Syntax changes to get Jupyter notebook working on Julia 1.7

6 files changed, 354 insertions, 13873 deletions

diff --git a/Project.toml b/Project.toml
index d2dc955..188d868 100644
--- a/Project.toml
+++ b/Project.toml
@@ -4,6 +4,7 @@ authors = ["Ken Kellner <ken@kenkellner.com>"]
 version = "0.1.0"
 
 [deps]
+CategoricalArrays = "324d7699-5711-5eae-9e2f-1d82baa6b597"
 Combinatorics = "861a8166-3701-5b0c-9a16-15d98fcdc6aa"
 DataFrames = "a93c6f00-e57d-5684-b7b6-d8193f3e46c0"
 Distributions = "31c24e10-a181-5473-b8eb-7969acd0382f"
diff --git a/examples/occupancy.ipynb b/examples/occupancy.ipynb
index 1ba196e..4ccdb68 100644
--- a/examples/occupancy.ipynb
+++ b/examples/occupancy.ipynb
@@ -17,7 +17,292 @@
    "metadata": {
     "scrolled": true
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "┌ Info: Precompiling Unmarked [d24412d6-d11b-11e9-3460-93a4449a3529]\n",
+      "└ @ Base loading.jl:1423\n",
+      "WARNING: Method definition Type##kw(Any, Type{Base.MPFR.BigFloat}, Base.Irrational{:inv2π}) in module StatsFuns at irrationals.jl:182 overwritten in module IrrationalConstants on the same line (check for duplicate calls to `include`).\n",
+      "  ** incremental compilation may be fatally broken for this module **\n",
+      "\n",
+      "WARNING: Method definition Type##kw(Any, Type{Base.MPFR.BigFloat}, Base.Irrational{:fourπ}) in module StatsFuns at irrationals.jl:182 overwritten in module IrrationalConstants on the same line (check for duplicate calls to `include`).\n",
+      "  ** incremental compilation may be fatally broken for this module **\n",
+      "\n",
+      "WARNING: Method definition Type##kw(Any, Type{Base.MPFR.BigFloat}, Base.Irrational{:sqrtπ}) in module StatsFuns at irrationals.jl:182 overwritten in module IrrationalConstants on the same line (check for duplicate calls to `include`).\n",
+      "  ** incremental compilation may be fatally broken for this module **\n",
+      "\n",
+      "WARNING: Method definition Type##kw(Any, Type{Base.MPFR.BigFloat}, Base.Irrational{:twoπ}) in module StatsFuns at irrationals.jl:182 overwritten in module IrrationalConstants on the same line (check for duplicate calls to `include`).\n",
+      "  ** incremental compilation may be fatally broken for this module **\n",
+      "\n",
+      "WARNING: Method definition Type##kw(Any, Type{Base.MPFR.BigFloat}, Base.Irrational{:invπ}) in module StatsFuns at irrationals.jl:182 overwritten in module IrrationalConstants on the same line (check for duplicate calls to `include`).\n",
+      "  ** incremental compilation may be fatally broken for this module **\n",
+      "\n",
+      "WARNING: Method definition Type##kw(Any, Type{Base.MPFR.BigFloat}, Base.Irrational{:invsqrt2}) in module StatsFuns at irrationals.jl:182 overwritten in module IrrationalConstants on the same line (check for duplicate calls to `include`).\n",
+      "  ** incremental compilation may be fatally broken for this module **\n",
+      "\n",
+      "WARNING: Method definition Type##kw(Any, Type{Base.MPFR.BigFloat}, Base.Irrational{:log2π}) in module StatsFuns at irrationals.jl:182 overwritten in module IrrationalConstants on the same line (check for duplicate calls to `include`).\n",
+      "  ** incremental compilation may be fatally broken for this module **\n",
+      "\n",
+      "WARNING: Method definition Type##kw(Any, Type{Base.MPFR.BigFloat}, Base.Irrational{:twoinvπ}) in module StatsFuns at irrationals.jl:182 overwritten in module IrrationalConstants on the same line (check for duplicate calls to `include`).\n",
+      "  ** incremental compilation may be fatally broken for this module **\n",
+      "\n",
+      "WARNING: Method definition Type##kw(Any, Type{Base.MPFR.BigFloat}, Base.Irrational{:logtwo}) in module StatsFuns at irrationals.jl:182 overwritten in module IrrationalConstants at irrationals.jl:175.\n",
+      "  ** incremental compilation may be fatally broken for this module **\n",
+      "\n",
+      "WARNING: Method definition Type##kw(Any, Type{Base.MPFR.BigFloat}, Base.Irrational{:sqrt3}) in module StatsFuns at irrationals.jl:182 overwritten in module IrrationalConstants on the same line (check for duplicate calls to `include`).\n",
+      "  ** incremental compilation may be fatally broken for this module **\n",
+      "\n",
+      "WARNING: Method definition Type##kw(Any, Type{Base.MPFR.BigFloat}, Base.Irrational{:logπ}) in module StatsFuns at irrationals.jl:182 overwritten in module IrrationalConstants on the same line (check for duplicate calls to `include`).\n",
+      "  ** incremental compilation may be fatally broken for this module **\n",
+      "\n",
+      "WARNING: Method definition Type##kw(Any, Type{Base.MPFR.BigFloat}, Base.Irrational{:halfπ}) in module StatsFuns at irrationals.jl:182 overwritten in module IrrationalConstants on the same line (check for duplicate calls to `include`).\n",
+      "  ** incremental compilation may be fatally broken for this module **\n",
+      "\n",
+      "WARNING: Method definition Type##kw(Any, Type{Base.MPFR.BigFloat}, Base.Irrational{:inv4π}) in module StatsFuns at irrationals.jl:182 overwritten in module IrrationalConstants on the same line (check for duplicate calls to `include`).\n",
+      "  ** incremental compilation may be fatally broken for this module **\n",
+      "\n",
+      "WARNING: Method definition Type##kw(Any, Type{Base.MPFR.BigFloat}, Base.Irrational{:sqrt2}) in module StatsFuns at irrationals.jl:182 overwritten in module IrrationalConstants on the same line (check for duplicate calls to `include`).\n",
+      "  ** incremental compilation may be fatally broken for this module **\n",
+      "\n",
+      "WARNING: Method definition Type##kw(Any, Type{Base.MPFR.BigFloat}, Base.Irrational{:sqrt2π}) in module StatsFuns at irrationals.jl:182 overwritten in module IrrationalConstants on the same line (check for duplicate calls to `include`).\n",
+      "  ** incremental compilation may be fatally broken for this module **\n",
+      "\n",
+      "WARNING: Method definition Type##kw(Any, Type{Base.MPFR.BigFloat}, Base.Irrational{:sqrthalfπ}) in module StatsFuns at irrationals.jl:182 overwritten in module IrrationalConstants on the same line (check for duplicate calls to `include`).\n",
+      "  ** incremental compilation may be fatally broken for this module **\n",
+      "\n",
+      "WARNING: Method definition Type##kw(Any, Type{Base.MPFR.BigFloat}, Base.Irrational{:loghalf}) in module StatsFuns at irrationals.jl:182 overwritten in module IrrationalConstants on the same line (check for duplicate calls to `include`).\n",
+      "  ** incremental compilation may be fatally broken for this module **\n",
+      "\n",
+      "WARNING: Method definition Type##kw(Any, Type{Base.MPFR.BigFloat}, Base.Irrational{:quartπ}) in module StatsFuns at irrationals.jl:182 overwritten in module IrrationalConstants on the same line (check for duplicate calls to `include`).\n",
+      "  ** incremental compilation may be fatally broken for this module **\n",
+      "\n",
+      "WARNING: Method definition Type##kw(Any, Type{Base.MPFR.BigFloat}, Base.Irrational{:invsqrt2π}) in module StatsFuns at irrationals.jl:182 overwritten in module IrrationalConstants on the same line (check for duplicate calls to `include`).\n",
+      "  ** incremental compilation may be fatally broken for this module **\n",
+      "\n",
+      "WARNING: Method definition Type##kw(Any, Type{Base.MPFR.BigFloat}, Base.Irrational{:fourinvπ}) in module StatsFuns at irrationals.jl:182 overwritten in module IrrationalConstants on the same line (check for duplicate calls to `include`).\n",
+      "  ** incremental compilation may be fatally broken for this module **\n",
+      "\n",
+      "WARNING: Method definition Type##kw(Any, Type{Base.MPFR.BigFloat}, Base.Irrational{:sqrt4π}) in module StatsFuns at irrationals.jl:182 overwritten in module IrrationalConstants on the same line (check for duplicate calls to `include`).\n",
+      "  ** incremental compilation may be fatally broken for this module **\n",
+      "\n",
+      "WARNING: Method definition Type##kw(Any, Type{Base.MPFR.BigFloat}, Base.Irrational{:log4π}) in module StatsFuns at irrationals.jl:182 overwritten in module IrrationalConstants on the same line (check for duplicate calls to `include`).\n",
+      "  ** incremental compilation may be fatally broken for this module **\n",
+      "\n",
+      "WARNING: Method definition (::Type{Float64})(Base.Irrational{:inv2π}) in module StatsFuns at irrationals.jl:191 overwritten in module IrrationalConstants on the same line (check for duplicate calls to `include`).\n",
+      "  ** incremental compilation may be fatally broken for this module **\n",
+      "\n",
+      "WARNING: Method definition (::Type{Float64})(Base.Irrational{:sqrtπ}) in module StatsFuns at irrationals.jl:191 overwritten in module IrrationalConstants on the same line (check for duplicate calls to `include`).\n",
+      "  ** incremental compilation may be fatally broken for this module **\n",
+      "\n",
+      "WARNING: Method definition (::Type{Float64})(Base.Irrational{:twoπ}) in module StatsFuns at irrationals.jl:191 overwritten in module IrrationalConstants on the same line (check for duplicate calls to `include`).\n",
+      "  ** incremental compilation may be fatally broken for this module **\n",
+      "\n",
+      "WARNING: Method definition (::Type{Float64})(Base.Irrational{:invsqrt2}) in module StatsFuns at irrationals.jl:191 overwritten in module IrrationalConstants on the same line (check for duplicate calls to `include`).\n",
+      "  ** incremental compilation may be fatally broken for this module **\n",
+      "\n",
+      "WARNING: Method definition (::Type{Float64})(Base.Irrational{:sqrt2π}) in module StatsFuns at irrationals.jl:191 overwritten in module IrrationalConstants on the same line (check for duplicate calls to `include`).\n",
+      "  ** incremental compilation may be fatally broken for this module **\n",
+      "\n",
+      "WARNING: Method definition (::Type{Float64})(Base.Irrational{:sqrthalfπ}) in module StatsFuns at irrationals.jl:191 overwritten in module IrrationalConstants on the same line (check for duplicate calls to `include`).\n",
+      "  ** incremental compilation may be fatally broken for this module **\n",
+      "\n",
+      "WARNING: Method definition (::Type{Float64})(Base.Irrational{:fourπ}) in module StatsFuns at irrationals.jl:191 overwritten in module IrrationalConstants on the same line (check for duplicate calls to `include`).\n",
+      "  ** incremental compilation may be fatally broken for this module **\n",
+      "\n",
+      "WARNING: Method definition (::Type{Float64})(Base.Irrational{:invπ}) in module StatsFuns at irrationals.jl:191 overwritten in module IrrationalConstants on the same line (check for duplicate calls to `include`).\n",
+      "  ** incremental compilation may be fatally broken for this module **\n",
+      "\n",
+      "WARNING: Method definition (::Type{Float64})(Base.Irrational{:log2π}) in module StatsFuns at irrationals.jl:191 overwritten in module IrrationalConstants on the same line (check for duplicate calls to `include`).\n",
+      "  ** incremental compilation may be fatally broken for this module **\n",
+      "\n",
+      "WARNING: Method definition (::Type{Float64})(Base.Irrational{:twoinvπ}) in module StatsFuns at irrationals.jl:191 overwritten in module IrrationalConstants on the same line (check for duplicate calls to `include`).\n",
+      "  ** incremental compilation may be fatally broken for this module **\n",
+      "\n",
+      "WARNING: Method definition (::Type{Float64})(Base.Irrational{:logtwo}) in module StatsFuns at irrationals.jl:191 overwritten in module IrrationalConstants on the same line (check for duplicate calls to `include`).\n",
+      "  ** incremental compilation may be fatally broken for this module **\n",
+      "\n",
+      "WARNING: Method definition (::Type{Float64})(Base.Irrational{:sqrt3}) in module StatsFuns at irrationals.jl:191 overwritten in module IrrationalConstants on the same line (check for duplicate calls to `include`).\n",
+      "  ** incremental compilation may be fatally broken for this module **\n",
+      "\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "WARNING: Method definition (::Type{Float64})(Base.Irrational{:logπ}) in module StatsFuns at irrationals.jl:191 overwritten in module IrrationalConstants on the same line (check for duplicate calls to `include`).\n",
+      "  ** incremental compilation may be fatally broken for this module **\n",
+      "\n",
+      "WARNING: Method definition (::Type{Float64})(Base.Irrational{:halfπ}) in module StatsFuns at irrationals.jl:191 overwritten in module IrrationalConstants on the same line (check for duplicate calls to `include`).\n",
+      "  ** incremental compilation may be fatally broken for this module **\n",
+      "\n",
+      "WARNING: Method definition (::Type{Float64})(Base.Irrational{:inv4π}) in module StatsFuns at irrationals.jl:191 overwritten in module IrrationalConstants on the same line (check for duplicate calls to `include`).\n",
+      "  ** incremental compilation may be fatally broken for this module **\n",
+      "\n",
+      "WARNING: Method definition (::Type{Float64})(Base.Irrational{:sqrt2}) in module StatsFuns at irrationals.jl:191 overwritten in module IrrationalConstants on the same line (check for duplicate calls to `include`).\n",
+      "  ** incremental compilation may be fatally broken for this module **\n",
+      "\n",
+      "WARNING: Method definition (::Type{Float64})(Base.Irrational{:loghalf}) in module StatsFuns at irrationals.jl:191 overwritten in module IrrationalConstants on the same line (check for duplicate calls to `include`).\n",
+      "  ** incremental compilation may be fatally broken for this module **\n",
+      "\n",
+      "WARNING: Method definition (::Type{Float64})(Base.Irrational{:log4π}) in module StatsFuns at irrationals.jl:191 overwritten in module IrrationalConstants on the same line (check for duplicate calls to `include`).\n",
+      "  ** incremental compilation may be fatally broken for this module **\n",
+      "\n",
+      "WARNING: Method definition (::Type{Float64})(Base.Irrational{:quartπ}) in module StatsFuns at irrationals.jl:191 overwritten in module IrrationalConstants on the same line (check for duplicate calls to `include`).\n",
+      "  ** incremental compilation may be fatally broken for this module **\n",
+      "\n",
+      "WARNING: Method definition (::Type{Float64})(Base.Irrational{:invsqrt2π}) in module StatsFuns at irrationals.jl:191 overwritten in module IrrationalConstants on the same line (check for duplicate calls to `include`).\n",
+      "  ** incremental compilation may be fatally broken for this module **\n",
+      "\n",
+      "WARNING: Method definition (::Type{Float64})(Base.Irrational{:fourinvπ}) in module StatsFuns at irrationals.jl:191 overwritten in module IrrationalConstants on the same line (check for duplicate calls to `include`).\n",
+      "  ** incremental compilation may be fatally broken for this module **\n",
+      "\n",
+      "WARNING: Method definition (::Type{Float64})(Base.Irrational{:sqrt4π}) in module StatsFuns at irrationals.jl:191 overwritten in module IrrationalConstants on the same line (check for duplicate calls to `include`).\n",
+      "  ** incremental compilation may be fatally broken for this module **\n",
+      "\n",
+      "WARNING: Method definition (::Type{Base.MPFR.BigFloat})(Base.Irrational{:inv2π}) in module StatsFuns at irrationals.jl:182 overwritten in module IrrationalConstants on the same line (check for duplicate calls to `include`).\n",
+      "  ** incremental compilation may be fatally broken for this module **\n",
+      "\n",
+      "WARNING: Method definition (::Type{Base.MPFR.BigFloat})(Base.Irrational{:fourπ}) in module StatsFuns at irrationals.jl:182 overwritten in module IrrationalConstants on the same line (check for duplicate calls to `include`).\n",
+      "  ** incremental compilation may be fatally broken for this module **\n",
+      "\n",
+      "WARNING: Method definition (::Type{Base.MPFR.BigFloat})(Base.Irrational{:sqrtπ}) in module StatsFuns at irrationals.jl:182 overwritten in module IrrationalConstants on the same line (check for duplicate calls to `include`).\n",
+      "  ** incremental compilation may be fatally broken for this module **\n",
+      "\n",
+      "WARNING: Method definition (::Type{Base.MPFR.BigFloat})(Base.Irrational{:twoπ}) in module StatsFuns at irrationals.jl:182 overwritten in module IrrationalConstants on the same line (check for duplicate calls to `include`).\n",
+      "  ** incremental compilation may be fatally broken for this module **\n",
+      "\n",
+      "WARNING: Method definition (::Type{Base.MPFR.BigFloat})(Base.Irrational{:invπ}) in module StatsFuns at irrationals.jl:182 overwritten in module IrrationalConstants on the same line (check for duplicate calls to `include`).\n",
+      "  ** incremental compilation may be fatally broken for this module **\n",
+      "\n",
+      "WARNING: Method definition (::Type{Base.MPFR.BigFloat})(Base.Irrational{:invsqrt2}) in module StatsFuns at irrationals.jl:182 overwritten in module IrrationalConstants on the same line (check for duplicate calls to `include`).\n",
+      "  ** incremental compilation may be fatally broken for this module **\n",
+      "\n",
+      "WARNING: Method definition (::Type{Base.MPFR.BigFloat})(Base.Irrational{:log2π}) in module StatsFuns at irrationals.jl:182 overwritten in module IrrationalConstants on the same line (check for duplicate calls to `include`).\n",
+      "  ** incremental compilation may be fatally broken for this module **\n",
+      "\n",
+      "WARNING: Method definition (::Type{Base.MPFR.BigFloat})(Base.Irrational{:twoinvπ}) in module StatsFuns at irrationals.jl:182 overwritten in module IrrationalConstants on the same line (check for duplicate calls to `include`).\n",
+      "  ** incremental compilation may be fatally broken for this module **\n",
+      "\n",
+      "WARNING: Method definition (::Type{Base.MPFR.BigFloat})(Base.Irrational{:logtwo}) in module StatsFuns at irrationals.jl:182 overwritten in module IrrationalConstants at irrationals.jl:175.\n",
+      "  ** incremental compilation may be fatally broken for this module **\n",
+      "\n",
+      "WARNING: Method definition (::Type{Base.MPFR.BigFloat})(Base.Irrational{:sqrt3}) in module StatsFuns at irrationals.jl:182 overwritten in module IrrationalConstants on the same line (check for duplicate calls to `include`).\n",
+      "  ** incremental compilation may be fatally broken for this module **\n",
+      "\n",
+      "WARNING: Method definition (::Type{Base.MPFR.BigFloat})(Base.Irrational{:logπ}) in module StatsFuns at irrationals.jl:182 overwritten in module IrrationalConstants on the same line (check for duplicate calls to `include`).\n",
+      "  ** incremental compilation may be fatally broken for this module **\n",
+      "\n",
+      "WARNING: Method definition (::Type{Base.MPFR.BigFloat})(Base.Irrational{:halfπ}) in module StatsFuns at irrationals.jl:182 overwritten in module IrrationalConstants on the same line (check for duplicate calls to `include`).\n",
+      "  ** incremental compilation may be fatally broken for this module **\n",
+      "\n",
+      "WARNING: Method definition (::Type{Base.MPFR.BigFloat})(Base.Irrational{:inv4π}) in module StatsFuns at irrationals.jl:182 overwritten in module IrrationalConstants on the same line (check for duplicate calls to `include`).\n",
+      "  ** incremental compilation may be fatally broken for this module **\n",
+      "\n",
+      "WARNING: Method definition (::Type{Base.MPFR.BigFloat})(Base.Irrational{:sqrt2}) in module StatsFuns at irrationals.jl:182 overwritten in module IrrationalConstants on the same line (check for duplicate calls to `include`).\n",
+      "  ** incremental compilation may be fatally broken for this module **\n",
+      "\n",
+      "WARNING: Method definition (::Type{Base.MPFR.BigFloat})(Base.Irrational{:sqrt2π}) in module StatsFuns at irrationals.jl:182 overwritten in module IrrationalConstants on the same line (check for duplicate calls to `include`).\n",
+      "  ** incremental compilation may be fatally broken for this module **\n",
+      "\n",
+      "WARNING: Method definition (::Type{Base.MPFR.BigFloat})(Base.Irrational{:sqrthalfπ}) in module StatsFuns at irrationals.jl:182 overwritten in module IrrationalConstants on the same line (check for duplicate calls to `include`).\n",
+      "  ** incremental compilation may be fatally broken for this module **\n",
+      "\n",
+      "WARNING: Method definition (::Type{Base.MPFR.BigFloat})(Base.Irrational{:loghalf}) in module StatsFuns at irrationals.jl:182 overwritten in module IrrationalConstants on the same line (check for duplicate calls to `include`).\n",
+      "  ** incremental compilation may be fatally broken for this module **\n",
+      "\n",
+      "WARNING: Method definition (::Type{Base.MPFR.BigFloat})(Base.Irrational{:quartπ}) in module StatsFuns at irrationals.jl:182 overwritten in module IrrationalConstants on the same line (check for duplicate calls to `include`).\n",
+      "  ** incremental compilation may be fatally broken for this module **\n",
+      "\n",
