Experiment Report: tlc-cc-start (discover)

Metadata

Algorithm	discover
Dataset	tlc-cc-start
Expression	\( V_{S} = \frac{6.14899396000324}{R_{F} - 0.347841552474757 r + 0.402756918769332} \)
Best reward	0.723723
R²	0.897878
NMSE	0.1021
Iterations	200
Early Stopped	False
config.algorithm	discover
config.n_iterations	2000
config.seed	0
config.library	{'operators': ['add', 'sub', 'mul', 'div'], 'state_vars': ['R_F', 'r'], 'coord_vars': []}
config.min_length	2
config.max_length	15
config.batch_size	1000
config.num_units	16
config.num_layers	1
config.embedding_dim	4
config.observe_parent	True
config.observe_sibling	True
config.observe_action	False
config.observe_dangling	False
config.use_embedding	False
config.attention	False
config.attn_length	10
config.initializer	xavier
config.epsilon	0.05
config.baseline	R_e
config.entropy_weight	0.005
config.gamma	0.5
config.reward_alpha	0.005
config.learning_rate	0.001
config.entropy_gamma	1.0
config.max_diff_order	4
config.use_repeat_prior	True
config.repeat_tokens	['add']
config.repeat_max	5
config.use_trig_prior	True
config.use_inverse_prior	True
config.use_diff_descendant_prior	True
config.use_diff_child_prior	True
config.soft_length_loc	None
config.soft_length_scale	5.0
config.stability_selection	0
config.stability_queue_capacity	10
config.magnitude_filter	False
config.diagnostic_scaffold	False
config.diagnostic_scaffold_diffusion_tokens	[]
config.diagnostic_scaffold_reaction_tokens	[]
config.diagnostic_scaffold_root_tokens	['add', 'sub']
config.diagnostic_scaffold_neutral_tokens	[]
config.token_bias_tokens	[]
config.token_bias_weight	0.0
config.pinn	None
config.provider_kind	none
Convergence

Read the best native score reached at each search iteration.
Parity

Compare predicted and observed targets against the diagonal of exact agreement.
Equation

Read the published equation with its fitted coefficients and active terms.
Equation Tree

Read the operators and derivatives that compose the published equation.
Pareto Front Table

Compare candidate complexity, loss and fitted outer scale alongside each expression.
Residual

Read the distribution and spatial pattern of predicted minus observed target values.
Coefficient Bar

Compare the magnitudes and signs of the active fitted coefficients.
Plugin Plots

Reward (Mean of Top ε)

Per-iteration mean reward of the top-ε risk-seeking subset the policy gradient trains on — kd's analogue of what the reference implementation calls 'Mean of Top ε' (r_avg_sub; kd selects the subset after invalid-row filtering, delta D-019, so the subsets can differ for larger batches), NOT the batch reward. Under the default batch=16, ε=0.05 the subset is a single sample, so this curve equals the per-iteration maximum, and with the default 'R_e' baseline it also coincides with the Reward Baseline plot by construction. The whole-batch signal is the 'Reward (Full-Batch Mean)' plot.
Reward (Full-Batch Mean)

Per-iteration mean reward over the FULL sampled batch (invalid expressions carry the invalid-reward fill) — the reference implementation's r_avg_full. Unlike the top-ε curve this one moves with the whole policy, so the two panels together show elite vs population progress.
Entropy Loss

Entropy regularizer loss component (= -weight x mean policy entropy, typically negative). Direction-neutral title on purpose: the curve RISES toward zero as the policy's entropy collapses — it does not 'decay' for a healthy run.
Reward Baseline

Scalar reward baseline used by the RSPG policy-gradient estimator. NOTE: the trailing ``_ewma`` in the plot name is a legacy artifact retained for backward compatibility with an earlier plot-naming scheme — the actual series semantics depend on ``RSPGStrategy.baseline``: ``'R_e'`` (default) is a risk-seeking quantile, ``'ewma_R'`` is an exponential moving average, ``'combined'`` sums both. Read the configured baseline mode before interpreting the curve; the human-readable plot title (``Reward Baseline``) is mode-neutral on purpose.
Warnings

