This S3 function receives the bpc model and a data frame containing the same columns as the one used to fit the model. It returns another data frame with with the same columns of the new data and n additional columns representing a posterior preditive distribution. See the vignettes for a larger examples with the usage of this function
# S3 method for bpc predict( object, newdata, predictors = NULL, n = 100, return_matrix = T, model_type = NULL, ... )
| object | a bpc object |
|---|---|
| newdata | a data frame that contains columns with the same names as used to fit the data in the model. |
| predictors | A data frame that contains the players predictors values when using a generalized model. Should be set only if using the generalized models. Only numeric values are accepted. Booleans are accepted but will be cast into integers. The first column should be for the player name, the others will be the predictors. The column names will be used as name for the predictors |
| n | number of time we will iterate and get the posterior. default is 100 so we dont get too many |
| return_matrix | should we return only a matrix with the predictive values. Default F. Use this to combine with predictive posterior plots in bayesplot |
| model_type | when dealing with some models (such as random effects) one might want to make predictions using the estimated parameters with the random effects but without specifying the specific values of random effects to predict. Therefore one can set a subset of the model to make predictions. For example: a model sampled with bt-U can be used to make predictions of the model bt only. |
| ... | additional parameters for the generic predict function. Not used. |
a dataframe or a matrix depending on the return_matrix parameter
# \donttest{ m<-bpc(data = tennis_agresti, player0 = 'player0', player1 = 'player1', result_column = 'y', model_type = 'bt', solve_ties = 'none') #> Running MCMC with 4 parallel chains... #> #> Chain 2 finished in 3.0 seconds. #> Chain 1 finished in 3.3 seconds. #> Chain 4 finished in 3.3 seconds. #> Chain 3 finished in 3.3 seconds. #> #> All 4 chains finished successfully. #> Mean chain execution time: 3.2 seconds. #> Total execution time: 3.6 seconds. predict(m,newdata=tennis_agresti) #> y_pred[1] y_pred[2] y_pred[3] y_pred[4] y_pred[5] y_pred[6] y_pred[7] #> [1,] 1 1 0 0 1 1 0 #> [2,] 1 1 1 0 1 1 0 #> [3,] 