romanlykhnenko / pricing_kernels_and_implied_volatility

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yamldebugger, 21.11.2016 #5

Open romanlykhnenko opened 8 years ago

romanlykhnenko commented 8 years ago
> library(yamldebugger)
> workdir = "/home/rama/Masterarbeit/pricing_kernels_and_implied_volatility/"
> d_init = yaml.debugger.init(workdir, show_keywords = TRUE)
  [1] "plot"                          "graphical representation"      "visualization"                
  [4] "data visualization"            "financial"                     "simulation"                   
  [7] "time-series"                   "distribution"                  "option"                       
 [10] "normal"                        "returns"                       "density"                      
 [13] "scatterplot"                   "volatility"                    "call"                         
 [16] "black-scholes"                 "regression"                    "portfolio"                    
 [19] "estimation"                    "asset"                         "var"                          
 [22] "stochastic-process"            "kernel"                        "pca"                          
 [25] "random"                        "stock-price"                   "process"                      
 [28] "stochastic"                    "binomial"                      "cdf"                          
 [31] "eigenvalues"                   "normal-distribution"           "implied-volatility"           
 [34] "garch"                         "option-price"                  "pdf"                          
 [37] "principal-components"          "put"                           "random-number-generation"     
 [40] "dsfm"                          "nonparametric"                 "forecast"                     
 [43] "copula"                        "dimension-reduction"           "dax"                          
 [46] "index"                         "autocorrelation"               "correlation"                  
 [49] "cluster-analysis"              "histogram"                     "price"                        
 [52] "boxplot"                       "interest-rate"                 "discrete"                     
 [55] "3d"                            "approximation"                 "cat bond"                     
 [58] "quantile"                      "pareto"                        "standardize"                  
 [61] "empirical"                     "descriptive-statistics"        "mean"                         
 [64] "acf"                           "scaling"                       "uniform"                      
 [67] "autoregressive"                "expectile"                     "greeks"                       
 [70] "screeplot"                     "multivariate"                  "factor-loadings"              
 [73] "clayton"                       "moving-average"                "log-returns"                  
 [76] "hac"                           "wiener-process"                "mds"                          
 [79] "univariate"                    "likelihood"                    "factor analysis"              
 [82] "european-option"               "continuous"                    "transformation"               
 [85] "skewness"                      "standard-normal"               "dendrogram"                   
 [88] "gaussian"                      "risk"                          "bond"                         
 [91] "linear"                        "smoothing"                     "maximum-likelihood"           
 [94] "linear-regression"             "multi-dimensional"             "tail"                         
 [97] "neural-network"                "extreme-value"                 "multivariate normal"          
[100] "fpca"                          "gev"                           "credit risk"                  
[103] "kde"                           "standard"                      "variance"                     
[106] "pav"                           "delta"                         "kurtosis"                     
[109] "t-distribution"                "brownian-motion"               "arch"                         
[112] "stable"                        "frechet"                       "spectral-decomposition"       
[115] "descriptive"                   "testing"                       "expected shortfall"           
[118] "test"                          "bivariate"                     "classification"               
[121] "contour"                       "pot"                           "block-maxima"                 
[124] "eigenvectors"                  "decomposition"                 "svd"                          
[127] "loss-distribution"             "nonparametric estimation"      "normalization"                
[130] "expected loss"                 "five number summary"           "lasso"                        
[133] "weibull"                       "optimization"                  "interactive"                  
[136] "log-likelihood"                "tail area (of a distribution)" "mle"                          
[139] "crypto"                        "qq-plot"                       "term structure"               
[142] "confidence-interval"           "standardization"               "parameter"                    
[145] "filter"                        "equity tranche"                "derivative"                   
[148] "factor analysis"               "cdo"                           "exceedance"                   