tabular data: field-grid plots skipped (no grid topology)
Full result (JSON, for debugging) — click to expand
{
  "result_schema_version": 1,
  "best_expression": "div(0.9999990177269865,add(mul(-0.34784155247475734,r),add(0.4027569187693318,R_F)))",
  "best_score": 0.7237229943275452,
  "iterations": 200,
  "early_stopped": false,
  "final_eval": {
    "mse": 17.987086624372868,
    "nmse": 0.10212221200663556,
    "r2": 0.8978777879933645,
    "score": 215.83440271014075,
    "complexity": 9,
    "coefficients": [
      6.1490687041625405
    ],
    "is_valid": true,
    "error_message": "",
    "invalid_reason": null,
    "selected_indices": null,
    "residuals": "[74 elements]",
    "terms": [
      "div(0.9999990177269865,add(mul(-0.34784155247475734,r),add(0.4027569187693318,R_F)))"
    ],
    "expression": "",
    "lhs_name": "V_S",
    "condition_number": null,
    "condition_number_computed": false
  },
  "actual": "[74 elements]",
  "predicted": "[74 elements]",
  "dataset_name": "tlc-cc-start",
  "algorithm_name": "DISCOVERPlugin",
  "config": {
    "algorithm": "discover",
    "n_iterations": 2000,
    "seed": 0,
    "library": {
      "operators": [
        "add",
        "sub",
        "mul",
        "div"
      ],
      "state_vars": [
        "R_F",
        "r"
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      "coord_vars": []
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    "min_length": 2,
    "max_length": 15,
    "batch_size": 1000,
    "num_units": 16,
    "num_layers": 1,
    "embedding_dim": 4,
    "observe_parent": true,
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    "observe_action": false,
    "observe_dangling": false,
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    "attention": false,
    "attn_length": 10,
    "initializer": "xavier",
    "epsilon": 0.05,
    "baseline": "R_e",
    "entropy_weight": 0.005,
    "gamma": 0.5,
    "reward_alpha": 0.005,
    "learning_rate": 0.001,
    "entropy_gamma": 1.0,
    "max_diff_order": 4,
    "use_repeat_prior": true,
    "repeat_tokens": [
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    "repeat_max": 5,
    "use_trig_prior": true,
    "use_inverse_prior": true,
    "use_diff_descendant_prior": true,
    "use_diff_child_prior": true,
    "soft_length_loc": null,
    "soft_length_scale": 5.0,
    "stability_selection": 0,
    "stability_queue_capacity": 10,
    "magnitude_filter": false,
    "diagnostic_scaffold": false,
    "diagnostic_scaffold_diffusion_tokens": [],
    "diagnostic_scaffold_reaction_tokens": [],
    "diagnostic_scaffold_root_tokens": [
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    "diagnostic_scaffold_neutral_tokens": [],
    "token_bias_tokens": [],
    "token_bias_weight": 0.0,
    "pinn": null,
    "provider_kind": "none"
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        "sub(add(-1.1679324614049928,R_F),mul(r,mul(r,mul(div(add(-0.32504103053522654,r),R_F),0.24873939114846302))))"
      ],
      [
        "div(r,R_F)",
        "div(r,add(0.07366451495749739,R_F))",
        "div(r,add(R_F,div(0.07013714880177574,r)))",
        "div(mul(add(r,r),1.000468351761882),sub(r,mul(add(0.22813721657327646,R_F),6.1575042398903435)))",
        "sub(add(-1.1679324614049928,R_F),mul(r,mul(r,mul(div(add(-0.32504103053522654,r),R_F),0.24873939114846302))))"
      ],
      [
        "div(r,R_F)",
        "div(r,add(0.07366451495749739,R_F))",
        "div(r,add(R_F,div(0.07013714880177574,r)))",
        "div(mul(add(r,r),1.000468351761882),sub(r,mul(add(0.22813721657327646,R_F),6.1575042398903435)))",
        "sub(add(-1.1679324614049928,R_F),mul(r,mul(r,mul(div(add(-0.32504103053522654,r),R_F),0.24873939114846302))))"
      ],
      [
        "div(r,R_F)",
        "div(r,add(0.07366451495749739,R_F))",
        "div(r,add(R_F,div(0.07013714880177574,r)))",
        "div(mul(add(r,r),1.000468351761882),sub(r,mul(add(0.22813721657327646,R_F),6.1575042398903435)))",
        "sub(add(-1.1679324614049928,R_F),mul(r,mul(r,mul(div(add(-0.32504103053522654,r),R_F),0.24873939114846302))))"
      ],
      [
        "div(r,R_F)",
        "div(r,add(0.07366451495749739,R_F))",
        "div(r,add(R_F,div(0.07013714880177574,r)))",
        "div(mul(add(r,r),1.000468351761882),sub(r,mul(add(0.22813721657327646,R_F),6.1575042398903435)))",
        "sub(add(-1.1679324614049928,R_F),mul(r,mul(r,mul(div(add(-0.32504103053522654,r),R_F),0.24873939114846302))))"
      ],
      [
        "div(r,R_F)",
        "div(r,add(0.07366451495749739,R_F))",
        "div(r,add(R_F,div(0.07013714880177574,r)))",
        "div(1.0000013933335137,sub(0.5884496156708359,mul(r,sub(0.5438559128440453,R_F))))",
        "sub(add(-1.1679324614049928,R_F),mul(r,mul(r,mul(div(add(-0.32504103053522654,r),R_F),0.24873939114846302))))"
      ],
      [
        "div(r,R_F)",
        "div(r,add(0.07366451495749739,R_F))",
        "div(r,add(R_F,div(0.07013714880177574,r)))",
        "div(1.0000013933335137,sub(0.5884496156708359,mul(r,sub(0.5438559128440453,R_F))))",
        "sub(add(-1.1679324614049928,R_F),mul(r,mul(r,mul(div(add(-0.32504103053522654,r),R_F),0.24873939114846302))))"
      ],
      [
        "div(r,R_F)",
        "div(r,add(0.07366451495749739,R_F))",
        "div(r,add(R_F,div(0.07013714880177574,r)))",
        "div(1.0000013933335137,sub(0.5884496156708359,mul(r,sub(0.5438559128440453,R_F))))",
        "sub(add(-1.1679324614049928,R_F),mul(r,mul(r,mul(div(add(-0.32504103053522654,r),R_F),0.24873939114846302))))"
      ],
      [
        "div(r,R_F)",
        "div(r,add(0.07366451495749739,R_F))",
        "div(r,add(R_F,div(0.07013714880177574,r)))",
        "div(1.0000013933335137,sub(0.5884496156708359,mul(r,sub(0.5438559128440453,R_F))))",
        "add(-2.0507064934844386,div(add(div(3.0343253388732703,sub(div(1.6675956231000224,sub(r,3.436653895041432)),R_F)),4.87546789863222),R_F))"
      ],
      [
        "div(r,R_F)",
        "div(r,add(0.07366451495749739,R_F))",
        "div(r,add(R_F,div(0.07013714880177574,r)))",
        "div(1.0000013933335137,sub(0.5884496156708359,mul(r,sub(0.5438559128440453,R_F))))",
        "add(-2.0507064934844386,div(add(div(3.0343253388732703,sub(div(1.6675956231000224,sub(r,3.436653895041432)),R_F)),4.87546789863222),R_F))"
      ],
      [
        "div(r,R_F)",
        "div(r,add(0.07366451495749739,R_F))",
        "div(r,add(R_F,div(0.07013714880177574,r)))",
        "div(1.0000013933335137,sub(0.5884496156708359,mul(r,sub(0.5438559128440453,R_F))))",
        "add(-2.0507064934844386,div(add(div(3.0343253388732703,sub(div(1.6675956231000224,sub(r,3.436653895041432)),R_F)),4.87546789863222),R_F))"
      ],
      [
        "div(r,R_F)",
        "div(r,add(0.07366451495749739,R_F))",
        "div(r,add(R_F,div(0.07013714880177574,r)))",
        "div(1.0000013933335137,sub(0.5884496156708359,mul(r,sub(0.5438559128440453,R_F))))",
        "add(-2.0507064934844386,div(add(div(3.0343253388732703,sub(div(1.6675956231000224,sub(r,3.436653895041432)),R_F)),4.87546789863222),R_F))"
      ],
      [
        "div(r,R_F)",
        "div(r,add(0.07366451495749739,R_F))",
        "div(r,add(R_F,div(0.07013714880177574,r)))",
        "div(1.0000013933335137,sub(0.5884496156708359,mul(r,sub(0.5438559128440453,R_F))))",
        "mul(sub(-3.688101760781086,sub(mul(div(r,R_F),r),-3.6881017607811146)),sub(R_F,1.2707816531117153))",
        "add(-2.0507064934844386,div(add(div(3.0343253388732703,sub(div(1.6675956231000224,sub(r,3.436653895041432)),R_F)),4.87546789863222),R_F))"
      ],
      [
        "div(r,R_F)",
        "div(r,add(0.07366451495749739,R_F))",
        "div(r,add(R_F,div(0.07013714880177574,r)))",
        "div(1.0000013933335137,sub(0.5884496156708359,mul(r,sub(0.5438559128440453,R_F))))",
