0.200,34.318,0.100,6.734,0.648,0.848,1.596,0.150,3.891,0.249,10.675,0.349,0.549,0.249,0.000,0.249,0.499,0.648,0.050,0.150,0.000,0.549,0.200,0.599,3.941,0.000,0.599,0.200,2.045,0.000,0.249,0.000,1.048 +2013, 3, 23,0.000,0.277,1.156,10.446,1.849,0.370,0.555,2.820,0.324,0.000,2.219,0.092,0.092,0.000,0.693,0.000,0.647,0.092,0.139,1.156,0.000,0.000,0.000,0.000,0.462,0.000,0.000,0.046,0.046,0.046,0.046,18.859,0.046,1.618,1.202,0.555,1.479,0.231,1.294,0.046,8.089,0.647,0.185,0.000,0.000,0.693,0.046,1.618,0.000,0.139,0.370,0.324,0.000,0.647,0.555,0.185,0.185,0.277,3.097,0.000,0.832,0.139,2.958 +2013, 4, 23,0.000,0.048,1.498,12.852,1.933,0.145,0.242,0.628,0.870,0.000,1.498,0.000,0.000,0.097,0.580,0.048,1.594,0.000,0.097,1.256,0.048,0.097,0.048,0.000,0.048,0.000,0.000,0.000,0.435,0.048,0.145,14.591,0.048,0.628,1.015,0.145,0.628,0.193,3.334,0.097,9.905,0.531,0.870,0.000,0.000,0.145,0.242,0.725,0.000,0.000,0.097,0.193,0.000,0.242,0.773,0.097,0.531,0.048,2.561,0.000,0.145,0.048,1.546 +2013, 6, 5,0.000,0.000,0.396,11.965,0.836,0.088,0.176,0.308,2.331,0.000,2.859,0.000,0.000,0.088,0.308,1.188,3.255,0.044,0.132,3.607,0.000,0.352,0.132,0.044,0.088,0.000,0.000,0.044,1.628,0.000,0.044,42.099,0.132,1.452,0.660,0.220,1.364,0.132,12.757,0.044,3.607,0.396,0.176,0.088,0.000,0.044,0.088,0.616,0.220,0.000,0.220,0.264,0.000,0.924,4.047,0.044,0.572,0.264,2.639,0.000,0.704,0.176,3.607 +2013, 6, 25,0.000,0.000,0.613,10.047,0.943,0.377,0.519,1.509,9.103,0.189,2.783,0.142,0.142,0.094,0.613,12.358,1.462,0.236,0.000,0.472,0.047,0.613,0.047,0.094,0.000,0.000,0.000,0.142,0.660,0.094,0.047,68.392,0.189,3.349,0.802,0.330,0.377,0.094,7.264,0.094,8.867,0.660,0.613,0.142,0.047,0.047,0.094,1.085,0.000,0.000,0.142,0.283,0.000,0.660,6.132,0.094,0.425,0.142,3.019,0.000,0.189,0.142,2.123 +2013, 7, 23,0.000,0.191,3.297,5.065,0.860,0.096,0.000,0.430,12.232,0.048,2.723,0.382,0.048,0.096,3.345,11.610,1.338,0.048,0.764,4.921,0.000,3.106,0.191,0.143,0.000,0.143,0.000,0.000,1.959,0.143,0.048,117.394,0.048,3.583,0.621,0.334,3.010,0.239,32.060,0.000,3.822,1.386,0.048,0.000,0.048,0.096,0.000,0.478,0.287,0.287,0.096,0.191,0.000,0.382,5.304,0.191,0.669,0.478,3.153,0.000,0.669,0.048,1.481 +2013, 8, 21,0.000,0.000,0.847,3.857,1.787,0.000,0.047,0.047,8.890,0.047,2.869,0.047,0.000,0.047,5.692,8.420,1.740,0.000,0.000,2.070,0.000,1.035,0.094,0.047,0.000,7.432,0.000,0.000,1.929,0.094,0.000,134.906,0.094,6.727,0.941,0.329,1.035,0.094,54.188,0.188,12.700,0.376,0.329,0.000,0.000,0.047,0.094,0.800,0.376,0.094,0.235,0.329,0.094,0.847,7.291,0.000,0.470,0.376,3.951,0.000,0.094,0.047,3.105 +2013, 9, 23,0.000,0.094,0.704,3.334,1.409,0.141,0.329,0.517,4.414,0.047,3.146,0.000,0.047,0.000,3.898,1.315,3.898,0.000,0.610,1.878,0.094,1.784,0.000,0.141,0.423,0.047,0.047,0.047,2.160,0.047,0.094,207.511,0.094,6.950,1.691,0.376,1.456,0.047,38.271,0.094,35.501,0.892,0.423,0.188,0.000,0.047,0.141,0.892,0.094,0.141,0.892,0.423,0.282,1.362,8.781,0.188,0.610,0.141,6.480,0.000,1.033,0.000,4.837 +2013, 10, 31,0.000,0.000,0.918,6.476,2.996,0.290,0.290,0.290,2.610,0.097,1.015,0.628,0.097,0.048,8.070,0.483,3.431,0.242,3.141,1.788,0.097,2.271,0.000,0.000,0.145,0.048,0.000,0.145,2.078,0.000,0.097,153.239,0.048,13.531,0.725,0.338,2.078,0.290,24.163,0.097,37.065,0.580,0.193,0.145,0.000,0.048,0.097,0.725,0.097,0.580,1.933,1.498,0.580,0.193,4.784,0.097,0.242,0.628,6.524,0.000,0.580,0.048,2.658 +2013, 11, 8,0.089,0.045,0.401,3.566,2.362,0.089,0.134,0.312,14.085,0.134,2.362,0.535,0.045,0.000,19.924,0.089,5.572,0.134,4.279,1.694,0.579,12.302,0.045,0.045,0.178,5.795,0.045,0.178,2.006,0.000,0.045,131.581,0.089,8.514,0.446,0.045,0.847,0.000,53.667,0.000,24.738,0.223,0.045,0.000,0.089,0.134,0.134,0.802,0.267,0.267,0.178,0.847,0.000,0.802,6.953,0.312,0.624,0.758,4.725,0.045,1.337,0.134,2.541 +2013, 12, 5,0.049,0.000,0.394,3.250,4.629,0.098,0.443,0.345,8.618,0.098,3.644,0.591,0.148,0.000,11.277,0.148,3.940,0.049,0.739,1.625,0.000,3.103,0.049,0.000,0.098,10.046,0.000,0.098,1.625,0.000,0.098,70.767,0.000,6.353,0.591,0.197,1.477,0.197,27.676,0.049,20.240,0.148,0.345,0.049,0.000,0.394,0.049,0.591,0.148,0.148,0.197,1.034,0.098,0.197,6.451,0.345,0.689,0.394,5.023,0.000,1.871,0.246,1.477 +2014, 1, 13,0.144,0.000,0.289,5.824,3.610,0.337,0.722,0.529,22.380,0.048,4.620,1.011,0.048,0.048,11.695,0.241,1.684,0.193,1.781,1.348,0.000,3.176,0.000,0.000,0.000,0.000,0.000,0.096,0.193,0.048,0.000,48.032,0.144,2.214,0.722,0.096,2.021,0.000,16.604,0.096,6.160,0.481,0.289,0.144,0.096,0.000,0.096,0.385,0.144,0.096,0.048,0.722,0.000,0.963,3.610,0.096,0.529,1.107,13.524,0.000,1.299,0.000,2.695 +2014, 3, 18,0.000,0.000,0.346,8.212,2.869,0.099,0.495,0.940,11.131,0.099,4.255,1.979,0.000,0.000,3.710,0.000,0.890,0.049,0.445,1.088,0.049,0.000,0.000,0.000,0.049,0.000,0.000,0.099,0.346,0.148,0.198,37.499,0.000,1.435,0.841,0.198,0.643,0.000,2.968,0.049,6.877,0.346,0.247,0.099,0.000,0.099,0.049,0.297,0.148,0.000,0.000,0.495,0.000,0.346,2.424,0.000,0.198,2.127,9.845,0.049,0.445,0.000,0.940 +2014, 4, 26,0.041,0.082,0.287,6.193,1.107,0.164,0.410,0.246,1.189,0.000,1.230,0.041,0.082,0.041,0.041,0.082,1.066,0.041,0.123,0.246,0.000,0.000,0.000,0.000,0.041,0.000,0.000,0.041,0.205,0.041,0.000,5.373,0.000,0.164,0.328,0.287,0.451,0.123,0.246,0.041,7.095,0.369,0.451,0.041,0.000,0.041,0.246,0.410,0.246,0.000,0.041,0.451,0.000,0.246,2.133,0.041,0.205,0.492,2.215,0.000,0.246,0.041,0.820 +2014, 5, 14,0.000,0.000,0.473,9.705,1.752,0.000,0.284,1.089,2.556,0.095,0.947,0.521,0.047,0.189,0.000,0.237,1.183,0.047,0.000,0.473,0.000,1.704,0.095,0.000,0.000,0.000,0.000,0.095,0.663,0.379,0.142,7.243,0.047,0.379,0.710,0.000,0.426,0.189,1.089,0.047,5.207,0.473,0.331,0.095,0.047,0.095,0.047,0.331,0.047,0.000,0.521,0.379,0.000,0.284,2.414,0.000,0.426,0.805,3.645,0.000,0.000,0.095,1.136 +2014, 6, 11,0.000,0.047,0.983,8.194,2.201,0.281,0.187,0.140,1.779,0.281,4.542,0.000,0.187,0.140,0.187,1.311,4.636,0.047,0.421,0.375,0.000,0.234,0.047,0.000,0.000,0.000,0.000,0.000,0.843,0.094,0.000,24.396,0.000,0.749,0.749,0.140,0.983,0.047,30.952,0.047,3.840,0.328,0.281,0.000,0.000,0.047,0.281,1.124,0.047,0.000,0.187,0.328,0.000,0.515,2.575,0.140,0.515,0.140,3.465,0.000,1.030,0.047,0.702 +2014, 7, 9,0.000,0.000,0.431,5.076,3.544,0.239,0.096,0.144,3.065,0.048,1.628,0.048,0.192,0.383,15.419,7.662,2.442,0.096,0.000,0.527,0.000,7.374,0.048,0.000,0.144,0.000,0.000,0.000,1.915,0.000,0.000,38.883,0.000,1.101,0.479,0.383,0.766,0.000,45.156,0.000,1.676,0.287,0.239,0.000,0.000,0.000,0.192,0.766,0.000,0.000,0.096,0.239,0.048,0.575,3.687,0.048,1.006,0.335,1.724,0.000,0.144,0.000,0.431 +2014, 8, 7,0.000,0.044,0.351,7.498,1.666,0.219,0.263,0.000,5.788,0.132,2.587,3.683,0.044,0.921,13.681,6.227,3.289,0.088,0.307,0.570,0.000,1.535,0.088,0.044,0.088,0.482,0.000,0.000,1.929,0.175,0.044,85.856,0.132,6.007,0.175,0.263,1.140,0.088,23.196,0.000,4.473,0.088,0.263,0.088,0.132,0.044,0.088,0.307,0.088,0.175,0.175,0.877,0.000,1.315,2.236,0.132,0.438,0.614,3.508,0.000,0.219,0.219,1.096 +2014, 10, 1,0.052,0.000,0.312,6.612,3.436,0.469,0.260,0.781,3.748,0.052,3.748,0.469,0.052,0.312,10.100,3.696,5.987,0.208,0.208,1.145,0.000,6.612,0.000,0.052,0.000,16.556,0.104,0.052,0.625,0.052,0.000,73.720,0.052,4.321,0.625,0.156,1.249,0.208,30.040,0.000,8.642,0.469,0.416,0.104,0.052,0.000,0.052,0.469,0.156,0.416,0.260,2.239,0.052,0.729,4.061,0.260,0.416,0.364,3.384,0.000,1.041,0.104,1.510 +2014, 11, 14,0.044,0.089,0.443,3.990,1.774,0.488,0.133,0.621,11.306,0.044,2.572,0.310,0.133,0.355,7.050,0.576,2.971,0.044,0.355,0.665,0.000,1.241,0.000,0.000,0.089,3.325,0.000,0.044,1.197,0.044,0.000,33.165,0.000,4.966,0.532,0.089,0.975,0.044,31.081,0.000,6.828,0.089,0.177,0.000,0.000,0.000,0.044,0.443,0.177,0.222,1.330,1.951,0.044,0.266,2.926,0.355,0.488,0.266,5.897,0.133,0.621,0.044,2.749 +2014, 12, 4,0.050,0.000,0.150,3.548,1.499,0.350,0.350,0.300,6.697,0.200,2.199,0.999,0.000,0.100,5.597,0.800,2.399,0.050,0.050,0.450,0.000,0.150,0.050,0.000,0.000,10.595,0.000,0.050,0.350,0.100,0.000,30.335,0.000,2.249,0.600,0.000,1.699,0.100,39.630,0.050,9.145,0.100,0.400,0.050,0.150,0.000,0.000,0.100,0.000,0.150,0.100,2.599,0.000,1.099,1.749,0.150,0.300,1.849,4.798,0.000,0.500,0.000,0.700 +2015, 5, 26,0.000,0.196,0.491,13.643,1.619,0.098,0.049,0.196,0.883,0.049,2.994,0.000,0.098,0.981,1.178,0.049,3.779,0.000,0.736,0.589,0.000,0.442,0.098,0.000,0.000,0.000,0.000,0.196,0.245,0.000,0.000,6.772,0.000,0.049,0.540,0.147,1.129,0.245,52.019,0.000,1.570,0.344,0.049,0.049,0.049,0.000,0.245,1.031,0.147,0.049,0.000,0.344,0.000,1.767,0.981,0.294,0.687,0.147,5.153,0.000,0.687,0.049,1.129 +2015, 6, 24,0.000,0.096,0.336,6.439,2.258,0.096,0.096,0.144,2.018,0.000,3.411,0.096,0.048,1.009,0.817,0.144,1.682,0.048,0.048,1.105,0.000,0.288,0.144,0.000,0.048,0.000,0.000,0.048,2.066,0.000,0.000,36.998,0.144,0.625,0.336,0.144,0.625,0.144,13.790,0.048,1.538,0.048,0.144,0.000,0.192,0.000,0.144,0.673,0.336,0.000,0.288,0.384,0.000,0.096,0.336,0.240,0.865,0.432,9.898,0.000,1.778,0.096,0.336 +2015, 7, 21,0.049,0.000,0.148,3.553,1.382,0.049,0.296,0.049,6.266,0.099,3.257,0.099,0.049,0.740,4.786,0.000,1.924,0.247,0.197,0.197,0.000,0.148,0.049,0.000,0.148,0.049,0.000,0.049,0.099,0.099,0.099,35.526,0.049,0.789,0.641,0.049,0.345,0.000,175.903,0.049,2.812,0.049,0.345,0.049,0.049,0.000,0.395,0.049,0.148,0.296,0.099,7.599,0.000,0.197,0.444,0.395,0.395,0.148,2.270,0.049,0.197,0.099,0.691 +2015, 8, 7,0.042,0.042,0.833,3.124,1.708,0.208,0.125,0.000,0.416,0.042,2.207,0.125,0.000,1.041,11.245,0.042,2.832,0.042,0.208,0.666,0.083,8.371,0.000,0.000,0.042,0.000,0.000,0.292,0.916,0.042,0.083,41.106,0.000,0.958,1.416,0.042,0.625,0.125,75.049,0.000,1.458,0.042,0.167,0.042,0.125,0.000,0.000,0.042,0.416,0.292,0.208,7.830,0.000,0.042,0.666,0.250,0.250,0.208,2.582,0.000,0.958,0.000,0.583 +2015, 9, 10,0.000,0.049,0.049,3.997,1.480,0.345,0.000,0.000,1.974,0.049,3.849,0.000,0.296,0.148,14.062,0.049,1.480,0.247,0.395,0.099,0.000,0.099,0.000,0.099,0.148,0.049,0.000,0.049,0.049,0.049,0.000,37.746,0.148,2.072,0.543,0.197,0.888,0.000,38.733,0.049,2.023,0.099,0.148,0.049,0.049,0.049,0.148,0.049,0.099,0.740,0.148,13.421,0.000,0.049,0.592,0.740,0.444,0.049,5.526,0.000,0.839,0.049,1.382 +2015, 10, 27,0.000,0.144,0.963,9.197,1.348,1.685,0.144,1.204,27.592,0.144,4.045,0.000,0.000,0.144,3.660,0.000,4.960,0.000,0.144,0.241,0.000,0.048,0.048,0.000,0.048,0.000,0.000,0.048,0.337,0.337,0.096,22.054,0.048,2.167,0.096,0.048,0.722,0.048,14.494,0.096,4.671,0.482,0.385,0.482,0.193,0.000,0.385,0.578,0.000,0.482,0.193,7.897,0.048,0.337,2.648,0.433,0.578,0.722,4.189,0.000,0.289,0.000,1.156 +2015, 11, 11,0.097,0.097,0.338,5.694,1.834,0.627,0.338,0.531,18.963,0.241,4.825,0.193,0.000,0.145,8.734,0.097,1.592,0.000,0.531,0.048,0.000,0.048,0.000,0.000,0.000,0.000,0.000,0.193,0.241,0.338,0.000,20.459,0.097,1.930,0.386,0.048,0.483,0.145,45.937,0.000,11.918,0.097,0.290,0.097,0.097,0.048,0.097,0.290,0.193,0.483,0.193,6.997,0.000,0.434,0.531,0.434,0.434,0.145,3.136,0.145,0.193,0.097,1.399 +2015, 12, 7,0.000,0.045,0.357,2.902,3.571,1.295,0.446,0.045,4.598,0.089,7.276,0.045,0.045,0.134,6.651,0.000,2.277,0.000,0.357,0.134,0.000,0.045,0.000,0.000,0.000,0.045,0.000,0.000,0.268,0.402,0.045,9.107,0.045,3.214,0.268,0.045,0.268,0.089,10.446,0.045,1.116,0.179,0.268,0.045,0.089,0.134,0.268,0.536,0.000,0.670,0.089,9.062,0.000,0.134,0.402,0.268,0.848,0.000,6.517,0.045,0.491,0.134,0.625 +2016, 1, 27,0.000,0.235,3.481,16.465,6.021,0.612,0.894,0.047,1.458,0.094,9.079,0.612,0.235,0.094,5.927,0.000,4.422,0.047,2.023,0.141,1.223,0.000,0.000,0.000,0.047,0.000,0.000,0.000,0.141,0.612,0.141,3.434,0.094,2.917,0.706,0.141,0.800,0.141,6.304,0.235,11.572,0.141,0.094,0.047,0.141,0.282,0.235,1.505,0.000,0.517,0.094,7.103,0.000,0.047,1.129,0.188,1.223,0.235,12.466,0.094,1.693,0.188,1.693 +2016, 3, 15,0.000,0.146,0.634,11.993,2.438,0.439,0.439,0.293,7.020,0.244,2.925,0.488,0.341,0.098,7.410,0.049,2.779,0.000,0.585,0.000,0.293,0.000,0.000,0.000,0.000,0.000,0.000,0.146,0.000,0.390,0.293,1.219,0.098,1.268,0.390,0.098,0.049,0.341,20.914,0.195,6.191,0.195,0.634,0.146,0.049,0.293,0.293,0.878,0.000,0.293,0.098,2.243,0.000,0.195,0.683,0.098,0.585,12.334,7.215,0.098,0.341,0.244,1.511 +2016, 5, 13,0.000,0.000,1.795,16.458,1.197,2.095,0.898,0.449,2.693,0.000,2.992,0.000,0.449,0.299,0.748,0.000,5.386,0.000,0.000,0.000,0.150,0.000,0.000,0.000,0.150,0.000,0.000,0.000,1.197,0.150,0.000,1.795,0.000,2.095,0.000,0.000,0.299,0.000,5.386,0.449,17.505,0.150,0.449,0.000,0.000,0.150,0.000,0.748,0.000,0.150,0.598,1.047,0.000,0.150,2.992,0.000,1.795,0.150,3.890,0.150,0.150,0.000,3.142 +2016, 6, 3,0.000,0.734,4.113,26.586,5.435,2.791,0.294,0.294,68.006,0.147,3.085,0.588,0.000,0.000,2.056,0.294,9.988,0.588,0.147,1.469,0.000,0.000,0.147,0.000,0.441,0.000,0.000,0.147,2.644,0.734,0.147,12.632,0.000,4.553,2.350,0.441,0.588,0.147,6.463,0.000,7.638,0.147,0.147,0.147,0.000,0.000,0.294,1.028,0.000,0.147,0.441,2.056,0.000,0.441,2.203,0.000,1.322,0.147,12.485,0.000,0.441,0.000,3.231 +2016, 6, 