[151] "bernoulli"                     "clt"                           "varimax"                      
[154] "stable distribution"           "risk measure"                  "linear-model"                 
[157] "chi-square"                    "factor"                        "multivariate analysis"        
[160] "quantile regression"           "variable selection"            "hedging"                      
[163] "delta-gamma-models"            "pp-plot"                       "risk process"                 
[166] "covariance"                    "confidence-bands"              "binwidth"                     
[169] "euclidean-distance-matrix"     "communalities"                 "robust estimation"            
[172] "median"                        "ftse100"                       "pacf"                         
[175] "cir"                           "npca"                          "normal approximation"         
[178] "factorial"                     "r-squared"                     "kalman filter"                
[181] "projection-pursuit"            "linear programming"            "random-walk"                  
[184] "bandwidth"                     "poisson process"               "statistics"                   
[187] "hypothesis-testing"            "nadaraya watson"               "spline"                       
[190] "gumbel"                        "stationary"                    "student"                      
[193] "spectral"                      "correspondence-analysis"       "singular value"               
[196] "cauchy"                        "risk management"               "geometric-brownian-motion"    
[199] "logit"                         "parametric"                    "least-squares"                
[202] "poisson"                       "ancova"                        "gamma"                        
[205] "partial"                       "l1-norm penalty"               "lasso"                        
[208] "tree"                          "hill-estimator"                "numeric"                      
[211] "mef"                           "vasicek"                       "yield"                        
[214] "orthogonal series"             "fft"                           "canonical"                    
[217] "flury faces"                   "silverman"                     "kernel smoothing"             
[220] "discrimination"                "summary"                       "rotation"                     
[223] "varimax"                       "probability"                   "hyperplain"                   
[226] "analysis"                      "local polynomial"              "risk aversion"                
[229] "binomial-tree"                 "currency"                      "epp"                          
[232] "population"                    "hexagon-plot"                  "error"                        
[235] "contingency-table"             "exchange-rate"                 "lognormal"                    
[238] "iterative"                     "heavy-tailed"                  "spd"                          
[241] "fibonacci"                     "interpolation"                 "uscrime"                      
[244] "loss function"                 "caplet"                        "simplicial-depth"             
[247] "white noise"                   "edf"                           "principal factors method"     
[250] "gauss kronrod"                 "numerical integration"         "integration"                  
[253] "characteristic function"       "us crime data set"             "semiparametric"               
[256] "svm"                           "covariance-matrix"             "quartic"                      
[259] "bitcoin"                       "mortality"                     "descriptive methods"          
[262] "systemic risk"                 "sampling"                      "vdax"                         
[265] "exotic-option"                 "scale"                         "gauss"                        
[268] "archimedean"                   "canonical-analysis"            "model"                        
[271] "bar chart"                     "lasso shrinkage"               "bisection-method"             
[274] "proximity"                     "strike"                        "black"                        
[277] "shepard-kruskal"               "andrews curves"                "factorial-decomposition"      
[280] "profile"                       "ipfm"                          "pfm"                          
[283] "trinomial"                     "vega"                          "pcp"                          
[286] "eigenvalue-decomposition"      "backtesting"                   "covariance test"              
[289] "cross-validation"              "decision-tree"                 "historical moving window"     
[292] "evt"                           "fractional-brownian-motion"    "long memory"                  
[295] "sparse"                        "f-test"                        "basis"                        
[298] "demography"                    "similarity"                    "projection"                   
[301] "nuclear norm"                  "randu"                         "rma"                          
[304] "ema"                           "strategy"                      "exponential"                  
[307] "surface"                       "apparent-error-rate"           "origin"                       
[310] "epanechnikov"                  "dynamic"                       "state-price-density"          