+      "WARNING: Method definition (::Type{Base.MPFR.BigFloat})(Base.Irrational{:invsqrt2π}) in module StatsFuns at irrationals.jl:182 overwritten in module IrrationalConstants on the same line (check for duplicate calls to `include`).\n",
+      "  ** incremental compilation may be fatally broken for this module **\n",
+      "\n",
+      "WARNING: Method definition (::Type{Base.MPFR.BigFloat})(Base.Irrational{:fourinvπ}) in module StatsFuns at irrationals.jl:182 overwritten in module IrrationalConstants on the same line (check for duplicate calls to `include`).\n",
+      "  ** incremental compilation may be fatally broken for this module **\n",
+      "\n",
+      "WARNING: Method definition (::Type{Base.MPFR.BigFloat})(Base.Irrational{:sqrt4π}) in module StatsFuns at irrationals.jl:182 overwritten in module IrrationalConstants on the same line (check for duplicate calls to `include`).\n",
+      "  ** incremental compilation may be fatally broken for this module **\n",
+      "\n",
+      "WARNING: Method definition (::Type{Base.MPFR.BigFloat})(Base.Irrational{:log4π}) in module StatsFuns at irrationals.jl:182 overwritten in module IrrationalConstants on the same line (check for duplicate calls to `include`).\n",
+      "  ** incremental compilation may be fatally broken for this module **\n",
+      "\n",
+      "WARNING: Method definition (::Type{Float32})(Base.Irrational{:inv2π}) in module StatsFuns at irrationals.jl:192 overwritten in module IrrationalConstants on the same line (check for duplicate calls to `include`).\n",
+      "  ** incremental compilation may be fatally broken for this module **\n",
+      "\n",
+      "WARNING: Method definition (::Type{Float32})(Base.Irrational{:sqrtπ}) in module StatsFuns at irrationals.jl:192 overwritten in module IrrationalConstants on the same line (check for duplicate calls to `include`).\n",
+      "  ** incremental compilation may be fatally broken for this module **\n",
+      "\n",
+      "WARNING: Method definition (::Type{Float32})(Base.Irrational{:twoπ}) in module StatsFuns at irrationals.jl:192 overwritten in module IrrationalConstants on the same line (check for duplicate calls to `include`).\n",
+      "  ** incremental compilation may be fatally broken for this module **\n",
+      "\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "WARNING: Method definition (::Type{Float32})(Base.Irrational{:invsqrt2}) in module StatsFuns at irrationals.jl:192 overwritten in module IrrationalConstants on the same line (check for duplicate calls to `include`).\n",
+      "  ** incremental compilation may be fatally broken for this module **\n",
+      "\n",
+      "WARNING: Method definition (::Type{Float32})(Base.Irrational{:sqrt2π}) in module StatsFuns at irrationals.jl:192 overwritten in module IrrationalConstants on the same line (check for duplicate calls to `include`).\n",
+      "  ** incremental compilation may be fatally broken for this module **\n",
+      "\n",
+      "WARNING: Method definition (::Type{Float32})(Base.Irrational{:sqrthalfπ}) in module StatsFuns at irrationals.jl:192 overwritten in module IrrationalConstants on the same line (check for duplicate calls to `include`).\n",
+      "  ** incremental compilation may be fatally broken for this module **\n",
+      "\n",
+      "WARNING: Method definition (::Type{Float32})(Base.Irrational{:fourπ}) in module StatsFuns at irrationals.jl:192 overwritten in module IrrationalConstants on the same line (check for duplicate calls to `include`).\n",
+      "  ** incremental compilation may be fatally broken for this module **\n",
+      "\n",
+      "WARNING: Method definition (::Type{Float32})(Base.Irrational{:invπ}) in module StatsFuns at irrationals.jl:192 overwritten in module IrrationalConstants on the same line (check for duplicate calls to `include`).\n",
+      "  ** incremental compilation may be fatally broken for this module **\n",
+      "\n",
+      "WARNING: Method definition (::Type{Float32})(Base.Irrational{:log2π}) in module StatsFuns at irrationals.jl:192 overwritten in module IrrationalConstants on the same line (check for duplicate calls to `include`).\n",
+      "  ** incremental compilation may be fatally broken for this module **\n",
+      "\n",
+      "WARNING: Method definition (::Type{Float32})(Base.Irrational{:twoinvπ}) in module StatsFuns at irrationals.jl:192 overwritten in module IrrationalConstants on the same line (check for duplicate calls to `include`).\n",
+      "  ** incremental compilation may be fatally broken for this module **\n",
+      "\n",
+      "WARNING: Method definition (::Type{Float32})(Base.Irrational{:logtwo}) in module StatsFuns at irrationals.jl:192 overwritten in module IrrationalConstants on the same line (check for duplicate calls to `include`).\n",
+      "  ** incremental compilation may be fatally broken for this module **\n",
+      "\n",
+      "WARNING: Method definition (::Type{Float32})(Base.Irrational{:sqrt3}) in module StatsFuns at irrationals.jl:192 overwritten in module IrrationalConstants on the same line (check for duplicate calls to `include`).\n",
+      "  ** incremental compilation may be fatally broken for this module **\n",
+      "\n",
+      "WARNING: Method definition (::Type{Float32})(Base.Irrational{:logπ}) in module StatsFuns at irrationals.jl:192 overwritten in module IrrationalConstants on the same line (check for duplicate calls to `include`).\n",
+      "  ** incremental compilation may be fatally broken for this module **\n",
+      "\n",
+      "WARNING: Method definition (::Type{Float32})(Base.Irrational{:halfπ}) in module StatsFuns at irrationals.jl:192 overwritten in module IrrationalConstants on the same line (check for duplicate calls to `include`).\n",
+      "  ** incremental compilation may be fatally broken for this module **\n",
+      "\n",
+      "WARNING: Method definition (::Type{Float32})(Base.Irrational{:inv4π}) in module StatsFuns at irrationals.jl:192 overwritten in module IrrationalConstants on the same line (check for duplicate calls to `include`).\n",
+      "  ** incremental compilation may be fatally broken for this module **\n",
+      "\n",
+      "WARNING: Method definition (::Type{Float32})(Base.Irrational{:sqrt2}) in module StatsFuns at irrationals.jl:192 overwritten in module IrrationalConstants on the same line (check for duplicate calls to `include`).\n",
+      "  ** incremental compilation may be fatally broken for this module **\n",
+      "\n",
+      "WARNING: Method definition (::Type{Float32})(Base.Irrational{:loghalf}) in module StatsFuns at irrationals.jl:192 overwritten in module IrrationalConstants on the same line (check for duplicate calls to `include`).\n",
+      "  ** incremental compilation may be fatally broken for this module **\n",
+      "\n",
+      "WARNING: Method definition (::Type{Float32})(Base.Irrational{:log4π}) in module StatsFuns at irrationals.jl:192 overwritten in module IrrationalConstants on the same line (check for duplicate calls to `include`).\n",
+      "  ** incremental compilation may be fatally broken for this module **\n",
+      "\n",
+      "WARNING: Method definition (::Type{Float32})(Base.Irrational{:quartπ}) in module StatsFuns at irrationals.jl:192 overwritten in module IrrationalConstants on the same line (check for duplicate calls to `include`).\n",
+      "  ** incremental compilation may be fatally broken for this module **\n",
+      "\n",
+      "WARNING: Method definition (::Type{Float32})(Base.Irrational{:invsqrt2π}) in module StatsFuns at irrationals.jl:192 overwritten in module IrrationalConstants on the same line (check for duplicate calls to `include`).\n",
+      "  ** incremental compilation may be fatally broken for this module **\n",
+      "\n",
+      "WARNING: Method definition (::Type{Float32})(Base.Irrational{:sqrt4π}) in module StatsFuns at irrationals.jl:192 overwritten in module IrrationalConstants on the same line (check for duplicate calls to `include`).\n",
+      "  ** incremental compilation may be fatally broken for this module **\n",
+      "\n",
+      "WARNING: Method definition (::Type{Float32})(Base.Irrational{:fourinvπ}) in module StatsFuns at irrationals.jl:192 overwritten in module IrrationalConstants on the same line (check for duplicate calls to `include`).\n",
+      "  ** incremental compilation may be fatally broken for this module **\n",
+      "\n"
+     ]
+    }
+   ],
    "source": [
     "using Unmarked, DataFrames"
    ]
@@ -33,7 +318,28 @@
    "cell_type": "code",
    "execution_count": 2,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "ename": "LoadError",
+     "evalue": "MethodError: no method matching DataFrame(::Matrix{Float64}, ::Symbol)\n\u001b[0mClosest candidates are:\n\u001b[0m  DataFrame(::AbstractMatrix) at ~/.julia/packages/DataFrames/yH0f6/src/dataframe/dataframe.jl:209\n\u001b[0m  DataFrame(::AbstractMatrix, \u001b[91m::AbstractVector{Symbol}\u001b[39m; makeunique) at ~/.julia/packages/DataFrames/yH0f6/src/dataframe/dataframe.jl:209\n\u001b[0m  DataFrame(::T; copycols) where T at ~/.julia/packages/DataFrames/yH0f6/src/other/tables.jl:22",
+     "output_type": "error",
+     "traceback": [
+      "MethodError: no method matching DataFrame(::Matrix{Float64}, ::Symbol)\n\u001b[0mClosest candidates are:\n\u001b[0m  DataFrame(::AbstractMatrix) at ~/.julia/packages/DataFrames/yH0f6/src/dataframe/dataframe.jl:209\n\u001b[0m  DataFrame(::AbstractMatrix, \u001b[91m::AbstractVector{Symbol}\u001b[39m; makeunique) at ~/.julia/packages/DataFrames/yH0f6/src/dataframe/dataframe.jl:209\n\u001b[0m  DataFrame(::T; copycols) where T at ~/.julia/packages/DataFrames/yH0f6/src/other/tables.jl:22",
+      "",
+      "Stacktrace:",
+      " [1] gen_covs(f::StatsModels.FormulaTerm{StatsModels.Term, Tuple{StatsModels.Term, StatsModels.Term}}, n::Int64)",
+      "   @ Unmarked ~/code/archive/Unmarked.jl/src/utils.jl:14",
+      " [2] simulate(#unused#::Type{Occu}, ψ_form::StatsModels.FormulaTerm{StatsModels.Term, Tuple{StatsModels.Term, StatsModels.Term}}, p_form::StatsModels.FormulaTerm{StatsModels.Term, Tuple{StatsModels.Term, StatsModels.Term}}, ydims::Tuple{Int64, Int64}, coef::Vector{Float64})",
+      "   @ Unmarked ~/code/archive/Unmarked.jl/src/occupancy.jl:95",
+      " [3] top-level scope",
+      "   @ In[2]:4",
+      " [4] eval",
+      "   @ ./boot.jl:373 [inlined]",
+      " [5] include_string(mapexpr::typeof(REPL.softscope), mod::Module, code::String, filename::String)",
+      "   @ Base ./loading.jl:1196"
+     ]
+    }
+   ],
    "source": [
     "ψ_formula = @formula(ψ~elev+forest);\n",
     "p_formula = @formula(p~precip+wind);\n",
@@ -50,7 +356,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -73,50 +379,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "\n",
-      "Occupancy: ψ ~ elev + forest\n",
-      "────────────────────────────────────────────────────────────────\n",
-      "             Estimate      SE      z  Pr(>|z|)  Low 95%   Up 95%\n",
-      "────────────────────────────────────────────────────────────────\n",
-      "(Intercept)    0.1105  0.0818   1.35    0.1767  -0.0498   0.2709\n",
-      "elev          -0.4975  0.0837   5.95    <1e-99  -0.6615  -0.3335\n",
-      "forest         1.4019  0.1114  12.59    <1e-99   1.1836   1.6202\n",
-      "────────────────────────────────────────────────────────────────\n",
-      "\n",
-      "Detection: p ~ precip + wind\n",
-      "────────────────────────────────────────────────────────────────\n",
-      "             Estimate      SE      z  Pr(>|z|)  Low 95%   Up 95%\n",
-      "────────────────────────────────────────────────────────────────\n",
-      "(Intercept)   -0.2173  0.0471   4.62    <1e-99  -0.3095  -0.1251\n",
-      "precip         0.0099  0.0429   0.23    0.8168  -0.0741   0.094 \n",
-      "wind           0.7513  0.0483  15.54    <1e-99   0.6566   0.8461\n",
-      "────────────────────────────────────────────────────────────────\n",
-      "\n"
-     ]
-    },
-    {
-     "data": {
-      "text/plain": []
-     },
-     "execution_count": 4,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "AIC: 4100.5431"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "fit"
    ]
@@ -130,46 +395,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<table class=\"data-frame\"><thead><tr><th></th><th>coef</th><th>model</th><th>truth</th></tr><tr><th></th><th>String</th><th>Float64</th><th>Float64</th></tr></thead><tbody><p>6 rows × 3 columns</p><tr><th>1</th><td>(Intercept)</td><td>0.1</td><td>0.0</td></tr><tr><th>2</th><td>elev</td><td>-0.5</td><td>-0.5</td></tr><tr><th>3</th><td>forest</td><td>1.4</td><td>1.2</td></tr><tr><th>4</th><td>(Intercept)</td><td>-0.2</td><td>-0.2</td></tr><tr><th>5</th><td>precip</td><td>0.0</td><td>0.0</td></tr><tr><th>6</th><td>wind</td><td>0.8</td><td>0.7</td></tr></tbody></table>"
-      ],
-      "text/latex": [
-       "\\begin{tabular}{r|ccc}\n",
-       "\t& coef & model & truth\\\\\n",
-       "\t\\hline\n",
-       "\t& String & Float64 & Float64\\\\\n",
-       "\t\\hline\n",
-       "\t1 & (Intercept) & 0.1 & 0.0 \\\\\n",
-       "\t2 & elev & -0.5 & -0.5 \\\\\n",
-       "\t3 & forest & 1.4 & 1.2 \\\\\n",
-       "\t4 & (Intercept) & -0.2 & -0.2 \\\\\n",
-       "\t5 & precip & 0.0 & 0.0 \\\\\n",
-       "\t6 & wind & 0.8 & 0.7 \\\\\n",
-       "\\end{tabular}\n"
-      ],
-      "text/plain": [
-       "6×3 DataFrame\n",
-       "│ Row │ coef        │ model   │ truth   │\n",
-       "│     │ \u001b[90mString\u001b[39m      │ \u001b[90mFloat64\u001b[39m │ \u001b[90mFloat64\u001b[39m │\n",
-       "├─────┼─────────────┼─────────┼─────────┤\n",
-       "│ 1   │ (Intercept) │ 0.1     │ 0.0     │\n",
-       "│ 2   │ elev        │ -0.5    │ -0.5    │\n",
-       "│ 3   │ forest      │ 1.4     │ 1.2     │\n",
-       "│ 4   │ (Intercept) │ -0.2    │ -0.2    │\n",
-       "│ 5   │ precip      │ 0.0     │ 0.0     │\n",
-       "│ 6   │ wind        │ 0.8     │ 0.7     │"
-      ]
-     },
-     "execution_count": 5,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "DataFrame(coef=coefnames(fit), model=round.(coef(fit), digits=1), \n",
     "          truth=β_truth)"
@@ -184,7 +412,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -201,4338 +429,11 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": null,
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-       "        <text text-anchor=\"end\" dy=\"0.35em\">1.1</text>\n",
-       "      </g>\n",
-       "    </g>\n",
-       "    <g transform=\"translate(26.18,85.4)\" id=\"img-e1539651-349\" gadfly:scale=\"5.0\" visibility=\"hidden\">\n",
-       "      <g class=\"primitive\">\n",
-       "        <text text-anchor=\"end\" dy=\"0.35em\">1.2</text>\n",
-       "      </g>\n",
-       "    </g>\n",
-       "    <g transform=\"translate(26.18,83.14)\" id=\"img-e1539651-350\" gadfly:scale=\"5.0\" visibility=\"hidden\">\n",
-       "      <g class=\"primitive\">\n",
-       "        <text text-anchor=\"end\" dy=\"0.35em\">1.3</text>\n",
-       "      </g>\n",
-       "    </g>\n",
-       "    <g transform=\"translate(26.18,80.89)\" id=\"img-e1539651-351\" gadfly:scale=\"5.0\" visibility=\"hidden\">\n",
-       "      <g class=\"primitive\">\n",
-       "        <text text-anchor=\"end\" dy=\"0.35em\">1.4</text>\n",
-       "      </g>\n",
-       "    </g>\n",
-       "    <g transform=\"translate(26.18,78.63)\" id=\"img-e1539651-352\" gadfly:scale=\"5.0\" visibility=\"hidden\">\n",
-       "      <g class=\"primitive\">\n",
-       "        <text text-anchor=\"end\" dy=\"0.35em\">1.5</text>\n",
-       "      </g>\n",
-       "    </g>\n",
-       "    <g transform=\"translate(26.18,76.38)\" id=\"img-e1539651-353\" gadfly:scale=\"5.0\" visibility=\"hidden\">\n",
-       "      <g class=\"primitive\">\n",
-       "        <text text-anchor=\"end\" dy=\"0.35em\">1.6</text>\n",
-       "      </g>\n",
-       "    </g>\n",
-       "    <g transform=\"translate(26.18,74.12)\" id=\"img-e1539651-354\" gadfly:scale=\"5.0\" visibility=\"hidden\">\n",
-       "      <g class=\"primitive\">\n",
-       "        <text text-anchor=\"end\" dy=\"0.35em\">1.7</text>\n",
-       "      </g>\n",
-       "    </g>\n",
-       "    <g transform=\"translate(26.18,71.87)\" id=\"img-e1539651-355\" gadfly:scale=\"5.0\" visibility=\"hidden\">\n",
-       "      <g class=\"primitive\">\n",
-       "        <text text-anchor=\"end\" dy=\"0.35em\">1.8</text>\n",
-       "      </g>\n",
-       "    </g>\n",
-       "    <g transform=\"translate(26.18,69.61)\" id=\"img-e1539651-356\" gadfly:scale=\"5.0\" visibility=\"hidden\">\n",
-       "      <g class=\"primitive\">\n",
-       "        <text text-anchor=\"end\" dy=\"0.35em\">1.9</text>\n",
-       "      </g>\n",
-       "    </g>\n",
-       "    <g transform=\"translate(26.18,67.35)\" id=\"img-e1539651-357\" gadfly:scale=\"5.0\" visibility=\"hidden\">\n",
-       "      <g class=\"primitive\">\n",
-       "        <text text-anchor=\"end\" dy=\"0.35em\">2.0</text>\n",
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-       "    </g>\n",
-       "    <g transform=\"translate(26.18,65.1)\" id=\"img-e1539651-358\" gadfly:scale=\"5.0\" visibility=\"hidden\">\n",
-       "      <g class=\"primitive\">\n",
-       "        <text text-anchor=\"end\" dy=\"0.35em\">2.1</text>\n",
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-       "    <g transform=\"translate(26.18,62.84)\" id=\"img-e1539651-359\" gadfly:scale=\"5.0\" visibility=\"hidden\">\n",
-       "      <g class=\"primitive\">\n",
-       "        <text text-anchor=\"end\" dy=\"0.35em\">2.2</text>\n",
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-       "    </g>\n",
-       "    <g transform=\"translate(26.18,60.59)\" id=\"img-e1539651-360\" gadfly:scale=\"5.0\" visibility=\"hidden\">\n",
-       "      <g class=\"primitive\">\n",
-       "        <text text-anchor=\"end\" dy=\"0.35em\">2.3</text>\n",
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-       "    <g transform=\"translate(26.18,58.33)\" id=\"img-e1539651-361\" gadfly:scale=\"5.0\" visibility=\"hidden\">\n",
-       "      <g class=\"primitive\">\n",
-       "        <text text-anchor=\"end\" dy=\"0.35em\">2.4</text>\n",
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-       "      <g class=\"primitive\">\n",
-       "        <text text-anchor=\"end\" dy=\"0.35em\">2.5</text>\n",
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-       "  </g>\n",
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-       "    <g transform=\"translate(9.96,104.83)\" id=\"img-e1539651-364\">\n",
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-       "        <text text-anchor=\"middle\" dy=\"0.35em\" transform=\"rotate(-90,0, 2)\">Value</text>\n",
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-       "        <text text-anchor=\"middle\" dy=\"0.6em\">Detection</text>\n",
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-       "</g>\n",
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-       "        <text text-anchor=\"middle\" dy=\"0.6em\">Parameter</text>\n",
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-       "      <g class=\"primitive\">\n",
-       "        <text text-anchor=\"middle\" dy=\"-0em\">(Intercept)</text>\n",
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-       "      <g class=\"primitive\">\n",
-       "        <text text-anchor=\"middle\" dy=\"-0em\">elev</text>\n",
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-       "      <g class=\"primitive\">\n",
-       "        <text text-anchor=\"middle\" dy=\"-0em\">forest</text>\n",
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-       "        <g transform=\"translate(83.74,3.63)\" id=\"img-e1539651-387\" gadfly:scale=\"1.0\" visibility=\"hidden\">\n",
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-       "f:e,unbind:b(this.node||document,d,e,f||this)}));return this};a[\"un\"+d]=A[\"un\"+d]=function(a){for(var b=this.events||[],e=b.length;e--;)if(b[e].name==d&&(b[e].f==a||!a)){b[e].unbind();b.splice(e,1);!b.length&&delete this.events;break}return this}})(v[y]);A.hover=function(a,b,d,e){return this.mouseover(a,d).mouseout(b,e||d)};A.unhover=function(a,b){return this.unmouseover(a).unmouseout(b)};var r=[];A.drag=function(b,d,f,h,n,p){function u(r,v,w){(r.originalEvent||r).preventDefault();this._drag.x=v;\n",
-       "this._drag.y=w;this._drag.id=r.identifier;!q.length&&a.mousemove(e).mouseup(l);q.push({el:this,move_scope:h,start_scope:n,end_scope:p});d&&k.on(\"snap.drag.start.\"+this.id,d);b&&k.on(\"snap.drag.move.\"+this.id,b);f&&k.on(\"snap.drag.end.\"+this.id,f);k(\"snap.drag.start.\"+this.id,n||h||this,v,w,r)}if(!arguments.length){var v;return this.drag(function(a,b){this.attr({transform:v+(v?\"T\":\"t\")+[a,b]})},function(){v=this.transform().local})}this._drag={};r.push({el:this,start:u});this.mousedown(u);return this};\n",
-       "A.undrag=function(){for(var b=r.length;b--;)r[b].el==this&&(this.unmousedown(r[b].start),r.splice(b,1),k.unbind(\"snap.drag.*.\"+this.id));!r.length&&a.unmousemove(e).unmouseup(l);return this}});C.plugin(function(a,v,y,C){y=y.prototype;var A=/^\\s*url\\((.+)\\)/,w=String,z=a._.$;a.filter={};y.filter=function(d){var f=this;\"svg\"!=f.type&&(f=f.paper);d=a.parse(w(d));var k=a._.id(),u=z(\"filter\");z(u,{id:k,filterUnits:\"userSpaceOnUse\"});u.appendChild(d.node);f.defs.appendChild(u);return new v(u)};k.on(\"snap.util.getattr.filter\",\n",
