diff --git a/plots_and_expressions.ipynb b/plots_and_expressions.ipynb
index 48c42eac5864d6217272970f0c3a661f21a5cd13..940bd859c7668f1d82b21f35b36cf19180850b13 100644
--- a/plots_and_expressions.ipynb
+++ b/plots_and_expressions.ipynb
@@ -337,96 +337,6 @@
     "## SUBSECTION: Bound on $\\operatorname{ch}_0(u)$ for Semistabilizers"
    ]
   },
-  {
-   "cell_type": "code",
-   "execution_count": 8,
-   "id": "2b641339",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "var(\"m\") # Initialize symbol for variety parameter\n",
-    "recurring = Object()\n",
-    "recurring.chern = Chern_Char(3, 2, -2)\n",
-    "recurring.b = beta_minus(recurring.chern)\n",
-    "recurring.twisted = recurring.chern.twist(recurring.b)\n",
-    "# RENDERED TO LATEX: recurring.b\n",
-    "# RENDERED TO LATEX: recurring.b.denominator()\n",
-    "# RENDERED TO LATEX: recurring.twisted.ch[1]\n",
-    "n = recurring.b.denominator()\n",
-    "m = 2\n",
-    "recurring.loose_bound = (\n",
-    "  m*n^2*recurring.twisted.ch[1]^2\n",
-    ") / gcd(m, 2*n^2)\n",
-    "# RENDERED TO LATEX: loose_bound\n",
-    "extravagant = Object()\n",
-    "extravagant.chern = Chern_Char(29, 13, -3/2)\n",
-    "extravagant.b = beta_minus(extravagant.chern)\n",
-    "extravagant.twisted = extravagant.chern.twist(extravagant.b)\n",
-    "extravagant.actual_rmax = 49313\n",
-    "# RENDERED TO LATEX: extravagant.b\n",
-    "# RENDERED TO LATEX: extravagant.b.denominator()\n",
-    "# RENDERED TO LATEX: extravagant.twisted.ch[1]\n",
-    "n = extravagant.b.denominator()\n",
-    "m = 2\n",
-    "extravagant.loose_bound = (\n",
-    "  m*n^2*extravagant.twisted.ch[1]^2\n",
-    ") / gcd(m, 2*n^2)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 9,
-   "id": "f38c4896",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<html>\\(\\displaystyle 215296\\)</html>"
-      ],
-      "text/latex": [
-       "$\\displaystyle 215296$"
-      ],
-      "text/plain": [
-       "215296"
-      ]
-     },
-     "execution_count": 9,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "recurring.loose_bound"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 10,
-   "id": "c2e307ec",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<html>\\(\\displaystyle 49313\\)</html>"
-      ],
-      "text/latex": [
-       "$\\displaystyle 49313$"
-      ],
-      "text/plain": [
-       "49313"
-      ]
-     },
-     "execution_count": 10,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "extravagant.actual_rmax"
-   ]
-  },
   {
    "cell_type": "markdown",
    "id": "4982f084",
@@ -1494,231 +1404,6 @@
     "r_upper_bound_all_q.expand().subs([nu==1,Delta==psi^2])"
    ]
   },
-  {
-   "cell_type": "code",
-   "execution_count": 45,
-   "id": "8ba2ed91",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<html>\\(\\displaystyle -\\frac{2}{3}\\)</html>"
-      ],
-      "text/latex": [
-       "$\\displaystyle -\\frac{2}{3}$"
-      ],
-      "text/plain": [
-       "-2/3"
-      ]
-     },
-     "execution_count": 45,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "recurring.b"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 46,
-   "id": "fcfae8a1",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<html>\\(\\displaystyle 3\\)</html>"
-      ],
-      "text/latex": [
-       "$\\displaystyle 3$"
-      ],
-      "text/plain": [
-       "3"
-      ]
-     },
-     "execution_count": 46,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "recurring.b.denominator()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 47,
-   "id": "36d896f4",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "recurring.n = recurring.b.denominator()\n",
-    "recurring.bgmlv = recurring.chern.Q_tilt()\n",
-    "recurring.corrolary_bound = (\n",
-    "  r_upper_bound_all_q.expand()\n",
-    "  .subs(Delta==recurring.bgmlv)\n",
-    "  .subs(nu==1) ## \\ell^2=1 on P^2\n",
-    "  .subs(R==recurring.chern.ch[0])\n",
-    "  .subs(n==recurring.n)\n",
-    ")"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 48,
-   "id": "b3f47ade",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<html>\\(\\displaystyle 37.515625\\)</html>"
-      ],
-      "text/latex": [
-       "$\\displaystyle 37.515625$"
-      ],
-      "text/plain": [
-       "37.515625"
-      ]
-     },
-     "execution_count": 48,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "float(recurring.corrolary_bound)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 49,
-   "id": "b52a3a56",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<html>\\(\\displaystyle -\\frac{3}{29}\\)</html>"
-      ],
-      "text/latex": [
-       "$\\displaystyle -\\frac{3}{29}$"
-      ],
-      "text/plain": [
-       "-3/29"
-      ]
-     },
-     "execution_count": 49,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "extravagant.b"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 50,