[313] "local polynomial regression"   "linear interpolation"          "ljung-box"                    
[316] "backtest"                      "fourier inversion"             "volatility smile"             
[319] "frank"                         "factor-model"                  "monte-carlo"                  
[322] "delta-gamma"                   "diagonalization"               "pullover data"                
[325] "breeden litzenberger"          "hurst-exponent"                "lorenz"                       
[328] "arfima"                        "farima"                        "asymptotic"                   
[331] "markov"                        "small-samples"                 "fractional gaussian noise"    
[334] "asymptotic chisquare test"     "frequency"                     "ward algorithm"               
[337] "heston"                        "independence"                  "generalized-pareto-model"     
[340] "mace"                          "euclidean-norm"                "anisotropic"                  
[343] "sphering"                      "spectral-density"              "sinusoids"                    
[346] "levy"                          "single index model"            "cart"                         
[349] "bic"                           "lee-carter-method"             "fertility"                    
[352] "distance"                      "euclidean"                     "linkage"                      
[355] "european debt crisis"          "dependence"                    "atm"                          
[358] "mosaic-plot"                   "rbf"                           "sigmoid"                      
[361] "learning-rule"                 "short-rate"                    "standard deviation"           
[364] "common-principal-component"    "squared"                       "actual-error-rate"            
[367] "violators"                     "kullback-leibler"              "frank"                        
[370] "exercise-price"                "put-call-parity"               "vanna"                        
[373] "maturity"                      "conditional mean"              "huber"                        
[376] "laplace"                       "asymmetric"                    "heteroskedasticity"           
[379] "locap polynomial smoothing"    "partitioning"                  "grouping"                     
[382] "moneyness"                     "euler"                         "f-statistic"                  
[385] "dof"                           "bootstrap"                     "legendre polynomial"          
[388] "fisher"                        "newton"                        "conditional var"              
[391] "default"                       "sliced"                        "inverse"                      
[394] "american"                      "variable"                      "quadratic kernel"             
[397] "cumulant generating function"  "fourier transform"             "cumulant"                     
[400] "non-metric-mds"                "correlation-matrix"            "hotelling test"               
[403] "multivariate mean test"        "cv"                            "edr-directions"               
[406] "gini index"                    "volga"                         "conditional variance"         
[409] "gph"                           "mcculloch"                     "jarque-bera-test"             
[412] "fmri"                          "market"                        "coingecko"                    
[415] "diebold-mariano-test"          "complete linkage"              "single linkage"               
[418] "l1-norm"                       "covar"                         "adf-test"                     
[421] "kpss-test"                     "kendalls tau"                  "joe copula"                   
[424] "counts"                        "caviar model"                  "leverage effekt"              
[427] "curve"                         "change point"                  "beta"                         
[430] "sentiment"                     "barrier-option"                "blue chips"                   
[433] "arma"                          "error-surface"                 "threshold"                    
[436] "descending-gradients"          "zero-coupon"                   "ornstein-uhlenbeck"           
[439] "extrapolation"                 "cost"                          "logarithmic"                  
[442] "principal-component-analysis"  "f"                             "response-model"               
[445] "likelihood ration"             "canonical-parameter"           "sir ii"                       
[448] "compound correlation"          "compound"                      "gaussian model"               
[451] "lower tranche loss"            "gaussian model"                "collaterized debt obligation" 
[454] "implied compound correlation"  "cpc"                           "likelihood-ratio-test"        
[457] "golden section"                "lske"                          "direct integration"           
[460] "dividend"                      "contaminated distribution"     "conditional distribution"     
[463] "conditional density"           "joint distribution"            "regions breakdown"            
[466] "industry breakdown"            "weighted least squares"        "risk capital exposure"        
[469] "risk contribution"             "nonstationary"                 "preprocessing"                
[472] "ridge regression"              "rookley"                       "ibt"                          