-       "function(){k.stop();var d=z(this.node,\"filter\");if(d)return(d=w(d).match(A))&&a.select(d[1])});k.on(\"snap.util.attr.filter\",function(d){if(d instanceof v&&\"filter\"==d.type){k.stop();var f=d.node.id;f||(z(d.node,{id:d.id}),f=d.id);z(this.node,{filter:a.url(f)})}d&&\"none\"!=d||(k.stop(),this.node.removeAttribute(\"filter\"))});a.filter.blur=function(d,f){null==d&&(d=2);return a.format('<feGaussianBlur stdDeviation=\"{def}\"/>',{def:null==f?d:[d,f]})};a.filter.blur.toString=function(){return this()};a.filter.shadow=\n",
-       "function(d,f,k,u,p){\"string\"==typeof k&&(p=u=k,k=4);\"string\"!=typeof u&&(p=u,u=\"#000\");null==k&&(k=4);null==p&&(p=1);null==d&&(d=0,f=2);null==f&&(f=d);u=a.color(u||\"#000\");return a.format('<feGaussianBlur in=\"SourceAlpha\" stdDeviation=\"{blur}\"/><feOffset dx=\"{dx}\" dy=\"{dy}\" result=\"offsetblur\"/><feFlood flood-color=\"{color}\"/><feComposite in2=\"offsetblur\" operator=\"in\"/><feComponentTransfer><feFuncA type=\"linear\" slope=\"{opacity}\"/></feComponentTransfer><feMerge><feMergeNode/><feMergeNode in=\"SourceGraphic\"/></feMerge>',\n",
-       "{color:u,dx:d,dy:f,blur:k,opacity:p})};a.filter.shadow.toString=function(){return this()};a.filter.grayscale=function(d){null==d&&(d=1);return a.format('<feColorMatrix type=\"matrix\" values=\"{a} {b} {c} 0 0 {d} {e} {f} 0 0 {g} {b} {h} 0 0 0 0 0 1 0\"/>',{a:0.2126+0.7874*(1-d),b:0.7152-0.7152*(1-d),c:0.0722-0.0722*(1-d),d:0.2126-0.2126*(1-d),e:0.7152+0.2848*(1-d),f:0.0722-0.0722*(1-d),g:0.2126-0.2126*(1-d),h:0.0722+0.9278*(1-d)})};a.filter.grayscale.toString=function(){return this()};a.filter.sepia=\n",
-       "function(d){null==d&&(d=1);return a.format('<feColorMatrix type=\"matrix\" values=\"{a} {b} {c} 0 0 {d} {e} {f} 0 0 {g} {h} {i} 0 0 0 0 0 1 0\"/>',{a:0.393+0.607*(1-d),b:0.769-0.769*(1-d),c:0.189-0.189*(1-d),d:0.349-0.349*(1-d),e:0.686+0.314*(1-d),f:0.168-0.168*(1-d),g:0.272-0.272*(1-d),h:0.534-0.534*(1-d),i:0.131+0.869*(1-d)})};a.filter.sepia.toString=function(){return this()};a.filter.saturate=function(d){null==d&&(d=1);return a.format('<feColorMatrix type=\"saturate\" values=\"{amount}\"/>',{amount:1-\n",
-       "d})};a.filter.saturate.toString=function(){return this()};a.filter.hueRotate=function(d){return a.format('<feColorMatrix type=\"hueRotate\" values=\"{angle}\"/>',{angle:d||0})};a.filter.hueRotate.toString=function(){return this()};a.filter.invert=function(d){null==d&&(d=1);return a.format('<feComponentTransfer><feFuncR type=\"table\" tableValues=\"{amount} {amount2}\"/><feFuncG type=\"table\" tableValues=\"{amount} {amount2}\"/><feFuncB type=\"table\" tableValues=\"{amount} {amount2}\"/></feComponentTransfer>',{amount:d,\n",
-       "amount2:1-d})};a.filter.invert.toString=function(){return this()};a.filter.brightness=function(d){null==d&&(d=1);return a.format('<feComponentTransfer><feFuncR type=\"linear\" slope=\"{amount}\"/><feFuncG type=\"linear\" slope=\"{amount}\"/><feFuncB type=\"linear\" slope=\"{amount}\"/></feComponentTransfer>',{amount:d})};a.filter.brightness.toString=function(){return this()};a.filter.contrast=function(d){null==d&&(d=1);return a.format('<feComponentTransfer><feFuncR type=\"linear\" slope=\"{amount}\" intercept=\"{amount2}\"/><feFuncG type=\"linear\" slope=\"{amount}\" intercept=\"{amount2}\"/><feFuncB type=\"linear\" slope=\"{amount}\" intercept=\"{amount2}\"/></feComponentTransfer>',\n",
-       "{amount:d,amount2:0.5-d/2})};a.filter.contrast.toString=function(){return this()}});return C});\n",
-       "\n",
-       "]]> </script>\n",
-       "<script> <![CDATA[\n",
-       "\n",
-       "(function (glob, factory) {\n",
-       "    // AMD support\n",
-       "    if (typeof define === \"function\" && define.amd) {\n",
-       "        // Define as an anonymous module\n",
-       "        define(\"Gadfly\", [\"Snap.svg\"], function (Snap) {\n",
-       "            return factory(Snap);\n",
-       "        });\n",
-       "    } else {\n",
-       "        // Browser globals (glob is window)\n",
-       "        // Snap adds itself to window\n",
-       "        glob.Gadfly = factory(glob.Snap);\n",
-       "    }\n",
-       "}(this, function (Snap) {\n",
-       "\n",
-       "var Gadfly = {};\n",
-       "\n",
-       "// Get an x/y coordinate value in pixels\n",
-       "var xPX = function(fig, x) {\n",
-       "    var client_box = fig.node.getBoundingClientRect();\n",
-       "    return x * fig.node.viewBox.baseVal.width / client_box.width;\n",
-       "};\n",
-       "\n",
-       "var yPX = function(fig, y) {\n",
-       "    var client_box = fig.node.getBoundingClientRect();\n",
-       "    return y * fig.node.viewBox.baseVal.height / client_box.height;\n",
-       "};\n",
-       "\n",
-       "\n",
-       "Snap.plugin(function (Snap, Element, Paper, global) {\n",
-       "    // Traverse upwards from a snap element to find and return the first\n",
-       "    // note with the \"plotroot\" class.\n",
-       "    Element.prototype.plotroot = function () {\n",
-       "        var element = this;\n",
-       "        while (!element.hasClass(\"plotroot\") && element.parent() != null) {\n",
-       "            element = element.parent();\n",
-       "        }\n",
-       "        return element;\n",
-       "    };\n",
-       "\n",
-       "    Element.prototype.svgroot = function () {\n",
-       "        var element = this;\n",
-       "        while (element.node.nodeName != \"svg\" && element.parent() != null) {\n",
-       "            element = element.parent();\n",
-       "        }\n",
-       "        return element;\n",
-       "    };\n",
-       "\n",
-       "    Element.prototype.plotbounds = function () {\n",
-       "        var root = this.plotroot()\n",
-       "        var bbox = root.select(\".guide.background\").node.getBBox();\n",
-       "        return {\n",
-       "            x0: bbox.x,\n",
-       "            x1: bbox.x + bbox.width,\n",
-       "            y0: bbox.y,\n",
-       "            y1: bbox.y + bbox.height\n",
-       "        };\n",
-       "    };\n",
-       "\n",
-       "    Element.prototype.plotcenter = function () {\n",
-       "        var root = this.plotroot()\n",
-       "        var bbox = root.select(\".guide.background\").node.getBBox();\n",
-       "        return {\n",
-       "            x: bbox.x + bbox.width / 2,\n",
-       "            y: bbox.y + bbox.height / 2\n",
-       "        };\n",
-       "    };\n",
-       "\n",
-       "    // Emulate IE style mouseenter/mouseleave events, since Microsoft always\n",
-       "    // does everything right.\n",
-       "    // See: http://www.dynamic-tools.net/toolbox/isMouseLeaveOrEnter/\n",
-       "    var events = [\"mouseenter\", \"mouseleave\"];\n",
-       "\n",
-       "    for (i in events) {\n",
-       "        (function (event_name) {\n",
-       "            var event_name = events[i];\n",
-       "            Element.prototype[event_name] = function (fn, scope) {\n",
-       "                if (Snap.is(fn, \"function\")) {\n",
-       "                    var fn2 = function (event) {\n",
-       "                        if (event.type != \"mouseover\" && event.type != \"mouseout\") {\n",
-       "                            return;\n",
-       "                        }\n",
-       "\n",
-       "                        var reltg = event.relatedTarget ? event.relatedTarget :\n",
-       "                            event.type == \"mouseout\" ? event.toElement : event.fromElement;\n",
-       "                        while (reltg && reltg != this.node) reltg = reltg.parentNode;\n",
-       "\n",
-       "                        if (reltg != this.node) {\n",
-       "                            return fn.apply(this, event);\n",
-       "                        }\n",
-       "                    };\n",
-       "\n",
-       "                    if (event_name == \"mouseenter\") {\n",
-       "                        this.mouseover(fn2, scope);\n",
-       "                    } else {\n",
-       "                        this.mouseout(fn2, scope);\n",
-       "                    }\n",
-       "                }\n",
-       "                return this;\n",
-       "            };\n",
-       "        })(events[i]);\n",
-       "    }\n",
-       "\n",
-       "\n",
-       "    Element.prototype.mousewheel = function (fn, scope) {\n",
-       "        if (Snap.is(fn, \"function\")) {\n",
-       "            var el = this;\n",
-       "            var fn2 = function (event) {\n",
-       "                fn.apply(el, [event]);\n",
-       "            };\n",
-       "        }\n",
-       "\n",
-       "        this.node.addEventListener(\n",
-       "            /Firefox/i.test(navigator.userAgent) ? \"DOMMouseScroll\" : \"mousewheel\",\n",
-       "            fn2);\n",
-       "\n",
-       "        return this;\n",
-       "    };\n",
-       "\n",
-       "\n",
-       "    // Snap's attr function can be too slow for things like panning/zooming.\n",
-       "    // This is a function to directly update element attributes without going\n",
-       "    // through eve.\n",
-       "    Element.prototype.attribute = function(key, val) {\n",
-       "        if (val === undefined) {\n",
-       "            return this.node.getAttribute(key);\n",
-       "        } else {\n",
-       "            this.node.setAttribute(key, val);\n",
-       "            return this;\n",
-       "        }\n",
-       "    };\n",
-       "\n",
-       "    Element.prototype.init_gadfly = function() {\n",
-       "        this.mouseenter(Gadfly.plot_mouseover)\n",
-       "            .mousemove(Gadfly.plot_mousemove)\n",
-       "            .mouseleave(Gadfly.plot_mouseout)\n",
-       "            .dblclick(Gadfly.plot_dblclick)\n",
-       "            .mousewheel(Gadfly.guide_background_scroll)\n",
-       "            .drag(Gadfly.guide_background_drag_onmove,\n",
-       "                  Gadfly.guide_background_drag_onstart,\n",
-       "                  Gadfly.guide_background_drag_onend);\n",
-       "        this.mouseenter(function (event) {\n",
-       "            init_pan_zoom(this.plotroot());\n",
-       "        });\n",
-       "        return this;\n",
-       "    };\n",
-       "});\n",
-       "\n",
-       "\n",
-       "Gadfly.plot_mousemove = function(event, x_px, y_px) {\n",
-       "    var root = this.plotroot();\n",
-       "    if (root.data(\"crosshair\")) {\n",
-       "        px_per_mm = root.data(\"px_per_mm\");\n",
-       "        bB = root.select('boundingbox').node.getAttribute('value').split(' ');\n",
-       "        uB = root.select('unitbox').node.getAttribute('value').split(' ');\n",
-       "        xscale = root.data(\"xscale\");\n",
-       "        yscale = root.data(\"yscale\");\n",
-       "        xtranslate = root.data(\"tx\");\n",
-       "        ytranslate = root.data(\"ty\");\n",
-       "\n",
-       "        xoff_mm = bB[0].substr(0,bB[0].length-2)/1;\n",
-       "        yoff_mm = bB[1].substr(0,bB[1].length-2)/1;\n",
-       "        xoff_unit = uB[0]/1;\n",
-       "        yoff_unit = uB[1]/1;\n",
-       "        mm_per_xunit = bB[2].substr(0,bB[2].length-2) / uB[2];\n",
-       "        mm_per_yunit = bB[3].substr(0,bB[3].length-2) / uB[3];\n",
-       "         \n",
-       "        x_unit = ((x_px / px_per_mm - xtranslate) / xscale - xoff_mm) / mm_per_xunit + xoff_unit;\n",
-       "        y_unit = ((y_px / px_per_mm - ytranslate) / yscale - yoff_mm) / mm_per_yunit + yoff_unit;\n",
-       "\n",
-       "        root.select('.crosshair').select('.primitive').select('text')\n",
-       "                .node.innerHTML = x_unit.toPrecision(3)+\",\"+y_unit.toPrecision(3);\n",
-       "    };\n",
-       "};\n",
-       "\n",
-       "Gadfly.helpscreen_visible = function(event) {\n",
-       "    helpscreen_visible(this.plotroot());\n",
-       "};\n",
-       "var helpscreen_visible = function(root) {\n",
-       "    root.select(\".helpscreen\").animate({\"fill-opacity\": 1.0}, 250);\n",
-       "};\n",
-       "\n",
-       "Gadfly.helpscreen_hidden = function(event) {\n",
-       "    helpscreen_hidden(this.plotroot());\n",
-       "};\n",
-       "var helpscreen_hidden = function(root) {\n",
-       "    root.select(\".helpscreen\").animate({\"fill-opacity\": 0.0}, 250);\n",
-       "};\n",
-       "\n",
-       "// When the plot is moused over, emphasize the grid lines.\n",
-       "Gadfly.plot_mouseover = function(event) {\n",
-       "    var root = this.plotroot();\n",
-       "\n",
-       "    var keyboard_help = function(event) {\n",
-       "        if (event.which == 191) { // ?\n",
-       "            helpscreen_visible(root);\n",
-       "        }\n",
-       "    };\n",
-       "    root.data(\"keyboard_help\", keyboard_help);\n",
-       "    window.addEventListener(\"keydown\", keyboard_help);\n",
-       "\n",
-       "    var keyboard_pan_zoom = function(event) {\n",
-       "        var bounds = root.plotbounds(),\n",
-       "            width = bounds.x1 - bounds.x0;\n",
-       "            height = bounds.y1 - bounds.y0;\n",
-       "        if (event.which == 187 || event.which == 73) { // plus or i\n",
-       "            increase_zoom_by_position(root, 0.1, true);\n",
-       "        } else if (event.which == 189 || event.which == 79) { // minus or o\n",
-       "            increase_zoom_by_position(root, -0.1, true);\n",
-       "        } else if (event.which == 39 || event.which == 76) { // right-arrow or l\n",
-       "            set_plot_pan_zoom(root, root.data(\"tx\")-width/10, root.data(\"ty\"),\n",
-       "                    root.data(\"xscale\"), root.data(\"yscale\"));\n",
-       "        } else if (event.which == 40 || event.which == 74) { // down-arrow or j\n",
-       "            set_plot_pan_zoom(root, root.data(\"tx\"), root.data(\"ty\")-height/10,\n",
-       "                    root.data(\"xscale\"), root.data(\"yscale\"));\n",
-       "        } else if (event.which == 37 || event.which == 72) { // left-arrow or h\n",
-       "            set_plot_pan_zoom(root, root.data(\"tx\")+width/10, root.data(\"ty\"),\n",
-       "                    root.data(\"xscale\"), root.data(\"yscale\"));\n",
-       "        } else if (event.which == 38 || event.which == 75) { // up-arrow or k\n",
-       "            set_plot_pan_zoom(root, root.data(\"tx\"), root.data(\"ty\")+height/10,\n",
-       "                    root.data(\"xscale\"), root.data(\"yscale\"));\n",
-       "        } else if (event.which == 82) { // r\n",
-       "            set_plot_pan_zoom(root, 0.0, 0.0, 1.0, 1.0);\n",
-       "        } else if (event.which == 191) { // ?\n",
-       "            helpscreen_hidden(root);\n",
-       "        } else if (event.which == 67) { // c\n",
-       "            root.data(\"crosshair\",!root.data(\"crosshair\"));\n",
-       "            root.select(\".crosshair\")\n",
-       "                .animate({\"fill-opacity\": root.data(\"crosshair\") ? 1.0 : 0.0}, 250);\n",
-       "        }\n",
-       "    };\n",
-       "    root.data(\"keyboard_pan_zoom\", keyboard_pan_zoom);\n",
-       "    window.addEventListener(\"keyup\", keyboard_pan_zoom);\n",
-       "\n",
-       "    var xgridlines = root.select(\".xgridlines\"),\n",
-       "        ygridlines = root.select(\".ygridlines\");\n",
-       "\n",
-       "    if (xgridlines) {\n",
-       "        xgridlines.data(\"unfocused_strokedash\",\n",
-       "                        xgridlines.attribute(\"stroke-dasharray\").replace(/(\\d)(,|$)/g, \"$1mm$2\"));\n",
-       "        var destcolor = root.data(\"focused_xgrid_color\");\n",
-       "        xgridlines.attribute(\"stroke-dasharray\", \"none\")\n",
-       "                  .selectAll(\"path\")\n",
-       "                  .animate({stroke: destcolor}, 250);\n",
-       "    }\n",
-       "\n",
-       "    if (ygridlines) {\n",
-       "        ygridlines.data(\"unfocused_strokedash\",\n",
-       "                        ygridlines.attribute(\"stroke-dasharray\").replace(/(\\d)(,|$)/g, \"$1mm$2\"));\n",
-       "        var destcolor = root.data(\"focused_ygrid_color\");\n",
-       "        ygridlines.attribute(\"stroke-dasharray\", \"none\")\n",
-       "                  .selectAll(\"path\")\n",
-       "                  .animate({stroke: destcolor}, 250);\n",
-       "    }\n",
-       "\n",
-       "    root.select(\".crosshair\")\n",
-       "        .animate({\"fill-opacity\": root.data(\"crosshair\") ? 1.0 : 0.0}, 250);\n",
-       "    root.select(\".questionmark\").animate({\"fill-opacity\": 1.0}, 250);\n",
-       "};\n",
-       "\n",
-       "// Reset pan and zoom on double click\n",
-       "Gadfly.plot_dblclick = function(event) {\n",
-       "  set_plot_pan_zoom(this.plotroot(), 0.0, 0.0, 1.0, 1.0);\n",
-       "};\n",
-       "\n",
-       "// Unemphasize grid lines on mouse out.\n",
-       "Gadfly.plot_mouseout = function(event) {\n",
-       "    var root = this.plotroot();\n",
-       "\n",
-       "    window.removeEventListener(\"keyup\", root.data(\"keyboard_pan_zoom\"));\n",
-       "    root.data(\"keyboard_pan_zoom\", undefined);\n",
-       "    window.removeEventListener(\"keydown\", root.data(\"keyboard_help\"));\n",
-       "    root.data(\"keyboard_help\", undefined);\n",
-       "\n",
-       "    var xgridlines = root.select(\".xgridlines\"),\n",
-       "        ygridlines = root.select(\".ygridlines\");\n",
-       "\n",
-       "    if (xgridlines) {\n",
-       "        var destcolor = root.data(\"unfocused_xgrid_color\");\n",
-       "        xgridlines.attribute(\"stroke-dasharray\", xgridlines.data(\"unfocused_strokedash\"))\n",
-       "                  .selectAll(\"path\")\n",
-       "                  .animate({stroke: destcolor}, 250);\n",
-       "    }\n",
-       "\n",
-       "    if (ygridlines) {\n",
-       "        var destcolor = root.data(\"unfocused_ygrid_color\");\n",
-       "        ygridlines.attribute(\"stroke-dasharray\", ygridlines.data(\"unfocused_strokedash\"))\n",
-       "                  .selectAll(\"path\")\n",
-       "                  .animate({stroke: destcolor}, 250);\n",
-       "    }\n",
-       "\n",
-       "    root.select(\".crosshair\").animate({\"fill-opacity\": 0.0}, 250);\n",
-       "    root.select(\".questionmark\").animate({\"fill-opacity\": 0.0}, 250);\n",
-       "    helpscreen_hidden(root);\n",
-       "};\n",
-       "\n",
-       "\n",
-       "var set_geometry_transform = function(root, tx, ty, xscale, yscale) {\n",
-       "    var xscalable = root.hasClass(\"xscalable\"),\n",
-       "        yscalable = root.hasClass(\"yscalable\");\n",
-       "\n",
-       "    var old_xscale = root.data(\"xscale\"),\n",
-       "        old_yscale = root.data(\"yscale\");\n",
-       "\n",
-       "    var xscale = xscalable ? xscale : 1.0,\n",
-       "        yscale = yscalable ? yscale : 1.0;\n",
-       "\n",
-       "    tx = xscalable ? tx : 0.0;\n",
-       "    ty = yscalable ? ty : 0.0;\n",
-       "\n",
-       "    var t = new Snap.Matrix().translate(tx, ty).scale(xscale, yscale);\n",
-       "    root.selectAll(\".geometry, image\").forEach(function (element, i) {\n",
-       "            element.transform(t);\n",
-       "        });\n",
-       "\n",
-       "    var t = new Snap.Matrix().scale(1.0/xscale, 1.0/yscale);\n",
-       "    root.selectAll('.marker').forEach(function (element, i) {\n",
-       "        element.selectAll('.primitive').forEach(function (element, i) {\n",
-       "            element.transform(t);\n",
-       "        }) });\n",
-       "\n",
-       "    bounds = root.plotbounds();\n",
-       "    px_per_mm = root.data(\"px_per_mm\");\n",
-       "\n",
-       "    if (yscalable) {\n",
-       "        var xfixed_t = new Snap.Matrix().translate(0, ty).scale(1.0, yscale);\n",
-       "        root.selectAll(\".xfixed\")\n",
-       "            .forEach(function (element, i) {\n",
-       "                element.transform(xfixed_t);\n",
-       "            });\n",
-       "\n",
-       "        ylabels = root.select(\".ylabels\");\n",
-       "        if (ylabels) {\n",
-       "            ylabels.transform(xfixed_t)\n",
-       "                   .selectAll(\"g\")\n",
-       "                   .forEach(function (element, i) {\n",
-       "                       if (element.attribute(\"gadfly:inscale\") == \"true\") {\n",
-       "                           unscale_t = new Snap.Matrix();\n",
-       "                           unscale_t.scale(1, 1/yscale);\n",
-       "                           element.select(\"text\").transform(unscale_t);\n",
-       " \n",
-       "                           var y = element.attr(\"transform\").globalMatrix.f / px_per_mm;\n",
-       "                           element.attr(\"visibility\",\n",
-       "                               bounds.y0 <= y && y <= bounds.y1 ? \"visible\" : \"hidden\");\n",
-       "                       }\n",
-       "                   });\n",
-       "        }\n",
-       "    }\n",
-       "\n",
-       "    if (xscalable) {\n",
-       "        var yfixed_t = new Snap.Matrix().translate(tx, 0).scale(xscale, 1.0);\n",
-       "        var xtrans = new Snap.Matrix().translate(tx, 0);\n",
-       "        root.selectAll(\".yfixed\")\n",
-       "            .forEach(function (element, i) {\n",
-       "                element.transform(yfixed_t);\n",
-       "            });\n",
-       "\n",
-       "        xlabels = root.select(\".xlabels\");\n",
-       "        if (xlabels) {\n",
-       "            xlabels.transform(yfixed_t)\n",
-       "                   .selectAll(\"g\")\n",