        "mul(sub(-3.688101760781086,sub(mul(div(r,R_F),r),-3.6881017607811146)),sub(R_F,1.2707816531117153))",
        "add(-2.0507064934844386,div(add(div(3.0343253388732703,sub(div(1.6675956231000224,sub(r,3.436653895041432)),R_F)),4.87546789863222),R_F))"
      ],
      [
        "div(r,R_F)",
        "div(r,add(0.07366451495749739,R_F))",
        "div(r,add(R_F,div(0.07013714880177574,r)))",
        "div(1.0000013933335137,sub(0.5884496156708359,mul(r,sub(0.5438559128440453,R_F))))",
        "mul(sub(-3.688101760781086,sub(mul(div(r,R_F),r),-3.6881017607811146)),sub(R_F,1.2707816531117153))",
        "add(-2.0507064934844386,div(add(div(3.0343253388732703,sub(div(1.6675956231000224,sub(r,3.436653895041432)),R_F)),4.87546789863222),R_F))"
      ],
      [
        "div(r,R_F)",
        "div(r,add(0.07366451495749739,R_F))",
        "div(r,add(R_F,div(0.07013714880177574,r)))",
        "div(1.0000013933335137,sub(0.5884496156708359,mul(r,sub(0.5438559128440453,R_F))))",
        "mul(sub(-3.688101760781086,sub(mul(div(r,R_F),r),-3.6881017607811146)),sub(R_F,1.2707816531117153))",
        "add(-2.0507064934844386,div(add(div(3.0343253388732703,sub(div(1.6675956231000224,sub(r,3.436653895041432)),R_F)),4.87546789863222),R_F))"
      ],
      [
        "div(r,R_F)",
        "div(r,add(0.07366451495749739,R_F))",
        "div(r,add(R_F,div(0.07013714880177574,r)))",
        "div(1.0000013933335137,sub(0.5884496156708359,mul(r,sub(0.5438559128440453,R_F))))",
        "mul(sub(-3.688101760781086,sub(mul(div(r,R_F),r),-3.6881017607811146)),sub(R_F,1.2707816531117153))",
        "add(-2.0507064934844386,div(add(div(3.0343253388732703,sub(div(1.6675956231000224,sub(r,3.436653895041432)),R_F)),4.87546789863222),R_F))"
      ],
      [
        "div(r,R_F)",
        "div(r,add(0.07366451495749739,R_F))",
        "div(r,add(R_F,div(0.07013714880177574,r)))",
        "div(1.0000013933335137,sub(0.5884496156708359,mul(r,sub(0.5438559128440453,R_F))))",
        "mul(sub(-3.688101760781086,sub(mul(div(r,R_F),r),-3.6881017607811146)),sub(R_F,1.2707816531117153))",
        "add(-2.0507064934844386,div(add(div(3.0343253388732703,sub(div(1.6675956231000224,sub(r,3.436653895041432)),R_F)),4.87546789863222),R_F))"
      ],
      [
        "div(r,R_F)",
        "div(r,add(0.07366451495749739,R_F))",
        "div(r,add(R_F,div(0.07013714880177574,r)))",
        "div(1.0000013933335137,sub(0.5884496156708359,mul(r,sub(0.5438559128440453,R_F))))",
        "mul(sub(-3.688101760781086,sub(mul(div(r,R_F),r),-3.6881017607811146)),sub(R_F,1.2707816531117153))",
        "add(-2.0507064934844386,div(add(div(3.0343253388732703,sub(div(1.6675956231000224,sub(r,3.436653895041432)),R_F)),4.87546789863222),R_F))"
      ],
      [
        "div(r,R_F)",
        "div(r,add(0.07366451495749739,R_F))",
        "div(r,add(R_F,div(0.07013714880177574,r)))",
        "div(1.0000013933335137,sub(0.5884496156708359,mul(r,sub(0.5438559128440453,R_F))))",
        "mul(sub(-3.688101760781086,sub(mul(div(r,R_F),r),-3.6881017607811146)),sub(R_F,1.2707816531117153))",
        "add(-2.0507064934844386,div(add(div(3.0343253388732703,sub(div(1.6675956231000224,sub(r,3.436653895041432)),R_F)),4.87546789863222),R_F))"
      ],
      [
        "div(r,R_F)",
        "div(r,add(0.07366451495749739,R_F))",
        "div(r,add(R_F,div(0.07013714880177574,r)))",
        "div(1.0000013933335137,sub(0.5884496156708359,mul(r,sub(0.5438559128440453,R_F))))",
        "mul(sub(-3.688101760781086,sub(mul(div(r,R_F),r),-3.6881017607811146)),sub(R_F,1.2707816531117153))",
        "add(-2.0507064934844386,div(add(div(3.0343253388732703,sub(div(1.6675956231000224,sub(r,3.436653895041432)),R_F)),4.87546789863222),R_F))"
      ],
      [
        "div(r,R_F)",
        "div(r,add(0.07366451495749739,R_F))",
        "div(r,add(R_F,div(0.07013714880177574,r)))",
        "div(r,sub(mul(r,sub(0.23166316965263675,R_F)),0.2880631323816185))",
        "mul(sub(-3.688101760781086,sub(mul(div(r,R_F),r),-3.6881017607811146)),sub(R_F,1.2707816531117153))",
        "add(-2.0507064934844386,div(add(div(3.0343253388732703,sub(div(1.6675956231000224,sub(r,3.436653895041432)),R_F)),4.87546789863222),R_F))"
      ],
      [
        "div(r,R_F)",
        "div(r,add(0.07366451495749739,R_F))",
        "div(r,add(R_F,div(0.07013714880177574,r)))",
        "div(r,sub(mul(r,sub(0.23166316965263675,R_F)),0.2880631323816185))",
        "mul(sub(-3.688101760781086,sub(mul(div(r,R_F),r),-3.6881017607811146)),sub(R_F,1.2707816531117153))",
        "add(-2.0507064934844386,div(add(div(3.0343253388732703,sub(div(1.6675956231000224,sub(r,3.436653895041432)),R_F)),4.87546789863222),R_F))"
      ],
      [
        "div(r,R_F)",
        "div(r,add(0.07366451495749739,R_F))",
        "div(r,add(R_F,div(0.07013714880177574,r)))",
        "div(r,sub(mul(r,sub(0.23166316965263675,R_F)),0.2880631323816185))",
        "mul(sub(-3.688101760781086,sub(mul(div(r,R_F),r),-3.6881017607811146)),sub(R_F,1.2707816531117153))",
        "add(-2.0507064934844386,div(add(div(3.0343253388732703,sub(div(1.6675956231000224,sub(r,3.436653895041432)),R_F)),4.87546789863222),R_F))"
      ],
      [
        "div(r,R_F)",
        "div(r,add(0.07366451495749739,R_F))",
        "div(r,add(R_F,div(0.07013714880177574,r)))",
        "div(r,sub(mul(r,sub(0.23166316965263675,R_F)),0.2880631323816185))",
        "mul(sub(-3.688101760781086,sub(mul(div(r,R_F),r),-3.6881017607811146)),sub(R_F,1.2707816531117153))",
        "add(-2.0507064934844386,div(add(div(3.0343253388732703,sub(div(1.6675956231000224,sub(r,3.436653895041432)),R_F)),4.87546789863222),R_F))"
      ],
      [
        "div(r,R_F)",
        "div(r,add(0.07366451495749739,R_F))",
        "div(r,add(R_F,div(0.07013714880177574,r)))",
        "div(r,sub(mul(r,sub(0.23166316965263675,R_F)),0.2880631323816185))",
        "mul(sub(-3.688101760781086,sub(mul(div(r,R_F),r),-3.6881017607811146)),sub(R_F,1.2707816531117153))",
        "add(-2.0507064934844386,div(add(div(3.0343253388732703,sub(div(1.6675956231000224,sub(r,3.436653895041432)),R_F)),4.87546789863222),R_F))"
      ],
      [
        "div(r,R_F)",
        "div(r,add(0.07366451495749739,R_F))",
        "div(r,add(R_F,div(0.07013714880177574,r)))",
        "div(r,sub(mul(r,sub(0.23166316965263675,R_F)),0.2880631323816185))",
        "mul(sub(-3.688101760781086,sub(mul(div(r,R_F),r),-3.6881017607811146)),sub(R_F,1.2707816531117153))",
        "add(-2.0507064934844386,div(add(div(3.0343253388732703,sub(div(1.6675956231000224,sub(r,3.436653895041432)),R_F)),4.87546789863222),R_F))"
      ],
      [
        "div(r,R_F)",
        "div(r,add(0.07366451495749739,R_F))",
        "div(r,add(R_F,div(0.07013714880177574,r)))",
        "div(r,sub(mul(r,sub(0.23166316965263675,R_F)),0.2880631323816185))",
        "mul(sub(-3.688101760781086,sub(mul(div(r,R_F),r),-3.6881017607811146)),sub(R_F,1.2707816531117153))",
        "add(-2.0507064934844386,div(add(div(3.0343253388732703,sub(div(1.6675956231000224,sub(r,3.436653895041432)),R_F)),4.87546789863222),R_F))"
      ],
      [
        "div(r,R_F)",
        "div(r,add(0.07366451495749739,R_F))",
        "div(r,add(R_F,div(0.07013714880177574,r)))",
        "div(r,sub(mul(r,sub(0.23166316965263675,R_F)),0.2880631323816185))",
        "mul(sub(-3.688101760781086,sub(mul(div(r,R_F),r),-3.6881017607811146)),sub(R_F,1.2707816531117153))",
        "add(-2.0507064934844386,div(add(div(3.0343253388732703,sub(div(1.6675956231000224,sub(r,3.436653895041432)),R_F)),4.87546789863222),R_F))"
      ],
      [
        "div(r,R_F)",
        "div(r,add(0.07366451495749739,R_F))",
        "div(r,add(R_F,div(0.07013714880177574,r)))",
