From e09263c7b60e472b85a6dc3316cd03fe3e677e2e Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Ad=C3=A9la=20=C5=A0t=C4=9Bpkov=C3=A1?= <xstepkov@fi.muni.cz>
Date: Thu, 6 Feb 2025 13:12:31 +0100
Subject: [PATCH] add plots ready for paper

---
 most_important_plots.ipynb | 507 ++++++++++++++++++++++++++++++---
 plots_tryout.ipynb         | 567 +++++++++++++++++++++++++++++++++++++
 2 files changed, 1028 insertions(+), 46 deletions(-)
 create mode 100644 plots_tryout.ipynb

diff --git a/most_important_plots.ipynb b/most_important_plots.ipynb
index 539f2bef..5a1a4556 100644
--- a/most_important_plots.ipynb
+++ b/most_important_plots.ipynb
@@ -2,7 +2,7 @@
  "cells": [
   {
    "cell_type": "code",
-   "execution_count": 254,
+   "execution_count": 75,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -24,14 +24,14 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 255,
+   "execution_count": 76,
    "metadata": {},
    "outputs": [
     {
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "/tmp/ipykernel_1657867/3598242153.py:2: DtypeWarning: Columns (11,12,13,149,154) have mixed types. Specify dtype option on import or set low_memory=False.\n",
+      "/tmp/ipykernel_24036/3598242153.py:2: DtypeWarning: Columns (11,12,13,149,154) have mixed types. Specify dtype option on import or set low_memory=False.\n",
       "  data = pd.read_csv(concat_file)\n"
      ]
     }
@@ -43,7 +43,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 256,
+   "execution_count": 77,
    "metadata": {},
    "outputs": [
     {
@@ -58,7 +58,7 @@
        " 'reverse_powerset_hopcroft_min_rabit_complement_size']"
       ]
      },
-     "execution_count": 256,
+     "execution_count": 77,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -74,7 +74,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 257,
+   "execution_count": 78,
    "metadata": {},
    "outputs": [
     {
@@ -90,7 +90,7 @@
        " 'reverse_gate_DFA_min_rabit_complement_size']"
       ]
      },
-     "execution_count": 257,
+     "execution_count": 78,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -103,6 +103,11 @@
     "    'reverse_powerset_hopcroft_min_complement_size'\n",
     "]\n",
     "\n",
+    "forward_powerset_columns = [\n",
+    "    'forward_powerset_complement_size',\n",
+    "    'forward_powerset_hopcroft_min_complement_size',\n",
+    "]\n",
+    "\n",
     "# vybrane pipeliny port komplementace, ktere budou v clanku\n",
     "chosen_port_columns = [\n",
     "    \"forward_port_DFA_min_mata_min_rabit_det_indiv_complement_size\",\n",
@@ -126,7 +131,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 258,
+   "execution_count": 79,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -150,13 +155,21 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 259,
+   "execution_count": 80,
    "metadata": {},
    "outputs": [
     {
      "name": "stderr",
      "output_type": "stream",
      "text": [
+      "/home/notme/bench_aligater/exp_utils.py:181: FutureWarning: The behavior of DataFrame.idxmin with all-NA values, or any-NA and skipna=False, is deprecated. In a future version this will raise ValueError\n",
+      "  df[origin_col_name] = df[columns_filtered].idxmin(axis=1, skipna=True)\n",
+      "/home/notme/bench_aligater/exp_utils.py:181: FutureWarning: The behavior of DataFrame.idxmin with all-NA values, or any-NA and skipna=False, is deprecated. In a future version this will raise ValueError\n",
+      "  df[origin_col_name] = df[columns_filtered].idxmin(axis=1, skipna=True)\n",
+      "/home/notme/bench_aligater/exp_utils.py:181: FutureWarning: The behavior of DataFrame.idxmin with all-NA values, or any-NA and skipna=False, is deprecated. In a future version this will raise ValueError\n",
+      "  df[origin_col_name] = df[columns_filtered].idxmin(axis=1, skipna=True)\n",
+      "/home/notme/bench_aligater/exp_utils.py:181: FutureWarning: The behavior of DataFrame.idxmin with all-NA values, or any-NA and skipna=False, is deprecated. In a future version this will raise ValueError\n",
+      "  df[origin_col_name] = df[columns_filtered].idxmin(axis=1, skipna=True)\n",
       "/home/notme/bench_aligater/exp_utils.py:181: FutureWarning: The behavior of DataFrame.idxmin with all-NA values, or any-NA and skipna=False, is deprecated. In a future version this will raise ValueError\n",
       "  df[origin_col_name] = df[columns_filtered].idxmin(axis=1, skipna=True)\n",
       "/home/notme/bench_aligater/exp_utils.py:181: FutureWarning: The behavior of DataFrame.idxmin with all-NA values, or any-NA and skipna=False, is deprecated. In a future version this will raise ValueError\n",
@@ -177,12 +190,16 @@
     "exp_utils.min_from_columns(data, chosen_powerset_columns, \"best_all_powersets\", \"best_powerset_from\")\n",
     "exp_utils.min_from_columns(data, our_methods, \"our_best\", \"our_best_method\")\n",
     "exp_utils.min_from_columns(data, forward_first_methods, \"best_forward_first\", \"best_forward_first_method\")\n",
-    "exp_utils.min_from_columns(data, reverse_first_methods, \"best_reverse_first\", \"best_reverse_first_method\")"
+    "exp_utils.min_from_columns(data, reverse_first_methods, \"best_reverse_first\", \"best_reverse_first_method\")\n",
+    "exp_utils.min_from_columns(data, our_methods + chosen_powerset_columns, \"best_overall\", \"best_overall_method\")\n",
+    "exp_utils.min_from_columns(data, chosen_powerset_columns + chosen_gate_columns, \"best_powerset_gate\", \"best_powerset_gate_method\")\n",
+    "exp_utils.min_from_columns(data, chosen_powerset_columns + chosen_port_columns, \"best_powerset_port\", \"best_powerset_port_method\")\n",