-       "                   .forEach(function (element, i) {\n",
-       "                       if (element.attribute(\"gadfly:inscale\") == \"true\") {\n",
-       "                           unscale_t = new Snap.Matrix();\n",
-       "                           unscale_t.scale(1/xscale, 1);\n",
-       "                           element.select(\"text\").transform(unscale_t);\n",
-       "\n",
-       "                           var x = element.attr(\"transform\").globalMatrix.e / px_per_mm;\n",
-       "                           element.attr(\"visibility\",\n",
-       "                               bounds.x0 <= x && x <= bounds.x1 ? \"visible\" : \"hidden\");\n",
-       "                           }\n",
-       "                   });\n",
-       "        }\n",
-       "    }\n",
-       "};\n",
-       "\n",
-       "\n",
-       "// Find the most appropriate tick scale and update label visibility.\n",
-       "var update_tickscale = function(root, scale, axis) {\n",
-       "    if (!root.hasClass(axis + \"scalable\")) return;\n",
-       "\n",
-       "    var tickscales = root.data(axis + \"tickscales\");\n",
-       "    var best_tickscale = 1.0;\n",
-       "    var best_tickscale_dist = Infinity;\n",
-       "    for (tickscale in tickscales) {\n",
-       "        var dist = Math.abs(Math.log(tickscale) - Math.log(scale));\n",
-       "        if (dist < best_tickscale_dist) {\n",
-       "            best_tickscale_dist = dist;\n",
-       "            best_tickscale = tickscale;\n",
-       "        }\n",
-       "    }\n",
-       "\n",
-       "    if (best_tickscale != root.data(axis + \"tickscale\")) {\n",
-       "        root.data(axis + \"tickscale\", best_tickscale);\n",
-       "        var mark_inscale_gridlines = function (element, i) {\n",
-       "            if (element.attribute(\"gadfly:inscale\") == null) { return; }\n",
-       "            var inscale = element.attr(\"gadfly:scale\") == best_tickscale;\n",
-       "            element.attribute(\"gadfly:inscale\", inscale);\n",
-       "            element.attr(\"visibility\", inscale ? \"visible\" : \"hidden\");\n",
-       "        };\n",
-       "\n",
-       "        var mark_inscale_labels = function (element, i) {\n",
-       "            if (element.attribute(\"gadfly:inscale\") == null) { return; }\n",
-       "            var inscale = element.attr(\"gadfly:scale\") == best_tickscale;\n",
-       "            element.attribute(\"gadfly:inscale\", inscale);\n",
-       "            element.attr(\"visibility\", inscale ? \"visible\" : \"hidden\");\n",
-       "        };\n",
-       "\n",
-       "        root.select(\".\" + axis + \"gridlines\").selectAll(\"g\").forEach(mark_inscale_gridlines);\n",
-       "        root.select(\".\" + axis + \"labels\").selectAll(\"g\").forEach(mark_inscale_labels);\n",
-       "    }\n",
-       "};\n",
-       "\n",
-       "\n",
-       "var set_plot_pan_zoom = function(root, tx, ty, xscale, yscale) {\n",
-       "    var old_xscale = root.data(\"xscale\"),\n",
-       "        old_yscale = root.data(\"yscale\");\n",
-       "    var bounds = root.plotbounds();\n",
-       "\n",
-       "    var width = bounds.x1 - bounds.x0,\n",
-       "        height = bounds.y1 - bounds.y0;\n",
-       "\n",
-       "    // compute the viewport derived from tx, ty, xscale, and yscale\n",
-       "    var x_min = -width * xscale - (xscale * width - width),\n",
-       "        x_max = width * xscale,\n",
-       "        y_min = -height * yscale - (yscale * height - height),\n",
-       "        y_max = height * yscale;\n",
-       "\n",
-       "    var x0 = bounds.x0 - xscale * bounds.x0,\n",
-       "        y0 = bounds.y0 - yscale * bounds.y0;\n",
-       "\n",
-       "    var tx = Math.max(Math.min(tx - x0, x_max), x_min),\n",
-       "        ty = Math.max(Math.min(ty - y0, y_max), y_min);\n",
-       "\n",
-       "    tx += x0;\n",
-       "    ty += y0;\n",
-       "\n",
-       "    // when the scale changes, we may need to alter which set of\n",
-       "    // ticks are being displayed\n",
-       "    if (xscale != old_xscale) {\n",
-       "        update_tickscale(root, xscale, \"x\");\n",
-       "    }\n",
-       "    if (yscale != old_yscale) {\n",
-       "        update_tickscale(root, yscale, \"y\");\n",
-       "    }\n",
-       "\n",
-       "    set_geometry_transform(root, tx, ty, xscale, yscale);\n",
-       "\n",
-       "    root.data(\"xscale\", xscale);\n",
-       "    root.data(\"yscale\", yscale);\n",
-       "    root.data(\"tx\", tx);\n",
-       "    root.data(\"ty\", ty);\n",
-       "};\n",
-       "\n",
-       "\n",
-       "var scale_centered_translation = function(root, xscale, yscale) {\n",
-       "    var bounds = root.plotbounds();\n",
-       "\n",
-       "    var width = bounds.x1 - bounds.x0,\n",
-       "        height = bounds.y1 - bounds.y0;\n",
-       "\n",
-       "    var tx0 = root.data(\"tx\"),\n",
-       "        ty0 = root.data(\"ty\");\n",
-       "\n",
-       "    var xscale0 = root.data(\"xscale\"),\n",
-       "        yscale0 = root.data(\"yscale\");\n",
-       "\n",
-       "    // how off from center the current view is\n",
-       "    var xoff = tx0 - (bounds.x0 * (1 - xscale0) + (width * (1 - xscale0)) / 2),\n",
-       "        yoff = ty0 - (bounds.y0 * (1 - yscale0) + (height * (1 - yscale0)) / 2);\n",
-       "\n",
-       "    // rescale offsets\n",
-       "    xoff = xoff * xscale / xscale0;\n",
-       "    yoff = yoff * yscale / yscale0;\n",
-       "\n",
-       "    // adjust for the panel position being scaled\n",
-       "    var x_edge_adjust = bounds.x0 * (1 - xscale),\n",
-       "        y_edge_adjust = bounds.y0 * (1 - yscale);\n",
-       "\n",
-       "    return {\n",
-       "        x: xoff + x_edge_adjust + (width - width * xscale) / 2,\n",
-       "        y: yoff + y_edge_adjust + (height - height * yscale) / 2\n",
-       "    };\n",
-       "};\n",
-       "\n",
-       "\n",
-       "// Initialize data for panning zooming if it isn't already.\n",
-       "var init_pan_zoom = function(root) {\n",
-       "    if (root.data(\"zoompan-ready\")) {\n",
-       "        return;\n",
-       "    }\n",
-       "\n",
-       "    root.data(\"crosshair\",false);\n",
-       "\n",
-       "    // The non-scaling-stroke trick. Rather than try to correct for the\n",
-       "    // stroke-width when zooming, we force it to a fixed value.\n",
-       "    var px_per_mm = root.node.getCTM().a;\n",
-       "\n",
-       "    // Drag events report deltas in pixels, which we'd like to convert to\n",
-       "    // millimeters.\n",
-       "    root.data(\"px_per_mm\", px_per_mm);\n",
-       "\n",
-       "    root.selectAll(\"path\")\n",
-       "        .forEach(function (element, i) {\n",
-       "        sw = element.asPX(\"stroke-width\") * px_per_mm;\n",
-       "        if (sw > 0) {\n",
-       "            element.attribute(\"stroke-width\", sw);\n",
-       "            element.attribute(\"vector-effect\", \"non-scaling-stroke\");\n",
-       "        }\n",
-       "    });\n",
-       "\n",
-       "    // Store ticks labels original tranformation\n",
-       "    root.selectAll(\".xlabels > g, .ylabels > g\")\n",
-       "        .forEach(function (element, i) {\n",
-       "            var lm = element.transform().localMatrix;\n",
-       "            element.data(\"static_transform\",\n",
-       "                new Snap.Matrix(lm.a, lm.b, lm.c, lm.d, lm.e, lm.f));\n",
-       "        });\n",
-       "\n",
-       "    var xgridlines = root.select(\".xgridlines\");\n",
-       "    var ygridlines = root.select(\".ygridlines\");\n",
-       "    var xlabels = root.select(\".xlabels\");\n",
-       "    var ylabels = root.select(\".ylabels\");\n",
-       "\n",
-       "    if (root.data(\"tx\") === undefined) root.data(\"tx\", 0);\n",
-       "    if (root.data(\"ty\") === undefined) root.data(\"ty\", 0);\n",
-       "    if (root.data(\"xscale\") === undefined) root.data(\"xscale\", 1.0);\n",
-       "    if (root.data(\"yscale\") === undefined) root.data(\"yscale\", 1.0);\n",
-       "    if (root.data(\"xtickscales\") === undefined) {\n",
-       "\n",
-       "        // index all the tick scales that are listed\n",
-       "        var xtickscales = {};\n",
-       "        var ytickscales = {};\n",
-       "        var add_x_tick_scales = function (element, i) {\n",
-       "            if (element.attribute(\"gadfly:scale\")==null) { return; }\n",
-       "            xtickscales[element.attribute(\"gadfly:scale\")] = true;\n",
-       "        };\n",
-       "        var add_y_tick_scales = function (element, i) {\n",
-       "            if (element.attribute(\"gadfly:scale\")==null) { return; }\n",
-       "            ytickscales[element.attribute(\"gadfly:scale\")] = true;\n",
-       "        };\n",
-       "\n",
-       "        if (xgridlines) xgridlines.selectAll(\"g\").forEach(add_x_tick_scales);\n",
-       "        if (ygridlines) ygridlines.selectAll(\"g\").forEach(add_y_tick_scales);\n",
-       "        if (xlabels) xlabels.selectAll(\"g\").forEach(add_x_tick_scales);\n",
-       "        if (ylabels) ylabels.selectAll(\"g\").forEach(add_y_tick_scales);\n",
-       "\n",
-       "        root.data(\"xtickscales\", xtickscales);\n",
-       "        root.data(\"ytickscales\", ytickscales);\n",
-       "        root.data(\"xtickscale\", 1.0);\n",
-       "        root.data(\"ytickscale\", 1.0);  // ???\n",
-       "    }\n",
-       "\n",
-       "    var min_scale = 1.0, max_scale = 1.0;\n",
-       "    for (scale in xtickscales) {\n",
-       "        min_scale = Math.min(min_scale, scale);\n",
-       "        max_scale = Math.max(max_scale, scale);\n",
-       "    }\n",
-       "    for (scale in ytickscales) {\n",
-       "        min_scale = Math.min(min_scale, scale);\n",
-       "        max_scale = Math.max(max_scale, scale);\n",
-       "    }\n",
-       "    root.data(\"min_scale\", min_scale);\n",
-       "    root.data(\"max_scale\", max_scale);\n",
-       "\n",
-       "    // store the original positions of labels\n",
-       "    if (xlabels) {\n",
-       "        xlabels.selectAll(\"g\")\n",
-       "               .forEach(function (element, i) {\n",
-       "                   element.data(\"x\", element.asPX(\"x\"));\n",
-       "               });\n",
-       "    }\n",
-       "\n",
-       "    if (ylabels) {\n",
-       "        ylabels.selectAll(\"g\")\n",
-       "               .forEach(function (element, i) {\n",
-       "                   element.data(\"y\", element.asPX(\"y\"));\n",
-       "               });\n",
-       "    }\n",
-       "\n",
-       "    // mark grid lines and ticks as in or out of scale.\n",
-       "    var mark_inscale = function (element, i) {\n",
-       "        if (element.attribute(\"gadfly:scale\") == null) { return; }\n",
-       "        element.attribute(\"gadfly:inscale\", element.attribute(\"gadfly:scale\") == 1.0);\n",
-       "    };\n",
-       "\n",
-       "    if (xgridlines) xgridlines.selectAll(\"g\").forEach(mark_inscale);\n",
-       "    if (ygridlines) ygridlines.selectAll(\"g\").forEach(mark_inscale);\n",
-       "    if (xlabels) xlabels.selectAll(\"g\").forEach(mark_inscale);\n",
-       "    if (ylabels) ylabels.selectAll(\"g\").forEach(mark_inscale);\n",
-       "\n",
-       "    // figure out the upper ond lower bounds on panning using the maximum\n",
-       "    // and minum grid lines\n",
-       "    var bounds = root.plotbounds();\n",
-       "    var pan_bounds = {\n",
-       "        x0: 0.0,\n",
-       "        y0: 0.0,\n",
-       "        x1: 0.0,\n",
-       "        y1: 0.0\n",
-       "    };\n",
-       "\n",
-       "    if (xgridlines) {\n",
-       "        xgridlines\n",
-       "            .selectAll(\"g\")\n",
-       "            .forEach(function (element, i) {\n",
-       "                if (element.attribute(\"gadfly:inscale\") == \"true\") {\n",
-       "                    var bbox = element.node.getBBox();\n",
-       "                    if (bounds.x1 - bbox.x < pan_bounds.x0) {\n",
-       "                        pan_bounds.x0 = bounds.x1 - bbox.x;\n",
-       "                    }\n",
-       "                    if (bounds.x0 - bbox.x > pan_bounds.x1) {\n",
-       "                        pan_bounds.x1 = bounds.x0 - bbox.x;\n",
-       "                    }\n",
-       "                    element.attr(\"visibility\", \"visible\");\n",
-       "                }\n",
-       "            });\n",
-       "    }\n",
-       "\n",
-       "    if (ygridlines) {\n",
-       "        ygridlines\n",
-       "            .selectAll(\"g\")\n",
-       "            .forEach(function (element, i) {\n",
-       "                if (element.attribute(\"gadfly:inscale\") == \"true\") {\n",
-       "                    var bbox = element.node.getBBox();\n",
-       "                    if (bounds.y1 - bbox.y < pan_bounds.y0) {\n",
-       "                        pan_bounds.y0 = bounds.y1 - bbox.y;\n",
-       "                    }\n",
-       "                    if (bounds.y0 - bbox.y > pan_bounds.y1) {\n",
-       "                        pan_bounds.y1 = bounds.y0 - bbox.y;\n",
-       "                    }\n",
-       "                    element.attr(\"visibility\", \"visible\");\n",
-       "                }\n",
-       "            });\n",
-       "    }\n",
-       "\n",
-       "    // nudge these values a little\n",
-       "    pan_bounds.x0 -= 5;\n",
-       "    pan_bounds.x1 += 5;\n",
-       "    pan_bounds.y0 -= 5;\n",
-       "    pan_bounds.y1 += 5;\n",
-       "    root.data(\"pan_bounds\", pan_bounds);\n",
-       "\n",
-       "    root.data(\"zoompan-ready\", true)\n",
-       "};\n",
-       "\n",
-       "\n",
-       "// drag actions, i.e. zooming and panning\n",
-       "var pan_action = {\n",
-       "    start: function(root, x, y, event) {\n",
-       "        root.data(\"dx\", 0);\n",
-       "        root.data(\"dy\", 0);\n",
-       "        root.data(\"tx0\", root.data(\"tx\"));\n",
-       "        root.data(\"ty0\", root.data(\"ty\"));\n",
-       "    },\n",
-       "    update: function(root, dx, dy, x, y, event) {\n",
-       "        var px_per_mm = root.data(\"px_per_mm\");\n",
-       "        dx /= px_per_mm;\n",
-       "        dy /= px_per_mm;\n",
-       "\n",
-       "        var tx0 = root.data(\"tx\"),\n",
-       "            ty0 = root.data(\"ty\");\n",
-       "\n",
-       "        var dx0 = root.data(\"dx\"),\n",
-       "            dy0 = root.data(\"dy\");\n",
-       "\n",
-       "        root.data(\"dx\", dx);\n",
-       "        root.data(\"dy\", dy);\n",
-       "\n",
-       "        dx = dx - dx0;\n",
-       "        dy = dy - dy0;\n",
-       "\n",
-       "        var tx = tx0 + dx,\n",
-       "            ty = ty0 + dy;\n",
-       "\n",
-       "        set_plot_pan_zoom(root, tx, ty, root.data(\"xscale\"), root.data(\"yscale\"));\n",
-       "    },\n",
-       "    end: function(root, event) {\n",
-       "\n",
-       "    },\n",
-       "    cancel: function(root) {\n",
-       "        set_plot_pan_zoom(root, root.data(\"tx0\"), root.data(\"ty0\"),\n",
-       "                root.data(\"xscale\"), root.data(\"yscale\"));\n",
-       "    }\n",
-       "};\n",
-       "\n",
-       "var zoom_box;\n",
-       "var zoom_action = {\n",
-       "    start: function(root, x, y, event) {\n",
-       "        var bounds = root.plotbounds();\n",
-       "        var width = bounds.x1 - bounds.x0,\n",
-       "            height = bounds.y1 - bounds.y0;\n",
-       "        var xscalable = root.hasClass(\"xscalable\"),\n",
-       "            yscalable = root.hasClass(\"yscalable\");\n",
-       "        var px_per_mm = root.data(\"px_per_mm\");\n",
-       "        x = xscalable ? x / px_per_mm : bounds.x0;\n",
-       "        y = yscalable ? y / px_per_mm : bounds.y0;\n",
-       "        var w = xscalable ? 0 : width;\n",
-       "        var h = yscalable ? 0 : height;\n",
-       "        zoom_box = root.rect(x, y, w, h).attr({\n",
-       "            \"fill\": \"#000\",\n",
-       "            \"fill-opacity\": 0.25\n",
-       "        });\n",
-       "    },\n",
-       "    update: function(root, dx, dy, x, y, event) {\n",
-       "        var xscalable = root.hasClass(\"xscalable\"),\n",
-       "            yscalable = root.hasClass(\"yscalable\");\n",
-       "        var px_per_mm = root.data(\"px_per_mm\");\n",
-       "        var bounds = root.plotbounds();\n",
-       "        if (yscalable) {\n",
-       "            y /= px_per_mm;\n",
-       "            y = Math.max(bounds.y0, y);\n",
-       "            y = Math.min(bounds.y1, y);\n",
-       "        } else {\n",
-       "            y = bounds.y1;\n",
-       "        }\n",
-       "        if (xscalable) {\n",
-       "            x /= px_per_mm;\n",
-       "            x = Math.max(bounds.x0, x);\n",
-       "            x = Math.min(bounds.x1, x);\n",
-       "        } else {\n",
-       "            x = bounds.x1;\n",
-       "        }\n",
-       "\n",
-       "        dx = x - zoom_box.attr(\"x\");\n",
-       "        dy = y - zoom_box.attr(\"y\");\n",
-       "        var xoffset = 0,\n",
-       "            yoffset = 0;\n",
-       "        if (dx < 0) {\n",
-       "            xoffset = dx;\n",
-       "            dx = -1 * dx;\n",
-       "        }\n",
-       "        if (dy < 0) {\n",
-       "            yoffset = dy;\n",
-       "            dy = -1 * dy;\n",
-       "        }\n",
-       "        if (isNaN(dy)) {\n",
-       "            dy = 0.0;\n",
-       "        }\n",
-       "        if (isNaN(dx)) {\n",
-       "            dx = 0.0;\n",
-       "        }\n",
-       "        zoom_box.transform(\"T\" + xoffset + \",\" + yoffset);\n",
-       "        zoom_box.attr(\"width\", dx);\n",
-       "        zoom_box.attr(\"height\", dy);\n",
-       "    },\n",
-       "    end: function(root, event) {\n",
-       "        var xscalable = root.hasClass(\"xscalable\"),\n",
-       "            yscalable = root.hasClass(\"yscalable\");\n",
-       "        var zoom_bounds = zoom_box.getBBox();\n",
-       "        if (zoom_bounds.width * zoom_bounds.height <= 0) {\n",
-       "            return;\n",
-       "        }\n",
-       "        var plot_bounds = root.plotbounds();\n",
-       "        var xzoom_factor = 1.0,\n",
-       "            yzoom_factor = 1.0;\n",
-       "        if (xscalable) {\n",
-       "            xzoom_factor = (plot_bounds.x1 - plot_bounds.x0) / zoom_bounds.width;\n",
-       "        }\n",
-       "        if (yscalable) {\n",
-       "            yzoom_factor = (plot_bounds.y1 - plot_bounds.y0) / zoom_bounds.height;\n",
-       "        }\n",
-       "        var tx = (root.data(\"tx\") - zoom_bounds.x) * xzoom_factor + plot_bounds.x0,\n",
-       "            ty = (root.data(\"ty\") - zoom_bounds.y) * yzoom_factor + plot_bounds.y0;\n",
-       "        set_plot_pan_zoom(root, tx, ty,\n",
-       "                root.data(\"xscale\") * xzoom_factor, root.data(\"yscale\") * yzoom_factor);\n",
-       "        zoom_box.remove();\n",
-       "    },\n",
-       "    cancel: function(root) {\n",
-       "        zoom_box.remove();\n",
-       "    }\n",
-       "};\n",
-       "\n",
-       "\n",
-       "Gadfly.guide_background_drag_onstart = function(x, y, event) {\n",
-       "    var root = this.plotroot();\n",
-       "    var scalable = root.hasClass(\"xscalable\") || root.hasClass(\"yscalable\");\n",
-       "    var zoomable = !event.altKey && !event.ctrlKey && event.shiftKey && scalable;\n",
-       "    var panable = !event.altKey && !event.ctrlKey && !event.shiftKey && scalable;\n",
-       "    var drag_action = zoomable ? zoom_action :\n",
-       "                      panable  ? pan_action :\n",
-       "                                 undefined;\n",
-       "    root.data(\"drag_action\", drag_action);\n",
-       "    if (drag_action) {\n",
-       "        var cancel_drag_action = function(event) {\n",
-       "            if (event.which == 27) { // esc key\n",
-       "                drag_action.cancel(root);\n",
-       "                root.data(\"drag_action\", undefined);\n",
-       "            }\n",
-       "        };\n",
-       "        window.addEventListener(\"keyup\", cancel_drag_action);\n",
-       "        root.data(\"cancel_drag_action\", cancel_drag_action);\n",
-       "        drag_action.start(root, x, y, event);\n",
-       "    }\n",
-       "};\n",
-       "\n",
-       "\n",
-       "Gadfly.guide_background_drag_onmove = function(dx, dy, x, y, event) {\n",
-       "    var root = this.plotroot();\n",
-       "    var drag_action = root.data(\"drag_action\");\n",
-       "    if (drag_action) {\n",
-       "        drag_action.update(root, dx, dy, x, y, event);\n",
-       "    }\n",
-       "};\n",
-       "\n",
-       "\n",
-       "Gadfly.guide_background_drag_onend = function(event) {\n",
-       "    var root = this.plotroot();\n",
-       "    window.removeEventListener(\"keyup\", root.data(\"cancel_drag_action\"));\n",
-       "    root.data(\"cancel_drag_action\", undefined);\n",
-       "    var drag_action = root.data(\"drag_action\");\n",
-       "    if (drag_action) {\n",
-       "        drag_action.end(root, event);\n",
-       "    }\n",
-       "    root.data(\"drag_action\", undefined);\n",
-       "};\n",
-       "\n",
-       "\n",