        "div(r,sub(mul(r,sub(0.23166316965263675,R_F)),0.2880631323816185))",
        "mul(sub(-3.688101760781086,sub(mul(div(r,R_F),r),-3.6881017607811146)),sub(R_F,1.2707816531117153))",
        "add(-2.0507064934844386,div(add(div(3.0343253388732703,sub(div(1.6675956231000224,sub(r,3.436653895041432)),R_F)),4.87546789863222),R_F))"
      ],
      [
        "div(r,R_F)",
        "div(r,add(0.07366451495749739,R_F))",
        "div(r,add(R_F,div(0.07013714880177574,r)))",
        "div(r,sub(mul(r,sub(0.23166316965263675,R_F)),0.2880631323816185))",
        "mul(sub(-3.688101760781086,sub(mul(div(r,R_F),r),-3.6881017607811146)),sub(R_F,1.2707816531117153))",
        "add(-2.0507064934844386,div(add(div(3.0343253388732703,sub(div(1.6675956231000224,sub(r,3.436653895041432)),R_F)),4.87546789863222),R_F))"
      ],
      [
        "div(r,R_F)",
        "div(r,add(0.07366451495749739,R_F))",
        "div(r,add(R_F,div(0.07013714880177574,r)))",
        "div(r,sub(mul(r,sub(0.23166316965263675,R_F)),0.2880631323816185))",
        "mul(sub(-3.688101760781086,sub(mul(div(r,R_F),r),-3.6881017607811146)),sub(R_F,1.2707816531117153))",
        "add(-2.0507064934844386,div(add(div(3.0343253388732703,sub(div(1.6675956231000224,sub(r,3.436653895041432)),R_F)),4.87546789863222),R_F))"
      ],
      [
        "div(r,R_F)",
        "div(r,add(0.07366451495749739,R_F))",
        "div(r,add(R_F,div(0.07013714880177574,r)))",
        "div(r,sub(mul(r,sub(0.23166316965263675,R_F)),0.2880631323816185))",
        "mul(sub(-3.688101760781086,sub(mul(div(r,R_F),r),-3.6881017607811146)),sub(R_F,1.2707816531117153))",
        "add(-2.0507064934844386,div(add(div(3.0343253388732703,sub(div(1.6675956231000224,sub(r,3.436653895041432)),R_F)),4.87546789863222),R_F))"
      ],
      [
        "div(r,R_F)",
        "div(r,add(0.07366451495749739,R_F))",
        "div(r,add(R_F,div(0.07013714880177574,r)))",
        "div(r,sub(mul(r,sub(0.23166316965263675,R_F)),0.2880631323816185))",
        "mul(sub(-3.688101760781086,sub(mul(div(r,R_F),r),-3.6881017607811146)),sub(R_F,1.2707816531117153))",
        "add(-2.0507064934844386,div(add(div(3.0343253388732703,sub(div(1.6675956231000224,sub(r,3.436653895041432)),R_F)),4.87546789863222),R_F))"
      ],
      [
        "div(r,R_F)",
        "div(r,add(0.07366451495749739,R_F))",
        "div(r,add(R_F,div(0.07013714880177574,r)))",
        "div(r,sub(mul(r,sub(0.23166316965263675,R_F)),0.2880631323816185))",
        "mul(sub(-3.688101760781086,sub(mul(div(r,R_F),r),-3.6881017607811146)),sub(R_F,1.2707816531117153))",
        "add(-2.0507064934844386,div(add(div(3.0343253388732703,sub(div(1.6675956231000224,sub(r,3.436653895041432)),R_F)),4.87546789863222),R_F))"
      ],
      [
        "div(r,R_F)",
        "div(r,add(0.07366451495749739,R_F))",
        "div(r,add(R_F,div(0.07013714880177574,r)))",
        "div(r,sub(mul(r,sub(0.23166316965263675,R_F)),0.2880631323816185))",
        "mul(sub(-3.688101760781086,sub(mul(div(r,R_F),r),-3.6881017607811146)),sub(R_F,1.2707816531117153))",
        "add(-2.0507064934844386,div(add(div(3.0343253388732703,sub(div(1.6675956231000224,sub(r,3.436653895041432)),R_F)),4.87546789863222),R_F))"
      ],
      [
        "div(r,R_F)",
        "div(r,add(0.07366451495749739,R_F))",
        "div(r,add(R_F,div(0.07013714880177574,r)))",
        "div(r,sub(mul(r,sub(0.23166316965263675,R_F)),0.2880631323816185))",
        "mul(sub(-3.688101760781086,sub(mul(div(r,R_F),r),-3.6881017607811146)),sub(R_F,1.2707816531117153))",
        "add(-2.0507064934844386,div(add(div(3.0343253388732703,sub(div(1.6675956231000224,sub(r,3.436653895041432)),R_F)),4.87546789863222),R_F))"
      ],
      [
        "div(r,R_F)",
        "div(r,add(0.07366451495749739,R_F))",
        "div(r,add(R_F,div(0.07013714880177574,r)))",
        "div(r,sub(mul(r,sub(0.23166316965263675,R_F)),0.2880631323816185))",
        "mul(sub(-3.688101760781086,sub(mul(div(r,R_F),r),-3.6881017607811146)),sub(R_F,1.2707816531117153))",
        "add(-2.0507064934844386,div(add(div(3.0343253388732703,sub(div(1.6675956231000224,sub(r,3.436653895041432)),R_F)),4.87546789863222),R_F))"
      ],
      [
        "div(r,R_F)",
        "div(r,add(0.07366451495749739,R_F))",
        "div(r,add(R_F,div(0.07013714880177574,r)))",
        "div(r,sub(mul(r,sub(0.23166316965263675,R_F)),0.2880631323816185))",
        "mul(sub(-3.688101760781086,sub(mul(div(r,R_F),r),-3.6881017607811146)),sub(R_F,1.2707816531117153))",
        "add(-2.0507064934844386,div(add(div(3.0343253388732703,sub(div(1.6675956231000224,sub(r,3.436653895041432)),R_F)),4.87546789863222),R_F))"
      ],
      [
        "div(r,R_F)",
        "div(r,add(0.07366451495749739,R_F))",
        "div(r,add(R_F,div(0.07013714880177574,r)))",
        "div(r,sub(mul(r,sub(0.23166316965263675,R_F)),0.2880631323816185))",
        "mul(sub(-3.688101760781086,sub(mul(div(r,R_F),r),-3.6881017607811146)),sub(R_F,1.2707816531117153))",
        "add(-2.0507064934844386,div(add(div(3.0343253388732703,sub(div(1.6675956231000224,sub(r,3.436653895041432)),R_F)),4.87546789863222),R_F))"
      ],
      [
        "div(r,R_F)",
        "div(r,add(0.07366451495749739,R_F))",
        "div(r,add(R_F,div(0.07013714880177574,r)))",
        "div(r,sub(mul(r,sub(0.23166316965263675,R_F)),0.2880631323816185))",
        "mul(sub(-3.688101760781086,sub(mul(div(r,R_F),r),-3.6881017607811146)),sub(R_F,1.2707816531117153))",
        "add(-2.0507064934844386,div(add(div(3.0343253388732703,sub(div(1.6675956231000224,sub(r,3.436653895041432)),R_F)),4.87546789863222),R_F))"
      ],
      [
        "div(r,R_F)",
        "div(r,add(0.07366451495749739,R_F))",
        "div(r,add(R_F,div(0.07013714880177574,r)))",
        "div(r,sub(mul(r,sub(0.23166316965263675,R_F)),0.2880631323816185))",
        "mul(sub(-3.688101760781086,sub(mul(div(r,R_F),r),-3.6881017607811146)),sub(R_F,1.2707816531117153))",
        "add(-2.0507064934844386,div(add(div(3.0343253388732703,sub(div(1.6675956231000224,sub(r,3.436653895041432)),R_F)),4.87546789863222),R_F))"
      ],
      [
        "div(r,R_F)",
        "div(r,add(0.07366451495749739,R_F))",
        "div(r,add(R_F,div(0.07013714880177574,r)))",
        "div(r,sub(mul(r,sub(0.23166316965263675,R_F)),0.2880631323816185))",
        "mul(sub(-3.688101760781086,sub(mul(div(r,R_F),r),-3.6881017607811146)),sub(R_F,1.2707816531117153))",
        "add(-2.0507064934844386,div(add(div(3.0343253388732703,sub(div(1.6675956231000224,sub(r,3.436653895041432)),R_F)),4.87546789863222),R_F))"
      ],
      [
        "div(r,R_F)",
        "div(r,add(0.07366451495749739,R_F))",
        "div(r,add(R_F,div(0.07013714880177574,r)))",
        "div(r,sub(mul(r,sub(0.23166316965263675,R_F)),0.2880631323816185))",
        "mul(sub(-3.688101760781086,sub(mul(div(r,R_F),r),-3.6881017607811146)),sub(R_F,1.2707816531117153))",
        "add(-2.0507064934844386,div(add(div(3.0343253388732703,sub(div(1.6675956231000224,sub(r,3.436653895041432)),R_F)),4.87546789863222),R_F))"
      ],
      [
        "div(r,R_F)",
        "div(r,add(0.07366451495749739,R_F))",
        "div(r,add(R_F,div(0.07013714880177574,r)))",
        "div(r,sub(mul(r,sub(0.23166316965263675,R_F)),0.2880631323816185))",
        "mul(sub(-3.688101760781086,sub(mul(div(r,R_F),r),-3.6881017607811146)),sub(R_F,1.2707816531117153))",
        "add(-2.0507064934844386,div(add(div(3.0343253388732703,sub(div(1.6675956231000224,sub(r,3.436653895041432)),R_F)),4.87546789863222),R_F))"
      ],
      [
        "div(r,R_F)",
        "div(r,add(0.07366451495749739,R_F))",
        "div(r,add(R_F,div(0.07013714880177574,r)))",
        "div(r,sub(mul(r,sub(0.23166316965263675,R_F)),0.2880631323816185))",
        "mul(sub(-3.688101760781086,sub(mul(div(r,R_F),r),-3.6881017607811146)),sub(R_F,1.2707816531117153))",