[475] "implied binomial tree"         "clustering"                    "nested archimedean copula"    
[478] "principal factors method"      "critical-value"                "fisher lda projection"        
[481] "pc projection"                 "lda"                           "park and marron"              
[484] "optimal bandwidth"             "multimodal"                    "dividends"                    
[487] "cauchy distribution"           "quartic"                       "sliced inverse regression"    
[490] "anitropic"                     "importance sampling"           "cornish-fisher expansion"     
[493] "difference based estimator"    "liu type estimator"            "multicollinearity"            
[496] "ridge regression estimator"    "semiparametric model"          "implied correlation"          
[499] "temperature"                   "weather derivatives"           "local linear"                 
[502] "loss-profit function"          "characteristic"                "function"                     
[505] "two"                           "levy"                          "root"                         
[508] "square"                        "student"                       "support vector machine"       
[511] "logistic"                      "one-factor gaussian copula"    "hyperbolic"                   
[514] "average squared error"         "cholesky decomposition"        "square root matrix"           
[517] "athletic data"                 "fractal"                       "gls"                          
[520] "least angle regression"        "variance-inflation factors"    "vif"                          
[523] "l1-constraint"                 "glm"                           "sir"                          
[526] "maximum process"               "cpc"                           "loopback option"              
[529] "whittle"                       "whitlle"                       "gse"                          
[532] "kogon-williams"                "tvarch"                        "cramer von mises test"        
[535] "lob"                           "limit order book"              "lobster"                      
[538] "kolmogorov-smirnov test"       "weron"                         "charles river indicator"      
[541] "jones and sibson index"        "group lasso"                   "capm model"                   
[544] "single-index model"            "effective dimension"           "anova"                        
[547] "heat-map"                      "calibration"                   "gplm"                         
[550] "general partial linear model"  "gam"                           "3d copula"                    
[553] "multivariate-copula"           "base tranche correlation"      "numrical integration"         
[556] "mannheim metric"               "manhattan metric"              "city block metric"            
[559] "karlsruhe metric"              "moscow metric"                 "chi-square distance"          
[562] "specific variance"             "factor scores"                 "time varying"                 
[565] "tgarch"                        "aic"                           "migration"                    
[568] "transition matrix"             "relative frequency"            "stochastic integration"       
[571] "transition probability"        "migration correlation"         "migration rates"              
[574] "chi-square-test"               "dispersion analysis"           "data adjustment"              
[577] "hurricane"                     "tropical storm"                "squared norm"                 
[580] "slope"                         "panel-analysis"                "data mining"                  
[583] "text mining"                   "box-muller"                    "dafox"                        
[586] "treasury"                      "one-factor-gaussian-model"     "economy"                      
[589] "portfolio-insurance"           "dow-jones"                     "discriminant-analysis"        
[592] "kmeans"                        "random-forest"                 "lookback option"              
> qnames = yaml.debugger.get.qnames(d_init$RootPath)
[1] "64 Q folder(s) found:"
 [1] "epk3VolaIntervalsVDAX"         "epk3VolaIntervalsVDAX1m"       "epk3VolaIntervalsVDAX2m"      
 [4] "epk3VolaIntervalsVDAX3m"       "epkLocLinRndLocConstPD"        "epkLocLinRndLocLinPD"         
 [7] ".git"                          ".git/branches"                 ".git/hooks"                   
[10] ".git/info"                     ".git/logs"                     ".git/logs/refs"               
[13] ".git/logs/refs/heads"          ".git/logs/refs/remotes"        ".git/logs/refs/remotes/origin"
[16] ".git/objects"                  ".git/objects/04"               ".git/objects/05"              
[19] ".git/objects/09"               ".git/objects/14"               ".git/objects/28"              
[22] ".git/objects/3b"               ".git/objects/3e"               ".git/objects/40"              
[25] ".git/objects/44"               ".git/objects/46"               ".git/objects/4b"              
[28] ".git/objects/52"               ".git/objects/53"               ".git/objects/5e"              
[31] ".git/objects/67"               ".git/objects/68"               ".git/objects/6c"              
[34] ".git/objects/74"               ".git/objects/77"               ".git/objects/78"              
[37] ".git/objects/7c"               ".git/objects/81"               ".git/objects/8d"              