+    "exp_utils.min_from_columns(data, forward_powerset_columns + our_methods, \"best forward powerset + ours\", \"best_f_powerset_our_method\")"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 260,
+   "execution_count": 81,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -209,7 +226,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 261,
+   "execution_count": 82,
    "metadata": {},
    "outputs": [
     {
@@ -259,7 +276,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 262,
+   "execution_count": 83,
    "metadata": {},
    "outputs": [
     {
@@ -299,7 +316,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 263,
+   "execution_count": 84,
    "metadata": {},
    "outputs": [
     {
@@ -340,7 +357,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 264,
+   "execution_count": 85,
    "metadata": {},
    "outputs": [
     {
@@ -380,7 +397,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 265,
+   "execution_count": 86,
    "metadata": {},
    "outputs": [
     {
@@ -399,7 +416,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 266,
+   "execution_count": 87,
    "metadata": {},
    "outputs": [
     {
@@ -418,7 +435,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 267,
+   "execution_count": 88,
    "metadata": {},
    "outputs": [
     {
@@ -444,7 +461,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 268,
+   "execution_count": 89,
    "metadata": {},
    "outputs": [
     {
@@ -485,7 +502,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 269,
+   "execution_count": 90,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -495,7 +512,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 270,
+   "execution_count": 91,
    "metadata": {},
    "outputs": [
     {
@@ -536,7 +553,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 271,
+   "execution_count": 92,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -564,7 +581,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 272,
+   "execution_count": 93,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -585,22 +602,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 273,
+   "execution_count": 128,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "text/plain": [
-       "(9000.0, 9880.5)"
-      ]
-     },
-     "execution_count": 273,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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",
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",
       "text/plain": [
        "<Figure size 640x480 with 1 Axes>"
       ]
@@ -639,9 +646,30 @@
     "\n",
     "    ax.plot(ordered.index, ordered[col], label=col)\n",
     "\n",
-    "ax.legend()\n",
-    "ax.set_yscale(\"log\")\n",
-    "ax.set_xlim(left=9000) # change this for zooming in or out of the graph"
+    "ax.legend(labels=[\"VBS: Fw / Rev powerset + Hopcroft\", \"Heuristic: Fw / Rev powerset + Hopcroft\", \"Forward powerset + Hopcroft\", \"Reverse powerset + Hopcroft\"])\n",
+    "ax.set_yscale(\"log\")\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 129,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "execution_count": 129,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "ax.set_xlim(left=9000, right=9500) # change this for zooming in or out of the graph\n",
+    "fig"
    ]
   },
   {
@@ -655,7 +683,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 274,
+   "execution_count": 95,
    "metadata": {},
    "outputs": [
     {
@@ -684,7 +712,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 275,
+   "execution_count": 96,
    "metadata": {},
    "outputs": [
     {
@@ -745,7 +773,7 @@
        "reverse                                                34                63"
       ]
      },
-     "execution_count": 275,
+     "execution_count": 96,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -757,6 +785,66 @@
     "summary"
    ]
   },
+  {
+   "cell_type": "code",
+   "execution_count": 97,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "80"
+      ]
+     },
+     "execution_count": 97,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "len(data[data[\"reverse_powerset_hopcroft_min_complement_size\"].isna()])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 98,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "124"
+      ]
+     },
+     "execution_count": 98,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "len(data[data[\"forward_powerset_hopcroft_min_status\"].str.contains(\"OUT OF MEMORY\")])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 99,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "132"
+      ]
+     },
+     "execution_count": 99,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "len(data[data[\"forward_powerset_hopcroft_min_complement_size\"].isna()])"
+   ]
+  },
   {
    "cell_type": "markdown",
    "metadata": {},
@@ -768,7 +856,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 276,
+   "execution_count": 100,
    "metadata": {},
    "outputs": [
     {
@@ -802,7 +890,276 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 277,
+   "execution_count": 106,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/home/notme/bench_aligater/.venv/lib/python3.12/site-packages/mpl_scatter_density/generic_density_artist.py:77: RuntimeWarning: All-NaN slice encountered\n",
+      "  vmin = self._density_vmin(array)\n",
+      "/home/notme/bench_aligater/.venv/lib/python3.12/site-packages/mpl_scatter_density/generic_density_artist.py:82: RuntimeWarning: All-NaN slice encountered\n",
+      "  vmax = self._density_vmax(array)\n",
+      "/home/notme/bench_aligater/.venv/lib/python3.12/site-packages/pandas/core/arraylike.py:399: RuntimeWarning: divide by zero encountered in log10\n",