-       "Gadfly.guide_background_scroll = function(event) {\n",
-       "    if (event.shiftKey) {\n",
-       "        increase_zoom_by_position(this.plotroot(), 0.001 * event.wheelDelta);\n",
-       "        event.preventDefault();\n",
-       "    }\n",
-       "};\n",
-       "\n",
-       "// Map slider position x to scale y using the function y = a*exp(b*x)+c.\n",
-       "// The constants a, b, and c are solved using the constraint that the function\n",
-       "// should go through the points (0; min_scale), (0.5; 1), and (1; max_scale).\n",
-       "var scale_from_slider_position = function(position, min_scale, max_scale) {\n",
-       "    if (min_scale==max_scale) { return 1; }\n",
-       "    var a = (1 - 2 * min_scale + min_scale * min_scale) / (min_scale + max_scale - 2),\n",
-       "        b = 2 * Math.log((max_scale - 1) / (1 - min_scale)),\n",
-       "        c = (min_scale * max_scale - 1) / (min_scale + max_scale - 2);\n",
-       "    return a * Math.exp(b * position) + c;\n",
-       "}\n",
-       "\n",
-       "// inverse of scale_from_slider_position\n",
-       "var slider_position_from_scale = function(scale, min_scale, max_scale) {\n",
-       "    if (min_scale==max_scale) { return min_scale; }\n",
-       "    var a = (1 - 2 * min_scale + min_scale * min_scale) / (min_scale + max_scale - 2),\n",
-       "        b = 2 * Math.log((max_scale - 1) / (1 - min_scale)),\n",
-       "        c = (min_scale * max_scale - 1) / (min_scale + max_scale - 2);\n",
-       "    return 1 / b * Math.log((scale - c) / a);\n",
-       "}\n",
-       "\n",
-       "var increase_zoom_by_position = function(root, delta_position, animate) {\n",
-       "    var old_xscale = root.data(\"xscale\"),\n",
-       "        old_yscale = root.data(\"yscale\"),\n",
-       "        min_scale = root.data(\"min_scale\"),\n",
-       "        max_scale = root.data(\"max_scale\");\n",
-       "    var xposition = slider_position_from_scale(old_xscale, min_scale, max_scale),\n",
-       "        yposition = slider_position_from_scale(old_yscale, min_scale, max_scale);\n",
-       "    xposition += (root.hasClass(\"xscalable\") ? delta_position : 0.0);\n",
-       "    yposition += (root.hasClass(\"yscalable\") ? delta_position : 0.0);\n",
-       "    old_xscale = scale_from_slider_position(xposition, min_scale, max_scale);\n",
-       "    old_yscale = scale_from_slider_position(yposition, min_scale, max_scale);\n",
-       "    var new_xscale = Math.max(min_scale, Math.min(old_xscale, max_scale)),\n",
-       "        new_yscale = Math.max(min_scale, Math.min(old_yscale, max_scale));\n",
-       "    if (animate) {\n",
-       "        Snap.animate(\n",
-       "            [old_xscale, old_yscale],\n",
-       "            [new_xscale, new_yscale],\n",
-       "            function (new_scale) {\n",
-       "                update_plot_scale(root, new_scale[0], new_scale[1]);\n",
-       "            },\n",
-       "            200);\n",
-       "    } else {\n",
-       "        update_plot_scale(root, new_xscale, new_yscale);\n",
-       "    }\n",
-       "}\n",
-       "\n",
-       "\n",
-       "var update_plot_scale = function(root, new_xscale, new_yscale) {\n",
-       "    var trans = scale_centered_translation(root, new_xscale, new_yscale);\n",
-       "    set_plot_pan_zoom(root, trans.x, trans.y, new_xscale, new_yscale);\n",
-       "};\n",
-       "\n",
-       "\n",
-       "var toggle_color_class = function(root, color_class, ison) {\n",
-       "    var escaped_color_class = color_class.replace(/([^0-9a-zA-z])/g,\"\\\\$1\");\n",
-       "    var guides = root.selectAll(\".guide.\" + escaped_color_class + \",.guide .\" + escaped_color_class);\n",
-       "    var geoms = root.selectAll(\".geometry.\" + escaped_color_class + \",.geometry .\" + escaped_color_class);\n",
-       "    if (ison) {\n",
-       "        guides.animate({opacity: 0.5}, 250);\n",
-       "        geoms.animate({opacity: 0.0}, 250);\n",
-       "    } else {\n",
-       "        guides.animate({opacity: 1.0}, 250);\n",
-       "        geoms.animate({opacity: 1.0}, 250);\n",
-       "    }\n",
-       "};\n",
-       "\n",
-       "\n",
-       "Gadfly.colorkey_swatch_click = function(event) {\n",
-       "    var root = this.plotroot();\n",
-       "    var color_class = this.data(\"color_class\");\n",
-       "\n",
-       "    if (event.shiftKey) {\n",
-       "        root.selectAll(\".colorkey g\")\n",
-       "            .forEach(function (element) {\n",
-       "                var other_color_class = element.data(\"color_class\");\n",
-       "                if (typeof other_color_class !== 'undefined' && other_color_class != color_class) {\n",
-       "                    toggle_color_class(root, other_color_class,\n",
-       "                                       element.attr(\"opacity\") == 1.0);\n",
-       "                }\n",
-       "            });\n",
-       "    } else {\n",
-       "        toggle_color_class(root, color_class, this.attr(\"opacity\") == 1.0);\n",
-       "    }\n",
-       "};\n",
-       "\n",
-       "\n",
-       "return Gadfly;\n",
-       "\n",
-       "}));\n",
-       "\n",
-       "\n",
-       "//@ sourceURL=gadfly.js\n",
-       "\n",
-       "(function (glob, factory) {\n",
-       "    // AMD support\n",
-       "      if (typeof require === \"function\" && typeof define === \"function\" && define.amd) {\n",
-       "        require([\"Snap.svg\", \"Gadfly\"], function (Snap, Gadfly) {\n",
-       "            factory(Snap, Gadfly);\n",
-       "        });\n",
-       "      } else {\n",
-       "          factory(glob.Snap, glob.Gadfly);\n",
-       "      }\n",
-       "})(window, function (Snap, Gadfly) {\n",
-       "    var fig = Snap(\"#img-e1539651\");\n",
-       "fig.select(\"#img-e1539651-5\")\n",
-       "   .init_gadfly();\n",
-       "fig.select(\"#img-e1539651-8\")\n",
-       "   .plotroot().data(\"unfocused_ygrid_color\", \"#D0D0E0\")\n",
-       ";\n",
-       "fig.select(\"#img-e1539651-8\")\n",
-       "   .plotroot().data(\"focused_ygrid_color\", \"#A0A0A0\")\n",
-       ";\n",
-       "fig.select(\"#img-e1539651-162\")\n",
-       "   .plotroot().data(\"unfocused_xgrid_color\", \"#D0D0E0\")\n",
-       ";\n",
-       "fig.select(\"#img-e1539651-162\")\n",
-       "   .plotroot().data(\"focused_xgrid_color\", \"#A0A0A0\")\n",
-       ";\n",
-       "fig.select(\"#img-e1539651-207\")\n",
-       "   .mouseenter(Gadfly.helpscreen_visible)\n",
-       ".mouseleave(Gadfly.helpscreen_hidden)\n",
-       ";\n",
-       "fig.select(\"#img-e1539651-375\")\n",
-       "   .init_gadfly();\n",
-       "fig.select(\"#img-e1539651-378\")\n",
-       "   .plotroot().data(\"unfocused_ygrid_color\", \"#D0D0E0\")\n",
-       ";\n",
-       "fig.select(\"#img-e1539651-378\")\n",
-       "   .plotroot().data(\"focused_ygrid_color\", \"#A0A0A0\")\n",
-       ";\n",
-       "fig.select(\"#img-e1539651-531\")\n",
-       "   .plotroot().data(\"unfocused_xgrid_color\", \"#D0D0E0\")\n",
-       ";\n",
-       "fig.select(\"#img-e1539651-531\")\n",
-       "   .plotroot().data(\"focused_xgrid_color\", \"#A0A0A0\")\n",
-       ";\n",
-       "fig.select(\"#img-e1539651-576\")\n",
-       "   .mouseenter(Gadfly.helpscreen_visible)\n",
-       ".mouseleave(Gadfly.helpscreen_hidden)\n",
-       ";\n",
-       "    });\n",
-       "]]> </script>\n",
-       "</svg>\n"
-      ],
-      "text/plain": [
-       "Compose.Context(Measures.BoundingBox{Tuple{Measures.Length{:cx,Int64},Measures.Length{:cy,Int64}},Tuple{Measures.Length{:w,Float64},Measures.Length{:h,Float64}}}((0cx, 0cy), (1.0w, 1.0h)), nothing, nothing, nothing, nothing, List([Compose.Context(Measures.BoundingBox{Tuple{Measures.Length{:w,Float64},Measures.Length{:h,Float64}},Tuple{Measures.Length{:w,Float64},Measures.Length{:h,Float64}}}((0.0w, 0.5h), (1.0w, 0.5h)), nothing, nothing, nothing, nothing, List([Compose.Context(Measures.BoundingBox{Tuple{Measures.Length{:mm,Float64},Measures.Length{:mm,Float64}},Tuple{Measures.Add{Measures.Add{Measures.Length{:w,Float64},Measures.Length{:mm,Float64}},Measures.Length{:mm,Float64}},Measures.Add{Measures.Add{Measures.Length{:h,Float64},Measures.Length{:mm,Float64}},Measures.Length{:mm,Float64}}}}((5.0mm, 5.0mm), (1.0w + -5.0mm + -5.0mm, 1.0h + -5.0mm + -5.0mm)), nothing, nothing, nothing, nothing, List([Compose.Table(Array{Compose.Context,1}[[] [] [Context(T,fsz,fnt,f,s)]; [Context(AdhocContainerPromise), Context(AdhocContainerPromise)] [Context(AdhocContainerPromise)] [Context(Context(Context(Context(Context(Context(L,sd,lw,s),svgc(xfixed))),Context(Context(Context(Context(L,svgc(marker),s),Context(L,svgc(marker),s),L,svgc(color_RGB{Float32}(0.0f0,0.74736935f0,1.0f0)),lw,s),svgc(geometry))),Context(Context(Context(Context(Context(C,svgc(marker)),svgc(color_RGBA{Float32}(0.0f0,0.74736935f0,1.0f0,1.0f0)),fo,s,f),Context(Context(C,svgc(marker)),svgc(color_RGBA{Float32}(0.0f0,0.74736935f0,1.0f0,1.0f0)),fo,s,f),Context(Context(C,svgc(marker)),svgc(color_RGBA{Float32}(0.0f0,0.74736935f0,1.0f0,1.0f0)),fo,s,f),lw),svgc(geometry))),svgc(plotpanel))),Context(Context(Context(T,svgc(text_box),f),fo,svgc(guide crosshair)),Context(Context(Context(R,f),Context(T,f,fsz,fnt),svgc(text_box)),fo,svgc(guide helpscreen)),Context(Context(T,jsc,svgc(text_box),f),fo,svgc(guide questionmark))),Context(Context(Context(L,jsc,jsc,svga,svgc(guide ygridlines xfixed),sd,lw,s,v),Context(L,svgc(guide ygridlines xfixed),sd,lw,s)),Context(Context(L,jsc,jsc,svga,svgc(guide xgridlines yfixed),sd,lw,s,v),Context(L,svgc(guide xgridlines yfixed),sd,lw,s)),Context(R,svga,f,s,svgc(guide background))),jsc)]; [] [] [Context(AdhocContainerPromise), Context(AdhocContainerPromise)]; [] [] [Context(AdhocContainerPromise), Context(AdhocContainerPromise)]], 3:3, 2:2, nothing, nothing, nothing, Any[], Compose.UnitBox{Float64,Float64,Float64,Float64}(0.5, 1.0, 3.0, -1.5, 0.0mm, 0.0mm, 2.0mm, 2.0mm), 0, false, false)]), List([]), List([Compose.Property{Compose.JSIncludePrimitive}(Compose.JSIncludePrimitive[JSIncludePrimitive(\"/home/ken/.julia/dev/Gadfly/src/gadfly.js\", (\"Gadfly\", \"Gadfly\"))]), Compose.Property{Compose.SVGClassPrimitive}(Compose.SVGClassPrimitive[SVGClassPrimitive(\"plotroot yscalable\")])]), 0, false, false, false, false, nothing, nothing, 0.0, Symbol(\"\"))]), List([]), List([]), 0, false, false, false, false, nothing, nothing, 0.0, Symbol(\"\")), Compose.Context(Measures.BoundingBox{Tuple{Measures.Length{:w,Float64},Measures.Length{:h,Float64}},Tuple{Measures.Length{:w,Float64},Measures.Length{:h,Float64}}}((0.0w, 0.0h), (1.0w, 0.5h)), nothing, nothing, nothing, nothing, List([Compose.Context(Measures.BoundingBox{Tuple{Measures.Length{:mm,Float64},Measures.Length{:mm,Float64}},Tuple{Measures.Add{Measures.Add{Measures.Length{:w,Float64},Measures.Length{:mm,Float64}},Measures.Length{:mm,Float64}},Measures.Add{Measures.Add{Measures.Length{:h,Float64},Measures.Length{:mm,Float64}},Measures.Length{:mm,Float64}}}}((5.0mm, 5.0mm), (1.0w + -5.0mm + -5.0mm, 1.0h + -5.0mm + -5.0mm)), nothing, nothing, nothing, nothing, List([Compose.Table(Array{Compose.Context,1}[[] [] [Context(T,fsz,fnt,f,s)]; [Context(AdhocContainerPromise), Context(AdhocContainerPromise)] [Context(AdhocContainerPromise)] [Context(Context(Context(Context(Context(Context(L,sd,lw,s),svgc(xfixed))),Context(Context(Context(Context(L,svgc(marker),s),Context(L,svgc(marker),s),L,svgc(color_RGB{Float32}(0.0f0,0.74736935f0,1.0f0)),lw,s),svgc(geometry))),Context(Context(Context(Context(Context(C,svgc(marker)),svgc(color_RGBA{Float32}(0.0f0,0.74736935f0,1.0f0,1.0f0)),fo,s,f),Context(Context(C,svgc(marker)),svgc(color_RGBA{Float32}(0.0f0,0.74736935f0,1.0f0,1.0f0)),fo,s,f),Context(Context(C,svgc(marker)),svgc(color_RGBA{Float32}(0.0f0,0.74736935f0,1.0f0,1.0f0)),fo,s,f),lw),svgc(geometry))),svgc(plotpanel))),Context(Context(Context(T,svgc(text_box),f),fo,svgc(guide crosshair)),Context(Context(Context(R,f),Context(T,f,fsz,fnt),svgc(text_box)),fo,svgc(guide helpscreen)),Context(Context(T,jsc,svgc(text_box),f),fo,svgc(guide questionmark))),Context(Context(Context(L,jsc,jsc,svga,svgc(guide ygridlines xfixed),sd,lw,s,v),Context(L,svgc(guide ygridlines xfixed),sd,lw,s)),Context(Context(L,jsc,jsc,svga,svgc(guide xgridlines yfixed),sd,lw,s,v),Context(L,svgc(guide xgridlines yfixed),sd,lw,s)),Context(R,svga,f,s,svgc(guide background))),jsc)]; [] [] [Context(AdhocContainerPromise), Context(AdhocContainerPromise)]; [] [] [Context(AdhocContainerPromise), Context(AdhocContainerPromise)]], 3:3, 2:2, nothing, nothing, nothing, Any[], Compose.UnitBox{Float64,Float64,Float64,Float64}(0.5, 2.0, 3.0, -3.0, 0.0mm, 0.0mm, 2.0mm, 2.0mm), 0, false, false)]), List([]), List([Compose.Property{Compose.JSIncludePrimitive}(Compose.JSIncludePrimitive[JSIncludePrimitive(\"/home/ken/.julia/dev/Gadfly/src/gadfly.js\", (\"Gadfly\", \"Gadfly\"))]), Compose.Property{Compose.SVGClassPrimitive}(Compose.SVGClassPrimitive[SVGClassPrimitive(\"plotroot yscalable\")])]), 0, false, false, false, false, nothing, nothing, 0.0, Symbol(\"\"))]), List([]), List([]), 0, false, false, false, false, nothing, nothing, 0.0, Symbol(\"\"))]), List([]), List([]), 0, false, false, false, false, nothing, nothing, 0.0, Symbol(\"\"))"
-      ]
-     },
-     "execution_count": 7,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "whiskerplot(fit)"
    ]
@@ -4546,9348 +447,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/svg+xml": [
-       "<?xml version=\"1.0\" encoding=\"UTF-8\"?>\n",
-       "<svg xmlns=\"http://www.w3.org/2000/svg\"\n",
-       "     xmlns:xlink=\"http://www.w3.org/1999/xlink\"\n",
-       "     xmlns:gadfly=\"http://www.gadflyjl.org/ns\"\n",
-       "     version=\"1.2\"\n",
-       "     width=\"150mm\" height=\"150mm\" viewBox=\"0 0 150 150\"\n",
-       "     stroke=\"none\"\n",
-       "     fill=\"#000000\"\n",
-       "     stroke-width=\"0.3\"\n",
-       "     font-size=\"3.88\"\n",
-       ">\n",
-       "<defs>\n",
-       "  <marker id=\"arrow\" markerWidth=\"15\" markerHeight=\"7\" refX=\"5\" refY=\"3.5\" orient=\"auto\" markerUnits=\"strokeWidth\">\n",
-       "    <path d=\"M0,0 L15,3.5 L0,7 z\" stroke=\"context-stroke\" fill=\"context-stroke\"/>\n",
-       "  </marker>\n",
-       "</defs>\n",
-       "<g class=\"plotroot xscalable yscalable\" id=\"img-ec030fc8-1\">\n",
-       "  <g font-size=\"6.35\" font-family=\"'PT Sans','Helvetica Neue','Helvetica',sans-serif\" fill=\"#564A55\" stroke=\"#000000\" stroke-opacity=\"0.000\" id=\"img-ec030fc8-2\">\n",
-       "    <g transform=\"translate(121.24,136.09)\">\n",
-       "      <g class=\"primitive\">\n",
-       "        <text text-anchor=\"middle\" dy=\"0.6em\">wind</text>\n",
-       "      </g>\n",
-       "    </g>\n",
-       "  </g>\n",
-       "  <g class=\"guide xlabels\" font-size=\"5.64\" font-family=\"'PT Sans Caption','Helvetica Neue','Helvetica',sans-serif\" fill=\"#6C606B\" id=\"img-ec030fc8-3\">\n",
-       "    <g transform=\"translate(99.48,126.74)\">\n",
-       "      <g class=\"primitive\">\n",
-       "        <text text-anchor=\"middle\" dy=\"0.6em\">-5.0</text>\n",
-       "      </g>\n",
-       "    </g>\n",
-       "    <g transform=\"translate(110.36,126.74)\">\n",
-       "      <g class=\"primitive\">\n",
-       "        <text text-anchor=\"middle\" dy=\"0.6em\">-2.5</text>\n",
-       "      </g>\n",
-       "    </g>\n",
-       "    <g transform=\"translate(121.24,126.74)\">\n",
-       "      <g class=\"primitive\">\n",
-       "        <text text-anchor=\"middle\" dy=\"0.6em\">0.0</text>\n",
-       "      </g>\n",
-       "    </g>\n",
-       "    <g transform=\"translate(132.12,126.74)\">\n",
-       "      <g class=\"primitive\">\n",
-       "        <text text-anchor=\"middle\" dy=\"0.6em\">2.5</text>\n",
-       "      </g>\n",
-       "    </g>\n",
-       "    <g transform=\"translate(143,126.74)\">\n",
-       "      <g class=\"primitive\">\n",
-       "        <text text-anchor=\"middle\" dy=\"0.6em\">5.0</text>\n",
-       "      </g>\n",
-       "    </g>\n",
-       "  </g>\n",
-       "  <g clip-path=\"url(#img-ec030fc8-4)\">\n",
-       "    <g id=\"img-ec030fc8-5\">\n",
-       "      <g pointer-events=\"visible\" fill=\"#000000\" fill-opacity=\"0.000\" stroke=\"#000000\" stroke-opacity=\"0.000\" class=\"guide background\" id=\"img-ec030fc8-6\">\n",
-       "        <g transform=\"translate(121.24,102.87)\" id=\"img-ec030fc8-7\">\n",
-       "          <path d=\"M-23.76,-22.87 L 23.76 -22.87 23.76 22.87 -23.76 22.87 z\" class=\"primitive\"/>\n",
-       "        </g>\n",
-       "      </g>\n",
-       "      <g class=\"guide ygridlines xfixed\" stroke-dasharray=\"0.5,0.5\" stroke-width=\"0.2\" stroke=\"#D0D0E0\" id=\"img-ec030fc8-8\">\n",
-       "        <g transform=\"translate(121.24,123.74)\" id=\"img-ec030fc8-9\">\n",
-       "          <path fill=\"none\" d=\"M-23.76,0 L 23.76 0\" class=\"primitive\"/>\n",
-       "        </g>\n",
-       "        <g transform=\"translate(121.24,102.87)\" id=\"img-ec030fc8-10\">\n",
-       "          <path fill=\"none\" d=\"M-23.76,0 L 23.76 0\" class=\"primitive\"/>\n",
-       "        </g>\n",
-       "        <g transform=\"translate(121.24,82)\" id=\"img-ec030fc8-11\">\n",
-       "          <path fill=\"none\" d=\"M-23.76,0 L 23.76 0\" class=\"primitive\"/>\n",
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-       "          <g fill=\"#FFFF62\" font-size=\"6.35\" font-family=\"'PT Sans','Helvetica Neue','Helvetica',sans-serif\" id=\"img-59acf86a-1719\">\n",
-       "            <g transform=\"translate(46.85,16.05)\" id=\"img-59acf86a-1720\">\n",
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-       "                <text text-anchor=\"middle\" dy=\"0.35em\">h,j,k,l,arrows,drag to pan</text>\n",
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-       "              <g class=\"primitive\">\n",
-       "                <text text-anchor=\"middle\" dy=\"0.35em\">i,o,+,-,scroll,shift-drag to zoom</text>\n",
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-       "              <g class=\"primitive\">\n",
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-       "              <g class=\"primitive\">\n",
-       "                <text text-anchor=\"middle\" dy=\"0.35em\">c for coordinates</text>\n",
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-       "      <g fill-opacity=\"0\" class=\"guide questionmark\" id=\"img-59acf86a-1725\">\n",
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-       "              <text text-anchor=\"end\" dy=\"0.6em\">?</text>\n",
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-       "    <g transform=\"translate(22.7,111.36)\" id=\"img-59acf86a-1729\" gadfly:scale=\"1.0\" visibility=\"hidden\">\n",
-       "      <g class=\"primitive\">\n",
-       "        <text text-anchor=\"end\" dy=\"0.35em\">-1.5</text>\n",
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-       "        <text text-anchor=\"end\" dy=\"0.35em\">-1.0</text>\n",
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-       "        <text text-anchor=\"end\" dy=\"0.35em\">-0.5</text>\n",
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-       "        <text text-anchor=\"end\" dy=\"0.35em\">1.0</text>\n",
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-       "      <g class=\"primitive\">\n",
-       "        <text text-anchor=\"end\" dy=\"0.35em\">1.5</text>\n",
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-       "        <text text-anchor=\"end\" dy=\"0.35em\">2.0</text>\n",
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-       "      <g class=\"primitive\">\n",
-       "        <text text-anchor=\"end\" dy=\"0.35em\">2.5</text>\n",
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-       "      <g class=\"primitive\">\n",
-       "        <text text-anchor=\"end\" dy=\"0.35em\">-1.00</text>\n",
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-       "        <text text-anchor=\"end\" dy=\"0.35em\">-0.95</text>\n",
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-       "        <text text-anchor=\"end\" dy=\"0.35em\">-0.90</text>\n",
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-       "        <text text-anchor=\"end\" dy=\"0.35em\">-0.85</text>\n",
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-       "      <g class=\"primitive\">\n",
-       "        <text text-anchor=\"end\" dy=\"0.35em\">-0.80</text>\n",
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-       "        <text text-anchor=\"end\" dy=\"0.35em\">-0.75</text>\n",
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-       "        <text text-anchor=\"end\" dy=\"0.35em\">-0.70</text>\n",
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-       "        <text text-anchor=\"end\" dy=\"0.35em\">-0.65</text>\n",
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-       "        <text text-anchor=\"end\" dy=\"0.35em\">-0.55</text>\n",
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-       "        <text text-anchor=\"end\" dy=\"0.35em\">-0.10</text>\n",
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-       "      <g class=\"primitive\">\n",
-       "        <text text-anchor=\"end\" dy=\"0.35em\">-0.05</text>\n",