[40] ".git/objects/8f"               ".git/objects/98"               ".git/objects/a0"              
[43] ".git/objects/a4"               ".git/objects/a9"               ".git/objects/ac"              
[46] ".git/objects/b6"               ".git/objects/bc"               ".git/objects/bf"              
[49] ".git/objects/cc"               ".git/objects/d3"               ".git/objects/de"              
[52] ".git/objects/e1"               ".git/objects/f7"               ".git/objects/f9"              
[55] ".git/objects/fa"               ".git/objects/info"             ".git/objects/pack"            
[58] ".git/refs"                     ".git/refs/heads"               ".git/refs/remotes"            
[61] ".git/refs/remotes/origin"      ".git/refs/tags"                "locLinBW"                     
[64] "termStructurePK"              
> d_results = yaml.debugger.run(qnames, d_init)
[1] "1: epk3VolaIntervalsVDAX"
[1] "new/bad keywords: pricing kernel, risk neutral density, physical density, kernel regression"
[1] "--------------------------------------------------------------------"
[1] "2: epk3VolaIntervalsVDAX1m"
[1] "new/bad keywords: pricing kernel, risk neutral density, physical density, kernel regression"
[1] "--------------------------------------------------------------------"
[1] "3: epk3VolaIntervalsVDAX2m"
[1] "new/bad keywords: pricing kernel, risk neutral density, physical density, kernel regression"
[1] "--------------------------------------------------------------------"
[1] "4: epk3VolaIntervalsVDAX3m"
[1] "new/bad keywords: pricing kernel, risk neutral density, physical density, kernel regression"
[1] "--------------------------------------------------------------------"
[1] "5: epkLocLinRndLocConstPD"
[1] "new/bad keywords: pricing kernel, risk neutral density, physical density, kernel regression"
[1] "--------------------------------------------------------------------"
[1] "6: epkLocLinRndLocLinPD"
[1] "new/bad keywords: pricing kernel, risk neutral density, physical density, kernel regression"
[1] "--------------------------------------------------------------------"
[1] "7: .git"
[1] "--------------------------------------------------------------------"
[1] "8: .git/branches"
[1] "--------------------------------------------------------------------"
[1] "9: .git/hooks"
[1] "--------------------------------------------------------------------"
[1] "10: .git/info"
[1] "--------------------------------------------------------------------"
[1] "11: .git/logs"
[1] "--------------------------------------------------------------------"
[1] "12: .git/logs/refs"
[1] "--------------------------------------------------------------------"
[1] "13: .git/logs/refs/heads"
[1] "--------------------------------------------------------------------"
[1] "14: .git/logs/refs/remotes"
[1] "--------------------------------------------------------------------"
[1] "15: .git/logs/refs/remotes/origin"
[1] "--------------------------------------------------------------------"
[1] "16: .git/objects"
[1] "--------------------------------------------------------------------"
[1] "17: .git/objects/04"
[1] "--------------------------------------------------------------------"
[1] "18: .git/objects/05"
[1] "--------------------------------------------------------------------"
[1] "19: .git/objects/09"
[1] "--------------------------------------------------------------------"
[1] "20: .git/objects/14"
[1] "--------------------------------------------------------------------"
[1] "21: .git/objects/28"
[1] "--------------------------------------------------------------------"
[1] "22: .git/objects/3b"
[1] "--------------------------------------------------------------------"
[1] "23: .git/objects/3e"
[1] "--------------------------------------------------------------------"
[1] "24: .git/objects/40"
[1] "--------------------------------------------------------------------"
[1] "25: .git/objects/44"
[1] "--------------------------------------------------------------------"
[1] "26: .git/objects/46"
[1] "--------------------------------------------------------------------"
[1] "27: .git/objects/4b"
[1] "--------------------------------------------------------------------"
[1] "28: .git/objects/52"
[1] "--------------------------------------------------------------------"
[1] "29: .git/objects/53"
[1] "--------------------------------------------------------------------"
[1] "30: .git/objects/5e"
[1] "--------------------------------------------------------------------"
[1] "31: .git/objects/67"
[1] "--------------------------------------------------------------------"
[1] "32: .git/objects/68"
[1] "--------------------------------------------------------------------"
[1] "33: .git/objects/6c"
[1] "--------------------------------------------------------------------"
[1] "34: .git/objects/74"
[1] "--------------------------------------------------------------------"
[1] "35: .git/objects/77"
[1] "--------------------------------------------------------------------"
[1] "36: .git/objects/78"
[1] "--------------------------------------------------------------------"
[1] "37: .git/objects/7c"
[1] "--------------------------------------------------------------------"
[1] "38: .git/objects/81"
[1] "--------------------------------------------------------------------"
[1] "39: .git/objects/8d"
[1] "--------------------------------------------------------------------"
[1] "40: .git/objects/8f"
