Analysing Machine Learning Models With Imandra

In this notebook we show how Imandra can be used to analyse and reason about models that have been learnt from data, an important and exciting topic bridging the gap between formal methods and machine learning (ML). Brief notes and some links are included, but for a fuller explanation (with code snippets included for reference) see our corresponding Medium post. You can also find all of our code for both learning and analysing our models on GitHub.

To illustrate this approach we'll be looking at (relatively simple) examples from two of the most common tasks within supervised learning (and ML more generally): classification and regression. In particular, we'll show how two of the most common kinds of model used to perform these tasks, random forests and neural networks, can be analysed using Imandra. For each task we'll use a real-world benchmark dataset from the UCI Machine Learning Repository and create our models using Python with some standard ML libraries.

We'll mostly be working with reals in this notebook so we'll start by installing a pretty printer so that we're not overrun with digits.

In [1]:
let pp_approx fmt r = CCFormat.fprintf fmt "%s" (Real.to_string_approx r) [@@program]
#install_printer pp_approx
Out[1]:
val pp_approx : Format.formatter -> real -> unit = <fun>

Classification

In a classification task we want to learn to predict the label of a datapoint based on previous data. In the classic Wisconsin Breast Cancer (Diagnostic) dataset) the task is to predict whether the cancer is benign or malignant based on the features of cell nuclei. In the dataset we have the following variables:

1. ID number
2. Diagnosis (malignant or benign)
3-32. Real values for the mean, standard error, and the 'worst' value for each cell nucleus'
      a) Radius
      b) Texture
      c) Perimeter
      d) Area
      e) Smoothness
      f) Compactness
      g) Concavity
      h) Concave points
      i) Symmetry
      j) Fractal dimension

As is standard practice we pre-process the data before learning. First we standardise each variable to have zero mean and unit variance, then remove all but one from sets of highly correlated variables, along with those that have low mutual information with respect to the target variable. The data is split into training (80%) and test (20%) sets and we use Scikit-Learn to learn a random forest of 3 decision trees of maximum depth 3. As this is a relatively straightforward problem even this simple model achieves a fairly high accuracy. Using a short Python script each tree is then converted to Imandra Modelling Language (IML) and can be reasoned about using Imandra.

In [2]:
let tree_0 (f_0 : real) (f_1 : real) (f_2 : real) (f_3 : real) (f_4 : real) (f_5 : real) (f_6 : real) = let open Real in
  if f_2 <=. (-0.10815) then
    if f_0 <=. (0.26348) then
      if f_6 <=. (-0.06176) then
        (236.0, 1.0)
      else
        (17.0, 5.0)
    else
      if f_3 <=. (-0.54236) then
        (8.0, 2.0)
      else
        (3.0, 7.0)
  else
    if f_6 <=. (0.09812) then
      if f_6 <=. (-0.17063) then
        (24.0, 0.0)
      else
        (4.0, 2.0)
    else
      if f_2 <=. (2.65413) then
        (6.0, 128.0)
      else
        (7.0, 5.0);;

let tree_1 (f_0 : real) (f_1 : real) (f_2 : real) (f_3 : real) (f_4 : real) (f_5 : real) (f_6 : real) = let open Real in
  if f_5 <=. (-0.05799) then
    if f_0 <=. (0.68524) then
      if f_1 <=. (-0.83180) then
        (110.0, 3.0)
      else
        (137.0, 0.0)
    else
      if f_3 <=. (0.45504) then
        (1.0, 8.0)
      else
        (0.0, 7.0)
  else
    if f_0 <=. (-0.18668) then
      if f_6 <=. (0.45214) then
        (39.0, 0.0)
      else
        (2.0, 11.0)
    else
      if f_6 <=. (-0.00009) then
        (8.0, 4.0)
      else
        (5.0, 120.0);;

let tree_2 (f_0 : real) (f_1 : real) (f_2 : real) (f_3 : real) (f_4 : real) (f_5 : real) (f_6 : real) = let open Real in
  if f_2 <=. (0.10459) then
    if f_5 <=. (-0.38015) then
      if f_5 <=. (-0.60659) then
        (139.0, 1.0)
      else
        (44.0, 3.0)
    else
      if f_6 <=. (-0.07927) then
        (38.0, 2.0)
      else
        (25.0, 17.0)
  else
    if f_6 <=. (0.46888) then
      if f_3 <=. (0.41642) then
        (28.0, 3.0)
      else
        (1.0, 4.0)
    else
      if f_2 <=. (1.74327) then
        (3.0, 122.0)
      else
        (4.0, 21.0);;

let rf (f_0, f_1, f_2, f_3, f_4, f_5, f_6) = let open Real in
let (a_0, b_0) = tree_0 f_0 f_1 f_2 f_3 f_4 f_5 f_6 in
let (a_1, b_1) = tree_1 f_0 f_1 f_2 f_3 f_4 f_5 f_6 in
let (a_2, b_2) = tree_2 f_0 f_1 f_2 f_3 f_4 f_5 f_6 in
let a = a_0 + a_1 + a_2 in
let b = b_0 + b_1 + b_2 in
(a, b);;
Out[2]:
val tree_0 :
  real -> real -> real -> real -> real -> real -> real -> real * real = <fun>
val tree_1 :
  real -> real -> real -> real -> real -> real -> real -> real * real = <fun>
val tree_2 :
  real -> real -> real -> real -> real -> real -> real -> real * real = <fun>
val rf : real * real * real * real * real * real * real -> real * real =
  <fun>

We can create a custom input type in Imandra for our model, so that we can keep track of the different features of our data.

In [3]:
type rf_input = {
  radius_mean : real;
  compactness_mean : real;
  concavity_mean : real;
  radius_se : real;
  compactness_worst : real;
  concavity_worst : real;
  concave_points_worst : real;
}
Out[3]:
type rf_input = {
  radius_mean : real;
  compactness_mean : real;
  concavity_mean : real;
  radius_se : real;
  compactness_worst : real;
  concavity_worst : real;
  concave_points_worst : real;
}

However, remember that we also processed our data before learning. To make things easier we'll add in a function applying this transformation to each input variable. Here we simply use some multiplicative and additive scaling values extracted during our data pre-processing stage. After that we can define a full model which combines these pre-processing steps and the random forest.

In [4]:
let process_rf_input input = let open Real in
let f_0 = (input.radius_mean          - 14.12729) / 3.52405 in
let f_1 = (input.compactness_mean     - 0.10434)  / 0.05281 in
let f_2 = (input.concavity_mean       - 0.08880)  / 0.07972 in
let f_3 = (input.radius_se            - 0.40517)  / 0.27731 in
let f_4 = (input.compactness_worst    - 0.25427)  / 0.15734 in
let f_5 = (input.concavity_worst      - 0.27219)  / 0.20862 in
let f_6 = (input.concave_points_worst - 0.11461)  / 0.06573 in
(f_0, f_1, f_2, f_3, f_4, f_5, f_6)

let process_rf_output c =
let (a, b) = c in
if a >. b then "benign" else "malignant"

let rf_model input = input |> process_rf_input |> rf |> process_rf_output
Out[4]:
val process_rf_input :
  rf_input -> real * real * real * real * real * real * real = <fun>
val process_rf_output : real * real -> string = <fun>
val rf_model : rf_input -> string = <fun>

As our model is fully executable we can both query it as well as find counterexamples, prove properties, apply logical side-conditions, decompose its regions, and more. As a quick sanity check to make sure everything is working, let's run a datum from our dataset through the model. In particular, we'll input (17.99, 0.2776, 0.3001, 1.095, 0.6656, 0.7119, 0.2654) which is classified as malignant in the data.

In [5]:
let x = {
  radius_mean = 17.99;
  compactness_mean = 0.2776;
  concavity_mean = 0.3001;
  radius_se = 1.095;
  compactness_worst = 0.6656;
  concavity_worst = 0.7119;
  concave_points_worst = 0.7119;
}

let y = rf_model x
Out[5]:
val x : rf_input =
  {radius_mean = 17.99; compactness_mean = 0.2776; concavity_mean = 0.3001;
   radius_se = 1.095; compactness_worst = 0.6656; concavity_worst = 0.7119;
   concave_points_worst = 0.7119}
val y : string = "malignant"

Great, just what we'd expect. Now we'll use Imandra to generate an example datapoint for us given that diagnosis is benign.

In [6]:
instance (fun x -> rf_model x = "benign")
Out[6]:
- : rf_input -> bool = <fun>
module CX : sig val x : rf_input end
Instance (after 0 steps, 0.020s):
let x : rf_input =
  {radius_mean = (-216972096653/500000000);
   compactness_mean = (-140469793679/500000000);
   concavity_mean = (-4048959910859/500000000); radius_se = 5853;
   compactness_worst = 9; concavity_worst = (-5709271784029/5000000000);
   concave_points_worst = (-47569488241/78125000)}
Instance
proof attempt
ground_instances:0
definitions:0
inductions:0
search_time:
0.020s
details:
Expand
smt_stats:
num checks:2
arith assert lower:7
arith tableau max rows:1
arith tableau max columns:39
arith pivots:3
rlimit count:3538
mk clause:63
datatype occurs check:25
mk bool var:148
arith assert upper:15
decisions:21
propagations:42
datatype accessor ax:28
arith num rows:1
datatype constructor ax:4
num allocs:7657784
final checks:1
added eqs:93
arith eq adapter:6
time:0.010000
memory:16.880000
max memory:17.450000
Expand
  • start[0.020s]
      let (_x_0 : real) = ….2 in
      let (_x_1 : (Real.t * Real.t)) = if _x_0 <= (-2163/20000) then … else …
      in
      let (_x_2 : (Real.t * Real.t))
          = if ….5 <= (-5799/100000) then … else …
      in
      let (_x_3 : (Real.t * Real.t)) = if _x_0 <= 10459/100000 then … else …
      in
      (if _x_1.0 +. _x_2.0 +. _x_3.0 > _x_1.1 +. _x_2.1 +. _x_3.1 then "benign"
       else "malignant")
      = "benign"
  • simplify

    into:
    let (_x_0 : real) = ( :var_0: ).concavity_mean in
    let (_x_1 : real) = ( :var_0: ).concave_points_worst in
    let (_x_2 : real) = ( :var_0: ).radius_se in
    let (_x_3 : real) = ( :var_0: ).radius_mean in
    let (_x_4 : (Real.t * Real.t))
        = if _x_0 <= 40089141/500000000
          then
            if _x_3 <= 7527903347/500000000
            then if _x_1 <= 8636759/78125000 then … else …
            else if _x_2 <= 636920371/2500000000 then … else …
          else
          if _x_1 <= 302648569/2500000000
          then if _x_1 <= 1033944901/10000000000 then … else …
          else if _x_0 <= 750968109/2500000000 then … else …
    in
    let (_x_5 : real) = ( :var_0: ).concavity_worst in
    let (_x_6 : (Real.t * Real.t))
        = if _x_5 <= 1300460631/5000000000
          then
            if _x_3 <= 8271055011/500000000
            then
              if ( :var_0: ).compactness_mean <= 30206321/500000000 then …
              else …
            else if _x_2 <= 166049107/312500000 then … else …
          else
          if _x_3 <= 6734710173/500000000
          then if _x_1 <= 721645811/5000000000 then … else …
          else if _x_1 <= 1146040843/10000000000 then … else …
    in
    let (_x_7 : (Real.t * Real.t))
        = if _x_0 <= 242844787/2500000000
          then
            if _x_5 <= 192883107/1000000000
            then if _x_5 <= 728215971/5000000000 then … else …
            else if _x_1 <= 1093995829/10000000000 then … else …
          else
          if _x_1 <= 181786853/1250000000
          then if _x_2 <= 2603237151/5000000000 then … else …
          else if _x_0 <= 569433711/2500000000 then … else …
    in
    (if _x_4.0 +. _x_6.0 +. _x_7.0 <= _x_4.1 +. _x_6.1 +. _x_7.1 then "malignant"
     else "benign")
    = "benign"
    expansions:
    []
    rewrite_steps:
      forward_chaining:
      • Sat (Some let x : rf_input = {radius_mean = (Q.of_string "-216972096653/500000000"); compactness_mean = (Q.of_string "-140469793679/500000000"); concavity_mean = (Q.of_string "-4048959910859/500000000"); radius_se = (Q.of_nativeint (5853n)); compactness_worst = (Q.of_nativeint (9n)); concavity_worst = (Q.of_string "-5709271784029/5000000000"); concave_points_worst = (Q.of_string "-47569488241/78125000")} )
      In [7]:
      CX.x
      
      Out[7]:
      - : rf_input =
      {radius_mean = -433.944193306; compactness_mean = -280.939587358;
       concavity_mean = -8097.91982172; radius_se = 5853.; compactness_worst = 9.;
       concavity_worst = -1141.85435681; concave_points_worst = -608.889449485}
      

      This looks a bit funny however; notice how the unspecified input variables are unbounded in a way that doesn't make sense with respect to the data. In general we might only care about the performance of our model when some reasonable bounds are placed on the input (for example, the mean radius can't be negative, and if the values for this variable in our dataset range between 6.98 and 28.11 we wouldn't really expect any value greater than, say, 35). Using the description of each variable in the dataset we can form a condition describing valid and reasonable inputs to our model. In machine learning more generally, we are typically only interested in the performance and quality of a model over some particular distribution of data, which we often have particular prior beliefs about.

      In [8]:
      let is_valid_rf input =
        5.0 <=. input.radius_mean && input.radius_mean <=. 35.0 &&
        0.0 <=. input.compactness_mean && input.compactness_mean <=. 0.4 &&
        0.0 <=. input.concavity_mean && input.concavity_mean <=. 0.5 &&
        0.0 <=. input.radius_se && input.radius_se <=. 3.5 &&
        0.0 <=. input.compactness_worst && input.compactness_worst <=. 1.2 &&
        0.0 <=. input.concavity_worst && input.concavity_worst <=. 1.5 &&
        0.0 <=. input.concave_points_worst && input.concave_points_worst <=. 0.35
      
      instance (fun x -> rf_model x = "benign" && is_valid_rf x)
      
      Out[8]:
      val is_valid_rf : rf_input -> bool = <fun>
      - : rf_input -> bool = <fun>
      module CX : sig val x : rf_input end
      
      Instance (after 0 steps, 0.031s):
      let x : rf_input =
        {radius_mean = 15370932811137/2500000000000;
         compactness_mean = 13562638129/5000000000000;
         concavity_mean = 11265048621/5000000000000; radius_se = 40971/20000;
         compactness_worst = 321/5000;
         concavity_worst = 443483526339/50000000000000;
         concave_points_worst = 34970237191/390625000000}
      
      Instance
      proof attempt
      ground_instances:0
      definitions:0
      inductions:0
      search_time:
      0.031s
      details:
      Expand
      smt_stats:
      num checks:2
      arith assert lower:14
      arith tableau max rows:1
      arith tableau max columns:39
      arith pivots:3
      rlimit count:4512
      mk clause:63
      datatype occurs check:25
      mk bool var:162
      arith assert upper:22
      decisions:21
      propagations:42
      datatype accessor ax:28
      arith num rows:1
      datatype constructor ax:4
      num allocs:15469096
      final checks:1
      added eqs:93
      arith eq adapter:6
      time:0.015000
      memory:17.440000
      max memory:18.090000
      Expand
      • start[0.031s]
          let (_x_0 : real) = ….2 in
          let (_x_1 : (Real.t * Real.t)) = if _x_0 <= (-2163/20000) then … else …
          in
          let (_x_2 : (Real.t * Real.t))
              = if ….5 <= (-5799/100000) then … else …
          in
          let (_x_3 : (Real.t * Real.t)) = if _x_0 <= 10459/100000 then … else …
          in
          let (_x_4 : real) = ( :var_0: ).radius_mean in
          let (_x_5 : real) = ( :var_0: ).compactness_mean in
          let (_x_6 : real) = ( :var_0: ).concavity_mean in
          let (_x_7 : real) = ( :var_0: ).radius_se in
          let (_x_8 : real) = ( :var_0: ).compactness_worst in
          let (_x_9 : real) = ( :var_0: ).concavity_worst in
          let (_x_10 : real) = ( :var_0: ).concave_points_worst in
          ((if _x_1.0 +. _x_2.0 +. _x_3.0 > _x_1.1 +. _x_2.1 +. _x_3.1 then "benign"
            else "malignant")
           = "benign")
          && ((5 <= _x_4)
              && ((_x_4 <= 35)
                  && ((0 <= _x_5)
                      && ((_x_5 <= 2/5)
                          && ((0 <= _x_6)
                              && ((_x_6 <= 1/2)
                                  && ((0 <= _x_7)
                                      && ((_x_7 <= 7/2)
                                          && ((0 <= _x_8)
                                              && ((_x_8 <= 6/5)
                                                  && ((0 <= _x_9)
                                                      && ((_x_9 <= 3/2)
                                                          && ((0 <= _x_10)
                                                              && (_x_10 <= 7/20))))))))))))))
      • simplify

        into:
        let (_x_0 : real) = ( :var_0: ).concavity_mean in
        let (_x_1 : real) = ( :var_0: ).concave_points_worst in
        let (_x_2 : real) = ( :var_0: ).radius_se in
        let (_x_3 : real) = ( :var_0: ).radius_mean in
        let (_x_4 : (Real.t * Real.t))
            = if _x_0 <= 40089141/500000000
              then
                if _x_3 <= 7527903347/500000000
                then if _x_1 <= 8636759/78125000 then … else …
                else if _x_2 <= 636920371/2500000000 then … else …
              else
              if _x_1 <= 302648569/2500000000
              then if _x_1 <= 1033944901/10000000000 then … else …
              else if _x_0 <= 750968109/2500000000 then … else …
        in
        let (_x_5 : real) = ( :var_0: ).compactness_mean in
        let (_x_6 : real) = ( :var_0: ).concavity_worst in
        let (_x_7 : (Real.t * Real.t))
            = if _x_6 <= 1300460631/5000000000
              then
                if _x_3 <= 8271055011/500000000
                then if _x_5 <= 30206321/500000000 then … else …
                else if _x_2 <= 166049107/312500000 then … else …
              else
              if _x_3 <= 6734710173/500000000
              then if _x_1 <= 721645811/5000000000 then … else …
              else if _x_1 <= 1146040843/10000000000 then … else …
        in
        let (_x_8 : (Real.t * Real.t))
            = if _x_0 <= 242844787/2500000000
              then
                if _x_6 <= 192883107/1000000000
                then if _x_6 <= 728215971/5000000000 then … else …
                else if _x_1 <= 1093995829/10000000000 then … else …
              else
              if _x_1 <= 181786853/1250000000
              then if _x_2 <= 2603237151/5000000000 then … else …
              else if _x_0 <= 569433711/2500000000 then … else …
        in
        let (_x_9 : real) = ( :var_0: ).compactness_worst in
        ((if _x_4.0 +. _x_7.0 +. _x_8.0 <= _x_4.1 +. _x_7.1 +. _x_8.1
          then "malignant" else "benign")
         = "benign")
        && (5 <= _x_3) && (_x_3 <= 35) && (0 <= _x_5) && (_x_5 <= 2/5) && (0 <= _x_0)
        && (_x_0 <= 1/2) && (0 <= _x_2) && (_x_2 <= 7/2) && (0 <= _x_9)
        && (_x_9 <= 6/5) && (0 <= _x_6) && (_x_6 <= 3/2) && (0 <= _x_1)
        && (_x_1 <= 7/20)
        expansions:
        []
        rewrite_steps:
          forward_chaining:
          • Sat (Some let x : rf_input = {radius_mean = (Q.of_string "15370932811137/2500000000000"); compactness_mean = (Q.of_string "13562638129/5000000000000"); concavity_mean = (Q.of_string "11265048621/5000000000000"); radius_se = (Q.of_string "40971/20000"); compactness_worst = (Q.of_string "321/5000"); concavity_worst = (Q.of_string "443483526339/50000000000000"); concave_points_worst = (Q.of_string "34970237191/390625000000")} )
          In [9]:
          CX.x
          
          Out[9]:
          - : rf_input =
          {radius_mean = 6.14837312445; compactness_mean = 0.0027125276258;
           concavity_mean = 0.0022530097242; radius_se = 2.04855;
           compactness_worst = 0.0642; concavity_worst = 0.00886967052678;
           concave_points_worst = 0.089523807209}
          

          This looks much better. Now let's move on to reasoning about our model in more interesting ways. One thing we can do is check the validity of certain constraints we might want our model to satisfy. For example, if the surface of a cell nucleus has many, large concave sections then is a particularly negative sign indicating that the cancer is likely to be malignant. We can use Imandra to easily verify that our model always classifies a sample of highly concave cells as malignant.

          In [10]:
          verify (fun x -> is_valid_rf x
                  && x.concavity_mean >=. 0.4
                  && x.concavity_worst >=. 1.0
                  && x.concave_points_worst >=. 0.25
                  ==> rf_model x = "malignant")
          
          Out[10]:
          - : rf_input -> bool = <fun>
          
          Proved
          proof
          ground_instances:0
          definitions:0
          inductions:0
          search_time:
          0.022s
          details:
          Expand
          smt_stats:
          num checks:2
          arith assert lower:30
          arith tableau max rows:1
          arith tableau max columns:40
          arith pivots:2
          rlimit count:4443
          mk clause:50
          mk bool var:171
          arith assert upper:16
          decisions:9
          propagations:26
          conflicts:2
          datatype accessor ax:28
          arith conflicts:2
          arith num rows:1
          datatype constructor ax:4
          num allocs:26252501
          added eqs:102
          del clause:4
          arith eq adapter:8
          time:0.011000
          memory:17.860000
          max memory:18.540000
          Expand
          • start[0.022s]
              let (_x_0 : real) = ( :var_0: ).radius_mean in
              let (_x_1 : real) = ( :var_0: ).compactness_mean in
              let (_x_2 : real) = ( :var_0: ).concavity_mean in
              let (_x_3 : real) = ( :var_0: ).radius_se in
              let (_x_4 : real) = ( :var_0: ).compactness_worst in
              let (_x_5 : real) = ( :var_0: ).concavity_worst in
              let (_x_6 : real) = ( :var_0: ).concave_points_worst in
              let (_x_7 : real) = ….2 in
              let (_x_8 : (Real.t * Real.t)) = if _x_7 <= (-2163/20000) then … else …
              in
              let (_x_9 : (Real.t * Real.t))
                  = if ….5 <= (-5799/100000) then … else …
              in
              let (_x_10 : (Real.t * Real.t)) = if _x_7 <= 10459/100000 then … else …
              in
              (5 <= _x_0)
              && ((_x_0 <= 35)
                  && ((0 <= _x_1)
                      && ((_x_1 <= 2/5)
                          && ((0 <= _x_2)
                              && ((_x_2 <= 1/2)
                                  && ((0 <= _x_3)
                                      && ((_x_3 <= 7/2)
                                          && ((0 <= _x_4)
                                              && ((_x_4 <= 6/5)
                                                  && ((0 <= _x_5)
                                                      && ((_x_5 <= 3/2)
                                                          && ((0 <= _x_6)
                                                              && (_x_6 <= 7/20)))))))))))))
              && ((_x_2 >= 2/5) && ((_x_5 >= 1) && (_x_6 >= 1/4)))
              ==> (if _x_8.0 +. _x_9.0 +. _x_10.0 > _x_8.1 +. _x_9.1 +. _x_10.1
                   then "benign" else "malignant")
                  = "malignant"
          • simplify

            into:
            let (_x_0 : real) = ( :var_0: ).radius_mean in
            let (_x_1 : real) = ( :var_0: ).compactness_mean in
            let (_x_2 : real) = ( :var_0: ).concavity_mean in
            let (_x_3 : real) = ( :var_0: ).radius_se in
            let (_x_4 : real) = ( :var_0: ).compactness_worst in
            let (_x_5 : real) = ( :var_0: ).concavity_worst in
            let (_x_6 : real) = ( :var_0: ).concave_points_worst in
            let (_x_7 : (Real.t * Real.t))
                = if _x_2 <= 40089141/500000000
                  then
                    if _x_0 <= 7527903347/500000000
                    then if _x_6 <= 8636759/78125000 then … else …
                    else if _x_3 <= 636920371/2500000000 then … else …
                  else
                  if _x_6 <= 302648569/2500000000
                  then if _x_6 <= 1033944901/10000000000 then … else …
                  else if _x_2 <= 750968109/2500000000 then … else …
            in
            let (_x_8 : (Real.t * Real.t))
                = if _x_5 <= 1300460631/5000000000
                  then
                    if _x_0 <= 8271055011/500000000
                    then if _x_1 <= 30206321/500000000 then … else …
                    else if _x_3 <= 166049107/312500000 then … else …
                  else
                  if _x_0 <= 6734710173/500000000
                  then if _x_6 <= 721645811/5000000000 then … else …
                  else if _x_6 <= 1146040843/10000000000 then … else …
            in
            let (_x_9 : (Real.t * Real.t))
                = if _x_2 <= 242844787/2500000000
                  then
                    if _x_5 <= 192883107/1000000000
                    then if _x_5 <= 728215971/5000000000 then … else …
                    else if _x_6 <= 1093995829/10000000000 then … else …
                  else
                  if _x_6 <= 181786853/1250000000
                  then if _x_3 <= 2603237151/5000000000 then … else …
                  else if _x_2 <= 569433711/2500000000 then … else …
            in
            not
            ((5 <= _x_0) && (_x_0 <= 35) && (0 <= _x_1) && (_x_1 <= 2/5) && (0 <= _x_2)
             && (_x_2 <= 1/2) && (0 <= _x_3) && (_x_3 <= 7/2) && (0 <= _x_4)
             && (_x_4 <= 6/5) && (0 <= _x_5) && (_x_5 <= 3/2) && (0 <= _x_6)
             && (_x_6 <= 7/20) && (_x_2 >= 2/5) && (_x_5 >= 1) && (_x_6 >= 1/4))
            || ((if _x_7.0 +. _x_8.0 +. _x_9.0 <= _x_7.1 +. _x_8.1 +. _x_9.1
                 then "malignant" else "benign")
                = "malignant")
            expansions:
            []
            rewrite_steps:
              forward_chaining:
              • Unsat

              The nested if ... then ... else statements in how the trees are defined mean that they are a prime candidate for Imandra's region decomposition functionality. As well as the total model we can of course also decompose the individual trees making up the ensemble.

              In [11]:
              Modular_decomp.top ~assuming:"is_valid_rf" "rf_model"
              
              Out[11]:
              - : Modular_decomp_intf.decomp_ref = <abstr>
              
              Regions details

              No group selected.