+      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "exp_utils.graph_basic(data, \n",
+    "                      \"best_all_powersets\", \"best_overall\",\n",
+    "                      \"best of powerset\", \"best overall\", plot_limit=None, logscale=True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 111,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>name</th>\n",
+       "      <th>state_count</th>\n",
+       "      <th>init_state_count</th>\n",
+       "      <th>fin_state_count</th>\n",
+       "      <th>alphabet_size</th>\n",
+       "      <th>transitions_count</th>\n",
+       "      <th>nondet_trans_count</th>\n",
+       "      <th>deterministic_succs_count</th>\n",
+       "      <th>deterministic_succs_size_sum</th>\n",
+       "      <th>nondet_states_count</th>\n",
+       "      <th>state_successors_count</th>\n",
+       "      <th>is_deterministic</th>\n",
+       "      <th>is_complete</th>\n",
+       "      <th>is_rev_deterministic</th>\n",
+       "      <th>rev_nondet_trans_count</th>\n",
+       "      <th>rev_deterministic_succs_count</th>\n",
+       "      <th>rev_deterministic_succs_size_sum</th>\n",
+       "      <th>rev_nondet_states_count</th>\n",
+       "      <th>rev_state_successors_count</th>\n",
+       "      <th>scc_count</th>\n",
+       "      <th>min_scc_size</th>\n",
+       "      <th>max_scc_size</th>\n",
+       "      <th>avg_scc_size</th>\n",
+       "      <th>one_state_sccs</th>\n",
+       "      <th>det_components_count</th>\n",
+       "      <th>bottom_rev_det_component_size</th>\n",
+       "      <th>min_cut_last_component_size</th>\n",
+       "      <th>min_cut_edges</th>\n",
+       "      <th>run set_nfa-bench/benchmarks/</th>\n",
+       "      <th>forward_port_DFA_min_mata_min_rabit_det_lrev_indiv_status</th>\n",
+       "      <th>forward_port_DFA_min_mata_min_rabit_det_lrev_indiv_cputime (s)</th>\n",
+       "      <th>forward_port_DFA_min_mata_min_rabit_det_lrev_indiv_walltime (s)</th>\n",
+       "      <th>forward_port_DFA_min_mata_min_rabit_det_lrev_indiv_memory (MB)</th>\n",
+       "      <th>forward_port_DFA_min_mata_min_rabit_det_lrev_indiv_complement_size</th>\n",
+       "      <th>forward_port_DFA_min_mata_min_rabit_det_lrev_indiv_host</th>\n",
+       "      <th>reverse_port_DFA_min_mata_min_rabit_det_lrev_indiv_status</th>\n",
+       "      <th>reverse_port_DFA_min_mata_min_rabit_det_lrev_indiv_cputime (s)</th>\n",
+       "      <th>reverse_port_DFA_min_mata_min_rabit_det_lrev_indiv_walltime (s)</th>\n",
+       "      <th>reverse_port_DFA_min_mata_min_rabit_det_lrev_indiv_memory (MB)</th>\n",
+       "      <th>reverse_port_DFA_min_mata_min_rabit_det_lrev_indiv_complement_size</th>\n",
+       "      <th>reverse_port_DFA_min_mata_min_rabit_det_lrev_indiv_host</th>\n",
+       "      <th>forward_port_DFA_min_mata_min_rabit_det_indiv_status</th>\n",
+       "      <th>forward_port_DFA_min_mata_min_rabit_det_indiv_cputime (s)</th>\n",
+       "      <th>forward_port_DFA_min_mata_min_rabit_det_indiv_walltime (s)</th>\n",
+       "      <th>forward_port_DFA_min_mata_min_rabit_det_indiv_memory (MB)</th>\n",
+       "      <th>forward_port_DFA_min_mata_min_rabit_det_indiv_complement_size</th>\n",
+       "      <th>forward_port_DFA_min_mata_min_rabit_det_indiv_host</th>\n",
+       "      <th>forward_port_DFA_min_rabit_mincut_indiv_status</th>\n",
+       "      <th>forward_port_DFA_min_rabit_mincut_indiv_cputime (s)</th>\n",
+       "      <th>forward_port_DFA_min_rabit_mincut_indiv_walltime (s)</th>\n",
+       "      <th>forward_port_DFA_min_rabit_mincut_indiv_memory (MB)</th>\n",
+       "      <th>forward_port_DFA_min_rabit_mincut_indiv_complement_size</th>\n",
+       "      <th>forward_port_DFA_min_rabit_mincut_indiv_host</th>\n",
+       "      <th>reverse_port_DFA_min_mata_min_rabit_det_indiv_status</th>\n",
+       "      <th>reverse_port_DFA_min_mata_min_rabit_det_indiv_cputime (s)</th>\n",
+       "      <th>reverse_port_DFA_min_mata_min_rabit_det_indiv_walltime (s)</th>\n",
+       "      <th>reverse_port_DFA_min_mata_min_rabit_det_indiv_memory (MB)</th>\n",
+       "      <th>reverse_port_DFA_min_mata_min_rabit_det_indiv_complement_size</th>\n",
+       "      <th>reverse_port_DFA_min_mata_min_rabit_det_indiv_host</th>\n",
+       "      <th>reverse_port_DFA_min_rabit_mincut_indiv_status</th>\n",
+       "      <th>reverse_port_DFA_min_rabit_mincut_indiv_cputime (s)</th>\n",
+       "      <th>reverse_port_DFA_min_rabit_mincut_indiv_walltime (s)</th>\n",
+       "      <th>reverse_port_DFA_min_rabit_mincut_indiv_memory (MB)</th>\n",
+       "      <th>reverse_port_DFA_min_rabit_mincut_indiv_complement_size</th>\n",
+       "      <th>reverse_port_DFA_min_rabit_mincut_indiv_host</th>\n",
+       "      <th>forward_powerset_DFA_min_status</th>\n",
+       "      <th>forward_powerset_DFA_min_cputime (s)</th>\n",
+       "      <th>forward_powerset_DFA_min_walltime (s)</th>\n",
+       "      <th>forward_powerset_DFA_min_memory (MB)</th>\n",
+       "      <th>forward_powerset_DFA_min_complement_size</th>\n",
+       "      <th>forward_powerset_DFA_min_host</th>\n",
+       "      <th>reverse_powerset_DFA_min_status</th>\n",
+       "      <th>reverse_powerset_DFA_min_cputime (s)</th>\n",
+       "      <th>reverse_powerset_DFA_min_walltime (s)</th>\n",
+       "      <th>reverse_powerset_DFA_min_memory (MB)</th>\n",
+       "      <th>reverse_powerset_DFA_min_complement_size</th>\n",
+       "      <th>reverse_powerset_DFA_min_host</th>\n",
+       "      <th>forward_port_DFA_min_mata_min_rabit_det_indiv_lastforw_status</th>\n",