-   "id": "cdf1726c",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<html>\\(\\displaystyle 29\\)</html>"
-      ],
-      "text/latex": [
-       "$\\displaystyle 29$"
-      ],
-      "text/plain": [
-       "29"
-      ]
-     },
-     "execution_count": 50,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "extravagant.b.denominator()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 51,
-   "id": "8f5ea43e",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "extravagant.n = extravagant.b.denominator()\n",
-    "extravagant.bgmlv = extravagant.chern.Q_tilt()\n",
-    "extravagant.corrolary_bound = (\n",
-    "  r_upper_bound_all_q.expand()\n",
-    "  .subs(Delta==extravagant.bgmlv)\n",
-    "  .subs(nu==1) ## \\ell^2=1 on P^2\n",
-    "  .subs(R==extravagant.chern.ch[0])\n",
-    "  .subs(n==extravagant.n)\n",
-    ")"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 52,
-   "id": "bc7f5e56",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<html>\\(\\displaystyle 53838.5009765625\\)</html>"
-      ],
-      "text/latex": [
-       "$\\displaystyle 53838.5009765625$"
-      ],
-      "text/plain": [
-       "53838.5009765625"
-      ]
-     },
-     "execution_count": 52,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "float(extravagant.corrolary_bound)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 53,
-   "id": "00a2355a",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<html>\\(\\displaystyle 49313\\)</html>"
-      ],
-      "text/latex": [
-       "$\\displaystyle 49313$"
-      ],
-      "text/plain": [
-       "49313"
-      ]
-     },
-     "execution_count": 53,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "extravagant.actual_rmax"
-   ]
-  },
   {
    "cell_type": "code",
    "execution_count": 54,
@@ -1869,158 +1554,6 @@
    "source": [
     "r_upper_bound2.rhs()"
    ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 60,
-   "id": "50a94cf4",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<html>\\(\\displaystyle 3\\)</html>"
-      ],
-      "text/latex": [
-       "$\\displaystyle 3$"
-      ],
-      "text/plain": [
-       "3"
-      ]
-     },
-     "execution_count": 60,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "recurring.b.denominator()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 61,
-   "id": "3171ad07",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<html>\\(\\displaystyle 4\\)</html>"
-      ],
-      "text/latex": [
-       "$\\displaystyle 4$"
-      ],
-      "text/plain": [
-       "4"
-      ]
-     },
-     "execution_count": 61,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "recurring.twisted.ch[1]"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 62,
-   "id": "16b28a02",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "import numpy as np\n",
-    "\n",
-    "def bound_comparisons(example):\n",
-    "    n = example.b.denominator()\n",
-    "    a_v = example.b.numerator()\n",
-    "\n",
-    "    def theorem_bound(v_twisted, q_val, k):\n",
-    "      return int(min(\n",
-    "        n^2*q_val^2/k\n",
-    "      ,\n",
-    "        v_twisted.ch[0]\n",
-    "        + n^2*(v_twisted.ch[1] - q_val)^2/k\n",
-    "      ))\n",
-    "\n",
-    "    def k(n, a_v, b_q):\n",
-    "      n = int(n)\n",
-    "      a_v = int(a_v)\n",
-    "      b_q = int(b_q)\n",
-    "      k = -a_v*b_q % n\n",
-    "      return k if k > 0 else k + n\n",
-    "\n",
-    "    b_qs = list(range(example.twisted.ch[1]*n+1))\n",
-    "    qs = list(map(lambda x: x/n,b_qs))\n",
-    "    ks = list(map(lambda b_q: k(n, a_v, b_q), b_qs))\n",
-    "    theorem2_bounds = [\n",
-    "        theorem_bound(example.twisted, q_val, 1)\n",
-    "        for q_val in qs\n",
-    "    ]\n",
-    "    theorem3_bounds = [\n",
-    "        theorem_bound(example.twisted, q_val, k)\n",
-    "        for q_val, k in zip(qs,ks)\n",
-    "    ]\n",
-    "    return qs, theorem2_bounds, theorem3_bounds\n",
-    "\n",
-    "qs, theorem2_bounds, theorem3_bounds = bound_comparisons(recurring)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 63,
-   "id": "bb236b7b",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<html>\\(\\displaystyle 36\\)</html>"
-      ],
-      "text/latex": [
-       "$\\displaystyle 36$"
-      ],
-      "text/plain": [
-       "36"
-      ]
-     },
-     "execution_count": 63,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "max(theorem2_bounds)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 64,
-   "id": "7205efcd",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<html>\\(\\displaystyle 25\\)</html>"
-      ],
-      "text/latex": [
-       "$\\displaystyle 25$"
-      ],
-      "text/plain": [
-       "25"
-      ]
-     },
-     "execution_count": 64,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "max(theorem3_bounds)"
-   ]
   }
  ],
  "metadata": {