              • Concrete regions are numbered
              • Unnumbered regions are groups whose children share a particular constraint
              • Click on a region to view its details
              • Double click on a region to zoom in on it
              • Shift+double click to zoom out
              • Hit escape to reset back to the top
              decomp of (rf_model input
              Reg_idConstraintsInvariant
              173
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000))
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 2453/25000)
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. 265413/100000)
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000)
              • (input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 17131/25000
              • (input.compactness_mean -. 5217/50000) /. 5281/100000 <=. (-4159/5000)
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000)
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 5861/12500)
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. 174327/100000)
              • 5 <=. input.radius_mean
              • input.radius_mean <=. 35
              • 0 <=. input.compactness_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.concavity_mean
              • input.concavity_mean <=. 1/2
              • 0 <=. input.radius_se
              • input.radius_se <=. 7/2
              • 0 <=. input.compactness_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.concavity_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concave_points_worst
              • input.concave_points_worst <=. 7/20
              "benign"
              172
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000))
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 2453/25000)
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. 265413/100000)
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000)
              • (input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 17131/25000
              • not ((input.compactness_mean -. 5217/50000) /. 5281/100000 <=. (-4159/5000))
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000)
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 5861/12500)
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. 174327/100000)
              • 5 <=. input.radius_mean
              • input.radius_mean <=. 35
              • 0 <=. input.compactness_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.concavity_mean
              • input.concavity_mean <=. 1/2
              • 0 <=. input.radius_se
              • input.radius_se <=. 7/2
              • 0 <=. input.compactness_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.concavity_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concave_points_worst
              • input.concave_points_worst <=. 7/20
              "benign"
              171
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000))
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 2453/25000)
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. 265413/100000)
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000)
              • (input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 17131/25000
              • (input.compactness_mean -. 5217/50000) /. 5281/100000 <=. (-4159/5000)
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000)
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 5861/12500
              • not ((input.radius_se -. 40517/100000) /. 27731/100000 <=. 20821/50000)
              • 5 <=. input.radius_mean
              • input.radius_mean <=. 35
              • 0 <=. input.compactness_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.concavity_mean
              • input.concavity_mean <=. 1/2
              • 0 <=. input.radius_se
              • input.radius_se <=. 7/2
              • 0 <=. input.compactness_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.concavity_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concave_points_worst
              • input.concave_points_worst <=. 7/20
              "benign"
              170
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000))
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 2453/25000
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000
                 <=. (-17063/100000))
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000)
              • (input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 17131/25000
              • (input.compactness_mean -. 5217/50000) /. 5281/100000 <=. (-4159/5000)
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000)
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 5861/12500
              • not ((input.radius_se -. 40517/100000) /. 27731/100000 <=. 20821/50000)
              • 5 <=. input.radius_mean
              • input.radius_mean <=. 35
              • 0 <=. input.compactness_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.concavity_mean
              • input.concavity_mean <=. 1/2
              • 0 <=. input.radius_se
              • input.radius_se <=. 7/2
              • 0 <=. input.compactness_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.concavity_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concave_points_worst
              • input.concave_points_worst <=. 7/20
              "benign"
              169
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000))
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 2453/25000
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000
                <=. (-17063/100000)
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000)
              • (input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 17131/25000
              • (input.compactness_mean -. 5217/50000) /. 5281/100000 <=. (-4159/5000)
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000)
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 5861/12500
              • not ((input.radius_se -. 40517/100000) /. 27731/100000 <=. 20821/50000)
              • 5 <=. input.radius_mean
              • input.radius_mean <=. 35
              • 0 <=. input.compactness_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.concavity_mean
              • input.concavity_mean <=. 1/2
              • 0 <=. input.radius_se
              • input.radius_se <=. 7/2
              • 0 <=. input.compactness_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.concavity_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concave_points_worst
              • input.concave_points_worst <=. 7/20
              "benign"
              168
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000))
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 2453/25000)
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. 265413/100000)
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000)
              • (input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 17131/25000
              • not ((input.compactness_mean -. 5217/50000) /. 5281/100000 <=. (-4159/5000))
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000)
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 5861/12500
              • not ((input.radius_se -. 40517/100000) /. 27731/100000 <=. 20821/50000)
              • 5 <=. input.radius_mean
              • input.radius_mean <=. 35
              • 0 <=. input.compactness_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.concavity_mean
              • input.concavity_mean <=. 1/2
              • 0 <=. input.radius_se
              • input.radius_se <=. 7/2
              • 0 <=. input.compactness_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.concavity_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concave_points_worst
              • input.concave_points_worst <=. 7/20
              "benign"
              167
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000))
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 2453/25000)
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 265413/100000
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000)
              • (input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 17131/25000
              • not ((input.compactness_mean -. 5217/50000) /. 5281/100000 <=. (-4159/5000))
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000)
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 5861/12500
              • not ((input.radius_se -. 40517/100000) /. 27731/100000 <=. 20821/50000)
              • 5 <=. input.radius_mean
              • input.radius_mean <=. 35
              • 0 <=. input.compactness_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.concavity_mean
              • input.concavity_mean <=. 1/2
              • 0 <=. input.radius_se
              • input.radius_se <=. 7/2
              • 0 <=. input.compactness_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.concavity_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concave_points_worst
              • input.concave_points_worst <=. 7/20
              "benign"
              166
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000))
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 2453/25000
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000
                 <=. (-17063/100000))
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000)
              • (input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 17131/25000
              • not ((input.compactness_mean -. 5217/50000) /. 5281/100000 <=. (-4159/5000))
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000)
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 5861/12500
              • not ((input.radius_se -. 40517/100000) /. 27731/100000 <=. 20821/50000)
              • 5 <=. input.radius_mean
              • input.radius_mean <=. 35
              • 0 <=. input.compactness_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.concavity_mean
              • input.concavity_mean <=. 1/2
              • 0 <=. input.radius_se
              • input.radius_se <=. 7/2
              • 0 <=. input.compactness_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.concavity_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concave_points_worst
              • input.concave_points_worst <=. 7/20
              "benign"
              165
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000))
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 2453/25000
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000
                <=. (-17063/100000)
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000)
              • (input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 17131/25000
              • not ((input.compactness_mean -. 5217/50000) /. 5281/100000 <=. (-4159/5000))
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000)
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 5861/12500
              • not ((input.radius_se -. 40517/100000) /. 27731/100000 <=. 20821/50000)
              • 5 <=. input.radius_mean
              • input.radius_mean <=. 35
              • 0 <=. input.compactness_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.concavity_mean
              • input.concavity_mean <=. 1/2
              • 0 <=. input.radius_se
              • input.radius_se <=. 7/2
              • 0 <=. input.compactness_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.concavity_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concave_points_worst
              • input.concave_points_worst <=. 7/20
              "benign"
              164
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000))
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 2453/25000
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000
                <=. (-17063/100000)
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000)
              • not ((input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 17131/25000)
              • (input.radius_se -. 40517/100000) /. 27731/100000 <=. 1422/3125
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000)
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 5861/12500
              • not ((input.radius_se -. 40517/100000) /. 27731/100000 <=. 20821/50000)
              • 5 <=. input.radius_mean
              • input.radius_mean <=. 35
              • 0 <=. input.compactness_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.concavity_mean
              • input.concavity_mean <=. 1/2
              • 0 <=. input.radius_se
              • input.radius_se <=. 7/2
              • 0 <=. input.compactness_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.concavity_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concave_points_worst
              • input.concave_points_worst <=. 7/20
              "benign"
              163
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000))
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 2453/25000
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000
                <=. (-17063/100000)
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000)
              • not ((input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 17131/25000)
              • not ((input.radius_se -. 40517/100000) /. 27731/100000 <=. 1422/3125)
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000)
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 5861/12500
              • not ((input.radius_se -. 40517/100000) /. 27731/100000 <=. 20821/50000)
              • 5 <=. input.radius_mean
              • input.radius_mean <=. 35
              • 0 <=. input.compactness_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.concavity_mean
              • input.concavity_mean <=. 1/2
              • 0 <=. input.radius_se
              • input.radius_se <=. 7/2
              • 0 <=. input.compactness_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.concavity_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concave_points_worst
              • input.concave_points_worst <=. 7/20
              "benign"
              162
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000))
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 2453/25000)
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. 265413/100000)
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000))
              • (input.radius_mean -. 1412729/100000) /. 70481/20000 <=. (-4667/25000)
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 22607/50000
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000)
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 5861/12500
              • not ((input.radius_se -. 40517/100000) /. 27731/100000 <=. 20821/50000)
              • 5 <=. input.radius_mean
              • input.radius_mean <=. 35
              • 0 <=. input.compactness_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.concavity_mean
              • input.concavity_mean <=. 1/2
              • 0 <=. input.radius_se
              • input.radius_se <=. 7/2
              • 0 <=. input.compactness_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.concavity_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concave_points_worst
              • input.concave_points_worst <=. 7/20
              "benign"
              161
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000))
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 2453/25000
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000
                 <=. (-17063/100000))
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000))
              • (input.radius_mean -. 1412729/100000) /. 70481/20000 <=. (-4667/25000)
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 22607/50000
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000)
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 5861/12500
              • not ((input.radius_se -. 40517/100000) /. 27731/100000 <=. 20821/50000)
              • 5 <=. input.radius_mean
              • input.radius_mean <=. 35
              • 0 <=. input.compactness_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.concavity_mean
              • input.concavity_mean <=. 1/2
              • 0 <=. input.radius_se
              • input.radius_se <=. 7/2
              • 0 <=. input.compactness_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.concavity_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concave_points_worst
              • input.concave_points_worst <=. 7/20
              "benign"
              160
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000))
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 2453/25000
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000
                <=. (-17063/100000)
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000))
              • (input.radius_mean -. 1412729/100000) /. 70481/20000 <=. (-4667/25000)
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 22607/50000
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000)
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 5861/12500
              • not ((input.radius_se -. 40517/100000) /. 27731/100000 <=. 20821/50000)
              • 5 <=. input.radius_mean
              • input.radius_mean <=. 35
              • 0 <=. input.compactness_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.concavity_mean
              • input.concavity_mean <=. 1/2
              • 0 <=. input.radius_se
              • input.radius_se <=. 7/2
              • 0 <=. input.compactness_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.concavity_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concave_points_worst
              • input.concave_points_worst <=. 7/20
              "benign"
              159
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000))
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 2453/25000
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000
                 <=. (-17063/100000))
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000))
              • not ((input.radius_mean -. 1412729/100000) /. 70481/20000 <=. (-4667/25000))
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. (-9/100000)
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000)
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 5861/12500
              • not ((input.radius_se -. 40517/100000) /. 27731/100000 <=. 20821/50000)
              • 5 <=. input.radius_mean
              • input.radius_mean <=. 35
              • 0 <=. input.compactness_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.concavity_mean
              • input.concavity_mean <=. 1/2
              • 0 <=. input.radius_se
              • input.radius_se <=. 7/2
              • 0 <=. input.compactness_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.concavity_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concave_points_worst
              • input.concave_points_worst <=. 7/20
              "benign"
              158
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000))
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 2453/25000
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000
                <=. (-17063/100000)
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000))
              • not ((input.radius_mean -. 1412729/100000) /. 70481/20000 <=. (-4667/25000))
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. (-9/100000)
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000)
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 5861/12500
              • not ((input.radius_se -. 40517/100000) /. 27731/100000 <=. 20821/50000)
              • 5 <=. input.radius_mean
              • input.radius_mean <=. 35
              • 0 <=. input.compactness_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.concavity_mean
              • input.concavity_mean <=. 1/2
              • 0 <=. input.radius_se
              • input.radius_se <=. 7/2
              • 0 <=. input.compactness_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.concavity_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concave_points_worst
              • input.concave_points_worst <=. 7/20
              "benign"
              157
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000))
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 2453/25000)
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. 265413/100000)
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000)
              • (input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 17131/25000
              • (input.compactness_mean -. 5217/50000) /. 5281/100000 <=. (-4159/5000)
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000)
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 5861/12500
              • (input.radius_se -. 40517/100000) /. 27731/100000 <=. 20821/50000
              • 5 <=. input.radius_mean
              • input.radius_mean <=. 35
              • 0 <=. input.compactness_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.concavity_mean
              • input.concavity_mean <=. 1/2
              • 0 <=. input.radius_se
              • input.radius_se <=. 7/2
              • 0 <=. input.compactness_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.concavity_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concave_points_worst
              • input.concave_points_worst <=. 7/20
              "benign"
              156
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000))
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 2453/25000)
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 265413/100000
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000)
              • (input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 17131/25000
              • (input.compactness_mean -. 5217/50000) /. 5281/100000 <=. (-4159/5000)
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000)
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 5861/12500
              • (input.radius_se -. 40517/100000) /. 27731/100000 <=. 20821/50000
              • 5 <=. input.radius_mean
              • input.radius_mean <=. 35
              • 0 <=. input.compactness_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.concavity_mean
              • input.concavity_mean <=. 1/2
              • 0 <=. input.radius_se
              • input.radius_se <=. 7/2
              • 0 <=. input.compactness_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.concavity_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concave_points_worst
              • input.concave_points_worst <=. 7/20
              "benign"
              155
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000))
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 2453/25000
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000
                 <=. (-17063/100000))
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000)
              • (input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 17131/25000
              • (input.compactness_mean -. 5217/50000) /. 5281/100000 <=. (-4159/5000)
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000)
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 5861/12500
              • (input.radius_se -. 40517/100000) /. 27731/100000 <=. 20821/50000
              • 5 <=. input.radius_mean
              • input.radius_mean <=. 35
              • 0 <=. input.compactness_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.concavity_mean
              • input.concavity_mean <=. 1/2
              • 0 <=. input.radius_se
              • input.radius_se <=. 7/2
              • 0 <=. input.compactness_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.concavity_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concave_points_worst
              • input.concave_points_worst <=. 7/20
              "benign"
              154
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000))
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 2453/25000
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000
                <=. (-17063/100000)
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000)
              • (input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 17131/25000
              • (input.compactness_mean -. 5217/50000) /. 5281/100000 <=. (-4159/5000)
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000)
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 5861/12500
              • (input.radius_se -. 40517/100000) /. 27731/100000 <=. 20821/50000
              • 5 <=. input.radius_mean
              • input.radius_mean <=. 35
              • 0 <=. input.compactness_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.concavity_mean
              • input.concavity_mean <=. 1/2
              • 0 <=. input.radius_se
              • input.radius_se <=. 7/2
              • 0 <=. input.compactness_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.concavity_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concave_points_worst
              • input.concave_points_worst <=. 7/20
              "benign"
              153
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000))
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 2453/25000)
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. 265413/100000)
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000)
              • (input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 17131/25000
              • not ((input.compactness_mean -. 5217/50000) /. 5281/100000 <=. (-4159/5000))
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000)
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 5861/12500
              • (input.radius_se -. 40517/100000) /. 27731/100000 <=. 20821/50000
              • 5 <=. input.radius_mean
              • input.radius_mean <=. 35
              • 0 <=. input.compactness_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.concavity_mean
              • input.concavity_mean <=. 1/2
              • 0 <=. input.radius_se
              • input.radius_se <=. 7/2
              • 0 <=. input.compactness_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.concavity_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concave_points_worst
              • input.concave_points_worst <=. 7/20
              "benign"
              152
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000))
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 2453/25000)
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 265413/100000
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000)
              • (input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 17131/25000
              • not ((input.compactness_mean -. 5217/50000) /. 5281/100000 <=. (-4159/5000))
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000)
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 5861/12500
              • (input.radius_se -. 40517/100000) /. 27731/100000 <=. 20821/50000
              • 5 <=. input.radius_mean
              • input.radius_mean <=. 35
              • 0 <=. input.compactness_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.concavity_mean
              • input.concavity_mean <=. 1/2
              • 0 <=. input.radius_se
              • input.radius_se <=. 7/2
              • 0 <=. input.compactness_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.concavity_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concave_points_worst
              • input.concave_points_worst <=. 7/20
              "benign"
              151
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000))
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 2453/25000
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000
                 <=. (-17063/100000))
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000)
              • (input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 17131/25000
              • not ((input.compactness_mean -. 5217/50000) /. 5281/100000 <=. (-4159/5000))
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000)
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 5861/12500
              • (input.radius_se -. 40517/100000) /. 27731/100000 <=. 20821/50000
              • 5 <=. input.radius_mean
              • input.radius_mean <=. 35
              • 0 <=. input.compactness_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.concavity_mean
              • input.concavity_mean <=. 1/2
              • 0 <=. input.radius_se
              • input.radius_se <=. 7/2
              • 0 <=. input.compactness_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.concavity_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concave_points_worst
              • input.concave_points_worst <=. 7/20
              "benign"
              150
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000))
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 2453/25000
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000
                <=. (-17063/100000)
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000)
              • (input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 17131/25000
              • not ((input.compactness_mean -. 5217/50000) /. 5281/100000 <=. (-4159/5000))
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000)
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 5861/12500
              • (input.radius_se -. 40517/100000) /. 27731/100000 <=. 20821/50000
              • 5 <=. input.radius_mean
              • input.radius_mean <=. 35
              • 0 <=. input.compactness_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.concavity_mean
              • input.concavity_mean <=. 1/2
              • 0 <=. input.radius_se
              • input.radius_se <=. 7/2
              • 0 <=. input.compactness_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.concavity_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concave_points_worst
              • input.concave_points_worst <=. 7/20
              "benign"
              149
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000))
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 2453/25000)
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. 265413/100000)
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000)
              • not ((input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 17131/25000)
              • (input.radius_se -. 40517/100000) /. 27731/100000 <=. 1422/3125
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000)
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 5861/12500
              • (input.radius_se -. 40517/100000) /. 27731/100000 <=. 20821/50000
              • 5 <=. input.radius_mean
              • input.radius_mean <=. 35
              • 0 <=. input.compactness_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.concavity_mean
              • input.concavity_mean <=. 1/2
              • 0 <=. input.radius_se
              • input.radius_se <=. 7/2
              • 0 <=. input.compactness_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.concavity_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concave_points_worst
              • input.concave_points_worst <=. 7/20
              "benign"
              148
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000))
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 2453/25000
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000
                 <=. (-17063/100000))
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000)
              • not ((input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 17131/25000)
              • (input.radius_se -. 40517/100000) /. 27731/100000 <=. 1422/3125
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000)
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 5861/12500
              • (input.radius_se -. 40517/100000) /. 27731/100000 <=. 20821/50000
              • 5 <=. input.radius_mean
              • input.radius_mean <=. 35
              • 0 <=. input.compactness_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.concavity_mean
              • input.concavity_mean <=. 1/2
              • 0 <=. input.radius_se
              • input.radius_se <=. 7/2
              • 0 <=. input.compactness_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.concavity_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concave_points_worst
              • input.concave_points_worst <=. 7/20
              "benign"
              147
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000))
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 2453/25000
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000
                <=. (-17063/100000)
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000)
              • not ((input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 17131/25000)
              • (input.radius_se -. 40517/100000) /. 27731/100000 <=. 1422/3125
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000)
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 5861/12500
              • (input.radius_se -. 40517/100000) /. 27731/100000 <=. 20821/50000
              • 5 <=. input.radius_mean
              • input.radius_mean <=. 35
              • 0 <=. input.compactness_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.concavity_mean
              • input.concavity_mean <=. 1/2
              • 0 <=. input.radius_se
              • input.radius_se <=. 7/2
              • 0 <=. input.compactness_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.concavity_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concave_points_worst
              • input.concave_points_worst <=. 7/20
              "benign"
              146
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000))
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 2453/25000)
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. 265413/100000)
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000))
              • (input.radius_mean -. 1412729/100000) /. 70481/20000 <=. (-4667/25000)
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 22607/50000
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000)
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 5861/12500
              • (input.radius_se -. 40517/100000) /. 27731/100000 <=. 20821/50000
              • 5 <=. input.radius_mean
              • input.radius_mean <=. 35
              • 0 <=. input.compactness_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.concavity_mean
              • input.concavity_mean <=. 1/2
              • 0 <=. input.radius_se
              • input.radius_se <=. 7/2
              • 0 <=. input.compactness_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.concavity_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concave_points_worst
              • input.concave_points_worst <=. 7/20
              "benign"
              145
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000))
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 2453/25000
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000
                 <=. (-17063/100000))
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000))
              • (input.radius_mean -. 1412729/100000) /. 70481/20000 <=. (-4667/25000)
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 22607/50000
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000)
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 5861/12500
              • (input.radius_se -. 40517/100000) /. 27731/100000 <=. 20821/50000
              • 5 <=. input.radius_mean
              • input.radius_mean <=. 35
              • 0 <=. input.compactness_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.concavity_mean
              • input.concavity_mean <=. 1/2
              • 0 <=. input.radius_se
              • input.radius_se <=. 7/2
              • 0 <=. input.compactness_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.concavity_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concave_points_worst
              • input.concave_points_worst <=. 7/20
              "benign"
              144
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000))
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 2453/25000
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000
                <=. (-17063/100000)
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000))
              • (input.radius_mean -. 1412729/100000) /. 70481/20000 <=. (-4667/25000)
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 22607/50000
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000)
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 5861/12500
              • (input.radius_se -. 40517/100000) /. 27731/100000 <=. 20821/50000
              • 5 <=. input.radius_mean
              • input.radius_mean <=. 35
              • 0 <=. input.compactness_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.concavity_mean
              • input.concavity_mean <=. 1/2
              • 0 <=. input.radius_se
              • input.radius_se <=. 7/2
              • 0 <=. input.compactness_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.concavity_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concave_points_worst
              • input.concave_points_worst <=. 7/20
              "benign"
              143
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000))
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 2453/25000)
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. 265413/100000)
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000))
              • (input.radius_mean -. 1412729/100000) /. 70481/20000 <=. (-4667/25000)
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 22607/50000)
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000)
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 5861/12500
              • (input.radius_se -. 40517/100000) /. 27731/100000 <=. 20821/50000
              • 5 <=. input.radius_mean
              • input.radius_mean <=. 35
              • 0 <=. input.compactness_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.concavity_mean
              • input.concavity_mean <=. 1/2
              • 0 <=. input.radius_se
              • input.radius_se <=. 7/2
              • 0 <=. input.compactness_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.concavity_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concave_points_worst
              • input.concave_points_worst <=. 7/20
              "benign"
              142
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000))
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 2453/25000
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000
                 <=. (-17063/100000))
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000))
              • not ((input.radius_mean -. 1412729/100000) /. 70481/20000 <=. (-4667/25000))
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. (-9/100000)
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000)
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 5861/12500
              • (input.radius_se -. 40517/100000) /. 27731/100000 <=. 20821/50000
              • 5 <=. input.radius_mean
              • input.radius_mean <=. 35
              • 0 <=. input.compactness_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.concavity_mean
              • input.concavity_mean <=. 1/2
              • 0 <=. input.radius_se
              • input.radius_se <=. 7/2
              • 0 <=. input.compactness_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.concavity_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concave_points_worst
              • input.concave_points_worst <=. 7/20
              "benign"
              141
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000))
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 2453/25000
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000
                <=. (-17063/100000)
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000))
              • not ((input.radius_mean -. 1412729/100000) /. 70481/20000 <=. (-4667/25000))
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. (-9/100000)
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000)
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 5861/12500
              • (input.radius_se -. 40517/100000) /. 27731/100000 <=. 20821/50000
              • 5 <=. input.radius_mean
              • input.radius_mean <=. 35
              • 0 <=. input.compactness_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.concavity_mean
              • input.concavity_mean <=. 1/2
              • 0 <=. input.radius_se
              • input.radius_se <=. 7/2
              • 0 <=. input.compactness_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.concavity_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concave_points_worst
              • input.concave_points_worst <=. 7/20
              "benign"
              140
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000))
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 2453/25000
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000
                 <=. (-17063/100000))
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000)
              • (input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 17131/25000
              • (input.compactness_mean -. 5217/50000) /. 5281/100000 <=. (-4159/5000)
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-7603/20000))
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000
                 <=. (-7927/100000))
              • 5 <=. input.radius_mean
              • input.radius_mean <=. 35
              • 0 <=. input.compactness_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.concavity_mean
              • input.concavity_mean <=. 1/2
              • 0 <=. input.radius_se
              • input.radius_se <=. 7/2
              • 0 <=. input.compactness_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.concavity_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concave_points_worst
              • input.concave_points_worst <=. 7/20
              "benign"
              139
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000)
              • not ((input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 6587/25000)
              • not ((input.radius_se -. 40517/100000) /. 27731/100000 <=. (-13559/25000))
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000)
              • (input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 17131/25000
              • (input.compactness_mean -. 5217/50000) /. 5281/100000 <=. (-4159/5000)
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-7603/20000))
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000
                 <=. (-7927/100000))
              • 5 <=. input.radius_mean
              • input.radius_mean <=. 35
              • 0 <=. input.compactness_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.concavity_mean
              • input.concavity_mean <=. 1/2
              • 0 <=. input.radius_se
              • input.radius_se <=. 7/2
              • 0 <=. input.compactness_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.concavity_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concave_points_worst
              • input.concave_points_worst <=. 7/20
              "benign"
              138
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000)
              • not ((input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 6587/25000)
              • (input.radius_se -. 40517/100000) /. 27731/100000 <=. (-13559/25000)
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000)
              • (input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 17131/25000
              • (input.compactness_mean -. 5217/50000) /. 5281/100000 <=. (-4159/5000)
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-7603/20000))
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000
                 <=. (-7927/100000))
              • 5 <=. input.radius_mean
              • input.radius_mean <=. 35
              • 0 <=. input.compactness_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.concavity_mean
              • input.concavity_mean <=. 1/2
              • 0 <=. input.radius_se
              • input.radius_se <=. 7/2
              • 0 <=. input.compactness_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.concavity_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concave_points_worst
              • input.concave_points_worst <=. 7/20
              "benign"
              137
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000)
              • (input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 6587/25000
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. (-193/3125))
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000)
              • (input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 17131/25000
              • (input.compactness_mean -. 5217/50000) /. 5281/100000 <=. (-4159/5000)
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-7603/20000))
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000
                 <=. (-7927/100000))
              • 5 <=. input.radius_mean
              • input.radius_mean <=. 35
              • 0 <=. input.compactness_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.concavity_mean
              • input.concavity_mean <=. 1/2
              • 0 <=. input.radius_se
              • input.radius_se <=. 7/2
              • 0 <=. input.compactness_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.concavity_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concave_points_worst
              • input.concave_points_worst <=. 7/20
              "benign"
              136
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000)
              • (input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 6587/25000
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. (-193/3125)
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000)
              • (input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 17131/25000
              • (input.compactness_mean -. 5217/50000) /. 5281/100000 <=. (-4159/5000)
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-7603/20000))
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000
                 <=. (-7927/100000))
              • 5 <=. input.radius_mean
              • input.radius_mean <=. 35
              • 0 <=. input.compactness_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.concavity_mean
              • input.concavity_mean <=. 1/2
              • 0 <=. input.radius_se
              • input.radius_se <=. 7/2
              • 0 <=. input.compactness_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.concavity_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concave_points_worst
              • input.concave_points_worst <=. 7/20
              "benign"
              135
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000))
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 2453/25000)
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 265413/100000
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000)
              • (input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 17131/25000
              • not ((input.compactness_mean -. 5217/50000) /. 5281/100000 <=. (-4159/5000))
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-7603/20000))
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000
                 <=. (-7927/100000))
              • 5 <=. input.radius_mean
              • input.radius_mean <=. 35
              • 0 <=. input.compactness_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.concavity_mean
              • input.concavity_mean <=. 1/2
              • 0 <=. input.radius_se
              • input.radius_se <=. 7/2
              • 0 <=. input.compactness_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.concavity_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concave_points_worst
              • input.concave_points_worst <=. 7/20
              "benign"
              134
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000))
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 2453/25000
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000
                 <=. (-17063/100000))
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000)
              • (input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 17131/25000
              • not ((input.compactness_mean -. 5217/50000) /. 5281/100000 <=. (-4159/5000))
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-7603/20000))
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000
                 <=. (-7927/100000))
              • 5 <=. input.radius_mean
              • input.radius_mean <=. 35
              • 0 <=. input.compactness_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.concavity_mean
              • input.concavity_mean <=. 1/2
              • 0 <=. input.radius_se
              • input.radius_se <=. 7/2
              • 0 <=. input.compactness_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.concavity_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concave_points_worst
              • input.concave_points_worst <=. 7/20
              "benign"
              133
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000)
              • not ((input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 6587/25000)
              • not ((input.radius_se -. 40517/100000) /. 27731/100000 <=. (-13559/25000))
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000)
              • (input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 17131/25000
              • not ((input.compactness_mean -. 5217/50000) /. 5281/100000 <=. (-4159/5000))
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-7603/20000))
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000
                 <=. (-7927/100000))
              • 5 <=. input.radius_mean
              • input.radius_mean <=. 35
              • 0 <=. input.compactness_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.concavity_mean
              • input.concavity_mean <=. 1/2
              • 0 <=. input.radius_se
              • input.radius_se <=. 7/2
              • 0 <=. input.compactness_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.concavity_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concave_points_worst
              • input.concave_points_worst <=. 7/20
              "benign"
              132
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000)
              • not ((input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 6587/25000)
              • (input.radius_se -. 40517/100000) /. 27731/100000 <=. (-13559/25000)
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000)
              • (input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 17131/25000
              • not ((input.compactness_mean -. 5217/50000) /. 5281/100000 <=. (-4159/5000))
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-7603/20000))
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000
                 <=. (-7927/100000))
              • 5 <=. input.radius_mean
              • input.radius_mean <=. 35
              • 0 <=. input.compactness_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.concavity_mean
              • input.concavity_mean <=. 1/2
              • 0 <=. input.radius_se
              • input.radius_se <=. 7/2
              • 0 <=. input.compactness_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.concavity_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concave_points_worst
              • input.concave_points_worst <=. 7/20
              "benign"
              131
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000)
              • (input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 6587/25000
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. (-193/3125))
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000)
              • (input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 17131/25000
              • not ((input.compactness_mean -. 5217/50000) /. 5281/100000 <=. (-4159/5000))
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-7603/20000))
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000
                 <=. (-7927/100000))
              • 5 <=. input.radius_mean
              • input.radius_mean <=. 35
              • 0 <=. input.compactness_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.concavity_mean
              • input.concavity_mean <=. 1/2
              • 0 <=. input.radius_se
              • input.radius_se <=. 7/2
              • 0 <=. input.compactness_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.concavity_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concave_points_worst
              • input.concave_points_worst <=. 7/20
              "benign"
              130
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000)
              • (input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 6587/25000
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. (-193/3125)
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000)
              • (input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 17131/25000
              • not ((input.compactness_mean -. 5217/50000) /. 5281/100000 <=. (-4159/5000))
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-7603/20000))
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000
                 <=. (-7927/100000))
              • 5 <=. input.radius_mean
              • input.radius_mean <=. 35
              • 0 <=. input.compactness_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.concavity_mean
              • input.concavity_mean <=. 1/2
              • 0 <=. input.radius_se
              • input.radius_se <=. 7/2
              • 0 <=. input.compactness_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.concavity_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concave_points_worst
              • input.concave_points_worst <=. 7/20
              "benign"
              129
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000))
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 2453/25000
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000
                 <=. (-17063/100000))
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000)
              • not ((input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 17131/25000)
              • (input.radius_se -. 40517/100000) /. 27731/100000 <=. 1422/3125
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-7603/20000))
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000
                 <=. (-7927/100000))
              • 5 <=. input.radius_mean
              • input.radius_mean <=. 35
              • 0 <=. input.compactness_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.concavity_mean
              • input.concavity_mean <=. 1/2
              • 0 <=. input.radius_se
              • input.radius_se <=. 7/2
              • 0 <=. input.compactness_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.concavity_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concave_points_worst
              • input.concave_points_worst <=. 7/20
              "benign"
              128
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000)
              • not ((input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 6587/25000)
              • (input.radius_se -. 40517/100000) /. 27731/100000 <=. (-13559/25000)
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000)
              • not ((input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 17131/25000)
              • (input.radius_se -. 40517/100000) /. 27731/100000 <=. 1422/3125
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-7603/20000))
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000
                 <=. (-7927/100000))
              • 5 <=. input.radius_mean
              • input.radius_mean <=. 35
              • 0 <=. input.compactness_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.concavity_mean
              • input.concavity_mean <=. 1/2
              • 0 <=. input.radius_se
              • input.radius_se <=. 7/2
              • 0 <=. input.compactness_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.concavity_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concave_points_worst
              • input.concave_points_worst <=. 7/20
              "benign"
              127
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000))
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 2453/25000
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000
                 <=. (-17063/100000))
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000)
              • not ((input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 17131/25000)
              • not ((input.radius_se -. 40517/100000) /. 27731/100000 <=. 1422/3125)
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-7603/20000))
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000
                 <=. (-7927/100000))
              • 5 <=. input.radius_mean
              • input.radius_mean <=. 35
              • 0 <=. input.compactness_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.concavity_mean
              • input.concavity_mean <=. 1/2
              • 0 <=. input.radius_se
              • input.radius_se <=. 7/2
              • 0 <=. input.compactness_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.concavity_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concave_points_worst
              • input.concave_points_worst <=. 7/20
              "benign"
              126
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000))
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 2453/25000
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000
                 <=. (-17063/100000))
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000))
              • (input.radius_mean -. 1412729/100000) /. 70481/20000 <=. (-4667/25000)
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 22607/50000
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-7603/20000))
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000
                 <=. (-7927/100000))
              • 5 <=. input.radius_mean
              • input.radius_mean <=. 35
              • 0 <=. input.compactness_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.concavity_mean
              • input.concavity_mean <=. 1/2
              • 0 <=. input.radius_se
              • input.radius_se <=. 7/2
              • 0 <=. input.compactness_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.concavity_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concave_points_worst
              • input.concave_points_worst <=. 7/20
              "benign"
              125
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000)
              • (input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 6587/25000
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. (-193/3125))
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000))
              • (input.radius_mean -. 1412729/100000) /. 70481/20000 <=. (-4667/25000)
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 22607/50000
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-7603/20000))
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000
                 <=. (-7927/100000))
              • 5 <=. input.radius_mean
              • input.radius_mean <=. 35
              • 0 <=. input.compactness_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.concavity_mean
              • input.concavity_mean <=. 1/2
              • 0 <=. input.radius_se
              • input.radius_se <=. 7/2
              • 0 <=. input.compactness_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.concavity_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concave_points_worst
              • input.concave_points_worst <=. 7/20
              "benign"
              124
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000)
              • (input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 6587/25000
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. (-193/3125)
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000))
              • (input.radius_mean -. 1412729/100000) /. 70481/20000 <=. (-4667/25000)
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 22607/50000
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-7603/20000))
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000
                 <=. (-7927/100000))
              • 5 <=. input.radius_mean
              • input.radius_mean <=. 35
              • 0 <=. input.compactness_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.concavity_mean
              • input.concavity_mean <=. 1/2
              • 0 <=. input.radius_se
              • input.radius_se <=. 7/2
              • 0 <=. input.compactness_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.concavity_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concave_points_worst
              • input.concave_points_worst <=. 7/20
              "benign"
              123
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000)
              • (input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 6587/25000
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. (-193/3125))
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000))
              • (input.radius_mean -. 1412729/100000) /. 70481/20000 <=. (-4667/25000)
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 22607/50000)
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-7603/20000))
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000
                 <=. (-7927/100000))
              • 5 <=. input.radius_mean
              • input.radius_mean <=. 35
              • 0 <=. input.compactness_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.concavity_mean
              • input.concavity_mean <=. 1/2
              • 0 <=. input.radius_se
              • input.radius_se <=. 7/2
              • 0 <=. input.compactness_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.concavity_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concave_points_worst
              • input.concave_points_worst <=. 7/20
              "benign"
              122
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000))
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 2453/25000
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000
                 <=. (-17063/100000))
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000))
              • not ((input.radius_mean -. 1412729/100000) /. 70481/20000 <=. (-4667/25000))
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. (-9/100000)
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-7603/20000))
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000
                 <=. (-7927/100000))
              • 5 <=. input.radius_mean
              • input.radius_mean <=. 35
              • 0 <=. input.compactness_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.concavity_mean
              • input.concavity_mean <=. 1/2
              • 0 <=. input.radius_se
              • input.radius_se <=. 7/2
              • 0 <=. input.compactness_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.concavity_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concave_points_worst
              • input.concave_points_worst <=. 7/20
              "benign"
              121
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000)
              • not ((input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 6587/25000)
              • not ((input.radius_se -. 40517/100000) /. 27731/100000 <=. (-13559/25000))
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000))
              • not ((input.radius_mean -. 1412729/100000) /. 70481/20000 <=. (-4667/25000))
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. (-9/100000)
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-7603/20000))
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000
                 <=. (-7927/100000))
              • 5 <=. input.radius_mean
              • input.radius_mean <=. 35
              • 0 <=. input.compactness_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.concavity_mean
              • input.concavity_mean <=. 1/2
              • 0 <=. input.radius_se
              • input.radius_se <=. 7/2
              • 0 <=. input.compactness_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.concavity_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concave_points_worst
              • input.concave_points_worst <=. 7/20
              "benign"
              120
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000)
              • not ((input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 6587/25000)
              • (input.radius_se -. 40517/100000) /. 27731/100000 <=. (-13559/25000)
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000))
              • not ((input.radius_mean -. 1412729/100000) /. 70481/20000 <=. (-4667/25000))
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. (-9/100000)
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-7603/20000))
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000
                 <=. (-7927/100000))
              • 5 <=. input.radius_mean
              • input.radius_mean <=. 35
              • 0 <=. input.compactness_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.concavity_mean
              • input.concavity_mean <=. 1/2
              • 0 <=. input.radius_se
              • input.radius_se <=. 7/2
              • 0 <=. input.compactness_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.concavity_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concave_points_worst
              • input.concave_points_worst <=. 7/20
              "benign"
              119
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000)
              • (input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 6587/25000
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. (-193/3125))
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000))
              • not ((input.radius_mean -. 1412729/100000) /. 70481/20000 <=. (-4667/25000))
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. (-9/100000)
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-7603/20000))
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000
                 <=. (-7927/100000))
              • 5 <=. input.radius_mean
              • input.radius_mean <=. 35
              • 0 <=. input.compactness_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.concavity_mean
              • input.concavity_mean <=. 1/2
              • 0 <=. input.radius_se
              • input.radius_se <=. 7/2
              • 0 <=. input.compactness_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.concavity_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concave_points_worst
              • input.concave_points_worst <=. 7/20
              "benign"
              118
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000)
              • (input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 6587/25000
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. (-193/3125)
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000))
              • not ((input.radius_mean -. 1412729/100000) /. 70481/20000 <=. (-4667/25000))
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. (-9/100000)
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-7603/20000))
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000
                 <=. (-7927/100000))
              • 5 <=. input.radius_mean
              • input.radius_mean <=. 35
              • 0 <=. input.compactness_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.concavity_mean
              • input.concavity_mean <=. 1/2
              • 0 <=. input.radius_se
              • input.radius_se <=. 7/2
              • 0 <=. input.compactness_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.concavity_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concave_points_worst
              • input.concave_points_worst <=. 7/20
              "benign"
              117
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000))
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 2453/25000
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000
                 <=. (-17063/100000))
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000)
              • (input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 17131/25000
              • (input.compactness_mean -. 5217/50000) /. 5281/100000 <=. (-4159/5000)
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-7603/20000))
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000
                <=. (-7927/100000)
              • 5 <=. input.radius_mean
              • input.radius_mean <=. 35
              • 0 <=. input.compactness_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.concavity_mean
              • input.concavity_mean <=. 1/2
              • 0 <=. input.radius_se
              • input.radius_se <=. 7/2
              • 0 <=. input.compactness_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.concavity_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concave_points_worst
              • input.concave_points_worst <=. 7/20
              "benign"
              116
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000))
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 2453/25000
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000
                <=. (-17063/100000)
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000)
              • (input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 17131/25000
              • (input.compactness_mean -. 5217/50000) /. 5281/100000 <=. (-4159/5000)
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-7603/20000))
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000
                <=. (-7927/100000)
              • 5 <=. input.radius_mean
              • input.radius_mean <=. 35
              • 0 <=. input.compactness_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.concavity_mean
              • input.concavity_mean <=. 1/2
              • 0 <=. input.radius_se
              • input.radius_se <=. 7/2
              • 0 <=. input.compactness_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.concavity_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concave_points_worst
              • input.concave_points_worst <=. 7/20
              "benign"
              115
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000)
              • not ((input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 6587/25000)
              • not ((input.radius_se -. 40517/100000) /. 27731/100000 <=. (-13559/25000))
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000)
              • (input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 17131/25000
              • (input.compactness_mean -. 5217/50000) /. 5281/100000 <=. (-4159/5000)
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-7603/20000))
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000
                <=. (-7927/100000)
              • 5 <=. input.radius_mean
              • input.radius_mean <=. 35
              • 0 <=. input.compactness_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.concavity_mean
              • input.concavity_mean <=. 1/2
              • 0 <=. input.radius_se
              • input.radius_se <=. 7/2
              • 0 <=. input.compactness_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.concavity_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concave_points_worst
              • input.concave_points_worst <=. 7/20
              "benign"
              114
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000)
              • not ((input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 6587/25000)
              • (input.radius_se -. 40517/100000) /. 27731/100000 <=. (-13559/25000)
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000)
              • (input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 17131/25000
              • (input.compactness_mean -. 5217/50000) /. 5281/100000 <=. (-4159/5000)
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-7603/20000))
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000
                <=. (-7927/100000)
              • 5 <=. input.radius_mean
              • input.radius_mean <=. 35
              • 0 <=. input.compactness_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.concavity_mean
              • input.concavity_mean <=. 1/2
              • 0 <=. input.radius_se
              • input.radius_se <=. 7/2
              • 0 <=. input.compactness_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.concavity_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concave_points_worst
              • input.concave_points_worst <=. 7/20
              "benign"
              113
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000)
              • (input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 6587/25000
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. (-193/3125)
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000)
              • (input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 17131/25000
              • (input.compactness_mean -. 5217/50000) /. 5281/100000 <=. (-4159/5000)
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-7603/20000))
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000
                <=. (-7927/100000)
              • 5 <=. input.radius_mean
              • input.radius_mean <=. 35
              • 0 <=. input.compactness_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.concavity_mean
              • input.concavity_mean <=. 1/2
              • 0 <=. input.radius_se
              • input.radius_se <=. 7/2
              • 0 <=. input.compactness_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.concavity_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concave_points_worst
              • input.concave_points_worst <=. 7/20
              "benign"
              112
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000))
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 2453/25000
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000
                 <=. (-17063/100000))
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000)
              • (input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 17131/25000
              • not ((input.compactness_mean -. 5217/50000) /. 5281/100000 <=. (-4159/5000))
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-7603/20000))
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000
                <=. (-7927/100000)
              • 5 <=. input.radius_mean
              • input.radius_mean <=. 35
              • 0 <=. input.compactness_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.concavity_mean
              • input.concavity_mean <=. 1/2
              • 0 <=. input.radius_se
              • input.radius_se <=. 7/2
              • 0 <=. input.compactness_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.concavity_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concave_points_worst
              • input.concave_points_worst <=. 7/20
              "benign"
              111
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000))
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 2453/25000
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000
                <=. (-17063/100000)
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000)
              • (input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 17131/25000
              • not ((input.compactness_mean -. 5217/50000) /. 5281/100000 <=. (-4159/5000))
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-7603/20000))
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000
                <=. (-7927/100000)
              • 5 <=. input.radius_mean
              • input.radius_mean <=. 35
              • 0 <=. input.compactness_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.concavity_mean
              • input.concavity_mean <=. 1/2
              • 0 <=. input.radius_se
              • input.radius_se <=. 7/2
              • 0 <=. input.compactness_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.concavity_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concave_points_worst
              • input.concave_points_worst <=. 7/20
              "benign"
              110
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000)
              • not ((input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 6587/25000)
              • not ((input.radius_se -. 40517/100000) /. 27731/100000 <=. (-13559/25000))
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000)
              • (input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 17131/25000
              • not ((input.compactness_mean -. 5217/50000) /. 5281/100000 <=. (-4159/5000))
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-7603/20000))
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000
                <=. (-7927/100000)
              • 5 <=. input.radius_mean
              • input.radius_mean <=. 35
              • 0 <=. input.compactness_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.concavity_mean
              • input.concavity_mean <=. 1/2
              • 0 <=. input.radius_se
              • input.radius_se <=. 7/2
              • 0 <=. input.compactness_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.concavity_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concave_points_worst
              • input.concave_points_worst <=. 7/20
              "benign"
              109
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000)
              • not ((input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 6587/25000)
              • (input.radius_se -. 40517/100000) /. 27731/100000 <=. (-13559/25000)
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000)
              • (input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 17131/25000
              • not ((input.compactness_mean -. 5217/50000) /. 5281/100000 <=. (-4159/5000))
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-7603/20000))
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000
                <=. (-7927/100000)
              • 5 <=. input.radius_mean
              • input.radius_mean <=. 35
              • 0 <=. input.compactness_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.concavity_mean
              • input.concavity_mean <=. 1/2
              • 0 <=. input.radius_se
              • input.radius_se <=. 7/2
              • 0 <=. input.compactness_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.concavity_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concave_points_worst
              • input.concave_points_worst <=. 7/20
              "benign"
              108
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000)
              • (input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 6587/25000
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. (-193/3125)
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000)
              • (input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 17131/25000
              • not ((input.compactness_mean -. 5217/50000) /. 5281/100000 <=. (-4159/5000))
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-7603/20000))
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000
                <=. (-7927/100000)
              • 5 <=. input.radius_mean
              • input.radius_mean <=. 35
              • 0 <=. input.compactness_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.concavity_mean
              • input.concavity_mean <=. 1/2
              • 0 <=. input.radius_se
              • input.radius_se <=. 7/2
              • 0 <=. input.compactness_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.concavity_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concave_points_worst
              • input.concave_points_worst <=. 7/20
              "benign"
              107
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000))
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 2453/25000
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000
                 <=. (-17063/100000))
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000)
              • not ((input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 17131/25000)
              • (input.radius_se -. 40517/100000) /. 27731/100000 <=. 1422/3125
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-7603/20000))
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000
                <=. (-7927/100000)
              • 5 <=. input.radius_mean
              • input.radius_mean <=. 35
              • 0 <=. input.compactness_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.concavity_mean
              • input.concavity_mean <=. 1/2
              • 0 <=. input.radius_se
              • input.radius_se <=. 7/2
              • 0 <=. input.compactness_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.concavity_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concave_points_worst
              • input.concave_points_worst <=. 7/20
              "benign"
              106
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000))
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 2453/25000
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000
                <=. (-17063/100000)
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000)
              • not ((input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 17131/25000)
              • (input.radius_se -. 40517/100000) /. 27731/100000 <=. 1422/3125
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-7603/20000))
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000
                <=. (-7927/100000)
              • 5 <=. input.radius_mean
              • input.radius_mean <=. 35
              • 0 <=. input.compactness_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.concavity_mean
              • input.concavity_mean <=. 1/2
              • 0 <=. input.radius_se
              • input.radius_se <=. 7/2
              • 0 <=. input.compactness_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.concavity_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concave_points_worst
              • input.concave_points_worst <=. 7/20
              "benign"
              105
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000)
              • not ((input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 6587/25000)
              • not ((input.radius_se -. 40517/100000) /. 27731/100000 <=. (-13559/25000))
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000)
              • not ((input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 17131/25000)
              • (input.radius_se -. 40517/100000) /. 27731/100000 <=. 1422/3125
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-7603/20000))
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000
                <=. (-7927/100000)
              • 5 <=. input.radius_mean
              • input.radius_mean <=. 35
              • 0 <=. input.compactness_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.concavity_mean
              • input.concavity_mean <=. 1/2
              • 0 <=. input.radius_se
              • input.radius_se <=. 7/2
              • 0 <=. input.compactness_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.concavity_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concave_points_worst
              • input.concave_points_worst <=. 7/20
              "benign"
              104
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000)
              • not ((input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 6587/25000)
              • (input.radius_se -. 40517/100000) /. 27731/100000 <=. (-13559/25000)
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000)
              • not ((input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 17131/25000)
              • (input.radius_se -. 40517/100000) /. 27731/100000 <=. 1422/3125
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-7603/20000))
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000
                <=. (-7927/100000)
              • 5 <=. input.radius_mean
              • input.radius_mean <=. 35
              • 0 <=. input.compactness_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.concavity_mean
              • input.concavity_mean <=. 1/2
              • 0 <=. input.radius_se
              • input.radius_se <=. 7/2
              • 0 <=. input.compactness_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.concavity_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concave_points_worst
              • input.concave_points_worst <=. 7/20
              "benign"
              103
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000))
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 2453/25000
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000
                 <=. (-17063/100000))
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000)
              • not ((input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 17131/25000)
              • not ((input.radius_se -. 40517/100000) /. 27731/100000 <=. 1422/3125)
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-7603/20000))
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000
                <=. (-7927/100000)
              • 5 <=. input.radius_mean
              • input.radius_mean <=. 35
              • 0 <=. input.compactness_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.concavity_mean
              • input.concavity_mean <=. 1/2
              • 0 <=. input.radius_se
              • input.radius_se <=. 7/2
              • 0 <=. input.compactness_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.concavity_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concave_points_worst
              • input.concave_points_worst <=. 7/20
              "benign"
              102
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000))
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 2453/25000
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000
                <=. (-17063/100000)
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000)
              • not ((input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 17131/25000)
              • not ((input.radius_se -. 40517/100000) /. 27731/100000 <=. 1422/3125)
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-7603/20000))
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000
                <=. (-7927/100000)
              • 5 <=. input.radius_mean
              • input.radius_mean <=. 35
              • 0 <=. input.compactness_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.concavity_mean
              • input.concavity_mean <=. 1/2
              • 0 <=. input.radius_se
              • input.radius_se <=. 7/2
              • 0 <=. input.compactness_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.concavity_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concave_points_worst
              • input.concave_points_worst <=. 7/20
              "benign"
              101
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000)
              • not ((input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 6587/25000)
              • not ((input.radius_se -. 40517/100000) /. 27731/100000 <=. (-13559/25000))
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000)
              • not ((input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 17131/25000)
              • not ((input.radius_se -. 40517/100000) /. 27731/100000 <=. 1422/3125)
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-7603/20000))
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000
                <=. (-7927/100000)
              • 5 <=. input.radius_mean
              • input.radius_mean <=. 35
              • 0 <=. input.compactness_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.concavity_mean
              • input.concavity_mean <=. 1/2
              • 0 <=. input.radius_se
              • input.radius_se <=. 7/2
              • 0 <=. input.compactness_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.concavity_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concave_points_worst
              • input.concave_points_worst <=. 7/20
              "benign"
              100
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000))
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 2453/25000
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000
                 <=. (-17063/100000))
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000))
              • (input.radius_mean -. 1412729/100000) /. 70481/20000 <=. (-4667/25000)
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 22607/50000
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-7603/20000))
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000
                <=. (-7927/100000)
              • 5 <=. input.radius_mean
              • input.radius_mean <=. 35
              • 0 <=. input.compactness_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.concavity_mean
              • input.concavity_mean <=. 1/2
              • 0 <=. input.radius_se
              • input.radius_se <=. 7/2
              • 0 <=. input.compactness_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.concavity_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concave_points_worst
              • input.concave_points_worst <=. 7/20
              "benign"
              99
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000))
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 2453/25000
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000
                <=. (-17063/100000)
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000))
              • (input.radius_mean -. 1412729/100000) /. 70481/20000 <=. (-4667/25000)
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 22607/50000
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-7603/20000))
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000
                <=. (-7927/100000)
              • 5 <=. input.radius_mean
              • input.radius_mean <=. 35
              • 0 <=. input.compactness_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.concavity_mean
              • input.concavity_mean <=. 1/2
              • 0 <=. input.radius_se
              • input.radius_se <=. 7/2
              • 0 <=. input.compactness_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.concavity_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concave_points_worst
              • input.concave_points_worst <=. 7/20
              "benign"
              98
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000)
              • (input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 6587/25000
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. (-193/3125)
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000))
              • (input.radius_mean -. 1412729/100000) /. 70481/20000 <=. (-4667/25000)
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 22607/50000
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-7603/20000))
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000
                <=. (-7927/100000)
              • 5 <=. input.radius_mean
              • input.radius_mean <=. 35
              • 0 <=. input.compactness_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.concavity_mean
              • input.concavity_mean <=. 1/2
              • 0 <=. input.radius_se
              • input.radius_se <=. 7/2
              • 0 <=. input.compactness_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.concavity_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concave_points_worst
              • input.concave_points_worst <=. 7/20
              "benign"
              97
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000))
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 2453/25000
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000
                 <=. (-17063/100000))
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000))
              • not ((input.radius_mean -. 1412729/100000) /. 70481/20000 <=. (-4667/25000))
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. (-9/100000)
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-7603/20000))
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000
                <=. (-7927/100000)
              • 5 <=. input.radius_mean
              • input.radius_mean <=. 35
              • 0 <=. input.compactness_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.concavity_mean
              • input.concavity_mean <=. 1/2
              • 0 <=. input.radius_se
              • input.radius_se <=. 7/2
              • 0 <=. input.compactness_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.concavity_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concave_points_worst
              • input.concave_points_worst <=. 7/20
              "benign"
              96
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000))
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 2453/25000
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000
                <=. (-17063/100000)
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000))
              • not ((input.radius_mean -. 1412729/100000) /. 70481/20000 <=. (-4667/25000))
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. (-9/100000)
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-7603/20000))
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000
                <=. (-7927/100000)
              • 5 <=. input.radius_mean
              • input.radius_mean <=. 35
              • 0 <=. input.compactness_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.concavity_mean
              • input.concavity_mean <=. 1/2
              • 0 <=. input.radius_se
              • input.radius_se <=. 7/2
              • 0 <=. input.compactness_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.concavity_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concave_points_worst
              • input.concave_points_worst <=. 7/20
              "benign"
              95
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000)
              • not ((input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 6587/25000)
              • not ((input.radius_se -. 40517/100000) /. 27731/100000 <=. (-13559/25000))
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000))
              • not ((input.radius_mean -. 1412729/100000) /. 70481/20000 <=. (-4667/25000))
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. (-9/100000)
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-7603/20000))
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000
                <=. (-7927/100000)
              • 5 <=. input.radius_mean
              • input.radius_mean <=. 35
              • 0 <=. input.compactness_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.concavity_mean
              • input.concavity_mean <=. 1/2
              • 0 <=. input.radius_se
              • input.radius_se <=. 7/2
              • 0 <=. input.compactness_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.concavity_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concave_points_worst
              • input.concave_points_worst <=. 7/20
              "benign"
              94
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000)
              • not ((input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 6587/25000)
              • (input.radius_se -. 40517/100000) /. 27731/100000 <=. (-13559/25000)
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000))
              • not ((input.radius_mean -. 1412729/100000) /. 70481/20000 <=. (-4667/25000))
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. (-9/100000)
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-7603/20000))
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000
                <=. (-7927/100000)
              • 5 <=. input.radius_mean
              • input.radius_mean <=. 35
              • 0 <=. input.compactness_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.concavity_mean
              • input.concavity_mean <=. 1/2
              • 0 <=. input.radius_se
              • input.radius_se <=. 7/2
              • 0 <=. input.compactness_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.concavity_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concave_points_worst
              • input.concave_points_worst <=. 7/20
              "benign"
              93
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000)
              • (input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 6587/25000
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. (-193/3125)
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000))
              • not ((input.radius_mean -. 1412729/100000) /. 70481/20000 <=. (-4667/25000))
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. (-9/100000)
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-7603/20000))
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000
                <=. (-7927/100000)
              • 5 <=. input.radius_mean
              • input.radius_mean <=. 35
              • 0 <=. input.compactness_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.concavity_mean
              • input.concavity_mean <=. 1/2
              • 0 <=. input.radius_se
              • input.radius_se <=. 7/2
              • 0 <=. input.compactness_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.concavity_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concave_points_worst
              • input.concave_points_worst <=. 7/20
              "benign"
              92
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000))
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 2453/25000)
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 265413/100000
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000)
              • (input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 17131/25000
              • (input.compactness_mean -. 5217/50000) /. 5281/100000 <=. (-4159/5000)
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-7603/20000)
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-60659/100000))
              • 5 <=. input.radius_mean
              • input.radius_mean <=. 35
              • 0 <=. input.compactness_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.concavity_mean
              • input.concavity_mean <=. 1/2
              • 0 <=. input.radius_se
              • input.radius_se <=. 7/2
              • 0 <=. input.compactness_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.concavity_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concave_points_worst
              • input.concave_points_worst <=. 7/20
              "benign"
              91
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000))
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 2453/25000
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000
                 <=. (-17063/100000))
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000)
              • (input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 17131/25000
              • (input.compactness_mean -. 5217/50000) /. 5281/100000 <=. (-4159/5000)
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-7603/20000)
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-60659/100000))
              • 5 <=. input.radius_mean
              • input.radius_mean <=. 35
              • 0 <=. input.compactness_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.concavity_mean
              • input.concavity_mean <=. 1/2
              • 0 <=. input.radius_se
              • input.radius_se <=. 7/2
              • 0 <=. input.compactness_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.concavity_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concave_points_worst
              • input.concave_points_worst <=. 7/20
              "benign"
              90
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000))
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 2453/25000
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000
                <=. (-17063/100000)
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000)
              • (input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 17131/25000
              • (input.compactness_mean -. 5217/50000) /. 5281/100000 <=. (-4159/5000)
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-7603/20000)
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-60659/100000))
              • 5 <=. input.radius_mean
              • input.radius_mean <=. 35
              • 0 <=. input.compactness_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.concavity_mean
              • input.concavity_mean <=. 1/2
              • 0 <=. input.radius_se
              • input.radius_se <=. 7/2
              • 0 <=. input.compactness_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.concavity_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concave_points_worst
              • input.concave_points_worst <=. 7/20
              "benign"
              89
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000)
              • not ((input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 6587/25000)
              • not ((input.radius_se -. 40517/100000) /. 27731/100000 <=. (-13559/25000))
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000)
              • (input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 17131/25000
              • (input.compactness_mean -. 5217/50000) /. 5281/100000 <=. (-4159/5000)
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-7603/20000)
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-60659/100000))
              • 5 <=. input.radius_mean
              • input.radius_mean <=. 35
              • 0 <=. input.compactness_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.concavity_mean
              • input.concavity_mean <=. 1/2
              • 0 <=. input.radius_se
              • input.radius_se <=. 7/2
              • 0 <=. input.compactness_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.concavity_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concave_points_worst
              • input.concave_points_worst <=. 7/20
              "benign"
              88
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000)
              • not ((input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 6587/25000)
              • (input.radius_se -. 40517/100000) /. 27731/100000 <=. (-13559/25000)
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000)
              • (input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 17131/25000
              • (input.compactness_mean -. 5217/50000) /. 5281/100000 <=. (-4159/5000)
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-7603/20000)
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-60659/100000))
              • 5 <=. input.radius_mean
              • input.radius_mean <=. 35
              • 0 <=. input.compactness_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.concavity_mean
              • input.concavity_mean <=. 1/2
              • 0 <=. input.radius_se
              • input.radius_se <=. 7/2
              • 0 <=. input.compactness_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.concavity_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concave_points_worst
              • input.concave_points_worst <=. 7/20
              "benign"
              87
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000)
              • (input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 6587/25000
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. (-193/3125))
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000)
              • (input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 17131/25000
              • (input.compactness_mean -. 5217/50000) /. 5281/100000 <=. (-4159/5000)
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-7603/20000)
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-60659/100000))
              • 5 <=. input.radius_mean
              • input.radius_mean <=. 35
              • 0 <=. input.compactness_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.concavity_mean
              • input.concavity_mean <=. 1/2
              • 0 <=. input.radius_se
              • input.radius_se <=. 7/2
              • 0 <=. input.compactness_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.concavity_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concave_points_worst
              • input.concave_points_worst <=. 7/20
              "benign"
              86
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000)
              • (input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 6587/25000
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. (-193/3125)
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000)
              • (input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 17131/25000
              • (input.compactness_mean -. 5217/50000) /. 5281/100000 <=. (-4159/5000)
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-7603/20000)
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-60659/100000))
              • 5 <=. input.radius_mean
              • input.radius_mean <=. 35
              • 0 <=. input.compactness_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.concavity_mean
              • input.concavity_mean <=. 1/2
              • 0 <=. input.radius_se
              • input.radius_se <=. 7/2
              • 0 <=. input.compactness_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.concavity_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concave_points_worst
              • input.concave_points_worst <=. 7/20
              "benign"
              85
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000))
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 2453/25000)
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 265413/100000
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000)
              • (input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 17131/25000
              • not ((input.compactness_mean -. 5217/50000) /. 5281/100000 <=. (-4159/5000))
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-7603/20000)
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-60659/100000))
              • 5 <=. input.radius_mean
              • input.radius_mean <=. 35
              • 0 <=. input.compactness_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.concavity_mean
              • input.concavity_mean <=. 1/2
              • 0 <=. input.radius_se
              • input.radius_se <=. 7/2
              • 0 <=. input.compactness_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.concavity_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concave_points_worst
              • input.concave_points_worst <=. 7/20
              "benign"
              84
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000))
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 2453/25000
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000
                 <=. (-17063/100000))
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000)
              • (input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 17131/25000
              • not ((input.compactness_mean -. 5217/50000) /. 5281/100000 <=. (-4159/5000))
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-7603/20000)
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-60659/100000))
              • 5 <=. input.radius_mean
              • input.radius_mean <=. 35
              • 0 <=. input.compactness_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.concavity_mean
              • input.concavity_mean <=. 1/2
              • 0 <=. input.radius_se
              • input.radius_se <=. 7/2
              • 0 <=. input.compactness_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.concavity_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concave_points_worst
              • input.concave_points_worst <=. 7/20
              "benign"
              83
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000))
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 2453/25000
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000
                <=. (-17063/100000)
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000)
              • (input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 17131/25000
              • not ((input.compactness_mean -. 5217/50000) /. 5281/100000 <=. (-4159/5000))
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-7603/20000)
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-60659/100000))
              • 5 <=. input.radius_mean
              • input.radius_mean <=. 35
              • 0 <=. input.compactness_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.concavity_mean
              • input.concavity_mean <=. 1/2
              • 0 <=. input.radius_se
              • input.radius_se <=. 7/2
              • 0 <=. input.compactness_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.concavity_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concave_points_worst
              • input.concave_points_worst <=. 7/20
              "benign"
              82
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000)
              • not ((input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 6587/25000)
              • not ((input.radius_se -. 40517/100000) /. 27731/100000 <=. (-13559/25000))
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000)
              • (input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 17131/25000
              • not ((input.compactness_mean -. 5217/50000) /. 5281/100000 <=. (-4159/5000))
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-7603/20000)
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-60659/100000))
              • 5 <=. input.radius_mean
              • input.radius_mean <=. 35
              • 0 <=. input.compactness_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.concavity_mean
              • input.concavity_mean <=. 1/2
              • 0 <=. input.radius_se
              • input.radius_se <=. 7/2
              • 0 <=. input.compactness_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.concavity_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concave_points_worst
              • input.concave_points_worst <=. 7/20
              "benign"
              81
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000)
              • not ((input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 6587/25000)
              • (input.radius_se -. 40517/100000) /. 27731/100000 <=. (-13559/25000)
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000)
              • (input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 17131/25000
              • not ((input.compactness_mean -. 5217/50000) /. 5281/100000 <=. (-4159/5000))
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-7603/20000)
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-60659/100000))
              • 5 <=. input.radius_mean
              • input.radius_mean <=. 35
              • 0 <=. input.compactness_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.concavity_mean
              • input.concavity_mean <=. 1/2
              • 0 <=. input.radius_se
              • input.radius_se <=. 7/2
              • 0 <=. input.compactness_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.concavity_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concave_points_worst
              • input.concave_points_worst <=. 7/20
              "benign"
              80
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000)
              • (input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 6587/25000
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. (-193/3125))
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000)
              • (input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 17131/25000
              • not ((input.compactness_mean -. 5217/50000) /. 5281/100000 <=. (-4159/5000))
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-7603/20000)
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-60659/100000))
              • 5 <=. input.radius_mean
              • input.radius_mean <=. 35
              • 0 <=. input.compactness_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.concavity_mean
              • input.concavity_mean <=. 1/2
              • 0 <=. input.radius_se
              • input.radius_se <=. 7/2
              • 0 <=. input.compactness_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.concavity_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concave_points_worst
              • input.concave_points_worst <=. 7/20
              "benign"
              79
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000)
              • (input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 6587/25000
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. (-193/3125)
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000)
              • (input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 17131/25000
              • not ((input.compactness_mean -. 5217/50000) /. 5281/100000 <=. (-4159/5000))
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-7603/20000)
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-60659/100000))
              • 5 <=. input.radius_mean
              • input.radius_mean <=. 35
              • 0 <=. input.compactness_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.concavity_mean
              • input.concavity_mean <=. 1/2
              • 0 <=. input.radius_se
              • input.radius_se <=. 7/2
              • 0 <=. input.compactness_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.concavity_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concave_points_worst
              • input.concave_points_worst <=. 7/20
              "benign"
              78
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000))
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 2453/25000
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000
                 <=. (-17063/100000))
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000)
              • not ((input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 17131/25000)
              • (input.radius_se -. 40517/100000) /. 27731/100000 <=. 1422/3125
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-7603/20000)
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-60659/100000))
              • 5 <=. input.radius_mean
              • input.radius_mean <=. 35
              • 0 <=. input.compactness_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.concavity_mean
              • input.concavity_mean <=. 1/2
              • 0 <=. input.radius_se
              • input.radius_se <=. 7/2
              • 0 <=. input.compactness_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.concavity_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concave_points_worst
              • input.concave_points_worst <=. 7/20
              "benign"
              77
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000))
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 2453/25000
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000
                <=. (-17063/100000)
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000)
              • not ((input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 17131/25000)
              • (input.radius_se -. 40517/100000) /. 27731/100000 <=. 1422/3125
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-7603/20000)
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-60659/100000))
              • 5 <=. input.radius_mean
              • input.radius_mean <=. 35
              • 0 <=. input.compactness_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.concavity_mean
              • input.concavity_mean <=. 1/2
              • 0 <=. input.radius_se
              • input.radius_se <=. 7/2
              • 0 <=. input.compactness_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.concavity_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concave_points_worst
              • input.concave_points_worst <=. 7/20
              "benign"
              76
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000)
              • not ((input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 6587/25000)
              • not ((input.radius_se -. 40517/100000) /. 27731/100000 <=. (-13559/25000))
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000)
              • not ((input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 17131/25000)
              • (input.radius_se -. 40517/100000) /. 27731/100000 <=. 1422/3125
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-7603/20000)
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-60659/100000))
              • 5 <=. input.radius_mean
              • input.radius_mean <=. 35
              • 0 <=. input.compactness_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.concavity_mean
              • input.concavity_mean <=. 1/2
              • 0 <=. input.radius_se
              • input.radius_se <=. 7/2
              • 0 <=. input.compactness_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.concavity_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concave_points_worst
              • input.concave_points_worst <=. 7/20
              "benign"
              75
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000)
              • not ((input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 6587/25000)
              • (input.radius_se -. 40517/100000) /. 27731/100000 <=. (-13559/25000)
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000)
              • not ((input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 17131/25000)
              • (input.radius_se -. 40517/100000) /. 27731/100000 <=. 1422/3125
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-7603/20000)
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-60659/100000))
              • 5 <=. input.radius_mean
              • input.radius_mean <=. 35
              • 0 <=. input.compactness_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.concavity_mean
              • input.concavity_mean <=. 1/2
              • 0 <=. input.radius_se
              • input.radius_se <=. 7/2
              • 0 <=. input.compactness_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.concavity_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concave_points_worst
              • input.concave_points_worst <=. 7/20
              "benign"
              74
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000))
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 2453/25000
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000
                 <=. (-17063/100000))
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000)
              • not ((input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 17131/25000)
              • not ((input.radius_se -. 40517/100000) /. 27731/100000 <=. 1422/3125)
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-7603/20000)
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-60659/100000))
              • 5 <=. input.radius_mean
              • input.radius_mean <=. 35
              • 0 <=. input.compactness_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.concavity_mean
              • input.concavity_mean <=. 1/2
              • 0 <=. input.radius_se
              • input.radius_se <=. 7/2
              • 0 <=. input.compactness_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.concavity_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concave_points_worst
              • input.concave_points_worst <=. 7/20
              "benign"
              73
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000))
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 2453/25000
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000
                <=. (-17063/100000)
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000)
              • not ((input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 17131/25000)
              • not ((input.radius_se -. 40517/100000) /. 27731/100000 <=. 1422/3125)
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-7603/20000)
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-60659/100000))
              • 5 <=. input.radius_mean
              • input.radius_mean <=. 35
              • 0 <=. input.compactness_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.concavity_mean
              • input.concavity_mean <=. 1/2
              • 0 <=. input.radius_se
              • input.radius_se <=. 7/2
              • 0 <=. input.compactness_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.concavity_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concave_points_worst
              • input.concave_points_worst <=. 7/20
              "benign"
              72
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000)
              • not ((input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 6587/25000)
              • not ((input.radius_se -. 40517/100000) /. 27731/100000 <=. (-13559/25000))
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000)
              • not ((input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 17131/25000)
              • not ((input.radius_se -. 40517/100000) /. 27731/100000 <=. 1422/3125)
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-7603/20000)
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-60659/100000))
              • 5 <=. input.radius_mean
              • input.radius_mean <=. 35
              • 0 <=. input.compactness_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.concavity_mean
              • input.concavity_mean <=. 1/2
              • 0 <=. input.radius_se
              • input.radius_se <=. 7/2
              • 0 <=. input.compactness_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.concavity_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concave_points_worst
              • input.concave_points_worst <=. 7/20
              "benign"
              71
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000))
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 2453/25000)
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 265413/100000
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000)
              • (input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 17131/25000
              • (input.compactness_mean -. 5217/50000) /. 5281/100000 <=. (-4159/5000)
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-7603/20000)
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-60659/100000)
              • 5 <=. input.radius_mean
              • input.radius_mean <=. 35
              • 0 <=. input.compactness_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.concavity_mean
              • input.concavity_mean <=. 1/2
              • 0 <=. input.radius_se
              • input.radius_se <=. 7/2
              • 0 <=. input.compactness_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.concavity_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concave_points_worst
              • input.concave_points_worst <=. 7/20
              "benign"
              70
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000))
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 2453/25000
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000
                 <=. (-17063/100000))
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000)
              • (input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 17131/25000
              • (input.compactness_mean -. 5217/50000) /. 5281/100000 <=. (-4159/5000)
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-7603/20000)
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-60659/100000)
              • 5 <=. input.radius_mean
              • input.radius_mean <=. 35
              • 0 <=. input.compactness_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.concavity_mean
              • input.concavity_mean <=. 1/2
              • 0 <=. input.radius_se
              • input.radius_se <=. 7/2
              • 0 <=. input.compactness_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.concavity_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concave_points_worst
              • input.concave_points_worst <=. 7/20
              "benign"
              69
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000))
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 2453/25000
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000
                <=. (-17063/100000)
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000)
              • (input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 17131/25000
              • (input.compactness_mean -. 5217/50000) /. 5281/100000 <=. (-4159/5000)
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-7603/20000)
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-60659/100000)
              • 5 <=. input.radius_mean
              • input.radius_mean <=. 35
              • 0 <=. input.compactness_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.concavity_mean
              • input.concavity_mean <=. 1/2
              • 0 <=. input.radius_se
              • input.radius_se <=. 7/2
              • 0 <=. input.compactness_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.concavity_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concave_points_worst
              • input.concave_points_worst <=. 7/20
              "benign"
              68
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000)
              • not ((input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 6587/25000)
              • not ((input.radius_se -. 40517/100000) /. 27731/100000 <=. (-13559/25000))
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000)
              • (input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 17131/25000
              • (input.compactness_mean -. 5217/50000) /. 5281/100000 <=. (-4159/5000)
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-7603/20000)
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-60659/100000)
              • 5 <=. input.radius_mean
              • input.radius_mean <=. 35
              • 0 <=. input.compactness_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.concavity_mean
              • input.concavity_mean <=. 1/2
              • 0 <=. input.radius_se
              • input.radius_se <=. 7/2
              • 0 <=. input.compactness_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.concavity_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concave_points_worst
              • input.concave_points_worst <=. 7/20
              "benign"
              67
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000)
              • not ((input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 6587/25000)
              • (input.radius_se -. 40517/100000) /. 27731/100000 <=. (-13559/25000)
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000)
              • (input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 17131/25000
              • (input.compactness_mean -. 5217/50000) /. 5281/100000 <=. (-4159/5000)
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-7603/20000)
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-60659/100000)
              • 5 <=. input.radius_mean
              • input.radius_mean <=. 35
              • 0 <=. input.compactness_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.concavity_mean
              • input.concavity_mean <=. 1/2
              • 0 <=. input.radius_se
              • input.radius_se <=. 7/2
              • 0 <=. input.compactness_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.concavity_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concave_points_worst
              • input.concave_points_worst <=. 7/20
              "benign"
              66
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000)
              • (input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 6587/25000
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. (-193/3125))
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000)
              • (input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 17131/25000
              • (input.compactness_mean -. 5217/50000) /. 5281/100000 <=. (-4159/5000)
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-7603/20000)
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-60659/100000)
              • 5 <=. input.radius_mean
              • input.radius_mean <=. 35
              • 0 <=. input.compactness_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.concavity_mean
              • input.concavity_mean <=. 1/2
              • 0 <=. input.radius_se
              • input.radius_se <=. 7/2
              • 0 <=. input.compactness_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.concavity_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concave_points_worst
              • input.concave_points_worst <=. 7/20
              "benign"
              65
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000)
              • (input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 6587/25000
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. (-193/3125)
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000)
              • (input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 17131/25000
              • (input.compactness_mean -. 5217/50000) /. 5281/100000 <=. (-4159/5000)
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-7603/20000)
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-60659/100000)
              • 5 <=. input.radius_mean
              • input.radius_mean <=. 35
              • 0 <=. input.compactness_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.concavity_mean
              • input.concavity_mean <=. 1/2
              • 0 <=. input.radius_se
              • input.radius_se <=. 7/2
              • 0 <=. input.compactness_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.concavity_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concave_points_worst
              • input.concave_points_worst <=. 7/20
              "benign"
              64
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000))
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 2453/25000)
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 265413/100000
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000)
              • (input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 17131/25000
              • not ((input.compactness_mean -. 5217/50000) /. 5281/100000 <=. (-4159/5000))
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-7603/20000)
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-60659/100000)
              • 5 <=. input.radius_mean
              • input.radius_mean <=. 35
              • 0 <=. input.compactness_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.concavity_mean
              • input.concavity_mean <=. 1/2
              • 0 <=. input.radius_se
              • input.radius_se <=. 7/2
              • 0 <=. input.compactness_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.concavity_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concave_points_worst
              • input.concave_points_worst <=. 7/20
              "benign"
              63
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000))
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 2453/25000
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000
                 <=. (-17063/100000))
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000)
              • (input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 17131/25000
              • not ((input.compactness_mean -. 5217/50000) /. 5281/100000 <=. (-4159/5000))
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-7603/20000)
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-60659/100000)
              • 5 <=. input.radius_mean
              • input.radius_mean <=. 35
              • 0 <=. input.compactness_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.concavity_mean
              • input.concavity_mean <=. 1/2
              • 0 <=. input.radius_se
              • input.radius_se <=. 7/2
              • 0 <=. input.compactness_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.concavity_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concave_points_worst
              • input.concave_points_worst <=. 7/20
              "benign"
              62
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000))
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 2453/25000
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000
                <=. (-17063/100000)
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000)
              • (input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 17131/25000
              • not ((input.compactness_mean -. 5217/50000) /. 5281/100000 <=. (-4159/5000))
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-7603/20000)
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-60659/100000)
              • 5 <=. input.radius_mean
              • input.radius_mean <=. 35
              • 0 <=. input.compactness_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.concavity_mean
              • input.concavity_mean <=. 1/2
              • 0 <=. input.radius_se
              • input.radius_se <=. 7/2
              • 0 <=. input.compactness_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.concavity_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concave_points_worst
              • input.concave_points_worst <=. 7/20
              "benign"
              61
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000)
              • not ((input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 6587/25000)
              • not ((input.radius_se -. 40517/100000) /. 27731/100000 <=. (-13559/25000))
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000)
              • (input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 17131/25000
              • not ((input.compactness_mean -. 5217/50000) /. 5281/100000 <=. (-4159/5000))
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-7603/20000)
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-60659/100000)
              • 5 <=. input.radius_mean
              • input.radius_mean <=. 35
              • 0 <=. input.compactness_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.concavity_mean
              • input.concavity_mean <=. 1/2
              • 0 <=. input.radius_se
              • input.radius_se <=. 7/2
              • 0 <=. input.compactness_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.concavity_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concave_points_worst
              • input.concave_points_worst <=. 7/20
              "benign"
              60
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000)
              • not ((input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 6587/25000)
              • (input.radius_se -. 40517/100000) /. 27731/100000 <=. (-13559/25000)
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000)
              • (input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 17131/25000
              • not ((input.compactness_mean -. 5217/50000) /. 5281/100000 <=. (-4159/5000))
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-7603/20000)
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-60659/100000)
              • 5 <=. input.radius_mean
              • input.radius_mean <=. 35
              • 0 <=. input.compactness_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.concavity_mean
              • input.concavity_mean <=. 1/2
              • 0 <=. input.radius_se
              • input.radius_se <=. 7/2
              • 0 <=. input.compactness_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.concavity_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concave_points_worst
              • input.concave_points_worst <=. 7/20
              "benign"
              59
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000)
              • (input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 6587/25000
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. (-193/3125))
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000)
              • (input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 17131/25000
              • not ((input.compactness_mean -. 5217/50000) /. 5281/100000 <=. (-4159/5000))
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-7603/20000)
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-60659/100000)
              • 5 <=. input.radius_mean
              • input.radius_mean <=. 35
              • 0 <=. input.compactness_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.concavity_mean
              • input.concavity_mean <=. 1/2
              • 0 <=. input.radius_se
              • input.radius_se <=. 7/2
              • 0 <=. input.compactness_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.concavity_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concave_points_worst
              • input.concave_points_worst <=. 7/20
              "benign"
              58
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000)
              • (input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 6587/25000
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. (-193/3125)
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000)
              • (input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 17131/25000
              • not ((input.compactness_mean -. 5217/50000) /. 5281/100000 <=. (-4159/5000))
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-7603/20000)
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-60659/100000)
              • 5 <=. input.radius_mean
              • input.radius_mean <=. 35
              • 0 <=. input.compactness_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.concavity_mean
              • input.concavity_mean <=. 1/2
              • 0 <=. input.radius_se
              • input.radius_se <=. 7/2
              • 0 <=. input.compactness_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.concavity_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concave_points_worst
              • input.concave_points_worst <=. 7/20
              "benign"
              57
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000))
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 2453/25000)
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 265413/100000
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000)
              • not ((input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 17131/25000)
              • (input.radius_se -. 40517/100000) /. 27731/100000 <=. 1422/3125
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-7603/20000)
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-60659/100000)
              • 5 <=. input.radius_mean
              • input.radius_mean <=. 35
              • 0 <=. input.compactness_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.concavity_mean
              • input.concavity_mean <=. 1/2
              • 0 <=. input.radius_se
              • input.radius_se <=. 7/2
              • 0 <=. input.compactness_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.concavity_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concave_points_worst
              • input.concave_points_worst <=. 7/20
              "benign"
              56
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000))
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 2453/25000
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000
                 <=. (-17063/100000))
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000)
              • not ((input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 17131/25000)
              • (input.radius_se -. 40517/100000) /. 27731/100000 <=. 1422/3125
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-7603/20000)
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-60659/100000)
              • 5 <=. input.radius_mean
              • input.radius_mean <=. 35
              • 0 <=. input.compactness_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.concavity_mean
              • input.concavity_mean <=. 1/2
              • 0 <=. input.radius_se
              • input.radius_se <=. 7/2
              • 0 <=. input.compactness_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.concavity_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concave_points_worst
              • input.concave_points_worst <=. 7/20
              "benign"
              55
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000))
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 2453/25000
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000
                <=. (-17063/100000)
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000)
              • not ((input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 17131/25000)
              • (input.radius_se -. 40517/100000) /. 27731/100000 <=. 1422/3125
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-7603/20000)
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-60659/100000)
              • 5 <=. input.radius_mean
              • input.radius_mean <=. 35
              • 0 <=. input.compactness_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.concavity_mean
              • input.concavity_mean <=. 1/2
              • 0 <=. input.radius_se
              • input.radius_se <=. 7/2
              • 0 <=. input.compactness_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.concavity_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concave_points_worst
              • input.concave_points_worst <=. 7/20
              "benign"
              54
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000)
              • not ((input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 6587/25000)
              • not ((input.radius_se -. 40517/100000) /. 27731/100000 <=. (-13559/25000))
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000)
              • not ((input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 17131/25000)
              • (input.radius_se -. 40517/100000) /. 27731/100000 <=. 1422/3125
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-7603/20000)
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-60659/100000)
              • 5 <=. input.radius_mean
              • input.radius_mean <=. 35
              • 0 <=. input.compactness_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.concavity_mean
              • input.concavity_mean <=. 1/2
              • 0 <=. input.radius_se
              • input.radius_se <=. 7/2
              • 0 <=. input.compactness_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.concavity_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concave_points_worst
              • input.concave_points_worst <=. 7/20
              "benign"
              53
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000)
              • not ((input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 6587/25000)
              • (input.radius_se -. 40517/100000) /. 27731/100000 <=. (-13559/25000)
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000)
              • not ((input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 17131/25000)
              • (input.radius_se -. 40517/100000) /. 27731/100000 <=. 1422/3125
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-7603/20000)
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-60659/100000)
              • 5 <=. input.radius_mean
              • input.radius_mean <=. 35
              • 0 <=. input.compactness_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.concavity_mean
              • input.concavity_mean <=. 1/2
              • 0 <=. input.radius_se
              • input.radius_se <=. 7/2
              • 0 <=. input.compactness_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.concavity_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concave_points_worst
              • input.concave_points_worst <=. 7/20
              "benign"
              52
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000))
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 2453/25000)
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 265413/100000
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000)
              • not ((input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 17131/25000)
              • not ((input.radius_se -. 40517/100000) /. 27731/100000 <=. 1422/3125)
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-7603/20000)
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-60659/100000)
              • 5 <=. input.radius_mean
              • input.radius_mean <=. 35
              • 0 <=. input.compactness_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.concavity_mean
              • input.concavity_mean <=. 1/2
              • 0 <=. input.radius_se
              • input.radius_se <=. 7/2
              • 0 <=. input.compactness_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.concavity_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concave_points_worst
              • input.concave_points_worst <=. 7/20
              "benign"
              51
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000))
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 2453/25000
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000
                 <=. (-17063/100000))
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000)
              • not ((input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 17131/25000)
              • not ((input.radius_se -. 40517/100000) /. 27731/100000 <=. 1422/3125)
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-7603/20000)
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-60659/100000)
              • 5 <=. input.radius_mean
              • input.radius_mean <=. 35
              • 0 <=. input.compactness_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.concavity_mean
              • input.concavity_mean <=. 1/2
              • 0 <=. input.radius_se
              • input.radius_se <=. 7/2
              • 0 <=. input.compactness_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.concavity_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concave_points_worst
              • input.concave_points_worst <=. 7/20
              "benign"
              50
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000))
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 2453/25000
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000
                <=. (-17063/100000)
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000)
              • not ((input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 17131/25000)
              • not ((input.radius_se -. 40517/100000) /. 27731/100000 <=. 1422/3125)
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-7603/20000)
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-60659/100000)
              • 5 <=. input.radius_mean
              • input.radius_mean <=. 35
              • 0 <=. input.compactness_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.concavity_mean
              • input.concavity_mean <=. 1/2
              • 0 <=. input.radius_se
              • input.radius_se <=. 7/2
              • 0 <=. input.compactness_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.concavity_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concave_points_worst
              • input.concave_points_worst <=. 7/20
              "benign"
              49
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000)
              • not ((input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 6587/25000)
              • not ((input.radius_se -. 40517/100000) /. 27731/100000 <=. (-13559/25000))
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000)
              • not ((input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 17131/25000)
              • not ((input.radius_se -. 40517/100000) /. 27731/100000 <=. 1422/3125)
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-7603/20000)
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-60659/100000)
              • 5 <=. input.radius_mean
              • input.radius_mean <=. 35
              • 0 <=. input.compactness_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.concavity_mean
              • input.concavity_mean <=. 1/2
              • 0 <=. input.radius_se
              • input.radius_se <=. 7/2
              • 0 <=. input.compactness_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.concavity_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concave_points_worst
              • input.concave_points_worst <=. 7/20
              "benign"
              48
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000))
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 2453/25000)
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 265413/100000
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000)
              • (input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 17131/25000
              • (input.compactness_mean -. 5217/50000) /. 5281/100000 <=. (-4159/5000)
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000)
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 5861/12500)
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. 174327/100000)
              • 5 <=. input.radius_mean
              • input.radius_mean <=. 35
              • 0 <=. input.compactness_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.concavity_mean
              • input.concavity_mean <=. 1/2
              • 0 <=. input.radius_se
              • input.radius_se <=. 7/2
              • 0 <=. input.compactness_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.concavity_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concave_points_worst
              • input.concave_points_worst <=. 7/20
              "malignant"
              47
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000))
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 2453/25000)
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 265413/100000
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000)
              • (input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 17131/25000
              • not ((input.compactness_mean -. 5217/50000) /. 5281/100000 <=. (-4159/5000))
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000)
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 5861/12500)
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. 174327/100000)
              • 5 <=. input.radius_mean
              • input.radius_mean <=. 35
              • 0 <=. input.compactness_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.concavity_mean
              • input.concavity_mean <=. 1/2
              • 0 <=. input.radius_se
              • input.radius_se <=. 7/2
              • 0 <=. input.compactness_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.concavity_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concave_points_worst
              • input.concave_points_worst <=. 7/20
              "malignant"
              46
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000))
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 2453/25000)
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. 265413/100000)
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000)
              • not ((input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 17131/25000)
              • (input.radius_se -. 40517/100000) /. 27731/100000 <=. 1422/3125
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000)
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 5861/12500)
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. 174327/100000)
              • 5 <=. input.radius_mean
              • input.radius_mean <=. 35
              • 0 <=. input.compactness_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.concavity_mean
              • input.concavity_mean <=. 1/2
              • 0 <=. input.radius_se
              • input.radius_se <=. 7/2
              • 0 <=. input.compactness_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.concavity_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concave_points_worst
              • input.concave_points_worst <=. 7/20
              "malignant"
              45
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000))
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 2453/25000)
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 265413/100000
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000)
              • not ((input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 17131/25000)
              • (input.radius_se -. 40517/100000) /. 27731/100000 <=. 1422/3125
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000)
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 5861/12500)
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. 174327/100000)
              • 5 <=. input.radius_mean
              • input.radius_mean <=. 35
              • 0 <=. input.compactness_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.concavity_mean
              • input.concavity_mean <=. 1/2
              • 0 <=. input.radius_se
              • input.radius_se <=. 7/2
              • 0 <=. input.compactness_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.concavity_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concave_points_worst
              • input.concave_points_worst <=. 7/20
              "malignant"
              44
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000))
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 2453/25000)
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. 265413/100000)
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000)
              • not ((input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 17131/25000)
              • not ((input.radius_se -. 40517/100000) /. 27731/100000 <=. 1422/3125)
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000)
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 5861/12500)
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. 174327/100000)
              • 5 <=. input.radius_mean
              • input.radius_mean <=. 35
              • 0 <=. input.compactness_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.concavity_mean
              • input.concavity_mean <=. 1/2
              • 0 <=. input.radius_se
              • input.radius_se <=. 7/2
              • 0 <=. input.compactness_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.concavity_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concave_points_worst
              • input.concave_points_worst <=. 7/20
              "malignant"
              43
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000))
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 2453/25000)
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 265413/100000
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000)
              • not ((input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 17131/25000)
              • not ((input.radius_se -. 40517/100000) /. 27731/100000 <=. 1422/3125)
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000)
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 5861/12500)
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. 174327/100000)
              • 5 <=. input.radius_mean
              • input.radius_mean <=. 35
              • 0 <=. input.compactness_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.concavity_mean
              • input.concavity_mean <=. 1/2
              • 0 <=. input.radius_se
              • input.radius_se <=. 7/2
              • 0 <=. input.compactness_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.concavity_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concave_points_worst
              • input.concave_points_worst <=. 7/20
              "malignant"
              42
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000))
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 2453/25000)
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. 265413/100000)
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000))
              • (input.radius_mean -. 1412729/100000) /. 70481/20000 <=. (-4667/25000)
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 22607/50000)
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000)
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 5861/12500)
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. 174327/100000)
              • 5 <=. input.radius_mean
              • input.radius_mean <=. 35
              • 0 <=. input.compactness_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.concavity_mean
              • input.concavity_mean <=. 1/2
              • 0 <=. input.radius_se
              • input.radius_se <=. 7/2
              • 0 <=. input.compactness_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.concavity_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concave_points_worst
              • input.concave_points_worst <=. 7/20
              "malignant"
              41
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000))
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 2453/25000)
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 265413/100000
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000))
              • (input.radius_mean -. 1412729/100000) /. 70481/20000 <=. (-4667/25000)
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 22607/50000)
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000)
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 5861/12500)
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. 174327/100000)
              • 5 <=. input.radius_mean
              • input.radius_mean <=. 35
              • 0 <=. input.compactness_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.concavity_mean
              • input.concavity_mean <=. 1/2
              • 0 <=. input.radius_se
              • input.radius_se <=. 7/2
              • 0 <=. input.compactness_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.concavity_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concave_points_worst
              • input.concave_points_worst <=. 7/20
              "malignant"
              40
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000))
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 2453/25000)
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. 265413/100000)
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000))
              • not ((input.radius_mean -. 1412729/100000) /. 70481/20000 <=. (-4667/25000))
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. (-9/100000))
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000)
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 5861/12500)
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. 174327/100000)
              • 5 <=. input.radius_mean
              • input.radius_mean <=. 35
              • 0 <=. input.compactness_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.concavity_mean
              • input.concavity_mean <=. 1/2
              • 0 <=. input.radius_se
              • input.radius_se <=. 7/2
              • 0 <=. input.compactness_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.concavity_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concave_points_worst
              • input.concave_points_worst <=. 7/20
              "malignant"
              39
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000))
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 2453/25000)
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 265413/100000
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000))
              • not ((input.radius_mean -. 1412729/100000) /. 70481/20000 <=. (-4667/25000))
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. (-9/100000))
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000)
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 5861/12500)
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. 174327/100000)
              • 5 <=. input.radius_mean
              • input.radius_mean <=. 35
              • 0 <=. input.compactness_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.concavity_mean
              • input.concavity_mean <=. 1/2
              • 0 <=. input.radius_se
              • input.radius_se <=. 7/2
              • 0 <=. input.compactness_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.concavity_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concave_points_worst
              • input.concave_points_worst <=. 7/20
              "malignant"
              38
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000))
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 2453/25000)
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 265413/100000
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000)
              • (input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 17131/25000
              • (input.compactness_mean -. 5217/50000) /. 5281/100000 <=. (-4159/5000)
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000)
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 5861/12500)
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 174327/100000
              • 5 <=. input.radius_mean
              • input.radius_mean <=. 35
              • 0 <=. input.compactness_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.concavity_mean
              • input.concavity_mean <=. 1/2
              • 0 <=. input.radius_se
              • input.radius_se <=. 7/2
              • 0 <=. input.compactness_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.concavity_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concave_points_worst
              • input.concave_points_worst <=. 7/20
              "malignant"
              37
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000))
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 2453/25000)
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 265413/100000
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000)
              • (input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 17131/25000
              • not ((input.compactness_mean -. 5217/50000) /. 5281/100000 <=. (-4159/5000))
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000)
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 5861/12500)
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 174327/100000
              • 5 <=. input.radius_mean
              • input.radius_mean <=. 35
              • 0 <=. input.compactness_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.concavity_mean
              • input.concavity_mean <=. 1/2
              • 0 <=. input.radius_se
              • input.radius_se <=. 7/2
              • 0 <=. input.compactness_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.concavity_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concave_points_worst
              • input.concave_points_worst <=. 7/20
              "malignant"
              36
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000))
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 2453/25000)
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 265413/100000
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000)
              • not ((input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 17131/25000)
              • (input.radius_se -. 40517/100000) /. 27731/100000 <=. 1422/3125
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000)
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 5861/12500)
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 174327/100000
              • 5 <=. input.radius_mean
              • input.radius_mean <=. 35
              • 0 <=. input.compactness_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.concavity_mean
              • input.concavity_mean <=. 1/2
              • 0 <=. input.radius_se
              • input.radius_se <=. 7/2
              • 0 <=. input.compactness_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.concavity_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concave_points_worst
              • input.concave_points_worst <=. 7/20
              "malignant"
              35
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000))
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 2453/25000)
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 265413/100000
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000)
              • not ((input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 17131/25000)
              • not ((input.radius_se -. 40517/100000) /. 27731/100000 <=. 1422/3125)
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000)
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 5861/12500)
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 174327/100000
              • 5 <=. input.radius_mean
              • input.radius_mean <=. 35
              • 0 <=. input.compactness_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.concavity_mean
              • input.concavity_mean <=. 1/2
              • 0 <=. input.radius_se
              • input.radius_se <=. 7/2
              • 0 <=. input.compactness_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.concavity_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concave_points_worst
              • input.concave_points_worst <=. 7/20
              "malignant"
              34
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000))
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 2453/25000)
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 265413/100000
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000))
              • (input.radius_mean -. 1412729/100000) /. 70481/20000 <=. (-4667/25000)
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 22607/50000)
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000)
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 5861/12500)
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 174327/100000
              • 5 <=. input.radius_mean
              • input.radius_mean <=. 35
              • 0 <=. input.compactness_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.concavity_mean
              • input.concavity_mean <=. 1/2
              • 0 <=. input.radius_se
              • input.radius_se <=. 7/2
              • 0 <=. input.compactness_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.concavity_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concave_points_worst
              • input.concave_points_worst <=. 7/20
              "malignant"
              33
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000))
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 2453/25000)
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 265413/100000
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000))
              • not ((input.radius_mean -. 1412729/100000) /. 70481/20000 <=. (-4667/25000))
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. (-9/100000))
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000)
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 5861/12500)
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 174327/100000
              • 5 <=. input.radius_mean
              • input.radius_mean <=. 35
              • 0 <=. input.compactness_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.concavity_mean
              • input.concavity_mean <=. 1/2
              • 0 <=. input.radius_se
              • input.radius_se <=. 7/2
              • 0 <=. input.compactness_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.concavity_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concave_points_worst
              • input.concave_points_worst <=. 7/20
              "malignant"
              32
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000))
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 2453/25000)
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 265413/100000
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000)
              • (input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 17131/25000
              • (input.compactness_mean -. 5217/50000) /. 5281/100000 <=. (-4159/5000)
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000)
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 5861/12500
              • not ((input.radius_se -. 40517/100000) /. 27731/100000 <=. 20821/50000)
              • 5 <=. input.radius_mean
              • input.radius_mean <=. 35
              • 0 <=. input.compactness_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.concavity_mean
              • input.concavity_mean <=. 1/2
              • 0 <=. input.radius_se
              • input.radius_se <=. 7/2
              • 0 <=. input.compactness_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.concavity_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concave_points_worst
              • input.concave_points_worst <=. 7/20
              "malignant"
              31
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000))
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 2453/25000)
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. 265413/100000)
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000)
              • not ((input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 17131/25000)
              • (input.radius_se -. 40517/100000) /. 27731/100000 <=. 1422/3125
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000)
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 5861/12500
              • not ((input.radius_se -. 40517/100000) /. 27731/100000 <=. 20821/50000)
              • 5 <=. input.radius_mean
              • input.radius_mean <=. 35
              • 0 <=. input.compactness_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.concavity_mean
              • input.concavity_mean <=. 1/2
              • 0 <=. input.radius_se
              • input.radius_se <=. 7/2
              • 0 <=. input.compactness_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.concavity_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concave_points_worst
              • input.concave_points_worst <=. 7/20
              "malignant"
              30
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000))
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 2453/25000)
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 265413/100000
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000)
              • not ((input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 17131/25000)
              • (input.radius_se -. 40517/100000) /. 27731/100000 <=. 1422/3125
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000)
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 5861/12500
              • not ((input.radius_se -. 40517/100000) /. 27731/100000 <=. 20821/50000)
              • 5 <=. input.radius_mean
              • input.radius_mean <=. 35
              • 0 <=. input.compactness_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.concavity_mean
              • input.concavity_mean <=. 1/2
              • 0 <=. input.radius_se
              • input.radius_se <=. 7/2
              • 0 <=. input.compactness_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.concavity_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concave_points_worst
              • input.concave_points_worst <=. 7/20
              "malignant"
              29
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000))
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 2453/25000
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000
                 <=. (-17063/100000))
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000)
              • not ((input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 17131/25000)
              • (input.radius_se -. 40517/100000) /. 27731/100000 <=. 1422/3125
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000)
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 5861/12500
              • not ((input.radius_se -. 40517/100000) /. 27731/100000 <=. 20821/50000)
              • 5 <=. input.radius_mean
              • input.radius_mean <=. 35
              • 0 <=. input.compactness_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.concavity_mean
              • input.concavity_mean <=. 1/2
              • 0 <=. input.radius_se
              • input.radius_se <=. 7/2
              • 0 <=. input.compactness_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.concavity_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concave_points_worst
              • input.concave_points_worst <=. 7/20
              "malignant"
              28
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000))
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 2453/25000)
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. 265413/100000)
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000)
              • not ((input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 17131/25000)
              • not ((input.radius_se -. 40517/100000) /. 27731/100000 <=. 1422/3125)
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000)
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 5861/12500
              • not ((input.radius_se -. 40517/100000) /. 27731/100000 <=. 20821/50000)
              • 5 <=. input.radius_mean
              • input.radius_mean <=. 35
              • 0 <=. input.compactness_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.concavity_mean
              • input.concavity_mean <=. 1/2
              • 0 <=. input.radius_se
              • input.radius_se <=. 7/2
              • 0 <=. input.compactness_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.concavity_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concave_points_worst
              • input.concave_points_worst <=. 7/20
              "malignant"
              27
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000))
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 2453/25000)
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 265413/100000
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000)
              • not ((input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 17131/25000)
              • not ((input.radius_se -. 40517/100000) /. 27731/100000 <=. 1422/3125)
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000)
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 5861/12500
              • not ((input.radius_se -. 40517/100000) /. 27731/100000 <=. 20821/50000)
              • 5 <=. input.radius_mean
              • input.radius_mean <=. 35
              • 0 <=. input.compactness_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.concavity_mean
              • input.concavity_mean <=. 1/2
              • 0 <=. input.radius_se
              • input.radius_se <=. 7/2
              • 0 <=. input.compactness_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.concavity_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concave_points_worst
              • input.concave_points_worst <=. 7/20
              "malignant"
              26
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000))
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 2453/25000
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000
                 <=. (-17063/100000))
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000)
              • not ((input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 17131/25000)
              • not ((input.radius_se -. 40517/100000) /. 27731/100000 <=. 1422/3125)
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000)
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 5861/12500
              • not ((input.radius_se -. 40517/100000) /. 27731/100000 <=. 20821/50000)
              • 5 <=. input.radius_mean
              • input.radius_mean <=. 35
              • 0 <=. input.compactness_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.concavity_mean
              • input.concavity_mean <=. 1/2
              • 0 <=. input.radius_se
              • input.radius_se <=. 7/2
              • 0 <=. input.compactness_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.concavity_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concave_points_worst
              • input.concave_points_worst <=. 7/20
              "malignant"
              25
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000))
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 2453/25000)
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 265413/100000
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000))
              • (input.radius_mean -. 1412729/100000) /. 70481/20000 <=. (-4667/25000)
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 22607/50000
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000)
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 5861/12500
              • not ((input.radius_se -. 40517/100000) /. 27731/100000 <=. 20821/50000)
              • 5 <=. input.radius_mean
              • input.radius_mean <=. 35
              • 0 <=. input.compactness_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.concavity_mean
              • input.concavity_mean <=. 1/2
              • 0 <=. input.radius_se
              • input.radius_se <=. 7/2
              • 0 <=. input.compactness_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.concavity_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concave_points_worst
              • input.concave_points_worst <=. 7/20
              "malignant"
              24
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000))
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 2453/25000)
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. 265413/100000)
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000))
              • (input.radius_mean -. 1412729/100000) /. 70481/20000 <=. (-4667/25000)
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 22607/50000)
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000)
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 5861/12500
              • not ((input.radius_se -. 40517/100000) /. 27731/100000 <=. 20821/50000)
              • 5 <=. input.radius_mean
              • input.radius_mean <=. 35
              • 0 <=. input.compactness_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.concavity_mean
              • input.concavity_mean <=. 1/2
              • 0 <=. input.radius_se
              • input.radius_se <=. 7/2
              • 0 <=. input.compactness_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.concavity_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concave_points_worst
              • input.concave_points_worst <=. 7/20
              "malignant"
              23
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000))
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 2453/25000)
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 265413/100000
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000))
              • (input.radius_mean -. 1412729/100000) /. 70481/20000 <=. (-4667/25000)
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 22607/50000)
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000)
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 5861/12500
              • not ((input.radius_se -. 40517/100000) /. 27731/100000 <=. 20821/50000)
              • 5 <=. input.radius_mean
              • input.radius_mean <=. 35
              • 0 <=. input.compactness_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.concavity_mean
              • input.concavity_mean <=. 1/2
              • 0 <=. input.radius_se
              • input.radius_se <=. 7/2
              • 0 <=. input.compactness_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.concavity_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concave_points_worst
              • input.concave_points_worst <=. 7/20
              "malignant"
              22
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000))
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 2453/25000)
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. 265413/100000)
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000))
              • not ((input.radius_mean -. 1412729/100000) /. 70481/20000 <=. (-4667/25000))
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. (-9/100000))
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000)
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 5861/12500
              • not ((input.radius_se -. 40517/100000) /. 27731/100000 <=. 20821/50000)
              • 5 <=. input.radius_mean
              • input.radius_mean <=. 35
              • 0 <=. input.compactness_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.concavity_mean
              • input.concavity_mean <=. 1/2
              • 0 <=. input.radius_se
              • input.radius_se <=. 7/2
              • 0 <=. input.compactness_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.concavity_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concave_points_worst
              • input.concave_points_worst <=. 7/20
              "malignant"
              21
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000))
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 2453/25000)
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 265413/100000
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000))
              • not ((input.radius_mean -. 1412729/100000) /. 70481/20000 <=. (-4667/25000))
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. (-9/100000))
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000)
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 5861/12500
              • not ((input.radius_se -. 40517/100000) /. 27731/100000 <=. 20821/50000)
              • 5 <=. input.radius_mean
              • input.radius_mean <=. 35
              • 0 <=. input.compactness_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.concavity_mean
              • input.concavity_mean <=. 1/2
              • 0 <=. input.radius_se
              • input.radius_se <=. 7/2
              • 0 <=. input.compactness_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.concavity_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concave_points_worst
              • input.concave_points_worst <=. 7/20
              "malignant"
              20
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000))
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 2453/25000
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000
                 <=. (-17063/100000))
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000))
              • not ((input.radius_mean -. 1412729/100000) /. 70481/20000 <=. (-4667/25000))
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. (-9/100000))
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000)
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 5861/12500
              • not ((input.radius_se -. 40517/100000) /. 27731/100000 <=. 20821/50000)
              • 5 <=. input.radius_mean
              • input.radius_mean <=. 35
              • 0 <=. input.compactness_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.concavity_mean
              • input.concavity_mean <=. 1/2
              • 0 <=. input.radius_se
              • input.radius_se <=. 7/2
              • 0 <=. input.compactness_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.concavity_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concave_points_worst
              • input.concave_points_worst <=. 7/20
              "malignant"
              19
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000))
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 2453/25000)
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 265413/100000
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000)
              • not ((input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 17131/25000)
              • (input.radius_se -. 40517/100000) /. 27731/100000 <=. 1422/3125
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000)
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 5861/12500
              • (input.radius_se -. 40517/100000) /. 27731/100000 <=. 20821/50000
              • 5 <=. input.radius_mean
              • input.radius_mean <=. 35
              • 0 <=. input.compactness_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.concavity_mean
              • input.concavity_mean <=. 1/2
              • 0 <=. input.radius_se
              • input.radius_se <=. 7/2
              • 0 <=. input.compactness_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.concavity_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concave_points_worst
              • input.concave_points_worst <=. 7/20
              "malignant"
              18
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000))
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 2453/25000)
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 265413/100000
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000))
              • (input.radius_mean -. 1412729/100000) /. 70481/20000 <=. (-4667/25000)
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 22607/50000
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000)
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 5861/12500
              • (input.radius_se -. 40517/100000) /. 27731/100000 <=. 20821/50000
              • 5 <=. input.radius_mean
              • input.radius_mean <=. 35
              • 0 <=. input.compactness_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.concavity_mean
              • input.concavity_mean <=. 1/2
              • 0 <=. input.radius_se
              • input.radius_se <=. 7/2
              • 0 <=. input.compactness_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.concavity_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concave_points_worst
              • input.concave_points_worst <=. 7/20
              "malignant"
              17
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000))
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 2453/25000)
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 265413/100000
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000))
              • (input.radius_mean -. 1412729/100000) /. 70481/20000 <=. (-4667/25000)
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 22607/50000)
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000)
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 5861/12500
              • (input.radius_se -. 40517/100000) /. 27731/100000 <=. 20821/50000
              • 5 <=. input.radius_mean
              • input.radius_mean <=. 35
              • 0 <=. input.compactness_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.concavity_mean
              • input.concavity_mean <=. 1/2
              • 0 <=. input.radius_se
              • input.radius_se <=. 7/2
              • 0 <=. input.compactness_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.concavity_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concave_points_worst
              • input.concave_points_worst <=. 7/20
              "malignant"
              16
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000))
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 2453/25000)
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. 265413/100000)
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000))
              • not ((input.radius_mean -. 1412729/100000) /. 70481/20000 <=. (-4667/25000))
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. (-9/100000))
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000)
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 5861/12500
              • (input.radius_se -. 40517/100000) /. 27731/100000 <=. 20821/50000
              • 5 <=. input.radius_mean
              • input.radius_mean <=. 35
              • 0 <=. input.compactness_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.concavity_mean
              • input.concavity_mean <=. 1/2
              • 0 <=. input.radius_se
              • input.radius_se <=. 7/2
              • 0 <=. input.compactness_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.concavity_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concave_points_worst
              • input.concave_points_worst <=. 7/20
              "malignant"
              15
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000))
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 2453/25000)
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 265413/100000
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000))
              • not ((input.radius_mean -. 1412729/100000) /. 70481/20000 <=. (-4667/25000))
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. (-9/100000))
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000)
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 5861/12500
              • (input.radius_se -. 40517/100000) /. 27731/100000 <=. 20821/50000
              • 5 <=. input.radius_mean
              • input.radius_mean <=. 35
              • 0 <=. input.compactness_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.concavity_mean
              • input.concavity_mean <=. 1/2
              • 0 <=. input.radius_se
              • input.radius_se <=. 7/2
              • 0 <=. input.compactness_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.concavity_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concave_points_worst
              • input.concave_points_worst <=. 7/20
              "malignant"
              14
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000))
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 2453/25000
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000
                 <=. (-17063/100000))
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000))
              • not ((input.radius_mean -. 1412729/100000) /. 70481/20000 <=. (-4667/25000))
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. (-9/100000))
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000)
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 5861/12500
              • (input.radius_se -. 40517/100000) /. 27731/100000 <=. 20821/50000
              • 5 <=. input.radius_mean
              • input.radius_mean <=. 35
              • 0 <=. input.compactness_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.concavity_mean
              • input.concavity_mean <=. 1/2
              • 0 <=. input.radius_se
              • input.radius_se <=. 7/2
              • 0 <=. input.compactness_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.concavity_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concave_points_worst
              • input.concave_points_worst <=. 7/20
              "malignant"
              13
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000))
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 2453/25000)
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 265413/100000
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000)
              • (input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 17131/25000
              • (input.compactness_mean -. 5217/50000) /. 5281/100000 <=. (-4159/5000)
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-7603/20000))
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000
                 <=. (-7927/100000))
              • 5 <=. input.radius_mean
              • input.radius_mean <=. 35
              • 0 <=. input.compactness_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.concavity_mean
              • input.concavity_mean <=. 1/2
              • 0 <=. input.radius_se
              • input.radius_se <=. 7/2
              • 0 <=. input.compactness_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.concavity_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concave_points_worst
              • input.concave_points_worst <=. 7/20
              "malignant"
              12
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000))
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 2453/25000)
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 265413/100000
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000)
              • not ((input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 17131/25000)
              • (input.radius_se -. 40517/100000) /. 27731/100000 <=. 1422/3125
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-7603/20000))
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000
                 <=. (-7927/100000))
              • 5 <=. input.radius_mean
              • input.radius_mean <=. 35
              • 0 <=. input.compactness_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.concavity_mean
              • input.concavity_mean <=. 1/2
              • 0 <=. input.radius_se
              • input.radius_se <=. 7/2
              • 0 <=. input.compactness_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.concavity_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concave_points_worst
              • input.concave_points_worst <=. 7/20
              "malignant"
              11
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000)
              • not ((input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 6587/25000)
              • not ((input.radius_se -. 40517/100000) /. 27731/100000 <=. (-13559/25000))
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000)
              • not ((input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 17131/25000)
              • (input.radius_se -. 40517/100000) /. 27731/100000 <=. 1422/3125
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-7603/20000))
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000
                 <=. (-7927/100000))
              • 5 <=. input.radius_mean
              • input.radius_mean <=. 35
              • 0 <=. input.compactness_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.concavity_mean
              • input.concavity_mean <=. 1/2
              • 0 <=. input.radius_se
              • input.radius_se <=. 7/2
              • 0 <=. input.compactness_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.concavity_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concave_points_worst
              • input.concave_points_worst <=. 7/20
              "malignant"
              10
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000))
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 2453/25000)
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 265413/100000
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000)
              • not ((input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 17131/25000)
              • not ((input.radius_se -. 40517/100000) /. 27731/100000 <=. 1422/3125)
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-7603/20000))
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000
                 <=. (-7927/100000))
              • 5 <=. input.radius_mean
              • input.radius_mean <=. 35
              • 0 <=. input.compactness_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.concavity_mean
              • input.concavity_mean <=. 1/2
              • 0 <=. input.radius_se
              • input.radius_se <=. 7/2
              • 0 <=. input.compactness_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.concavity_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concave_points_worst
              • input.concave_points_worst <=. 7/20
              "malignant"
              9
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000)
              • not ((input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 6587/25000)
              • not ((input.radius_se -. 40517/100000) /. 27731/100000 <=. (-13559/25000))
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000)
              • not ((input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 17131/25000)
              • not ((input.radius_se -. 40517/100000) /. 27731/100000 <=. 1422/3125)
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-7603/20000))
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000
                 <=. (-7927/100000))
              • 5 <=. input.radius_mean
              • input.radius_mean <=. 35
              • 0 <=. input.compactness_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.concavity_mean
              • input.concavity_mean <=. 1/2
              • 0 <=. input.radius_se
              • input.radius_se <=. 7/2
              • 0 <=. input.compactness_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.concavity_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concave_points_worst
              • input.concave_points_worst <=. 7/20
              "malignant"
              8
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000))
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 2453/25000)
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 265413/100000
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000))
              • (input.radius_mean -. 1412729/100000) /. 70481/20000 <=. (-4667/25000)
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 22607/50000
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-7603/20000))
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000
                 <=. (-7927/100000))
              • 5 <=. input.radius_mean
              • input.radius_mean <=. 35
              • 0 <=. input.compactness_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.concavity_mean
              • input.concavity_mean <=. 1/2
              • 0 <=. input.radius_se
              • input.radius_se <=. 7/2
              • 0 <=. input.compactness_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.concavity_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concave_points_worst
              • input.concave_points_worst <=. 7/20
              "malignant"
              7
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000))
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 2453/25000)
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 265413/100000
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000))
              • (input.radius_mean -. 1412729/100000) /. 70481/20000 <=. (-4667/25000)
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 22607/50000)
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-7603/20000))
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000
                 <=. (-7927/100000))
              • 5 <=. input.radius_mean
              • input.radius_mean <=. 35
              • 0 <=. input.compactness_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.concavity_mean
              • input.concavity_mean <=. 1/2
              • 0 <=. input.radius_se
              • input.radius_se <=. 7/2
              • 0 <=. input.compactness_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.concavity_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concave_points_worst
              • input.concave_points_worst <=. 7/20
              "malignant"
              6
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000))
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 2453/25000)
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 265413/100000
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000))
              • not ((input.radius_mean -. 1412729/100000) /. 70481/20000 <=. (-4667/25000))
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. (-9/100000))
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-7603/20000))
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000
                 <=. (-7927/100000))
              • 5 <=. input.radius_mean
              • input.radius_mean <=. 35
              • 0 <=. input.compactness_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.concavity_mean
              • input.concavity_mean <=. 1/2
              • 0 <=. input.radius_se
              • input.radius_se <=. 7/2
              • 0 <=. input.compactness_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.concavity_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concave_points_worst
              • input.concave_points_worst <=. 7/20
              "malignant"
              5
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000))
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 2453/25000
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000
                 <=. (-17063/100000))
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000))
              • not ((input.radius_mean -. 1412729/100000) /. 70481/20000 <=. (-4667/25000))
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. (-9/100000))
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-7603/20000))
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000
                 <=. (-7927/100000))
              • 5 <=. input.radius_mean
              • input.radius_mean <=. 35
              • 0 <=. input.compactness_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.concavity_mean
              • input.concavity_mean <=. 1/2
              • 0 <=. input.radius_se
              • input.radius_se <=. 7/2
              • 0 <=. input.compactness_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.concavity_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concave_points_worst
              • input.concave_points_worst <=. 7/20
              "malignant"
              4
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000)
              • not ((input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 6587/25000)
              • not ((input.radius_se -. 40517/100000) /. 27731/100000 <=. (-13559/25000))
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000))
              • not ((input.radius_mean -. 1412729/100000) /. 70481/20000 <=. (-4667/25000))
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. (-9/100000))
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-7603/20000))
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000
                 <=. (-7927/100000))
              • 5 <=. input.radius_mean
              • input.radius_mean <=. 35
              • 0 <=. input.compactness_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.concavity_mean
              • input.concavity_mean <=. 1/2
              • 0 <=. input.radius_se
              • input.radius_se <=. 7/2
              • 0 <=. input.compactness_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.concavity_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concave_points_worst
              • input.concave_points_worst <=. 7/20
              "malignant"
              3
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000)
              • not ((input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 6587/25000)
              • (input.radius_se -. 40517/100000) /. 27731/100000 <=. (-13559/25000)
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000))
              • not ((input.radius_mean -. 1412729/100000) /. 70481/20000 <=. (-4667/25000))
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. (-9/100000))
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-7603/20000))
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000
                 <=. (-7927/100000))
              • 5 <=. input.radius_mean
              • input.radius_mean <=. 35
              • 0 <=. input.compactness_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.concavity_mean
              • input.concavity_mean <=. 1/2
              • 0 <=. input.radius_se
              • input.radius_se <=. 7/2
              • 0 <=. input.compactness_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.concavity_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concave_points_worst
              • input.concave_points_worst <=. 7/20
              "malignant"
              2
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000)
              • (input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 6587/25000
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. (-193/3125))
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000))
              • not ((input.radius_mean -. 1412729/100000) /. 70481/20000 <=. (-4667/25000))
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. (-9/100000))
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-7603/20000))
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000
                 <=. (-7927/100000))
              • 5 <=. input.radius_mean
              • input.radius_mean <=. 35
              • 0 <=. input.compactness_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.concavity_mean
              • input.concavity_mean <=. 1/2
              • 0 <=. input.radius_se
              • input.radius_se <=. 7/2
              • 0 <=. input.compactness_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.concavity_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concave_points_worst
              • input.concave_points_worst <=. 7/20
              "malignant"
              1
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000))
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 2453/25000)
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 265413/100000
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000)
              • not ((input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 17131/25000)
              • (input.radius_se -. 40517/100000) /. 27731/100000 <=. 1422/3125
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-7603/20000)
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-60659/100000))
              • 5 <=. input.radius_mean
              • input.radius_mean <=. 35
              • 0 <=. input.compactness_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.concavity_mean
              • input.concavity_mean <=. 1/2
              • 0 <=. input.radius_se
              • input.radius_se <=. 7/2
              • 0 <=. input.compactness_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.concavity_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concave_points_worst
              • input.concave_points_worst <=. 7/20
              "malignant"
              0
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000))
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 2453/25000)
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 265413/100000
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000)
              • not ((input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 17131/25000)
              • not ((input.radius_se -. 40517/100000) /. 27731/100000 <=. 1422/3125)
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-7603/20000)
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-60659/100000))
              • 5 <=. input.radius_mean
              • input.radius_mean <=. 35
              • 0 <=. input.compactness_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.concavity_mean
              • input.concavity_mean <=. 1/2
              • 0 <=. input.radius_se
              • input.radius_se <=. 7/2
              • 0 <=. input.compactness_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.concavity_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concave_points_worst
              • input.concave_points_worst <=. 7/20
              "malignant"
              In [12]:
              Modular_decomp.top "tree_0"
              