+       "      <th>forward_port_DFA_min_mata_min_rabit_det_indiv_lastforw_cputime (s)</th>\n",
+       "      <th>forward_port_DFA_min_mata_min_rabit_det_indiv_lastforw_walltime (s)</th>\n",
+       "      <th>forward_port_DFA_min_mata_min_rabit_det_indiv_lastforw_memory (MB)</th>\n",
+       "      <th>forward_port_DFA_min_mata_min_rabit_det_indiv_lastforw_complement_size</th>\n",
+       "      <th>forward_port_DFA_min_mata_min_rabit_det_indiv_lastforw_host</th>\n",
+       "      <th>reverse_port_DFA_min_mata_min_rabit_det_indiv_lastforw_status</th>\n",
+       "      <th>reverse_port_DFA_min_mata_min_rabit_det_indiv_lastforw_cputime (s)</th>\n",
+       "      <th>reverse_port_DFA_min_mata_min_rabit_det_indiv_lastforw_walltime (s)</th>\n",
+       "      <th>reverse_port_DFA_min_mata_min_rabit_det_indiv_lastforw_memory (MB)</th>\n",
+       "      <th>reverse_port_DFA_min_mata_min_rabit_det_indiv_lastforw_complement_size</th>\n",
+       "      <th>reverse_port_DFA_min_mata_min_rabit_det_indiv_lastforw_host</th>\n",
+       "      <th>forward_port_DFA_min_mata_min_rabit_scc_indiv_status</th>\n",
+       "      <th>forward_port_DFA_min_mata_min_rabit_scc_indiv_cputime (s)</th>\n",
+       "      <th>forward_port_DFA_min_mata_min_rabit_scc_indiv_walltime (s)</th>\n",
+       "      <th>forward_port_DFA_min_mata_min_rabit_scc_indiv_memory (MB)</th>\n",
+       "      <th>forward_port_DFA_min_mata_min_rabit_scc_indiv_complement_size</th>\n",
+       "      <th>forward_port_DFA_min_mata_min_rabit_scc_indiv_host</th>\n",
+       "      <th>reverse_port_DFA_min_mata_min_rabit_scc_indiv_status</th>\n",
+       "      <th>reverse_port_DFA_min_mata_min_rabit_scc_indiv_cputime (s)</th>\n",
+       "      <th>reverse_port_DFA_min_mata_min_rabit_scc_indiv_walltime (s)</th>\n",
+       "      <th>reverse_port_DFA_min_mata_min_rabit_scc_indiv_memory (MB)</th>\n",
+       "      <th>reverse_port_DFA_min_mata_min_rabit_scc_indiv_complement_size</th>\n",
+       "      <th>reverse_port_DFA_min_mata_min_rabit_scc_indiv_host</th>\n",
+       "      <th>forward_gate_DFA_min_rabit_status</th>\n",
+       "      <th>forward_gate_DFA_min_rabit_cputime (s)</th>\n",
+       "      <th>forward_gate_DFA_min_rabit_walltime (s)</th>\n",
+       "      <th>forward_gate_DFA_min_rabit_memory (MB)</th>\n",
+       "      <th>forward_gate_DFA_min_rabit_complement_size</th>\n",
+       "      <th>forward_gate_DFA_min_rabit_host</th>\n",
+       "      <th>forward_gate_DFA_min_mata_min_rabit_status</th>\n",
+       "      <th>forward_gate_DFA_min_mata_min_rabit_cputime (s)</th>\n",
+       "      <th>forward_gate_DFA_min_mata_min_rabit_walltime (s)</th>\n",
+       "      <th>forward_gate_DFA_min_mata_min_rabit_memory (MB)</th>\n",
+       "      <th>forward_gate_DFA_min_mata_min_rabit_complement_size</th>\n",
+       "      <th>forward_gate_DFA_min_mata_min_rabit_host</th>\n",
+       "      <th>reverse_gate_DFA_min_rabit_status</th>\n",
+       "      <th>reverse_gate_DFA_min_rabit_cputime (s)</th>\n",
+       "      <th>reverse_gate_DFA_min_rabit_walltime (s)</th>\n",
+       "      <th>reverse_gate_DFA_min_rabit_memory (MB)</th>\n",
+       "      <th>reverse_gate_DFA_min_rabit_complement_size</th>\n",
+       "      <th>reverse_gate_DFA_min_rabit_host</th>\n",
+       "      <th>reverse_gate_DFA_min_mata_min_rabit_status</th>\n",
+       "      <th>reverse_gate_DFA_min_mata_min_rabit_cputime (s)</th>\n",
+       "      <th>reverse_gate_DFA_min_mata_min_rabit_walltime (s)</th>\n",
+       "      <th>reverse_gate_DFA_min_mata_min_rabit_memory (MB)</th>\n",
+       "      <th>reverse_gate_DFA_min_mata_min_rabit_complement_size</th>\n",
+       "      <th>reverse_gate_DFA_min_mata_min_rabit_host</th>\n",
+       "      <th>forward_powerset_status</th>\n",
+       "      <th>forward_powerset_cputime (s)</th>\n",
+       "      <th>forward_powerset_walltime (s)</th>\n",
+       "      <th>forward_powerset_memory (MB)</th>\n",
+       "      <th>forward_powerset_complement_size</th>\n",
+       "      <th>forward_powerset_host</th>\n",
+       "      <th>forward_powerset_hopcroft_min_status</th>\n",
+       "      <th>forward_powerset_hopcroft_min_cputime (s)</th>\n",
+       "      <th>forward_powerset_hopcroft_min_walltime (s)</th>\n",
+       "      <th>forward_powerset_hopcroft_min_memory (MB)</th>\n",
+       "      <th>forward_powerset_hopcroft_min_complement_size</th>\n",
+       "      <th>forward_powerset_hopcroft_min_host</th>\n",
+       "      <th>reverse_powerset_hopcroft_min_status</th>\n",
+       "      <th>reverse_powerset_hopcroft_min_cputime (s)</th>\n",
+       "      <th>reverse_powerset_hopcroft_min_walltime (s)</th>\n",
+       "      <th>reverse_powerset_hopcroft_min_memory (MB)</th>\n",
+       "      <th>reverse_powerset_hopcroft_min_complement_size</th>\n",
+       "      <th>reverse_powerset_hopcroft_min_host</th>\n",
+       "      <th>reverse_powerset_status</th>\n",
+       "      <th>reverse_powerset_cputime (s)</th>\n",
+       "      <th>reverse_powerset_walltime (s)</th>\n",
+       "      <th>reverse_powerset_memory (MB)</th>\n",
+       "      <th>reverse_powerset_complement_size</th>\n",
+       "      <th>reverse_powerset_host</th>\n",
+       "      <th>reverse_powerset_hopcroft_min_rabit_status</th>\n",
+       "      <th>reverse_powerset_hopcroft_min_rabit_cputime (s)</th>\n",
+       "      <th>reverse_powerset_hopcroft_min_rabit_walltime (s)</th>\n",
+       "      <th>reverse_powerset_hopcroft_min_rabit_memory (MB)</th>\n",
+       "      <th>reverse_powerset_hopcroft_min_rabit_complement_size</th>\n",
+       "      <th>reverse_powerset_hopcroft_min_rabit_host</th>\n",