        "add(-2.0507064934844386,div(add(div(3.0343253388732703,sub(div(1.6675956231000224,sub(r,3.436653895041432)),R_F)),4.87546789863222),R_F))"
      ],
      [
        "div(r,R_F)",
        "div(r,add(0.07366451495749739,R_F))",
        "div(r,add(R_F,div(0.07013714880177574,r)))",
        "div(r,sub(mul(r,sub(0.23166316965263675,R_F)),0.2880631323816185))",
        "mul(sub(-3.688101760781086,sub(mul(div(r,R_F),r),-3.6881017607811146)),sub(R_F,1.2707816531117153))",
        "add(-2.0507064934844386,div(add(div(3.0343253388732703,sub(div(1.6675956231000224,sub(r,3.436653895041432)),R_F)),4.87546789863222),R_F))"
      ],
      [
        "div(r,R_F)",
        "div(r,add(0.07366451495749739,R_F))",
        "div(r,add(R_F,div(0.07013714880177574,r)))",
        "div(r,sub(mul(r,sub(0.23166316965263675,R_F)),0.2880631323816185))",
        "mul(sub(-3.688101760781086,sub(mul(div(r,R_F),r),-3.6881017607811146)),sub(R_F,1.2707816531117153))",
        "add(-2.0507064934844386,div(add(div(3.0343253388732703,sub(div(1.6675956231000224,sub(r,3.436653895041432)),R_F)),4.87546789863222),R_F))"
      ],
      [
        "div(r,R_F)",
        "div(r,add(0.07366451495749739,R_F))",
        "div(r,add(R_F,div(0.07013714880177574,r)))",
        "div(r,sub(mul(r,sub(0.23166316965263675,R_F)),0.2880631323816185))",
        "mul(sub(-3.688101760781086,sub(mul(div(r,R_F),r),-3.6881017607811146)),sub(R_F,1.2707816531117153))",
        "add(-2.0507064934844386,div(add(div(3.0343253388732703,sub(div(1.6675956231000224,sub(r,3.436653895041432)),R_F)),4.87546789863222),R_F))"
      ],
      [
        "div(r,R_F)",
        "div(r,add(0.07366451495749739,R_F))",
        "div(r,add(R_F,div(0.07013714880177574,r)))",
        "div(r,sub(mul(r,sub(0.23166316965263675,R_F)),0.2880631323816185))",
        "mul(sub(-3.688101760781086,sub(mul(div(r,R_F),r),-3.6881017607811146)),sub(R_F,1.2707816531117153))",
        "add(-2.0507064934844386,div(add(div(3.0343253388732703,sub(div(1.6675956231000224,sub(r,3.436653895041432)),R_F)),4.87546789863222),R_F))"
      ],
      [
        "div(r,R_F)",
        "div(r,add(0.07366451495749739,R_F))",
        "div(r,add(R_F,div(0.07013714880177574,r)))",
        "div(r,sub(mul(r,sub(0.23166316965263675,R_F)),0.2880631323816185))",
        "mul(sub(-3.688101760781086,sub(mul(div(r,R_F),r),-3.6881017607811146)),sub(R_F,1.2707816531117153))",
        "add(-2.0507064934844386,div(add(div(3.0343253388732703,sub(div(1.6675956231000224,sub(r,3.436653895041432)),R_F)),4.87546789863222),R_F))"
      ],
      [
        "div(r,R_F)",
        "div(r,add(0.07366451495749739,R_F))",
        "div(r,add(R_F,div(0.07013714880177574,r)))",
        "div(r,sub(mul(r,sub(0.23166316965263675,R_F)),0.2880631323816185))",
        "mul(sub(-3.688101760781086,sub(mul(div(r,R_F),r),-3.6881017607811146)),sub(R_F,1.2707816531117153))",
        "add(-2.0507064934844386,div(add(div(3.0343253388732703,sub(div(1.6675956231000224,sub(r,3.436653895041432)),R_F)),4.87546789863222),R_F))"
      ],
      [
        "div(r,R_F)",
        "div(r,add(0.07366451495749739,R_F))",
        "div(r,add(R_F,div(0.07013714880177574,r)))",
        "div(r,sub(mul(r,sub(0.23166316965263675,R_F)),0.2880631323816185))",
        "mul(sub(-3.688101760781086,sub(mul(div(r,R_F),r),-3.6881017607811146)),sub(R_F,1.2707816531117153))",
        "add(-2.0507064934844386,div(add(div(3.0343253388732703,sub(div(1.6675956231000224,sub(r,3.436653895041432)),R_F)),4.87546789863222),R_F))"
      ],
      [
        "div(r,R_F)",
        "div(r,add(0.07366451495749739,R_F))",
        "div(r,add(R_F,div(0.07013714880177574,r)))",
        "div(r,sub(mul(r,sub(0.23166316965263675,R_F)),0.2880631323816185))",
        "mul(sub(-3.688101760781086,sub(mul(div(r,R_F),r),-3.6881017607811146)),sub(R_F,1.2707816531117153))",
        "add(-2.0507064934844386,div(add(div(3.0343253388732703,sub(div(1.6675956231000224,sub(r,3.436653895041432)),R_F)),4.87546789863222),R_F))"
      ],
      [
        "div(r,R_F)",
        "div(r,add(0.07366451495749739,R_F))",
        "div(r,add(R_F,div(0.07013714880177574,r)))",
        "div(r,sub(mul(r,sub(0.23166316965263675,R_F)),0.2880631323816185))",
        "mul(sub(-3.688101760781086,sub(mul(div(r,R_F),r),-3.6881017607811146)),sub(R_F,1.2707816531117153))",
        "add(-2.0507064934844386,div(add(div(3.0343253388732703,sub(div(1.6675956231000224,sub(r,3.436653895041432)),R_F)),4.87546789863222),R_F))"
      ],
      [
        "div(r,R_F)",
        "div(r,add(0.07366451495749739,R_F))",
        "div(r,add(R_F,div(0.07013714880177574,r)))",
        "div(r,sub(mul(r,sub(0.23166316965263675,R_F)),0.2880631323816185))",
        "mul(sub(-3.688101760781086,sub(mul(div(r,R_F),r),-3.6881017607811146)),sub(R_F,1.2707816531117153))",
        "add(-2.0507064934844386,div(add(div(3.0343253388732703,sub(div(1.6675956231000224,sub(r,3.436653895041432)),R_F)),4.87546789863222),R_F))"
      ],
      [
        "div(r,R_F)",
        "div(r,add(0.07366451495749739,R_F))",
        "div(r,add(R_F,div(0.07013714880177574,r)))",
        "div(r,sub(mul(r,sub(0.23166316965263675,R_F)),0.2880631323816185))",
        "mul(sub(-3.688101760781086,sub(mul(div(r,R_F),r),-3.6881017607811146)),sub(R_F,1.2707816531117153))",
        "add(-2.0507064934844386,div(add(div(3.0343253388732703,sub(div(1.6675956231000224,sub(r,3.436653895041432)),R_F)),4.87546789863222),R_F))"
      ],
      [
        "div(r,R_F)",
        "div(r,add(0.07366451495749739,R_F))",
        "div(r,add(R_F,div(0.07013714880177574,r)))",
        "div(r,sub(mul(r,sub(0.23166316965263675,R_F)),0.2880631323816185))",
        "mul(sub(-3.688101760781086,sub(mul(div(r,R_F),r),-3.6881017607811146)),sub(R_F,1.2707816531117153))",
        "add(-2.0507064934844386,div(add(div(3.0343253388732703,sub(div(1.6675956231000224,sub(r,3.436653895041432)),R_F)),4.87546789863222),R_F))"
      ],
      [
        "div(r,R_F)",
        "div(r,add(0.07366451495749739,R_F))",
        "div(r,add(R_F,div(0.07013714880177574,r)))",
        "div(r,sub(mul(r,sub(0.23166316965263675,R_F)),0.2880631323816185))",
        "mul(sub(-3.688101760781086,sub(mul(div(r,R_F),r),-3.6881017607811146)),sub(R_F,1.2707816531117153))",
        "add(-2.0507064934844386,div(add(div(3.0343253388732703,sub(div(1.6675956231000224,sub(r,3.436653895041432)),R_F)),4.87546789863222),R_F))"
      ],
      [
        "div(r,R_F)",
        "div(r,add(0.07366451495749739,R_F))",
        "div(r,add(R_F,div(0.07013714880177574,r)))",
        "div(r,sub(mul(r,sub(0.23166316965263675,R_F)),0.2880631323816185))",
        "mul(sub(-3.688101760781086,sub(mul(div(r,R_F),r),-3.6881017607811146)),sub(R_F,1.2707816531117153))",
        "add(-2.0507064934844386,div(add(div(3.0343253388732703,sub(div(1.6675956231000224,sub(r,3.436653895041432)),R_F)),4.87546789863222),R_F))"
      ],
      [
        "div(r,R_F)",
        "div(r,add(0.07366451495749739,R_F))",
        "div(r,add(R_F,div(0.07013714880177574,r)))",
        "div(r,sub(mul(r,sub(0.23166316965263675,R_F)),0.2880631323816185))",
        "mul(sub(-3.688101760781086,sub(mul(div(r,R_F),r),-3.6881017607811146)),sub(R_F,1.2707816531117153))",
        "add(-2.0507064934844386,div(add(div(3.0343253388732703,sub(div(1.6675956231000224,sub(r,3.436653895041432)),R_F)),4.87546789863222),R_F))"
      ],
      [
        "div(r,R_F)",
        "div(r,add(0.07366451495749739,R_F))",
        "div(r,add(R_F,div(0.07013714880177574,r)))",
        "div(r,sub(mul(r,sub(0.23166316965263675,R_F)),0.2880631323816185))",
        "mul(sub(-3.688101760781086,sub(mul(div(r,R_F),r),-3.6881017607811146)),sub(R_F,1.2707816531117153))",