1 1 1 1 0 1 0 #> [4,] 0 1 1 0 0 0 0 #> [5,] 1 1 0 1 1 1 0 #> [6,] 0 0 0 1 0 0 0 #> [7,] 0 0 0 1 0 0 1 #> [8,] 0 1 0 1 1 1 0 #> [9,] 1 1 1 1 1 0 0 #> [10,] 1 1 1 1 1 0 0 #> [11,] 0 1 0 0 0 0 1 #> [12,] 0 0 0 0 0 0 0 #> [13,] 1 0 1 1 1 0 0 #> [14,] 0 1 0 0 1 0 0 #> [15,] 1 1 1 0 0 0 0 #> [16,] 1 1 1 1 1 0 0 #> [17,] 0 0 1 1 1 0 0 #> [18,] 1 1 1 1 1 0 0 #> [19,] 0 1 1 1 1 0 0 #> [20,] 1 0 1 0 0 1 0 #> [21,] 1 1 0 1 1 0 0 #> [22,] 1 1 0 0 0 0 0 #> [23,] 1 0 0 1 1 1 1 #> [24,] 1 1 1 1 1 1 0 #> [25,] 0 0 0 0 1 0 0 #> [26,] 1 0 1 0 1 0 1 #> [27,] 0 1 1 0 0 0 0 #> [28,] 0 0 1 1 1 1 0 #> [29,] 0 1 0 1 1 0 0 #> [30,] 1 1 1 0 0 0 1 #> [31,] 1 1 1 0 1 0 1 #> [32,] 1 1 1 1 1 0 0 #> [33,] 1 0 1 1 0 0 1 #> [34,] 1 0 1 1 1 1 1 #> [35,] 1 1 0 1 1 1 0 #> [36,] 1 1 0 1 0 0 0 #> [37,] 0 1 1 0 1 0 0 #> [38,] 1 0 1 1 1 0 0 #> [39,] 1 1 0 0 1 0 1 #> [40,] 1 1 1 0 1 0 1 #> [41,] 0 1 1 1 0 1 1 #> [42,] 1 1 0 1 0 0 0 #> [43,] 1 1 0 0 0 0 0 #> [44,] 0 0 0 1 1 1 0 #> [45,] 0 0 0 1 0 1 1 #> [46,] 0 1 0 0 0 0 1 #> [47,] 0 0 0 0 1 0 1 #> [48,] 1 1 1 0 1 0 0 #> [49,] 1 0 0 0 1 0 0 #> [50,] 0 0 0 1 1 0 0 #> [51,] 1 1 1 1 1 0 1 #> [52,] 0 0 0 1 1 0 0 #> [53,] 1 1 1 1 1 1 0 #> [54,] 0 1 1 1 0 1 1 #> [55,] 1 0 0 1 0 1 1 #> [56,] 1 1 1 0 1 0 0 #> [57,] 1 1 1 1 1 0 1 #> [58,] 1 1 0 1 1 0 1 #> [59,] 0 0 0 1 0 1 0 #> [60,] 0 0 1 1 0 0 0 #> [61,] 1 1 1 1 1 1 1 #> [62,] 1 0 1 0 0 1 1 #> [63,] 0 0 0 1 0 0 0 #> [64,] 0 0 1 1 1 1 1 #> [65,] 1 1 0 1 1 0 0 #> [66,] 0 0 0 0 0 1 0 #> [67,] 1 1 1 1 1 0 1 #> [68,] 1 0 0 1 1 1 0 #> [69,] 1 0 1 1 0 1 1 #> [70,] 1 0 1 1 0 0 1 #> [71,] 1 0 0 0 1 0 0 #> [72,] 0 0 1 1 1 0 0 #> [73,] 0 0 0 1 0 0 0 #> [74,] 1 0 0 1 1 0 1 #> [75,] 1 0 1 0 1 1 0 #> [76,] 0 0 0 1 1 0 0 #> [77,] 1 1 0 1 1 1 1 #> [78,] 1 1 0 0 0 0 1 #> [79,] 1 0 0 1 0 0 1 #> [80,] 1 1 0 1 1 0 0 #> [81,] 1 0 0 1 0 0 1 #> [82,] 1 1 1 1 1 0 1 #> [83,] 1 1 0 1 1 1 0 #> [84,] 1 0 0 0 1 1 1 #> [85,] 0 1 1 0 0 0 0 #> [86,] 1 1 1 1 1 1 1 #> [87,] 0 0 1 0 1 0 1 #> [88,] 1 1 1 1 1 0 0 #> [89,] 0 0 0 1 0 0 1 #> [90,] 1 0 1 1 0 0 0 #> [91,] 0 1 0 0 1 0 0 #> [92,] 0 0 0 1 0 0 0 #> [93,] 0 1 1 0 0 0 0 #> [94,] 1 0 0 1 0 0 1 #> [95,] 1 1 1 1 1 1 0 #> [96,] 0 1 1 0 0 1 0 #> [97,] 0 1 0 0 0 1 1 #> [98,] 1 1 1 1 0 1 1 #> [99,] 1 1 1 0 0 1 0 #> [100,] 1 0 0 0 1 1 0 #> y_pred[8] y_pred[9] y_pred[10] y_pred[11] y_pred[12] y_pred[13] #> [1,] 0 0 0 0 0 0 #> [2,] 0 0 0 0 1 0 #> [3,] 0 1 0 0 1 1 #> [4,] 1 0 1 0 1 0 #> [5,] 1 1 0 1 0 0 #> [6,] 1 0 0 0 0 0 #> [7,] 0 0 0 0 0 0 #> [8,] 0 1 0 1 0 0 #> [9,] 0 1 0 0 0 0 #> [10,] 1 1 0 0 0 0 #> [11,] 1 1 0 1 1 0 #> [12,] 1 0 1 1 0 0 #> [13,] 0 1 0 1 1 1 #> [14,] 0 1 1 0 1 0 #> [15,] 0 1 1 0 0 0 #> [16,] 0 1 0 0 0 0 #> [17,] 0 0 0 0 0 0 #> [18,] 1 0 0 0 1 0 #> [19,] 0 1 0 1 1 1 #> [20,] 0 0 0 1 0 0 #> [21,] 0 0 0 0 0 0 #> [22,] 1 0 0 1 1 1 #> [23,] 0 0 0 0 0 0 #> [24,] 0 0 1 0 1 0 #> [25,] 0 0 1 1 0 0 #> [26,] 0 0 0 1 0 0 #> [27,] 0 0 1 1 0 0 #> [28,] 0 1 0 1 1 0 #> [29,] 1 0 0 0 0 0 #> [30,] 1 0 1 1 0 0 #> [31,] 0 0 1 0 0 0 #> [32,] 0 1 1 0 0 0 #> [33,] 0 1 1 0 1 0 #> [34,] 0 1 0 0 0 0 #> [35,] 0 0 0 0 1 0 #> [36,] 0 1 0 1 0 0 #> [37,] 1 0 0 0 0 0 #> [38,] 0 0 0 0 0 1 #> [39,] 1 0 1 0 1 0 #> [40,] 0 1 0 1 1 0 #> [41,] 0 1 0 0 0 0 #> [42,] 0 1 0 0 0 0 #> [43,] 0 0 1 0 0 0 #> [44,] 0 0 1 0 0 0 #> [45,] 0 0 0 1 0 1 #> [46,] 0 0 0 0 1 0 #> [47,] 1 0 0 0 0 0 #> [48,] 0 0 0 1 1 0 #> [49,] 0 0 0 0 1 0 #> [50,] 1 0 1 0 0 0 #> [51,] 0 0 0 0 1 0 #> [52,] 0 0 1 0 0 0 #> [53,] 0 0 1 0 0 0 #> [54,] 0 0 0 0 0 0 #> [55,] 1 0 1 0 1 0 #> [56,] 0 0 0 0 0 1 #> [57,] 1 0 1 0 0 1 #> [58,] 1 1 1 1 0 0 #> [59,] 0 0 1 1 0 1 #> [60,] 0 1 1 0 1 0 #> [61,] 1 0 0 1 1 1 #> [62,] 1 1 1 1 0 0 #> [63,] 1 0 0 0 1 0 #> [64,] 0 0 0 1 0 0 #> [65,] 0 0 0 0 0 0 #> [66,] 0 1 0 0 0 0 #> [67,] 1 1 0 1 0 0 #> [68,] 1 0 0 0 0 1 #> [69,] 0 1 0 1 1 0 #> [70,] 1 0 0 1 0 0 #> [71,] 0 0 0 0 0 0 #> [72,] 0 1 0 0 1 0 #> [73,] 1 0 0 0 0 0 #> [74,] 0 1 0 1 1 0 #> [75,] 0 0 0 1 0 0 #> [76,] 1 0 0 0 1 1 #> [77,] 0 0 1 0 0 1 #> [78,] 1 0 0 0 0 0 #> [79,] 0 0 1 0 0 0 #> [80,] 1 0 1 0 1 0 #> [81,] 0 0 1 0 0 0 #> [82,] 1 1 1 1 0 0 #> [83,] 0 0 1 1 0 1 #> [84,] 1 0 0 1 1 1 #> [85,] 0 0 0 0 0 0 #> [86,] 1 0 1 1 1 0 #> [87,] 0 1 1 0 1 0 #> [88,] 1 0 1 1 1 1 #> [89,] 0 1 0 0 0 0 #> [90,] 1 0 1 0 1 0 #> [91,] 0 1 0 0 0 0 #> [92,] 0 0 0 0 1 0 #> [93,] 1 1 1 0 1 0 #> [94,] 0 0 1 1 0 0 #> [95,] 0 1 0 0 0 0 #> [96,] 1 1 0 0 0 1 #> [97,] 0 0 0 1 0 0 #> [98,] 1 0 1 0 0 1 #> [99,] 0 0 0 1 0 0 #> [100,] 1 0 0 1 0 0 #> y_pred[14] y_pred[15] y_pred[16] y_pred[17] y_pred[18] y_pred[19] #> [1,] 0 0 1 0 1 1 #> [2,] 0 0 1 0 0 0 #> [3,] 0 1 0 1 0 0 #> [4,] 0 0 0 1 0 0 #> [5,] 0 0 0 0 0 1 #> [6,] 0 0 0 0 0 0 #> [7,] 0 1 1 0 0 0 #> [8,] 1 0 1 0 0 0 #> [9,] 0 0 0 0 0 0 #> [10,] 0 0 0 0 1 0 #> [11,] 0 0 0 0 0 1 #> [12,] 0 0 0 0 1 0 #> [13,] 1 1 0 1 1 0 #> [14,] 0 0 0 0 0 0 #> [15,] 0 0 0 0 0 0 #> [16,] 