daily-stats.nbconvert.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "0b4d4578",
   "metadata": {},
   "source": [
    "# Reflect daily stats"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "a3c0272d",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-12-22T16:27:49.238847Z",
     "iopub.status.busy": "2024-12-22T16:27:49.238519Z",
     "iopub.status.idle": "2024-12-22T16:27:53.423544Z",
     "shell.execute_reply": "2024-12-22T16:27:53.422127Z"
    }
   },
   "outputs": [],
   "source": [
    "from datetime import datetime\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "\n",
    "import matplotlib.pylab as plt\n",
    "import seaborn as sns\n",
    "\n",
    "from reflect.stats import SOLVE_DURATION_DIFFICULTY_BINS, load_firebase_events, compute_per_device_stats, compute_stats, load_features, merge_stats_and_features"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c7d55339",
   "metadata": {},
   "source": [
    "## Playing stats"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "7f79eeb8",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-12-22T16:27:53.429185Z",
     "iopub.status.busy": "2024-12-22T16:27:53.428207Z",
     "iopub.status.idle": "2024-12-22T16:28:08.065886Z",
     "shell.execute_reply": "2024-12-22T16:28:08.064864Z"
    }
   },
   "outputs": [
    {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>puzzle</th>\n",
       "      <th>n_players</th>\n",
       "      <th>n_started</th>\n",
       "      <th>n_solved</th>\n",
       "      <th>success_rate</th>\n",
       "      <th>failure_rate</th>\n",
       "      <th>median_solve_duration_s</th>\n",
       "      <th>difficulty_duration</th>\n",
       "      <th>date</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2023-04-15</td>\n",
       "      <td>11</td>\n",
       "      <td>10</td>\n",
       "      <td>6</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>40.000000</td>\n",
       "      <td>2079.4835</td>\n",
       "      <td>superhard</td>\n",
       "      <td>2023-04-15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2023-04-16</td>\n",
       "      <td>23</td>\n",
       "      <td>18</td>\n",
       "      <td>14</td>\n",
       "      <td>77.777778</td>\n",
       "      <td>22.222222</td>\n",
       "      <td>141.8740</td>\n",
       "      <td>medium</td>\n",
       "      <td>2023-04-16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2023-04-17</td>\n",
       "      <td>15</td>\n",
       "      <td>13</td>\n",
       "      <td>7</td>\n",
       "      <td>53.846154</td>\n",
       "      <td>46.153846</td>\n",
       "      <td>1873.9040</td>\n",
       "      <td>superhard</td>\n",
       "      <td>2023-04-17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2023-04-18</td>\n",
       "      <td>11</td>\n",
       "      <td>11</td>\n",
       "      <td>11</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>211.7090</td>\n",
       "      <td>medium</td>\n",
       "      <td>2023-04-18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2023-04-19</td>\n",
       "      <td>11</td>\n",
       "      <td>10</td>\n",
       "      <td>9</td>\n",
       "      <td>90.000000</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>73.5920</td>\n",
       "      <td>easy</td>\n",
       "      <td>2023-04-19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
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       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>612</th>\n",
       "      <td>2024-12-17</td>\n",
       "      <td>31</td>\n",
       "      <td>31</td>\n",
       "      <td>21</td>\n",
       "      <td>67.741935</td>\n",
       "      <td>32.258065</td>\n",
       "      <td>79.8360</td>\n",
       "      <td>easy</td>\n",
       "      <td>2024-12-17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>613</th>\n",
       "      <td>2024-12-18</td>\n",
       "      <td>30</td>\n",
       "      <td>27</td>\n",
       "      <td>23</td>\n",
       "      <td>85.185185</td>\n",
       "      <td>14.814815</td>\n",
       "      <td>94.4170</td>\n",
       "      <td>easy</td>\n",
       "      <td>2024-12-18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>614</th>\n",
       "      <td>2024-12-19</td>\n",
       "      <td>29</td>\n",
       "      <td>26</td>\n",
       "      <td>23</td>\n",
       "      <td>88.461538</td>\n",
       "      <td>11.538462</td>\n",
       "      <td>82.0555</td>\n",
       "      <td>easy</td>\n",
       "      <td>2024-12-19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>615</th>\n",
       "      <td>2024-12-20</td>\n",
       "      <td>26</td>\n",
       "      <td>25</td>\n",
       "      <td>24</td>\n",
       "      <td>96.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>53.4700</td>\n",
       "      <td>easy</td>\n",
       "      <td>2024-12-20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>616</th>\n",
       "      <td>2024-12-21</td>\n",
       "      <td>31</td>\n",
       "      <td>28</td>\n",
       "      <td>21</td>\n",
       "      <td>75.000000</td>\n",
       "      <td>25.000000</td>\n",
       "      <td>145.7715</td>\n",
       "      <td>medium</td>\n",
       "      <td>2024-12-21</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>617 rows × 9 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "         puzzle  n_players  n_started  n_solved  success_rate  failure_rate  \\\n",
       "0    2023-04-15         11         10         6     60.000000     40.000000   \n",
       "1    2023-04-16         23         18        14     77.777778     22.222222   \n",