        "add(-2.0507064934844386,div(add(div(3.0343253388732703,sub(div(1.6675956231000224,sub(r,3.436653895041432)),R_F)),4.87546789863222),R_F))"
      ],
      [
        "div(r,R_F)",
        "div(r,add(0.07366451495749739,R_F))",
        "div(r,add(R_F,div(0.07013714880177574,r)))",
        "div(r,sub(mul(r,sub(0.23166316965263675,R_F)),0.2880631323816185))",
        "mul(sub(-3.688101760781086,sub(mul(div(r,R_F),r),-3.6881017607811146)),sub(R_F,1.2707816531117153))",
        "add(-2.0507064934844386,div(add(div(3.0343253388732703,sub(div(1.6675956231000224,sub(r,3.436653895041432)),R_F)),4.87546789863222),R_F))"
      ],
      [
        "div(r,R_F)",
        "div(r,add(0.07366451495749739,R_F))",
        "div(r,add(R_F,div(0.07013714880177574,r)))",
        "div(r,sub(mul(r,sub(0.23166316965263675,R_F)),0.2880631323816185))",
        "mul(sub(-3.688101760781086,sub(mul(div(r,R_F),r),-3.6881017607811146)),sub(R_F,1.2707816531117153))",
        "add(-2.0507064934844386,div(add(div(3.0343253388732703,sub(div(1.6675956231000224,sub(r,3.436653895041432)),R_F)),4.87546789863222),R_F))"
      ],
      [
        "div(r,R_F)",
        "div(r,add(0.07366451495749739,R_F))",
        "div(r,add(R_F,div(0.07013714880177574,r)))",
        "div(r,sub(mul(r,sub(0.23166316965263675,R_F)),0.2880631323816185))",
        "mul(sub(-3.688101760781086,sub(mul(div(r,R_F),r),-3.6881017607811146)),sub(R_F,1.2707816531117153))",
        "add(-2.0507064934844386,div(add(div(3.0343253388732703,sub(div(1.6675956231000224,sub(r,3.436653895041432)),R_F)),4.87546789863222),R_F))"
      ],
      [
        "div(r,R_F)",
        "div(r,add(0.07366451495749739,R_F))",
        "div(r,add(R_F,div(0.07013714880177574,r)))",
        "div(r,sub(mul(r,sub(0.23166316965263675,R_F)),0.2880631323816185))",
        "mul(sub(-3.688101760781086,sub(mul(div(r,R_F),r),-3.6881017607811146)),sub(R_F,1.2707816531117153))",
        "add(-2.0507064934844386,div(add(div(3.0343253388732703,sub(div(1.6675956231000224,sub(r,3.436653895041432)),R_F)),4.87546789863222),R_F))"
      ],
      [
        "div(r,R_F)",
        "div(r,add(0.07366451495749739,R_F))",
        "div(r,add(R_F,div(0.07013714880177574,r)))",
        "div(r,sub(mul(r,sub(0.23166316965263675,R_F)),0.2880631323816185))",
        "mul(sub(-3.688101760781086,sub(mul(div(r,R_F),r),-3.6881017607811146)),sub(R_F,1.2707816531117153))",
        "add(-2.0507064934844386,div(add(div(3.0343253388732703,sub(div(1.6675956231000224,sub(r,3.436653895041432)),R_F)),4.87546789863222),R_F))"
      ],
      [
        "div(r,R_F)",
        "div(r,add(0.07366451495749739,R_F))",
        "div(r,add(R_F,div(0.07013714880177574,r)))",
        "div(r,sub(mul(r,sub(0.23166316965263675,R_F)),0.2880631323816185))",
        "mul(sub(-3.688101760781086,sub(mul(div(r,R_F),r),-3.6881017607811146)),sub(R_F,1.2707816531117153))",
        "add(-2.0507064934844386,div(add(div(3.0343253388732703,sub(div(1.6675956231000224,sub(r,3.436653895041432)),R_F)),4.87546789863222),R_F))"
      ],
      [
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        "div(r,add(R_F,div(0.07013714880177574,r)))",
        "div(r,sub(mul(r,sub(0.23166316965263675,R_F)),0.2880631323816185))",
        "mul(sub(-3.688101760781086,sub(mul(div(r,R_F),r),-3.6881017607811146)),sub(R_F,1.2707816531117153))",
        "add(-2.0507064934844386,div(add(div(3.0343253388732703,sub(div(1.6675956231000224,sub(r,3.436653895041432)),R_F)),4.87546789863222),R_F))"
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        "div(r,add(R_F,div(0.07013714880177574,r)))",
        "div(r,sub(mul(r,sub(0.23166316965263675,R_F)),0.2880631323816185))",
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        "add(-2.0507064934844386,div(add(div(3.0343253388732703,sub(div(1.6675956231000224,sub(r,3.436653895041432)),R_F)),4.87546789863222),R_F))"
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        "add(-2.0507064934844386,div(add(div(3.0343253388732703,sub(div(1.6675956231000224,sub(r,3.436653895041432)),R_F)),4.87546789863222),R_F))"
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        "add(-2.0507064934844386,div(add(div(3.0343253388732703,sub(div(1.6675956231000224,sub(r,3.436653895041432)),R_F)),4.87546789863222),R_F))"
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        "add(-2.0507064934844386,div(add(div(3.0343253388732703,sub(div(1.6675956231000224,sub(r,3.436653895041432)),R_F)),4.87546789863222),R_F))"
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        "add(-2.0507064934844386,div(add(div(3.0343253388732703,sub(div(1.6675956231000224,sub(r,3.436653895041432)),R_F)),4.87546789863222),R_F))"
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        "add(-2.0507064934844386,div(add(div(3.0343253388732703,sub(div(1.6675956231000224,sub(r,3.436653895041432)),R_F)),4.87546789863222),R_F))"
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        "add(-2.0507064934844386,div(add(div(3.0343253388732703,sub(div(1.6675956231000224,sub(r,3.436653895041432)),R_F)),4.87546789863222),R_F))"
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        "add(-2.0507064934844386,div(add(div(3.0343253388732703,sub(div(1.6675956231000224,sub(r,3.436653895041432)),R_F)),4.87546789863222),R_F))"
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        "add(-2.0507064934844386,div(add(div(3.0343253388732703,sub(div(1.6675956231000224,sub(r,3.436653895041432)),R_F)),4.87546789863222),R_F))"
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        "add(-2.0507064934844386,div(add(div(3.0343253388732703,sub(div(1.6675956231000224,sub(r,3.436653895041432)),R_F)),4.87546789863222),R_F))"
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        "add(-2.0507064934844386,div(add(div(3.0343253388732703,sub(div(1.6675956231000224,sub(r,3.436653895041432)),R_F)),4.87546789863222),R_F))"
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        "add(-2.0507064934844386,div(add(div(3.0343253388732703,sub(div(1.6675956231000224,sub(r,3.436653895041432)),R_F)),4.87546789863222),R_F))"
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        "add(-2.0507064934844386,div(add(div(3.0343253388732703,sub(div(1.6675956231000224,sub(r,3.436653895041432)),R_F)),4.87546789863222),R_F))"
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        "add(-2.0507064934844386,div(add(div(3.0343253388732703,sub(div(1.6675956231000224,sub(r,3.436653895041432)),R_F)),4.87546789863222),R_F))"
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        "add(-2.0507064934844386,div(add(div(3.0343253388732703,sub(div(1.6675956231000224,sub(r,3.436653895041432)),R_F)),4.87546789863222),R_F))"
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        "add(-2.0507064934844386,div(add(div(3.0343253388732703,sub(div(1.6675956231000224,sub(r,3.436653895041432)),R_F)),4.87546789863222),R_F))"
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        "div(r,add(R_F,div(0.07013714880177574,r)))",
        "div(0.9999990177269865,add(mul(-0.34784155247475734,r),add(0.4027569187693318,R_F)))",
        "div(mul(add(R_F,add(R_F,add(-0.7144476414795117,r))),sub(R_F,1.2858840255415689)),R_F)",
        "add(-2.0507064934844386,div(add(div(3.0343253388732703,sub(div(1.6675956231000224,sub(r,3.436653895041432)),R_F)),4.87546789863222),R_F))"
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        "div(r,add(R_F,div(0.07013714880177574,r)))",
        "div(0.9999990177269865,add(mul(-0.34784155247475734,r),add(0.4027569187693318,R_F)))",
        "div(mul(add(R_F,add(R_F,add(-0.7144476414795117,r))),sub(R_F,1.2858840255415689)),R_F)",
        "add(-2.0507064934844386,div(add(div(3.0343253388732703,sub(div(1.6675956231000224,sub(r,3.436653895041432)),R_F)),4.87546789863222),R_F))"