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-       "function(d,f,k,u,p){\"string\"==typeof k&&(p=u=k,k=4);\"string\"!=typeof u&&(p=u,u=\"#000\");null==k&&(k=4);null==p&&(p=1);null==d&&(d=0,f=2);null==f&&(f=d);u=a.color(u||\"#000\");return a.format('<feGaussianBlur in=\"SourceAlpha\" stdDeviation=\"{blur}\"/><feOffset dx=\"{dx}\" dy=\"{dy}\" result=\"offsetblur\"/><feFlood flood-color=\"{color}\"/><feComposite in2=\"offsetblur\" operator=\"in\"/><feComponentTransfer><feFuncA type=\"linear\" slope=\"{opacity}\"/></feComponentTransfer><feMerge><feMergeNode/><feMergeNode in=\"SourceGraphic\"/></feMerge>',\n",
-       "{color:u,dx:d,dy:f,blur:k,opacity:p})};a.filter.shadow.toString=function(){return this()};a.filter.grayscale=function(d){null==d&&(d=1);return a.format('<feColorMatrix type=\"matrix\" values=\"{a} {b} {c} 0 0 {d} {e} {f} 0 0 {g} {b} {h} 0 0 0 0 0 1 0\"/>',{a:0.2126+0.7874*(1-d),b:0.7152-0.7152*(1-d),c:0.0722-0.0722*(1-d),d:0.2126-0.2126*(1-d),e:0.7152+0.2848*(1-d),f:0.0722-0.0722*(1-d),g:0.2126-0.2126*(1-d),h:0.0722+0.9278*(1-d)})};a.filter.grayscale.toString=function(){return this()};a.filter.sepia=\n",
-       "function(d){null==d&&(d=1);return a.format('<feColorMatrix type=\"matrix\" values=\"{a} {b} {c} 0 0 {d} {e} {f} 0 0 {g} {h} {i} 0 0 0 0 0 1 0\"/>',{a:0.393+0.607*(1-d),b:0.769-0.769*(1-d),c:0.189-0.189*(1-d),d:0.349-0.349*(1-d),e:0.686+0.314*(1-d),f:0.168-0.168*(1-d),g:0.272-0.272*(1-d),h:0.534-0.534*(1-d),i:0.131+0.869*(1-d)})};a.filter.sepia.toString=function(){return this()};a.filter.saturate=function(d){null==d&&(d=1);return a.format('<feColorMatrix type=\"saturate\" values=\"{amount}\"/>',{amount:1-\n",
-       "d})};a.filter.saturate.toString=function(){return this()};a.filter.hueRotate=function(d){return a.format('<feColorMatrix type=\"hueRotate\" values=\"{angle}\"/>',{angle:d||0})};a.filter.hueRotate.toString=function(){return this()};a.filter.invert=function(d){null==d&&(d=1);return a.format('<feComponentTransfer><feFuncR type=\"table\" tableValues=\"{amount} {amount2}\"/><feFuncG type=\"table\" tableValues=\"{amount} {amount2}\"/><feFuncB type=\"table\" tableValues=\"{amount} {amount2}\"/></feComponentTransfer>',{amount:d,\n",
-       "amount2:1-d})};a.filter.invert.toString=function(){return this()};a.filter.brightness=function(d){null==d&&(d=1);return a.format('<feComponentTransfer><feFuncR type=\"linear\" slope=\"{amount}\"/><feFuncG type=\"linear\" slope=\"{amount}\"/><feFuncB type=\"linear\" slope=\"{amount}\"/></feComponentTransfer>',{amount:d})};a.filter.brightness.toString=function(){return this()};a.filter.contrast=function(d){null==d&&(d=1);return a.format('<feComponentTransfer><feFuncR type=\"linear\" slope=\"{amount}\" intercept=\"{amount2}\"/><feFuncG type=\"linear\" slope=\"{amount}\" intercept=\"{amount2}\"/><feFuncB type=\"linear\" slope=\"{amount}\" intercept=\"{amount2}\"/></feComponentTransfer>',\n",
-       "{amount:d,amount2:0.5-d/2})};a.filter.contrast.toString=function(){return this()}});return C});\n",
-       "\n",
-       "]]> </script>\n",
-       "<script> <![CDATA[\n",
-       "\n",
-       "(function (glob, factory) {\n",
-       "    // AMD support\n",
-       "    if (typeof define === \"function\" && define.amd) {\n",
-       "        // Define as an anonymous module\n",
-       "        define(\"Gadfly\", [\"Snap.svg\"], function (Snap) {\n",
-       "            return factory(Snap);\n",
-       "        });\n",
-       "    } else {\n",
-       "        // Browser globals (glob is window)\n",
-       "        // Snap adds itself to window\n",
-       "        glob.Gadfly = factory(glob.Snap);\n",
-       "    }\n",
-       "}(this, function (Snap) {\n",
-       "\n",
-       "var Gadfly = {};\n",
-       "\n",
-       "// Get an x/y coordinate value in pixels\n",
-       "var xPX = function(fig, x) {\n",
-       "    var client_box = fig.node.getBoundingClientRect();\n",
-       "    return x * fig.node.viewBox.baseVal.width / client_box.width;\n",
-       "};\n",
-       "\n",
-       "var yPX = function(fig, y) {\n",
-       "    var client_box = fig.node.getBoundingClientRect();\n",
-       "    return y * fig.node.viewBox.baseVal.height / client_box.height;\n",
-       "};\n",
-       "\n",
-       "\n",
-       "Snap.plugin(function (Snap, Element, Paper, global) {\n",
-       "    // Traverse upwards from a snap element to find and return the first\n",
-       "    // note with the \"plotroot\" class.\n",
-       "    Element.prototype.plotroot = function () {\n",
-       "        var element = this;\n",
-       "        while (!element.hasClass(\"plotroot\") && element.parent() != null) {\n",
-       "            element = element.parent();\n",
-       "        }\n",
-       "        return element;\n",
-       "    };\n",
-       "\n",
-       "    Element.prototype.svgroot = function () {\n",
-       "        var element = this;\n",
-       "        while (element.node.nodeName != \"svg\" && element.parent() != null) {\n",
-       "            element = element.parent();\n",
-       "        }\n",
-       "        return element;\n",
-       "    };\n",
-       "\n",
-       "    Element.prototype.plotbounds = function () {\n",
-       "        var root = this.plotroot()\n",
-       "        var bbox = root.select(\".guide.background\").node.getBBox();\n",
-       "        return {\n",
-       "            x0: bbox.x,\n",
-       "            x1: bbox.x + bbox.width,\n",
-       "            y0: bbox.y,\n",
-       "            y1: bbox.y + bbox.height\n",
-       "        };\n",
-       "    };\n",
-       "\n",
-       "    Element.prototype.plotcenter = function () {\n",
-       "        var root = this.plotroot()\n",
-       "        var bbox = root.select(\".guide.background\").node.getBBox();\n",
-       "        return {\n",
-       "            x: bbox.x + bbox.width / 2,\n",
-       "            y: bbox.y + bbox.height / 2\n",
-       "        };\n",
-       "    };\n",
-       "\n",
-       "    // Emulate IE style mouseenter/mouseleave events, since Microsoft always\n",
-       "    // does everything right.\n",
-       "    // See: http://www.dynamic-tools.net/toolbox/isMouseLeaveOrEnter/\n",
-       "    var events = [\"mouseenter\", \"mouseleave\"];\n",
-       "\n",
-       "    for (i in events) {\n",
-       "        (function (event_name) {\n",
-       "            var event_name = events[i];\n",
-       "            Element.prototype[event_name] = function (fn, scope) {\n",
-       "                if (Snap.is(fn, \"function\")) {\n",
-       "                    var fn2 = function (event) {\n",
-       "                        if (event.type != \"mouseover\" && event.type != \"mouseout\") {\n",
-       "                            return;\n",
-       "                        }\n",
-       "\n",
-       "                        var reltg = event.relatedTarget ? event.relatedTarget :\n",
-       "                            event.type == \"mouseout\" ? event.toElement : event.fromElement;\n",
-       "                        while (reltg && reltg != this.node) reltg = reltg.parentNode;\n",
-       "\n",
-       "                        if (reltg != this.node) {\n",
-       "                            return fn.apply(this, event);\n",
-       "                        }\n",
-       "                    };\n",
-       "\n",
-       "                    if (event_name == \"mouseenter\") {\n",
-       "                        this.mouseover(fn2, scope);\n",
-       "                    } else {\n",
-       "                        this.mouseout(fn2, scope);\n",
-       "                    }\n",
-       "                }\n",
-       "                return this;\n",
-       "            };\n",
-       "        })(events[i]);\n",
-       "    }\n",
-       "\n",
-       "\n",
-       "    Element.prototype.mousewheel = function (fn, scope) {\n",
-       "        if (Snap.is(fn, \"function\")) {\n",
-       "            var el = this;\n",
-       "            var fn2 = function (event) {\n",
-       "                fn.apply(el, [event]);\n",
-       "            };\n",
-       "        }\n",
-       "\n",
-       "        this.node.addEventListener(\n",
-       "            /Firefox/i.test(navigator.userAgent) ? \"DOMMouseScroll\" : \"mousewheel\",\n",
-       "            fn2);\n",
-       "\n",
-       "        return this;\n",
-       "    };\n",
-       "\n",
-       "\n",
-       "    // Snap's attr function can be too slow for things like panning/zooming.\n",
-       "    // This is a function to directly update element attributes without going\n",
-       "    // through eve.\n",
-       "    Element.prototype.attribute = function(key, val) {\n",
-       "        if (val === undefined) {\n",
-       "            return this.node.getAttribute(key);\n",
-       "        } else {\n",
-       "            this.node.setAttribute(key, val);\n",
-       "            return this;\n",
-       "        }\n",
-       "    };\n",
-       "\n",
-       "    Element.prototype.init_gadfly = function() {\n",
-       "        this.mouseenter(Gadfly.plot_mouseover)\n",
-       "            .mousemove(Gadfly.plot_mousemove)\n",
-       "            .mouseleave(Gadfly.plot_mouseout)\n",
-       "            .dblclick(Gadfly.plot_dblclick)\n",
-       "            .mousewheel(Gadfly.guide_background_scroll)\n",
-       "            .drag(Gadfly.guide_background_drag_onmove,\n",
-       "                  Gadfly.guide_background_drag_onstart,\n",
-       "                  Gadfly.guide_background_drag_onend);\n",
-       "        this.mouseenter(function (event) {\n",
-       "            init_pan_zoom(this.plotroot());\n",
-       "        });\n",
-       "        return this;\n",
-       "    };\n",
-       "});\n",
-       "\n",
-       "\n",
-       "Gadfly.plot_mousemove = function(event, x_px, y_px) {\n",
-       "    var root = this.plotroot();\n",
-       "    if (root.data(\"crosshair\")) {\n",
-       "        px_per_mm = root.data(\"px_per_mm\");\n",
-       "        bB = root.select('boundingbox').node.getAttribute('value').split(' ');\n",
-       "        uB = root.select('unitbox').node.getAttribute('value').split(' ');\n",
-       "        xscale = root.data(\"xscale\");\n",
-       "        yscale = root.data(\"yscale\");\n",
-       "        xtranslate = root.data(\"tx\");\n",
-       "        ytranslate = root.data(\"ty\");\n",
-       "\n",
-       "        xoff_mm = bB[0].substr(0,bB[0].length-2)/1;\n",
-       "        yoff_mm = bB[1].substr(0,bB[1].length-2)/1;\n",
-       "        xoff_unit = uB[0]/1;\n",
-       "        yoff_unit = uB[1]/1;\n",
-       "        mm_per_xunit = bB[2].substr(0,bB[2].length-2) / uB[2];\n",
-       "        mm_per_yunit = bB[3].substr(0,bB[3].length-2) / uB[3];\n",
-       "         \n",
-       "        x_unit = ((x_px / px_per_mm - xtranslate) / xscale - xoff_mm) / mm_per_xunit + xoff_unit;\n",
-       "        y_unit = ((y_px / px_per_mm - ytranslate) / yscale - yoff_mm) / mm_per_yunit + yoff_unit;\n",
-       "\n",
-       "        root.select('.crosshair').select('.primitive').select('text')\n",
-       "                .node.innerHTML = x_unit.toPrecision(3)+\",\"+y_unit.toPrecision(3);\n",
-       "    };\n",
-       "};\n",
-       "\n",
-       "Gadfly.helpscreen_visible = function(event) {\n",
-       "    helpscreen_visible(this.plotroot());\n",
-       "};\n",
-       "var helpscreen_visible = function(root) {\n",
-       "    root.select(\".helpscreen\").animate({\"fill-opacity\": 1.0}, 250);\n",
-       "};\n",
-       "\n",
-       "Gadfly.helpscreen_hidden = function(event) {\n",
-       "    helpscreen_hidden(this.plotroot());\n",
-       "};\n",
-       "var helpscreen_hidden = function(root) {\n",
-       "    root.select(\".helpscreen\").animate({\"fill-opacity\": 0.0}, 250);\n",
-       "};\n",
-       "\n",
-       "// When the plot is moused over, emphasize the grid lines.\n",
-       "Gadfly.plot_mouseover = function(event) {\n",
-       "    var root = this.plotroot();\n",
-       "\n",
-       "    var keyboard_help = function(event) {\n",
-       "        if (event.which == 191) { // ?\n",
-       "            helpscreen_visible(root);\n",
-       "        }\n",
-       "    };\n",
-       "    root.data(\"keyboard_help\", keyboard_help);\n",
-       "    window.addEventListener(\"keydown\", keyboard_help);\n",
-       "\n",
-       "    var keyboard_pan_zoom = function(event) {\n",
-       "        var bounds = root.plotbounds(),\n",
-       "            width = bounds.x1 - bounds.x0;\n",
-       "            height = bounds.y1 - bounds.y0;\n",
-       "        if (event.which == 187 || event.which == 73) { // plus or i\n",
-       "            increase_zoom_by_position(root, 0.1, true);\n",
-       "        } else if (event.which == 189 || event.which == 79) { // minus or o\n",
-       "            increase_zoom_by_position(root, -0.1, true);\n",
-       "        } else if (event.which == 39 || event.which == 76) { // right-arrow or l\n",
-       "            set_plot_pan_zoom(root, root.data(\"tx\")-width/10, root.data(\"ty\"),\n",
-       "                    root.data(\"xscale\"), root.data(\"yscale\"));\n",
-       "        } else if (event.which == 40 || event.which == 74) { // down-arrow or j\n",
-       "            set_plot_pan_zoom(root, root.data(\"tx\"), root.data(\"ty\")-height/10,\n",
-       "                    root.data(\"xscale\"), root.data(\"yscale\"));\n",
-       "        } else if (event.which == 37 || event.which == 72) { // left-arrow or h\n",
-       "            set_plot_pan_zoom(root, root.data(\"tx\")+width/10, root.data(\"ty\"),\n",
-       "                    root.data(\"xscale\"), root.data(\"yscale\"));\n",
-       "        } else if (event.which == 38 || event.which == 75) { // up-arrow or k\n",
-       "            set_plot_pan_zoom(root, root.data(\"tx\"), root.data(\"ty\")+height/10,\n",
-       "                    root.data(\"xscale\"), root.data(\"yscale\"));\n",
-       "        } else if (event.which == 82) { // r\n",
-       "            set_plot_pan_zoom(root, 0.0, 0.0, 1.0, 1.0);\n",
-       "        } else if (event.which == 191) { // ?\n",
-       "            helpscreen_hidden(root);\n",
-       "        } else if (event.which == 67) { // c\n",
-       "            root.data(\"crosshair\",!root.data(\"crosshair\"));\n",
-       "            root.select(\".crosshair\")\n",
-       "                .animate({\"fill-opacity\": root.data(\"crosshair\") ? 1.0 : 0.0}, 250);\n",
-       "        }\n",
-       "    };\n",
-       "    root.data(\"keyboard_pan_zoom\", keyboard_pan_zoom);\n",
-       "    window.addEventListener(\"keyup\", keyboard_pan_zoom);\n",
-       "\n",
-       "    var xgridlines = root.select(\".xgridlines\"),\n",
-       "        ygridlines = root.select(\".ygridlines\");\n",
-       "\n",
-       "    if (xgridlines) {\n",
-       "        xgridlines.data(\"unfocused_strokedash\",\n",
-       "                        xgridlines.attribute(\"stroke-dasharray\").replace(/(\\d)(,|$)/g, \"$1mm$2\"));\n",
-       "        var destcolor = root.data(\"focused_xgrid_color\");\n",
-       "        xgridlines.attribute(\"stroke-dasharray\", \"none\")\n",
-       "                  .selectAll(\"path\")\n",
-       "                  .animate({stroke: destcolor}, 250);\n",
-       "    }\n",
-       "\n",
-       "    if (ygridlines) {\n",
-       "        ygridlines.data(\"unfocused_strokedash\",\n",
-       "                        ygridlines.attribute(\"stroke-dasharray\").replace(/(\\d)(,|$)/g, \"$1mm$2\"));\n",
-       "        var destcolor = root.data(\"focused_ygrid_color\");\n",
-       "        ygridlines.attribute(\"stroke-dasharray\", \"none\")\n",
-       "                  .selectAll(\"path\")\n",
-       "                  .animate({stroke: destcolor}, 250);\n",
-       "    }\n",
-       "\n",
-       "    root.select(\".crosshair\")\n",
-       "        .animate({\"fill-opacity\": root.data(\"crosshair\") ? 1.0 : 0.0}, 250);\n",
-       "    root.select(\".questionmark\").animate({\"fill-opacity\": 1.0}, 250);\n",
-       "};\n",
-       "\n",
-       "// Reset pan and zoom on double click\n",
-       "Gadfly.plot_dblclick = function(event) {\n",
-       "  set_plot_pan_zoom(this.plotroot(), 0.0, 0.0, 1.0, 1.0);\n",
-       "};\n",
-       "\n",
-       "// Unemphasize grid lines on mouse out.\n",
-       "Gadfly.plot_mouseout = function(event) {\n",
-       "    var root = this.plotroot();\n",
-       "\n",
-       "    window.removeEventListener(\"keyup\", root.data(\"keyboard_pan_zoom\"));\n",
-       "    root.data(\"keyboard_pan_zoom\", undefined);\n",
-       "    window.removeEventListener(\"keydown\", root.data(\"keyboard_help\"));\n",
-       "    root.data(\"keyboard_help\", undefined);\n",
-       "\n",
-       "    var xgridlines = root.select(\".xgridlines\"),\n",
-       "        ygridlines = root.select(\".ygridlines\");\n",
-       "\n",
-       "    if (xgridlines) {\n",
-       "        var destcolor = root.data(\"unfocused_xgrid_color\");\n",
-       "        xgridlines.attribute(\"stroke-dasharray\", xgridlines.data(\"unfocused_strokedash\"))\n",
-       "                  .selectAll(\"path\")\n",
-       "                  .animate({stroke: destcolor}, 250);\n",
-       "    }\n",
-       "\n",
-       "    if (ygridlines) {\n",
-       "        var destcolor = root.data(\"unfocused_ygrid_color\");\n",
-       "        ygridlines.attribute(\"stroke-dasharray\", ygridlines.data(\"unfocused_strokedash\"))\n",
-       "                  .selectAll(\"path\")\n",
-       "                  .animate({stroke: destcolor}, 250);\n",
-       "    }\n",
-       "\n",
-       "    root.select(\".crosshair\").animate({\"fill-opacity\": 0.0}, 250);\n",
-       "    root.select(\".questionmark\").animate({\"fill-opacity\": 0.0}, 250);\n",
-       "    helpscreen_hidden(root);\n",
-       "};\n",
-       "\n",
-       "\n",
-       "var set_geometry_transform = function(root, tx, ty, xscale, yscale) {\n",
-       "    var xscalable = root.hasClass(\"xscalable\"),\n",
-       "        yscalable = root.hasClass(\"yscalable\");\n",
-       "\n",
-       "    var old_xscale = root.data(\"xscale\"),\n",
-       "        old_yscale = root.data(\"yscale\");\n",
-       "\n",
-       "    var xscale = xscalable ? xscale : 1.0,\n",
-       "        yscale = yscalable ? yscale : 1.0;\n",
-       "\n",
-       "    tx = xscalable ? tx : 0.0;\n",
-       "    ty = yscalable ? ty : 0.0;\n",
-       "\n",
-       "    var t = new Snap.Matrix().translate(tx, ty).scale(xscale, yscale);\n",
-       "    root.selectAll(\".geometry, image\").forEach(function (element, i) {\n",
-       "            element.transform(t);\n",
-       "        });\n",
-       "\n",
-       "    var t = new Snap.Matrix().scale(1.0/xscale, 1.0/yscale);\n",
-       "    root.selectAll('.marker').forEach(function (element, i) {\n",
-       "        element.selectAll('.primitive').forEach(function (element, i) {\n",
-       "            element.transform(t);\n",
-       "        }) });\n",
-       "\n",
-       "    bounds = root.plotbounds();\n",
-       "    px_per_mm = root.data(\"px_per_mm\");\n",
-       "\n",
-       "    if (yscalable) {\n",
-       "        var xfixed_t = new Snap.Matrix().translate(0, ty).scale(1.0, yscale);\n",
-       "        root.selectAll(\".xfixed\")\n",
-       "            .forEach(function (element, i) {\n",
-       "                element.transform(xfixed_t);\n",
-       "            });\n",
-       "\n",
-       "        ylabels = root.select(\".ylabels\");\n",
-       "        if (ylabels) {\n",
-       "            ylabels.transform(xfixed_t)\n",
-       "                   .selectAll(\"g\")\n",
-       "                   .forEach(function (element, i) {\n",
-       "                       if (element.attribute(\"gadfly:inscale\") == \"true\") {\n",
-       "                           unscale_t = new Snap.Matrix();\n",
-       "                           unscale_t.scale(1, 1/yscale);\n",
-       "                           element.select(\"text\").transform(unscale_t);\n",
-       " \n",
-       "                           var y = element.attr(\"transform\").globalMatrix.f / px_per_mm;\n",
-       "                           element.attr(\"visibility\",\n",
-       "                               bounds.y0 <= y && y <= bounds.y1 ? \"visible\" : \"hidden\");\n",
-       "                       }\n",
-       "                   });\n",
-       "        }\n",
-       "    }\n",
-       "\n",
-       "    if (xscalable) {\n",
-       "        var yfixed_t = new Snap.Matrix().translate(tx, 0).scale(xscale, 1.0);\n",
-       "        var xtrans = new Snap.Matrix().translate(tx, 0);\n",
-       "        root.selectAll(\".yfixed\")\n",
-       "            .forEach(function (element, i) {\n",
-       "                element.transform(yfixed_t);\n",
-       "            });\n",
-       "\n",
-       "        xlabels = root.select(\".xlabels\");\n",
-       "        if (xlabels) {\n",
-       "            xlabels.transform(yfixed_t)\n",
-       "                   .selectAll(\"g\")\n",
-       "                   .forEach(function (element, i) {\n",
-       "                       if (element.attribute(\"gadfly:inscale\") == \"true\") {\n",
-       "                           unscale_t = new Snap.Matrix();\n",
-       "                           unscale_t.scale(1/xscale, 1);\n",
-       "                           element.select(\"text\").transform(unscale_t);\n",
-       "\n",
-       "                           var x = element.attr(\"transform\").globalMatrix.e / px_per_mm;\n",
-       "                           element.attr(\"visibility\",\n",