0 0 0 0 0 0 #> [17,] 1 0 0 1 0 1 #> [18,] 1 0 0 0 0 0 #> [19,] 1 0 1 0 1 0 #> [20,] 0 0 0 0 0 0 #> [21,] 0 1 0 0 1 1 #> [22,] 0 1 0 0 0 0 #> [23,] 1 1 0 0 0 0 #> [24,] 0 0 0 0 0 0 #> [25,] 0 1 0 1 0 0 #> [26,] 0 1 0 0 0 0 #> [27,] 0 0 0 0 0 1 #> [28,] 1 1 1 1 0 1 #> [29,] 0 0 0 0 0 0 #> [30,] 1 0 1 0 0 0 #> [31,] 1 0 0 0 0 0 #> [32,] 1 1 0 0 0 0 #> [33,] 1 0 0 0 1 0 #> [34,] 1 0 0 0 1 0 #> [35,] 0 0 0 0 0 1 #> [36,] 0 0 1 0 0 0 #> [37,] 0 0 0 1 0 0 #> [38,] 0 0 0 0 1 0 #> [39,] 0 0 0 0 0 0 #> [40,] 1 0 0 1 1 0 #> [41,] 0 0 0 0 0 0 #> [42,] 0 0 1 0 0 0 #> [43,] 0 0 1 0 0 0 #> [44,] 1 1 0 0 0 0 #> [45,] 1 0 0 0 0 0 #> [46,] 0 0 0 0 0 0 #> [47,] 0 0 0 1 1 0 #> [48,] 0 0 0 0 0 0 #> [49,] 0 0 0 0 0 0 #> [50,] 0 1 1 0 0 1 #> [51,] 0 0 0 0 0 0 #> [52,] 0 0 0 1 0 0 #> [53,] 0 0 0 0 0 0 #> [54,] 0 0 0 1 1 0 #> [55,] 0 0 1 0 1 1 #> [56,] 0 1 0 0 1 0 #> [57,] 0 0 0 0 0 0 #> [58,] 1 0 1 0 1 1 #> [59,] 0 0 1 0 0 0 #> [60,] 1 0 0 0 0 0 #> [61,] 0 0 0 0 0 1 #> [62,] 0 1 0 1 0 0 #> [63,] 1 0 0 0 0 1 #> [64,] 0 0 0 1 0 0 #> [65,] 1 1 0 1 0 0 #> [66,] 0 0 1 0 1 1 #> [67,] 1 1 0 0 1 0 #> [68,] 0 0 1 0 0 1 #> [69,] 0 0 0 0 0 1 #> [70,] 0 0 0 0 0 0 #> [71,] 1 0 1 1 0 1 #> [72,] 0 1 1 1 0 0 #> [73,] 0 0 0 0 0 1 #> [74,] 0 0 1 1 0 0 #> [75,] 0 0 0 1 0 0 #> [76,] 0 0 1 0 0 1 #> [77,] 0 0 1 0 0 1 #> [78,] 0 1 0 0 0 0 #> [79,] 0 0 0 1 0 0 #> [80,] 0 0 0 0 0 0 #> [81,] 0 0 1 0 1 0 #> [82,] 1 0 0 0 0 0 #> [83,] 1 0 1 0 0 0 #> [84,] 0 1 0 0 1 0 #> [85,] 0 0 0 0 0 1 #> [86,] 1 0 0 1 0 0 #> [87,] 0 0 0 0 0 0 #> [88,] 0 0 0 0 0 0 #> [89,] 0 0 1 0 0 1 #> [90,] 0 0 0 0 0 0 #> [91,] 0 1 0 0 0 0 #> [92,] 0 1 1 0 0 1 #> [93,] 0 0 0 0 1 0 #> [94,] 0 0 0 1 0 0 #> [95,] 0 1 0 0 0 1 #> [96,] 0 0 0 0 0 0 #> [97,] 0 0 0 0 0 0 #> [98,] 0 1 1 0 1 0 #> [99,] 0 0 0 1 0 0 #> [100,] 1 0 1 0 1 0 #> y_pred[20] y_pred[21] y_pred[22] y_pred[23] y_pred[24] y_pred[25] #> [1,] 0 0 1 0 1 0 #> [2,] 0 1 1 0 0 1 #> [3,] 0 1 0 0 0 0 #> [4,] 1 0 0 0 0 0 #> [5,] 0 0 0 0 1 1 #> [6,] 0 0 0 0 0 0 #> [7,] 1 0 0 0 0 1 #> [8,] 1 0 0 1 0 0 #> [9,] 0 0 1 1 0 0 #> [10,] 1 0 0 0 0 1 #> [11,] 1 0 0 0 1 1 #> [12,] 0 0 0 0 0 0 #> [13,] 0 0 0 1 0 0 #> [14,] 1 1 1 1 1 0 #> [15,] 0 0 0 0 1 0 #> [16,] 0 0 0 0 0 0 #> [17,] 1 1 0 0 0 0 #> [18,] 0 0 0 0 1 1 #> [19,] 0 0 0 1 0 1 #> [20,] 0 0 0 0 0 0 #> [21,] 1 0 1 1 0 0 #> [22,] 0 0 0 0 0 0 #> [23,] 1 0 1 0 0 0 #> [24,] 0 0 0 0 0 1 #> [25,] 0 1 1 0 1 0 #> [26,] 0 1 0 0 0 1 #> [27,] 