              Out[12]:
              - : Modular_decomp_intf.decomp_ref = <abstr>
              
              Regions details

              No group selected.

              • Concrete regions are numbered
              • Unnumbered regions are groups whose children share a particular constraint
              • Click on a region to view its details
              • Double click on a region to zoom in on it
              • Shift+double click to zoom out
              • Hit escape to reset back to the top
              decomp of (tree_0 f_0, f_1, f_2, f_3, f_4, f_5, f_6
              Reg_idConstraintsInvariant
              7
              • not (f_2 <=. 265413/100000)
              • not (f_6 <=. 2453/25000)
              • not (f_2 <=. (-2163/20000))
              (7, 5)
              6
              • f_2 <=. 265413/100000
              • not (f_6 <=. 2453/25000)
              • not (f_2 <=. (-2163/20000))
              (6, 128)
              5
              • not (f_6 <=. (-17063/100000))
              • f_6 <=. 2453/25000
              • not (f_2 <=. (-2163/20000))
              (4, 2)
              4
              • f_6 <=. (-17063/100000)
              • f_6 <=. 2453/25000
              • not (f_2 <=. (-2163/20000))
              (24, 0)
              3
              • not (f_3 <=. (-13559/25000))
              • not (f_0 <=. 6587/25000)
              • f_2 <=. (-2163/20000)
              (3, 7)
              2
              • f_3 <=. (-13559/25000)
              • not (f_0 <=. 6587/25000)
              • f_2 <=. (-2163/20000)
              (8, 2)
              1
              • not (f_6 <=. (-193/3125))
              • f_0 <=. 6587/25000
              • f_2 <=. (-2163/20000)
              (17, 5)
              0
              • f_6 <=. (-193/3125)
              • f_0 <=. 6587/25000
              • f_2 <=. (-2163/20000)
              (236, 1)

              We can also use side conditions on the region decomposition of our model by using the ~assuming: flag. One application here is in simulating partial observability. Perhaps we know most of the measurements for a particular set of cells and we'd like to see how the classification of the input depends on the remaining features. Let's imagine that we only have the concavity measurements for a particular patient's cell sample and we'd like to see how the output of our model depends on the values of the other features.

              In [13]:
              let partial_observation x =
                is_valid_rf x &&
                x.concavity_mean = 0.04295 &&
                x.concavity_worst = 0.26000 &&
                x.concave_points_worst = 0.11460;;
              
              Modular_decomp.top ~prune:true ~assuming:"partial_observation" "rf_model" [@@program];;
              
              Out[13]:
              val partial_observation : rf_input -> bool = <fun>
              - : Modular_decomp_intf.decomp_ref = <abstr>
              
              Regions details

              No group selected.