28,0.000,0.527,2.636,18.060,3.691,1.714,0.659,0.000,3.164,0.000,3.164,0.000,0.132,1.977,3.032,0.132,4.482,0.000,0.132,3.427,0.000,10.941,0.000,0.132,0.132,0.000,0.000,0.132,0.264,0.923,0.000,24.255,0.000,1.846,0.395,0.132,2.768,0.264,4.614,0.000,7.250,0.659,1.186,0.264,0.000,0.000,0.395,1.186,0.000,0.132,0.395,5.668,0.000,2.241,2.768,0.527,0.264,0.132,5.537,0.000,1.186,0.264,3.296 +2016, 8, 24,0.000,0.436,1.017,6.541,3.052,1.599,0.145,0.291,6.686,0.000,6.396,0.872,0.000,0.727,10.320,0.581,5.814,0.000,0.145,0.581,0.000,5.087,0.000,0.000,0.436,0.000,0.000,0.145,2.762,0.291,0.000,41.571,0.000,1.017,0.000,0.000,0.436,0.291,159.018,0.000,8.431,2.326,0.000,0.000,0.000,0.145,0.145,1.163,0.145,0.145,3.634,5.669,0.000,0.291,4.651,0.436,0.145,7.995,9.303,0.000,0.872,0.145,22.094 +2016, 9, 14,0.000,0.144,0.722,7.941,2.166,2.021,0.866,0.144,17.327,0.000,3.899,0.144,0.000,0.433,14.439,0.000,4.332,0.000,0.144,1.011,0.000,4.909,0.000,0.144,0.433,0.000,0.000,0.000,2.166,0.433,0.000,30.033,0.000,2.310,0.289,0.000,0.144,0.000,87.212,0.000,11.118,1.588,0.289,0.144,0.000,0.000,0.289,0.144,0.289,0.000,3.032,10.829,0.000,0.289,9.097,0.433,0.722,0.289,13.139,0.000,1.300,0.000,5.054 +2016, 10, 19,0.000,0.577,2.165,7.073,4.475,2.021,0.289,1.732,4.763,0.000,2.021,0.000,0.433,0.289,3.031,0.433,5.052,0.000,0.433,0.722,0.000,0.000,0.000,0.144,0.722,0.000,0.000,0.722,0.866,0.577,0.000,13.136,0.000,4.763,0.000,0.289,0.289,0.289,38.685,0.000,22.085,1.299,0.866,0.000,0.289,0.289,1.443,0.577,0.144,0.289,2.454,11.548,0.000,0.144,22.518,0.433,0.577,0.722,7.362,0.000,0.144,0.000,9.671 +2016, 11, 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forcing_timeseries daily forcing (only positive values are considered) +% m natural mortality rate, in year^-1 +% +% OUTPUTS: +% output structure containing +% .counts: numbers for each age group and time step (age x time, both with daily resolution) +% .counts_all: sum over all age groups +% age_structure structure defining the model as parameterized by m, containing +% .death_rate: probability of dying at each age +% .age: age of each age group, in days, starting at 0 +% .age_pyramid: survivorship function, ie. proportion alive at each age (starting at 1 for age 0) +% .mean_LE: mean life expectancy at birth +% +% Monique Messié, September 2022 for public version + + +% compute age structure +age_structure=struct(); +age_structure.death_rate=1-exp(-m/365.25); % proportion dying every day +age_structure.age=(0:round(100*365.25))'; +age_structure.age_pyramid=zeros(length(age_structure.age),1); +age_structure.age_pyramid(1)=1; +for iage=2:length(age_structure.age) + age_structure.age_pyramid(iage)=(1-age_structure.death_rate).*age_structure.age_pyramid(iage-1); % all individuals age, except for those who die + if age_structure.age_pyramid(iage)<=0.01 % lifespan: when numbers drop below 1% of natality + age_structure.lifespan=age_structure.age(iage); + age_structure.age=age_structure.age(1:iage); % stop calculations after lifespan (i.e., assume everyone dies then) + age_structure.age_pyramid=age_structure.age_pyramid(1:iage); + break + end +end + + +% Compute mean life expectancy following https://www.lifeexpectancy.org/lifetable.shtml +death=[age_structure.age_pyramid(1:end-1)-age_structure.age_pyramid(2:end);age_structure.age_pyramid(end)]; % number of deaths from age x to x+1 +L=[age_structure.age_pyramid(2:end)+0.5*death(1:end-1);0]; % total number of person-years lived by the cohort from age x to x+1 +age_structure.mean_LE=sum(L); % mean life expectancy at birth + + +% Force the model using the forcing_timeseries (only when positive) +forcing_timeseries(forcing_timeseries<0)=0; +output=struct(); +output.counts=zeros(length(age_structure.age),length(forcing_timeseries)); +output.counts(:,1)=age_structure.age_pyramid*mean(forcing_timeseries); % starting with mean age pyramid +for itime=2:length(forcing_timeseries) + output.counts(1,itime)=forcing_timeseries(itime); % natality @age 1 + output.counts(2:end,itime)=(1-age_structure.death_rate).*output.counts(1:end-1,itime-1); % all individuals age, except for those who die +end +output.total_counts=squeeze(sum(output.counts,1))'; + + +return + + diff --git a/its_compute_PCA.m b/its_compute_PCA.m new file mode 100644 index 0000000..dc01b7a --- /dev/null +++ b/its_compute_PCA.m @@ -0,0 +1,117 @@ +function varargout=its_compute_PCA(taxa,varargin) + + +%% ITS_COMPUTE_PCA: for a given taxa structure as obtained from its_load_data, calculate PCA, +%% returning the first PC and corresponding loadings. +% +% [PCA_mode1,PC1_monthly]=its_compute_PCA(taxa,varargin) +% +% REQUIRED INPUT: +% taxa structure obtained from its_load_data, with additional field .counts_norm +% (typically 4th-root and mean removed, see start_sourcecode_ITS) +% +% OPTIONAL INPUT: +% 'plot' displays the time series as in Fig. 1 +% +% OUTPUT: +% PCA_mode1 structure with PC1 mode 1 PCA_mode1s: fields time, PC1, mode1_loadings, and varex1 +% PC1_monthly structure containing PCA_mode1.PC1 regridded monthly with 1-gap filled: fields time, PC1 +% +% Monique Messié, September 2022 for public version + + +if ~isfield(taxa,'counts_norm') + error('Provide counts_norm within the input structure, such as 4th-root transformed and mean removed') +end + + +% Compute PCA on normalized counts (removing the long-term mean) +[u,s,v]=svd(taxa.counts_norm-repmat(mean(taxa.counts_norm,2),1,length(taxa.time)),'econ'); +egn=diag(s*s'); % eigenvalues +loadings=u'; % eigenfunctions +PCs=v.*repmat(sqrt(egn)',size(v,1),1); % principal component +varex=egn./sum(egn)*100; % variance explained + + +% Only keep mode 1 +PCA_mode1=struct(); +PCA_mode1.time=taxa.time; +PCA_mode1.PC1=PCs(:,1); +PCA_mode1.mode1_loadings=loadings(1,:); +PCA_mode1.varex1=varex(1); +if mean(PCA_mode1.mode1_loadings)<0 % since the sign is arbitrary, flip it if necessary to have positive loadings + PCA_mode1.mode1_loadings=-PCA_mode1.mode1_loadings; + PCA_mode1.PC1=-PCA_mode1.PC1; +end +norm_factor=max(abs(PCA_mode1.PC1)); % normalizing PC1 (and correcting mode1_loadings as well) +PCA_mode1.PC1=PCA_mode1.PC1/norm_factor; +PCA_mode1.mode1_loadings=PCA_mode1.mode1_loadings*norm_factor; + + +% Compute monthly PCA_mode1, used for calulating p-values adjusted for autocorrelation and in figures +PC1_monthly=struct(); +[y,m,~]=datevec(PCA_mode1.time); +PC1_monthly.time=(datetime(y(1),m(1):m(1)+12*(y(end)-y(1)+1),15))'; +PC1_monthly.time=PC1_monthly.time(PC1_monthly.time<=datetime(y(end),m(end),15)); +PC1_monthly.PC1=nan(size(PC1_monthly.time)); +for