0 0 1 0 0 0 #> [28,] 0 0 0 1 0 0 #> [29,] 0 0 0 0 0 0 #> [30,] 0 0 0 0 0 0 #> [31,] 0 0 1 0 0 1 #> [32,] 0 0 0 0 0 0 #> [33,] 0 0 1 0 0 0 #> [34,] 1 0 0 0 0 1 #> [35,] 0 0 1 0 0 0 #> [36,] 1 0 1 0 0 0 #> [37,] 0 0 0 0 1 0 #> [38,] 0 0 0 0 0 0 #> [39,] 0 0 0 0 0 1 #> [40,] 0 0 1 1 0 0 #> [41,] 0 1 1 1 0 0 #> [42,] 0 0 0 1 1 1 #> [43,] 1 1 0 0 1 0 #> [44,] 1 1 1 0 0 0 #> [45,] 1 0 0 0 0 1 #> [46,] 0 0 0 0 1 0 #> [47,] 1 0 1 0 1 1 #> [48,] 0 0 0 0 0 0 #> [49,] 1 1 0 0 0 0 #> [50,] 1 0 1 0 1 0 #> [51,] 0 0 0 0 0 0 #> [52,] 1 0 0 0 1 0 #> [53,] 1 1 1 1 0 0 #> [54,] 1 0 0 0 0 0 #> [55,] 0 1 1 0 1 1 #> [56,] 0 0 1 1 0 0 #> [57,] 1 0 1 0 0 0 #> [58,] 1 0 0 0 0 0 #> [59,] 0 0 0 0 0 0 #> [60,] 1 1 1 0 1 1 #> [61,] 1 0 0 0 0 0 #> [62,] 0 0 1 1 1 0 #> [63,] 0 1 0 0 0 1 #> [64,] 0 0 0 0 0 0 #> [65,] 1 1 1 0 0 0 #> [66,] 0 1 0 1 1 0 #> [67,] 1 1 0 1 0 0 #> [68,] 1 1 1 0 0 0 #> [69,] 0 0 1 0 0 0 #> [70,] 0 0 1 0 1 0 #> [71,] 0 0 0 0 0 0 #> [72,] 0 0 0 0 1 0 #> [73,] 0 0 0 1 0 0 #> [74,] 1 0 0 0 0 0 #> [75,] 0 0 0 1 0 0 #> [76,] 0 1 0 0 0 0 #> [77,] 0 0 0 0 0 0 #> [78,] 0 0 0 0 0 0 #> [79,] 1 0 0 0 0 0 #> [80,] 0 0 0 0 0 1 #> [81,] 1 0 0 0 0 0 #> [82,] 0 1 1 0 1 0 #> [83,] 0 0 0 0 0 0 #> [84,] 0 1 0 0 0 1 #> [85,] 0 1 0 0 0 0 #> [86,] 1 0 0 0 0 0 #> [87,] 0 0 0 0 0 0 #> [88,] 0 0 0 1 1 1 #> [89,] 0 1 0 0 1 0 #> [90,] 0 1 1 0 0 0 #> [91,] 0 1 0 0 0 1 #> [92,] 1 0 0 0 1 0 #> [93,] 0 0 0 0 1 0 #> [94,] 0 0 1 0 0 1 #> [95,] 1 0 0 0 0 0 #> [96,] 0 0 0 1 1 0 #> [97,] 0 0 0 0 0 0 #> [98,] 0 1 0 1 1 0 #> [99,] 0 0 0 0 1 0 #> [100,] 0 0 0 0 0 0 #> y_pred[26] y_pred[27] y_pred[28] y_pred[29] y_pred[30] y_pred[31] #> [1,] 0 0 0 1 0 0 #> [2,] 1 0 0 0 0 0 #> [3,] 1 0 0 0 0 0 #> [4,] 0 0 0 0 0 0 #> [5,] 0 0 0 0 0 0 #> [6,] 0 0 0 0 0 0 #> [7,] 0 0 0 0 0 0 #> [8,] 0 0 1 1 1 0 #> [9,] 0 0 0 0 0 1 #> [10,] 0 0 0 0 0 0 #> [11,] 1 0 0 0 0 0 #> [12,] 0 0 0 0 1 0 #> [13,] 1 0 0 1 0 0 #> [14,] 0 0 0 1 1 0 #> [15,] 0 0 0 0 0 0 #> [16,] 0 0 0 0 0 0 #> [17,] 0 0 1 0 1 0 #> [18,] 0 1 1 0 0 1 #> [19,] 1 1 1 0 0 0 #> [20,] 0 0 0 0 0 0 #> [21,] 0 0 0 0 0 0 #> [22,] 0 0 0 0 0 0 #> [23,] 0 0 0 0 0 0 #> [24,] 1 0 0 0 0 0 #> [25,] 1 0 1 0 0 0 #> [26,] 0 0 0 0 0 0 #> [27,] 0 0 0 0 0 0 #> [28,] 1 0 1 1 0 0 #> [29,] 0 0 0 0 0 0 #> [30,] 0 1 1 0 1 0 #> [31,] 0 0 0 0 0 0 #> [32,] 0 1 0 0 1 1 #> [33,] 0 1 0 0 0 0 #> [34,] 0 0 0 0 0 0 #> [35,] 0 0 1 0 0 0 #> [36,] 0 0 0 0 0 0 #> [37,] 0 0 0 0 0 0 #> [38,] 0 0 0 0 0 0 #> [39,] 0 0 0 1 0 0 #> [40,] 1 0 0 1 0 0 #> [41,] 0 0 0 0 1 1 #> [42,] 0 0 0 0 0 0 #> [43,] 0 0 0 0 0 0 #> [44,] 0 0 0 0 0 0 #> [45,] 1 0 0 1 0 1 #> [46,] 0 0 0 0 0 0 #> [47,] 1 0 0 0 0 0 #> [48,] 0 0 1 0 0 0 #> [49,] 1 0 0 0 0 0 #> [50,] 0 0 0 0 0 0 #> [51,] 0 0 0 0 0 0 #> [52,] 0 0 1 0 0 0 #> [53,] 0 0 0 0 0 0 #> [54,] 0 0 0 0 1 1 #> [55,] 0 0 0 0 0 0 #> [56,] 0 0 0 0 1 1 #> [57,] 0 0 0 0 1 1 #> [58,] 1 1 0 0 0 1 #> [59,] 0 0 1 0 0 0 #> [60,] 1 0 0 0 0 0 #> [61,] 0 0 0 0 0 0 #> [62,] 0 0 0 0 0 0 #> [63,] 0 1 0 0 0 0 #> [64,] 0 0 1 0 0 0 #> [65,] 1 0 0 1 0 0 #> [66,] 0 0 0 1 0 0 #> [67,] 0 0 0 0 0 0 #> [68,] 1 0 1 0 0 0 #> [69,] 1 1 1 0 1 0 #> [70,] 1 0 0 1 0 0 #> [71,] 1 0 0 0 0 0 #> [72,] 0 1 1 1 0 1 #> [73,] 1 0 0 0 0 0 #> [74,] 0 0 0 0 0 0 #> [75,] 1 0 0 0 0 0 #> [76,] 0 0 0 0 0 0 #> [77,] 0 1 0 0 0 0 #> [78,] 1 0 0 0 0 0 #> [79,] 0 0 0 0 0 0 #> [80,] 0 0 0 0 0 0 #> [81,] 0 0 0 0 1 1 #> [82,] 0 0 0 0 0 0 #> [83,] 0 0 0 0 0 1 #> [84,] 0 0 0 1 0 0 #> [85,] 0 0 0 0 0 0 #> [86,] 0 1 0 0 0 0 #> [87,] 1 0 0 0 0 1 #> [88,] 0 0 1 0 0 0 #> [89,] 0 0 0 0 1 1 #> [90,] 0 0 1 0 1 0 #> [91,] 0 0 0 0 0 0 #> [92,] 0 1 0 0 0 0 #> [93,] 0 0 0 0 0 0 #> [94,] 0 0 1 0 0 0 #> [95,] 1 0 0 1 0 0 #> [96,] 0 0 0 0 0 0 #> [97,] 0 0 0 0 0 0 #> [98,] 0 0 0 0 0 0 #> [99,] 1 0 0 0 1 1 #> [100,] 0 0 0 0 0 0 #> y_pred[32] y_pred[33] y_pred[34] y_pred[35] y_pred[36] y_pred[37] #> [1,] 0 0 0 1 0 0 #> [2,] 0 0 0 0 0 0 #> [3,] 0 1 0 1 1 1 #> [4,] 0 0 0 1 1 1 #> [5,] 0 0 0 0 1 1 #> [6,] 0 0 0 1 1 1 #> [7,] 0 0 0 0 0 1 #> [8,] 1 0 0 0 0 0 #> [9,] 1 0 0 1 0 1 #> [10,] 0 1 0 0 1 0 #> [11,] 0 1 0 1 0 1 #> [12,] 0 0 0 1 1 1 #> [13,] 0 0 0 0 1 0 #> [14,] 0 0 0 0 0 1 #> [15,] 0 0 0 1 1 0 #> [16,] 0 0 0 0 1 1 #> [17,] 0 1 1 0 1 0 #> [18,] 1 0 0 1 0 1 #> [19,] 0 0 0 1 0 1 #> [20,] 0 0 0 0 1 1 #> [21,] 0 0 0 1 1 0 #> [22,] 0 1 0 1 1 0 #> [23,] 0 0 0 1 0 1 #> [24,] 0 0 0 1 0 1 #> [25,] 0 0 1 1 1 0 #> [26,] 0 0 0 0 1 1 #> [27,] 0 0 0 0 1 0 #> [28,] 0 0 0 1 0 1 #> [29,] 0 0 0 1 0 0 #> [30,] 0 1 1 1 1 1 #> [31,] 0 0 1 1 1 0 #> [32,] 1 0 0 1 0 0 #> [33,] 0 0 0 0 0 1 #> [34,] 0 0 1 0 0 0 #> [35,] 0 0 0 1 0 0 #> [36,] 0 1 0 1 1 1 #> [37,] 0 0 0 0 0 1 #> [38,] 1 1 0 0 0 1 #> [39,] 0 0 1 1 1 1 #> [40,] 1 0 0 1 0 1 #> [41,] 1 0 0 1 0 0 #> [42,] 0 0 0 1 1 1 #> [43,] 1 0 0 1 1 1 #> [44,] 0 0 0 1 0 1 #> [45,] 0 0 0 1 1 0 #> [46,] 0 1 0 0 1 1 #> [47,] 0 0 0 1 1 1 #> [48,] 0 0 0 0 1 0 #> [49,] 0 0 0 1 1 0 #> [50,] 0 0 0 1 0 0 #> [51,] 0 0 0 1 1 1 #> [52,] 0 1 0 1 0 1 #> [53,] 0 0 0 1 1 0 #> [54,] 0 0 1 0 1 1 #> [55,] 0 0 0 0 0 1 #> [56,] 0 1 0 1 0 0 #> [57,] 0 0 0 1 1 1 #> [58,] 0 0 0 1 1 1 #> [59,] 0 0 0 1 0 0 #> [60,] 1 1 0 1 1 1 #> [61,] 0 0 0 1 0 1 #> [62,] 0 0 0 0 1 0 #> [63,] 0 0 0 0 1 1 #> [64,] 1 0 0 0 1 0 #> [65,] 0 0 0 1 0 0 #> [66,] 0 1 0 0 1 1 #> [67,] 0 0 0 0 0 0 #> [68,] 1 0 0 1 1 0 #> [69,] 0 0 0 0 1 1 #> [70,] 1 0 0 1 1 1 #> [71,] 0 0 0 1 1 0 #> [72,] 1 0 1 1 0 1 #> [73,] 0 0 0 0 1 1 #> [74,] 1 1 0 0 0 0 #> [75,] 0 0 1 0 0 0 #> [76,] 0 0 0 1 1 1 #> [77,] 0 0 0 0 0 1 #> [78,] 0 1 1 0 1 0 #> [79,] 0 0 0 1 1 1 #> [80,] 0 0 0 1 0 1 #> [81,] 1 1 0 1 0 1 #> [82,] 0 0 0 1 0 0 #> [83,] 0 0 0 1 0 0 #> [84,] 0 1 0 1 1 0 #> [85,] 0 0 0 0 1 0 #> [86,] 0 1 0 0 0 1 #> [87,] 0 0 0 0 1 1 #> [88,] 0 0 0 1 1 1 #> [89,] 0 0 0 0 1 0 #> [90,] 0 0 0 1 0 1 #> [91,] 0 0 0 0 0 1 #> [92,] 0 0 1 0 1 0 #> [93,] 0 1 0 1 1 1 #> [94,] 0 0 0 1 0 0 #> [95,] 0 0 0 0 0 0 #> [96,] 0 0 0 1 0 0 #> [97,] 0 0 0 1 1 1 #> [98,] 0 1 0 0 0 0 #> [99,] 0 1 0 1 1 0 #> [100,] 1 0 0 1 1 1 #> y_pred[38] y_pred[39] y_pred[40] y_pred[41] y_pred[42] y_pred[43] #> [1,] 0 0 0 0 0 0 #> [2,] 0 0 0 1 0 1 #> [3,] 1 0 0 0 1 1 #> [4,] 0 0 0 1 0 0 #> [5,] 0 0 0 0 0 1 #> [6,] 0 0 1 0 0 0 #> [7,] 0 0 0 1 1 1 #> [8,] 0 0 0 0 0 1 #> [9,] 0 1 0 1 0 0 #> [10,] 1 1 1 0 0 0 #> [11,] 0 1 0 0 0 0 #> [12,] 0 0 0 0 0 0 #> [13,] 0 0 0 1 0 0 #> [14,] 1 0 1 0 0 0 #> [15,] 0 1 0 0 0 0 #> [16,] 0 0 0 1 0 1 #> [17,] 0 1 0 0 1 1 #> [18,] 1 1 1 1 0 0 #> [19,] 0 0 1 0 0 0 #> [20,] 0 0 0 1 0 0 #> [21,] 0 1 0 1 0 0 #> [22,] 0 1 0 1 0 0 #> [23,] 0 0 0 1 0 0 #> [24,] 0 1 1 0 1 0 #> [25,] 0 1 0 0 1 0 #> [26,] 0 0 0 0 0 0 #> [27,] 0 0 0 0 0 0 #> [28,] 0 0 0 0 0 1 #> [29,] 0 0 0 0 1 0 #> [30,] 1 0 1 1 1 1 #> [31,] 1 0 0 0 0 0 #> [32,] 1 1 0 1 1 0 #> [33,] 0 0 0 0 1 0 #> [34,] 0 1 0 1 0 1 #> [35,] 0 1 0 1 1 0 #> [36,] 1 1 0 0 0 0 #> [37,] 0 0 0 0 0 0 #> [38,] 1 1 0 1 1 0 #> [39,] 1 0 0 0 0 0 #> [40,] 0 1 0 0 0 0 #> [41,] 0 0 0 0 0 0 #> [42,] 0 1 1 0 1 0 #> [43,] 1 1 1 1 1 0 #> [44,] 0 0 1 1 0 0 #> [45,] 1 0 1 1 1 0 #> [46,] 0 0 0 0 0 0 #> [47,] 0 0 0 0 0 0 #> [48,] 0 1 1 0 1 0 #> [49,] 0 0 0 0 0 1 #> [50,] 1 0 0 0 0 0 #> [51,] 1 1 0 1 1 1 #> [52,] 0 0 1 0 1 0 #> [53,] 0 1 0 1 0 0 #> [54,] 1 1 0 1 1 0 #> [55,] 0 0 1 0 0 0 #> [56,] 1 1 1 1 0 0 #> [57,] 0 1 1 0 0 0 #> [58,] 0 1 0 0 1 0 #> [59,] 0 0 1 0 0 0 #> [60,] 1 1 0 1 0 0 #> [61,] 1 1 1 0 1 0 #> [62,] 1 0 0 0 0 1 #> [63,] 1 1 1 1 1 1 #> [64,] 1 1 0 0 1 0 #> [65,] 0 1 0 0 1 1 #> [66,] 0 1 0 1 0 0 #> [67,] 1 0 1 1 0 1 #> [68,] 0 0 0 0 1 1 #> [69,] 0 0 0 0 0 0 #> [70,] 1 0 0 1 0 1 #> [71,] 0 0 0 0 0 1 #> [72,] 0 1 1 0 0 0 #> [73,] 0 1 0 1 0 0 #> [74,] 1 0 0 0 0 0 #> [75,] 0 0 0 0 0 0 #> [76,] 0 0 1 0 1 1 #> [77,] 0 0 0 0 1 1 #> [78,] 1 1 1 0 1 0 #> [79,] 0 0 0 1 1 1 #> [80,] 0 0 1 1 0 0 #> [81,] 0 0 0 1 0 1 #> [82,] 0 0 0 0 0 0 #> [83,] 0 1 0 0 0 0 #> [84,] 0 0 0 1 1 0 #> [85,] 1 0 1 0 0 1 #> [86,] 0 0 0 0 1 1 #> [87,] 1 0 0 1 1 0 #> [88,] 1 0 0 1 0 0 #> [89,] 1 1 1 1 0 1 #> [90,] 1 1 1 1 0 1 #> [91,] 0 1 0 0 0 0 #> [92,] 1 0 1 0 0 0 #> [93,] 0 0 1 0 0 0 #> [94,] 0 0 0 0 0 0 #> [95,] 0 1 0 0 0 0 #> [96,] 1 0 1 1 0 0 #> [97,] 1 1 0 0 1 0 #> [98,] 1 1 1 1 1 0 #> [99,] 1 0 0 0 0 0 #> [100,] 0 0 1 1 0 1 #> y_pred[44] y_pred[45] y_pred[46] #> [1,] 0 1 0 #> [2,] 1 1 1 #> [3,] 1 1 1 #> [4,] 0 0 0 #> [5,] 0 0 0 #> [6,] 0 0 0 #> [7,] 1 0 0 #> [8,] 1 0 0 #> [9,] 1 1 0 #> [10,] 0 0 0 #> [11,] 0 0 0 #> [12,] 0 1 0 #> [13,] 1 0 0 #> [14,] 0 0 1 #> [15,] 0 1 0 #> [16,] 0 0 0 #> [17,] 1 0 1 #> [18,] 1 0 0 #> [19,] 0 0 1 #> [20,] 1 0 0 #> [21,] 0 1 0 #> [22,] 0 0 1 #> [23,] 0 0 0 #> [24,] 1 0 0 #> [25,] 1 0 0 #> [26,] 0 0 0 #> [27,] 1 1 1 #> [28,] 1 0 0 #> [29,] 0 0 1 #> [30,] 1 0 1 #> [31,] 0 1 0 #> [32,] 0 0 1 #> [33,] 0 1 1 #> [34,] 0 1 0 #> [35,] 0 1 1 #> [36,] 0 0 0 #> [37,] 0 1 1 #> [38,] 0 0 1 #> [39,] 1 0 0 #> [40,] 1 1 0 #> [41,] 1 0 0 #> [42,] 0 0 0 #> [43,] 0 0 0 #> [44,] 0 0 0 #> [45,] 1 0 1 #> [46,] 0 1 0 #> [47,] 0 0 0 #> [48,] 0 1 0 #> [49,] 0 0 0 #> [50,] 0 0 1 #> [51,] 1 0 0 #> [52,] 0 0 1 #> [53,] 0 1 0 #> [54,] 1 0 0 #> [55,] 0 1 0 #> [56,] 1 0 1 #> [57,] 1 1 1 #> [58,] 0 1 0 #> [59,] 0 1 1 #> [60,] 0 0 0 #> [61,] 0 0 1 #> [62,] 0 0 0 #> [63,] 0 0 0 #> [64,] 1 0 0 #> [65,] 0 0 1 #> [66,] 0 1 0 #> [67,] 1 0 0 #> [68,] 1 0 1 #> [69,] 1 0 0 #> [70,] 0 0 0 #> [71,] 1 0 1 #> [72,] 0 1 0 #> [73,] 1 0 1 #> [74,] 1 1 0 #> [75,] 0 0 0 #> [76,] 0 0 0 #> [77,] 0 0 0 #> [78,] 1 0 0 #> [79,] 0 0 0 #> [80,] 0 0 0 #> [81,] 0 1 0 #> [82,] 1 0 0 #> [83,] 0 1 0 #> [84,] 0 0 0 #> [85,] 1 1 1 #> [86,] 0 1 1 #> [87,] 0 0 0 #> [88,] 0 0 1 #> [89,] 0 1 0 #> [90,] 0 1 0 #> [91,] 0 0 0 #> [92,] 0 0 1 #> [93,] 0 0 0 #> [94,] 0 0 0 #> [95,] 1 0 1 #> [96,] 1 0 1 #> [97,] 1 0 0 #> [98,] 1 0 0 #> [99,] 0 0 1 #> [100,] 1 0 1 # }