+       "      <th>best_min_powerset</th>\n",
+       "      <th>best_nonmin_powerset</th>\n",
+       "      <th>best_forward_powerset</th>\n",
+       "      <th>best_reverse_powerset</th>\n",
+       "      <th>best_all_powersets</th>\n",
+       "      <th>best_powerset_from</th>\n",
+       "      <th>our_best</th>\n",
+       "      <th>our_best_method</th>\n",
+       "      <th>best_forward_first</th>\n",
+       "      <th>best_forward_first_method</th>\n",
+       "      <th>best_reverse_first</th>\n",
+       "      <th>best_reverse_first_method</th>\n",
+       "      <th>best_overall</th>\n",
+       "      <th>best_overall_method</th>\n",
+       "      <th>best_powerset_gate</th>\n",
+       "      <th>best_powerset_gate_method</th>\n",
+       "      <th>best_powerset_port</th>\n",
+       "      <th>best_powerset_port_method</th>\n",
+       "      <th>best forward powerset + ours</th>\n",
+       "      <th>best_f_powerset_our_method</th>\n",
+       "      <th>deterministic_succs_size_sum_plus_init</th>\n",
+       "      <th>rev_deterministic_succs_size_sum_plus_init</th>\n",
+       "      <th>nondet_trans_compare</th>\n",
+       "      <th>deterministic_succs_compare</th>\n",
+       "      <th>deterministic_succs_size_sum_compare</th>\n",
+       "      <th>deterministic_succs_size_sum_plus_init_compare</th>\n",
+       "      <th>nondet_states_compare</th>\n",
+       "      <th>state_successors_compare</th>\n",
+       "      <th>best_fw_or_rev_first_by_det_succs_size</th>\n",
+       "      <th>best_fw_or_rev_first_by_nondet_states_count</th>\n",
+       "      <th>best_powerset_with_hopcroft_by_det_succs_size</th>\n",
+       "      <th>best_powerset_with_hopcroft_by_nondet_states_count</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "Empty DataFrame\n",
+       "Columns: [name, state_count, init_state_count, fin_state_count, alphabet_size, transitions_count, nondet_trans_count, deterministic_succs_count, deterministic_succs_size_sum, nondet_states_count, state_successors_count, is_deterministic, is_complete, is_rev_deterministic, rev_nondet_trans_count, rev_deterministic_succs_count, rev_deterministic_succs_size_sum, rev_nondet_states_count, rev_state_successors_count, scc_count, min_scc_size, max_scc_size, avg_scc_size, one_state_sccs, det_components_count, bottom_rev_det_component_size, min_cut_last_component_size, min_cut_edges, run set_nfa-bench/benchmarks/, forward_port_DFA_min_mata_min_rabit_det_lrev_indiv_status, forward_port_DFA_min_mata_min_rabit_det_lrev_indiv_cputime (s), forward_port_DFA_min_mata_min_rabit_det_lrev_indiv_walltime (s), forward_port_DFA_min_mata_min_rabit_det_lrev_indiv_memory (MB), forward_port_DFA_min_mata_min_rabit_det_lrev_indiv_complement_size, forward_port_DFA_min_mata_min_rabit_det_lrev_indiv_host, reverse_port_DFA_min_mata_min_rabit_det_lrev_indiv_status, reverse_port_DFA_min_mata_min_rabit_det_lrev_indiv_cputime (s), reverse_port_DFA_min_mata_min_rabit_det_lrev_indiv_walltime (s), reverse_port_DFA_min_mata_min_rabit_det_lrev_indiv_memory (MB), reverse_port_DFA_min_mata_min_rabit_det_lrev_indiv_complement_size, reverse_port_DFA_min_mata_min_rabit_det_lrev_indiv_host, forward_port_DFA_min_mata_min_rabit_det_indiv_status, forward_port_DFA_min_mata_min_rabit_det_indiv_cputime (s), forward_port_DFA_min_mata_min_rabit_det_indiv_walltime (s), forward_port_DFA_min_mata_min_rabit_det_indiv_memory (MB), forward_port_DFA_min_mata_min_rabit_det_indiv_complement_size, forward_port_DFA_min_mata_min_rabit_det_indiv_host, forward_port_DFA_min_rabit_mincut_indiv_status, forward_port_DFA_min_rabit_mincut_indiv_cputime (s), forward_port_DFA_min_rabit_mincut_indiv_walltime (s), forward_port_DFA_min_rabit_mincut_indiv_memory (MB), forward_port_DFA_min_rabit_mincut_indiv_complement_size, forward_port_DFA_min_rabit_mincut_indiv_host, reverse_port_DFA_min_mata_min_rabit_det_indiv_status, reverse_port_DFA_min_mata_min_rabit_det_indiv_cputime (s), reverse_port_DFA_min_mata_min_rabit_det_indiv_walltime (s), reverse_port_DFA_min_mata_min_rabit_det_indiv_memory (MB), reverse_port_DFA_min_mata_min_rabit_det_indiv_complement_size, reverse_port_DFA_min_mata_min_rabit_det_indiv_host, reverse_port_DFA_min_rabit_mincut_indiv_status, reverse_port_DFA_min_rabit_mincut_indiv_cputime (s), reverse_port_DFA_min_rabit_mincut_indiv_walltime (s), reverse_port_DFA_min_rabit_mincut_indiv_memory (MB), reverse_port_DFA_min_rabit_mincut_indiv_complement_size, reverse_port_DFA_min_rabit_mincut_indiv_host, forward_powerset_DFA_min_status, forward_powerset_DFA_min_cputime (s), forward_powerset_DFA_min_walltime (s), forward_powerset_DFA_min_memory (MB), forward_powerset_DFA_min_complement_size, forward_powerset_DFA_min_host, reverse_powerset_DFA_min_status, reverse_powerset_DFA_min_cputime (s), reverse_powerset_DFA_min_walltime (s), reverse_powerset_DFA_min_memory (MB), reverse_powerset_DFA_min_complement_size, reverse_powerset_DFA_min_host, forward_port_DFA_min_mata_min_rabit_det_indiv_lastforw_status, forward_port_DFA_min_mata_min_rabit_det_indiv_lastforw_cputime (s), forward_port_DFA_min_mata_min_rabit_det_indiv_lastforw_walltime (s), forward_port_DFA_min_mata_min_rabit_det_indiv_lastforw_memory (MB), forward_port_DFA_min_mata_min_rabit_det_indiv_lastforw_complement_size, forward_port_DFA_min_mata_min_rabit_det_indiv_lastforw_host, reverse_port_DFA_min_mata_min_rabit_det_indiv_lastforw_status, reverse_port_DFA_min_mata_min_rabit_det_indiv_lastforw_cputime (s), reverse_port_DFA_min_mata_min_rabit_det_indiv_lastforw_walltime (s), reverse_port_DFA_min_mata_min_rabit_det_indiv_lastforw_memory (MB), reverse_port_DFA_min_mata_min_rabit_det_indiv_lastforw_complement_size, reverse_port_DFA_min_mata_min_rabit_det_indiv_lastforw_host, forward_port_DFA_min_mata_min_rabit_scc_indiv_status, forward_port_DFA_min_mata_min_rabit_scc_indiv_cputime (s), forward_port_DFA_min_mata_min_rabit_scc_indiv_walltime (s), forward_port_DFA_min_mata_min_rabit_scc_indiv_memory (MB), forward_port_DFA_min_mata_min_rabit_scc_indiv_complement_size, forward_port_DFA_min_mata_min_rabit_scc_indiv_host, reverse_port_DFA_min_mata_min_rabit_scc_indiv_status, reverse_port_DFA_min_mata_min_rabit_scc_indiv_cputime (s), reverse_port_DFA_min_mata_min_rabit_scc_indiv_walltime (s), reverse_port_DFA_min_mata_min_rabit_scc_indiv_memory (MB), reverse_port_DFA_min_mata_min_rabit_scc_indiv_complement_size, ...]\n",