              • Concrete regions are numbered
              • Unnumbered regions are groups whose children share a particular constraint
              • Click on a region to view its details
              • Double click on a region to zoom in on it
              • Shift+double click to zoom out
              • Hit escape to reset back to the top
              decomp of (rf_model input
              Reg_idConstraintsInvariant
              173
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000))
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 2453/25000)
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. 265413/100000)
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000)
              • (input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 17131/25000
              • (input.compactness_mean -. 5217/50000) /. 5281/100000 <=. (-4159/5000)
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000)
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 5861/12500)
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. 174327/100000)
              • input.concave_points_worst <=. 7/20
              • input.concavity_mean = 859/20000
              • input.concavity_worst = 13/50
              • 0 <=. input.concave_points_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concavity_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.compactness_worst
              • input.radius_se <=. 7/2
              • 0 <=. input.radius_se
              • input.concavity_mean <=. 1/2
              • 0 <=. input.concavity_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.compactness_mean
              • input.radius_mean <=. 35
              • 5 <=. input.radius_mean
              • input.concave_points_worst = 573/5000
              "benign"
              172
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000))
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 2453/25000)
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. 265413/100000)
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000)
              • (input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 17131/25000
              • not ((input.compactness_mean -. 5217/50000) /. 5281/100000 <=. (-4159/5000))
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000)
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 5861/12500)
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. 174327/100000)
              • input.concave_points_worst <=. 7/20
              • input.concavity_mean = 859/20000
              • input.concavity_worst = 13/50
              • 0 <=. input.concave_points_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concavity_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.compactness_worst
              • input.radius_se <=. 7/2
              • 0 <=. input.radius_se
              • input.concavity_mean <=. 1/2
              • 0 <=. input.concavity_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.compactness_mean
              • input.radius_mean <=. 35
              • 5 <=. input.radius_mean
              • input.concave_points_worst = 573/5000
              "benign"
              171
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000))
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 2453/25000)
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. 265413/100000)
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000)
              • (input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 17131/25000
              • (input.compactness_mean -. 5217/50000) /. 5281/100000 <=. (-4159/5000)
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000)
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 5861/12500
              • not ((input.radius_se -. 40517/100000) /. 27731/100000 <=. 20821/50000)
              • input.concave_points_worst <=. 7/20
              • input.concavity_mean = 859/20000
              • input.concavity_worst = 13/50
              • 0 <=. input.concave_points_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concavity_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.compactness_worst
              • input.radius_se <=. 7/2
              • 0 <=. input.radius_se
              • input.concavity_mean <=. 1/2
              • 0 <=. input.concavity_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.compactness_mean
              • input.radius_mean <=. 35
              • 5 <=. input.radius_mean
              • input.concave_points_worst = 573/5000
              "benign"
              170
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000))
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 2453/25000
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000
                 <=. (-17063/100000))
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000)
              • (input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 17131/25000
              • (input.compactness_mean -. 5217/50000) /. 5281/100000 <=. (-4159/5000)
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000)
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 5861/12500
              • not ((input.radius_se -. 40517/100000) /. 27731/100000 <=. 20821/50000)
              • input.concave_points_worst <=. 7/20
              • input.concavity_mean = 859/20000
              • input.concavity_worst = 13/50
              • 0 <=. input.concave_points_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concavity_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.compactness_worst
              • input.radius_se <=. 7/2
              • 0 <=. input.radius_se
              • input.concavity_mean <=. 1/2
              • 0 <=. input.concavity_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.compactness_mean
              • input.radius_mean <=. 35
              • 5 <=. input.radius_mean
              • input.concave_points_worst = 573/5000
              "benign"
              169
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000))
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 2453/25000
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000
                <=. (-17063/100000)
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000)
              • (input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 17131/25000
              • (input.compactness_mean -. 5217/50000) /. 5281/100000 <=. (-4159/5000)
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000)
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 5861/12500
              • not ((input.radius_se -. 40517/100000) /. 27731/100000 <=. 20821/50000)
              • input.concave_points_worst <=. 7/20
              • input.concavity_mean = 859/20000
              • input.concavity_worst = 13/50
              • 0 <=. input.concave_points_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concavity_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.compactness_worst
              • input.radius_se <=. 7/2
              • 0 <=. input.radius_se
              • input.concavity_mean <=. 1/2
              • 0 <=. input.concavity_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.compactness_mean
              • input.radius_mean <=. 35
              • 5 <=. input.radius_mean
              • input.concave_points_worst = 573/5000
              "benign"
              168
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000))
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 2453/25000)
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. 265413/100000)
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000)
              • (input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 17131/25000
              • not ((input.compactness_mean -. 5217/50000) /. 5281/100000 <=. (-4159/5000))
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000)
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 5861/12500
              • not ((input.radius_se -. 40517/100000) /. 27731/100000 <=. 20821/50000)
              • input.concave_points_worst <=. 7/20
              • input.concavity_mean = 859/20000
              • input.concavity_worst = 13/50
              • 0 <=. input.concave_points_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concavity_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.compactness_worst
              • input.radius_se <=. 7/2
              • 0 <=. input.radius_se
              • input.concavity_mean <=. 1/2
              • 0 <=. input.concavity_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.compactness_mean
              • input.radius_mean <=. 35
              • 5 <=. input.radius_mean
              • input.concave_points_worst = 573/5000
              "benign"
              167
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000))
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 2453/25000)
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 265413/100000
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000)
              • (input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 17131/25000
              • not ((input.compactness_mean -. 5217/50000) /. 5281/100000 <=. (-4159/5000))
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000)
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 5861/12500
              • not ((input.radius_se -. 40517/100000) /. 27731/100000 <=. 20821/50000)
              • input.concave_points_worst <=. 7/20
              • input.concavity_mean = 859/20000
              • input.concavity_worst = 13/50
              • 0 <=. input.concave_points_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concavity_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.compactness_worst
              • input.radius_se <=. 7/2
              • 0 <=. input.radius_se
              • input.concavity_mean <=. 1/2
              • 0 <=. input.concavity_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.compactness_mean
              • input.radius_mean <=. 35
              • 5 <=. input.radius_mean
              • input.concave_points_worst = 573/5000
              "benign"
              166
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000))
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 2453/25000
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000
                 <=. (-17063/100000))
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000)
              • (input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 17131/25000
              • not ((input.compactness_mean -. 5217/50000) /. 5281/100000 <=. (-4159/5000))
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000)
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 5861/12500
              • not ((input.radius_se -. 40517/100000) /. 27731/100000 <=. 20821/50000)
              • input.concave_points_worst <=. 7/20
              • input.concavity_mean = 859/20000
              • input.concavity_worst = 13/50
              • 0 <=. input.concave_points_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concavity_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.compactness_worst
              • input.radius_se <=. 7/2
              • 0 <=. input.radius_se
              • input.concavity_mean <=. 1/2
              • 0 <=. input.concavity_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.compactness_mean
              • input.radius_mean <=. 35
              • 5 <=. input.radius_mean
              • input.concave_points_worst = 573/5000
              "benign"
              165
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000))
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 2453/25000
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000
                <=. (-17063/100000)
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000)
              • (input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 17131/25000
              • not ((input.compactness_mean -. 5217/50000) /. 5281/100000 <=. (-4159/5000))
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000)
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 5861/12500
              • not ((input.radius_se -. 40517/100000) /. 27731/100000 <=. 20821/50000)
              • input.concave_points_worst <=. 7/20
              • input.concavity_mean = 859/20000
              • input.concavity_worst = 13/50
              • 0 <=. input.concave_points_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concavity_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.compactness_worst
              • input.radius_se <=. 7/2
              • 0 <=. input.radius_se
              • input.concavity_mean <=. 1/2
              • 0 <=. input.concavity_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.compactness_mean
              • input.radius_mean <=. 35
              • 5 <=. input.radius_mean
              • input.concave_points_worst = 573/5000
              "benign"
              164
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000))
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 2453/25000
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000
                <=. (-17063/100000)
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000)
              • not ((input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 17131/25000)
              • (input.radius_se -. 40517/100000) /. 27731/100000 <=. 1422/3125
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000)
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 5861/12500
              • not ((input.radius_se -. 40517/100000) /. 27731/100000 <=. 20821/50000)
              • input.concave_points_worst <=. 7/20
              • input.concavity_mean = 859/20000
              • input.concavity_worst = 13/50
              • 0 <=. input.concave_points_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concavity_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.compactness_worst
              • input.radius_se <=. 7/2
              • 0 <=. input.radius_se
              • input.concavity_mean <=. 1/2
              • 0 <=. input.concavity_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.compactness_mean
              • input.radius_mean <=. 35
              • 5 <=. input.radius_mean
              • input.concave_points_worst = 573/5000
              "benign"
              163
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000))
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 2453/25000
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000
                <=. (-17063/100000)
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000)
              • not ((input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 17131/25000)
              • not ((input.radius_se -. 40517/100000) /. 27731/100000 <=. 1422/3125)
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000)
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 5861/12500
              • not ((input.radius_se -. 40517/100000) /. 27731/100000 <=. 20821/50000)
              • input.concave_points_worst <=. 7/20
              • input.concavity_mean = 859/20000
              • input.concavity_worst = 13/50
              • 0 <=. input.concave_points_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concavity_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.compactness_worst
              • input.radius_se <=. 7/2
              • 0 <=. input.radius_se
              • input.concavity_mean <=. 1/2
              • 0 <=. input.concavity_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.compactness_mean
              • input.radius_mean <=. 35
              • 5 <=. input.radius_mean
              • input.concave_points_worst = 573/5000
              "benign"
              162
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000))
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 2453/25000)
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. 265413/100000)
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000))
              • (input.radius_mean -. 1412729/100000) /. 70481/20000 <=. (-4667/25000)
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 22607/50000
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000)
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 5861/12500
              • not ((input.radius_se -. 40517/100000) /. 27731/100000 <=. 20821/50000)
              • input.concave_points_worst <=. 7/20
              • input.concavity_mean = 859/20000
              • input.concavity_worst = 13/50
              • 0 <=. input.concave_points_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concavity_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.compactness_worst
              • input.radius_se <=. 7/2
              • 0 <=. input.radius_se
              • input.concavity_mean <=. 1/2
              • 0 <=. input.concavity_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.compactness_mean
              • input.radius_mean <=. 35
              • 5 <=. input.radius_mean
              • input.concave_points_worst = 573/5000
              "benign"
              161
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000))
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 2453/25000
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000
                 <=. (-17063/100000))
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000))
              • (input.radius_mean -. 1412729/100000) /. 70481/20000 <=. (-4667/25000)
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 22607/50000
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000)
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 5861/12500
              • not ((input.radius_se -. 40517/100000) /. 27731/100000 <=. 20821/50000)
              • input.concave_points_worst <=. 7/20
              • input.concavity_mean = 859/20000
              • input.concavity_worst = 13/50
              • 0 <=. input.concave_points_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concavity_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.compactness_worst
              • input.radius_se <=. 7/2
              • 0 <=. input.radius_se
              • input.concavity_mean <=. 1/2
              • 0 <=. input.concavity_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.compactness_mean
              • input.radius_mean <=. 35
              • 5 <=. input.radius_mean
              • input.concave_points_worst = 573/5000
              "benign"
              160
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000))
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 2453/25000
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000
                <=. (-17063/100000)
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000))
              • (input.radius_mean -. 1412729/100000) /. 70481/20000 <=. (-4667/25000)
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 22607/50000
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000)
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 5861/12500
              • not ((input.radius_se -. 40517/100000) /. 27731/100000 <=. 20821/50000)
              • input.concave_points_worst <=. 7/20
              • input.concavity_mean = 859/20000
              • input.concavity_worst = 13/50
              • 0 <=. input.concave_points_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concavity_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.compactness_worst
              • input.radius_se <=. 7/2
              • 0 <=. input.radius_se
              • input.concavity_mean <=. 1/2
              • 0 <=. input.concavity_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.compactness_mean
              • input.radius_mean <=. 35
              • 5 <=. input.radius_mean
              • input.concave_points_worst = 573/5000
              "benign"
              159
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000))
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 2453/25000
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000
                 <=. (-17063/100000))
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000))
              • not ((input.radius_mean -. 1412729/100000) /. 70481/20000 <=. (-4667/25000))
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. (-9/100000)
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000)
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 5861/12500
              • not ((input.radius_se -. 40517/100000) /. 27731/100000 <=. 20821/50000)
              • input.concave_points_worst <=. 7/20
              • input.concavity_mean = 859/20000
              • input.concavity_worst = 13/50
              • 0 <=. input.concave_points_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concavity_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.compactness_worst
              • input.radius_se <=. 7/2
              • 0 <=. input.radius_se
              • input.concavity_mean <=. 1/2
              • 0 <=. input.concavity_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.compactness_mean
              • input.radius_mean <=. 35
              • 5 <=. input.radius_mean
              • input.concave_points_worst = 573/5000
              "benign"
              158
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000))
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 2453/25000
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000
                <=. (-17063/100000)
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000))
              • not ((input.radius_mean -. 1412729/100000) /. 70481/20000 <=. (-4667/25000))
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. (-9/100000)
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000)
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 5861/12500
              • not ((input.radius_se -. 40517/100000) /. 27731/100000 <=. 20821/50000)
              • input.concave_points_worst <=. 7/20
              • input.concavity_mean = 859/20000
              • input.concavity_worst = 13/50
              • 0 <=. input.concave_points_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concavity_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.compactness_worst
              • input.radius_se <=. 7/2
              • 0 <=. input.radius_se
              • input.concavity_mean <=. 1/2
              • 0 <=. input.concavity_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.compactness_mean
              • input.radius_mean <=. 35
              • 5 <=. input.radius_mean
              • input.concave_points_worst = 573/5000
              "benign"
              157
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000))
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 2453/25000)
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. 265413/100000)
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000)
              • (input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 17131/25000
              • (input.compactness_mean -. 5217/50000) /. 5281/100000 <=. (-4159/5000)
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000)
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 5861/12500
              • (input.radius_se -. 40517/100000) /. 27731/100000 <=. 20821/50000
              • input.concave_points_worst <=. 7/20
              • input.concavity_mean = 859/20000
              • input.concavity_worst = 13/50
              • 0 <=. input.concave_points_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concavity_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.compactness_worst
              • input.radius_se <=. 7/2
              • 0 <=. input.radius_se
              • input.concavity_mean <=. 1/2
              • 0 <=. input.concavity_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.compactness_mean
              • input.radius_mean <=. 35
              • 5 <=. input.radius_mean
              • input.concave_points_worst = 573/5000
              "benign"
              156
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000))
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 2453/25000)
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 265413/100000
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000)
              • (input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 17131/25000
              • (input.compactness_mean -. 5217/50000) /. 5281/100000 <=. (-4159/5000)
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000)
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 5861/12500
              • (input.radius_se -. 40517/100000) /. 27731/100000 <=. 20821/50000
              • input.concave_points_worst <=. 7/20
              • input.concavity_mean = 859/20000
              • input.concavity_worst = 13/50
              • 0 <=. input.concave_points_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concavity_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.compactness_worst
              • input.radius_se <=. 7/2
              • 0 <=. input.radius_se
              • input.concavity_mean <=. 1/2
              • 0 <=. input.concavity_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.compactness_mean
              • input.radius_mean <=. 35
              • 5 <=. input.radius_mean
              • input.concave_points_worst = 573/5000
              "benign"
              155
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000))
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 2453/25000
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000
                 <=. (-17063/100000))
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000)
              • (input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 17131/25000
              • (input.compactness_mean -. 5217/50000) /. 5281/100000 <=. (-4159/5000)
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000)
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 5861/12500
              • (input.radius_se -. 40517/100000) /. 27731/100000 <=. 20821/50000
              • input.concave_points_worst <=. 7/20
              • input.concavity_mean = 859/20000
              • input.concavity_worst = 13/50
              • 0 <=. input.concave_points_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concavity_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.compactness_worst
              • input.radius_se <=. 7/2
              • 0 <=. input.radius_se
              • input.concavity_mean <=. 1/2
              • 0 <=. input.concavity_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.compactness_mean
              • input.radius_mean <=. 35
              • 5 <=. input.radius_mean
              • input.concave_points_worst = 573/5000
              "benign"
              154
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000))
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 2453/25000
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000
                <=. (-17063/100000)
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000)
              • (input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 17131/25000
              • (input.compactness_mean -. 5217/50000) /. 5281/100000 <=. (-4159/5000)
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000)
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 5861/12500
              • (input.radius_se -. 40517/100000) /. 27731/100000 <=. 20821/50000
              • input.concave_points_worst <=. 7/20
              • input.concavity_mean = 859/20000
              • input.concavity_worst = 13/50
              • 0 <=. input.concave_points_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concavity_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.compactness_worst
              • input.radius_se <=. 7/2
              • 0 <=. input.radius_se
              • input.concavity_mean <=. 1/2
              • 0 <=. input.concavity_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.compactness_mean
              • input.radius_mean <=. 35
              • 5 <=. input.radius_mean
              • input.concave_points_worst = 573/5000
              "benign"
              153
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000))
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 2453/25000)
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. 265413/100000)
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000)
              • (input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 17131/25000
              • not ((input.compactness_mean -. 5217/50000) /. 5281/100000 <=. (-4159/5000))
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000)
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 5861/12500
              • (input.radius_se -. 40517/100000) /. 27731/100000 <=. 20821/50000
              • input.concave_points_worst <=. 7/20
              • input.concavity_mean = 859/20000
              • input.concavity_worst = 13/50
              • 0 <=. input.concave_points_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concavity_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.compactness_worst
              • input.radius_se <=. 7/2
              • 0 <=. input.radius_se
              • input.concavity_mean <=. 1/2
              • 0 <=. input.concavity_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.compactness_mean
              • input.radius_mean <=. 35
              • 5 <=. input.radius_mean
              • input.concave_points_worst = 573/5000
              "benign"
              152
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000))
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 2453/25000)
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 265413/100000
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000)
              • (input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 17131/25000
              • not ((input.compactness_mean -. 5217/50000) /. 5281/100000 <=. (-4159/5000))
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000)
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 5861/12500
              • (input.radius_se -. 40517/100000) /. 27731/100000 <=. 20821/50000
              • input.concave_points_worst <=. 7/20
              • input.concavity_mean = 859/20000
              • input.concavity_worst = 13/50
              • 0 <=. input.concave_points_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concavity_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.compactness_worst
              • input.radius_se <=. 7/2
              • 0 <=. input.radius_se
              • input.concavity_mean <=. 1/2
              • 0 <=. input.concavity_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.compactness_mean
              • input.radius_mean <=. 35
              • 5 <=. input.radius_mean
              • input.concave_points_worst = 573/5000
              "benign"
              151
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000))
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 2453/25000
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000
                 <=. (-17063/100000))
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000)
              • (input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 17131/25000
              • not ((input.compactness_mean -. 5217/50000) /. 5281/100000 <=. (-4159/5000))
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000)
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 5861/12500
              • (input.radius_se -. 40517/100000) /. 27731/100000 <=. 20821/50000
              • input.concave_points_worst <=. 7/20
              • input.concavity_mean = 859/20000
              • input.concavity_worst = 13/50
              • 0 <=. input.concave_points_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concavity_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.compactness_worst
              • input.radius_se <=. 7/2
              • 0 <=. input.radius_se
              • input.concavity_mean <=. 1/2
              • 0 <=. input.concavity_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.compactness_mean
              • input.radius_mean <=. 35
              • 5 <=. input.radius_mean
              • input.concave_points_worst = 573/5000
              "benign"
              150
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000))
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 2453/25000
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000
                <=. (-17063/100000)
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000)
              • (input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 17131/25000
              • not ((input.compactness_mean -. 5217/50000) /. 5281/100000 <=. (-4159/5000))
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000)
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 5861/12500
              • (input.radius_se -. 40517/100000) /. 27731/100000 <=. 20821/50000
              • input.concave_points_worst <=. 7/20
              • input.concavity_mean = 859/20000
              • input.concavity_worst = 13/50
              • 0 <=. input.concave_points_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concavity_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.compactness_worst
              • input.radius_se <=. 7/2
              • 0 <=. input.radius_se
              • input.concavity_mean <=. 1/2
              • 0 <=. input.concavity_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.compactness_mean
              • input.radius_mean <=. 35
              • 5 <=. input.radius_mean
              • input.concave_points_worst = 573/5000
              "benign"
              149
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000))
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 2453/25000)
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. 265413/100000)
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000)
              • not ((input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 17131/25000)
              • (input.radius_se -. 40517/100000) /. 27731/100000 <=. 1422/3125
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000)
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 5861/12500
              • (input.radius_se -. 40517/100000) /. 27731/100000 <=. 20821/50000
              • input.concave_points_worst <=. 7/20
              • input.concavity_mean = 859/20000
              • input.concavity_worst = 13/50
              • 0 <=. input.concave_points_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concavity_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.compactness_worst
              • input.radius_se <=. 7/2
              • 0 <=. input.radius_se
              • input.concavity_mean <=. 1/2
              • 0 <=. input.concavity_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.compactness_mean
              • input.radius_mean <=. 35
              • 5 <=. input.radius_mean
              • input.concave_points_worst = 573/5000
              "benign"
              148
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000))
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 2453/25000
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000
                 <=. (-17063/100000))
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000)
              • not ((input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 17131/25000)
              • (input.radius_se -. 40517/100000) /. 27731/100000 <=. 1422/3125
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000)
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 5861/12500
              • (input.radius_se -. 40517/100000) /. 27731/100000 <=. 20821/50000
              • input.concave_points_worst <=. 7/20
              • input.concavity_mean = 859/20000
              • input.concavity_worst = 13/50
              • 0 <=. input.concave_points_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concavity_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.compactness_worst
              • input.radius_se <=. 7/2
              • 0 <=. input.radius_se
              • input.concavity_mean <=. 1/2
              • 0 <=. input.concavity_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.compactness_mean
              • input.radius_mean <=. 35
              • 5 <=. input.radius_mean
              • input.concave_points_worst = 573/5000
              "benign"
              147
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000))
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 2453/25000
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000
                <=. (-17063/100000)
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000)
              • not ((input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 17131/25000)
              • (input.radius_se -. 40517/100000) /. 27731/100000 <=. 1422/3125
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000)
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 5861/12500
              • (input.radius_se -. 40517/100000) /. 27731/100000 <=. 20821/50000
              • input.concave_points_worst <=. 7/20
              • input.concavity_mean = 859/20000
              • input.concavity_worst = 13/50
              • 0 <=. input.concave_points_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concavity_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.compactness_worst
              • input.radius_se <=. 7/2
              • 0 <=. input.radius_se
              • input.concavity_mean <=. 1/2
              • 0 <=. input.concavity_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.compactness_mean
              • input.radius_mean <=. 35
              • 5 <=. input.radius_mean
              • input.concave_points_worst = 573/5000
              "benign"
              146
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000))
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 2453/25000)
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. 265413/100000)
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000))
              • (input.radius_mean -. 1412729/100000) /. 70481/20000 <=. (-4667/25000)
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 22607/50000
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000)
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 5861/12500
              • (input.radius_se -. 40517/100000) /. 27731/100000 <=. 20821/50000
              • input.concave_points_worst <=. 7/20
              • input.concavity_mean = 859/20000
              • input.concavity_worst = 13/50
              • 0 <=. input.concave_points_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concavity_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.compactness_worst
              • input.radius_se <=. 7/2
              • 0 <=. input.radius_se
              • input.concavity_mean <=. 1/2
              • 0 <=. input.concavity_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.compactness_mean
              • input.radius_mean <=. 35
              • 5 <=. input.radius_mean
              • input.concave_points_worst = 573/5000
              "benign"
              145
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000))
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 2453/25000
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000
                 <=. (-17063/100000))
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000))
              • (input.radius_mean -. 1412729/100000) /. 70481/20000 <=. (-4667/25000)
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 22607/50000
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000)
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 5861/12500
              • (input.radius_se -. 40517/100000) /. 27731/100000 <=. 20821/50000
              • input.concave_points_worst <=. 7/20
              • input.concavity_mean = 859/20000
              • input.concavity_worst = 13/50
              • 0 <=. input.concave_points_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concavity_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.compactness_worst
              • input.radius_se <=. 7/2
              • 0 <=. input.radius_se
              • input.concavity_mean <=. 1/2
              • 0 <=. input.concavity_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.compactness_mean
              • input.radius_mean <=. 35
              • 5 <=. input.radius_mean
              • input.concave_points_worst = 573/5000
              "benign"
              144
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000))
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 2453/25000
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000
                <=. (-17063/100000)
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000))
              • (input.radius_mean -. 1412729/100000) /. 70481/20000 <=. (-4667/25000)
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 22607/50000
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000)
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 5861/12500
              • (input.radius_se -. 40517/100000) /. 27731/100000 <=. 20821/50000
              • input.concave_points_worst <=. 7/20
              • input.concavity_mean = 859/20000
              • input.concavity_worst = 13/50
              • 0 <=. input.concave_points_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concavity_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.compactness_worst
              • input.radius_se <=. 7/2
              • 0 <=. input.radius_se
              • input.concavity_mean <=. 1/2
              • 0 <=. input.concavity_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.compactness_mean
              • input.radius_mean <=. 35
              • 5 <=. input.radius_mean
              • input.concave_points_worst = 573/5000
              "benign"
              143
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000))
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 2453/25000)
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. 265413/100000)
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000))
              • (input.radius_mean -. 1412729/100000) /. 70481/20000 <=. (-4667/25000)
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 22607/50000)
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000)
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 5861/12500
              • (input.radius_se -. 40517/100000) /. 27731/100000 <=. 20821/50000
              • input.concave_points_worst <=. 7/20
              • input.concavity_mean = 859/20000
              • input.concavity_worst = 13/50
              • 0 <=. input.concave_points_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concavity_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.compactness_worst
              • input.radius_se <=. 7/2
              • 0 <=. input.radius_se
              • input.concavity_mean <=. 1/2
              • 0 <=. input.concavity_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.compactness_mean
              • input.radius_mean <=. 35
              • 5 <=. input.radius_mean
              • input.concave_points_worst = 573/5000
              "benign"
              142
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000))
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 2453/25000
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000
                 <=. (-17063/100000))
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000))
              • not ((input.radius_mean -. 1412729/100000) /. 70481/20000 <=. (-4667/25000))
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. (-9/100000)
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000)
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 5861/12500
              • (input.radius_se -. 40517/100000) /. 27731/100000 <=. 20821/50000
              • input.concave_points_worst <=. 7/20
              • input.concavity_mean = 859/20000
              • input.concavity_worst = 13/50
              • 0 <=. input.concave_points_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concavity_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.compactness_worst
              • input.radius_se <=. 7/2
              • 0 <=. input.radius_se
              • input.concavity_mean <=. 1/2
              • 0 <=. input.concavity_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.compactness_mean
              • input.radius_mean <=. 35
              • 5 <=. input.radius_mean
              • input.concave_points_worst = 573/5000
              "benign"
              141
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000))
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 2453/25000
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000
                <=. (-17063/100000)
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000))
              • not ((input.radius_mean -. 1412729/100000) /. 70481/20000 <=. (-4667/25000))
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. (-9/100000)
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000)
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 5861/12500
              • (input.radius_se -. 40517/100000) /. 27731/100000 <=. 20821/50000
              • input.concave_points_worst <=. 7/20
              • input.concavity_mean = 859/20000
              • input.concavity_worst = 13/50
              • 0 <=. input.concave_points_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concavity_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.compactness_worst
              • input.radius_se <=. 7/2
              • 0 <=. input.radius_se
              • input.concavity_mean <=. 1/2
              • 0 <=. input.concavity_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.compactness_mean
              • input.radius_mean <=. 35
              • 5 <=. input.radius_mean
              • input.concave_points_worst = 573/5000
              "benign"
              140
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000))
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 2453/25000
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000
                 <=. (-17063/100000))
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000)
              • (input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 17131/25000
              • (input.compactness_mean -. 5217/50000) /. 5281/100000 <=. (-4159/5000)
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-7603/20000))
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000
                 <=. (-7927/100000))
              • input.concave_points_worst <=. 7/20
              • input.concavity_mean = 859/20000
              • input.concavity_worst = 13/50
              • 0 <=. input.concave_points_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concavity_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.compactness_worst
              • input.radius_se <=. 7/2
              • 0 <=. input.radius_se
              • input.concavity_mean <=. 1/2
              • 0 <=. input.concavity_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.compactness_mean
              • input.radius_mean <=. 35
              • 5 <=. input.radius_mean
              • input.concave_points_worst = 573/5000
              "benign"
              139
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000)
              • not ((input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 6587/25000)
              • not ((input.radius_se -. 40517/100000) /. 27731/100000 <=. (-13559/25000))
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000)
              • (input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 17131/25000
              • (input.compactness_mean -. 5217/50000) /. 5281/100000 <=. (-4159/5000)
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-7603/20000))
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000
                 <=. (-7927/100000))
              • input.concave_points_worst <=. 7/20
              • input.concavity_mean = 859/20000
              • input.concavity_worst = 13/50
              • 0 <=. input.concave_points_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concavity_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.compactness_worst
              • input.radius_se <=. 7/2
              • 0 <=. input.radius_se
              • input.concavity_mean <=. 1/2
              • 0 <=. input.concavity_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.compactness_mean
              • input.radius_mean <=. 35
              • 5 <=. input.radius_mean
              • input.concave_points_worst = 573/5000
              "benign"
              138
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000)
              • not ((input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 6587/25000)
              • (input.radius_se -. 40517/100000) /. 27731/100000 <=. (-13559/25000)
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000)
              • (input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 17131/25000
              • (input.compactness_mean -. 5217/50000) /. 5281/100000 <=. (-4159/5000)
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-7603/20000))
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000
                 <=. (-7927/100000))
              • input.concave_points_worst <=. 7/20
              • input.concavity_mean = 859/20000
              • input.concavity_worst = 13/50
              • 0 <=. input.concave_points_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concavity_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.compactness_worst
              • input.radius_se <=. 7/2
              • 0 <=. input.radius_se
              • input.concavity_mean <=. 1/2
              • 0 <=. input.concavity_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.compactness_mean
              • input.radius_mean <=. 35
              • 5 <=. input.radius_mean
              • input.concave_points_worst = 573/5000
              "benign"
              137
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000)
              • (input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 6587/25000
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. (-193/3125))
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000)
              • (input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 17131/25000
              • (input.compactness_mean -. 5217/50000) /. 5281/100000 <=. (-4159/5000)
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-7603/20000))
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000
                 <=. (-7927/100000))
              • input.concave_points_worst <=. 7/20
              • input.concavity_mean = 859/20000
              • input.concavity_worst = 13/50
              • 0 <=. input.concave_points_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concavity_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.compactness_worst
              • input.radius_se <=. 7/2
              • 0 <=. input.radius_se
              • input.concavity_mean <=. 1/2
              • 0 <=. input.concavity_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.compactness_mean
              • input.radius_mean <=. 35
              • 5 <=. input.radius_mean
              • input.concave_points_worst = 573/5000
              "benign"
              136
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000)
              • (input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 6587/25000
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. (-193/3125)
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000)
              • (input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 17131/25000
              • (input.compactness_mean -. 5217/50000) /. 5281/100000 <=. (-4159/5000)
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-7603/20000))
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000
                 <=. (-7927/100000))
              • input.concave_points_worst <=. 7/20
              • input.concavity_mean = 859/20000
              • input.concavity_worst = 13/50
              • 0 <=. input.concave_points_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concavity_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.compactness_worst
              • input.radius_se <=. 7/2
              • 0 <=. input.radius_se
              • input.concavity_mean <=. 1/2
              • 0 <=. input.concavity_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.compactness_mean
              • input.radius_mean <=. 35
              • 5 <=. input.radius_mean
              • input.concave_points_worst = 573/5000
              "benign"
              135
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000))
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 2453/25000)
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 265413/100000
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000)
              • (input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 17131/25000
              • not ((input.compactness_mean -. 5217/50000) /. 5281/100000 <=. (-4159/5000))
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-7603/20000))
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000
                 <=. (-7927/100000))
              • input.concave_points_worst <=. 7/20
              • input.concavity_mean = 859/20000
              • input.concavity_worst = 13/50
              • 0 <=. input.concave_points_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concavity_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.compactness_worst
              • input.radius_se <=. 7/2
              • 0 <=. input.radius_se
              • input.concavity_mean <=. 1/2
              • 0 <=. input.concavity_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.compactness_mean
              • input.radius_mean <=. 35
              • 5 <=. input.radius_mean
              • input.concave_points_worst = 573/5000
              "benign"
              134
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000))
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 2453/25000
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000
                 <=. (-17063/100000))
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000)
              • (input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 17131/25000
              • not ((input.compactness_mean -. 5217/50000) /. 5281/100000 <=. (-4159/5000))
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-7603/20000))
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000
                 <=. (-7927/100000))
              • input.concave_points_worst <=. 7/20
              • input.concavity_mean = 859/20000
              • input.concavity_worst = 13/50
              • 0 <=. input.concave_points_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concavity_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.compactness_worst
              • input.radius_se <=. 7/2
              • 0 <=. input.radius_se
              • input.concavity_mean <=. 1/2
              • 0 <=. input.concavity_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.compactness_mean
              • input.radius_mean <=. 35
              • 5 <=. input.radius_mean
              • input.concave_points_worst = 573/5000
              "benign"
              133
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000)
              • not ((input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 6587/25000)
              • not ((input.radius_se -. 40517/100000) /. 27731/100000 <=. (-13559/25000))
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000)
              • (input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 17131/25000
              • not ((input.compactness_mean -. 5217/50000) /. 5281/100000 <=. (-4159/5000))
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-7603/20000))
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000
                 <=. (-7927/100000))
              • input.concave_points_worst <=. 7/20
              • input.concavity_mean = 859/20000
              • input.concavity_worst = 13/50
              • 0 <=. input.concave_points_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concavity_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.compactness_worst
              • input.radius_se <=. 7/2
              • 0 <=. input.radius_se
              • input.concavity_mean <=. 1/2
              • 0 <=. input.concavity_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.compactness_mean
              • input.radius_mean <=. 35
              • 5 <=. input.radius_mean
              • input.concave_points_worst = 573/5000
              "benign"
              132
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000)
              • not ((input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 6587/25000)
              • (input.radius_se -. 40517/100000) /. 27731/100000 <=. (-13559/25000)
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000)
              • (input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 17131/25000
              • not ((input.compactness_mean -. 5217/50000) /. 5281/100000 <=. (-4159/5000))
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-7603/20000))
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000
                 <=. (-7927/100000))
              • input.concave_points_worst <=. 7/20
              • input.concavity_mean = 859/20000
              • input.concavity_worst = 13/50
              • 0 <=. input.concave_points_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concavity_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.compactness_worst
              • input.radius_se <=. 7/2
              • 0 <=. input.radius_se
              • input.concavity_mean <=. 1/2
              • 0 <=. input.concavity_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.compactness_mean
              • input.radius_mean <=. 35
              • 5 <=. input.radius_mean
              • input.concave_points_worst = 573/5000
              "benign"
              131
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000)
              • (input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 6587/25000
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. (-193/3125))
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000)
              • (input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 17131/25000
              • not ((input.compactness_mean -. 5217/50000) /. 5281/100000 <=. (-4159/5000))
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-7603/20000))
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000
                 <=. (-7927/100000))
              • input.concave_points_worst <=. 7/20
              • input.concavity_mean = 859/20000
              • input.concavity_worst = 13/50
              • 0 <=. input.concave_points_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concavity_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.compactness_worst
              • input.radius_se <=. 7/2
              • 0 <=. input.radius_se
              • input.concavity_mean <=. 1/2
              • 0 <=. input.concavity_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.compactness_mean
              • input.radius_mean <=. 35
              • 5 <=. input.radius_mean
              • input.concave_points_worst = 573/5000
              "benign"
              130
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000)
              • (input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 6587/25000
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. (-193/3125)
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000)
              • (input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 17131/25000
              • not ((input.compactness_mean -. 5217/50000) /. 5281/100000 <=. (-4159/5000))
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-7603/20000))
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000
                 <=. (-7927/100000))
              • input.concave_points_worst <=. 7/20
              • input.concavity_mean = 859/20000
              • input.concavity_worst = 13/50
              • 0 <=. input.concave_points_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concavity_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.compactness_worst
              • input.radius_se <=. 7/2
              • 0 <=. input.radius_se
              • input.concavity_mean <=. 1/2
              • 0 <=. input.concavity_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.compactness_mean
              • input.radius_mean <=. 35
              • 5 <=. input.radius_mean
              • input.concave_points_worst = 573/5000
              "benign"
              129
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000))
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 2453/25000
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000
                 <=. (-17063/100000))
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000)
              • not ((input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 17131/25000)
              • (input.radius_se -. 40517/100000) /. 27731/100000 <=. 1422/3125
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-7603/20000))
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000
                 <=. (-7927/100000))
              • input.concave_points_worst <=. 7/20
              • input.concavity_mean = 859/20000
              • input.concavity_worst = 13/50
              • 0 <=. input.concave_points_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concavity_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.compactness_worst
              • input.radius_se <=. 7/2
              • 0 <=. input.radius_se
              • input.concavity_mean <=. 1/2
              • 0 <=. input.concavity_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.compactness_mean
              • input.radius_mean <=. 35
              • 5 <=. input.radius_mean
              • input.concave_points_worst = 573/5000
              "benign"
              128
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000)
              • not ((input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 6587/25000)
              • (input.radius_se -. 40517/100000) /. 27731/100000 <=. (-13559/25000)
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000)
              • not ((input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 17131/25000)
              • (input.radius_se -. 40517/100000) /. 27731/100000 <=. 1422/3125
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-7603/20000))
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000
                 <=. (-7927/100000))
              • input.concave_points_worst <=. 7/20
              • input.concavity_mean = 859/20000
              • input.concavity_worst = 13/50
              • 0 <=. input.concave_points_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concavity_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.compactness_worst
              • input.radius_se <=. 7/2
              • 0 <=. input.radius_se
              • input.concavity_mean <=. 1/2
              • 0 <=. input.concavity_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.compactness_mean
              • input.radius_mean <=. 35
              • 5 <=. input.radius_mean
              • input.concave_points_worst = 573/5000
              "benign"
              127
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000))
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 2453/25000
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000
                 <=. (-17063/100000))
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000)
              • not ((input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 17131/25000)
              • not ((input.radius_se -. 40517/100000) /. 27731/100000 <=. 1422/3125)
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-7603/20000))
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000
                 <=. (-7927/100000))
              • input.concave_points_worst <=. 7/20
              • input.concavity_mean = 859/20000
              • input.concavity_worst = 13/50
              • 0 <=. input.concave_points_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concavity_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.compactness_worst
              • input.radius_se <=. 7/2
              • 0 <=. input.radius_se
              • input.concavity_mean <=. 1/2
              • 0 <=. input.concavity_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.compactness_mean
              • input.radius_mean <=. 35
              • 5 <=. input.radius_mean
              • input.concave_points_worst = 573/5000
              "benign"
              126
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000))
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 2453/25000
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000
                 <=. (-17063/100000))
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000))
              • (input.radius_mean -. 1412729/100000) /. 70481/20000 <=. (-4667/25000)
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 22607/50000
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-7603/20000))
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000
                 <=. (-7927/100000))
              • input.concave_points_worst <=. 7/20
              • input.concavity_mean = 859/20000
              • input.concavity_worst = 13/50
              • 0 <=. input.concave_points_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concavity_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.compactness_worst
              • input.radius_se <=. 7/2
              • 0 <=. input.radius_se
              • input.concavity_mean <=. 1/2
              • 0 <=. input.concavity_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.compactness_mean
              • input.radius_mean <=. 35
              • 5 <=. input.radius_mean
              • input.concave_points_worst = 573/5000
              "benign"
              125
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000)
              • (input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 6587/25000
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. (-193/3125))
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000))
              • (input.radius_mean -. 1412729/100000) /. 70481/20000 <=. (-4667/25000)
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 22607/50000
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-7603/20000))
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000
                 <=. (-7927/100000))
              • input.concave_points_worst <=. 7/20
              • input.concavity_mean = 859/20000
              • input.concavity_worst = 13/50
              • 0 <=. input.concave_points_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concavity_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.compactness_worst
              • input.radius_se <=. 7/2
              • 0 <=. input.radius_se
              • input.concavity_mean <=. 1/2
              • 0 <=. input.concavity_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.compactness_mean
              • input.radius_mean <=. 35
              • 5 <=. input.radius_mean
              • input.concave_points_worst = 573/5000
              "benign"
              124
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000)
              • (input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 6587/25000
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. (-193/3125)
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000))
              • (input.radius_mean -. 1412729/100000) /. 70481/20000 <=. (-4667/25000)
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 22607/50000
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-7603/20000))
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000
                 <=. (-7927/100000))
              • input.concave_points_worst <=. 7/20
              • input.concavity_mean = 859/20000
              • input.concavity_worst = 13/50
              • 0 <=. input.concave_points_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concavity_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.compactness_worst
              • input.radius_se <=. 7/2
              • 0 <=. input.radius_se
              • input.concavity_mean <=. 1/2
              • 0 <=. input.concavity_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.compactness_mean
              • input.radius_mean <=. 35
              • 5 <=. input.radius_mean
              • input.concave_points_worst = 573/5000
              "benign"
              123
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000)
              • (input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 6587/25000
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. (-193/3125))
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000))
              • (input.radius_mean -. 1412729/100000) /. 70481/20000 <=. (-4667/25000)
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 22607/50000)
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-7603/20000))
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000
                 <=. (-7927/100000))
              • input.concave_points_worst <=. 7/20
              • input.concavity_mean = 859/20000
              • input.concavity_worst = 13/50
              • 0 <=. input.concave_points_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concavity_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.compactness_worst
              • input.radius_se <=. 7/2
              • 0 <=. input.radius_se
              • input.concavity_mean <=. 1/2
              • 0 <=. input.concavity_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.compactness_mean
              • input.radius_mean <=. 35
              • 5 <=. input.radius_mean
              • input.concave_points_worst = 573/5000
              "benign"
              122
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000))
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 2453/25000
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000
                 <=. (-17063/100000))
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000))
              • not ((input.radius_mean -. 1412729/100000) /. 70481/20000 <=. (-4667/25000))
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. (-9/100000)
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-7603/20000))
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000
                 <=. (-7927/100000))
              • input.concave_points_worst <=. 7/20
              • input.concavity_mean = 859/20000
              • input.concavity_worst = 13/50
              • 0 <=. input.concave_points_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concavity_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.compactness_worst
              • input.radius_se <=. 7/2
              • 0 <=. input.radius_se
              • input.concavity_mean <=. 1/2
              • 0 <=. input.concavity_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.compactness_mean
              • input.radius_mean <=. 35
              • 5 <=. input.radius_mean
              • input.concave_points_worst = 573/5000
              "benign"
              121
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000)
              • not ((input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 6587/25000)
              • not ((input.radius_se -. 40517/100000) /. 27731/100000 <=. (-13559/25000))
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000))
              • not ((input.radius_mean -. 1412729/100000) /. 70481/20000 <=. (-4667/25000))
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. (-9/100000)
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-7603/20000))
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000
                 <=. (-7927/100000))
              • input.concave_points_worst <=. 7/20
              • input.concavity_mean = 859/20000
              • input.concavity_worst = 13/50
              • 0 <=. input.concave_points_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concavity_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.compactness_worst
              • input.radius_se <=. 7/2
              • 0 <=. input.radius_se
              • input.concavity_mean <=. 1/2
              • 0 <=. input.concavity_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.compactness_mean
              • input.radius_mean <=. 35
              • 5 <=. input.radius_mean
              • input.concave_points_worst = 573/5000
              "benign"
              120
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000)
              • not ((input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 6587/25000)
              • (input.radius_se -. 40517/100000) /. 27731/100000 <=. (-13559/25000)
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000))
              • not ((input.radius_mean -. 1412729/100000) /. 70481/20000 <=. (-4667/25000))
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. (-9/100000)
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-7603/20000))
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000
                 <=. (-7927/100000))
              • input.concave_points_worst <=. 7/20
              • input.concavity_mean = 859/20000
              • input.concavity_worst = 13/50
              • 0 <=. input.concave_points_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concavity_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.compactness_worst
              • input.radius_se <=. 7/2
              • 0 <=. input.radius_se
              • input.concavity_mean <=. 1/2
              • 0 <=. input.concavity_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.compactness_mean
              • input.radius_mean <=. 35
              • 5 <=. input.radius_mean
              • input.concave_points_worst = 573/5000
              "benign"
              119
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000)
              • (input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 6587/25000
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. (-193/3125))
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000))
              • not ((input.radius_mean -. 1412729/100000) /. 70481/20000 <=. (-4667/25000))
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. (-9/100000)
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-7603/20000))
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000
                 <=. (-7927/100000))
              • input.concave_points_worst <=. 7/20
              • input.concavity_mean = 859/20000
              • input.concavity_worst = 13/50
              • 0 <=. input.concave_points_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concavity_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.compactness_worst
              • input.radius_se <=. 7/2
              • 0 <=. input.radius_se
              • input.concavity_mean <=. 1/2
              • 0 <=. input.concavity_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.compactness_mean
              • input.radius_mean <=. 35
              • 5 <=. input.radius_mean
              • input.concave_points_worst = 573/5000
              "benign"
              118
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000)
              • (input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 6587/25000
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. (-193/3125)
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000))
              • not ((input.radius_mean -. 1412729/100000) /. 70481/20000 <=. (-4667/25000))
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. (-9/100000)
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-7603/20000))
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000
                 <=. (-7927/100000))
              • input.concave_points_worst <=. 7/20
              • input.concavity_mean = 859/20000
              • input.concavity_worst = 13/50
              • 0 <=. input.concave_points_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concavity_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.compactness_worst
              • input.radius_se <=. 7/2
              • 0 <=. input.radius_se
              • input.concavity_mean <=. 1/2
              • 0 <=. input.concavity_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.compactness_mean
              • input.radius_mean <=. 35
              • 5 <=. input.radius_mean
              • input.concave_points_worst = 573/5000
              "benign"
              117
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000))
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 2453/25000
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000
                 <=. (-17063/100000))
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000)
              • (input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 17131/25000
              • (input.compactness_mean -. 5217/50000) /. 5281/100000 <=. (-4159/5000)
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-7603/20000))
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000
                <=. (-7927/100000)
              • input.concave_points_worst <=. 7/20
              • input.concavity_mean = 859/20000
              • input.concavity_worst = 13/50
              • 0 <=. input.concave_points_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concavity_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.compactness_worst
              • input.radius_se <=. 7/2
              • 0 <=. input.radius_se
              • input.concavity_mean <=. 1/2
              • 0 <=. input.concavity_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.compactness_mean
              • input.radius_mean <=. 35
              • 5 <=. input.radius_mean
              • input.concave_points_worst = 573/5000
              "benign"
              116
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000))
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 2453/25000
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000
                <=. (-17063/100000)
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000)
              • (input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 17131/25000
              • (input.compactness_mean -. 5217/50000) /. 5281/100000 <=. (-4159/5000)
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-7603/20000))
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000
                <=. (-7927/100000)
              • input.concave_points_worst <=. 7/20
              • input.concavity_mean = 859/20000
              • input.concavity_worst = 13/50
              • 0 <=. input.concave_points_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concavity_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.compactness_worst
              • input.radius_se <=. 7/2
              • 0 <=. input.radius_se
              • input.concavity_mean <=. 1/2
              • 0 <=. input.concavity_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.compactness_mean
              • input.radius_mean <=. 35
              • 5 <=. input.radius_mean
              • input.concave_points_worst = 573/5000
              "benign"
              115
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000)
              • not ((input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 6587/25000)
              • not ((input.radius_se -. 40517/100000) /. 27731/100000 <=. (-13559/25000))
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000)
              • (input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 17131/25000
              • (input.compactness_mean -. 5217/50000) /. 5281/100000 <=. (-4159/5000)
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-7603/20000))
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000
                <=. (-7927/100000)
              • input.concave_points_worst <=. 7/20
              • input.concavity_mean = 859/20000
              • input.concavity_worst = 13/50
              • 0 <=. input.concave_points_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concavity_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.compactness_worst
              • input.radius_se <=. 7/2
              • 0 <=. input.radius_se
              • input.concavity_mean <=. 1/2
              • 0 <=. input.concavity_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.compactness_mean
              • input.radius_mean <=. 35
              • 5 <=. input.radius_mean
              • input.concave_points_worst = 573/5000
              "benign"
              114
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000)
              • not ((input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 6587/25000)
              • (input.radius_se -. 40517/100000) /. 27731/100000 <=. (-13559/25000)
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000)
              • (input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 17131/25000
              • (input.compactness_mean -. 5217/50000) /. 5281/100000 <=. (-4159/5000)
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-7603/20000))
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000
                <=. (-7927/100000)
              • input.concave_points_worst <=. 7/20
              • input.concavity_mean = 859/20000
              • input.concavity_worst = 13/50
              • 0 <=. input.concave_points_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concavity_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.compactness_worst
              • input.radius_se <=. 7/2
              • 0 <=. input.radius_se
              • input.concavity_mean <=. 1/2
              • 0 <=. input.concavity_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.compactness_mean
              • input.radius_mean <=. 35
              • 5 <=. input.radius_mean
              • input.concave_points_worst = 573/5000
              "benign"
              113
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000)
              • (input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 6587/25000
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. (-193/3125)
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000)
              • (input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 17131/25000
              • (input.compactness_mean -. 5217/50000) /. 5281/100000 <=. (-4159/5000)
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-7603/20000))
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000
                <=. (-7927/100000)
              • input.concave_points_worst <=. 7/20
              • input.concavity_mean = 859/20000
              • input.concavity_worst = 13/50
              • 0 <=. input.concave_points_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concavity_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.compactness_worst
              • input.radius_se <=. 7/2
              • 0 <=. input.radius_se
              • input.concavity_mean <=. 1/2
              • 0 <=. input.concavity_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.compactness_mean
              • input.radius_mean <=. 35
              • 5 <=. input.radius_mean
              • input.concave_points_worst = 573/5000
              "benign"
              112
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000))
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 2453/25000
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000
                 <=. (-17063/100000))
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000)
              • (input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 17131/25000
              • not ((input.compactness_mean -. 5217/50000) /. 5281/100000 <=. (-4159/5000))
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-7603/20000))
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000
                <=. (-7927/100000)
              • input.concave_points_worst <=. 7/20
              • input.concavity_mean = 859/20000
              • input.concavity_worst = 13/50
              • 0 <=. input.concave_points_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concavity_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.compactness_worst
              • input.radius_se <=. 7/2
              • 0 <=. input.radius_se
              • input.concavity_mean <=. 1/2
              • 0 <=. input.concavity_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.compactness_mean
              • input.radius_mean <=. 35
              • 5 <=. input.radius_mean
              • input.concave_points_worst = 573/5000
              "benign"
              111
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000))
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 2453/25000
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000
                <=. (-17063/100000)
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000)
              • (input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 17131/25000
              • not ((input.compactness_mean -. 5217/50000) /. 5281/100000 <=. (-4159/5000))
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-7603/20000))
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000
                <=. (-7927/100000)
              • input.concave_points_worst <=. 7/20
              • input.concavity_mean = 859/20000
              • input.concavity_worst = 13/50
              • 0 <=. input.concave_points_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concavity_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.compactness_worst
              • input.radius_se <=. 7/2
              • 0 <=. input.radius_se
              • input.concavity_mean <=. 1/2
              • 0 <=. input.concavity_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.compactness_mean
              • input.radius_mean <=. 35
              • 5 <=. input.radius_mean
              • input.concave_points_worst = 573/5000
              "benign"
              110
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000)
              • not ((input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 6587/25000)
              • not ((input.radius_se -. 40517/100000) /. 27731/100000 <=. (-13559/25000))
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000)
              • (input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 17131/25000
              • not ((input.compactness_mean -. 5217/50000) /. 5281/100000 <=. (-4159/5000))
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-7603/20000))
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000
                <=. (-7927/100000)
              • input.concave_points_worst <=. 7/20
              • input.concavity_mean = 859/20000
              • input.concavity_worst = 13/50
              • 0 <=. input.concave_points_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concavity_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.compactness_worst
              • input.radius_se <=. 7/2
              • 0 <=. input.radius_se
              • input.concavity_mean <=. 1/2
              • 0 <=. input.concavity_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.compactness_mean
              • input.radius_mean <=. 35
              • 5 <=. input.radius_mean
              • input.concave_points_worst = 573/5000
              "benign"
              109
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000)
              • not ((input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 6587/25000)
              • (input.radius_se -. 40517/100000) /. 27731/100000 <=. (-13559/25000)
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000)
              • (input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 17131/25000
              • not ((input.compactness_mean -. 5217/50000) /. 5281/100000 <=. (-4159/5000))
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-7603/20000))
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000
                <=. (-7927/100000)
              • input.concave_points_worst <=. 7/20
              • input.concavity_mean = 859/20000
              • input.concavity_worst = 13/50
              • 0 <=. input.concave_points_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concavity_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.compactness_worst
              • input.radius_se <=. 7/2
              • 0 <=. input.radius_se
              • input.concavity_mean <=. 1/2
              • 0 <=. input.concavity_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.compactness_mean
              • input.radius_mean <=. 35
              • 5 <=. input.radius_mean
              • input.concave_points_worst = 573/5000
              "benign"
              108
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000)
              • (input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 6587/25000
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. (-193/3125)
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000)
              • (input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 17131/25000
              • not ((input.compactness_mean -. 5217/50000) /. 5281/100000 <=. (-4159/5000))
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-7603/20000))
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000
                <=. (-7927/100000)
              • input.concave_points_worst <=. 7/20
              • input.concavity_mean = 859/20000
              • input.concavity_worst = 13/50
              • 0 <=. input.concave_points_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concavity_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.compactness_worst
              • input.radius_se <=. 7/2
              • 0 <=. input.radius_se
              • input.concavity_mean <=. 1/2
              • 0 <=. input.concavity_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.compactness_mean
              • input.radius_mean <=. 35
              • 5 <=. input.radius_mean
              • input.concave_points_worst = 573/5000
              "benign"
              107
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000))
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 2453/25000
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000
                 <=. (-17063/100000))
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000)
              • not ((input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 17131/25000)
              • (input.radius_se -. 40517/100000) /. 27731/100000 <=. 1422/3125
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-7603/20000))
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000
                <=. (-7927/100000)
              • input.concave_points_worst <=. 7/20
              • input.concavity_mean = 859/20000
              • input.concavity_worst = 13/50
              • 0 <=. input.concave_points_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concavity_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.compactness_worst
              • input.radius_se <=. 7/2
              • 0 <=. input.radius_se
              • input.concavity_mean <=. 1/2
              • 0 <=. input.concavity_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.compactness_mean
              • input.radius_mean <=. 35
              • 5 <=. input.radius_mean
              • input.concave_points_worst = 573/5000
              "benign"
              106
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000))
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 2453/25000
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000
                <=. (-17063/100000)
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000)
              • not ((input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 17131/25000)
              • (input.radius_se -. 40517/100000) /. 27731/100000 <=. 1422/3125
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-7603/20000))
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000
                <=. (-7927/100000)
              • input.concave_points_worst <=. 7/20
              • input.concavity_mean = 859/20000
              • input.concavity_worst = 13/50
              • 0 <=. input.concave_points_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concavity_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.compactness_worst
              • input.radius_se <=. 7/2
              • 0 <=. input.radius_se
              • input.concavity_mean <=. 1/2
              • 0 <=. input.concavity_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.compactness_mean
              • input.radius_mean <=. 35
              • 5 <=. input.radius_mean
              • input.concave_points_worst = 573/5000
              "benign"
              105
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000)
              • not ((input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 6587/25000)
              • not ((input.radius_se -. 40517/100000) /. 27731/100000 <=. (-13559/25000))
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000)
              • not ((input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 17131/25000)
              • (input.radius_se -. 40517/100000) /. 27731/100000 <=. 1422/3125
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-7603/20000))
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000
                <=. (-7927/100000)
              • input.concave_points_worst <=. 7/20
              • input.concavity_mean = 859/20000
              • input.concavity_worst = 13/50
              • 0 <=. input.concave_points_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concavity_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.compactness_worst
              • input.radius_se <=. 7/2
              • 0 <=. input.radius_se
              • input.concavity_mean <=. 1/2
              • 0 <=. input.concavity_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.compactness_mean
              • input.radius_mean <=. 35
              • 5 <=. input.radius_mean
              • input.concave_points_worst = 573/5000
              "benign"
              104
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000)
              • not ((input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 6587/25000)
              • (input.radius_se -. 40517/100000) /. 27731/100000 <=. (-13559/25000)
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000)
              • not ((input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 17131/25000)
              • (input.radius_se -. 40517/100000) /. 27731/100000 <=. 1422/3125
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-7603/20000))
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000
                <=. (-7927/100000)
              • input.concave_points_worst <=. 7/20
              • input.concavity_mean = 859/20000
              • input.concavity_worst = 13/50
              • 0 <=. input.concave_points_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concavity_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.compactness_worst
              • input.radius_se <=. 7/2
              • 0 <=. input.radius_se
              • input.concavity_mean <=. 1/2
              • 0 <=. input.concavity_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.compactness_mean
              • input.radius_mean <=. 35
              • 5 <=. input.radius_mean
              • input.concave_points_worst = 573/5000
              "benign"
              103
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000))
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 2453/25000
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000
                 <=. (-17063/100000))
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000)
              • not ((input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 17131/25000)
              • not ((input.radius_se -. 40517/100000) /. 27731/100000 <=. 1422/3125)
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-7603/20000))
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000
                <=. (-7927/100000)
              • input.concave_points_worst <=. 7/20
              • input.concavity_mean = 859/20000
              • input.concavity_worst = 13/50
              • 0 <=. input.concave_points_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concavity_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.compactness_worst
              • input.radius_se <=. 7/2
              • 0 <=. input.radius_se
              • input.concavity_mean <=. 1/2
              • 0 <=. input.concavity_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.compactness_mean
              • input.radius_mean <=. 35
              • 5 <=. input.radius_mean
              • input.concave_points_worst = 573/5000
              "benign"
              102
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000))
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 2453/25000
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000
                <=. (-17063/100000)
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000)
              • not ((input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 17131/25000)
              • not ((input.radius_se -. 40517/100000) /. 27731/100000 <=. 1422/3125)
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-7603/20000))
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000
                <=. (-7927/100000)
              • input.concave_points_worst <=. 7/20
              • input.concavity_mean = 859/20000
              • input.concavity_worst = 13/50
              • 0 <=. input.concave_points_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concavity_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.compactness_worst
              • input.radius_se <=. 7/2
              • 0 <=. input.radius_se
              • input.concavity_mean <=. 1/2
              • 0 <=. input.concavity_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.compactness_mean
              • input.radius_mean <=. 35
              • 5 <=. input.radius_mean
              • input.concave_points_worst = 573/5000
              "benign"
              101
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000)
              • not ((input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 6587/25000)
              • not ((input.radius_se -. 40517/100000) /. 27731/100000 <=. (-13559/25000))
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000)
              • not ((input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 17131/25000)
              • not ((input.radius_se -. 40517/100000) /. 27731/100000 <=. 1422/3125)
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-7603/20000))
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000
                <=. (-7927/100000)
              • input.concave_points_worst <=. 7/20
              • input.concavity_mean = 859/20000
              • input.concavity_worst = 13/50
              • 0 <=. input.concave_points_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concavity_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.compactness_worst
              • input.radius_se <=. 7/2
              • 0 <=. input.radius_se
              • input.concavity_mean <=. 1/2
              • 0 <=. input.concavity_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.compactness_mean
              • input.radius_mean <=. 35
              • 5 <=. input.radius_mean
              • input.concave_points_worst = 573/5000
              "benign"
              100
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000))
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 2453/25000
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000
                 <=. (-17063/100000))
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000))
              • (input.radius_mean -. 1412729/100000) /. 70481/20000 <=. (-4667/25000)
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 22607/50000
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-7603/20000))
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000
                <=. (-7927/100000)
              • input.concave_points_worst <=. 7/20
              • input.concavity_mean = 859/20000
              • input.concavity_worst = 13/50
              • 0 <=. input.concave_points_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concavity_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.compactness_worst
              • input.radius_se <=. 7/2
              • 0 <=. input.radius_se
              • input.concavity_mean <=. 1/2
              • 0 <=. input.concavity_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.compactness_mean
              • input.radius_mean <=. 35
              • 5 <=. input.radius_mean
              • input.concave_points_worst = 573/5000
              "benign"
              99
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000))
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 2453/25000
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000
                <=. (-17063/100000)
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000))
              • (input.radius_mean -. 1412729/100000) /. 70481/20000 <=. (-4667/25000)
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 22607/50000
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-7603/20000))
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000
                <=. (-7927/100000)
              • input.concave_points_worst <=. 7/20
              • input.concavity_mean = 859/20000
              • input.concavity_worst = 13/50
              • 0 <=. input.concave_points_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concavity_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.compactness_worst
              • input.radius_se <=. 7/2
              • 0 <=. input.radius_se
              • input.concavity_mean <=. 1/2
              • 0 <=. input.concavity_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.compactness_mean
              • input.radius_mean <=. 35
              • 5 <=. input.radius_mean
              • input.concave_points_worst = 573/5000
              "benign"
              98
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000)
              • (input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 6587/25000
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. (-193/3125)
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000))
              • (input.radius_mean -. 1412729/100000) /. 70481/20000 <=. (-4667/25000)
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 22607/50000
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-7603/20000))
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000
                <=. (-7927/100000)
              • input.concave_points_worst <=. 7/20
              • input.concavity_mean = 859/20000
              • input.concavity_worst = 13/50
              • 0 <=. input.concave_points_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concavity_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.compactness_worst
              • input.radius_se <=. 7/2
              • 0 <=. input.radius_se
              • input.concavity_mean <=. 1/2
              • 0 <=. input.concavity_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.compactness_mean
              • input.radius_mean <=. 35
              • 5 <=. input.radius_mean
              • input.concave_points_worst = 573/5000
              "benign"
              97
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000))
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 2453/25000
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000
                 <=. (-17063/100000))
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000))
              • not ((input.radius_mean -. 1412729/100000) /. 70481/20000 <=. (-4667/25000))
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. (-9/100000)
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-7603/20000))
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000
                <=. (-7927/100000)
              • input.concave_points_worst <=. 7/20
              • input.concavity_mean = 859/20000
              • input.concavity_worst = 13/50
              • 0 <=. input.concave_points_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concavity_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.compactness_worst
              • input.radius_se <=. 7/2
              • 0 <=. input.radius_se
              • input.concavity_mean <=. 1/2
              • 0 <=. input.concavity_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.compactness_mean
              • input.radius_mean <=. 35
              • 5 <=. input.radius_mean
              • input.concave_points_worst = 573/5000
              "benign"
              96
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000))
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 2453/25000
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000
                <=. (-17063/100000)
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000))
              • not ((input.radius_mean -. 1412729/100000) /. 70481/20000 <=. (-4667/25000))
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. (-9/100000)
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-7603/20000))
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000
                <=. (-7927/100000)
              • input.concave_points_worst <=. 7/20
              • input.concavity_mean = 859/20000
              • input.concavity_worst = 13/50
              • 0 <=. input.concave_points_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concavity_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.compactness_worst
              • input.radius_se <=. 7/2
              • 0 <=. input.radius_se
              • input.concavity_mean <=. 1/2
              • 0 <=. input.concavity_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.compactness_mean
              • input.radius_mean <=. 35
              • 5 <=. input.radius_mean
              • input.concave_points_worst = 573/5000
              "benign"
              95
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000)
              • not ((input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 6587/25000)
              • not ((input.radius_se -. 40517/100000) /. 27731/100000 <=. (-13559/25000))
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000))
              • not ((input.radius_mean -. 1412729/100000) /. 70481/20000 <=. (-4667/25000))
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. (-9/100000)
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-7603/20000))
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000
                <=. (-7927/100000)
              • input.concave_points_worst <=. 7/20
              • input.concavity_mean = 859/20000
              • input.concavity_worst = 13/50
              • 0 <=. input.concave_points_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concavity_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.compactness_worst
              • input.radius_se <=. 7/2
              • 0 <=. input.radius_se
              • input.concavity_mean <=. 1/2
              • 0 <=. input.concavity_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.compactness_mean
              • input.radius_mean <=. 35
              • 5 <=. input.radius_mean
              • input.concave_points_worst = 573/5000
              "benign"
              94
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000)
              • not ((input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 6587/25000)
              • (input.radius_se -. 40517/100000) /. 27731/100000 <=. (-13559/25000)
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000))
              • not ((input.radius_mean -. 1412729/100000) /. 70481/20000 <=. (-4667/25000))
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. (-9/100000)
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-7603/20000))
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000
                <=. (-7927/100000)
              • input.concave_points_worst <=. 7/20
              • input.concavity_mean = 859/20000
              • input.concavity_worst = 13/50
              • 0 <=. input.concave_points_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concavity_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.compactness_worst
              • input.radius_se <=. 7/2
              • 0 <=. input.radius_se
              • input.concavity_mean <=. 1/2
              • 0 <=. input.concavity_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.compactness_mean
              • input.radius_mean <=. 35
              • 5 <=. input.radius_mean
              • input.concave_points_worst = 573/5000
              "benign"
              93
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000)
              • (input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 6587/25000
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. (-193/3125)
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000))
              • not ((input.radius_mean -. 1412729/100000) /. 70481/20000 <=. (-4667/25000))
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. (-9/100000)
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-7603/20000))
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000
                <=. (-7927/100000)
              • input.concave_points_worst <=. 7/20
              • input.concavity_mean = 859/20000
              • input.concavity_worst = 13/50
              • 0 <=. input.concave_points_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concavity_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.compactness_worst
              • input.radius_se <=. 7/2
              • 0 <=. input.radius_se
              • input.concavity_mean <=. 1/2
              • 0 <=. input.concavity_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.compactness_mean
              • input.radius_mean <=. 35
              • 5 <=. input.radius_mean
              • input.concave_points_worst = 573/5000
              "benign"
              92
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000))
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 2453/25000)
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 265413/100000
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000)
              • (input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 17131/25000
              • (input.compactness_mean -. 5217/50000) /. 5281/100000 <=. (-4159/5000)
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-7603/20000)
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-60659/100000))
              • input.concave_points_worst <=. 7/20
              • input.concavity_mean = 859/20000
              • input.concavity_worst = 13/50
              • 0 <=. input.concave_points_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concavity_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.compactness_worst
              • input.radius_se <=. 7/2
              • 0 <=. input.radius_se
              • input.concavity_mean <=. 1/2
              • 0 <=. input.concavity_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.compactness_mean
              • input.radius_mean <=. 35
              • 5 <=. input.radius_mean
              • input.concave_points_worst = 573/5000
              "benign"
              91
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000))
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 2453/25000
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000
                 <=. (-17063/100000))
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000)
              • (input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 17131/25000
              • (input.compactness_mean -. 5217/50000) /. 5281/100000 <=. (-4159/5000)
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-7603/20000)
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-60659/100000))
              • input.concave_points_worst <=. 7/20
              • input.concavity_mean = 859/20000
              • input.concavity_worst = 13/50
              • 0 <=. input.concave_points_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concavity_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.compactness_worst
              • input.radius_se <=. 7/2
              • 0 <=. input.radius_se
              • input.concavity_mean <=. 1/2
              • 0 <=. input.concavity_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.compactness_mean
              • input.radius_mean <=. 35
              • 5 <=. input.radius_mean
              • input.concave_points_worst = 573/5000
              "benign"
              90
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000))
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 2453/25000
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000
                <=. (-17063/100000)
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000)
              • (input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 17131/25000
              • (input.compactness_mean -. 5217/50000) /. 5281/100000 <=. (-4159/5000)
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-7603/20000)
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-60659/100000))
              • input.concave_points_worst <=. 7/20
              • input.concavity_mean = 859/20000
              • input.concavity_worst = 13/50
              • 0 <=. input.concave_points_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concavity_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.compactness_worst
              • input.radius_se <=. 7/2
              • 0 <=. input.radius_se
              • input.concavity_mean <=. 1/2
              • 0 <=. input.concavity_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.compactness_mean
              • input.radius_mean <=. 35
              • 5 <=. input.radius_mean
              • input.concave_points_worst = 573/5000
              "benign"
              89
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000)
              • not ((input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 6587/25000)
              • not ((input.radius_se -. 40517/100000) /. 27731/100000 <=. (-13559/25000))
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000)
              • (input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 17131/25000
              • (input.compactness_mean -. 5217/50000) /. 5281/100000 <=. (-4159/5000)
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-7603/20000)
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-60659/100000))
              • input.concave_points_worst <=. 7/20
              • input.concavity_mean = 859/20000
              • input.concavity_worst = 13/50
              • 0 <=. input.concave_points_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concavity_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.compactness_worst
              • input.radius_se <=. 7/2
              • 0 <=. input.radius_se
              • input.concavity_mean <=. 1/2
              • 0 <=. input.concavity_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.compactness_mean
              • input.radius_mean <=. 35
              • 5 <=. input.radius_mean
              • input.concave_points_worst = 573/5000
              "benign"
              88
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000)
              • not ((input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 6587/25000)
              • (input.radius_se -. 40517/100000) /. 27731/100000 <=. (-13559/25000)
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000)
              • (input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 17131/25000
              • (input.compactness_mean -. 5217/50000) /. 5281/100000 <=. (-4159/5000)
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-7603/20000)
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-60659/100000))
              • input.concave_points_worst <=. 7/20
              • input.concavity_mean = 859/20000
              • input.concavity_worst = 13/50
              • 0 <=. input.concave_points_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concavity_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.compactness_worst
              • input.radius_se <=. 7/2
              • 0 <=. input.radius_se
              • input.concavity_mean <=. 1/2
              • 0 <=. input.concavity_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.compactness_mean
              • input.radius_mean <=. 35
              • 5 <=. input.radius_mean
              • input.concave_points_worst = 573/5000
              "benign"
              87
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000)
              • (input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 6587/25000
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. (-193/3125))
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000)
              • (input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 17131/25000
              • (input.compactness_mean -. 5217/50000) /. 5281/100000 <=. (-4159/5000)
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-7603/20000)