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        "div(r,add(R_F,div(0.07013714880177574,r)))",
        "div(0.9999990177269865,add(mul(-0.34784155247475734,r),add(0.4027569187693318,R_F)))",
        "div(mul(add(R_F,add(R_F,add(-0.7144476414795117,r))),sub(R_F,1.2858840255415689)),R_F)",
        "add(-2.0507064934844386,div(add(div(3.0343253388732703,sub(div(1.6675956231000224,sub(r,3.436653895041432)),R_F)),4.87546789863222),R_F))"
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        "div(r,add(R_F,div(0.07013714880177574,r)))",
        "div(0.9999990177269865,add(mul(-0.34784155247475734,r),add(0.4027569187693318,R_F)))",
        "div(mul(add(R_F,add(R_F,add(-0.7144476414795117,r))),sub(R_F,1.2858840255415689)),R_F)",
        "add(-2.0507064934844386,div(add(div(3.0343253388732703,sub(div(1.6675956231000224,sub(r,3.436653895041432)),R_F)),4.87546789863222),R_F))"
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        "div(r,add(R_F,div(0.07013714880177574,r)))",
        "div(0.9999990177269865,add(mul(-0.34784155247475734,r),add(0.4027569187693318,R_F)))",
        "div(mul(add(R_F,add(R_F,add(-0.7144476414795117,r))),sub(R_F,1.2858840255415689)),R_F)",
        "add(-2.0507064934844386,div(add(div(3.0343253388732703,sub(div(1.6675956231000224,sub(r,3.436653895041432)),R_F)),4.87546789863222),R_F))"
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        "div(r,add(R_F,div(0.07013714880177574,r)))",
        "div(0.9999990177269865,add(mul(-0.34784155247475734,r),add(0.4027569187693318,R_F)))",
        "div(mul(add(R_F,add(R_F,add(-0.7144476414795117,r))),sub(R_F,1.2858840255415689)),R_F)",
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        "div(0.9999990177269865,add(mul(-0.34784155247475734,r),add(0.4027569187693318,R_F)))",
        "div(mul(add(R_F,add(R_F,add(-0.7144476414795117,r))),sub(R_F,1.2858840255415689)),R_F)",
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        "div(r,add(R_F,div(0.07013714880177574,r)))",
        "div(0.9999990177269865,add(mul(-0.34784155247475734,r),add(0.4027569187693318,R_F)))",
        "div(mul(add(R_F,add(R_F,add(-0.7144476414795117,r))),sub(R_F,1.2858840255415689)),R_F)",
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        "div(r,add(R_F,div(0.07013714880177574,r)))",
        "div(0.9999990177269865,add(mul(-0.34784155247475734,r),add(0.4027569187693318,R_F)))",
        "div(mul(add(R_F,add(R_F,add(-0.7144476414795117,r))),sub(R_F,1.2858840255415689)),R_F)",
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        "div(0.9999990177269865,add(mul(-0.34784155247475734,r),add(0.4027569187693318,R_F)))",
        "div(mul(add(R_F,add(R_F,add(-0.7144476414795117,r))),sub(R_F,1.2858840255415689)),R_F)",
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        "div(r,add(R_F,div(0.07013714880177574,r)))",
        "div(0.9999990177269865,add(mul(-0.34784155247475734,r),add(0.4027569187693318,R_F)))",
        "div(mul(add(R_F,add(R_F,add(-0.7144476414795117,r))),sub(R_F,1.2858840255415689)),R_F)",
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        "div(r,add(R_F,div(0.07013714880177574,r)))",
        "div(0.9999990177269865,add(mul(-0.34784155247475734,r),add(0.4027569187693318,R_F)))",
        "div(mul(add(R_F,add(R_F,add(-0.7144476414795117,r))),sub(R_F,1.2858840255415689)),R_F)",
        "add(-2.0507064934844386,div(add(div(3.0343253388732703,sub(div(1.6675956231000224,sub(r,3.436653895041432)),R_F)),4.87546789863222),R_F))"
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        "div(r,add(R_F,div(0.07013714880177574,r)))",
        "div(0.9999990177269865,add(mul(-0.34784155247475734,r),add(0.4027569187693318,R_F)))",
        "div(mul(add(R_F,add(R_F,add(-0.7144476414795117,r))),sub(R_F,1.2858840255415689)),R_F)",
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        "div(r,add(R_F,div(0.07013714880177574,r)))",
        "div(0.9999990177269865,add(mul(-0.34784155247475734,r),add(0.4027569187693318,R_F)))",
        "div(mul(add(R_F,add(R_F,add(-0.7144476414795117,r))),sub(R_F,1.2858840255415689)),R_F)",
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        "div(r,add(R_F,div(0.07013714880177574,r)))",
        "div(0.9999990177269865,add(mul(-0.34784155247475734,r),add(0.4027569187693318,R_F)))",
        "div(mul(add(R_F,add(R_F,add(-0.7144476414795117,r))),sub(R_F,1.2858840255415689)),R_F)",
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        "div(r,add(R_F,div(0.07013714880177574,r)))",
        "div(0.9999990177269865,add(mul(-0.34784155247475734,r),add(0.4027569187693318,R_F)))",
        "div(mul(add(R_F,add(R_F,add(-0.7144476414795117,r))),sub(R_F,1.2858840255415689)),R_F)",
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        "div(r,add(R_F,div(0.07013714880177574,r)))",
        "div(0.9999990177269865,add(mul(-0.34784155247475734,r),add(0.4027569187693318,R_F)))",
        "div(mul(add(R_F,add(R_F,add(-0.7144476414795117,r))),sub(R_F,1.2858840255415689)),R_F)",
        "add(-2.0507064934844386,div(add(div(3.0343253388732703,sub(div(1.6675956231000224,sub(r,3.436653895041432)),R_F)),4.87546789863222),R_F))"
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        "div(r,add(R_F,div(0.07013714880177574,r)))",
        "div(0.9999990177269865,add(mul(-0.34784155247475734,r),add(0.4027569187693318,R_F)))",
        "div(mul(add(R_F,add(R_F,add(-0.7144476414795117,r))),sub(R_F,1.2858840255415689)),R_F)",
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        "div(0.9999990177269865,add(mul(-0.34784155247475734,r),add(0.4027569187693318,R_F)))",
        "div(mul(add(R_F,add(R_F,add(-0.7144476414795117,r))),sub(R_F,1.2858840255415689)),R_F)",
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        "div(0.9999990177269865,add(mul(-0.34784155247475734,r),add(0.4027569187693318,R_F)))",
        "div(mul(add(R_F,add(R_F,add(-0.7144476414795117,r))),sub(R_F,1.2858840255415689)),R_F)",
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        "div(0.9999990177269865,add(mul(-0.34784155247475734,r),add(0.4027569187693318,R_F)))",
        "div(mul(add(R_F,add(R_F,add(-0.7144476414795117,r))),sub(R_F,1.2858840255415689)),R_F)",
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        "div(0.9999990177269865,add(mul(-0.34784155247475734,r),add(0.4027569187693318,R_F)))",
        "div(mul(add(R_F,add(R_F,add(-0.7144476414795117,r))),sub(R_F,1.2858840255415689)),R_F)",
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        "div(0.9999990177269865,add(mul(-0.34784155247475734,r),add(0.4027569187693318,R_F)))",
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        "div(mul(add(R_F,add(R_F,add(-0.7144476414795117,r))),sub(R_F,1.2858840255415689)),R_F)",
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        "div(mul(add(R_F,add(R_F,add(-0.7144476414795117,r))),sub(R_F,1.2858840255415689)),R_F)",
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        "div(mul(add(R_F,add(R_F,add(-0.7144476414795117,r))),sub(R_F,1.2858840255415689)),R_F)",
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        "div(mul(add(R_F,add(R_F,add(-0.7144476414795117,r))),sub(R_F,1.2858840255415689)),R_F)",
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        "div(mul(add(R_F,add(R_F,add(-0.7144476414795117,r))),sub(R_F,1.2858840255415689)),R_F)",
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        "div(mul(add(R_F,add(R_F,add(-0.7144476414795117,r))),sub(R_F,1.2858840255415689)),R_F)",
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        "div(r,add(R_F,div(0.07013714880177574,r)))",
        "div(0.9999990177269865,add(mul(-0.34784155247475734,r),add(0.4027569187693318,R_F)))",
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        "div(mul(add(R_F,add(R_F,add(-0.7144476414795117,r))),sub(R_F,1.2858840255415689)),R_F)",