[1] "--------------------------------------------------------------------"
[1] "41: .git/objects/98"
[1] "--------------------------------------------------------------------"
[1] "42: .git/objects/a0"
[1] "--------------------------------------------------------------------"
[1] "43: .git/objects/a4"
[1] "--------------------------------------------------------------------"
[1] "44: .git/objects/a9"
[1] "--------------------------------------------------------------------"
[1] "45: .git/objects/ac"
[1] "--------------------------------------------------------------------"
[1] "46: .git/objects/b6"
[1] "--------------------------------------------------------------------"
[1] "47: .git/objects/bc"
[1] "--------------------------------------------------------------------"
[1] "48: .git/objects/bf"
[1] "--------------------------------------------------------------------"
[1] "49: .git/objects/cc"
[1] "--------------------------------------------------------------------"
[1] "50: .git/objects/d3"
[1] "--------------------------------------------------------------------"
[1] "51: .git/objects/de"
[1] "--------------------------------------------------------------------"
[1] "52: .git/objects/e1"
[1] "--------------------------------------------------------------------"
[1] "53: .git/objects/f7"
[1] "--------------------------------------------------------------------"
[1] "54: .git/objects/f9"
[1] "--------------------------------------------------------------------"
[1] "55: .git/objects/fa"
[1] "--------------------------------------------------------------------"
[1] "56: .git/objects/info"
[1] "--------------------------------------------------------------------"
[1] "57: .git/objects/pack"
[1] "--------------------------------------------------------------------"
[1] "58: .git/refs"
[1] "--------------------------------------------------------------------"
[1] "59: .git/refs/heads"
[1] "--------------------------------------------------------------------"
[1] "60: .git/refs/remotes"
[1] "--------------------------------------------------------------------"
[1] "61: .git/refs/remotes/origin"
[1] "--------------------------------------------------------------------"
[1] "62: .git/refs/tags"
[1] "--------------------------------------------------------------------"
[1] "63: locLinBW"
[1] "new/bad keywords: kernel regression, multistarting, risk neutral density, numerical optimization"
[1] "--------------------------------------------------------------------"
[1] "64: termStructurePK"
[1] "new/bad keywords: pricing kernel, risk neutral density, physical density, kernel regression"
[1] "--------------------------------------------------------------------"
> 
> OverView = yaml.debugger.summary(qnames, d_results, summaryType = "mini")
> OverView
      Q Names                   Missing Style Guide fields Descriptions stats            
 [1,] "epk3VolaIntervalsVDAX"   ""                         "36 word(s), 199 Character(s)"
 [2,] "epk3VolaIntervalsVDAX1m" ""                         "37 word(s), 208 Character(s)"
 [3,] "epk3VolaIntervalsVDAX2m" ""                         "37 word(s), 209 Character(s)"
 [4,] "epk3VolaIntervalsVDAX3m" ""                         "37 word(s), 209 Character(s)"
 [5,] "epkLocLinRndLocConstPD"  ""                         "22 word(s), 127 Character(s)"
 [6,] "epkLocLinRndLocLinPD"    ""                         "22 word(s), 127 Character(s)"
 [7,] NA                        NA                         NA                            
 [8,] NA                        NA                         NA                            
 [9,] NA                        NA                         NA                            
[10,] NA                        NA                         NA                            
[11,] NA                        NA                         NA                            
[12,] NA                        NA                         NA                            
[13,] NA                        NA                         NA                            
[14,] NA                        NA                         NA                            
[15,] NA                        NA                         NA                            
[16,] NA                        NA                         NA                            
[17,] NA                        NA                         NA                            
[18,] NA                        NA                         NA                            
[19,] NA                        NA                         NA                            
[20,] NA                        NA                         NA                            
[21,] NA                        NA                         NA                            
[22,] NA                        NA                         NA                            
[23,] NA                        NA                         NA                            
[24,] NA                        NA                         NA                            
[25,] NA                        NA                         NA                            
[26,] NA                        NA                         NA                            
[27,] NA                        NA                         NA                            
[28,] NA                        NA                         NA                            
[29,] NA                        NA                         NA                            