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-60659/100000))
              • input.concave_points_worst <=. 7/20
              • input.concavity_mean = 859/20000
              • input.concavity_worst = 13/50
              • 0 <=. input.concave_points_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concavity_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.compactness_worst
              • input.radius_se <=. 7/2
              • 0 <=. input.radius_se
              • input.concavity_mean <=. 1/2
              • 0 <=. input.concavity_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.compactness_mean
              • input.radius_mean <=. 35
              • 5 <=. input.radius_mean
              • input.concave_points_worst = 573/5000
              "benign"
              86
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000)
              • (input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 6587/25000
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. (-193/3125)
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000)
              • (input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 17131/25000
              • (input.compactness_mean -. 5217/50000) /. 5281/100000 <=. (-4159/5000)
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-7603/20000)
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-60659/100000))
              • input.concave_points_worst <=. 7/20
              • input.concavity_mean = 859/20000
              • input.concavity_worst = 13/50
              • 0 <=. input.concave_points_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concavity_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.compactness_worst
              • input.radius_se <=. 7/2
              • 0 <=. input.radius_se
              • input.concavity_mean <=. 1/2
              • 0 <=. input.concavity_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.compactness_mean
              • input.radius_mean <=. 35
              • 5 <=. input.radius_mean
              • input.concave_points_worst = 573/5000
              "benign"
              85
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000))
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 2453/25000)
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 265413/100000
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000)
              • (input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 17131/25000
              • not ((input.compactness_mean -. 5217/50000) /. 5281/100000 <=. (-4159/5000))
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-7603/20000)
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-60659/100000))
              • input.concave_points_worst <=. 7/20
              • input.concavity_mean = 859/20000
              • input.concavity_worst = 13/50
              • 0 <=. input.concave_points_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concavity_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.compactness_worst
              • input.radius_se <=. 7/2
              • 0 <=. input.radius_se
              • input.concavity_mean <=. 1/2
              • 0 <=. input.concavity_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.compactness_mean
              • input.radius_mean <=. 35
              • 5 <=. input.radius_mean
              • input.concave_points_worst = 573/5000
              "benign"
              84
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000))
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 2453/25000
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000
                 <=. (-17063/100000))
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000)
              • (input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 17131/25000
              • not ((input.compactness_mean -. 5217/50000) /. 5281/100000 <=. (-4159/5000))
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-7603/20000)
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-60659/100000))
              • input.concave_points_worst <=. 7/20
              • input.concavity_mean = 859/20000
              • input.concavity_worst = 13/50
              • 0 <=. input.concave_points_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concavity_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.compactness_worst
              • input.radius_se <=. 7/2
              • 0 <=. input.radius_se
              • input.concavity_mean <=. 1/2
              • 0 <=. input.concavity_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.compactness_mean
              • input.radius_mean <=. 35
              • 5 <=. input.radius_mean
              • input.concave_points_worst = 573/5000
              "benign"
              83
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000))
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 2453/25000
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000
                <=. (-17063/100000)
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000)
              • (input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 17131/25000
              • not ((input.compactness_mean -. 5217/50000) /. 5281/100000 <=. (-4159/5000))
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-7603/20000)
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-60659/100000))
              • input.concave_points_worst <=. 7/20
              • input.concavity_mean = 859/20000
              • input.concavity_worst = 13/50
              • 0 <=. input.concave_points_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concavity_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.compactness_worst
              • input.radius_se <=. 7/2
              • 0 <=. input.radius_se
              • input.concavity_mean <=. 1/2
              • 0 <=. input.concavity_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.compactness_mean
              • input.radius_mean <=. 35
              • 5 <=. input.radius_mean
              • input.concave_points_worst = 573/5000
              "benign"
              82
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000)
              • not ((input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 6587/25000)
              • not ((input.radius_se -. 40517/100000) /. 27731/100000 <=. (-13559/25000))
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000)
              • (input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 17131/25000
              • not ((input.compactness_mean -. 5217/50000) /. 5281/100000 <=. (-4159/5000))
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-7603/20000)
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-60659/100000))
              • input.concave_points_worst <=. 7/20
              • input.concavity_mean = 859/20000
              • input.concavity_worst = 13/50
              • 0 <=. input.concave_points_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concavity_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.compactness_worst
              • input.radius_se <=. 7/2
              • 0 <=. input.radius_se
              • input.concavity_mean <=. 1/2
              • 0 <=. input.concavity_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.compactness_mean
              • input.radius_mean <=. 35
              • 5 <=. input.radius_mean
              • input.concave_points_worst = 573/5000
              "benign"
              81
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000)
              • not ((input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 6587/25000)
              • (input.radius_se -. 40517/100000) /. 27731/100000 <=. (-13559/25000)
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000)
              • (input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 17131/25000
              • not ((input.compactness_mean -. 5217/50000) /. 5281/100000 <=. (-4159/5000))
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-7603/20000)
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-60659/100000))
              • input.concave_points_worst <=. 7/20
              • input.concavity_mean = 859/20000
              • input.concavity_worst = 13/50
              • 0 <=. input.concave_points_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concavity_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.compactness_worst
              • input.radius_se <=. 7/2
              • 0 <=. input.radius_se
              • input.concavity_mean <=. 1/2
              • 0 <=. input.concavity_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.compactness_mean
              • input.radius_mean <=. 35
              • 5 <=. input.radius_mean
              • input.concave_points_worst = 573/5000
              "benign"
              80
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000)
              • (input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 6587/25000
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. (-193/3125))
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000)
              • (input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 17131/25000
              • not ((input.compactness_mean -. 5217/50000) /. 5281/100000 <=. (-4159/5000))
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-7603/20000)
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-60659/100000))
              • input.concave_points_worst <=. 7/20
              • input.concavity_mean = 859/20000
              • input.concavity_worst = 13/50
              • 0 <=. input.concave_points_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concavity_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.compactness_worst
              • input.radius_se <=. 7/2
              • 0 <=. input.radius_se
              • input.concavity_mean <=. 1/2
              • 0 <=. input.concavity_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.compactness_mean
              • input.radius_mean <=. 35
              • 5 <=. input.radius_mean
              • input.concave_points_worst = 573/5000
              "benign"
              79
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000)
              • (input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 6587/25000
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. (-193/3125)
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000)
              • (input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 17131/25000
              • not ((input.compactness_mean -. 5217/50000) /. 5281/100000 <=. (-4159/5000))
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-7603/20000)
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-60659/100000))
              • input.concave_points_worst <=. 7/20
              • input.concavity_mean = 859/20000
              • input.concavity_worst = 13/50
              • 0 <=. input.concave_points_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concavity_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.compactness_worst
              • input.radius_se <=. 7/2
              • 0 <=. input.radius_se
              • input.concavity_mean <=. 1/2
              • 0 <=. input.concavity_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.compactness_mean
              • input.radius_mean <=. 35
              • 5 <=. input.radius_mean
              • input.concave_points_worst = 573/5000
              "benign"
              78
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000))
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 2453/25000
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000
                 <=. (-17063/100000))
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000)
              • not ((input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 17131/25000)
              • (input.radius_se -. 40517/100000) /. 27731/100000 <=. 1422/3125
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-7603/20000)
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-60659/100000))
              • input.concave_points_worst <=. 7/20
              • input.concavity_mean = 859/20000
              • input.concavity_worst = 13/50
              • 0 <=. input.concave_points_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concavity_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.compactness_worst
              • input.radius_se <=. 7/2
              • 0 <=. input.radius_se
              • input.concavity_mean <=. 1/2
              • 0 <=. input.concavity_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.compactness_mean
              • input.radius_mean <=. 35
              • 5 <=. input.radius_mean
              • input.concave_points_worst = 573/5000
              "benign"
              77
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000))
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 2453/25000
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000
                <=. (-17063/100000)
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000)
              • not ((input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 17131/25000)
              • (input.radius_se -. 40517/100000) /. 27731/100000 <=. 1422/3125
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-7603/20000)
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-60659/100000))
              • input.concave_points_worst <=. 7/20
              • input.concavity_mean = 859/20000
              • input.concavity_worst = 13/50
              • 0 <=. input.concave_points_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concavity_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.compactness_worst
              • input.radius_se <=. 7/2
              • 0 <=. input.radius_se
              • input.concavity_mean <=. 1/2
              • 0 <=. input.concavity_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.compactness_mean
              • input.radius_mean <=. 35
              • 5 <=. input.radius_mean
              • input.concave_points_worst = 573/5000
              "benign"
              76
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000)
              • not ((input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 6587/25000)
              • not ((input.radius_se -. 40517/100000) /. 27731/100000 <=. (-13559/25000))
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000)
              • not ((input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 17131/25000)
              • (input.radius_se -. 40517/100000) /. 27731/100000 <=. 1422/3125
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-7603/20000)
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-60659/100000))
              • input.concave_points_worst <=. 7/20
              • input.concavity_mean = 859/20000
              • input.concavity_worst = 13/50
              • 0 <=. input.concave_points_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concavity_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.compactness_worst
              • input.radius_se <=. 7/2
              • 0 <=. input.radius_se
              • input.concavity_mean <=. 1/2
              • 0 <=. input.concavity_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.compactness_mean
              • input.radius_mean <=. 35
              • 5 <=. input.radius_mean
              • input.concave_points_worst = 573/5000
              "benign"
              75
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000)
              • not ((input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 6587/25000)
              • (input.radius_se -. 40517/100000) /. 27731/100000 <=. (-13559/25000)
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000)
              • not ((input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 17131/25000)
              • (input.radius_se -. 40517/100000) /. 27731/100000 <=. 1422/3125
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-7603/20000)
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-60659/100000))
              • input.concave_points_worst <=. 7/20
              • input.concavity_mean = 859/20000
              • input.concavity_worst = 13/50
              • 0 <=. input.concave_points_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concavity_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.compactness_worst
              • input.radius_se <=. 7/2
              • 0 <=. input.radius_se
              • input.concavity_mean <=. 1/2
              • 0 <=. input.concavity_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.compactness_mean
              • input.radius_mean <=. 35
              • 5 <=. input.radius_mean
              • input.concave_points_worst = 573/5000
              "benign"
              74
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000))
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 2453/25000
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000
                 <=. (-17063/100000))
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000)
              • not ((input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 17131/25000)
              • not ((input.radius_se -. 40517/100000) /. 27731/100000 <=. 1422/3125)
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-7603/20000)
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-60659/100000))
              • input.concave_points_worst <=. 7/20
              • input.concavity_mean = 859/20000
              • input.concavity_worst = 13/50
              • 0 <=. input.concave_points_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concavity_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.compactness_worst
              • input.radius_se <=. 7/2
              • 0 <=. input.radius_se
              • input.concavity_mean <=. 1/2
              • 0 <=. input.concavity_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.compactness_mean
              • input.radius_mean <=. 35
              • 5 <=. input.radius_mean
              • input.concave_points_worst = 573/5000
              "benign"
              73
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000))
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 2453/25000
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000
                <=. (-17063/100000)
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000)
              • not ((input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 17131/25000)
              • not ((input.radius_se -. 40517/100000) /. 27731/100000 <=. 1422/3125)
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-7603/20000)
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-60659/100000))
              • input.concave_points_worst <=. 7/20
              • input.concavity_mean = 859/20000
              • input.concavity_worst = 13/50
              • 0 <=. input.concave_points_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concavity_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.compactness_worst
              • input.radius_se <=. 7/2
              • 0 <=. input.radius_se
              • input.concavity_mean <=. 1/2
              • 0 <=. input.concavity_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.compactness_mean
              • input.radius_mean <=. 35
              • 5 <=. input.radius_mean
              • input.concave_points_worst = 573/5000
              "benign"
              72
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000)
              • not ((input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 6587/25000)
              • not ((input.radius_se -. 40517/100000) /. 27731/100000 <=. (-13559/25000))
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000)
              • not ((input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 17131/25000)
              • not ((input.radius_se -. 40517/100000) /. 27731/100000 <=. 1422/3125)
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-7603/20000)
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-60659/100000))
              • input.concave_points_worst <=. 7/20
              • input.concavity_mean = 859/20000
              • input.concavity_worst = 13/50
              • 0 <=. input.concave_points_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concavity_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.compactness_worst
              • input.radius_se <=. 7/2
              • 0 <=. input.radius_se
              • input.concavity_mean <=. 1/2
              • 0 <=. input.concavity_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.compactness_mean
              • input.radius_mean <=. 35
              • 5 <=. input.radius_mean
              • input.concave_points_worst = 573/5000
              "benign"
              71
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000))
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 2453/25000)
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 265413/100000
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000)
              • (input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 17131/25000
              • (input.compactness_mean -. 5217/50000) /. 5281/100000 <=. (-4159/5000)
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-7603/20000)
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-60659/100000)
              • input.concave_points_worst <=. 7/20
              • input.concavity_mean = 859/20000
              • input.concavity_worst = 13/50
              • 0 <=. input.concave_points_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concavity_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.compactness_worst
              • input.radius_se <=. 7/2
              • 0 <=. input.radius_se
              • input.concavity_mean <=. 1/2
              • 0 <=. input.concavity_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.compactness_mean
              • input.radius_mean <=. 35
              • 5 <=. input.radius_mean
              • input.concave_points_worst = 573/5000
              "benign"
              70
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000))
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 2453/25000
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000
                 <=. (-17063/100000))
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000)
              • (input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 17131/25000
              • (input.compactness_mean -. 5217/50000) /. 5281/100000 <=. (-4159/5000)
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-7603/20000)
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-60659/100000)
              • input.concave_points_worst <=. 7/20
              • input.concavity_mean = 859/20000
              • input.concavity_worst = 13/50
              • 0 <=. input.concave_points_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concavity_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.compactness_worst
              • input.radius_se <=. 7/2
              • 0 <=. input.radius_se
              • input.concavity_mean <=. 1/2
              • 0 <=. input.concavity_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.compactness_mean
              • input.radius_mean <=. 35
              • 5 <=. input.radius_mean
              • input.concave_points_worst = 573/5000
              "benign"
              69
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000))
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 2453/25000
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000
                <=. (-17063/100000)
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000)
              • (input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 17131/25000
              • (input.compactness_mean -. 5217/50000) /. 5281/100000 <=. (-4159/5000)
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-7603/20000)
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-60659/100000)
              • input.concave_points_worst <=. 7/20
              • input.concavity_mean = 859/20000
              • input.concavity_worst = 13/50
              • 0 <=. input.concave_points_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concavity_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.compactness_worst
              • input.radius_se <=. 7/2
              • 0 <=. input.radius_se
              • input.concavity_mean <=. 1/2
              • 0 <=. input.concavity_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.compactness_mean
              • input.radius_mean <=. 35
              • 5 <=. input.radius_mean
              • input.concave_points_worst = 573/5000
              "benign"
              68
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000)
              • not ((input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 6587/25000)
              • not ((input.radius_se -. 40517/100000) /. 27731/100000 <=. (-13559/25000))
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000)
              • (input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 17131/25000
              • (input.compactness_mean -. 5217/50000) /. 5281/100000 <=. (-4159/5000)
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-7603/20000)
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-60659/100000)
              • input.concave_points_worst <=. 7/20
              • input.concavity_mean = 859/20000
              • input.concavity_worst = 13/50
              • 0 <=. input.concave_points_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concavity_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.compactness_worst
              • input.radius_se <=. 7/2
              • 0 <=. input.radius_se
              • input.concavity_mean <=. 1/2
              • 0 <=. input.concavity_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.compactness_mean
              • input.radius_mean <=. 35
              • 5 <=. input.radius_mean
              • input.concave_points_worst = 573/5000
              "benign"
              67
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000)
              • not ((input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 6587/25000)
              • (input.radius_se -. 40517/100000) /. 27731/100000 <=. (-13559/25000)
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000)
              • (input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 17131/25000
              • (input.compactness_mean -. 5217/50000) /. 5281/100000 <=. (-4159/5000)
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-7603/20000)
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-60659/100000)
              • input.concave_points_worst <=. 7/20
              • input.concavity_mean = 859/20000
              • input.concavity_worst = 13/50
              • 0 <=. input.concave_points_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concavity_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.compactness_worst
              • input.radius_se <=. 7/2
              • 0 <=. input.radius_se
              • input.concavity_mean <=. 1/2
              • 0 <=. input.concavity_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.compactness_mean
              • input.radius_mean <=. 35
              • 5 <=. input.radius_mean
              • input.concave_points_worst = 573/5000
              "benign"
              66
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000)
              • (input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 6587/25000
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. (-193/3125))
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000)
              • (input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 17131/25000
              • (input.compactness_mean -. 5217/50000) /. 5281/100000 <=. (-4159/5000)
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-7603/20000)
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-60659/100000)
              • input.concave_points_worst <=. 7/20
              • input.concavity_mean = 859/20000
              • input.concavity_worst = 13/50
              • 0 <=. input.concave_points_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concavity_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.compactness_worst
              • input.radius_se <=. 7/2
              • 0 <=. input.radius_se
              • input.concavity_mean <=. 1/2
              • 0 <=. input.concavity_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.compactness_mean
              • input.radius_mean <=. 35
              • 5 <=. input.radius_mean
              • input.concave_points_worst = 573/5000
              "benign"
              65
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000)
              • (input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 6587/25000
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. (-193/3125)
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000)
              • (input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 17131/25000
              • (input.compactness_mean -. 5217/50000) /. 5281/100000 <=. (-4159/5000)
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-7603/20000)
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-60659/100000)
              • input.concave_points_worst <=. 7/20
              • input.concavity_mean = 859/20000
              • input.concavity_worst = 13/50
              • 0 <=. input.concave_points_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concavity_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.compactness_worst
              • input.radius_se <=. 7/2
              • 0 <=. input.radius_se
              • input.concavity_mean <=. 1/2
              • 0 <=. input.concavity_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.compactness_mean
              • input.radius_mean <=. 35
              • 5 <=. input.radius_mean
              • input.concave_points_worst = 573/5000
              "benign"
              64
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000))
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 2453/25000)
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 265413/100000
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000)
              • (input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 17131/25000
              • not ((input.compactness_mean -. 5217/50000) /. 5281/100000 <=. (-4159/5000))
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-7603/20000)
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-60659/100000)
              • input.concave_points_worst <=. 7/20
              • input.concavity_mean = 859/20000
              • input.concavity_worst = 13/50
              • 0 <=. input.concave_points_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concavity_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.compactness_worst
              • input.radius_se <=. 7/2
              • 0 <=. input.radius_se
              • input.concavity_mean <=. 1/2
              • 0 <=. input.concavity_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.compactness_mean
              • input.radius_mean <=. 35
              • 5 <=. input.radius_mean
              • input.concave_points_worst = 573/5000
              "benign"
              63
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000))
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 2453/25000
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000
                 <=. (-17063/100000))
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000)
              • (input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 17131/25000
              • not ((input.compactness_mean -. 5217/50000) /. 5281/100000 <=. (-4159/5000))
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-7603/20000)
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-60659/100000)
              • input.concave_points_worst <=. 7/20
              • input.concavity_mean = 859/20000
              • input.concavity_worst = 13/50
              • 0 <=. input.concave_points_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concavity_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.compactness_worst
              • input.radius_se <=. 7/2
              • 0 <=. input.radius_se
              • input.concavity_mean <=. 1/2
              • 0 <=. input.concavity_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.compactness_mean
              • input.radius_mean <=. 35
              • 5 <=. input.radius_mean
              • input.concave_points_worst = 573/5000
              "benign"
              62
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000))
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 2453/25000
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000
                <=. (-17063/100000)
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000)
              • (input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 17131/25000
              • not ((input.compactness_mean -. 5217/50000) /. 5281/100000 <=. (-4159/5000))
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-7603/20000)
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-60659/100000)
              • input.concave_points_worst <=. 7/20
              • input.concavity_mean = 859/20000
              • input.concavity_worst = 13/50
              • 0 <=. input.concave_points_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concavity_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.compactness_worst
              • input.radius_se <=. 7/2
              • 0 <=. input.radius_se
              • input.concavity_mean <=. 1/2
              • 0 <=. input.concavity_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.compactness_mean
              • input.radius_mean <=. 35
              • 5 <=. input.radius_mean
              • input.concave_points_worst = 573/5000
              "benign"
              61
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000)
              • not ((input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 6587/25000)
              • not ((input.radius_se -. 40517/100000) /. 27731/100000 <=. (-13559/25000))
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000)
              • (input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 17131/25000
              • not ((input.compactness_mean -. 5217/50000) /. 5281/100000 <=. (-4159/5000))
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-7603/20000)
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-60659/100000)
              • input.concave_points_worst <=. 7/20
              • input.concavity_mean = 859/20000
              • input.concavity_worst = 13/50
              • 0 <=. input.concave_points_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concavity_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.compactness_worst
              • input.radius_se <=. 7/2
              • 0 <=. input.radius_se
              • input.concavity_mean <=. 1/2
              • 0 <=. input.concavity_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.compactness_mean
              • input.radius_mean <=. 35
              • 5 <=. input.radius_mean
              • input.concave_points_worst = 573/5000
              "benign"
              60
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000)
              • not ((input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 6587/25000)
              • (input.radius_se -. 40517/100000) /. 27731/100000 <=. (-13559/25000)
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000)
              • (input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 17131/25000
              • not ((input.compactness_mean -. 5217/50000) /. 5281/100000 <=. (-4159/5000))
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-7603/20000)
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-60659/100000)
              • input.concave_points_worst <=. 7/20
              • input.concavity_mean = 859/20000
              • input.concavity_worst = 13/50
              • 0 <=. input.concave_points_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concavity_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.compactness_worst
              • input.radius_se <=. 7/2
              • 0 <=. input.radius_se
              • input.concavity_mean <=. 1/2
              • 0 <=. input.concavity_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.compactness_mean
              • input.radius_mean <=. 35
              • 5 <=. input.radius_mean
              • input.concave_points_worst = 573/5000
              "benign"
              59
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000)
              • (input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 6587/25000
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. (-193/3125))
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000)
              • (input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 17131/25000
              • not ((input.compactness_mean -. 5217/50000) /. 5281/100000 <=. (-4159/5000))
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-7603/20000)
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-60659/100000)
              • input.concave_points_worst <=. 7/20
              • input.concavity_mean = 859/20000
              • input.concavity_worst = 13/50
              • 0 <=. input.concave_points_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concavity_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.compactness_worst
              • input.radius_se <=. 7/2
              • 0 <=. input.radius_se
              • input.concavity_mean <=. 1/2
              • 0 <=. input.concavity_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.compactness_mean
              • input.radius_mean <=. 35
              • 5 <=. input.radius_mean
              • input.concave_points_worst = 573/5000
              "benign"
              58
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000)
              • (input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 6587/25000
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. (-193/3125)
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000)
              • (input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 17131/25000
              • not ((input.compactness_mean -. 5217/50000) /. 5281/100000 <=. (-4159/5000))
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-7603/20000)
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-60659/100000)
              • input.concave_points_worst <=. 7/20
              • input.concavity_mean = 859/20000
              • input.concavity_worst = 13/50
              • 0 <=. input.concave_points_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concavity_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.compactness_worst
              • input.radius_se <=. 7/2
              • 0 <=. input.radius_se
              • input.concavity_mean <=. 1/2
              • 0 <=. input.concavity_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.compactness_mean
              • input.radius_mean <=. 35
              • 5 <=. input.radius_mean
              • input.concave_points_worst = 573/5000
              "benign"
              57
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000))
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 2453/25000)
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 265413/100000
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000)
              • not ((input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 17131/25000)
              • (input.radius_se -. 40517/100000) /. 27731/100000 <=. 1422/3125
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-7603/20000)
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-60659/100000)
              • input.concave_points_worst <=. 7/20
              • input.concavity_mean = 859/20000
              • input.concavity_worst = 13/50
              • 0 <=. input.concave_points_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concavity_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.compactness_worst
              • input.radius_se <=. 7/2
              • 0 <=. input.radius_se
              • input.concavity_mean <=. 1/2
              • 0 <=. input.concavity_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.compactness_mean
              • input.radius_mean <=. 35
              • 5 <=. input.radius_mean
              • input.concave_points_worst = 573/5000
              "benign"
              56
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000))
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 2453/25000
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000
                 <=. (-17063/100000))
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000)
              • not ((input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 17131/25000)
              • (input.radius_se -. 40517/100000) /. 27731/100000 <=. 1422/3125
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-7603/20000)
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-60659/100000)
              • input.concave_points_worst <=. 7/20
              • input.concavity_mean = 859/20000
              • input.concavity_worst = 13/50
              • 0 <=. input.concave_points_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concavity_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.compactness_worst
              • input.radius_se <=. 7/2
              • 0 <=. input.radius_se
              • input.concavity_mean <=. 1/2
              • 0 <=. input.concavity_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.compactness_mean
              • input.radius_mean <=. 35
              • 5 <=. input.radius_mean
              • input.concave_points_worst = 573/5000
              "benign"
              55
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000))
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 2453/25000
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000
                <=. (-17063/100000)
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000)
              • not ((input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 17131/25000)
              • (input.radius_se -. 40517/100000) /. 27731/100000 <=. 1422/3125
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-7603/20000)
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-60659/100000)
              • input.concave_points_worst <=. 7/20
              • input.concavity_mean = 859/20000
              • input.concavity_worst = 13/50
              • 0 <=. input.concave_points_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concavity_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.compactness_worst
              • input.radius_se <=. 7/2
              • 0 <=. input.radius_se
              • input.concavity_mean <=. 1/2
              • 0 <=. input.concavity_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.compactness_mean
              • input.radius_mean <=. 35
              • 5 <=. input.radius_mean
              • input.concave_points_worst = 573/5000
              "benign"
              54
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000)
              • not ((input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 6587/25000)
              • not ((input.radius_se -. 40517/100000) /. 27731/100000 <=. (-13559/25000))
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000)
              • not ((input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 17131/25000)
              • (input.radius_se -. 40517/100000) /. 27731/100000 <=. 1422/3125
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-7603/20000)
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-60659/100000)
              • input.concave_points_worst <=. 7/20
              • input.concavity_mean = 859/20000
              • input.concavity_worst = 13/50
              • 0 <=. input.concave_points_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concavity_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.compactness_worst
              • input.radius_se <=. 7/2
              • 0 <=. input.radius_se
              • input.concavity_mean <=. 1/2
              • 0 <=. input.concavity_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.compactness_mean
              • input.radius_mean <=. 35
              • 5 <=. input.radius_mean
              • input.concave_points_worst = 573/5000
              "benign"
              53
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000)
              • not ((input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 6587/25000)
              • (input.radius_se -. 40517/100000) /. 27731/100000 <=. (-13559/25000)
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000)
              • not ((input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 17131/25000)
              • (input.radius_se -. 40517/100000) /. 27731/100000 <=. 1422/3125
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-7603/20000)
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-60659/100000)
              • input.concave_points_worst <=. 7/20
              • input.concavity_mean = 859/20000
              • input.concavity_worst = 13/50
              • 0 <=. input.concave_points_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concavity_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.compactness_worst
              • input.radius_se <=. 7/2
              • 0 <=. input.radius_se
              • input.concavity_mean <=. 1/2
              • 0 <=. input.concavity_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.compactness_mean
              • input.radius_mean <=. 35
              • 5 <=. input.radius_mean
              • input.concave_points_worst = 573/5000
              "benign"
              52
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000))
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 2453/25000)
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 265413/100000
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000)
              • not ((input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 17131/25000)
              • not ((input.radius_se -. 40517/100000) /. 27731/100000 <=. 1422/3125)
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-7603/20000)
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-60659/100000)
              • input.concave_points_worst <=. 7/20
              • input.concavity_mean = 859/20000
              • input.concavity_worst = 13/50
              • 0 <=. input.concave_points_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concavity_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.compactness_worst
              • input.radius_se <=. 7/2
              • 0 <=. input.radius_se
              • input.concavity_mean <=. 1/2
              • 0 <=. input.concavity_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.compactness_mean
              • input.radius_mean <=. 35
              • 5 <=. input.radius_mean
              • input.concave_points_worst = 573/5000
              "benign"
              51
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000))
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 2453/25000
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000
                 <=. (-17063/100000))
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000)
              • not ((input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 17131/25000)
              • not ((input.radius_se -. 40517/100000) /. 27731/100000 <=. 1422/3125)
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-7603/20000)
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-60659/100000)
              • input.concave_points_worst <=. 7/20
              • input.concavity_mean = 859/20000
              • input.concavity_worst = 13/50
              • 0 <=. input.concave_points_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concavity_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.compactness_worst
              • input.radius_se <=. 7/2
              • 0 <=. input.radius_se
              • input.concavity_mean <=. 1/2
              • 0 <=. input.concavity_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.compactness_mean
              • input.radius_mean <=. 35
              • 5 <=. input.radius_mean
              • input.concave_points_worst = 573/5000
              "benign"
              50
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000))
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 2453/25000
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000
                <=. (-17063/100000)
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000)
              • not ((input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 17131/25000)
              • not ((input.radius_se -. 40517/100000) /. 27731/100000 <=. 1422/3125)
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-7603/20000)
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-60659/100000)
              • input.concave_points_worst <=. 7/20
              • input.concavity_mean = 859/20000
              • input.concavity_worst = 13/50
              • 0 <=. input.concave_points_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concavity_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.compactness_worst
              • input.radius_se <=. 7/2
              • 0 <=. input.radius_se
              • input.concavity_mean <=. 1/2
              • 0 <=. input.concavity_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.compactness_mean
              • input.radius_mean <=. 35
              • 5 <=. input.radius_mean
              • input.concave_points_worst = 573/5000
              "benign"
              49
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000)
              • not ((input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 6587/25000)
              • not ((input.radius_se -. 40517/100000) /. 27731/100000 <=. (-13559/25000))
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000)
              • not ((input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 17131/25000)
              • not ((input.radius_se -. 40517/100000) /. 27731/100000 <=. 1422/3125)
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-7603/20000)
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-60659/100000)
              • input.concave_points_worst <=. 7/20
              • input.concavity_mean = 859/20000
              • input.concavity_worst = 13/50
              • 0 <=. input.concave_points_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concavity_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.compactness_worst
              • input.radius_se <=. 7/2
              • 0 <=. input.radius_se
              • input.concavity_mean <=. 1/2
              • 0 <=. input.concavity_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.compactness_mean
              • input.radius_mean <=. 35
              • 5 <=. input.radius_mean
              • input.concave_points_worst = 573/5000
              "benign"
              48
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000))
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 2453/25000)
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 265413/100000
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000)
              • (input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 17131/25000
              • (input.compactness_mean -. 5217/50000) /. 5281/100000 <=. (-4159/5000)
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000)
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 5861/12500)
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. 174327/100000)
              • input.concave_points_worst <=. 7/20
              • input.concavity_mean = 859/20000
              • input.concavity_worst = 13/50
              • 0 <=. input.concave_points_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concavity_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.compactness_worst
              • input.radius_se <=. 7/2
              • 0 <=. input.radius_se
              • input.concavity_mean <=. 1/2
              • 0 <=. input.concavity_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.compactness_mean
              • input.radius_mean <=. 35
              • 5 <=. input.radius_mean
              • input.concave_points_worst = 573/5000
              "malignant"
              47
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000))
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 2453/25000)
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 265413/100000
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000)
              • (input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 17131/25000
              • not ((input.compactness_mean -. 5217/50000) /. 5281/100000 <=. (-4159/5000))
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000)
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 5861/12500)
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. 174327/100000)
              • input.concave_points_worst <=. 7/20
              • input.concavity_mean = 859/20000
              • input.concavity_worst = 13/50
              • 0 <=. input.concave_points_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concavity_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.compactness_worst
              • input.radius_se <=. 7/2
              • 0 <=. input.radius_se
              • input.concavity_mean <=. 1/2
              • 0 <=. input.concavity_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.compactness_mean
              • input.radius_mean <=. 35
              • 5 <=. input.radius_mean
              • input.concave_points_worst = 573/5000
              "malignant"
              46
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000))
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 2453/25000)
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. 265413/100000)
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000)
              • not ((input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 17131/25000)
              • (input.radius_se -. 40517/100000) /. 27731/100000 <=. 1422/3125
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000)
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 5861/12500)
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. 174327/100000)
              • input.concave_points_worst <=. 7/20
              • input.concavity_mean = 859/20000
              • input.concavity_worst = 13/50
              • 0 <=. input.concave_points_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concavity_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.compactness_worst
              • input.radius_se <=. 7/2
              • 0 <=. input.radius_se
              • input.concavity_mean <=. 1/2
              • 0 <=. input.concavity_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.compactness_mean
              • input.radius_mean <=. 35
              • 5 <=. input.radius_mean
              • input.concave_points_worst = 573/5000
              "malignant"
              45
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000))
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 2453/25000)
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 265413/100000
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000)
              • not ((input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 17131/25000)
              • (input.radius_se -. 40517/100000) /. 27731/100000 <=. 1422/3125
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000)
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 5861/12500)
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. 174327/100000)
              • input.concave_points_worst <=. 7/20
              • input.concavity_mean = 859/20000
              • input.concavity_worst = 13/50
              • 0 <=. input.concave_points_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concavity_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.compactness_worst
              • input.radius_se <=. 7/2
              • 0 <=. input.radius_se
              • input.concavity_mean <=. 1/2
              • 0 <=. input.concavity_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.compactness_mean
              • input.radius_mean <=. 35
              • 5 <=. input.radius_mean
              • input.concave_points_worst = 573/5000
              "malignant"
              44
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000))
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 2453/25000)
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. 265413/100000)
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000)
              • not ((input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 17131/25000)
              • not ((input.radius_se -. 40517/100000) /. 27731/100000 <=. 1422/3125)
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000)
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 5861/12500)
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. 174327/100000)
              • input.concave_points_worst <=. 7/20
              • input.concavity_mean = 859/20000
              • input.concavity_worst = 13/50
              • 0 <=. input.concave_points_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concavity_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.compactness_worst
              • input.radius_se <=. 7/2
              • 0 <=. input.radius_se
              • input.concavity_mean <=. 1/2
              • 0 <=. input.concavity_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.compactness_mean
              • input.radius_mean <=. 35
              • 5 <=. input.radius_mean
              • input.concave_points_worst = 573/5000
              "malignant"
              43
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000))
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 2453/25000)
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 265413/100000
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000)
              • not ((input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 17131/25000)
              • not ((input.radius_se -. 40517/100000) /. 27731/100000 <=. 1422/3125)
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000)
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 5861/12500)
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. 174327/100000)
              • input.concave_points_worst <=. 7/20
              • input.concavity_mean = 859/20000
              • input.concavity_worst = 13/50
              • 0 <=. input.concave_points_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concavity_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.compactness_worst
              • input.radius_se <=. 7/2
              • 0 <=. input.radius_se
              • input.concavity_mean <=. 1/2
              • 0 <=. input.concavity_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.compactness_mean
              • input.radius_mean <=. 35
              • 5 <=. input.radius_mean
              • input.concave_points_worst = 573/5000
              "malignant"
              42
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000))
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 2453/25000)
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. 265413/100000)
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000))
              • (input.radius_mean -. 1412729/100000) /. 70481/20000 <=. (-4667/25000)
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 22607/50000)
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000)
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 5861/12500)
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. 174327/100000)
              • input.concave_points_worst <=. 7/20
              • input.concavity_mean = 859/20000
              • input.concavity_worst = 13/50
              • 0 <=. input.concave_points_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concavity_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.compactness_worst
              • input.radius_se <=. 7/2
              • 0 <=. input.radius_se
              • input.concavity_mean <=. 1/2
              • 0 <=. input.concavity_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.compactness_mean
              • input.radius_mean <=. 35
              • 5 <=. input.radius_mean
              • input.concave_points_worst = 573/5000
              "malignant"
              41
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000))
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 2453/25000)
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 265413/100000
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000))
              • (input.radius_mean -. 1412729/100000) /. 70481/20000 <=. (-4667/25000)
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 22607/50000)
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000)
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 5861/12500)
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. 174327/100000)
              • input.concave_points_worst <=. 7/20
              • input.concavity_mean = 859/20000
              • input.concavity_worst = 13/50
              • 0 <=. input.concave_points_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concavity_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.compactness_worst
              • input.radius_se <=. 7/2
              • 0 <=. input.radius_se
              • input.concavity_mean <=. 1/2
              • 0 <=. input.concavity_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.compactness_mean
              • input.radius_mean <=. 35
              • 5 <=. input.radius_mean
              • input.concave_points_worst = 573/5000
              "malignant"
              40
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000))
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 2453/25000)
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. 265413/100000)
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000))
              • not ((input.radius_mean -. 1412729/100000) /. 70481/20000 <=. (-4667/25000))
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. (-9/100000))
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000)
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 5861/12500)
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. 174327/100000)
              • input.concave_points_worst <=. 7/20
              • input.concavity_mean = 859/20000
              • input.concavity_worst = 13/50
              • 0 <=. input.concave_points_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concavity_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.compactness_worst
              • input.radius_se <=. 7/2
              • 0 <=. input.radius_se
              • input.concavity_mean <=. 1/2
              • 0 <=. input.concavity_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.compactness_mean
              • input.radius_mean <=. 35
              • 5 <=. input.radius_mean
              • input.concave_points_worst = 573/5000
              "malignant"
              39
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000))
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 2453/25000)
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 265413/100000
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000))
              • not ((input.radius_mean -. 1412729/100000) /. 70481/20000 <=. (-4667/25000))
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. (-9/100000))
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000)
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 5861/12500)
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. 174327/100000)
              • input.concave_points_worst <=. 7/20
              • input.concavity_mean = 859/20000
              • input.concavity_worst = 13/50
              • 0 <=. input.concave_points_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concavity_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.compactness_worst
              • input.radius_se <=. 7/2
              • 0 <=. input.radius_se
              • input.concavity_mean <=. 1/2
              • 0 <=. input.concavity_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.compactness_mean
              • input.radius_mean <=. 35
              • 5 <=. input.radius_mean
              • input.concave_points_worst = 573/5000
              "malignant"
              38
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000))
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 2453/25000)
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 265413/100000
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000)
              • (input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 17131/25000
              • (input.compactness_mean -. 5217/50000) /. 5281/100000 <=. (-4159/5000)
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000)
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 5861/12500)
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 174327/100000
              • input.concave_points_worst <=. 7/20
              • input.concavity_mean = 859/20000
              • input.concavity_worst = 13/50
              • 0 <=. input.concave_points_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concavity_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.compactness_worst
              • input.radius_se <=. 7/2
              • 0 <=. input.radius_se
              • input.concavity_mean <=. 1/2
              • 0 <=. input.concavity_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.compactness_mean
              • input.radius_mean <=. 35
              • 5 <=. input.radius_mean
              • input.concave_points_worst = 573/5000
              "malignant"
              37
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000))
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 2453/25000)
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 265413/100000
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000)
              • (input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 17131/25000
              • not ((input.compactness_mean -. 5217/50000) /. 5281/100000 <=. (-4159/5000))
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000)
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 5861/12500)
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 174327/100000
              • input.concave_points_worst <=. 7/20
              • input.concavity_mean = 859/20000
              • input.concavity_worst = 13/50
              • 0 <=. input.concave_points_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concavity_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.compactness_worst
              • input.radius_se <=. 7/2
              • 0 <=. input.radius_se
              • input.concavity_mean <=. 1/2
              • 0 <=. input.concavity_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.compactness_mean
              • input.radius_mean <=. 35
              • 5 <=. input.radius_mean
              • input.concave_points_worst = 573/5000
              "malignant"
              36
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000))
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 2453/25000)
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 265413/100000
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000)
              • not ((input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 17131/25000)
              • (input.radius_se -. 40517/100000) /. 27731/100000 <=. 1422/3125
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000)
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 5861/12500)
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 174327/100000
              • input.concave_points_worst <=. 7/20
              • input.concavity_mean = 859/20000
              • input.concavity_worst = 13/50
              • 0 <=. input.concave_points_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concavity_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.compactness_worst
              • input.radius_se <=. 7/2
              • 0 <=. input.radius_se
              • input.concavity_mean <=. 1/2
              • 0 <=. input.concavity_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.compactness_mean
              • input.radius_mean <=. 35
              • 5 <=. input.radius_mean
              • input.concave_points_worst = 573/5000
              "malignant"
              35
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000))
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 2453/25000)
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 265413/100000
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000)
              • not ((input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 17131/25000)
              • not ((input.radius_se -. 40517/100000) /. 27731/100000 <=. 1422/3125)
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000)
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 5861/12500)
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 174327/100000
              • input.concave_points_worst <=. 7/20
              • input.concavity_mean = 859/20000
              • input.concavity_worst = 13/50
              • 0 <=. input.concave_points_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concavity_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.compactness_worst
              • input.radius_se <=. 7/2
              • 0 <=. input.radius_se
              • input.concavity_mean <=. 1/2
              • 0 <=. input.concavity_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.compactness_mean
              • input.radius_mean <=. 35
              • 5 <=. input.radius_mean
              • input.concave_points_worst = 573/5000
              "malignant"
              34
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000))
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 2453/25000)
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 265413/100000
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000))
              • (input.radius_mean -. 1412729/100000) /. 70481/20000 <=. (-4667/25000)
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 22607/50000)
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000)
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 5861/12500)
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 174327/100000
              • input.concave_points_worst <=. 7/20
              • input.concavity_mean = 859/20000
              • input.concavity_worst = 13/50
              • 0 <=. input.concave_points_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concavity_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.compactness_worst
              • input.radius_se <=. 7/2
              • 0 <=. input.radius_se
              • input.concavity_mean <=. 1/2
              • 0 <=. input.concavity_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.compactness_mean
              • input.radius_mean <=. 35
              • 5 <=. input.radius_mean
              • input.concave_points_worst = 573/5000
              "malignant"
              33
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000))
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 2453/25000)
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 265413/100000
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000))
              • not ((input.radius_mean -. 1412729/100000) /. 70481/20000 <=. (-4667/25000))
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. (-9/100000))
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000)
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 5861/12500)
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 174327/100000
              • input.concave_points_worst <=. 7/20
              • input.concavity_mean = 859/20000
              • input.concavity_worst = 13/50
              • 0 <=. input.concave_points_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concavity_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.compactness_worst
              • input.radius_se <=. 7/2
              • 0 <=. input.radius_se
              • input.concavity_mean <=. 1/2
              • 0 <=. input.concavity_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.compactness_mean
              • input.radius_mean <=. 35
              • 5 <=. input.radius_mean
              • input.concave_points_worst = 573/5000
              "malignant"
              32
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000))
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 2453/25000)
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 265413/100000
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000)
              • (input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 17131/25000
              • (input.compactness_mean -. 5217/50000) /. 5281/100000 <=. (-4159/5000)
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000)
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 5861/12500
              • not ((input.radius_se -. 40517/100000) /. 27731/100000 <=. 20821/50000)
              • input.concave_points_worst <=. 7/20
              • input.concavity_mean = 859/20000
              • input.concavity_worst = 13/50
              • 0 <=. input.concave_points_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concavity_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.compactness_worst
              • input.radius_se <=. 7/2
              • 0 <=. input.radius_se
              • input.concavity_mean <=. 1/2
              • 0 <=. input.concavity_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.compactness_mean
              • input.radius_mean <=. 35
              • 5 <=. input.radius_mean
              • input.concave_points_worst = 573/5000
              "malignant"
              31
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000))
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 2453/25000)
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. 265413/100000)
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000)
              • not ((input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 17131/25000)
              • (input.radius_se -. 40517/100000) /. 27731/100000 <=. 1422/3125
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000)
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 5861/12500
              • not ((input.radius_se -. 40517/100000) /. 27731/100000 <=. 20821/50000)
              • input.concave_points_worst <=. 7/20
              • input.concavity_mean = 859/20000
              • input.concavity_worst = 13/50
              • 0 <=. input.concave_points_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concavity_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.compactness_worst
              • input.radius_se <=. 7/2
              • 0 <=. input.radius_se
              • input.concavity_mean <=. 1/2
              • 0 <=. input.concavity_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.compactness_mean
              • input.radius_mean <=. 35
              • 5 <=. input.radius_mean
              • input.concave_points_worst = 573/5000
              "malignant"
              30
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000))
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 2453/25000)
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 265413/100000
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000)
              • not ((input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 17131/25000)
              • (input.radius_se -. 40517/100000) /. 27731/100000 <=. 1422/3125
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000)
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 5861/12500
              • not ((input.radius_se -. 40517/100000) /. 27731/100000 <=. 20821/50000)
              • input.concave_points_worst <=. 7/20
              • input.concavity_mean = 859/20000
              • input.concavity_worst = 13/50
              • 0 <=. input.concave_points_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concavity_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.compactness_worst
              • input.radius_se <=. 7/2
              • 0 <=. input.radius_se
              • input.concavity_mean <=. 1/2
              • 0 <=. input.concavity_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.compactness_mean
              • input.radius_mean <=. 35
              • 5 <=. input.radius_mean
              • input.concave_points_worst = 573/5000
              "malignant"
              29
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000))
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 2453/25000
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000
                 <=. (-17063/100000))
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000)
              • not ((input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 17131/25000)
              • (input.radius_se -. 40517/100000) /. 27731/100000 <=. 1422/3125
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000)
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 5861/12500
              • not ((input.radius_se -. 40517/100000) /. 27731/100000 <=. 20821/50000)
              • input.concave_points_worst <=. 7/20
              • input.concavity_mean = 859/20000
              • input.concavity_worst = 13/50
              • 0 <=. input.concave_points_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concavity_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.compactness_worst
              • input.radius_se <=. 7/2
              • 0 <=. input.radius_se
              • input.concavity_mean <=. 1/2
              • 0 <=. input.concavity_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.compactness_mean
              • input.radius_mean <=. 35
              • 5 <=. input.radius_mean
              • input.concave_points_worst = 573/5000
              "malignant"
              28
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000))
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 2453/25000)
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. 265413/100000)
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000)
              • not ((input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 17131/25000)
              • not ((input.radius_se -. 40517/100000) /. 27731/100000 <=. 1422/3125)
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000)
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 5861/12500
              • not ((input.radius_se -. 40517/100000) /. 27731/100000 <=. 20821/50000)
              • input.concave_points_worst <=. 7/20
              • input.concavity_mean = 859/20000
              • input.concavity_worst = 13/50
              • 0 <=. input.concave_points_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concavity_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.compactness_worst
              • input.radius_se <=. 7/2
              • 0 <=. input.radius_se
              • input.concavity_mean <=. 1/2
              • 0 <=. input.concavity_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.compactness_mean
              • input.radius_mean <=. 35
              • 5 <=. input.radius_mean
              • input.concave_points_worst = 573/5000
              "malignant"
              27
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000))
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 2453/25000)
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 265413/100000
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000)
              • not ((input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 17131/25000)
              • not ((input.radius_se -. 40517/100000) /. 27731/100000 <=. 1422/3125)
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000)
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 5861/12500
              • not ((input.radius_se -. 40517/100000) /. 27731/100000 <=. 20821/50000)
              • input.concave_points_worst <=. 7/20
              • input.concavity_mean = 859/20000
              • input.concavity_worst = 13/50
              • 0 <=. input.concave_points_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concavity_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.compactness_worst
              • input.radius_se <=. 7/2
              • 0 <=. input.radius_se
              • input.concavity_mean <=. 1/2
              • 0 <=. input.concavity_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.compactness_mean
              • input.radius_mean <=. 35
              • 5 <=. input.radius_mean
              • input.concave_points_worst = 573/5000
              "malignant"
              26
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000))
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 2453/25000
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000
                 <=. (-17063/100000))
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000)
              • not ((input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 17131/25000)
              • not ((input.radius_se -. 40517/100000) /. 27731/100000 <=. 1422/3125)
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000)
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 5861/12500
              • not ((input.radius_se -. 40517/100000) /. 27731/100000 <=. 20821/50000)
              • input.concave_points_worst <=. 7/20
              • input.concavity_mean = 859/20000
              • input.concavity_worst = 13/50
              • 0 <=. input.concave_points_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concavity_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.compactness_worst
              • input.radius_se <=. 7/2
              • 0 <=. input.radius_se
              • input.concavity_mean <=. 1/2
              • 0 <=. input.concavity_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.compactness_mean
              • input.radius_mean <=. 35
              • 5 <=. input.radius_mean
              • input.concave_points_worst = 573/5000
              "malignant"
              25
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000))
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 2453/25000)
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 265413/100000
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000))
              • (input.radius_mean -. 1412729/100000) /. 70481/20000 <=. (-4667/25000)
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 22607/50000
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000)
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 5861/12500
              • not ((input.radius_se -. 40517/100000) /. 27731/100000 <=. 20821/50000)
              • input.concave_points_worst <=. 7/20
              • input.concavity_mean = 859/20000
              • input.concavity_worst = 13/50
              • 0 <=. input.concave_points_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concavity_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.compactness_worst
              • input.radius_se <=. 7/2
              • 0 <=. input.radius_se
              • input.concavity_mean <=. 1/2
              • 0 <=. input.concavity_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.compactness_mean
              • input.radius_mean <=. 35
              • 5 <=. input.radius_mean
              • input.concave_points_worst = 573/5000
              "malignant"
              24
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000))
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 2453/25000)
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. 265413/100000)
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000))
              • (input.radius_mean -. 1412729/100000) /. 70481/20000 <=. (-4667/25000)
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 22607/50000)
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000)
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 5861/12500
              • not ((input.radius_se -. 40517/100000) /. 27731/100000 <=. 20821/50000)
              • input.concave_points_worst <=. 7/20
              • input.concavity_mean = 859/20000
              • input.concavity_worst = 13/50
              • 0 <=. input.concave_points_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concavity_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.compactness_worst
              • input.radius_se <=. 7/2
              • 0 <=. input.radius_se
              • input.concavity_mean <=. 1/2
              • 0 <=. input.concavity_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.compactness_mean
              • input.radius_mean <=. 35
              • 5 <=. input.radius_mean
              • input.concave_points_worst = 573/5000
              "malignant"
              23
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000))
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 2453/25000)
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 265413/100000
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000))
              • (input.radius_mean -. 1412729/100000) /. 70481/20000 <=. (-4667/25000)
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 22607/50000)
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000)
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 5861/12500
              • not ((input.radius_se -. 40517/100000) /. 27731/100000 <=. 20821/50000)
              • input.concave_points_worst <=. 7/20
              • input.concavity_mean = 859/20000
              • input.concavity_worst = 13/50
              • 0 <=. input.concave_points_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concavity_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.compactness_worst
              • input.radius_se <=. 7/2
              • 0 <=. input.radius_se
              • input.concavity_mean <=. 1/2
              • 0 <=. input.concavity_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.compactness_mean
              • input.radius_mean <=. 35
              • 5 <=. input.radius_mean
              • input.concave_points_worst = 573/5000
              "malignant"
              22
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000))
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 2453/25000)
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. 265413/100000)
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000))
              • not ((input.radius_mean -. 1412729/100000) /. 70481/20000 <=. (-4667/25000))
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. (-9/100000))
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000)
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 5861/12500
              • not ((input.radius_se -. 40517/100000) /. 27731/100000 <=. 20821/50000)
              • input.concave_points_worst <=. 7/20
              • input.concavity_mean = 859/20000
              • input.concavity_worst = 13/50
              • 0 <=. input.concave_points_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concavity_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.compactness_worst
              • input.radius_se <=. 7/2
              • 0 <=. input.radius_se
              • input.concavity_mean <=. 1/2
              • 0 <=. input.concavity_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.compactness_mean
              • input.radius_mean <=. 35
              • 5 <=. input.radius_mean
              • input.concave_points_worst = 573/5000
              "malignant"
              21
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000))
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 2453/25000)
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 265413/100000
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000))
              • not ((input.radius_mean -. 1412729/100000) /. 70481/20000 <=. (-4667/25000))
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. (-9/100000))
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000)
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 5861/12500
              • not ((input.radius_se -. 40517/100000) /. 27731/100000 <=. 20821/50000)
              • input.concave_points_worst <=. 7/20
              • input.concavity_mean = 859/20000
              • input.concavity_worst = 13/50
              • 0 <=. input.concave_points_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concavity_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.compactness_worst
              • input.radius_se <=. 7/2
              • 0 <=. input.radius_se
              • input.concavity_mean <=. 1/2
              • 0 <=. input.concavity_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.compactness_mean
              • input.radius_mean <=. 35
              • 5 <=. input.radius_mean
              • input.concave_points_worst = 573/5000
              "malignant"
              20
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000))
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 2453/25000
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000
                 <=. (-17063/100000))
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000))
              • not ((input.radius_mean -. 1412729/100000) /. 70481/20000 <=. (-4667/25000))
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. (-9/100000))
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000)
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 5861/12500
              • not ((input.radius_se -. 40517/100000) /. 27731/100000 <=. 20821/50000)
              • input.concave_points_worst <=. 7/20
              • input.concavity_mean = 859/20000
              • input.concavity_worst = 13/50
              • 0 <=. input.concave_points_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concavity_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.compactness_worst
              • input.radius_se <=. 7/2
              • 0 <=. input.radius_se
              • input.concavity_mean <=. 1/2
              • 0 <=. input.concavity_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.compactness_mean
              • input.radius_mean <=. 35
              • 5 <=. input.radius_mean
              • input.concave_points_worst = 573/5000
              "malignant"
              19
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000))
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 2453/25000)
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 265413/100000
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000)
              • not ((input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 17131/25000)
              • (input.radius_se -. 40517/100000) /. 27731/100000 <=. 1422/3125
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000)
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 5861/12500
              • (input.radius_se -. 40517/100000) /. 27731/100000 <=. 20821/50000
              • input.concave_points_worst <=. 7/20
              • input.concavity_mean = 859/20000
              • input.concavity_worst = 13/50
              • 0 <=. input.concave_points_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concavity_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.compactness_worst
              • input.radius_se <=. 7/2
              • 0 <=. input.radius_se
              • input.concavity_mean <=. 1/2
              • 0 <=. input.concavity_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.compactness_mean
              • input.radius_mean <=. 35
              • 5 <=. input.radius_mean
              • input.concave_points_worst = 573/5000
              "malignant"
              18
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000))
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 2453/25000)
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 265413/100000
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000))
              • (input.radius_mean -. 1412729/100000) /. 70481/20000 <=. (-4667/25000)
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 22607/50000
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000)
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 5861/12500
              • (input.radius_se -. 40517/100000) /. 27731/100000 <=. 20821/50000
              • input.concave_points_worst <=. 7/20
              • input.concavity_mean = 859/20000
              • input.concavity_worst = 13/50
              • 0 <=. input.concave_points_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concavity_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.compactness_worst
              • input.radius_se <=. 7/2
              • 0 <=. input.radius_se
              • input.concavity_mean <=. 1/2
              • 0 <=. input.concavity_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.compactness_mean
              • input.radius_mean <=. 35
              • 5 <=. input.radius_mean
              • input.concave_points_worst = 573/5000
              "malignant"
              17
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000))
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 2453/25000)
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 265413/100000
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000))
              • (input.radius_mean -. 1412729/100000) /. 70481/20000 <=. (-4667/25000)
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 22607/50000)
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000)
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 5861/12500
              • (input.radius_se -. 40517/100000) /. 27731/100000 <=. 20821/50000
              • input.concave_points_worst <=. 7/20
              • input.concavity_mean = 859/20000
              • input.concavity_worst = 13/50
              • 0 <=. input.concave_points_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concavity_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.compactness_worst
              • input.radius_se <=. 7/2
              • 0 <=. input.radius_se
              • input.concavity_mean <=. 1/2
              • 0 <=. input.concavity_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.compactness_mean
              • input.radius_mean <=. 35
              • 5 <=. input.radius_mean
              • input.concave_points_worst = 573/5000
              "malignant"
              16
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000))
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 2453/25000)
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. 265413/100000)
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000))
              • not ((input.radius_mean -. 1412729/100000) /. 70481/20000 <=. (-4667/25000))
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. (-9/100000))
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000)
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 5861/12500
              • (input.radius_se -. 40517/100000) /. 27731/100000 <=. 20821/50000
              • input.concave_points_worst <=. 7/20
              • input.concavity_mean = 859/20000
              • input.concavity_worst = 13/50
              • 0 <=. input.concave_points_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concavity_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.compactness_worst
              • input.radius_se <=. 7/2
              • 0 <=. input.radius_se
              • input.concavity_mean <=. 1/2
              • 0 <=. input.concavity_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.compactness_mean
              • input.radius_mean <=. 35
              • 5 <=. input.radius_mean
              • input.concave_points_worst = 573/5000
              "malignant"
              15
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000))
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 2453/25000)
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 265413/100000
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000))
              • not ((input.radius_mean -. 1412729/100000) /. 70481/20000 <=. (-4667/25000))
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. (-9/100000))
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000)
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 5861/12500
              • (input.radius_se -. 40517/100000) /. 27731/100000 <=. 20821/50000
              • input.concave_points_worst <=. 7/20
              • input.concavity_mean = 859/20000
              • input.concavity_worst = 13/50
              • 0 <=. input.concave_points_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concavity_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.compactness_worst
              • input.radius_se <=. 7/2
              • 0 <=. input.radius_se
              • input.concavity_mean <=. 1/2
              • 0 <=. input.concavity_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.compactness_mean
              • input.radius_mean <=. 35
              • 5 <=. input.radius_mean
              • input.concave_points_worst = 573/5000
              "malignant"
              14
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000))
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 2453/25000
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000
                 <=. (-17063/100000))
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000))
              • not ((input.radius_mean -. 1412729/100000) /. 70481/20000 <=. (-4667/25000))
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. (-9/100000))
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000)
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 5861/12500
              • (input.radius_se -. 40517/100000) /. 27731/100000 <=. 20821/50000
              • input.concave_points_worst <=. 7/20
              • input.concavity_mean = 859/20000
              • input.concavity_worst = 13/50
              • 0 <=. input.concave_points_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concavity_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.compactness_worst
              • input.radius_se <=. 7/2
              • 0 <=. input.radius_se
              • input.concavity_mean <=. 1/2
              • 0 <=. input.concavity_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.compactness_mean
              • input.radius_mean <=. 35
              • 5 <=. input.radius_mean
              • input.concave_points_worst = 573/5000
              "malignant"
              13
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000))
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 2453/25000)
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 265413/100000
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000)
              • (input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 17131/25000
              • (input.compactness_mean -. 5217/50000) /. 5281/100000 <=. (-4159/5000)
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-7603/20000))
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000
                 <=. (-7927/100000))
              • input.concave_points_worst <=. 7/20
              • input.concavity_mean = 859/20000
              • input.concavity_worst = 13/50
              • 0 <=. input.concave_points_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concavity_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.compactness_worst
              • input.radius_se <=. 7/2
              • 0 <=. input.radius_se
              • input.concavity_mean <=. 1/2
              • 0 <=. input.concavity_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.compactness_mean
              • input.radius_mean <=. 35
              • 5 <=. input.radius_mean
              • input.concave_points_worst = 573/5000
              "malignant"
              12
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000))
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 2453/25000)
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 265413/100000
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000)
              • not ((input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 17131/25000)
              • (input.radius_se -. 40517/100000) /. 27731/100000 <=. 1422/3125
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-7603/20000))
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000
                 <=. (-7927/100000))
              • input.concave_points_worst <=. 7/20
              • input.concavity_mean = 859/20000
              • input.concavity_worst = 13/50
              • 0 <=. input.concave_points_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concavity_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.compactness_worst
              • input.radius_se <=. 7/2
              • 0 <=. input.radius_se
              • input.concavity_mean <=. 1/2
              • 0 <=. input.concavity_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.compactness_mean
              • input.radius_mean <=. 35
              • 5 <=. input.radius_mean
              • input.concave_points_worst = 573/5000
              "malignant"
              11
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000)
              • not ((input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 6587/25000)
              • not ((input.radius_se -. 40517/100000) /. 27731/100000 <=. (-13559/25000))
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000)
              • not ((input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 17131/25000)
              • (input.radius_se -. 40517/100000) /. 27731/100000 <=. 1422/3125
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-7603/20000))
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000
                 <=. (-7927/100000))
              • input.concave_points_worst <=. 7/20
              • input.concavity_mean = 859/20000
              • input.concavity_worst = 13/50
              • 0 <=. input.concave_points_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concavity_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.compactness_worst
              • input.radius_se <=. 7/2
              • 0 <=. input.radius_se
              • input.concavity_mean <=. 1/2
              • 0 <=. input.concavity_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.compactness_mean
              • input.radius_mean <=. 35
              • 5 <=. input.radius_mean
              • input.concave_points_worst = 573/5000
              "malignant"
              10
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000))
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 2453/25000)
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 265413/100000
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000)
              • not ((input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 17131/25000)
              • not ((input.radius_se -. 40517/100000) /. 27731/100000 <=. 1422/3125)
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-7603/20000))
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000
                 <=. (-7927/100000))
              • input.concave_points_worst <=. 7/20
              • input.concavity_mean = 859/20000
              • input.concavity_worst = 13/50
              • 0 <=. input.concave_points_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concavity_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.compactness_worst
              • input.radius_se <=. 7/2
              • 0 <=. input.radius_se
              • input.concavity_mean <=. 1/2
              • 0 <=. input.concavity_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.compactness_mean
              • input.radius_mean <=. 35
              • 5 <=. input.radius_mean
              • input.concave_points_worst = 573/5000
              "malignant"
              9
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000)
              • not ((input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 6587/25000)
              • not ((input.radius_se -. 40517/100000) /. 27731/100000 <=. (-13559/25000))
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000)
              • not ((input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 17131/25000)
              • not ((input.radius_se -. 40517/100000) /. 27731/100000 <=. 1422/3125)
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-7603/20000))
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000
                 <=. (-7927/100000))
              • input.concave_points_worst <=. 7/20
              • input.concavity_mean = 859/20000
              • input.concavity_worst = 13/50
              • 0 <=. input.concave_points_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concavity_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.compactness_worst
              • input.radius_se <=. 7/2
              • 0 <=. input.radius_se
              • input.concavity_mean <=. 1/2
              • 0 <=. input.concavity_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.compactness_mean
              • input.radius_mean <=. 35
              • 5 <=. input.radius_mean
              • input.concave_points_worst = 573/5000
              "malignant"
              8
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000))
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 2453/25000)
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 265413/100000
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000))
              • (input.radius_mean -. 1412729/100000) /. 70481/20000 <=. (-4667/25000)
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 22607/50000
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-7603/20000))
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000
                 <=. (-7927/100000))
              • input.concave_points_worst <=. 7/20
              • input.concavity_mean = 859/20000
              • input.concavity_worst = 13/50
              • 0 <=. input.concave_points_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concavity_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.compactness_worst
              • input.radius_se <=. 7/2
              • 0 <=. input.radius_se
              • input.concavity_mean <=. 1/2
              • 0 <=. input.concavity_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.compactness_mean
              • input.radius_mean <=. 35
              • 5 <=. input.radius_mean
              • input.concave_points_worst = 573/5000
              "malignant"
              7
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000))
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 2453/25000)
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 265413/100000
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000))
              • (input.radius_mean -. 1412729/100000) /. 70481/20000 <=. (-4667/25000)
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 22607/50000)
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-7603/20000))
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000
                 <=. (-7927/100000))
              • input.concave_points_worst <=. 7/20
              • input.concavity_mean = 859/20000
              • input.concavity_worst = 13/50
              • 0 <=. input.concave_points_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concavity_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.compactness_worst
              • input.radius_se <=. 7/2
              • 0 <=. input.radius_se
              • input.concavity_mean <=. 1/2
              • 0 <=. input.concavity_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.compactness_mean
              • input.radius_mean <=. 35
              • 5 <=. input.radius_mean
              • input.concave_points_worst = 573/5000
              "malignant"
              6
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000))
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 2453/25000)
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 265413/100000
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000))
              • not ((input.radius_mean -. 1412729/100000) /. 70481/20000 <=. (-4667/25000))
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. (-9/100000))
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-7603/20000))
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000
                 <=. (-7927/100000))
              • input.concave_points_worst <=. 7/20
              • input.concavity_mean = 859/20000
              • input.concavity_worst = 13/50
              • 0 <=. input.concave_points_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concavity_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.compactness_worst
              • input.radius_se <=. 7/2
              • 0 <=. input.radius_se
              • input.concavity_mean <=. 1/2
              • 0 <=. input.concavity_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.compactness_mean
              • input.radius_mean <=. 35
              • 5 <=. input.radius_mean
              • input.concave_points_worst = 573/5000
              "malignant"
              5
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000))
              • (input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 2453/25000
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000
                 <=. (-17063/100000))
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000))
              • not ((input.radius_mean -. 1412729/100000) /. 70481/20000 <=. (-4667/25000))
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. (-9/100000))
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-7603/20000))
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000
                 <=. (-7927/100000))
              • input.concave_points_worst <=. 7/20
              • input.concavity_mean = 859/20000
              • input.concavity_worst = 13/50
              • 0 <=. input.concave_points_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concavity_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.compactness_worst
              • input.radius_se <=. 7/2
              • 0 <=. input.radius_se
              • input.concavity_mean <=. 1/2
              • 0 <=. input.concavity_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.compactness_mean
              • input.radius_mean <=. 35
              • 5 <=. input.radius_mean
              • input.concave_points_worst = 573/5000
              "malignant"
              4
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000)
              • not ((input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 6587/25000)
              • not ((input.radius_se -. 40517/100000) /. 27731/100000 <=. (-13559/25000))
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000))
              • not ((input.radius_mean -. 1412729/100000) /. 70481/20000 <=. (-4667/25000))
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. (-9/100000))
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-7603/20000))
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000
                 <=. (-7927/100000))
              • input.concave_points_worst <=. 7/20
              • input.concavity_mean = 859/20000
              • input.concavity_worst = 13/50
              • 0 <=. input.concave_points_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concavity_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.compactness_worst
              • input.radius_se <=. 7/2
              • 0 <=. input.radius_se
              • input.concavity_mean <=. 1/2
              • 0 <=. input.concavity_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.compactness_mean
              • input.radius_mean <=. 35
              • 5 <=. input.radius_mean
              • input.concave_points_worst = 573/5000
              "malignant"
              3
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000)
              • not ((input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 6587/25000)
              • (input.radius_se -. 40517/100000) /. 27731/100000 <=. (-13559/25000)
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000))
              • not ((input.radius_mean -. 1412729/100000) /. 70481/20000 <=. (-4667/25000))
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. (-9/100000))
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-7603/20000))
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000
                 <=. (-7927/100000))
              • input.concave_points_worst <=. 7/20
              • input.concavity_mean = 859/20000
              • input.concavity_worst = 13/50
              • 0 <=. input.concave_points_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concavity_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.compactness_worst
              • input.radius_se <=. 7/2
              • 0 <=. input.radius_se
              • input.concavity_mean <=. 1/2
              • 0 <=. input.concavity_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.compactness_mean
              • input.radius_mean <=. 35
              • 5 <=. input.radius_mean
              • input.concave_points_worst = 573/5000
              "malignant"
              2
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000)
              • (input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 6587/25000
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. (-193/3125))
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000))
              • not ((input.radius_mean -. 1412729/100000) /. 70481/20000 <=. (-4667/25000))
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. (-9/100000))
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-7603/20000))
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000
                 <=. (-7927/100000))
              • input.concave_points_worst <=. 7/20
              • input.concavity_mean = 859/20000
              • input.concavity_worst = 13/50
              • 0 <=. input.concave_points_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concavity_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.compactness_worst
              • input.radius_se <=. 7/2
              • 0 <=. input.radius_se
              • input.concavity_mean <=. 1/2
              • 0 <=. input.concavity_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.compactness_mean
              • input.radius_mean <=. 35
              • 5 <=. input.radius_mean
              • input.concave_points_worst = 573/5000
              "malignant"
              1
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000))
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 2453/25000)
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 265413/100000
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000)
              • not ((input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 17131/25000)
              • (input.radius_se -. 40517/100000) /. 27731/100000 <=. 1422/3125
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-7603/20000)
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-60659/100000))
              • input.concave_points_worst <=. 7/20
              • input.concavity_mean = 859/20000
              • input.concavity_worst = 13/50
              • 0 <=. input.concave_points_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concavity_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.compactness_worst
              • input.radius_se <=. 7/2
              • 0 <=. input.radius_se
              • input.concavity_mean <=. 1/2
              • 0 <=. input.concavity_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.compactness_mean
              • input.radius_mean <=. 35
              • 5 <=. input.radius_mean
              • input.concave_points_worst = 573/5000
              "malignant"
              0
              • not ((input.concavity_mean -. 111/1250) /. 1993/25000 <=. (-2163/20000))
              • not
                ((input.concave_points_worst -. 11461/100000) /. 6573/100000 <=. 2453/25000)
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 265413/100000
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-5799/100000)
              • not ((input.radius_mean -. 1412729/100000) /. 70481/20000 <=. 17131/25000)
              • not ((input.radius_se -. 40517/100000) /. 27731/100000 <=. 1422/3125)
              • (input.concavity_mean -. 111/1250) /. 1993/25000 <=. 10459/100000
              • (input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-7603/20000)
              • not
                ((input.concavity_worst -. 27219/100000) /. 10431/50000 <=. (-60659/100000))
              • input.concave_points_worst <=. 7/20
              • input.concavity_mean = 859/20000
              • input.concavity_worst = 13/50
              • 0 <=. input.concave_points_worst
              • input.concavity_worst <=. 3/2
              • 0 <=. input.concavity_worst
              • input.compactness_worst <=. 6/5
              • 0 <=. input.compactness_worst
              • input.radius_se <=. 7/2
              • 0 <=. input.radius_se
              • input.concavity_mean <=. 1/2
              • 0 <=. input.concavity_mean
              • input.compactness_mean <=. 2/5
              • 0 <=. input.compactness_mean
              • input.radius_mean <=. 35
              • 5 <=. input.radius_mean
              • input.concave_points_worst = 573/5000
              "malignant"