+       "Index: []"
+      ]
+     },
+     "execution_count": 111,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "data[data[\"our_best\"] > 10**5]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 101,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -812,7 +1169,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 278,
+   "execution_count": 102,
    "metadata": {},
    "outputs": [
     {
@@ -829,7 +1186,65 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 279,
+   "execution_count": 117,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(9340.0, 9420.0)"
+      ]
+     },
+     "execution_count": 117,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "complement_cols = [\n",
+    "    \"best_overall\",\n",
+    "    \"best_all_powersets\",\n",
+    "    # \"best forward powerset + ours\",\n",
+    "    # \"best_powerset_gate\",\n",
+    "    # \"best_powerset_port\"\n",
+    "]\n",
+    "\n",
+    "fig, ax = plt.subplots()\n",
+    "ax.set_xlabel(\"number of automata\")\n",
+    "ax.set_ylabel(\"complement size (states)\")\n",
+    "\n",
+    "for col in complement_cols:\n",
+    "\n",
+    "    ordered = data.sort_values(by=col, ascending=True)\n",
+    "    ordered = ordered.reset_index(drop=True)\n",
+    "\n",
+    "    ax.plot(ordered.index, ordered[col], label=col)\n",
+    "\n",
+    "ax.legend()\n",
+    "ax.set_yscale(\"log\")\n",
+    "ax.set_xlim(left=9340, right=9420)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Export"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 104,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -842,7 +1257,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 280,
+   "execution_count": 105,
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/plots_tryout.ipynb b/plots_tryout.ipynb
new file mode 100644
index 00000000..05e00a2b
--- /dev/null
+++ b/plots_tryout.ipynb
@@ -0,0 +1,567 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 260,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import exp_utils\n",
+    "import pandas as pd\n",
+    "import matplotlib.pyplot as plt\n",
+    "import numpy as np\n",
+    "import seaborn as sns\n",
+    "import matplotlib.ticker as ticker"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 261,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/tmp/ipykernel_216013/3598242153.py:2: DtypeWarning: Columns (11,12,13,149,154) have mixed types. Specify dtype option on import or set low_memory=False.\n",
+      "  data = pd.read_csv(concat_file)\n"
+     ]
+    }
+   ],
+   "source": [
+    "concat_file = \"data/all.csv\"\n",
+    "data = pd.read_csv(concat_file)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 262,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "['forward_port_DFA_min_mata_min_rabit_det_indiv_complement_size',\n",
+       " 'reverse_port_DFA_min_mata_min_rabit_det_indiv_complement_size',\n",
+       " 'forward_port_DFA_min_rabit_mincut_indiv_complement_size',\n",
+       " 'reverse_port_DFA_min_rabit_mincut_indiv_complement_size',\n",
+       " 'forward_port_DFA_min_mata_min_rabit_det_lrev_indiv_complement_size',\n",
+       " 'reverse_port_DFA_min_mata_min_rabit_det_lrev_indiv_complement_size',\n",
+       " 'forward_gate_DFA_min_rabit_complement_size',\n",
+       " 'reverse_gate_DFA_min_rabit_complement_size']"
+      ]
+     },
+     "execution_count": 262,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "chosen_powerset_columns = [\n",
+    "    'forward_powerset_complement_size',\n",
+    "    'reverse_powerset_complement_size',\n",
+    "    'forward_powerset_hopcroft_min_complement_size',\n",
+    "    'reverse_powerset_hopcroft_min_complement_size'\n",
+    "]\n",
+    "\n",
+    "forward_powerset_columns = [\n",
+    "    'forward_powerset_complement_size',\n",
+    "    'forward_powerset_hopcroft_min_complement_size',\n",
+    "]\n",
+    "\n",
+    "# vybrane pipeliny port komplementace, ktere budou v clanku\n",
+    "chosen_port_columns = [\n",
+    "    \"forward_port_DFA_min_mata_min_rabit_det_indiv_complement_size\",\n",
+    "    \"reverse_port_DFA_min_mata_min_rabit_det_indiv_complement_size\",\n",
+    "\n",
+    "    \"forward_port_DFA_min_rabit_mincut_indiv_complement_size\",\n",
+    "    \"reverse_port_DFA_min_rabit_mincut_indiv_complement_size\",\n",
+    "\n",
+    "    \"forward_port_DFA_min_mata_min_rabit_det_lrev_indiv_complement_size\",\n",
+    "    \"reverse_port_DFA_min_mata_min_rabit_det_lrev_indiv_complement_size\",\n",
+    "]\n",
+    "\n",
+    "chosen_gate_columns = [\n",
+    "    \"forward_gate_DFA_min_rabit_complement_size\",\n",
+    "    \"reverse_gate_DFA_min_rabit_complement_size\",\n",
+    "]\n",
+    "\n",
+    "our_methods = chosen_port_columns + chosen_gate_columns\n",