[30,] NA                        NA                         NA                            
[31,] NA                        NA                         NA                            
[32,] NA                        NA                         NA                            
[33,] NA                        NA                         NA                            
[34,] NA                        NA                         NA                            
[35,] NA                        NA                         NA                            
[36,] NA                        NA                         NA                            
[37,] NA                        NA                         NA                            
[38,] NA                        NA                         NA                            
[39,] NA                        NA                         NA                            
[40,] NA                        NA                         NA                            
[41,] NA                        NA                         NA                            
[42,] NA                        NA                         NA                            
[43,] NA                        NA                         NA                            
[44,] NA                        NA                         NA                            
[45,] NA                        NA                         NA                            
[46,] NA                        NA                         NA                            
[47,] NA                        NA                         NA                            
[48,] NA                        NA                         NA                            
[49,] NA                        NA                         NA                            
[50,] NA                        NA                         NA                            
[51,] NA                        NA                         NA                            
[52,] NA                        NA                         NA                            
[53,] NA                        NA                         NA                            
[54,] NA                        NA                         NA                            
[55,] NA                        NA                         NA                            
[56,] NA                        NA                         NA                            
[57,] NA                        NA                         NA                            
[58,] NA                        NA                         NA                            
[59,] NA                        NA                         NA                            
[60,] NA                        NA                         NA                            
[61,] NA                        NA                         NA                            
[62,] NA                        NA                         NA                            
[63,] "locLinBW"                ""                         "11 word(s), 78 Character(s)" 
[64,] "termStructurePK"         ""                         "29 word(s), 162 Character(s)"
      Keywords stats               
 [1,] "11: 7 (standard), 4 (new)"  
 [2,] "11: 7 (standard), 4 (new)"  
 [3,] "11: 7 (standard), 4 (new)"  
 [4,] "11: 7 (standard), 4 (new)"  
 [5,] "11: 7 (standard), 4 (new)"  
 [6,] "11: 7 (standard), 4 (new)"  
 [7,] "NA: NA (standard), NA (new)"
 [8,] "NA: NA (standard), NA (new)"
 [9,] "NA: NA (standard), NA (new)"
[10,] "NA: NA (standard), NA (new)"
[11,] "NA: NA (standard), NA (new)"
[12,] "NA: NA (standard), NA (new)"
[13,] "NA: NA (standard), NA (new)"
[14,] "NA: NA (standard), NA (new)"
[15,] "NA: NA (standard), NA (new)"
[16,] "NA: NA (standard), NA (new)"
[17,] "NA: NA (standard), NA (new)"
[18,] "NA: NA (standard), NA (new)"
[19,] "NA: NA (standard), NA (new)"
[20,] "NA: NA (standard), NA (new)"
[21,] "NA: NA (standard), NA (new)"
[22,] "NA: NA (standard), NA (new)"
[23,] "NA: NA (standard), NA (new)"
[24,] "NA: NA (standard), NA (new)"
[25,] "NA: NA (standard), NA (new)"
[26,] "NA: NA (standard), NA (new)"
[27,] "NA: NA (standard), NA (new)"
[28,] "NA: NA (standard), NA (new)"
[29,] "NA: NA (standard), NA (new)"
[30,] "NA: NA (standard), NA (new)"
[31,] "NA: NA (standard), NA (new)"
[32,] "NA: NA (standard), NA (new)"
[33,] "NA: NA (standard), NA (new)"
[34,] "NA: NA (standard), NA (new)"
[35,] "NA: NA (standard), NA (new)"
[36,] "NA: NA (standard), NA (new)"
[37,] "NA: NA (standard), NA (new)"
[38,] "NA: NA (standard), NA (new)"
[39,] "NA: NA (standard), NA (new)"
[40,] "NA: NA (standard), NA (new)"
[41,] "NA: NA (standard), NA (new)"
[42,] "NA: NA (standard), NA (new)"
[43,] "NA: NA (standard), NA (new)"
[44,] "NA: NA (standard), NA (new)"
[45,] "NA: NA (standard), NA (new)"
[46,] "NA: NA (standard), NA (new)"
[47,] "NA: NA (standard), NA (new)"
[48,] "NA: NA (standard), NA (new)"
[49,] "NA: NA (standard), NA (new)"
[50,] "NA: NA (standard), NA (new)"
[51,] "NA: NA (standard), NA (new)"
[52,] "NA: NA (standard), NA (new)"
[53,] "NA: NA (standard), NA (new)"
[54,] "NA: NA (standard), NA (new)"
[55,] "NA: NA (standard), NA (new)"
[56,] "NA: NA (standard), NA (new)"
[57,] "NA: NA (standard), NA (new)"
[58,] "NA: NA (standard), NA (new)"
[59,] "NA: NA (standard), NA (new)"
[60,] "NA: NA (standard), NA (new)"
[61,] "NA: NA (standard), NA (new)"
[62,] "NA: NA (standard), NA (new)"
[63,] "11: 7 (standard), 4 (new)"  
[64,] "11: 7 (standard), 4 (new)"