              Regression

              In a regression task we want to learn to predict the value(s) of some variable(s) based on previous data. In the commonly used Forest Fires dataset the aim is to predict the area burned by forest fires, in the northeast region of Portugal, by using meteorological and other data. This is a fairly difficult task and while the neural network below doesn't achieve state-of-the-art performance, it's enough to demonstrate how we can analyse relatively simple models in Imandra. In the dataset we have the following variables:

              1. X-axis spatial coordinate (within the Montesinho park map)
              2. Y-axis spatial coordinate (within the Montesinho park map)
              3. Month
              4. Day
              5. FFMC index (from the FWI system)
              6. DMC index (from the FWI system)
              7. DC index (from the FWI system)
              8. ISI index (from the FWI system)
              9. Temperature
              10. Relative percentage humidity
              11. Wind speed
              12. Rainfall
              13. Area of forest burned

              We again pre-process the data before learning by first transforming the month and day variables into a numerical value and applying a sine transformation (so that similar times are close in value), as well as removing outliers and applying an approximate logarithmic transformation to the area variable (as recommended in the dataset description). Each variable is scaled to lie between 0 and 1, and those with high correlations and/or low mutual information respect to the target variable are removed. We then split the data into training (80%) and test (20%) sets and use Keras to learn a simple feed-forward neural network with one (6 neuron) hidden layer, ReLU activation functions, and stochastic gradient descent to optimise the mean squared error. After saving our model as a .h5 file we use a short Python script to extract the network into an IML file and reason about it using Imandra.