-       "                               bounds.x0 <= x && x <= bounds.x1 ? \"visible\" : \"hidden\");\n",
-       "                           }\n",
-       "                   });\n",
-       "        }\n",
-       "    }\n",
-       "};\n",
-       "\n",
-       "\n",
-       "// Find the most appropriate tick scale and update label visibility.\n",
-       "var update_tickscale = function(root, scale, axis) {\n",
-       "    if (!root.hasClass(axis + \"scalable\")) return;\n",
-       "\n",
-       "    var tickscales = root.data(axis + \"tickscales\");\n",
-       "    var best_tickscale = 1.0;\n",
-       "    var best_tickscale_dist = Infinity;\n",
-       "    for (tickscale in tickscales) {\n",
-       "        var dist = Math.abs(Math.log(tickscale) - Math.log(scale));\n",
-       "        if (dist < best_tickscale_dist) {\n",
-       "            best_tickscale_dist = dist;\n",
-       "            best_tickscale = tickscale;\n",
-       "        }\n",
-       "    }\n",
-       "\n",
-       "    if (best_tickscale != root.data(axis + \"tickscale\")) {\n",
-       "        root.data(axis + \"tickscale\", best_tickscale);\n",
-       "        var mark_inscale_gridlines = function (element, i) {\n",
-       "            if (element.attribute(\"gadfly:inscale\") == null) { return; }\n",
-       "            var inscale = element.attr(\"gadfly:scale\") == best_tickscale;\n",
-       "            element.attribute(\"gadfly:inscale\", inscale);\n",
-       "            element.attr(\"visibility\", inscale ? \"visible\" : \"hidden\");\n",
-       "        };\n",
-       "\n",
-       "        var mark_inscale_labels = function (element, i) {\n",
-       "            if (element.attribute(\"gadfly:inscale\") == null) { return; }\n",
-       "            var inscale = element.attr(\"gadfly:scale\") == best_tickscale;\n",
-       "            element.attribute(\"gadfly:inscale\", inscale);\n",
-       "            element.attr(\"visibility\", inscale ? \"visible\" : \"hidden\");\n",
-       "        };\n",
-       "\n",
-       "        root.select(\".\" + axis + \"gridlines\").selectAll(\"g\").forEach(mark_inscale_gridlines);\n",
-       "        root.select(\".\" + axis + \"labels\").selectAll(\"g\").forEach(mark_inscale_labels);\n",
-       "    }\n",
-       "};\n",
-       "\n",
-       "\n",
-       "var set_plot_pan_zoom = function(root, tx, ty, xscale, yscale) {\n",
-       "    var old_xscale = root.data(\"xscale\"),\n",
-       "        old_yscale = root.data(\"yscale\");\n",
-       "    var bounds = root.plotbounds();\n",
-       "\n",
-       "    var width = bounds.x1 - bounds.x0,\n",
-       "        height = bounds.y1 - bounds.y0;\n",
-       "\n",
-       "    // compute the viewport derived from tx, ty, xscale, and yscale\n",
-       "    var x_min = -width * xscale - (xscale * width - width),\n",
-       "        x_max = width * xscale,\n",
-       "        y_min = -height * yscale - (yscale * height - height),\n",
-       "        y_max = height * yscale;\n",
-       "\n",
-       "    var x0 = bounds.x0 - xscale * bounds.x0,\n",
-       "        y0 = bounds.y0 - yscale * bounds.y0;\n",
-       "\n",
-       "    var tx = Math.max(Math.min(tx - x0, x_max), x_min),\n",
-       "        ty = Math.max(Math.min(ty - y0, y_max), y_min);\n",
-       "\n",
-       "    tx += x0;\n",
-       "    ty += y0;\n",
-       "\n",
-       "    // when the scale changes, we may need to alter which set of\n",
-       "    // ticks are being displayed\n",
-       "    if (xscale != old_xscale) {\n",
-       "        update_tickscale(root, xscale, \"x\");\n",
-       "    }\n",
-       "    if (yscale != old_yscale) {\n",
-       "        update_tickscale(root, yscale, \"y\");\n",
-       "    }\n",
-       "\n",
-       "    set_geometry_transform(root, tx, ty, xscale, yscale);\n",
-       "\n",
-       "    root.data(\"xscale\", xscale);\n",
-       "    root.data(\"yscale\", yscale);\n",
-       "    root.data(\"tx\", tx);\n",
-       "    root.data(\"ty\", ty);\n",
-       "};\n",
-       "\n",
-       "\n",
-       "var scale_centered_translation = function(root, xscale, yscale) {\n",
-       "    var bounds = root.plotbounds();\n",
-       "\n",
-       "    var width = bounds.x1 - bounds.x0,\n",
-       "        height = bounds.y1 - bounds.y0;\n",
-       "\n",
-       "    var tx0 = root.data(\"tx\"),\n",
-       "        ty0 = root.data(\"ty\");\n",
-       "\n",
-       "    var xscale0 = root.data(\"xscale\"),\n",
-       "        yscale0 = root.data(\"yscale\");\n",
-       "\n",
-       "    // how off from center the current view is\n",
-       "    var xoff = tx0 - (bounds.x0 * (1 - xscale0) + (width * (1 - xscale0)) / 2),\n",
-       "        yoff = ty0 - (bounds.y0 * (1 - yscale0) + (height * (1 - yscale0)) / 2);\n",
-       "\n",
-       "    // rescale offsets\n",
-       "    xoff = xoff * xscale / xscale0;\n",
-       "    yoff = yoff * yscale / yscale0;\n",
-       "\n",
-       "    // adjust for the panel position being scaled\n",
-       "    var x_edge_adjust = bounds.x0 * (1 - xscale),\n",
-       "        y_edge_adjust = bounds.y0 * (1 - yscale);\n",
-       "\n",
-       "    return {\n",
-       "        x: xoff + x_edge_adjust + (width - width * xscale) / 2,\n",
-       "        y: yoff + y_edge_adjust + (height - height * yscale) / 2\n",
-       "    };\n",
-       "};\n",
-       "\n",
-       "\n",
-       "// Initialize data for panning zooming if it isn't already.\n",
-       "var init_pan_zoom = function(root) {\n",
-       "    if (root.data(\"zoompan-ready\")) {\n",
-       "        return;\n",
-       "    }\n",
-       "\n",
-       "    root.data(\"crosshair\",false);\n",
-       "\n",
-       "    // The non-scaling-stroke trick. Rather than try to correct for the\n",
-       "    // stroke-width when zooming, we force it to a fixed value.\n",
-       "    var px_per_mm = root.node.getCTM().a;\n",
-       "\n",
-       "    // Drag events report deltas in pixels, which we'd like to convert to\n",
-       "    // millimeters.\n",
-       "    root.data(\"px_per_mm\", px_per_mm);\n",
-       "\n",
-       "    root.selectAll(\"path\")\n",
-       "        .forEach(function (element, i) {\n",
-       "        sw = element.asPX(\"stroke-width\") * px_per_mm;\n",
-       "        if (sw > 0) {\n",
-       "            element.attribute(\"stroke-width\", sw);\n",
-       "            element.attribute(\"vector-effect\", \"non-scaling-stroke\");\n",
-       "        }\n",
-       "    });\n",
-       "\n",
-       "    // Store ticks labels original tranformation\n",
-       "    root.selectAll(\".xlabels > g, .ylabels > g\")\n",
-       "        .forEach(function (element, i) {\n",
-       "            var lm = element.transform().localMatrix;\n",
-       "            element.data(\"static_transform\",\n",
-       "                new Snap.Matrix(lm.a, lm.b, lm.c, lm.d, lm.e, lm.f));\n",
-       "        });\n",
-       "\n",
-       "    var xgridlines = root.select(\".xgridlines\");\n",
-       "    var ygridlines = root.select(\".ygridlines\");\n",
-       "    var xlabels = root.select(\".xlabels\");\n",
-       "    var ylabels = root.select(\".ylabels\");\n",
-       "\n",
-       "    if (root.data(\"tx\") === undefined) root.data(\"tx\", 0);\n",
-       "    if (root.data(\"ty\") === undefined) root.data(\"ty\", 0);\n",
-       "    if (root.data(\"xscale\") === undefined) root.data(\"xscale\", 1.0);\n",
-       "    if (root.data(\"yscale\") === undefined) root.data(\"yscale\", 1.0);\n",
-       "    if (root.data(\"xtickscales\") === undefined) {\n",
-       "\n",
-       "        // index all the tick scales that are listed\n",
-       "        var xtickscales = {};\n",
-       "        var ytickscales = {};\n",
-       "        var add_x_tick_scales = function (element, i) {\n",
-       "            if (element.attribute(\"gadfly:scale\")==null) { return; }\n",
-       "            xtickscales[element.attribute(\"gadfly:scale\")] = true;\n",
-       "        };\n",
-       "        var add_y_tick_scales = function (element, i) {\n",
-       "            if (element.attribute(\"gadfly:scale\")==null) { return; }\n",
-       "            ytickscales[element.attribute(\"gadfly:scale\")] = true;\n",
-       "        };\n",
-       "\n",
-       "        if (xgridlines) xgridlines.selectAll(\"g\").forEach(add_x_tick_scales);\n",
-       "        if (ygridlines) ygridlines.selectAll(\"g\").forEach(add_y_tick_scales);\n",
-       "        if (xlabels) xlabels.selectAll(\"g\").forEach(add_x_tick_scales);\n",
-       "        if (ylabels) ylabels.selectAll(\"g\").forEach(add_y_tick_scales);\n",
-       "\n",
-       "        root.data(\"xtickscales\", xtickscales);\n",
-       "        root.data(\"ytickscales\", ytickscales);\n",
-       "        root.data(\"xtickscale\", 1.0);\n",
-       "        root.data(\"ytickscale\", 1.0);  // ???\n",
-       "    }\n",
-       "\n",
-       "    var min_scale = 1.0, max_scale = 1.0;\n",
-       "    for (scale in xtickscales) {\n",
-       "        min_scale = Math.min(min_scale, scale);\n",
-       "        max_scale = Math.max(max_scale, scale);\n",
-       "    }\n",
-       "    for (scale in ytickscales) {\n",
-       "        min_scale = Math.min(min_scale, scale);\n",
-       "        max_scale = Math.max(max_scale, scale);\n",
-       "    }\n",
-       "    root.data(\"min_scale\", min_scale);\n",
-       "    root.data(\"max_scale\", max_scale);\n",
-       "\n",
-       "    // store the original positions of labels\n",
-       "    if (xlabels) {\n",
-       "        xlabels.selectAll(\"g\")\n",
-       "               .forEach(function (element, i) {\n",
-       "                   element.data(\"x\", element.asPX(\"x\"));\n",
-       "               });\n",
-       "    }\n",
-       "\n",
-       "    if (ylabels) {\n",
-       "        ylabels.selectAll(\"g\")\n",
-       "               .forEach(function (element, i) {\n",
-       "                   element.data(\"y\", element.asPX(\"y\"));\n",
-       "               });\n",
-       "    }\n",
-       "\n",
-       "    // mark grid lines and ticks as in or out of scale.\n",
-       "    var mark_inscale = function (element, i) {\n",
-       "        if (element.attribute(\"gadfly:scale\") == null) { return; }\n",
-       "        element.attribute(\"gadfly:inscale\", element.attribute(\"gadfly:scale\") == 1.0);\n",
-       "    };\n",
-       "\n",
-       "    if (xgridlines) xgridlines.selectAll(\"g\").forEach(mark_inscale);\n",
-       "    if (ygridlines) ygridlines.selectAll(\"g\").forEach(mark_inscale);\n",
-       "    if (xlabels) xlabels.selectAll(\"g\").forEach(mark_inscale);\n",
-       "    if (ylabels) ylabels.selectAll(\"g\").forEach(mark_inscale);\n",
-       "\n",
-       "    // figure out the upper ond lower bounds on panning using the maximum\n",
-       "    // and minum grid lines\n",
-       "    var bounds = root.plotbounds();\n",
-       "    var pan_bounds = {\n",
-       "        x0: 0.0,\n",
-       "        y0: 0.0,\n",
-       "        x1: 0.0,\n",
-       "        y1: 0.0\n",
-       "    };\n",
-       "\n",
-       "    if (xgridlines) {\n",
-       "        xgridlines\n",
-       "            .selectAll(\"g\")\n",
-       "            .forEach(function (element, i) {\n",
-       "                if (element.attribute(\"gadfly:inscale\") == \"true\") {\n",
-       "                    var bbox = element.node.getBBox();\n",
-       "                    if (bounds.x1 - bbox.x < pan_bounds.x0) {\n",
-       "                        pan_bounds.x0 = bounds.x1 - bbox.x;\n",
-       "                    }\n",
-       "                    if (bounds.x0 - bbox.x > pan_bounds.x1) {\n",
-       "                        pan_bounds.x1 = bounds.x0 - bbox.x;\n",
-       "                    }\n",
-       "                    element.attr(\"visibility\", \"visible\");\n",
-       "                }\n",
-       "            });\n",
-       "    }\n",
-       "\n",
-       "    if (ygridlines) {\n",
-       "        ygridlines\n",
-       "            .selectAll(\"g\")\n",
-       "            .forEach(function (element, i) {\n",
-       "                if (element.attribute(\"gadfly:inscale\") == \"true\") {\n",
-       "                    var bbox = element.node.getBBox();\n",
-       "                    if (bounds.y1 - bbox.y < pan_bounds.y0) {\n",
-       "                        pan_bounds.y0 = bounds.y1 - bbox.y;\n",
-       "                    }\n",
-       "                    if (bounds.y0 - bbox.y > pan_bounds.y1) {\n",
-       "                        pan_bounds.y1 = bounds.y0 - bbox.y;\n",
-       "                    }\n",
-       "                    element.attr(\"visibility\", \"visible\");\n",
-       "                }\n",
-       "            });\n",
-       "    }\n",
-       "\n",
-       "    // nudge these values a little\n",
-       "    pan_bounds.x0 -= 5;\n",
-       "    pan_bounds.x1 += 5;\n",
-       "    pan_bounds.y0 -= 5;\n",
-       "    pan_bounds.y1 += 5;\n",
-       "    root.data(\"pan_bounds\", pan_bounds);\n",
-       "\n",
-       "    root.data(\"zoompan-ready\", true)\n",
-       "};\n",
-       "\n",
-       "\n",
-       "// drag actions, i.e. zooming and panning\n",
-       "var pan_action = {\n",
-       "    start: function(root, x, y, event) {\n",
-       "        root.data(\"dx\", 0);\n",
-       "        root.data(\"dy\", 0);\n",
-       "        root.data(\"tx0\", root.data(\"tx\"));\n",
-       "        root.data(\"ty0\", root.data(\"ty\"));\n",
-       "    },\n",
-       "    update: function(root, dx, dy, x, y, event) {\n",
-       "        var px_per_mm = root.data(\"px_per_mm\");\n",
-       "        dx /= px_per_mm;\n",
-       "        dy /= px_per_mm;\n",
-       "\n",
-       "        var tx0 = root.data(\"tx\"),\n",
-       "            ty0 = root.data(\"ty\");\n",
-       "\n",
-       "        var dx0 = root.data(\"dx\"),\n",
-       "            dy0 = root.data(\"dy\");\n",
-       "\n",
-       "        root.data(\"dx\", dx);\n",
-       "        root.data(\"dy\", dy);\n",
-       "\n",
-       "        dx = dx - dx0;\n",
-       "        dy = dy - dy0;\n",
-       "\n",
-       "        var tx = tx0 + dx,\n",
-       "            ty = ty0 + dy;\n",
-       "\n",
-       "        set_plot_pan_zoom(root, tx, ty, root.data(\"xscale\"), root.data(\"yscale\"));\n",
-       "    },\n",
-       "    end: function(root, event) {\n",
-       "\n",
-       "    },\n",
-       "    cancel: function(root) {\n",
-       "        set_plot_pan_zoom(root, root.data(\"tx0\"), root.data(\"ty0\"),\n",
-       "                root.data(\"xscale\"), root.data(\"yscale\"));\n",
-       "    }\n",
-       "};\n",
-       "\n",
-       "var zoom_box;\n",
-       "var zoom_action = {\n",
-       "    start: function(root, x, y, event) {\n",
-       "        var bounds = root.plotbounds();\n",
-       "        var width = bounds.x1 - bounds.x0,\n",
-       "            height = bounds.y1 - bounds.y0;\n",
-       "        var xscalable = root.hasClass(\"xscalable\"),\n",
-       "            yscalable = root.hasClass(\"yscalable\");\n",
-       "        var px_per_mm = root.data(\"px_per_mm\");\n",
-       "        x = xscalable ? x / px_per_mm : bounds.x0;\n",
-       "        y = yscalable ? y / px_per_mm : bounds.y0;\n",
-       "        var w = xscalable ? 0 : width;\n",
-       "        var h = yscalable ? 0 : height;\n",
-       "        zoom_box = root.rect(x, y, w, h).attr({\n",
-       "            \"fill\": \"#000\",\n",
-       "            \"fill-opacity\": 0.25\n",
-       "        });\n",
-       "    },\n",
-       "    update: function(root, dx, dy, x, y, event) {\n",
-       "        var xscalable = root.hasClass(\"xscalable\"),\n",
-       "            yscalable = root.hasClass(\"yscalable\");\n",
-       "        var px_per_mm = root.data(\"px_per_mm\");\n",
-       "        var bounds = root.plotbounds();\n",
-       "        if (yscalable) {\n",
-       "            y /= px_per_mm;\n",
-       "            y = Math.max(bounds.y0, y);\n",
-       "            y = Math.min(bounds.y1, y);\n",
-       "        } else {\n",
-       "            y = bounds.y1;\n",
-       "        }\n",
-       "        if (xscalable) {\n",
-       "            x /= px_per_mm;\n",
-       "            x = Math.max(bounds.x0, x);\n",
-       "            x = Math.min(bounds.x1, x);\n",
-       "        } else {\n",
-       "            x = bounds.x1;\n",
-       "        }\n",
-       "\n",
-       "        dx = x - zoom_box.attr(\"x\");\n",
-       "        dy = y - zoom_box.attr(\"y\");\n",
-       "        var xoffset = 0,\n",
-       "            yoffset = 0;\n",
-       "        if (dx < 0) {\n",
-       "            xoffset = dx;\n",
-       "            dx = -1 * dx;\n",
-       "        }\n",
-       "        if (dy < 0) {\n",
-       "            yoffset = dy;\n",
-       "            dy = -1 * dy;\n",
-       "        }\n",
-       "        if (isNaN(dy)) {\n",
-       "            dy = 0.0;\n",
-       "        }\n",
-       "        if (isNaN(dx)) {\n",
-       "            dx = 0.0;\n",
-       "        }\n",
-       "        zoom_box.transform(\"T\" + xoffset + \",\" + yoffset);\n",
-       "        zoom_box.attr(\"width\", dx);\n",
-       "        zoom_box.attr(\"height\", dy);\n",
-       "    },\n",
-       "    end: function(root, event) {\n",
-       "        var xscalable = root.hasClass(\"xscalable\"),\n",
-       "            yscalable = root.hasClass(\"yscalable\");\n",
-       "        var zoom_bounds = zoom_box.getBBox();\n",
-       "        if (zoom_bounds.width * zoom_bounds.height <= 0) {\n",
-       "            return;\n",
-       "        }\n",
-       "        var plot_bounds = root.plotbounds();\n",
-       "        var xzoom_factor = 1.0,\n",
-       "            yzoom_factor = 1.0;\n",
-       "        if (xscalable) {\n",
-       "            xzoom_factor = (plot_bounds.x1 - plot_bounds.x0) / zoom_bounds.width;\n",
-       "        }\n",
-       "        if (yscalable) {\n",
-       "            yzoom_factor = (plot_bounds.y1 - plot_bounds.y0) / zoom_bounds.height;\n",
-       "        }\n",
-       "        var tx = (root.data(\"tx\") - zoom_bounds.x) * xzoom_factor + plot_bounds.x0,\n",
-       "            ty = (root.data(\"ty\") - zoom_bounds.y) * yzoom_factor + plot_bounds.y0;\n",
-       "        set_plot_pan_zoom(root, tx, ty,\n",
-       "                root.data(\"xscale\") * xzoom_factor, root.data(\"yscale\") * yzoom_factor);\n",
-       "        zoom_box.remove();\n",
-       "    },\n",
-       "    cancel: function(root) {\n",
-       "        zoom_box.remove();\n",
-       "    }\n",
-       "};\n",
-       "\n",
-       "\n",
-       "Gadfly.guide_background_drag_onstart = function(x, y, event) {\n",
-       "    var root = this.plotroot();\n",
-       "    var scalable = root.hasClass(\"xscalable\") || root.hasClass(\"yscalable\");\n",
-       "    var zoomable = !event.altKey && !event.ctrlKey && event.shiftKey && scalable;\n",
-       "    var panable = !event.altKey && !event.ctrlKey && !event.shiftKey && scalable;\n",
-       "    var drag_action = zoomable ? zoom_action :\n",
-       "                      panable  ? pan_action :\n",
-       "                                 undefined;\n",
-       "    root.data(\"drag_action\", drag_action);\n",
-       "    if (drag_action) {\n",
-       "        var cancel_drag_action = function(event) {\n",
-       "            if (event.which == 27) { // esc key\n",
-       "                drag_action.cancel(root);\n",
-       "                root.data(\"drag_action\", undefined);\n",
-       "            }\n",
-       "        };\n",
-       "        window.addEventListener(\"keyup\", cancel_drag_action);\n",
-       "        root.data(\"cancel_drag_action\", cancel_drag_action);\n",
-       "        drag_action.start(root, x, y, event);\n",
-       "    }\n",
-       "};\n",
-       "\n",
-       "\n",
-       "Gadfly.guide_background_drag_onmove = function(dx, dy, x, y, event) {\n",
-       "    var root = this.plotroot();\n",
-       "    var drag_action = root.data(\"drag_action\");\n",
-       "    if (drag_action) {\n",
-       "        drag_action.update(root, dx, dy, x, y, event);\n",
-       "    }\n",
-       "};\n",
-       "\n",
-       "\n",
-       "Gadfly.guide_background_drag_onend = function(event) {\n",
-       "    var root = this.plotroot();\n",
-       "    window.removeEventListener(\"keyup\", root.data(\"cancel_drag_action\"));\n",
-       "    root.data(\"cancel_drag_action\", undefined);\n",
-       "    var drag_action = root.data(\"drag_action\");\n",
-       "    if (drag_action) {\n",
-       "        drag_action.end(root, event);\n",
-       "    }\n",
-       "    root.data(\"drag_action\", undefined);\n",
-       "};\n",
-       "\n",
-       "\n",
-       "Gadfly.guide_background_scroll = function(event) {\n",
-       "    if (event.shiftKey) {\n",
-       "        increase_zoom_by_position(this.plotroot(), 0.001 * event.wheelDelta);\n",
-       "        event.preventDefault();\n",
-       "    }\n",
-       "};\n",
-       "\n",
-       "// Map slider position x to scale y using the function y = a*exp(b*x)+c.\n",
-       "// The constants a, b, and c are solved using the constraint that the function\n",
-       "// should go through the points (0; min_scale), (0.5; 1), and (1; max_scale).\n",
-       "var scale_from_slider_position = function(position, min_scale, max_scale) {\n",