itime_monthly=1:length(PC1_monthly.time) + itime_daily=datetime(y,m,15)==PC1_monthly.time(itime_monthly); % identify daily timesteps corresponding to each month + PC1_monthly.PC1(itime_monthly)=mean(PCA_mode1.PC1(itime_daily)); % average corresponding data +end + + +% Fill 1-month gaps in PC1_monthly +list_gaps=find(isnan(PC1_monthly.PC1)); +list_gaps=list_gaps(list_gaps>1 & list_gaps1 + r=corrcoef(x1(iok),x2(iok)); + r=r(1,2); +else, r=NaN; +end + + +% Compute DF (degrees of freedom) using eqn 1 in Pyper & Peterman +Ndata = sum(~isnan(x1) & ~isnan(x2)); +DF = Ndata/(1+2*sum(autocorr.x1.*autocorr.x2)); +if DF>Ndata, DF=Ndata; end + + +% Computed adjusted p-value using adjusted degrees of freedom = DF-2 +adjusted_p=(1-fcdf((1+abs(r))/(1-abs(r)),DF-2,DF-2))*2; + + +% Return the result +varargout={r,adjusted_p}; +varargout=varargout(1:nargout); + + +end + diff --git a/its_compute_integration.m b/its_compute_integration.m new file mode 100644 index 0000000..7ef0e39 --- /dev/null +++ b/its_compute_integration.m @@ -0,0 +1,40 @@ +function integrated_series=its_compute_integration(input_series,tau) + + +%% ITS_COMPUTE_INTEGRATION: integrates a time series with a given integration timescale following Di Lorenzo and Ohman (2013). +% Rerefence: Di Lorenzo, E., & Ohman, M.D. (2013). A double-integration hypothesis to explain ocean ecosystem response to climate forcing. +% Proceedings of the National Academy of Sciences, 110(7), 2496-2499, https://doi.org/10.1073/pnas.1218022110 +% +% IMPORTANT: the integration timescale tau is in units of time steps. +% So if the input timeseries is daily, tau should be expressed in days; +% if monthly, it should be expressed in months, etc. +% +% integrated_series=its_compute_integration(input_series,tau) +% +% REQUIRED INPUTS: +% input_series input time series on regular time steps, with no gaps +% tau integration time scale, expressed in time steps +% +% OUTPUT: +% integrated_series input_series integrated with timescale tau +% +% Monique Messié, September 2022 for public version + + +% check that the input time series is gap-free +if max(isnan(input_series)), error('need a gap-free input_series for integration!!'), end + + +% compute integration +integrated_series=input_series*NaN; +integrated_series(1)=input_series(1); +for ipts=2:length(input_series) + integrated_series(ipts)=input_series(ipts-1)+integrated_series(ipts-1)*(1-1/tau); +end + + +% standardize the standard deviation to the original input_series standard deviation +integrated_series=integrated_series/std(integrated_series)*std(input_series); + + +return \ No newline at end of file diff --git a/its_load_taxa.m b/its_load_taxa.m new file mode 100644 index 0000000..892e712 --- /dev/null +++ b/its_load_taxa.m @@ -0,0 +1,80 @@ +function taxa=its_load_taxa(community,varargin) + + +%% ITS_LOAD_TAXA: for a given community (surface, midwater, or benthos), returns the time series in a structure. +% +% taxa=its_load_taxa(community,varargin); +% +% REQUIRED INPUT: +% community 'surface','midwater', or 'benthos' +% +% OPTIONAL INPUT: +% 'plot' displays the time series as in Fig. 1 +% +% OUTPUT: +% taxa structure with fields community, time (Matlab format), taxaname (taxonomic group name), +% groupname (higher-level group name), counts (data formatted as taxa x time), unit +% +% Monique Messié, September 2022 for public version + + + +% Load time series data +filename=['data/',community,'.csv']; +data_csv=readcell(filename); +headers_all=data_csv(1:2,:); +data_all=cell2mat(data_csv(3:end,:)); + + +% Put data into a structure +taxa=struct(); +taxa.community=community; +switch community +case 'benthos' % monthly data: the file only provides year and month (setting day to the middle of the month) + taxa.time=datetime(data_all(:,1),data_all(:,2),15); % headers_all(2,1:2) are year, month + first_col=3; % first column that contains a taxon time series +otherwise + taxa.time=datetime(data_all(:,1),data_all(:,2),data_all(:,3)); % headers_all(2,1:3) are year, month, day + first_col=4; +end +taxa.taxaname=headers_all(2,first_col:end); +taxa.groupname=headers_all(1,first_col:end); +taxa.counts=data_all(:,first_col:end)'; % formatted as taxa x time +taxa.unit=headers_all(1); + + +% Go back to original unit if needed (midwater density) +if contains(taxa.unit,'x1000') + taxa.counts=taxa.counts/1000; + taxa.unit=strrep(taxa.unit,' (x1000)',''); +end + + +% Plot as in Fig. 1 +% The colorbar in Fig. 1 is based on 'balance' from cmocean (https://doi.org/10.5670/oceanog.2016.66) instead of 'turbo'. +if max(strcmp(varargin,'plot')) + + counts_norm=taxa.counts.^(1/4); % 4th-root transform + counts_norm=counts_norm-repmat(mean(counts_norm,2),1,length(taxa.time)); % remove long-term mean + [time2D,name2D]=meshgrid(taxa.time,1:length(taxa.taxaname)); + switch community + case 'surface', dataLims=[-3 3]; + case 'midwater', dataLims=[-0.25 0.25]; + case 'benthos', dataLims=[-0.8 0.8]; + end + + figure + scatter(time2D(:),name2D(:),6,counts_norm(:),'filled') + caxis(dataLims) + shading flat + colorbar + colormap('turbo') + ylim([0 length(taxa.taxaname)+1]) + set(gca,'YTick',1:length(taxa.taxaname),'YTickLabel',taxa.taxaname,'YDir','reverse','FontSize',6) + xlabel('Time','FontSize',8) + title([community,' time series'],'FontSize',10) + +end + + +return \ No newline at end of file diff --git a/its_load_upw.m b/its_load_upw.m new file mode 100644 index 0000000..af2ab3c --- /dev/null +++ b/its_load_upw.m @@ -0,0 +1,34 @@ +function upw=its_load_upw(windstation) + + +%% ITS_LOAD_UPW: loads the upwelling time series for a wind station +% +% upw=its_load_upw(windstation); +% +% REQUIRED INPUT: +% windstation 'MontereyBay' (for surface and midwater) or 'PtConception' (for benthos) +% +% OUTPUT: +% upw structure with fields windstation, time (Matlab format), upw (upwelling), unit +% +% Monique Messié, September 2022 for public version + + + +% Load upwelling data +filename=['data/upwelling_',windstation,'.csv']; +data_csv=readcell(filename); +headers_all=data_csv(1,:); +data_all=cell2mat(data_csv(2:end,:)); + + +% Put data into a structure +upw=struct(); +upw.windstation=windstation; +upw.time=datetime(data_all(:,1),data_all(:,2),data_all(:,3)); % headers_all(2,1:3) are year, month, day +upw.upw=data_all(:,4); % formatted as 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