              In [14]:
              let relu x = Real.(if x > 0.0 then x else 0.0);;
              
              let linear x = Real.(x)
              
              let layer_0 (x_0, x_1, x_2, x_3, x_4, x_5) = let open Real in
                let y_0 = relu @@ (0.20124)*x_0 + (-0.15722)*x_1 + (-0.19063)*x_2 + (-0.54562)*x_3 + (0.03425)*x_4 + (0.50104)*x_5 + -0.02768 in
                let y_1 = relu @@ (0.29103)*x_0 + (0.03180)*x_1 + (-0.16336)*x_2 + (0.17919)*x_3 + (0.32971)*x_4 + (-0.43206)*x_5 + -0.02620 in
                let y_2 = relu @@ (0.66419)*x_0 + (0.25399)*x_1 + (0.00449)*x_2 + (0.03841)*x_3 + (-0.51482)*x_4 + (0.58299)*x_5 + 0.11858 in
                let y_3 = relu @@ (0.47598)*x_0 + (-0.36142)*x_1 + (0.38981)*x_2 + (0.27632)*x_3 + (-0.61231)*x_4 + (-0.03662)*x_5 + -0.02890 in
                let y_4 = relu @@ (0.10277)*x_0 + (-0.28841)*x_1 + (0.04637)*x_2 + (0.28808)*x_3 + (0.05957)*x_4 + (-0.22041)*x_5 + 0.18270 in
                let y_5 = relu @@ (0.55604)*x_0 + (-0.04015)*x_1 + (0.10557)*x_2 + (0.60757)*x_3 + (-0.32314)*x_4 + (0.47933)*x_5 + -0.24876 in
                (y_0, y_1, y_2, y_3, y_4, y_5)
              
              let layer_1 (x_0, x_1, x_2, x_3, x_4, x_5) = let open Real in
                let y_0 = linear @@ (0.28248)*x_0 + (-0.25208)*x_1 + (-0.50075)*x_2 + (-0.07092)*x_3 + (-0.43189)*x_4 + (0.60065)*x_5 + 0.47136 in
                (y_0)
              
              let nn (x_0, x_1, x_2, x_3, x_4, x_5) = let open Real in
                (x_0, x_1, x_2, x_3, x_4, x_5) |> layer_0 |> layer_1
              
              Out[14]:
              val relu : real -> real = <fun>
              val linear : 'a -> 'a = <fun>
              val layer_0 :
                real * real * real * real * real * real ->
                real * real * real * real * real * real = <fun>
              val layer_1 : real * real * real * real * real * real -> real = <fun>
              val nn : real * real * real * real * real * real -> real = <fun>
              

              Given the description of the dataset above we can again create some custom input types in Imandra for our model.

              In [15]:
              type month = Jan | Feb | Mar | Apr | May | Jun| Jul | Aug | Sep | Oct | Nov | Dec
              
              type day = Mon | Tue | Wed | Thu | Fri | Sat | Sun
              
              type nn_input = {
                month : month;
                day : day;
                dmc : real;
                temp : real;
                rh : real;
                rain : real
              }
              
              Out[15]:
              type month =
                  Jan
                | Feb
                | Mar
                | Apr
                | May
                | Jun
                | Jul
                | Aug
                | Sep
                | Oct
                | Nov
                | Dec
              type day = Mon | Tue | Wed | Thu | Fri | Sat | Sun
              type nn_input = {
                month : month;
                day : day;
                dmc : real;
                temp : real;
                rh : real;
                rain : real;
              }
              

              As before, because we pre-processed our data, we'll add in a function applying this transform to each input variable. Equally, we'll need to convert back to hectares for our output variable, again using some minimum and maximum values extracted during our data pre-processing stage. After that we define a full model which combines these pre/post-processing steps and the network above.

              In [16]:
              let month_2_num = let open Real in function
                | Jan -> 0.134
                | Feb -> 0.500
                | Mar -> 1.000
                | Apr -> 1.500
                | May -> 1.866
                | Jun -> 2.000
                | Jul -> 1.866
                | Aug -> 1.500
                | Sep -> 1.000
                | Oct -> 0.500
                | Nov -> 0.133
                | Dec -> 0.000
              
              let day_2_num = let open Real in function
                | Mon -> 0.377
                | Tue -> 1.223
                | Wed -> 1.901
                | Thu -> 1.901
                | Fri -> 1.223
                | Sat -> 0.377
                | Sun -> 0.000
              
              let process_nn_input input = let open Real in
                let real_month = month_2_num input.month in
                let real_day = day_2_num input.day in
                let x_0 = (real_month - 0.0)  / (2.0   - 0.0)  in
                let x_1 = (real_day   - 0.0)  / (1.901 - 0.0)  in
                let x_2 = (input.dmc  - 1.1)  / (291.3 - 1.1)  in
                let x_3 = (input.temp - 2.2)  / (33.3  - 2.2)  in
                let x_4 = (input.rh   - 15.0) / (100.0 - 15.0) in
                let x_5 = (input.rain - 0.0)  / (6.40  - 0.0)  in
                (x_0, x_1, x_2, x_3, x_4, x_5)
              
              let process_nn_output y_0 = let open Real in
                let y = 4.44323 * y_0 in
                if y <= 1.0 then (y - 0.00000) * 1.71828 else
                if y <= 2.0 then (y - 0.63212) * 4.67077 else
                if y <= 3.0 then (y - 1.49679) * 12.69648 else
                if y <= 4.0 then (y - 2.44700) * 34.51261 else
                (y - 3.42868) * 93.81501
              
              let nn_model input = input |> process_nn_input |> nn |> process_nn_output
              
              Out[16]:
              val month_2_num : month -> real = <fun>
              val day_2_num : day -> real = <fun>
              val process_nn_input : nn_input -> real * real * real * real * real * real =
                <fun>
              val process_nn_output : real -> real = <fun>
              val nn_model : nn_input -> real = <fun>
              

              Let's start as in the previous section by running a datum from our dataset through the model. In particular, we'll input x = (Aug, Sat, 231.1, 26.9, 31.0, 0.0) which has an area of y = 4.96 hectares in the data.

              In [17]:
              let x = {
                month = Aug;
                day = Sat;
                dmc = 231.1;
                temp = 26.9;
                rh = 31.0;
                rain = 0.0
              }
              
              let y = nn_model x
              
              Out[17]:
              val x : nn_input =
                {month = Aug; day = Sat; dmc = 231.1; temp = 26.9; rh = 31.; rain = 0.}
              val y : real = 2.1368837387
              

              Our answer is both roughly similar to the recorded datapoint value and also to the value we get from our original Keras model, 2.13683266556. The small disparity here is due to our rounding the weight values in our network to 5 decimal places when we extracted them to IML, though it wasn't necessary to do so. Now we'll use Imandra to generate an example for us with some particular side conditions.

              In [18]:
              instance (fun x -> nn_model x >. 20.0 && x.temp = 20.0 && x.month = May)
              
              Out[18]:
              - : nn_input -> bool = <fun>
              module CX : sig val x : nn_input end
              
              Instance (after 0 steps, 0.043s):
              let x : nn_input =
                {month = May; day = Mon;
                 dmc =
                 24055123284982228097226992611528380093193919762056180084008433021/22092492331123120841192276133772540657727264346914321684175000;
                 temp = 20;
                 rh =
                 30345807841768722760850615268729933643730512262727593903588137/110462461655615604205961380668862703288636321734571608420875;
                 rain =
                 29095799829274662509656643890210163797429819271649922778038604/2761561541390390105149034516721567582215908043364290210521875}
              
              Instance
              proof attempt
              ground_instances:0
              definitions:0
              inductions:0
              search_time:
              0.043s
              details:
              Expand
              smt_stats:
              num checks:1
              arith assert lower:73
              arith tableau max rows:24
              arith tableau max columns:122
              arith pivots:52
              rlimit count:48430
              mk clause:128
              datatype occurs check:7
              mk bool var:198
              arith assert upper:110
              datatype splits:8
              decisions:135
              arith row summations:353
              arith bound prop:5
              propagations:231
              conflicts:26
              arith fixed eqs:25
              datatype accessor ax:10
              minimized lits:15
              arith conflicts:10
              arith num rows:24
              arith assert diseq:16
              datatype constructor ax:11
              final checks:1
              added eqs:159
              del clause:41
              arith eq adapter:65
              time:0.032000
              memory:22.490000
              max memory:23.270000
              num allocs:35938542041.000000
              Expand
              • start[0.043s]
                  let (_x_0 : real)
                      = 5031/25000 * … +. (-7861/50000) * … +. (-19063/100000) * …
                        +. (-27281/50000) * … +. 137/4000 * … +. 6263/12500 * …
                        +. (-173/6250)
                  in
                  let (_x_1 : real)
                      = 29103/100000 * … +. 159/5000 * … +. (-1021/6250) * …
                        +. 17919/100000 * … +. 32971/100000 * … +. (-21603/50000) * …
                        +. (-131/5000)
                  in
                  let (_x_2 : real)
                      = 66419/100000 * … +. 25399/100000 * … +. 449/100000 * …
                        +. 3841/100000 * … +. (-25741/50000) * … +. 58299/100000 * …
                        +. 5929/50000
                  in
                  let (_x_3 : real)
                      = 23799/50000 * … +. (-18071/50000) * … +. 38981/100000 * …
                        +. 1727/6250 * … +. (-61231/100000) * … +. (-1831/50000) * …
                        +. (-289/10000)
                  in
                  let (_x_4 : real)
                      = 10277/100000 * … +. (-28841/100000) * … +. 4637/100000 * …
                        +. 3601/12500 * … +. 5957/100000 * … +. (-22041/100000) * …
                        +. 1827/10000
                  in
                  let (_x_5 : real)
                      = 13901/25000 * … +. (-803/20000) * … +. 10557/100000 * …
                        +. 60757/100000 * … +. (-16157/50000) * … +. 47933/100000 * …
                        +. (-6219/25000)
                  in
                  let (_x_6 : real)
                      = 444323/100000
                        * (3531/12500 * (if _x_0 > 0 then _x_0 else 0)
                           +. (-3151/12500) * (if _x_1 > 0 then _x_1 else 0)
                           +. (-2003/4000) * (if _x_2 > 0 then _x_2 else 0)
                           +. (-1773/25000) * (if _x_3 > 0 then _x_3 else 0)
                           +. (-43189/100000) * (if _x_4 > 0 then _x_4 else 0)
                           +. 12013/20000 * (if _x_5 > 0 then _x_5 else 0) +. 1473/3125)
                  in
                  ((if _x_6 <= 1 then (_x_6 - 0) * 42957/25000
                    else
                    if _x_6 <= 2 then (_x_6 - 15803/25000) * 467077/100000
                    else
                    if _x_6 <= 3 then (_x_6 - 149679/100000) * 79353/6250
                    else if _x_6 <= 4 then … else …)
                   > 20)
                  && ((( :var_0: ).temp = 20) && (( :var_0: ).month = May))
              • simplify

                into:
                let (_x_0 : month) = ( :var_0: ).month in
                let (_x_1 : bool) = _x_0 = Mar in
                let (_x_2 : bool) = _x_0 = Feb in
                let (_x_3 : bool) = _x_0 = Jan in
                let (_x_4 : real)
                    = if _x_3 then 67/500
                      else
                      if _x_2 then 1/2
                      else if _x_1 then 1 else if _x_0 = Apr then 3/2 else …
                in
                let (_x_5 : real) = 5031/50000 * _x_4 in
                let (_x_6 : day) = ( :var_0: ).day in
                let (_x_7 : bool) = (_x_6 = Wed) || (_x_6 = Thu) in
                let (_x_8 : bool) = _x_6 = Tue in
                let (_x_9 : bool) = _x_6 = Mon in
                let (_x_10 : real)
                    = if _x_9 then 377/1000
                      else
                      if _x_8 then 1223/1000
                      else if _x_7 then 1901/1000 else if _x_6 = Fri then 1223/1000 else …
                in
                let (_x_11 : real) = (-7861/95050) * _x_10 in
                let (_x_12 : real) = ( :var_0: ).dmc in
                let (_x_13 : real) = (-19063/29020000) * _x_12 in
                let (_x_14 : real) = ( :var_0: ).temp in
                let (_x_15 : real) = (-27281/1555000) * _x_14 in
                let (_x_16 : real) = ( :var_0: ).rh in
                let (_x_17 : real) = 137/340000 * _x_16 in
                let (_x_18 : real) = ( :var_0: ).rain in
                let (_x_19 : real) = 6263/80000 * _x_18 in
                let (_x_20 : real)
                    = if _x_3 then 67/500 else if _x_2 then 1/2 else if _x_1 then 1 else …
                in
                let (_x_21 : real)
                    = if _x_9 then 377/1000
                      else if _x_8 then 1223/1000 else if _x_7 then 1901/1000 else …
                in
                let (_x_22 : real) = (-1021/1813750) * _x_12 in
                let (_x_23 : real) = 17919/3110000 * _x_14 in
                let (_x_24 : real) = 32971/8500000 * _x_16 in
                let (_x_25 : real) = (-21603/320000) * _x_18 in
                let (_x_26 : real)
                    = if 29103/200000 * _x_4 +. 159/9505 * _x_10 +. _x_22 +. _x_23 +. _x_24
                         +. _x_25 <= 73983893263/767143700000
                      then 0
                      else
                        (-73983893263/767143700000) +. 29103/200000 * _x_20
                        +. 159/9505 * _x_21 +. _x_22 +. _x_23 +. _x_24 +. _x_25
                in
                let (_x_27 : real) = 66419/200000 * _x_4 in
                let (_x_28 : real) = 25399/190100 * _x_10 in
                let (_x_29 : real) = 449/29020000 * _x_12 in
                let (_x_30 : real) = 3841/3110000 * _x_14 in
                let (_x_31 : real) = (-25741/4250000) * _x_16 in
                let (_x_32 : real) = 58299/640000 * _x_18 in
                let (_x_33 : real)
                    = if _x_27 +. _x_28 +. _x_29 +. _x_30 +. _x_31 +. _x_32
                         <= (-317131778543/1534287400000)
                      then 0
                      else
                        317131778543/1534287400000 +. _x_27 +. _x_28 +. _x_29 +. _x_30
                        +. _x_31 +. _x_32
                in
                let (_x_34 : real) = 23799/100000 * _x_4 in
                let (_x_35 : real) = (-18071/95050) * _x_10 in
                let (_x_36 : real) = 38981/29020000 * _x_12 in
                let (_x_37 : real) = 1727/194375 * _x_14 in
                let (_x_38 : real) = (-61231/8500000) * _x_16 in
                let (_x_39 : real) = (-1831/320000) * _x_18 in
                let (_x_40 : real)
                    = if _x_34 +. _x_35 +. _x_36 +. _x_37 +. _x_38 +. _x_39
                         <= (-89188713933/1534287400000)
                      then 0
                      else
                        89188713933/1534287400000 +. _x_34 +. _x_35 +. _x_36 +. _x_37
                        +. _x_38 +. _x_39
                in
                let (_x_41 : real) = 10277/200000 * _x_4 in
                let (_x_42 : real) = (-28841/190100) * _x_10 in
                let (_x_43 : real) = 4637/29020000 * _x_12 in
                let (_x_44 : real) = 3601/388750 * _x_14 in
                let (_x_45 : real) = 5957/8500000 * _x_16 in
                let (_x_46 : real) = (-22041/640000) * _x_18 in
                let (_x_47 : real)
                    = if _x_41 +. _x_42 +. _x_43 +. _x_44 +. _x_45 +. _x_46
                         <= (-372238333/2454859840)
                      then 0
                      else
                        372238333/2454859840 +. _x_41 +. _x_42 +. _x_43 +. _x_44 +. _x_45
                        +. _x_46
                in
                let (_x_48 : real) = 13901/50000 * _x_4 in
                let (_x_49 : real) = (-803/38020) * _x_10 in
                let (_x_50 : real) = 10557/29020000 * _x_12 in
                let (_x_51 : real) = 60757/3110000 * _x_14 in
                let (_x_52 : real) = (-16157/4250000) * _x_16 in
                let (_x_53 : real) = 47933/640000 * _x_18 in
                let (_x_54 : real)
                    = if _x_48 +. _x_49 +. _x_50 +. _x_51 +. _x_52 +. _x_53
                         <= 72146699557/306857480000
                      then 0
                      else
                        (-72146699557/306857480000) +. _x_48 +. _x_49 +. _x_50 +. _x_51
                        +. _x_52 +. _x_53
                in
                let (_x_55 : real)
                    = 1568904513/1250000000
                      * (if _x_5 +. _x_11 +. _x_13 +. _x_15 +. _x_17 +. _x_19
                            <= (-1716983137/306857480000)
                         then 0
                         else
                           (1716983137/306857480000 +. _x_5 +. _x_11 +. _x_13 +. _x_15
                            +. _x_17 +. _x_19))
                      +. (-1400061773/1250000000) * _x_26 +. (-889978969/400000000) * _x_33
                      +. (-787784679/2500000000) * _x_40
                      +. (-19189866047/10000000000) * _x_47 +. 5337652199/2000000000 * _x_54
                in
                let (_x_56 : real) = 5031/50000 * _x_20 in
                let (_x_57 : real) = (-7861/95050) * _x_21 in
                let (_x_58 : real)
                    = if _x_56 +. _x_57 +. _x_13 +. _x_15 +. _x_17 +. _x_19
                         <= (-1716983137/306857480000)
                      then 0
                      else
                        1716983137/306857480000 +. _x_56 +. _x_57 +. _x_13 +. _x_15 +. _x_17
                        +. _x_19
                in
                not
                ((if _x_55 <= (-341987779/312500000)
                  then
                    28114831522503/7812500000000 +. 67395431164941/31250000000000 * _x_58
                    +. (-60142453582761/31250000000000) * _x_26
                    +. (-38230826571333/10000000000000) * _x_33
                    +. (-33840866455803/62500000000000) * _x_40
                    +. (-824339075780979/250000000000000) * _x_47
                    +. 229289525512443/50000000000000 * _x_54
                  else
                  if _x_55 <= (-29487779/312500000)
                  then
                    213430965464483/31250000000000 +. 732799213218501/125000000000000 * _x_58
                    +. (-653936652747521/125000000000000) * _x_26
                    +. (-415688706903613/40000000000000) * _x_33
                    +. (-367956104513283/250000000000000) * _x_40
                    +. (-8963145063634619/1000000000000000) * _x_47
                    +. 2493094576152323/200000000000000 * _x_54
                  else
                  if _x_55 <= 283012221/312500000
                  then
                    1852306369389/244140625000 +. 124497279820089/7812500000000 * _x_58
                    +. (-111099101872869/7812500000000) * _x_26
                    +. (-70622501127057/2500000000000) * _x_33
                    +. (-62513077632687/15625000000000) * _x_40
                    +. (-1522773440427591/62500000000000) * _x_47
                    +. 423558714947247/12500000000000 * _x_54
                  else if _x_55 <= 595512221/312500000 then … else …)
                 <= 20)
                && (_x_14 = 20) && (_x_0 = May)
                expansions:
                []
                rewrite_steps:
                  forward_chaining:
                  • Sat (Some let x : nn_input = {month = May; day = Mon; dmc = (Q.of_string "24055123284982228097226992611528380093193919762056180084008433021/22092492331123120841192276133772540657727264346914321684175000"); temp = (Q.of_nativeint (20n)); rh = (Q.of_string "30345807841768722760850615268729933643730512262727593903588137/110462461655615604205961380668862703288636321734571608420875"); rain = (Q.of_string "29095799829274662509656643890210163797429819271649922778038604/2761561541390390105149034516721567582215908043364290210521875")} )
                  In [19]:
                  CX.x
                  
                  Out[19]:
                  - : nn_input =
                  {month = May; day = Mon; dmc = 1088.83700962; temp = 20.; rh = 274.716020148;
                   rain = 10.5359954479}
                  

                  Notice how the unspecified input variables are unbounded, just as in our original classification instances. Using the description of each variable in the data (plus some reasonable assumptions about Portugal's climate) we can form the following condition describing valid inputs to the network.

                  In [20]:
                  let is_valid_nn input =
                    0.0 <=. input.dmc && input.dmc <=. 500.0 &&
                    0.0 <=. input.temp && input.temp <=. 40.0 &&
                    0.0 <=. input.rh && input.rh <=. 100.0 &&
                    0.0 <=. input.rain && input.rain <=. 15.0
                  
                  instance (fun x -> nn_model x >. 20.0 && x.temp = 20.0 && x.month = May && is_valid_nn x)
                  
                  Out[20]:
                  val is_valid_nn : nn_input -> bool = <fun>
                  - : nn_input -> bool = <fun>
                  module CX : sig val x : nn_input end
                  
                  Instance (after 0 steps, 0.090s):
                  let x : nn_input =
                    {month = May; day = Sun;
                     dmc =
                     10320016944192717928085378625498323/104479107528761825932953783127500;
                     temp = 20; rh = 100;
                     rain = 59292603493829172244694194140464/5223955376438091296647689156375}
                  
                  Instance
                  proof attempt
                  ground_instances:0
                  definitions:0
                  inductions:0
                  search_time:
                  0.090s
                  details:
                  Expand
                  smt_stats:
                  arith offset eqs:4
                  num checks:1
                  arith assert lower:118
                  arith tableau max rows:24
                  arith tableau max columns:118
                  arith pivots:132
                  rlimit count:183856
                  mk clause:182
                  datatype occurs check:9
                  mk bool var:279
                  arith assert upper:178
                  datatype splits:24
                  decisions:262
                  arith row summations:1561
                  arith bound prop:10
                  propagations:518
                  conflicts:49
                  arith fixed eqs:47
                  datatype accessor ax:11
                  minimized lits:11
                  arith conflicts:18
                  arith num rows:24
                  arith assert diseq:30
                  datatype constructor ax:20
                  final checks:1
                  added eqs:319
                  del clause:74
                  arith eq adapter:109
                  time:0.079000
                  memory:23.190000
                  max memory:24.060000
                  num allocs:36495028895.000000
                  Expand
                  • start[0.090s]
                      let (_x_0 : real)
                          = 5031/25000 * … +. (-7861/50000) * … +. (-19063/100000) * …
                            +. (-27281/50000) * … +. 137/4000 * … +. 6263/12500 * …
                            +. (-173/6250)
                      in
                      let (_x_1 : real)
                          = 29103/100000 * … +. 159/5000 * … +. (-1021/6250) * …
                            +. 17919/100000 * … +. 32971/100000 * … +. (-21603/50000) * …
                            +. (-131/5000)
                      in
                      let (_x_2 : real)
                          = 66419/100000 * … +. 25399/100000 * … +. 449/100000 * …
                            +. 3841/100000 * … +. (-25741/50000) * … +. 58299/100000 * …
                            +. 5929/50000
                      in
                      let (_x_3 : real)
                          = 23799/50000 * … +. (-18071/50000) * … +. 38981/100000 * …
                            +. 1727/6250 * … +. (-61231/100000) * … +. (-1831/50000) * …
                            +. (-289/10000)
                      in
                      let (_x_4 : real)
                          = 10277/100000 * … +. (-28841/100000) * … +. 4637/100000 * …
                            +. 3601/12500 * … +. 5957/100000 * … +. (-22041/100000) * …
                            +. 1827/10000
                      in
                      let (_x_5 : real)
                          = 13901/25000 * … +. (-803/20000) * … +. 10557/100000 * …
                            +. 60757/100000 * … +. (-16157/50000) * … +. 47933/100000 * …
                            +. (-6219/25000)
                      in
                      let (_x_6 : real)
                          = 444323/100000
                            * (3531/12500 * (if _x_0 > 0 then _x_0 else 0)
                               +. (-3151/12500) * (if _x_1 > 0 then _x_1 else 0)
                               +. (-2003/4000) * (if _x_2 > 0 then _x_2 else 0)
                               +. (-1773/25000) * (if _x_3 > 0 then _x_3 else 0)
                               +. (-43189/100000) * (if _x_4 > 0 then _x_4 else 0)
                               +. 12013/20000 * (if _x_5 > 0 then _x_5 else 0) +. 1473/3125)
                      in
                      let (_x_7 : real) = ( :var_0: ).temp in
                      let (_x_8 : real) = ( :var_0: ).dmc in
                      let (_x_9 : real) = ( :var_0: ).rh in
                      let (_x_10 : real) = ( :var_0: ).rain in
                      ((if _x_6 <= 1 then (_x_6 - 0) * 42957/25000
                        else
                        if _x_6 <= 2 then (_x_6 - 15803/25000) * 467077/100000
                        else
                        if _x_6 <= 3 then (_x_6 - 149679/100000) * 79353/6250
                        else if _x_6 <= 4 then … else …)
                       > 20)
                      && ((_x_7 = 20)
                          && ((( :var_0: ).month = May)
                              && ((0 <= _x_8)
                                  && ((_x_8 <= 500)
                                      && ((0 <= _x_7)
                                          && ((_x_7 <= 40)
                                              && ((0 <= _x_9)
                                                  && ((_x_9 <= 100)
                                                      && ((0 <= _x_10) && (_x_10 <= 15))))))))))
                  • simplify

                    into:
                    let (_x_0 : month) = ( :var_0: ).month in
                    let (_x_1 : real)
                        = if _x_0 = Jan then 67/500
                          else
                          if _x_0 = Feb then 1/2
                          else if _x_0 = Mar then 1 else if _x_0 = Apr then 3/2 else …
                    in
                    let (_x_2 : real) = 5031/50000 * _x_1 in
                    let (_x_3 : day) = ( :var_0: ).day in
                    let (_x_4 : real)
                        = if _x_3 = Mon then 377/1000
                          else
                          if _x_3 = Tue then 1223/1000
                          else
                          if (_x_3 = Wed) || (_x_3 = Thu) then 1901/1000
                          else if _x_3 = Fri then 1223/1000 else …
                    in
                    let (_x_5 : real) = (-7861/95050) * _x_4 in
                    let (_x_6 : real) = ( :var_0: ).dmc in
                    let (_x_7 : real) = (-19063/29020000) * _x_6 in
                    let (_x_8 : real) = ( :var_0: ).temp in
                    let (_x_9 : real) = (-27281/1555000) * _x_8 in
                    let (_x_10 : real) = ( :var_0: ).rh in
                    let (_x_11 : real) = 137/340000 * _x_10 in
                    let (_x_12 : real) = ( :var_0: ).rain in
                    let (_x_13 : real) = 6263/80000 * _x_12 in
                    let (_x_14 : real)
                        = if _x_2 +. _x_5 +. _x_7 +. _x_9 +. _x_11 +. _x_13
                             <= (-1716983137/306857480000)
                          then 0
                          else
                            1716983137/306857480000 +. _x_2 +. _x_5 +. _x_7 +. _x_9 +. _x_11
                            +. _x_13
                    in
                    let (_x_15 : real) = 29103/200000 * _x_1 in
                    let (_x_16 : real) = 159/9505 * _x_4 in
                    let (_x_17 : real) = (-1021/1813750) * _x_6 in
                    let (_x_18 : real) = 17919/3110000 * _x_8 in
                    let (_x_19 : real) = 32971/8500000 * _x_10 in
                    let (_x_20 : real) = (-21603/320000) * _x_12 in
                    let (_x_21 : real)
                        = if _x_15 +. _x_16 +. _x_17 +. _x_18 +. _x_19 +. _x_20
                             <= 73983893263/767143700000
                          then 0
                          else
                            (-73983893263/767143700000) +. _x_15 +. _x_16 +. _x_17 +. _x_18
                            +. _x_19 +. _x_20
                    in
                    let (_x_22 : real) = 66419/200000 * _x_1 in
                    let (_x_23 : real) = 25399/190100 * _x_4 in
                    let (_x_24 : real) = 449/29020000 * _x_6 in
                    let (_x_25 : real) = 3841/3110000 * _x_8 in
                    let (_x_26 : real) = (-25741/4250000) * _x_10 in
                    let (_x_27 : real) = 58299/640000 * _x_12 in
                    let (_x_28 : real)
                        = if _x_22 +. _x_23 +. _x_24 +. _x_25 +. _x_26 +. _x_27
                             <= (-317131778543/1534287400000)
                          then 0
                          else
                            317131778543/1534287400000 +. _x_22 +. _x_23 +. _x_24 +. _x_25
                            +. _x_26 +. _x_27
                    in
                    let (_x_29 : real) = 23799/100000 * _x_1 in
                    let (_x_30 : real) = (-18071/95050) * _x_4 in
                    let (_x_31 : real) = 38981/29020000 * _x_6 in
                    let (_x_32 : real) = 1727/194375 * _x_8 in
                    let (_x_33 : real) = (-61231/8500000) * _x_10 in
                    let (_x_34 : real) = (-1831/320000) * _x_12 in
                    let (_x_35 : real)
                        = if _x_29 +. _x_30 +. _x_31 +. _x_32 +. _x_33 +. _x_34
                             <= (-89188713933/1534287400000)
                          then 0
                          else
                            89188713933/1534287400000 +. _x_29 +. _x_30 +. _x_31 +. _x_32
                            +. _x_33 +. _x_34
                    in
                    let (_x_36 : real) = 10277/200000 * _x_1 in
                    let (_x_37 : real) = (-28841/190100) * _x_4 in
                    let (_x_38 : real) = 4637/29020000 * _x_6 in
                    let (_x_39 : real) = 3601/388750 * _x_8 in
                    let (_x_40 : real) = 5957/8500000 * _x_10 in
                    let (_x_41 : real) = (-22041/640000) * _x_12 in
                    let (_x_42 : real)
                        = if _x_36 +. _x_37 +. _x_38 +. _x_39 +. _x_40 +. _x_41
                             <= (-372238333/2454859840)
                          then 0
                          else
                            372238333/2454859840 +. _x_36 +. _x_37 +. _x_38 +. _x_39 +. _x_40
                            +. _x_41
                    in
                    let (_x_43 : real) = 13901/50000 * _x_1 in
                    let (_x_44 : real) = (-803/38020) * _x_4 in
                    let (_x_45 : real) = 10557/29020000 * _x_6 in
                    let (_x_46 : real) = 60757/3110000 * _x_8 in
                    let (_x_47 : real) = (-16157/4250000) * _x_10 in
                    let (_x_48 : real) = 47933/640000 * _x_12 in
                    let (_x_49 : real)
                        = if _x_43 +. _x_44 +. _x_45 +. _x_46 +. _x_47 +. _x_48
                             <= 72146699557/306857480000
                          then 0
                          else
                            (-72146699557/306857480000) +. _x_43 +. _x_44 +. _x_45 +. _x_46
                            +. _x_47 +. _x_48
                    in
                    let (_x_50 : real)
                        = 1568904513/1250000000 * _x_14 +. (-1400061773/1250000000) * _x_21
                          +. (-889978969/400000000) * _x_28 +. (-787784679/2500000000) * _x_35
                          +. (-19189866047/10000000000) * _x_42 +. 5337652199/2000000000 * _x_49
                    in
                    not
                    ((if _x_50 <= (-341987779/312500000)
                      then
                        28114831522503/7812500000000 +. 67395431164941/31250000000000 * _x_14
                        +. (-60142453582761/31250000000000) * _x_21
                        +. (-38230826571333/10000000000000) * _x_28
                        +. (-33840866455803/62500000000000) * _x_35
                        +. (-824339075780979/250000000000000) * _x_42
                        +. 229289525512443/50000000000000 * _x_49
                      else
                      if _x_50 <= (-29487779/312500000)
                      then
                        213430965464483/31250000000000 +. 732799213218501/125000000000000 * _x_14
                        +. (-653936652747521/125000000000000) * _x_21
                        +. (-415688706903613/40000000000000) * _x_28
                        +. (-367956104513283/250000000000000) * _x_35
                        +. (-8963145063634619/1000000000000000) * _x_42
                        +. 2493094576152323/200000000000000 * _x_49
                      else
                      if _x_50 <= 283012221/312500000
                      then
                        1852306369389/244140625000 +. 124497279820089/7812500000000 * _x_14
                        +. (-111099101872869/7812500000000) * _x_21
                        +. (-70622501127057/2500000000000) * _x_28
                        +. (-62513077632687/15625000000000) * _x_35
                        +. (-1522773440427591/62500000000000) * _x_42
                        +. 423558714947247/12500000000000 * _x_49
                      else if _x_50 <= 595512221/312500000 then … else …)
                     <= 20)
                    && (_x_8 = 20) && (_x_0 = May) && (0 <= _x_6) && (_x_6 <= 500) && (0 <= _x_8)
                    && (_x_8 <= 40) && (0 <= _x_10) && (_x_10 <= 100) && (0 <= _x_12)
                    && (_x_12 <= 15)
                    expansions:
                    []
                    rewrite_steps:
                      forward_chaining:
                      • Sat (Some let x : nn_input = {month = May; day = Sun; dmc = (Q.of_string "10320016944192717928085378625498323/104479107528761825932953783127500"); temp = (Q.of_nativeint (20n)); rh = (Q.of_nativeint (100n)); rain = (Q.of_string "59292603493829172244694194140464/5223955376438091296647689156375")} )
                      In [21]:
                      CX.x;;
                      
                      nn_model CX.x
                      
                      Out[21]:
                      - : nn_input =
                      {month = May; day = Sun; dmc = 98.7758910685; temp = 20.; rh = 100.;
                       rain = 11.3501359068}
                      - : real = 20.0272890315
                      

                      These constraints mean it is slightly harder for Imandra to find a particular instance satisfying our original demand, but nonetheless it's possible. Now let's try something a bit more interesting. First of all let's check for one desirable property of the model, namely that it never outputs a negative area as a prediction.

                      In [22]:
                      verify (fun x -> is_valid_nn x ==> nn_model x >=. 0.0)
                      
                      Out[22]:
                      - : nn_input -> bool = <fun>
                      
                      Proved
                      proof
                      ground_instances:0
                      definitions:0
                      inductions:0
                      search_time:
                      0.532s
                      details:
                      Expand
                      smt_stats:
                      arith offset eqs:16
                      num checks:1
                      arith assert lower:387
                      arith tableau max rows:24
                      arith tableau max columns:144
                      arith pivots:596
                      rlimit count:1141804
                      mk clause:763
                      restarts:1
                      mk bool var:512
                      arith assert upper:351
                      datatype splits:16
                      decisions:533
                      arith row summations:7039
                      arith bound prop:15
                      propagations:1819
                      conflicts:123
                      arith fixed eqs:90
                      datatype accessor ax:18
                      minimized lits:154
                      arith conflicts:72
                      arith num rows:24
                      arith assert diseq:93
                      datatype constructor ax:6
                      added eqs:622
                      del clause:428
                      arith eq adapter:252
                      time:0.522000
                      memory:23.990000
                      max memory:24.810000
                      num allocs:37085091675.000000
                      Expand
                      • start[0.532s]
                          let (_x_0 : real) = ( :var_0: ).dmc in
                          let (_x_1 : real) = ( :var_0: ).temp in
                          let (_x_2 : real) = ( :var_0: ).rh in
                          let (_x_3 : real) = ( :var_0: ).rain in
                          let (_x_4 : real)
                              = 5031/25000 * … +. (-7861/50000) * … +. (-19063/100000) * …
                                +. (-27281/50000) * … +. 137/4000 * … +. 6263/12500 * …
                                +. (-173/6250)
                          in
                          let (_x_5 : real)
                              = 29103/100000 * … +. 159/5000 * … +. (-1021/6250) * …
                                +. 17919/100000 * … +. 32971/100000 * … +. (-21603/50000) * …
                                +. (-131/5000)
                          in
                          let (_x_6 : real)
                              = 66419/100000 * … +. 25399/100000 * … +. 449/100000 * …
                                +. 3841/100000 * … +. (-25741/50000) * … +. 58299/100000 * …
                                +. 5929/50000
                          in
                          let (_x_7 : real)
                              = 23799/50000 * … +. (-18071/50000) * … +. 38981/100000 * …
                                +. 1727/6250 * … +. (-61231/100000) * … +. (-1831/50000) * …
                                +. (-289/10000)
                          in
                          let (_x_8 : real)
                              = 10277/100000 * … +. (-28841/100000) * … +. 4637/100000 * …
                                +. 3601/12500 * … +. 5957/100000 * … +. (-22041/100000) * …
                                +. 1827/10000
                          in
                          let (_x_9 : real)
                              = 13901/25000 * … +. (-803/20000) * … +. 10557/100000 * …
                                +. 60757/100000 * … +. (-16157/50000) * … +. 47933/100000 * …
                                +. (-6219/25000)
                          in
                          let (_x_10 : real)
                              = 444323/100000
                                * (3531/12500 * (if _x_4 > 0 then _x_4 else 0)
                                   +. (-3151/12500) * (if _x_5 > 0 then _x_5 else 0)
                                   +. (-2003/4000) * (if _x_6 > 0 then _x_6 else 0)
                                   +. (-1773/25000) * (if _x_7 > 0 then _x_7 else 0)
                                   +. (-43189/100000) * (if _x_8 > 0 then _x_8 else 0)
                                   +. 12013/20000 * (if _x_9 > 0 then _x_9 else 0) +. 1473/3125)
                          in
                          (0 <= _x_0)
                          && ((_x_0 <= 500)
                              && ((0 <= _x_1)
                                  && ((_x_1 <= 40)
                                      && ((0 <= _x_2)
                                          && ((_x_2 <= 100) && ((0 <= _x_3) && (_x_3 <= 15)))))))
                          ==> (if _x_10 <= 1 then (_x_10 - 0) * 42957/25000
                               else
                               if _x_10 <= 2 then (_x_10 - 15803/25000) * 467077/100000
                               else
                               if _x_10 <= 3 then (_x_10 - 149679/100000) * 79353/6250
                               else if _x_10 <= 4 then … else …)
                              >= 0
                      • simplify

                        into:
                        let (_x_0 : real) = ( :var_0: ).dmc in
                        let (_x_1 : real) = ( :var_0: ).temp in
                        let (_x_2 : real) = ( :var_0: ).rh in
                        let (_x_3 : real) = ( :var_0: ).rain in
                        let (_x_4 : month) = ( :var_0: ).month in
                        let (_x_5 : real)
                            = if _x_4 = Jan then 67/500
                              else
                              if _x_4 = Feb then 1/2
                              else if _x_4 = Mar then 1 else if _x_4 = Apr then 3/2 else …
                        in
                        let (_x_6 : real) = 5031/50000 * _x_5 in
                        let (_x_7 : day) = ( :var_0: ).day in
                        let (_x_8 : real)
                            = if _x_7 = Mon then 377/1000
                              else
                              if _x_7 = Tue then 1223/1000
                              else
                              if (_x_7 = Wed) || (_x_7 = Thu) then 1901/1000
                              else if _x_7 = Fri then 1223/1000 else …
                        in
                        let (_x_9 : real) = (-7861/95050) * _x_8 in
                        let (_x_10 : real) = (-19063/29020000) * _x_0 in
                        let (_x_11 : real) = (-27281/1555000) * _x_1 in
                        let (_x_12 : real) = 137/340000 * _x_2 in
                        let (_x_13 : real) = 6263/80000 * _x_3 in
                        let (_x_14 : real)
                            = if _x_6 +. _x_9 +. _x_10 +. _x_11 +. _x_12 +. _x_13
                                 <= (-1716983137/306857480000)
                              then 0
                              else
                                1716983137/306857480000 +. _x_6 +. _x_9 +. _x_10 +. _x_11 +. _x_12
                                +. _x_13
                        in
                        let (_x_15 : real) = 29103/200000 * _x_5 in
                        let (_x_16 : real) = 159/9505 * _x_8 in
                        let (_x_17 : real) = (-1021/1813750) * _x_0 in
                        let (_x_18 : real) = 17919/3110000 * _x_1 in
                        let (_x_19 : real) = 32971/8500000 * _x_2 in
                        let (_x_20 : real) = (-21603/320000) * _x_3 in
                        let (_x_21 : real)
                            = if _x_15 +. _x_16 +. _x_17 +. _x_18 +. _x_19 +. _x_20
                                 <= 73983893263/767143700000
                              then 0
                              else
                                (-73983893263/767143700000) +. _x_15 +. _x_16 +. _x_17 +. _x_18
                                +. _x_19 +. _x_20
                        in
                        let (_x_22 : real) = 66419/200000 * _x_5 in
                        let (_x_23 : real) = 25399/190100 * _x_8 in
                        let (_x_24 : real) = 449/29020000 * _x_0 in
                        let (_x_25 : real) = 3841/3110000 * _x_1 in
                        let (_x_26 : real) = (-25741/4250000) * _x_2 in
                        let (_x_27 : real) = 58299/640000 * _x_3 in
                        let (_x_28 : real)
                            = if _x_22 +. _x_23 +. _x_24 +. _x_25 +. _x_26 +. _x_27
                                 <= (-317131778543/1534287400000)
                              then 0
                              else
                                317131778543/1534287400000 +. _x_22 +. _x_23 +. _x_24 +. _x_25
                                +. _x_26 +. _x_27
                        in
                        let (_x_29 : real) = 23799/100000 * _x_5 in
                        let (_x_30 : real) = (-18071/95050) * _x_8 in
                        let (_x_31 : real) = 38981/29020000 * _x_0 in
                        let (_x_32 : real) = 1727/194375 * _x_1 in
                        let (_x_33 : real) = (-61231/8500000) * _x_2 in
                        let (_x_34 : real) = (-1831/320000) * _x_3 in
                        let (_x_35 : real)
                            = if _x_29 +. _x_30 +. _x_31 +. _x_32 +. _x_33 +. _x_34
                                 <= (-89188713933/1534287400000)
                              then 0
                              else
                                89188713933/1534287400000 +. _x_29 +. _x_30 +. _x_31 +. _x_32
                                +. _x_33 +. _x_34
                        in
                        let (_x_36 : real) = 10277/200000 * _x_5 in
                        let (_x_37 : real) = (-28841/190100) * _x_8 in
                        let (_x_38 : real) = 4637/29020000 * _x_0 in
                        let (_x_39 : real) = 3601/388750 * _x_1 in
                        let (_x_40 : real) = 5957/8500000 * _x_2 in
                        let (_x_41 : real) = (-22041/640000) * _x_3 in
                        let (_x_42 : real)
                            = if _x_36 +. _x_37 +. _x_38 +. _x_39 +. _x_40 +. _x_41
                                 <= (-372238333/2454859840)
                              then 0
                              else
                                372238333/2454859840 +. _x_36 +. _x_37 +. _x_38 +. _x_39 +. _x_40
                                +. _x_41
                        in
                        let (_x_43 : real) = 13901/50000 * _x_5 in
                        let (_x_44 : real) = (-803/38020) * _x_8 in
                        let (_x_45 : real) = 10557/29020000 * _x_0 in
                        let (_x_46 : real) = 60757/3110000 * _x_1 in
                        let (_x_47 : real) = (-16157/4250000) * _x_2 in
                        let (_x_48 : real) = 47933/640000 * _x_3 in
                        let (_x_49 : real)
                            = if _x_43 +. _x_44 +. _x_45 +. _x_46 +. _x_47 +. _x_48
                                 <= 72146699557/306857480000
                              then 0
                              else
                                (-72146699557/306857480000) +. _x_43 +. _x_44 +. _x_45 +. _x_46
                                +. _x_47 +. _x_48
                        in
                        let (_x_50 : real)
                            = 1568904513/1250000000 * _x_14 +. (-1400061773/1250000000) * _x_21
                              +. (-889978969/400000000) * _x_28 +. (-787784679/2500000000) * _x_35
                              +. (-19189866047/10000000000) * _x_42 +. 5337652199/2000000000 * _x_49
                        in
                        not
                        ((0 <= _x_0) && (_x_0 <= 500) && (0 <= _x_1) && (_x_1 <= 40) && (0 <= _x_2)
                         && (_x_2 <= 100) && (0 <= _x_3) && (_x_3 <= 15))
                        || ((if _x_50 <= (-341987779/312500000)
                             then
                               28114831522503/7812500000000 +. 67395431164941/31250000000000 * _x_14
                               +. (-60142453582761/31250000000000) * _x_21
                               +. (-38230826571333/10000000000000) * _x_28
                               +. (-33840866455803/62500000000000) * _x_35
                               +. (-824339075780979/250000000000000) * _x_42
                               +. 229289525512443/50000000000000 * _x_49
                             else
                             if _x_50 <= (-29487779/312500000)
                             then
                               213430965464483/31250000000000
                               +. 732799213218501/125000000000000 * _x_14
                               +. (-653936652747521/125000000000000) * _x_21
                               +. (-415688706903613/40000000000000) * _x_28
                               +. (-367956104513283/250000000000000) * _x_35
                               +. (-8963145063634619/1000000000000000) * _x_42
                               +. 2493094576152323/200000000000000 * _x_49
                             else
                             if _x_50 <= 283012221/312500000
                             then
                               1852306369389/244140625000 +. 124497279820089/7812500000000 * _x_14
                               +. (-111099101872869/7812500000000) * _x_21
                               +. (-70622501127057/2500000000000) * _x_28
                               +. (-62513077632687/15625000000000) * _x_35
                               +. (-1522773440427591/62500000000000) * _x_42
                               +. 423558714947247/12500000000000 * _x_49
                             else if _x_50 <= 595512221/312500000 then … else …)
                            >= 0)
                        expansions:
                        []
                        rewrite_steps:
                          forward_chaining:
                          • Unsat

                          Finally, we'll try something slightly more ambitious and test a hypothesis. All other things remaining equal, we would expect that the higher the temperature, the larger the area of forest that would be burned. Due to the imperfections in our model (because of limited data, stochasticity in training, the complicated patterns present in natural physical phenomena, and so on) this assertion is in fact easily falsifiable by Imandra.