-       "    if (min_scale==max_scale) { return 1; }\n",
-       "    var a = (1 - 2 * min_scale + min_scale * min_scale) / (min_scale + max_scale - 2),\n",
-       "        b = 2 * Math.log((max_scale - 1) / (1 - min_scale)),\n",
-       "        c = (min_scale * max_scale - 1) / (min_scale + max_scale - 2);\n",
-       "    return a * Math.exp(b * position) + c;\n",
-       "}\n",
-       "\n",
-       "// inverse of scale_from_slider_position\n",
-       "var slider_position_from_scale = function(scale, min_scale, max_scale) {\n",
-       "    if (min_scale==max_scale) { return min_scale; }\n",
-       "    var a = (1 - 2 * min_scale + min_scale * min_scale) / (min_scale + max_scale - 2),\n",
-       "        b = 2 * Math.log((max_scale - 1) / (1 - min_scale)),\n",
-       "        c = (min_scale * max_scale - 1) / (min_scale + max_scale - 2);\n",
-       "    return 1 / b * Math.log((scale - c) / a);\n",
-       "}\n",
-       "\n",
-       "var increase_zoom_by_position = function(root, delta_position, animate) {\n",
-       "    var old_xscale = root.data(\"xscale\"),\n",
-       "        old_yscale = root.data(\"yscale\"),\n",
-       "        min_scale = root.data(\"min_scale\"),\n",
-       "        max_scale = root.data(\"max_scale\");\n",
-       "    var xposition = slider_position_from_scale(old_xscale, min_scale, max_scale),\n",
-       "        yposition = slider_position_from_scale(old_yscale, min_scale, max_scale);\n",
-       "    xposition += (root.hasClass(\"xscalable\") ? delta_position : 0.0);\n",
-       "    yposition += (root.hasClass(\"yscalable\") ? delta_position : 0.0);\n",
-       "    old_xscale = scale_from_slider_position(xposition, min_scale, max_scale);\n",
-       "    old_yscale = scale_from_slider_position(yposition, min_scale, max_scale);\n",
-       "    var new_xscale = Math.max(min_scale, Math.min(old_xscale, max_scale)),\n",
-       "        new_yscale = Math.max(min_scale, Math.min(old_yscale, max_scale));\n",
-       "    if (animate) {\n",
-       "        Snap.animate(\n",
-       "            [old_xscale, old_yscale],\n",
-       "            [new_xscale, new_yscale],\n",
-       "            function (new_scale) {\n",
-       "                update_plot_scale(root, new_scale[0], new_scale[1]);\n",
-       "            },\n",
-       "            200);\n",
-       "    } else {\n",
-       "        update_plot_scale(root, new_xscale, new_yscale);\n",
-       "    }\n",
-       "}\n",
-       "\n",
-       "\n",
-       "var update_plot_scale = function(root, new_xscale, new_yscale) {\n",
-       "    var trans = scale_centered_translation(root, new_xscale, new_yscale);\n",
-       "    set_plot_pan_zoom(root, trans.x, trans.y, new_xscale, new_yscale);\n",
-       "};\n",
-       "\n",
-       "\n",
-       "var toggle_color_class = function(root, color_class, ison) {\n",
-       "    var escaped_color_class = color_class.replace(/([^0-9a-zA-z])/g,\"\\\\$1\");\n",
-       "    var guides = root.selectAll(\".guide.\" + escaped_color_class + \",.guide .\" + escaped_color_class);\n",
-       "    var geoms = root.selectAll(\".geometry.\" + escaped_color_class + \",.geometry .\" + escaped_color_class);\n",
-       "    if (ison) {\n",
-       "        guides.animate({opacity: 0.5}, 250);\n",
-       "        geoms.animate({opacity: 0.0}, 250);\n",
-       "    } else {\n",
-       "        guides.animate({opacity: 1.0}, 250);\n",
-       "        geoms.animate({opacity: 1.0}, 250);\n",
-       "    }\n",
-       "};\n",
-       "\n",
-       "\n",
-       "Gadfly.colorkey_swatch_click = function(event) {\n",
-       "    var root = this.plotroot();\n",
-       "    var color_class = this.data(\"color_class\");\n",
-       "\n",
-       "    if (event.shiftKey) {\n",
-       "        root.selectAll(\".colorkey g\")\n",
-       "            .forEach(function (element) {\n",
-       "                var other_color_class = element.data(\"color_class\");\n",
-       "                if (typeof other_color_class !== 'undefined' && other_color_class != color_class) {\n",
-       "                    toggle_color_class(root, other_color_class,\n",
-       "                                       element.attr(\"opacity\") == 1.0);\n",
-       "                }\n",
-       "            });\n",
-       "    } else {\n",
-       "        toggle_color_class(root, color_class, this.attr(\"opacity\") == 1.0);\n",
-       "    }\n",
-       "};\n",
-       "\n",
-       "\n",
-       "return Gadfly;\n",
-       "\n",
-       "}));\n",
-       "\n",
-       "\n",
-       "//@ sourceURL=gadfly.js\n",
-       "\n",
-       "(function (glob, factory) {\n",
-       "    // AMD support\n",
-       "      if (typeof require === \"function\" && typeof define === \"function\" && define.amd) {\n",
-       "        require([\"Snap.svg\", \"Gadfly\"], function (Snap, Gadfly) {\n",
-       "            factory(Snap, Gadfly);\n",
-       "        });\n",
-       "      } else {\n",
-       "          factory(glob.Snap, glob.Gadfly);\n",
-       "      }\n",
-       "})(window, function (Snap, Gadfly) {\n",
-       "    var fig = Snap(\"#img-59acf86a\");\n",
-       "fig.select(\"#img-59acf86a-5\")\n",
-       "   .init_gadfly();\n",
-       "fig.select(\"#img-59acf86a-8\")\n",
-       "   .plotroot().data(\"unfocused_ygrid_color\", \"#D0D0E0\")\n",
-       ";\n",
-       "fig.select(\"#img-59acf86a-8\")\n",
-       "   .plotroot().data(\"focused_ygrid_color\", \"#A0A0A0\")\n",
-       ";\n",
-       "fig.select(\"#img-59acf86a-114\")\n",
-       "   .plotroot().data(\"unfocused_xgrid_color\", \"#D0D0E0\")\n",
-       ";\n",
-       "fig.select(\"#img-59acf86a-114\")\n",
-       "   .plotroot().data(\"focused_xgrid_color\", \"#A0A0A0\")\n",
-       ";\n",
-       "fig.select(\"#img-59acf86a-247\")\n",
-       "   .mouseenter(Gadfly.helpscreen_visible)\n",
-       ".mouseleave(Gadfly.helpscreen_hidden)\n",
-       ";\n",
-       "fig.select(\"#img-59acf86a-480\")\n",
-       "   .init_gadfly();\n",
-       "fig.select(\"#img-59acf86a-483\")\n",
-       "   .plotroot().data(\"unfocused_ygrid_color\", \"#D0D0E0\")\n",
-       ";\n",
-       "fig.select(\"#img-59acf86a-483\")\n",
-       "   .plotroot().data(\"focused_ygrid_color\", \"#A0A0A0\")\n",
-       ";\n",
-       "fig.select(\"#img-59acf86a-619\")\n",
-       "   .plotroot().data(\"unfocused_xgrid_color\", \"#D0D0E0\")\n",
-       ";\n",
-       "fig.select(\"#img-59acf86a-619\")\n",
-       "   .plotroot().data(\"focused_xgrid_color\", \"#A0A0A0\")\n",
-       ";\n",
-       "fig.select(\"#img-59acf86a-758\")\n",
-       "   .mouseenter(Gadfly.helpscreen_visible)\n",
-       ".mouseleave(Gadfly.helpscreen_hidden)\n",
-       ";\n",
-       "fig.select(\"#img-59acf86a-1021\")\n",
-       "   .init_gadfly();\n",
-       "fig.select(\"#img-59acf86a-1024\")\n",
-       "   .plotroot().data(\"unfocused_ygrid_color\", \"#D0D0E0\")\n",
-       ";\n",
-       "fig.select(\"#img-59acf86a-1024\")\n",
-       "   .plotroot().data(\"focused_ygrid_color\", \"#A0A0A0\")\n",
-       ";\n",
-       "fig.select(\"#img-59acf86a-1130\")\n",
-       "   .plotroot().data(\"unfocused_xgrid_color\", \"#D0D0E0\")\n",
-       ";\n",
-       "fig.select(\"#img-59acf86a-1130\")\n",
-       "   .plotroot().data(\"focused_xgrid_color\", \"#A0A0A0\")\n",
-       ";\n",
-       "fig.select(\"#img-59acf86a-1269\")\n",
-       "   .mouseenter(Gadfly.helpscreen_visible)\n",
-       ".mouseleave(Gadfly.helpscreen_hidden)\n",
-       ";\n",
-       "fig.select(\"#img-59acf86a-1490\")\n",
-       "   .init_gadfly();\n",
-       "fig.select(\"#img-59acf86a-1493\")\n",
-       "   .plotroot().data(\"unfocused_ygrid_color\", \"#D0D0E0\")\n",
-       ";\n",
-       "fig.select(\"#img-59acf86a-1493\")\n",
-       "   .plotroot().data(\"focused_ygrid_color\", \"#A0A0A0\")\n",
-       ";\n",
-       "fig.select(\"#img-59acf86a-1599\")\n",
-       "   .plotroot().data(\"unfocused_xgrid_color\", \"#D0D0E0\")\n",
-       ";\n",
-       "fig.select(\"#img-59acf86a-1599\")\n",
-       "   .plotroot().data(\"focused_xgrid_color\", \"#A0A0A0\")\n",
-       ";\n",
-       "fig.select(\"#img-59acf86a-1726\")\n",
-       "   .mouseenter(Gadfly.helpscreen_visible)\n",
-       ".mouseleave(Gadfly.helpscreen_hidden)\n",
-       ";\n",
-       "    });\n",
-       "]]> </script>\n",
-       "</svg>\n"
-      ],
-      "text/plain": [
-       "Compose.Context(Measures.BoundingBox{Tuple{Measures.Length{:cx,Int64},Measures.Length{:cy,Int64}},Tuple{Measures.Length{:w,Float64},Measures.Length{:h,Float64}}}((0cx, 0cy), (1.0w, 1.0h)), nothing, nothing, nothing, nothing, List([Compose.Context(Measures.BoundingBox{Tuple{Measures.Length{:w,Float64},Measures.Length{:h,Float64}},Tuple{Measures.Length{:w,Float64},Measures.Length{:h,Float64}}}((0.5w, 0.0h), (0.5w, 1.0h)), nothing, nothing, nothing, nothing, List([Compose.Context(Measures.BoundingBox{Tuple{Measures.Length{:w,Float64},Measures.Length{:h,Float64}},Tuple{Measures.Length{:w,Float64},Measures.Length{:h,Float64}}}((0.0w, 0.5h), (1.0w, 0.5h)), nothing, nothing, nothing, nothing, List([Compose.Context(Measures.BoundingBox{Tuple{Measures.Length{:mm,Float64},Measures.Length{:mm,Float64}},Tuple{Measures.Add{Measures.Add{Measures.Length{:w,Float64},Measures.Length{:mm,Float64}},Measures.Length{:mm,Float64}},Measures.Add{Measures.Add{Measures.Length{:h,Float64},Measures.Length{:mm,Float64}},Measures.Length{:mm,Float64}}}}((5.0mm, 5.0mm), (1.0w + -5.0mm + -5.0mm, 1.0h + -5.0mm + -5.0mm)), nothing, nothing, nothing, nothing, List([Compose.Table(Array{Compose.Context,1}[[Context(AdhocContainerPromise), Context(AdhocContainerPromise)] [Context(AdhocContainerPromise)] [Context(Context(Context(Context(Context(SP,lw,svgc(geometry),fo,f)),Context(Context(Context(L,svgc(color_LCHab{Float32}(70.0f0,60.0f0,240.0f0)),sd,s),lw,f,svgc(geometry))),svgc(plotpanel))),Context(Context(Context(T,svgc(text_box),f),fo,svgc(guide crosshair)),Context(Context(Context(R,f),Context(T,f,fsz,fnt),svgc(text_box)),fo,svgc(guide helpscreen)),Context(Context(T,jsc,svgc(text_box),f),fo,svgc(guide questionmark))),Context(Context(Context(L,jsc,jsc,svga,svgc(guide ygridlines xfixed),sd,lw,s,v),Context(L,svgc(guide ygridlines xfixed),sd,lw,s)),Context(Context(L,jsc,jsc,svga,svgc(guide xgridlines yfixed),sd,lw,s,v),Context(L,svgc(guide xgridlines yfixed),sd,lw,s)),Context(R,svga,f,s,svgc(guide background))),jsc)]; 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-      ]
-     },
-     "execution_count": 8,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "effectsplot(fit)"
    ]
@@ -13908,7 +470,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -13924,20 +486,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "(prediction = [0.77966, 0.241928], lower = [0.727124, 0.199585], upper = [0.824522, 0.29])"
-      ]
-     },
-     "execution_count": 10,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "predict(occupancy(fit), pr_df, interval=true) "
    ]
@@ -13953,37 +504,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "\u001b[32mBootstrap (50 sims) 100%|███████████████████████████████| Time: 0:00:17\u001b[39m\n"
-     ]
-    },
-    {
-     "data": {
-      "text/plain": []
-     },
-     "execution_count": 11,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "\n",
-      "MacKenzie-Bailey Goodness-of-fit\n",
-      "\n",
-      "  χ2 = 25.4500\n",
-      "  P-value = 0.7200\n",
-      "  Est. c-hat = 0.8567"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "gof(fit)"
    ]
@@ -13999,17 +522,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "\u001b[32mFitting 16 models 100%|█████████████████████████████████| Time: 0:00:08\u001b[39m\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "fit_all = occu(allsub(ψ_formula), allsub(p_formula), umd);"
    ]
@@ -14023,44 +538,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": []
-     },
-     "execution_count": 13,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "┌\u001b[0m─────\u001b[0m┬\u001b[0m──────────────────────────────\u001b[0m┬\u001b[0m─────────\u001b[0m┬\u001b[0m────────\u001b[0m┬\u001b[0m────────\u001b[0m┐\u001b[0m\n",
-      "│\u001b[0m\u001b[1m No. \u001b[0m│\u001b[0m\u001b[1m Model                        \u001b[0m│\u001b[0m\u001b[1m     AIC \u001b[0m│\u001b[0m\u001b[1m  Δ AIC \u001b[0m│\u001b[0m\u001b[1m Weight \u001b[0m│\u001b[0m\n",
-      "├\u001b[0m─────\u001b[0m┼\u001b[0m──────────────────────────────\u001b[0m┼\u001b[0m─────────\u001b[0m┼\u001b[0m────────\u001b[0m┼\u001b[0m────────\u001b[0m┤\u001b[0m\n",
-      "│\u001b[0m 12  \u001b[0m│\u001b[0m ψ(elev+forest)p(wind)        \u001b[0m│\u001b[0m 4098.60 \u001b[0m│\u001b[0m   0.00 \u001b[0m│\u001b[0m   0.73 \u001b[0m│\u001b[0m\n",
-      "│\u001b[0m 16  \u001b[0m│\u001b[0m ψ(elev+forest)p(precip+wind) \u001b[0m│\u001b[0m 4100.54 \u001b[0m│\u001b[0m   1.94 \u001b[0m│\u001b[0m   0.27 \u001b[0m│\u001b[0m\n",
-      "│\u001b[0m 11  \u001b[0m│\u001b[0m ψ(forest)p(wind)             \u001b[0m│\u001b[0m 4135.88 \u001b[0m│\u001b[0m  37.28 \u001b[0m│\u001b[0m   0.00 \u001b[0m│\u001b[0m\n",
-      "│\u001b[0m 15  \u001b[0m│\u001b[0m ψ(forest)p(precip+wind)      \u001b[0m│\u001b[0m 4137.81 \u001b[0m│\u001b[0m  39.21 \u001b[0m│\u001b[0m   0.00 \u001b[0m│\u001b[0m\n",
-      "│\u001b[0m 10  \u001b[0m│\u001b[0m ψ(elev)p(wind)               \u001b[0m│\u001b[0m 4356.25 \u001b[0m│\u001b[0m 257.65 \u001b[0m│\u001b[0m   0.00 \u001b[0m│\u001b[0m\n",
-      "│\u001b[0m 14  \u001b[0m│\u001b[0m ψ(elev)p(precip+wind)        \u001b[0m│\u001b[0m 4358.05 \u001b[0m│\u001b[0m 259.45 \u001b[0m│\u001b[0m   0.00 \u001b[0m│\u001b[0m\n",
-      "│\u001b[0m 4   \u001b[0m│\u001b[0m ψ(elev+forest)p(.)           \u001b[0m│\u001b[0m 4382.03 \u001b[0m│\u001b[0m 283.43 \u001b[0m│\u001b[0m   0.00 \u001b[0m│\u001b[0m\n",
-      "│\u001b[0m 9   \u001b[0m│\u001b[0m ψ(.)p(wind)                  \u001b[0m│\u001b[0m 4382.46 \u001b[0m│\u001b[0m 283.86 \u001b[0m│\u001b[0m   0.00 \u001b[0m│\u001b[0m\n",
-      "│\u001b[0m 8   \u001b[0m│\u001b[0m ψ(elev+forest)p(precip)      \u001b[0m│\u001b[0m 4383.61 \u001b[0m│\u001b[0m 285.01 \u001b[0m│\u001b[0m   0.00 \u001b[0m│\u001b[0m\n",
-      "│\u001b[0m 13  \u001b[0m│\u001b[0m ψ(.)p(precip+wind)           \u001b[0m│\u001b[0m 4384.24 \u001b[0m│\u001b[0m 285.64 \u001b[0m│\u001b[0m   0.00 \u001b[0m│\u001b[0m\n",
-      "│\u001b[0m 3   \u001b[0m│\u001b[0m ψ(forest)p(.)                \u001b[0m│\u001b[0m 4419.28 \u001b[0m│\u001b[0m 320.68 \u001b[0m│\u001b[0m   0.00 \u001b[0m│\u001b[0m\n",
-      "│\u001b[0m 7   \u001b[0m│\u001b[0m ψ(forest)p(precip)           \u001b[0m│\u001b[0m 4420.81 \u001b[0m│\u001b[0m 322.21 \u001b[0m│\u001b[0m   0.00 \u001b[0m│\u001b[0m\n",
-      "│\u001b[0m 2   \u001b[0m│\u001b[0m ψ(elev)p(.)                  \u001b[0m│\u001b[0m 4635.70 \u001b[0m│\u001b[0m 537.10 \u001b[0m│\u001b[0m   0.00 \u001b[0m│\u001b[0m\n",
-      "│\u001b[0m 6   \u001b[0m│\u001b[0m ψ(elev)p(precip)             \u001b[0m│\u001b[0m 4636.97 \u001b[0m│\u001b[0m 538.37 \u001b[0m│\u001b[0m   0.00 \u001b[0m│\u001b[0m\n",
-      "│\u001b[0m 1   \u001b[0m│\u001b[0m ψ(.)p(.)                     \u001b[0m│\u001b[0m 4662.03 \u001b[0m│\u001b[0m 563.43 \u001b[0m│\u001b[0m   0.00 \u001b[0m│\u001b[0m\n",
-      "│\u001b[0m 5   \u001b[0m│\u001b[0m ψ(.)p(precip)                \u001b[0m│\u001b[0m 4663.27 \u001b[0m│\u001b[0m 564.67 \u001b[0m│\u001b[0m   0.00 \u001b[0m│\u001b[0m\n",
-      "└\u001b[0m─────\u001b[0m┴\u001b[0m──────────────────────────────\u001b[0m┴\u001b[0m─────────\u001b[0m┴\u001b[0m────────\u001b[0m┴\u001b[0m────────\u001b[0m┘\u001b[0m\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "fit_all"
    ]
@@ -14068,15 +548,15 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "Julia 1.1.1",
+   "display_name": "Julia 1.7.2",
    "language": "julia",
-   "name": "julia-1.1"
+   "name": "julia-1.7"
   },
   "language_info": {
    "file_extension": ".jl",
    "mimetype": "application/julia",
    "name": "julia",
-   "version": "1.1.1"
+   "version": "1.7.2"
   }
  },
  "nbformat": 4,
diff --git a/src/Unmarked.jl b/src/Unmarked.jl
index 2ef1b8b..0cb1606 100644
--- a/src/Unmarked.jl
+++ b/src/Unmarked.jl
@@ -2,6 +2,7 @@ module Unmarked
 
 using StatsBase, StatsModels, StatsFuns, Distributions, Random, Printf
 using LinearAlgebra, DataFrames, Optim, NLSolversBase, ForwardDiff
+using CategoricalArrays
 using Combinatorics: combinations
 using PrettyTables: pretty_table, ft_printf
 using ProgressMeter: Progress, next!
@@ -13,10 +14,10 @@ import StatsBase: aic, aicc, bic, coef, coefnames, coeftable, deviance, dof,
 
 export UmData, Occu, Nmix, RN
 export @formula
-export aic, aicc, bic, coef, coefnames, coeftable, deviance, dof, gof, 
+export aic, aicc, bic, coef, coefnames, coeftable, deviance, dof, gof,
        loglikelihood, modelmatrix, nobs, predict, simulate, stderror, vcov
 
-#Fitting functions       
+#Fitting functions
 export occu, nmix, rn
 
 #Submodel extractors
diff --git a/src/design.jl b/src/design.jl
index 0b57d20..e7a820c 100644
--- a/src/design.jl
+++ b/src/design.jl
@@ -11,7 +11,7 @@ end
 
 #Check formulas for validity
 function check_formula(formula::FormulaTerm, data::DataFrame)
-  vars = varnames(formula).rhs
+  vars = String.(varnames(formula).rhs)
   if isnothing(vars) return nothing end
   covs = names(data)
   for x in vars
@@ -46,18 +46,18 @@ function rep_levels(x::AbstractArray, n::Int)
   end
   return repeat([0], n)
 end
-  
+
 #Create data frame containing all categorical levels to bind to original data
-function add_levels(df::DataFrame) 
+function add_levels(df::DataFrame)
   nlev = [n_levels(col) for col = eachcol(df)]
   maxlev = max(nlev...)
-  ndf = DataFrame([rep_levels(col, maxlev) for col = eachcol(df)]) 
+  ndf = DataFrame([rep_levels(col, maxlev) for col = eachcol(df)], :auto)
   rename!(ndf, names(df))
   return ndf
 end
 
 #Build and apply schema
-function get_schema(formula::FormulaTerm, data::DataFrame) 
+function get_schema(formula::FormulaTerm, data::DataFrame)
   check_formula(formula, data)
   dat = add_resp(data, formula)
   dat_aug = [dat; add_levels(dat)]
diff --git a/src/plots.jl b/src/plots.jl
index 06efe8f..2f61b4b 100644
--- a/src/plots.jl
+++ b/src/plots.jl
@@ -8,9 +8,9 @@ Generate a dot-and-whisker plot for all parameters in a given submodel `m`.
 Error bars are drawn for given confidence `level`.
 """
 function whiskerplot(m::UnmarkedSubmodel; level::Real = 0.95)
-  
+
   #Build data frame of coefficients and upper/lower bounds
-  df = DataFrame(names=coefnames(m), coef=coef(m), 
+  df = DataFrame(names=coefnames(m), coef=coef(m),
                  se=stderror(m))
   zval = -quantile(Normal(), (1-level)/2)
   df[!,:lower] = df.coef - zval * df.se
@@ -18,12 +18,12 @@ function whiskerplot(m::UnmarkedSubmodel; level::Real = 0.95)
 
   plot(df, x=:names, y=:coef, ymin=:lower, ymax=:upper,
        yintercept=[0.0],
-       style(major_label_font_size=18pt, 
+       style(major_label_font_size=18pt,
              minor_label_font_size=16pt,
              point_size=5pt,line_width=2pt),
        Guide.xlabel("Parameter"), Guide.ylabel("Value"),
        Guide.title(string(m.name)),
-       Geom.point, Geom.errorbar, 
+       Geom.point, Geom.errorbar,
        Geom.hline(color="orange",style=:dash))
 
 end
@@ -82,17 +82,16 @@ function effectsplot(m::UnmarkedSubmodel, param::String; level::Real = 0.95)
   resp = string(m.formula.lhs.sym)
   psym = Symbol(param)
   dat = deepcopy(m.data)
-  
+
   #Build newdata for predict
   nrow, var_seq = get_var_seq(dat[:, psym])
-  nd = aggregate(dat, x -> get_var_baseline(x, nrow))
-  names!(nd, names(dat)) 
+  nd = mapcols(col -> get_var_baseline(col, nrow), dat)
   nd[!, psym] = var_seq
-  
+
   #Predict values
   pr = DataFrame(predict(m, nd, interval=true, level=level))
   pr[!, psym] = var_seq
-  
+
   #Choose plot type depending on variable type
   estplot = Geom.line; errorplot = Geom.ribbon; lw = 1pt
   if typeof(var_seq) <: CategoricalArray
@@ -103,8 +102,8 @@ function effectsplot(m::UnmarkedSubmodel, param::String; level::Real = 0.95)
        estplot, errorplot, Guide.xlabel(param), Guide.ylabel(resp),
        style(major_label_font_size=18pt, minor_label_font_size=16pt,
              point_size=5pt, line_width=lw))
- 
-end 
+
+end
 
 #For a submodel
 """
@@ -112,7 +111,7 @@ end
 
 Partial effects plot for all parameters in a submodel `m`.
 """
-function effectsplot(m::UnmarkedSubmodel; level::Real = 0.95) 
+function effectsplot(m::UnmarkedSubmodel; level::Real = 0.95)
   vars = string.(collect(m.formula.rhs))
   vstack(map(x -> effectsplot(m, x, level=level), vars))
 end
diff --git a/src/utils.jl b/src/utils.jl
index 946e224..3566e64 100644
--- a/src/utils.jl
+++ b/src/utils.jl
@@ -7,11 +7,11 @@ function ndetects(y::Array)
 end
 
 #Simulate random covariate frame based on provided formula
-function gen_covs(f::FormulaTerm, n::Int)  
+function gen_covs(f::FormulaTerm, n::Int)
   covs = varnames(f).rhs
-  if isnothing(covs) return DataFrame(_dummy=ones(n)) end 
+  if isnothing(covs) return DataFrame(_dummy=ones(n)) end
   nc = length(covs)
-  out = DataFrame(reshape(rand(Normal(0,1), n*nc), n, nc))
+  out = DataFrame(reshape(rand(Normal(0,1), n*nc), n, nc), :auto)
   DataFrames.rename!(out, covs)
   out
 end
@@ -41,7 +41,7 @@ function get_Kmin(y::Array{Union{Missing,Int64},2})
   N = size(y, 1)
   kmin = zeros(Int64, N)
   for n in 1:N
-    if(all(ismissing.(y[n, :]))) continue end 
+    if(all(ismissing.(y[n, :]))) continue end
     kmin[n] = maximum(skipmissing(y[n, :]))
   end
   kmin