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        "div(r,add(R_F,div(0.07013714880177574,r)))",
        "div(0.9999990177269865,add(mul(-0.34784155247475734,r),add(0.4027569187693318,R_F)))",
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        "div(mul(add(R_F,add(R_F,add(-0.7144476414795117,r))),sub(R_F,1.2858840255415689)),R_F)",
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        "div(r,add(R_F,div(0.07013714880177574,r)))",
        "div(0.9999990177269865,add(mul(-0.34784155247475734,r),add(0.4027569187693318,R_F)))",
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        "div(mul(add(R_F,add(R_F,add(-0.7144476414795117,r))),sub(R_F,1.2858840255415689)),R_F)",
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        "div(0.9999990177269865,add(mul(-0.34784155247475734,r),add(0.4027569187693318,R_F)))",
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        "div(mul(add(R_F,add(R_F,add(-0.7144476414795117,r))),sub(R_F,1.2858840255415689)),R_F)",
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        "div(0.9999990177269865,add(mul(-0.34784155247475734,r),add(0.4027569187693318,R_F)))",
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        "div(mul(add(R_F,add(R_F,add(-0.7144476414795117,r))),sub(R_F,1.2858840255415689)),R_F)",
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        "div(r,add(R_F,div(0.07013714880177574,r)))",
        "div(0.9999990177269865,add(mul(-0.34784155247475734,r),add(0.4027569187693318,R_F)))",
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        "div(mul(add(R_F,add(R_F,add(-0.7144476414795117,r))),sub(R_F,1.2858840255415689)),R_F)",
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        "div(r,add(R_F,div(0.07013714880177574,r)))",
        "div(0.9999990177269865,add(mul(-0.34784155247475734,r),add(0.4027569187693318,R_F)))",
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        "div(mul(add(R_F,add(R_F,add(-0.7144476414795117,r))),sub(R_F,1.2858840255415689)),R_F)",
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        "div(r,add(R_F,div(0.07013714880177574,r)))",
        "div(0.9999990177269865,add(mul(-0.34784155247475734,r),add(0.4027569187693318,R_F)))",
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        "div(mul(add(R_F,add(R_F,add(-0.7144476414795117,r))),sub(R_F,1.2858840255415689)),R_F)",
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        "div(r,add(R_F,div(0.07013714880177574,r)))",
        "div(0.9999990177269865,add(mul(-0.34784155247475734,r),add(0.4027569187693318,R_F)))",
        "div(16.770111141805593,sub(0.37159693106506575,div(add(R_F,-2.927067185742721),add(-9.020908859006783,r))))",
        "div(mul(add(R_F,add(R_F,add(-0.7144476414795117,r))),sub(R_F,1.2858840255415689)),R_F)",
        "add(-2.0507064934844386,div(add(div(3.0343253388732703,sub(div(1.6675956231000224,sub(r,3.436653895041432)),R_F)),4.87546789863222),R_F))"
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        "div(r,add(R_F,div(0.07013714880177574,r)))",
        "div(0.9999990177269865,add(mul(-0.34784155247475734,r),add(0.4027569187693318,R_F)))",
        "div(16.770111141805593,sub(0.37159693106506575,div(add(R_F,-2.927067185742721),add(-9.020908859006783,r))))",
        "div(mul(add(R_F,add(R_F,add(-0.7144476414795117,r))),sub(R_F,1.2858840255415689)),R_F)",
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        "div(r,add(R_F,div(0.07013714880177574,r)))",
        "div(0.9999990177269865,add(mul(-0.34784155247475734,r),add(0.4027569187693318,R_F)))",
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        "div(mul(add(R_F,add(R_F,add(-0.7144476414795117,r))),sub(R_F,1.2858840255415689)),R_F)",
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        "div(r,add(R_F,div(0.07013714880177574,r)))",
        "div(0.9999990177269865,add(mul(-0.34784155247475734,r),add(0.4027569187693318,R_F)))",
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        "div(mul(add(R_F,add(R_F,add(-0.7144476414795117,r))),sub(R_F,1.2858840255415689)),R_F)",
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        "div(r,add(R_F,div(0.07013714880177574,r)))",
        "div(0.9999990177269865,add(mul(-0.34784155247475734,r),add(0.4027569187693318,R_F)))",
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        "div(mul(add(R_F,add(R_F,add(-0.7144476414795117,r))),sub(R_F,1.2858840255415689)),R_F)",
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        "div(r,add(R_F,div(0.07013714880177574,r)))",
        "div(0.9999990177269865,add(mul(-0.34784155247475734,r),add(0.4027569187693318,R_F)))",
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        "div(mul(add(R_F,add(R_F,add(-0.7144476414795117,r))),sub(R_F,1.2858840255415689)),R_F)",
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        "div(r,add(R_F,div(0.07013714880177574,r)))",
        "div(0.9999990177269865,add(mul(-0.34784155247475734,r),add(0.4027569187693318,R_F)))",
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        "div(mul(add(R_F,add(R_F,add(-0.7144476414795117,r))),sub(R_F,1.2858840255415689)),R_F)",
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        "div(r,add(R_F,div(0.07013714880177574,r)))",
        "div(0.9999990177269865,add(mul(-0.34784155247475734,r),add(0.4027569187693318,R_F)))",
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        "div(mul(add(R_F,add(R_F,add(-0.7144476414795117,r))),sub(R_F,1.2858840255415689)),R_F)",
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        "div(0.9999990177269865,add(mul(-0.34784155247475734,r),add(0.4027569187693318,R_F)))",
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        "div(mul(add(R_F,add(R_F,add(-0.7144476414795117,r))),sub(R_F,1.2858840255415689)),R_F)",
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        "div(0.9999990177269865,add(mul(-0.34784155247475734,r),add(0.4027569187693318,R_F)))",
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        "div(r,add(R_F,div(0.07013714880177574,r)))",
        "div(0.9999990177269865,add(mul(-0.34784155247475734,r),add(0.4027569187693318,R_F)))",
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        "div(r,add(R_F,div(0.07013714880177574,r)))",
        "div(0.9999990177269865,add(mul(-0.34784155247475734,r),add(0.4027569187693318,R_F)))",
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        "div(r,add(R_F,0.07366451495749739))",
        "div(r,add(R_F,div(0.07013714880177574,r)))",
        "div(0.9999990177269865,add(mul(-0.34784155247475734,r),add(0.4027569187693318,R_F)))",
        "div(16.770111141805593,sub(0.37159693106506575,div(add(R_F,-2.927067185742721),add(-9.020908859006783,r))))",
        "add(div(3.1271200204062013,add(R_F,0.12173153598065871)),div(add(r,-0.8643682654347331),add(R_F,-0.03581273108381883)))",
        "add(-2.0507064934844386,div(add(div(3.0343253388732703,sub(div(1.6675956231000224,sub(r,3.436653895041432)),R_F)),4.87546789863222),R_F))"
      ],
      [
        "div(r,R_F)",
        "div(r,add(R_F,0.07366451495749739))",
        "div(r,add(R_F,div(0.07013714880177574,r)))",
        "div(0.9999990177269865,add(mul(-0.34784155247475734,r),add(0.4027569187693318,R_F)))",
        "div(16.770111141805593,sub(0.37159693106506575,div(add(R_F,-2.927067185742721),add(-9.020908859006783,r))))",
        "add(div(3.1271200204062013,add(R_F,0.12173153598065871)),div(add(r,-0.8643682654347331),add(R_F,-0.03581273108381883)))",
        "add(-2.0507064934844386,div(add(div(3.0343253388732703,sub(div(1.6675956231000224,sub(r,3.436653895041432)),R_F)),4.87546789863222),R_F))"
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