                          In [23]:
                          verify (fun a b ->
                                  is_valid_nn a &&
                                  is_valid_nn b &&
                                  a.month = b.month &&
                                  a.day = b.day &&
                                  a.dmc = b.dmc &&
                                  a.rh = b.rh &&
                                  a.rain = b.rain &&
                                  a.temp >=. b.temp ==>
                                  nn_model a >=. nn_model b)
                          
                          Out[23]:
                          - : nn_input -> nn_input -> bool = <fun>
                          module CX : sig val a : nn_input val b : nn_input end
                          
                          Counterexample (after 0 steps, 0.815s):
                          let a : nn_input =
                            {month = Jan; day = Tue;
                             dmc =
                             24071693176255305204995774355157911171745916535164711/130812696337961989065667223239362401085882856200000;
                             temp =
                             28740379267551135462365274169038593/80313472375754846344478853462320000;
                             rh = 1749390517427770976867/145708429369777734000;
                             rain =
                             10830863650220655949604684927151011046139629487337/4087896760561312158302100726230075033933839256250}
                          let b : nn_input =
                            {month = Jan; day = Tue;
                             dmc =
                             24071693176255305204995774355157911171745916535164711/130812696337961989065667223239362401085882856200000;
                             temp = 0; rh = 1749390517427770976867/145708429369777734000;
                             rain =
                             10830863650220655949604684927151011046139629487337/4087896760561312158302100726230075033933839256250}
                          
                          Refuted
                          proof attempt
                          ground_instances:0
                          definitions:0
                          inductions:0
                          search_time:
                          0.815s
                          details:
                          Expand
                          smt_stats:
                          arith offset eqs:4
                          num checks:1
                          arith assert lower:155
                          arith tableau max rows:53
                          arith tableau max columns:184
                          arith pivots:293
                          rlimit count:1826370
                          mk clause:436
                          datatype occurs check:17
                          mk bool var:505
                          arith assert upper:158
                          datatype splits:36
                          decisions:612
                          arith row summations:7912
                          arith bound prop:8
                          propagations:796
                          conflicts:64
                          arith fixed eqs:39
                          datatype accessor ax:19
                          minimized lits:111
                          arith conflicts:30
                          arith num rows:53
                          arith assert diseq:56
                          datatype constructor ax:28
                          final checks:1
                          added eqs:579
                          del clause:188
                          arith eq adapter:140
                          time:0.802000
                          memory:24.760000
                          max memory:26.030000
                          num allocs:38013652152.000000
                          Expand
                          • start[0.815s]
                              let (_x_0 : real) = ( :var_0: ).dmc in
                              let (_x_1 : real) = ( :var_0: ).temp in
                              let (_x_2 : real) = ( :var_0: ).rh in
                              let (_x_3 : real) = ( :var_0: ).rain in
                              let (_x_4 : real) = ( :var_1: ).dmc in
                              let (_x_5 : real) = ( :var_1: ).temp in
                              let (_x_6 : real) = ( :var_1: ).rh in
                              let (_x_7 : real) = ( :var_1: ).rain in
                              let (_x_8 : real)
                                  = 5031/25000 * … +. (-7861/50000) * … +. (-19063/100000) * …
                                    +. (-27281/50000) * … +. 137/4000 * … +. 6263/12500 * …
                                    +. (-173/6250)
                              in
                              let (_x_9 : real)
                                  = 29103/100000 * … +. 159/5000 * … +. (-1021/6250) * …
                                    +. 17919/100000 * … +. 32971/100000 * … +. (-21603/50000) * …
                                    +. (-131/5000)
                              in
                              let (_x_10 : real)
                                  = 66419/100000 * … +. 25399/100000 * … +. 449/100000 * …
                                    +. 3841/100000 * … +. (-25741/50000) * … +. 58299/100000 * …
                                    +. 5929/50000
                              in
                              let (_x_11 : real)
                                  = 23799/50000 * … +. (-18071/50000) * … +. 38981/100000 * …
                                    +. 1727/6250 * … +. (-61231/100000) * … +. (-1831/50000) * …
                                    +. (-289/10000)
                              in
                              let (_x_12 : real)
                                  = 10277/100000 * … +. (-28841/100000) * … +. 4637/100000 * …
                                    +. 3601/12500 * … +. 5957/100000 * … +. (-22041/100000) * …
                                    +. 1827/10000
                              in
                              let (_x_13 : real)
                                  = 13901/25000 * … +. (-803/20000) * … +. 10557/100000 * …
                                    +. 60757/100000 * … +. (-16157/50000) * … +. 47933/100000 * …
                                    +. (-6219/25000)
                              in
                              let (_x_14 : real)
                                  = 444323/100000
                                    * (3531/12500 * (if _x_8 > 0 then _x_8 else 0)
                                       +. (-3151/12500) * (if _x_9 > 0 then _x_9 else 0)
                                       +. (-2003/4000) * (if _x_10 > 0 then _x_10 else 0)
                                       +. (-1773/25000) * (if _x_11 > 0 then _x_11 else 0)
                                       +. (-43189/100000) * (if _x_12 > 0 then _x_12 else 0)
                                       +. 12013/20000 * (if _x_13 > 0 then _x_13 else 0) +. 1473/3125)
                              in
                              let (_x_15 : real)
                                  = if _x_14 <= 1 then (_x_14 - 0) * 42957/25000
                                    else
                                    if _x_14 <= 2 then (_x_14 - 15803/25000) * 467077/100000
                                    else
                                    if _x_14 <= 3 then (_x_14 - 149679/100000) * 79353/6250
                                    else if _x_14 <= 4 then … else …
                              in
                              (0 <= _x_0)
                              && ((_x_0 <= 500)
                                  && ((0 <= _x_1)
                                      && ((_x_1 <= 40)
                                          && ((0 <= _x_2)
                                              && ((_x_2 <= 100) && ((0 <= _x_3) && (_x_3 <= 15)))))))
                              && ((0 <= _x_4)
                                  && ((_x_4 <= 500)
                                      && ((0 <= _x_5)
                                          && ((_x_5 <= 40)
                                              && ((0 <= _x_6)
                                                  && ((_x_6 <= 100) && ((0 <= _x_7) && (_x_7 <= 15)))))))
                                  && ((( :var_0: ).month = ( :var_1: ).month)
                                      && ((( :var_0: ).day = ( :var_1: ).day)
                                          && ((_x_0 = _x_4)
                                              && ((_x_2 = _x_6) && ((_x_3 = _x_7) && (_x_1 >= _x_5)))))))
                              ==> _x_15 >= _x_15
                          • simplify

                            into:
                            let (_x_0 : real) = ( :var_0: ).dmc in
                            let (_x_1 : real) = ( :var_0: ).temp in
                            let (_x_2 : real) = ( :var_0: ).rh in
                            let (_x_3 : real) = ( :var_0: ).rain in
                            let (_x_4 : real) = ( :var_1: ).dmc in
                            let (_x_5 : real) = ( :var_1: ).temp in
                            let (_x_6 : real) = ( :var_1: ).rh in
                            let (_x_7 : real) = ( :var_1: ).rain in
                            let (_x_8 : month) = ( :var_0: ).month in
                            let (_x_9 : month) = ( :var_1: ).month in
                            let (_x_10 : day) = ( :var_0: ).day in
                            let (_x_11 : day) = ( :var_1: ).day in
                            let (_x_12 : real)
                                = if _x_8 = Jan then 67/500
                                  else
                                  if _x_8 = Feb then 1/2
                                  else if _x_8 = Mar then 1 else if _x_8 = Apr then 3/2 else …
                            in
                            let (_x_13 : real) = 5031/50000 * _x_12 in
                            let (_x_14 : real)
                                = if _x_10 = Mon then 377/1000
                                  else
                                  if _x_10 = Tue then 1223/1000
                                  else
                                  if (_x_10 = Wed) || (_x_10 = Thu) then 1901/1000
                                  else if _x_10 = Fri then 1223/1000 else …
                            in
                            let (_x_15 : real) = (-7861/95050) * _x_14 in
                            let (_x_16 : real) = (-19063/29020000) * _x_0 in
                            let (_x_17 : real) = (-27281/1555000) * _x_1 in
                            let (_x_18 : real) = 137/340000 * _x_2 in
                            let (_x_19 : real) = 6263/80000 * _x_3 in
                            let (_x_20 : real)
                                = if _x_13 +. _x_15 +. _x_16 +. _x_17 +. _x_18 +. _x_19
                                     <= (-1716983137/306857480000)
                                  then 0
                                  else
                                    1716983137/306857480000 +. _x_13 +. _x_15 +. _x_16 +. _x_17 +. _x_18
                                    +. _x_19
                            in
                            let (_x_21 : real) = 29103/200000 * _x_12 in
                            let (_x_22 : real) = 159/9505 * _x_14 in
                            let (_x_23 : real) = (-1021/1813750) * _x_0 in
                            let (_x_24 : real) = 17919/3110000 * _x_1 in
                            let (_x_25 : real) = 32971/8500000 * _x_2 in
                            let (_x_26 : real) = (-21603/320000) * _x_3 in
                            let (_x_27 : real)
                                = if _x_21 +. _x_22 +. _x_23 +. _x_24 +. _x_25 +. _x_26
                                     <= 73983893263/767143700000
                                  then 0
                                  else
                                    (-73983893263/767143700000) +. _x_21 +. _x_22 +. _x_23 +. _x_24
                                    +. _x_25 +. _x_26
                            in
                            let (_x_28 : real) = 66419/200000 * _x_12 in
                            let (_x_29 : real) = 25399/190100 * _x_14 in
                            let (_x_30 : real) = 449/29020000 * _x_0 in
                            let (_x_31 : real) = 3841/3110000 * _x_1 in
                            let (_x_32 : real) = (-25741/4250000) * _x_2 in
                            let (_x_33 : real) = 58299/640000 * _x_3 in
                            let (_x_34 : real)
                                = if _x_28 +. _x_29 +. _x_30 +. _x_31 +. _x_32 +. _x_33
                                     <= (-317131778543/1534287400000)
                                  then 0
                                  else
                                    317131778543/1534287400000 +. _x_28 +. _x_29 +. _x_30 +. _x_31
                                    +. _x_32 +. _x_33
                            in
                            let (_x_35 : real) = 23799/100000 * _x_12 in
                            let (_x_36 : real) = (-18071/95050) * _x_14 in
                            let (_x_37 : real) = 38981/29020000 * _x_0 in
                            let (_x_38 : real) = 1727/194375 * _x_1 in
                            let (_x_39 : real) = (-61231/8500000) * _x_2 in
                            let (_x_40 : real) = (-1831/320000) * _x_3 in
                            let (_x_41 : real)
                                = if _x_35 +. _x_36 +. _x_37 +. _x_38 +. _x_39 +. _x_40
                                     <= (-89188713933/1534287400000)
                                  then 0
                                  else
                                    89188713933/1534287400000 +. _x_35 +. _x_36 +. _x_37 +. _x_38
                                    +. _x_39 +. _x_40
                            in
                            let (_x_42 : real) = 10277/200000 * _x_12 in
                            let (_x_43 : real) = (-28841/190100) * _x_14 in
                            let (_x_44 : real) = 4637/29020000 * _x_0 in
                            let (_x_45 : real) = 3601/388750 * _x_1 in
                            let (_x_46 : real) = 5957/8500000 * _x_2 in
                            let (_x_47 : real) = (-22041/640000) * _x_3 in
                            let (_x_48 : real)
                                = if _x_42 +. _x_43 +. _x_44 +. _x_45 +. _x_46 +. _x_47
                                     <= (-372238333/2454859840)
                                  then 0
                                  else
                                    372238333/2454859840 +. _x_42 +. _x_43 +. _x_44 +. _x_45 +. _x_46
                                    +. _x_47
                            in
                            let (_x_49 : real) = 13901/50000 * _x_12 in
                            let (_x_50 : real) = (-803/38020) * _x_14 in
                            let (_x_51 : real) = 10557/29020000 * _x_0 in
                            let (_x_52 : real) = 60757/3110000 * _x_1 in
                            let (_x_53 : real) = (-16157/4250000) * _x_2 in
                            let (_x_54 : real) = 47933/640000 * _x_3 in
                            let (_x_55 : real)
                                = if _x_49 +. _x_50 +. _x_51 +. _x_52 +. _x_53 +. _x_54
                                     <= 72146699557/306857480000
                                  then 0
                                  else
                                    (-72146699557/306857480000) +. _x_49 +. _x_50 +. _x_51 +. _x_52
                                    +. _x_53 +. _x_54
                            in
                            let (_x_56 : real)
                                = 1568904513/1250000000 * _x_20 +. (-1400061773/1250000000) * _x_27
                                  +. (-889978969/400000000) * _x_34 +. (-787784679/2500000000) * _x_41
                                  +. (-19189866047/10000000000) * _x_48 +. 5337652199/2000000000 * _x_55
                            in
                            let (_x_57 : bool) = _x_9 = Mar in
                            let (_x_58 : bool) = _x_9 = Feb in
                            let (_x_59 : bool) = _x_9 = Jan in
                            let (_x_60 : real)
                                = if _x_59 then 67/500
                                  else
                                  if _x_58 then 1/2
                                  else if _x_57 then 1 else if _x_9 = Apr then 3/2 else …
                            in
                            let (_x_61 : real) = 5031/50000 * _x_60 in
                            let (_x_62 : bool) = (_x_11 = Wed) || (_x_11 = Thu) in
                            let (_x_63 : bool) = _x_11 = Tue in
                            let (_x_64 : bool) = _x_11 = Mon in
                            let (_x_65 : real)
                                = if _x_64 then 377/1000
                                  else
                                  if _x_63 then 1223/1000
                                  else
                                  if _x_62 then 1901/1000 else if _x_11 = Fri then 1223/1000 else …
                            in
                            let (_x_66 : real) = (-7861/95050) * _x_65 in
                            let (_x_67 : real) = (-19063/29020000) * _x_4 in
                            let (_x_68 : real) = (-27281/1555000) * _x_5 in
                            let (_x_69 : real) = 137/340000 * _x_6 in
                            let (_x_70 : real) = 6263/80000 * _x_7 in
                            let (_x_71 : real) = 29103/200000 * _x_60 in
                            let (_x_72 : real) = 159/9505 * _x_65 in
                            let (_x_73 : real) = (-1021/1813750) * _x_4 in
                            let (_x_74 : real) = 17919/3110000 * _x_5 in
                            let (_x_75 : real) = 32971/8500000 * _x_6 in
                            let (_x_76 : real) = (-21603/320000) * _x_7 in
                            let (_x_77 : real)
                                = if _x_71 +. _x_72 +. _x_73 +. _x_74 +. _x_75 +. _x_76
                                     <= 73983893263/767143700000
                                  then 0
                                  else
                                    (-73983893263/767143700000) +. _x_71 +. _x_72 +. _x_73 +. _x_74
                                    +. _x_75 +. _x_76
                            in
                            let (_x_78 : real) = 66419/200000 * _x_60 in
                            let (_x_79 : real) = 25399/190100 * _x_65 in
                            let (_x_80 : real) = 449/29020000 * _x_4 in
                            let (_x_81 : real) = 3841/3110000 * _x_5 in
                            let (_x_82 : real) = (-25741/4250000) * _x_6 in
                            let (_x_83 : real) = 58299/640000 * _x_7 in
                            let (_x_84 : real)
                                = if _x_78 +. _x_79 +. _x_80 +. _x_81 +. _x_82 +. _x_83
                                     <= (-317131778543/1534287400000)
                                  then 0
                                  else
                                    317131778543/1534287400000 +. _x_78 +. _x_79 +. _x_80 +. _x_81
                                    +. _x_82 +. _x_83
                            in
                            let (_x_85 : real) = 23799/100000 * _x_60 in
                            let (_x_86 : real) = (-18071/95050) * _x_65 in
                            let (_x_87 : real) = 38981/29020000 * _x_4 in
                            let (_x_88 : real) = 1727/194375 * _x_5 in
                            let (_x_89 : real) = (-61231/8500000) * _x_6 in
                            let (_x_90 : real) = (-1831/320000) * _x_7 in
                            let (_x_91 : real)
                                = if _x_85 +. _x_86 +. _x_87 +. _x_88 +. _x_89 +. _x_90
                                     <= (-89188713933/1534287400000)
                                  then 0
                                  else
                                    89188713933/1534287400000 +. _x_85 +. _x_86 +. _x_87 +. _x_88
                                    +. _x_89 +. _x_90
                            in
                            let (_x_92 : real) = 10277/200000 * _x_60 in
                            let (_x_93 : real) = (-28841/190100) * _x_65 in
                            let (_x_94 : real) = 4637/29020000 * _x_4 in
                            let (_x_95 : real) = 3601/388750 * _x_5 in
                            let (_x_96 : real) = 5957/8500000 * _x_6 in
                            let (_x_97 : real) = (-22041/640000) * _x_7 in
                            let (_x_98 : real)
                                = if _x_92 +. _x_93 +. _x_94 +. _x_95 +. _x_96 +. _x_97
                                     <= (-372238333/2454859840)
                                  then 0
                                  else
                                    372238333/2454859840 +. _x_92 +. _x_93 +. _x_94 +. _x_95 +. _x_96
                                    +. _x_97
                            in
                            let (_x_99 : real) = 13901/50000 * _x_60 in
                            let (_x_100 : real) = (-803/38020) * _x_65 in
                            let (_x_101 : real) = 10557/29020000 * _x_4 in
                            let (_x_102 : real) = 60757/3110000 * _x_5 in
                            let (_x_103 : real) = (-16157/4250000) * _x_6 in
                            let (_x_104 : real) = 47933/640000 * _x_7 in
                            let (_x_105 : real)
                                = if _x_99 +. _x_100 +. _x_101 +. _x_102 +. _x_103 +. _x_104
                                     <= 72146699557/306857480000
                                  then 0
                                  else
                                    (-72146699557/306857480000) +. _x_99 +. _x_100 +. _x_101 +. _x_102
                                    +. _x_103 +. _x_104
                            in
                            let (_x_106 : real)
                                = 1568904513/1250000000
                                  * (if _x_61 +. _x_66 +. _x_67 +. _x_68 +. _x_69 +. _x_70
                                        <= (-1716983137/306857480000)
                                     then 0
                                     else
                                       (1716983137/306857480000 +. _x_61 +. _x_66 +. _x_67 +. _x_68
                                        +. _x_69 +. _x_70))
                                  +. (-1400061773/1250000000) * _x_77 +. (-889978969/400000000) * _x_84
                                  +. (-787784679/2500000000) * _x_91
                                  +. (-19189866047/10000000000) * _x_98 +. 5337652199/2000000000 * _x_105
                            in
                            let (_x_107 : real)
                                = 5031/50000
                                  * (if _x_59 then 67/500
                                     else if _x_58 then 1/2 else if _x_57 then 1 else …)
                            in
                            let (_x_108 : real)
                                = (-7861/95050)
                                  * (if _x_64 then 377/1000
                                     else if _x_63 then 1223/1000 else if _x_62 then 1901/1000 else …)
                            in
                            let (_x_109 : real)
                                = if _x_107 +. _x_108 +. _x_67 +. _x_68 +. _x_69 +. _x_70
                                     <= (-1716983137/306857480000)
                                  then 0
                                  else
                                    1716983137/306857480000 +. _x_107 +. _x_108 +. _x_67 +. _x_68
                                    +. _x_69 +. _x_70
                            in
                            not
                            ((0 <= _x_0) && (_x_0 <= 500) && (0 <= _x_1) && (_x_1 <= 40) && (0 <= _x_2)
                             && (_x_2 <= 100) && (0 <= _x_3) && (_x_3 <= 15) && (0 <= _x_4)
                             && (_x_4 <= 500) && (0 <= _x_5) && (_x_5 <= 40) && (0 <= _x_6)
                             && (_x_6 <= 100) && (0 <= _x_7) && (_x_7 <= 15) && (_x_8 = _x_9)
                             && (_x_10 = _x_11) && (_x_0 = _x_4) && (_x_2 = _x_6) && (_x_3 = _x_7)
                             && (_x_1 >= _x_5))
                            || ((if _x_56 <= (-341987779/312500000)
                                 then
                                   28114831522503/7812500000000 +. 67395431164941/31250000000000 * _x_20
                                   +. (-60142453582761/31250000000000) * _x_27
                                   +. (-38230826571333/10000000000000) * _x_34
                                   +. (-33840866455803/62500000000000) * _x_41
                                   +. (-824339075780979/250000000000000) * _x_48
                                   +. 229289525512443/50000000000000 * _x_55
                                 else
                                 if _x_56 <= (-29487779/312500000)
                                 then
                                   213430965464483/31250000000000
                                   +. 732799213218501/125000000000000 * _x_20
                                   +. (-653936652747521/125000000000000) * _x_27
                                   +. (-415688706903613/40000000000000) * _x_34
                                   +. (-367956104513283/250000000000000) * _x_41
                                   +. (-8963145063634619/1000000000000000) * _x_48
                                   +. 2493094576152323/200000000000000 * _x_55
                                 else
                                 if _x_56 <= 283012221/312500000
                                 then
                                   1852306369389/244140625000 +. 124497279820089/7812500000000 * _x_20
                                   +. (-111099101872869/7812500000000) * _x_27
                                   +. (-70622501127057/2500000000000) * _x_34
                                   +. (-62513077632687/15625000000000) * _x_41
                                   +. (-1522773440427591/62500000000000) * _x_48
                                   +. 423558714947247/12500000000000 * _x_55
                                 else if _x_56 <= 595512221/312500000 then … else …)
                                >= (if _x_106 <= (-341987779/312500000)
                                    then
                                      28114831522503/7812500000000
                                      +. 67395431164941/31250000000000 * _x_109
                                      +. (-60142453582761/31250000000000) * _x_77
                                      +. (-38230826571333/10000000000000) * _x_84
                                      +. (-33840866455803/62500000000000) * _x_91
                                      +. (-824339075780979/250000000000000) * _x_98
                                      +. 229289525512443/50000000000000 * _x_105
                                    else
                                    if _x_106 <= (-29487779/312500000)
                                    then
                                      213430965464483/31250000000000
                                      +. 732799213218501/125000000000000 * _x_109
                                      +. (-653936652747521/125000000000000) * _x_77
                                      +. (-415688706903613/40000000000000) * _x_84
                                      +. (-367956104513283/250000000000000) * _x_91
                                      +. (-8963145063634619/1000000000000000) * _x_98
                                      +. 2493094576152323/200000000000000 * _x_105
                                    else
                                    if _x_106 <= 283012221/312500000
                                    then
                                      1852306369389/244140625000
                                      +. 124497279820089/7812500000000 * _x_109
                                      +. (-111099101872869/7812500000000) * _x_77
                                      +. (-70622501127057/2500000000000) * _x_84
                                      +. (-62513077632687/15625000000000) * _x_91
                                      +. (-1522773440427591/62500000000000) * _x_98
                                      +. 423558714947247/12500000000000 * _x_105
                                    else if _x_106 <= 595512221/312500000 then … else …))
                            expansions:
                            []
                            rewrite_steps:
                              forward_chaining:
                              • Sat (Some let a : nn_input = {month = Jan; day = Tue; dmc = (Q.of_string "24071693176255305204995774355157911171745916535164711/130812696337961989065667223239362401085882856200000"); temp = (Q.of_string "28740379267551135462365274169038593/80313472375754846344478853462320000"); rh = (Q.of_string "1749390517427770976867/145708429369777734000"); rain = (Q.of_string "10830863650220655949604684927151011046139629487337/4087896760561312158302100726230075033933839256250")} let b : nn_input = {month = Jan; day = Tue; dmc = (Q.of_string "24071693176255305204995774355157911171745916535164711/130812696337961989065667223239362401085882856200000"); temp = (Q.of_nativeint (0n)); rh = (Q.of_string "1749390517427770976867/145708429369777734000"); rain = (Q.of_string "10830863650220655949604684927151011046139629487337/4087896760561312158302100726230075033933839256250")} )
                              In [24]:
                              CX.a.temp;;
                              CX.b.temp;;
                              nn_model CX.a;;
                              nn_model CX.b;;
                              
                              Out[24]:
                              - : real = 0.357852529811
                              - : real = 0.
                              - : real = 1.37347847547
                              - : real = 1.37651315396
                              

                              Although the network doesn't satisfy our original verification statement we can restrict our setting in a sensible way in order to prove something slightly weaker:

                              • There is very little data from winter months, and so the model is unlikely to generalise well here, hence we'll only consider non-winter months
                              • We'll increase the tolerance in temperature to 10 degrees celsius
                              • We'll increase the tolerance in area burned to 25 hectares
                              In [25]:
                              let winter month = month = Oct || month = Nov || month = Dec || month = Jan || month = Feb
                              
                              verify (fun a b ->
                                      is_valid_nn a &&
                                      is_valid_nn b &&
                                      a.month = b.month &&
                                      not (winter a.month) &&
                                      a.day = b.day &&
                                      a.dmc = b.dmc &&
                                      a.rh = b.rh &&
                                      a.rain = b.rain &&
                                      (a.temp -. 10.0) >=. b.temp ==>
                                      (nn_model a +. 25.0) >=. nn_model b)
                              
                              Out[25]:
                              val winter : month -> bool = <fun>
                              - : nn_input -> nn_input -> bool = <fun>
                              
                              Proved
                              proof
                              ground_instances:0
                              definitions:0
                              inductions:0
                              search_time:
                              22.109s
                              details:
                              Expand
                              smt_stats:
                              arith offset eqs:65
                              num checks:1
                              arith assert lower:5250
                              arith tableau max rows:63
                              arith tableau max columns:205
                              arith pivots:5843
                              rlimit count:51030836
                              mk clause:1513
                              restarts:6
                              mk bool var:952
                              arith assert upper:3889
                              datatype splits:12
                              decisions:2692
                              arith row summations:179787
                              arith bound prop:176
                              propagations:29648
                              conflicts:681
                              arith fixed eqs:1424
                              datatype accessor ax:20
                              minimized lits:1136
                              arith conflicts:435
                              arith num rows:63
                              arith assert diseq:2360
                              datatype constructor ax:23
                              added eqs:10666
                              del clause:724
                              arith eq adapter:445
                              time:22.097000
                              memory:27.250000
                              max memory:29.110000
                              num allocs:44728196258.000000
                              Expand
                              • start[22.109s]
                                  let (_x_0 : real) = ( :var_0: ).dmc in
                                  let (_x_1 : real) = ( :var_0: ).temp in
                                  let (_x_2 : real) = ( :var_0: ).rh in
                                  let (_x_3 : real) = ( :var_0: ).rain in
                                  let (_x_4 : real) = ( :var_1: ).dmc in
                                  let (_x_5 : real) = ( :var_1: ).temp in
                                  let (_x_6 : real) = ( :var_1: ).rh in
                                  let (_x_7 : real) = ( :var_1: ).rain in
                                  let (_x_8 : month) = ( :var_0: ).month in
                                  let (_x_9 : real)
                                      = 5031/25000 * … +. (-7861/50000) * … +. (-19063/100000) * …
                                        +. (-27281/50000) * … +. 137/4000 * … +. 6263/12500 * …
                                        +. (-173/6250)
                                  in
                                  let (_x_10 : real)
                                      = 29103/100000 * … +. 159/5000 * … +. (-1021/6250) * …
                                        +. 17919/100000 * … +. 32971/100000 * … +. (-21603/50000) * …
                                        +. (-131/5000)
                                  in
                                  let (_x_11 : real)
                                      = 66419/100000 * … +. 25399/100000 * … +. 449/100000 * …
                                        +. 3841/100000 * … +. (-25741/50000) * … +. 58299/100000 * …
                                        +. 5929/50000
                                  in
                                  let (_x_12 : real)
                                      = 23799/50000 * … +. (-18071/50000) * … +. 38981/100000 * …
                                        +. 1727/6250 * … +. (-61231/100000) * … +. (-1831/50000) * …
                                        +. (-289/10000)
                                  in
                                  let (_x_13 : real)
                                      = 10277/100000 * … +. (-28841/100000) * … +. 4637/100000 * …
                                        +. 3601/12500 * … +. 5957/100000 * … +. (-22041/100000) * …
                                        +. 1827/10000
                                  in
                                  let (_x_14 : real)
                                      = 13901/25000 * … +. (-803/20000) * … +. 10557/100000 * …
                                        +. 60757/100000 * … +. (-16157/50000) * … +. 47933/100000 * …
                                        +. (-6219/25000)
                                  in
                                  let (_x_15 : real)
                                      = 444323/100000
                                        * (3531/12500 * (if _x_9 > 0 then _x_9 else 0)
                                           +. (-3151/12500) * (if _x_10 > 0 then _x_10 else 0)
                                           +. (-2003/4000) * (if _x_11 > 0 then _x_11 else 0)
                                           +. (-1773/25000) * (if _x_12 > 0 then _x_12 else 0)
                                           +. (-43189/100000) * (if _x_13 > 0 then _x_13 else 0)
                                           +. 12013/20000 * (if _x_14 > 0 then _x_14 else 0) +. 1473/3125)
                                  in
                                  let (_x_16 : real)
                                      = if _x_15 <= 1 then (_x_15 - 0) * 42957/25000
                                        else
                                        if _x_15 <= 2 then (_x_15 - 15803/25000) * 467077/100000
                                        else
                                        if _x_15 <= 3 then (_x_15 - 149679/100000) * 79353/6250
                                        else if _x_15 <= 4 then … else …
                                  in
                                  (0 <= _x_0)
                                  && ((_x_0 <= 500)
                                      && ((0 <= _x_1)
                                          && ((_x_1 <= 40)
                                              && ((0 <= _x_2)
                                                  && ((_x_2 <= 100) && ((0 <= _x_3) && (_x_3 <= 15)))))))
                                  && ((0 <= _x_4)
                                      && ((_x_4 <= 500)
                                          && ((0 <= _x_5)
                                              && ((_x_5 <= 40)
                                                  && ((0 <= _x_6)
                                                      && ((_x_6 <= 100) && ((0 <= _x_7) && (_x_7 <= 15)))))))
                                      && ((_x_8 = ( :var_1: ).month)
                                          && (not
                                              ((_x_8 = Oct)
                                               || ((_x_8 = Nov)
                                                   || ((_x_8 = Dec) || ((_x_8 = Jan) || (_x_8 = Feb)))))
                                              && ((( :var_0: ).day = ( :var_1: ).day)
                                                  && ((_x_0 = _x_4)
                                                      && ((_x_2 = _x_6)
                                                          && ((_x_3 = _x_7) && (_x_1 - 10 >= _x_5))))))))
                                  ==> _x_16 +. 25 >= _x_16
                              • simplify

                                into:
                                let (_x_0 : real) = ( :var_0: ).dmc in
                                let (_x_1 : real) = ( :var_0: ).temp in
                                let (_x_2 : real) = ( :var_0: ).rh in
                                let (_x_3 : real) = ( :var_0: ).rain in
                                let (_x_4 : real) = ( :var_1: ).dmc in
                                let (_x_5 : real) = ( :var_1: ).temp in
                                let (_x_6 : real) = ( :var_1: ).rh in
                                let (_x_7 : real) = ( :var_1: ).rain in
                                let (_x_8 : month) = ( :var_0: ).month in
                                let (_x_9 : month) = ( :var_1: ).month in
                                let (_x_10 : bool) = _x_8 = Jan in
                                let (_x_11 : bool) = _x_8 = Feb in
                                let (_x_12 : day) = ( :var_0: ).day in
                                let (_x_13 : day) = ( :var_1: ).day in
                                let (_x_14 : bool) = _x_8 = Mar in
                                let (_x_15 : real)
                                    = if _x_10 then 67/500
                                      else if _x_11 then 1/2 else if _x_14 then 1 else …
                                in
                                let (_x_16 : real) = 5031/50000 * _x_15 in
                                let (_x_17 : bool) = (_x_12 = Wed) || (_x_12 = Thu) in
                                let (_x_18 : bool) = _x_12 = Tue in
                                let (_x_19 : bool) = _x_12 = Mon in
                                let (_x_20 : real)
                                    = if _x_19 then 377/1000
                                      else if _x_18 then 1223/1000 else if _x_17 then 1901/1000 else …
                                in
                                let (_x_21 : real) = (-7861/95050) * _x_20 in
                                let (_x_22 : real) = (-19063/29020000) * _x_0 in
                                let (_x_23 : real) = (-27281/1555000) * _x_1 in
                                let (_x_24 : real) = 137/340000 * _x_2 in
                                let (_x_25 : real) = 6263/80000 * _x_3 in
                                let (_x_26 : real)
                                    = if _x_16 +. _x_21 +. _x_22 +. _x_23 +. _x_24 +. _x_25
                                         <= (-1716983137/306857480000)
                                      then 0
                                      else
                                        1716983137/306857480000 +. _x_16 +. _x_21 +. _x_22 +. _x_23 +. _x_24
                                        +. _x_25
                                in
                                let (_x_27 : real) = 29103/200000 * _x_15 in
                                let (_x_28 : real) = 159/9505 * _x_20 in
                                let (_x_29 : real) = (-1021/1813750) * _x_0 in
                                let (_x_30 : real) = 17919/3110000 * _x_1 in
                                let (_x_31 : real) = 32971/8500000 * _x_2 in
                                let (_x_32 : real) = (-21603/320000) * _x_3 in
                                let (_x_33 : real)
                                    = if _x_27 +. _x_28 +. _x_29 +. _x_30 +. _x_31 +. _x_32
                                         <= 73983893263/767143700000
                                      then 0
                                      else
                                        (-73983893263/767143700000) +. _x_27 +. _x_28 +. _x_29 +. _x_30
                                        +. _x_31 +. _x_32
                                in
                                let (_x_34 : real) = 66419/200000 * _x_15 in
                                let (_x_35 : real) = 25399/190100 * _x_20 in
                                let (_x_36 : real) = 449/29020000 * _x_0 in
                                let (_x_37 : real) = 3841/3110000 * _x_1 in
                                let (_x_38 : real) = (-25741/4250000) * _x_2 in
                                let (_x_39 : real) = 58299/640000 * _x_3 in
                                let (_x_40 : real)
                                    = if _x_34 +. _x_35 +. _x_36 +. _x_37 +. _x_38 +. _x_39
                                         <= (-317131778543/1534287400000)
                                      then 0
                                      else
                                        317131778543/1534287400000 +. _x_34 +. _x_35 +. _x_36 +. _x_37
                                        +. _x_38 +. _x_39
                                in
                                let (_x_41 : real) = 23799/100000 * _x_15 in
                                let (_x_42 : real) = (-18071/95050) * _x_20 in
                                let (_x_43 : real) = 38981/29020000 * _x_0 in
                                let (_x_44 : real) = 1727/194375 * _x_1 in
                                let (_x_45 : real) = (-61231/8500000) * _x_2 in
                                let (_x_46 : real) = (-1831/320000) * _x_3 in
                                let (_x_47 : real)
                                    = if _x_41 +. _x_42 +. _x_43 +. _x_44 +. _x_45 +. _x_46
                                         <= (-89188713933/1534287400000)
                                      then 0
                                      else
                                        89188713933/1534287400000 +. _x_41 +. _x_42 +. _x_43 +. _x_44
                                        +. _x_45 +. _x_46
                                in
                                let (_x_48 : real) = 10277/200000 * _x_15 in
                                let (_x_49 : real) = (-28841/190100) * _x_20 in
                                let (_x_50 : real) = 4637/29020000 * _x_0 in
                                let (_x_51 : real) = 3601/388750 * _x_1 in
                                let (_x_52 : real) = 5957/8500000 * _x_2 in
                                let (_x_53 : real) = (-22041/640000) * _x_3 in
                                let (_x_54 : real)
                                    = if _x_48 +. _x_49 +. _x_50 +. _x_51 +. _x_52 +. _x_53
                                         <= (-372238333/2454859840)
                                      then 0
                                      else
                                        372238333/2454859840 +. _x_48 +. _x_49 +. _x_50 +. _x_51 +. _x_52
                                        +. _x_53
                                in
                                let (_x_55 : real) = 13901/50000 * _x_15 in
                                let (_x_56 : real) = (-803/38020) * _x_20 in
                                let (_x_57 : real) = 10557/29020000 * _x_0 in
                                let (_x_58 : real) = 60757/3110000 * _x_1 in
                                let (_x_59 : real) = (-16157/4250000) * _x_2 in
                                let (_x_60 : real) = 47933/640000 * _x_3 in
                                let (_x_61 : real)
                                    = if _x_55 +. _x_56 +. _x_57 +. _x_58 +. _x_59 +. _x_60
                                         <= 72146699557/306857480000
                                      then 0
                                      else
                                        (-72146699557/306857480000) +. _x_55 +. _x_56 +. _x_57 +. _x_58
                                        +. _x_59 +. _x_60
                                in
                                let (_x_62 : real)
                                    = 1568904513/1250000000 * _x_26 +. (-1400061773/1250000000) * _x_33
                                      +. (-889978969/400000000) * _x_40 +. (-787784679/2500000000) * _x_47
                                      +. (-19189866047/10000000000) * _x_54 +. 5337652199/2000000000 * _x_61
                                in
                                let (_x_63 : real)
                                    = if _x_10 then 67/500
                                      else
                                      if _x_11 then 1/2
                                      else if _x_14 then 1 else if _x_8 = Apr then 3/2 else …
                                in
                                let (_x_64 : real) = 5031/50000 * _x_63 in
                                let (_x_65 : real)
                                    = if _x_19 then 377/1000
                                      else
                                      if _x_18 then 1223/1000
                                      else
                                      if _x_17 then 1901/1000 else if _x_12 = Fri then 1223/1000 else …
                                in
                                let (_x_66 : real) = (-7861/95050) * _x_65 in
                                let (_x_67 : real)
                                    = if _x_64 +. _x_66 +. _x_22 +. _x_23 +. _x_24 +. _x_25
                                         <= (-1716983137/306857480000)
                                      then 0
                                      else
                                        1716983137/306857480000 +. _x_64 +. _x_66 +. _x_22 +. _x_23 +. _x_24
                                        +. _x_25
                                in
                                let (_x_68 : real) = 29103/200000 * _x_63 in
                                let (_x_69 : real) = 159/9505 * _x_65 in
                                let (_x_70 : real)
                                    = if _x_68 +. _x_69 +. _x_29 +. _x_30 +. _x_31 +. _x_32
                                         <= 73983893263/767143700000
                                      then 0
                                      else
                                        (-73983893263/767143700000) +. _x_68 +. _x_69 +. _x_29 +. _x_30
                                        +. _x_31 +. _x_32
                                in
                                let (_x_71 : real) = 66419/200000 * _x_63 in
                                let (_x_72 : real) = 25399/190100 * _x_65 in
                                let (_x_73 : real)
                                    = if _x_71 +. _x_72 +. _x_36 +. _x_37 +. _x_38 +. _x_39
                                         <= (-317131778543/1534287400000)
                                      then 0
                                      else
                                        317131778543/1534287400000 +. _x_71 +. _x_72 +. _x_36 +. _x_37
                                        +. _x_38 +. _x_39
                                in
                                let (_x_74 : real) = 23799/100000 * _x_63 in
                                let (_x_75 : real) = (-18071/95050) * _x_65 in
                                let (_x_76 : real)
                                    = if _x_74 +. _x_75 +. _x_43 +. _x_44 +. _x_45 +. _x_46
                                         <= (-89188713933/1534287400000)
                                      then 0
                                      else
                                        89188713933/1534287400000 +. _x_74 +. _x_75 +. _x_43 +. _x_44
                                        +. _x_45 +. _x_46
                                in
                                let (_x_77 : real) = 10277/200000 * _x_63 in
                                let (_x_78 : real) = (-28841/190100) * _x_65 in
                                let (_x_79 : real)
                                    = if _x_77 +. _x_78 +. _x_50 +. _x_51 +. _x_52 +. _x_53
                                         <= (-372238333/2454859840)
                                      then 0
                                      else
                                        372238333/2454859840 +. _x_77 +. _x_78 +. _x_50 +. _x_51 +. _x_52
                                        +. _x_53
                                in
                                let (_x_80 : real) = 13901/50000 * _x_63 in
                                let (_x_81 : real) = (-803/38020) * _x_65 in
                                let (_x_82 : real)
                                    = if _x_80 +. _x_81 +. _x_57 +. _x_58 +. _x_59 +. _x_60
                                         <= 72146699557/306857480000
                                      then 0
                                      else
                                        (-72146699557/306857480000) +. _x_80 +. _x_81 +. _x_57 +. _x_58
                                        +. _x_59 +. _x_60
                                in
                                let (_x_83 : bool) = _x_9 = Mar in
                                let (_x_84 : bool) = _x_9 = Feb in
                                let (_x_85 : bool) = _x_9 = Jan in
                                let (_x_86 : real)
                                    = if _x_85 then 67/500
                                      else
                                      if _x_84 then 1/2
                                      else if _x_83 then 1 else if _x_9 = Apr then 3/2 else …
                                in
                                let (_x_87 : real) = 5031/50000 * _x_86 in
                                let (_x_88 : bool) = (_x_13 = Wed) || (_x_13 = Thu) in
                                let (_x_89 : bool) = _x_13 = Tue in
                                let (_x_90 : bool) = _x_13 = Mon in
                                let (_x_91 : real)
                                    = if _x_90 then 377/1000
                                      else
                                      if _x_89 then 1223/1000
                                      else
                                      if _x_88 then 1901/1000 else if _x_13 = Fri then 1223/1000 else …
                                in
                                let (_x_92 : real) = (-7861/95050) * _x_91 in
                                let (_x_93 : real) = (-19063/29020000) * _x_4 in
                                let (_x_94 : real) = (-27281/1555000) * _x_5 in
                                let (_x_95 : real) = 137/340000 * _x_6 in
                                let (_x_96 : real) = 6263/80000 * _x_7 in
                                let (_x_97 : real) = 29103/200000 * _x_86 in
                                let (_x_98 : real) = 159/9505 * _x_91 in
                                let (_x_99 : real) = (-1021/1813750) * _x_4 in
                                let (_x_100 : real) = 17919/3110000 * _x_5 in
                                let (_x_101 : real) = 32971/8500000 * _x_6 in
                                let (_x_102 : real) = (-21603/320000) * _x_7 in
                                let (_x_103 : real) = 66419/200000 * _x_86 in
                                let (_x_104 : real) = 25399/190100 * _x_91 in
                                let (_x_105 : real) = 449/29020000 * _x_4 in
                                let (_x_106 : real) = 3841/3110000 * _x_5 in
                                let (_x_107 : real) = (-25741/4250000) * _x_6 in
                                let (_x_108 : real) = 58299/640000 * _x_7 in
                                let (_x_109 : real)
                                    = if _x_85 then 67/500
                                      else if _x_84 then 1/2 else if _x_83 then 1 else …
                                in
                                let (_x_110 : real) = (-18071/95050) * _x_91 in
                                let (_x_111 : real) = 38981/29020000 * _x_4 in
                                let (_x_112 : real) = 1727/194375 * _x_5 in
                                let (_x_113 : real) = (-61231/8500000) * _x_6 in
                                let (_x_114 : real) = (-1831/320000) * _x_7 in
                                let (_x_115 : real)
                                    = if 23799/100000 * _x_86 +. _x_110 +. _x_111 +. _x_112 +. _x_113
                                         +. _x_114 <= (-89188713933/1534287400000)
                                      then 0
                                      else
                                        89188713933/1534287400000 +. 23799/100000 * _x_109 +. _x_110
                                        +. _x_111 +. _x_112 +. _x_113 +. _x_114
                                in
                                let (_x_116 : real) = 10277/200000 * _x_86 in
                                let (_x_117 : real) = (-28841/190100) * _x_91 in
                                let (_x_118 : real) = 4637/29020000 * _x_4 in
                                let (_x_119 : real) = 3601/388750 * _x_5 in
                                let (_x_120 : real) = 5957/8500000 * _x_6 in
                                let (_x_121 : real) = (-22041/640000) * _x_7 in
                                let (_x_122 : real)
                                    = if _x_116 +. _x_117 +. _x_118 +. _x_119 +. _x_120 +. _x_121
                                         <= (-372238333/2454859840)
                                      then 0
                                      else
                                        372238333/2454859840 +. _x_116 +. _x_117 +. _x_118 +. _x_119
                                        +. _x_120 +. _x_121
                                in
                                let (_x_123 : real) = 13901/50000 * _x_86 in
                                let (_x_124 : real) = (-803/38020) * _x_91 in
                                let (_x_125 : real) = 10557/29020000 * _x_4 in
                                let (_x_126 : real) = 60757/3110000 * _x_5 in
                                let (_x_127 : real) = (-16157/4250000) * _x_6 in
                                let (_x_128 : real) = 47933/640000 * _x_7 in
                                let (_x_129 : real)
                                    = if _x_123 +. _x_124 +. _x_125 +. _x_126 +. _x_127 +. _x_128
                                         <= 72146699557/306857480000
                                      then 0
                                      else
                                        (-72146699557/306857480000) +. _x_123 +. _x_124 +. _x_125 +. _x_126
                                        +. _x_127 +. _x_128
                                in
                                let (_x_130 : real)
                                    = 1568904513/1250000000
                                      * (if _x_87 +. _x_92 +. _x_93 +. _x_94 +. _x_95 +. _x_96
                                            <= (-1716983137/306857480000)
                                         then 0
                                         else
                                           (1716983137/306857480000 +. _x_87 +. _x_92 +. _x_93 +. _x_94
                                            +. _x_95 +. _x_96))
                                      +. (-1400061773/1250000000)
                                         * (if _x_97 +. _x_98 +. _x_99 +. _x_100 +. _x_101 +. _x_102
                                               <= 73983893263/767143700000
                                            then 0
                                            else
                                              ((-73983893263/767143700000) +. _x_97 +. _x_98 +. _x_99
                                               +. _x_100 +. _x_101 +. _x_102))
                                      +. (-889978969/400000000)
                                         * (if _x_103 +. _x_104 +. _x_105 +. _x_106 +. _x_107 +. _x_108
                                               <= (-317131778543/1534287400000)
                                            then 0
                                            else
                                              (317131778543/1534287400000 +. _x_103 +. _x_104 +. _x_105
                                               +. _x_106 +. _x_107 +. _x_108))
                                      +. (-787784679/2500000000) * _x_115
                                      +. (-19189866047/10000000000) * _x_122
                                      +. 5337652199/2000000000 * _x_129
                                in
                                let (_x_131 : real) = 5031/50000 * _x_109 in
                                let (_x_132 : real)
                                    = if _x_90 then 377/1000
                                      else if _x_89 then 1223/1000 else if _x_88 then 1901/1000 else …
                                in
                                let (_x_133 : real) = (-7861/95050) * _x_132 in
                                let (_x_134 : real)
                                    = if _x_131 +. _x_133 +. _x_93 +. _x_94 +. _x_95 +. _x_96
                                         <= (-1716983137/306857480000)
                                      then 0
                                      else
                                        1716983137/306857480000 +. _x_131 +. _x_133 +. _x_93 +. _x_94
                                        +. _x_95 +. _x_96
                                in
                                let (_x_135 : real) = 29103/200000 * _x_109 in
                                let (_x_136 : real) = 159/9505 * _x_132 in
                                let (_x_137 : real)
                                    = if _x_135 +. _x_136 +. _x_99 +. _x_100 +. _x_101 +. _x_102
                                         <= 73983893263/767143700000
                                      then 0
                                      else
                                        (-73983893263/767143700000) +. _x_135 +. _x_136 +. _x_99 +. _x_100
                                        +. _x_101 +. _x_102
                                in
                                let (_x_138 : real) = 66419/200000 * _x_109 in
                                let (_x_139 : real) = 25399/190100 * _x_132 in
                                let (_x_140 : real)
                                    = if _x_138 +. _x_139 +. _x_105 +. _x_106 +. _x_107 +. _x_108
                                         <= (-317131778543/1534287400000)
                                      then 0
                                      else
                                        317131778543/1534287400000 +. _x_138 +. _x_139 +. _x_105 +. _x_106
                                        +. _x_107 +. _x_108
                                in
                                not
                                ((0 <= _x_0) && (_x_0 <= 500) && (0 <= _x_1) && (_x_1 <= 40) && (0 <= _x_2)
                                 && (_x_2 <= 100) && (0 <= _x_3) && (_x_3 <= 15) && (0 <= _x_4)
                                 && (_x_4 <= 500) && (0 <= _x_5) && (_x_5 <= 40) && (0 <= _x_6)
                                 && (_x_6 <= 100) && (0 <= _x_7) && (_x_7 <= 15) && (_x_8 = _x_9)
                                 && not ((_x_8 = Oct) || (_x_8 = Nov) || (_x_8 = Dec) || _x_10 || _x_11)
                                 && (_x_12 = _x_13) && (_x_0 = _x_4) && (_x_2 = _x_6) && (_x_3 = _x_7)
                                 && (_x_1 >= 10 +. _x_5))
                                || ((if 1568904513/1250000000 * _x_67 +. (-1400061773/1250000000) * _x_70
                                        +. (-889978969/400000000) * _x_73 +. (-787784679/2500000000) * _x_76
                                        +. (-19189866047/10000000000) * _x_79
                                        +. 5337652199/2000000000 * _x_82 <= (-341987779/312500000)
                                     then
                                       28114831522503/7812500000000 +. 67395431164941/31250000000000 * _x_67
                                       +. (-60142453582761/31250000000000) * _x_70
                                       +. (-38230826571333/10000000000000) * _x_73
                                       +. (-33840866455803/62500000000000) * _x_76
                                       +. (-824339075780979/250000000000000) * _x_79
                                       +. 229289525512443/50000000000000 * _x_82
                                     else
                                     if _x_62 <= (-29487779/312500000)
                                     then
                                       213430965464483/31250000000000
                                       +. 732799213218501/125000000000000 * _x_26
                                       +. (-653936652747521/125000000000000) * _x_33
                                       +. (-415688706903613/40000000000000) * _x_40
                                       +. (-367956104513283/250000000000000) * _x_47
                                       +. (-8963145063634619/1000000000000000) * _x_54
                                       +. 2493094576152323/200000000000000 * _x_61
                                     else
                                     if _x_62 <= 283012221/312500000
                                     then
                                       1852306369389/244140625000 +. 124497279820089/7812500000000 * _x_26
                                       +. (-111099101872869/7812500000000) * _x_33
                                       +. (-70622501127057/2500000000000) * _x_40
                                       +. (-62513077632687/15625000000000) * _x_47
                                       +. (-1522773440427591/62500000000000) * _x_54
                                       +. 423558714947247/12500000000000 * _x_61
                                     else if _x_62 <= 595512221/312500000 then … else …)
                                    >= (-25)
                                       +. (if _x_130 <= (-341987779/312500000)
                                           then
                                             28114831522503/7812500000000
                                             +. 67395431164941/31250000000000 * _x_134
                                             +. (-60142453582761/31250000000000) * _x_137
                                             +. (-38230826571333/10000000000000) * _x_140
                                             +. (-33840866455803/62500000000000) * _x_115
                                             +. (-824339075780979/250000000000000) * _x_122
                                             +. 229289525512443/50000000000000 * _x_129
                                           else
                                           if _x_130 <= (-29487779/312500000)
                                           then
                                             213430965464483/31250000000000
                                             +. 732799213218501/125000000000000 * _x_134
                                             +. (-653936652747521/125000000000000) * _x_137
                                             +. (-415688706903613/40000000000000) * _x_140
                                             +. (-367956104513283/250000000000000) * _x_115
                                             +. (-8963145063634619/1000000000000000) * _x_122
                                             +. 2493094576152323/200000000000000 * _x_129
                                           else
                                           if _x_130 <= 283012221/312500000
                                           then
                                             1852306369389/244140625000
                                             +. 124497279820089/7812500000000 * _x_134
                                             +. (-111099101872869/7812500000000) * _x_137
                                             +. (-70622501127057/2500000000000) * _x_140
                                             +. (-62513077632687/15625000000000) * _x_115
                                             +. (-1522773440427591/62500000000000) * _x_122
                                             +. 423558714947247/12500000000000 * _x_129
                                           else if _x_130 <= 595512221/312500000 then … else …))
                                expansions:
                                []
                                rewrite_steps:
                                  forward_chaining:
                                  • Unsat

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