+    "our_methods"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 263,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/home/notme/bench_aligater/exp_utils.py:181: FutureWarning: The behavior of DataFrame.idxmin with all-NA values, or any-NA and skipna=False, is deprecated. In a future version this will raise ValueError\n",
+      "  df[origin_col_name] = df[columns_filtered].idxmin(axis=1, skipna=True)\n",
+      "/home/notme/bench_aligater/exp_utils.py:181: FutureWarning: The behavior of DataFrame.idxmin with all-NA values, or any-NA and skipna=False, is deprecated. In a future version this will raise ValueError\n",
+      "  df[origin_col_name] = df[columns_filtered].idxmin(axis=1, skipna=True)\n",
+      "/home/notme/bench_aligater/exp_utils.py:181: FutureWarning: The behavior of DataFrame.idxmin with all-NA values, or any-NA and skipna=False, is deprecated. In a future version this will raise ValueError\n",
+      "  df[origin_col_name] = df[columns_filtered].idxmin(axis=1, skipna=True)\n"
+     ]
+    }
+   ],
+   "source": [
+    "data[\"best_min_powerset\"] = data[['forward_powerset_hopcroft_min_complement_size', 'reverse_powerset_hopcroft_min_complement_size']].min(axis=1)\n",
+    "data[\"best_nonmin_powerset\"] = data[[\"reverse_powerset_complement_size\", \"forward_powerset_complement_size\"]].min(axis=1)\n",
+    "exp_utils.min_from_columns(data, chosen_powerset_columns, \"best_all_powersets\", \"best_powerset_from\")\n",
+    "exp_utils.min_from_columns(data, our_methods, \"our_best\", \"our_best_method\")\n",
+    "exp_utils.min_from_columns(data, our_methods + chosen_powerset_columns, \"best_overall\", \"best_overall_method\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 264,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def filter_minor_ticks(axis, threshold):\n",
+    "    minor_ticks = [tick for tick in axis.get_minorticklocs() if tick <= threshold]\n",
+    "    axis.set_minor_locator(ticker.FixedLocator(minor_ticks))\n",
+    "\n",
+    "def mask_to_mo_separate(data, x_col, x_col_status, y_col, y_col_status, to_val, mo_val):\n",
+    "    data[x_col] = data[x_col].mask(data[x_col_status].str.contains(\"TIMEOUT\"), to_val)\n",
+    "    data[x_col] = data[x_col].mask(data[x_col_status].str.contains(\"OUT OF MEMORY\"), mo_val)\n",
+    "\n",
+    "    data[y_col] = data[y_col].mask(data[y_col_status].str.contains(\"TIMEOUT\"), to_val)\n",
+    "    data[y_col] = data[y_col].mask(data[y_col_status].str.contains(\"OUT OF MEMORY\"), mo_val)\n",
+    "\n",
+    "def mask_na_values(data, x_col, y_col, error_val):\n",
+    "    data[x_col] = data[x_col].mask(data[x_col].isna(), error_val)\n",
+    "    data[y_col] = data[y_col].mask(data[y_col].isna(), error_val)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 265,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def plot(data, x_col, x_col_name, y_col, y_col_name, max_val, error_vals: list[int], error_labels: list[str]):\n",
+    "    fig, ax = plt.subplots()\n",
+    "\n",
+    "    for error_val in error_vals:    \n",
+    "        vals = np.repeat([error_val], 1000)\n",
+    "        rang = np.linspace(1, error_val, 1000)\n",
+    "        ax.plot(vals, rang, \"k--\", linewidth=0.8)\n",
+    "        ax.plot(rang, vals, \"k--\", linewidth=0.8)\n",
+    "\n",
+    "    line = np.linspace(1, max_val, 1000)\n",
+    "    ax.plot(line, line, \"-k\")\n",
+    "\n",
+    "    plot = sns.scatterplot(data=data, x=x_col, y=y_col, ax=ax, edgecolor='blue', facecolors='none', s=20)\n",
+    "\n",
+    "    ax.set_xlabel(x_col_name)\n",
+    "    ax.set_ylabel(y_col_name)\n",
+    "\n",
+    "    ax.set(xscale=\"log\", yscale=\"log\")\n",
+    "    ax.set_aspect('equal')\n",
+    "\n",
+    "    ticks = list(ax.get_xticks())\n",
+    "    ticks = [val for val in ticks if val >= 1 and val <= max_val] + error_vals\n",
+    "    ax.set_xticks(ticks)\n",
+    "\n",
+    "    ticklabels = [label.get_text() for label in ax.get_xticklabels()]\n",
+    "    for i, label in enumerate(error_labels):\n",
+    "        ticklabels[-(len(error_labels) - i)] = label\n",
+    "    ax.set_xticklabels(ticklabels)\n",
+    "\n",
+    "    ticks = list(ax.get_yticks())\n",
+    "    ticks = [val for val in ticks if val >= 1 and val <= max_val] + error_vals\n",
+    "    ax.set_yticks(ticks)\n",
+    "\n",
+    "    ticklabels = [label.get_text() for label in ax.get_yticklabels()]\n",
+    "    for i, label in enumerate(error_labels):\n",
+    "        ticklabels[-(len(error_labels) - i)] = label\n",
+    "    ax.set_yticklabels(ticklabels)\n",
+    "\n",
+    "    filter_minor_ticks(ax.xaxis, max_val)\n",
+    "    filter_minor_ticks(ax.yaxis, max_val)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Plots to do:\n",
+    "\n",
+    "1. fw powerset (+min) vs bw powerset (+min)\n",
+    "2. fw powerset (+min) vs best of fw/bw powerset (+min)\n",
+    "3. fw powerset vs bw powerset\n",
+    "4. fw powerset vs best of fw/bw powerset\n",
+    "5. best of fw/bw powerset (+min) vs nejlepsi gate/port (+Rabbit)\n",
+    "6. best of f fw/bw powerset (+min) vs. best of all"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### fw powerset (+min) vs bw powerset (+min)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 266,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "np.float64(3870925.0)"
+      ]
+     },
+     "execution_count": 266,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "x_col = 'forward_powerset_hopcroft_min_complement_size'\n",
+    "y_col = 'reverse_powerset_hopcroft_min_complement_size'\n",
+    "x_col_name = \"Forward powerset + Hopcroft\"\n",
+    "y_col_name = \"Reverse powerset + Hopcroft\"\n",
+    "x_col_status = 'forward_powerset_hopcroft_min_status'\n",
+    "y_col_status = 'reverse_powerset_hopcroft_min_status'\n",
+    "\n",
+    "max_val = np.max([data[x_col].max(), data[y_col].max()])\n",
+    "max_val"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 267,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "to_val = max_val ** 1.08\n",
+    "mo_val = to_val ** 1.08\n",
+    "data_plot = data.copy()\n",
+    "mask_to_mo_separate(data_plot, x_col, x_col_status, y_col, y_col_status, to_val, mo_val)\n",
+    "plot(data_plot, x_col, x_col_name, y_col, y_col_name, max_val, [to_val, mo_val], [\"TO\", \"MO\"])"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### fw powerset (+min) vs best of fw/bw powerset (+min)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 268,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "np.float64(3870925.0)"
+      ]
+     },
+     "execution_count": 268,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "x_col = 'forward_powerset_hopcroft_min_complement_size'\n",
+    "y_col = 'best_min_powerset'\n",
+    "x_col_name = \"Forward powerset + Hopcroft\"\n",
+    "y_col_name = \"VBS: Forward / Reverse powerset + Hopcroft\"\n",
+    "\n",
+    "max_val = np.max([data[x_col].max(), data[y_col].max()])\n",
+    "max_val"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 269,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "err_val = max_val ** 1.08\n",
+    "data_plot = data.copy()\n",
+    "mask_na_values(data_plot, x_col, y_col, err_val)\n",
+    "plot(data_plot, x_col, x_col_name, y_col, y_col_name, max_val, [err_val], [\"TO+MO\"])"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### fw powerset vs bw powerset"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 270,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "np.float64(3892278.0)"
+      ]
+     },
+     "execution_count": 270,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "x_col = 'forward_powerset_complement_size'\n",
+    "y_col = 'reverse_powerset_complement_size'\n",
+    "x_col_name = \"Forward powerset\"\n",
+    "y_col_name = \"Reverse powerset\"\n",
+    "x_col_status = 'forward_powerset_status'\n",
+    "y_col_status = 'reverse_powerset_status'\n",
+    "\n",
+    "max_val = np.max([data[x_col].max(), data[y_col].max()])\n",
+    "max_val"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 271,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "to_val = max_val ** 1.08\n",
+    "mo_val = to_val ** 1.08\n",
+    "data_plot = data.copy()\n",
+    "mask_to_mo_separate(data_plot, x_col, x_col_status, y_col, y_col_status, to_val, mo_val)\n",
+    "plot(data_plot, x_col, x_col_name, y_col, y_col_name, max_val, [to_val, mo_val], [\"TO\", \"MO\"])"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### fw powerset vs best of fw/bw powerset"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 272,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "np.float64(3892278.0)"
+      ]
+     },
+     "execution_count": 272,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "x_col = 'forward_powerset_complement_size'\n",
+    "y_col = 'best_nonmin_powerset'\n",
+    "x_col_name = \"Forward powerset\"\n",
+    "y_col_name = \"VBS: Forward / Reverse powerset\"\n",
+    "\n",
+    "max_val = np.max([data[x_col].max(), data[y_col].max()])\n",
+    "max_val"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 273,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "err_val = max_val ** 1.08\n",
+    "data_plot = data.copy()\n",
+    "mask_na_values(data_plot, x_col, y_col, err_val)\n",
+    "plot(data_plot, x_col, x_col_name, y_col, y_col_name, max_val, [err_val], [\"TO+MO\"])"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### best of fw/bw powerset (+min) vs nejlepsi gate/port (+Rabbit)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 274,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "np.float64(547485.0)"
+      ]
+     },
+     "execution_count": 274,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "x_col = 'best_min_powerset'\n",
+    "y_col = 'our_best'\n",
+    "x_col_name = \"VBS: Forward / Reverse powerset + Hopcroft\"\n",
+    "y_col_name = \"VBS: Seq / Gate + RABIT\"\n",
+    "\n",
+    "max_val = np.max([data[x_col].max(), data[y_col].max()])\n",
+    "max_val"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 275,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "err_val = max_val ** 1.08\n",
+    "data_plot = data.copy()\n",
+    "mask_na_values(data_plot, x_col, y_col, err_val)\n",
+    "plot(data_plot, x_col, x_col_name, y_col, y_col_name, max_val, [err_val], [\"TO+MO\"])"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### best of f fw/bw powerset (+min) vs. best of all"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 276,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "np.float64(547485.0)"
+      ]
+     },
+     "execution_count": 276,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "x_col = 'best_min_powerset'\n",
+    "y_col = 'best_overall'\n",
+    "x_col_name = \"VBS: Forward / Reverse powerset + Hopcroft\"\n",
+    "y_col_name = \"VBS: all techniques\"\n",
+    "\n",
+    "max_val = np.max([data[x_col].max(), data[y_col].max()])\n",
+    "max_val"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 277,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "err_val = max_val ** 1.08\n",
+    "data_plot = data.copy()\n",
+    "mask_na_values(data_plot, x_col, y_col, err_val)\n",
+    "plot(data_plot, x_col, x_col_name, y_col, y_col_name, max_val, [err_val], [\"TO+MO\"])"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": ".venv",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.12.3"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
-- 
GitLab