       "2    2023-04-17         15         13         7     53.846154     46.153846   \n",
       "3    2023-04-18         11         11        11    100.000000      0.000000   \n",
       "4    2023-04-19         11         10         9     90.000000     10.000000   \n",
       "..          ...        ...        ...       ...           ...           ...   \n",
       "612  2024-12-17         31         31        21     67.741935     32.258065   \n",
       "613  2024-12-18         30         27        23     85.185185     14.814815   \n",
       "614  2024-12-19         29         26        23     88.461538     11.538462   \n",
       "615  2024-12-20         26         25        24     96.000000      4.000000   \n",
       "616  2024-12-21         31         28        21     75.000000     25.000000   \n",
       "\n",
       "     median_solve_duration_s difficulty_duration       date  \n",
       "0                  2079.4835           superhard 2023-04-15  \n",
       "1                   141.8740              medium 2023-04-16  \n",
       "2                  1873.9040           superhard 2023-04-17  \n",
       "3                   211.7090              medium 2023-04-18  \n",
       "4                    73.5920                easy 2023-04-19  \n",
       "..                       ...                 ...        ...  \n",
       "612                  79.8360                easy 2024-12-17  \n",
       "613                  94.4170                easy 2024-12-18  \n",
       "614                  82.0555                easy 2024-12-19  \n",
       "615                  53.4700                easy 2024-12-20  \n",
       "616                 145.7715              medium 2024-12-21  \n",
       "\n",
       "[617 rows x 9 columns]"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "events_df = load_firebase_events()\n",
    "device_df = compute_per_device_stats(events_df)\n",
    "stats_df = compute_stats(events_df, device_df)\n",
    "stats_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "b483a26c-f6c4-4f34-b6b9-a86e1dac2dbd",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-12-22T16:28:08.069896Z",
     "iopub.status.busy": "2024-12-22T16:28:08.069241Z",
     "iopub.status.idle": "2024-12-22T16:28:08.177490Z",
     "shell.execute_reply": "2024-12-22T16:28:08.176636Z"
    }
   },
   "outputs": [
    {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>puzzle</th>\n",
       "      <th>n_players</th>\n",
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       "      <th>date</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2023-04-15</td>\n",
       "      <td>11</td>\n",
       "      <td>10</td>\n",
       "      <td>6</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>40.000000</td>\n",
       "      <td>2079.4835</td>\n",
       "      <td>superhard</td>\n",
       "      <td>2023-04-15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2023-04-16</td>\n",
       "      <td>23</td>\n",
       "      <td>18</td>\n",
       "      <td>14</td>\n",
       "      <td>77.777778</td>\n",
       "      <td>22.222222</td>\n",
       "      <td>141.8740</td>\n",
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       "      <td>2023-04-16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2023-04-17</td>\n",
       "      <td>15</td>\n",
       "      <td>13</td>\n",
       "      <td>7</td>\n",
       "      <td>53.846154</td>\n",
       "      <td>46.153846</td>\n",
       "      <td>1873.9040</td>\n",
       "      <td>superhard</td>\n",
       "      <td>2023-04-17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2023-04-18</td>\n",
       "      <td>11</td>\n",
       "      <td>11</td>\n",
       "      <td>11</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>211.7090</td>\n",
       "      <td>medium</td>\n",
       "      <td>2023-04-18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2023-04-19</td>\n",
       "      <td>11</td>\n",
       "      <td>10</td>\n",
       "      <td>9</td>\n",
       "      <td>90.000000</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>73.5920</td>\n",
       "      <td>easy</td>\n",
       "      <td>2023-04-19</td>\n",
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       "      <th>612</th>\n",
       "      <td>2024-12-17</td>\n",
       "      <td>31</td>\n",
       "      <td>31</td>\n",
       "      <td>21</td>\n",
       "      <td>67.741935</td>\n",
       "      <td>32.258065</td>\n",
       "      <td>79.8360</td>\n",
       "      <td>easy</td>\n",
       "      <td>2024-12-17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>613</th>\n",
       "      <td>2024-12-18</td>\n",
       "      <td>30</td>\n",
       "      <td>27</td>\n",
       "      <td>23</td>\n",
       "      <td>85.185185</td>\n",
       "      <td>14.814815</td>\n",
       "      <td>94.4170</td>\n",
       "      <td>easy</td>\n",
       "      <td>2024-12-18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>614</th>\n",
       "      <td>2024-12-19</td>\n",
       "      <td>29</td>\n",
       "      <td>26</td>\n",
       "      <td>23</td>\n",
       "      <td>88.461538</td>\n",
       "      <td>11.538462</td>\n",
       "      <td>82.0555</td>\n",
       "      <td>easy</td>\n",
       "      <td>2024-12-19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>615</th>\n",
       "      <td>2024-12-20</td>\n",
       "      <td>26</td>\n",
       "      <td>25</td>\n",
       "      <td>24</td>\n",
       "      <td>96.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>53.4700</td>\n",
       "      <td>easy</td>\n",
       "      <td>2024-12-20</td>\n",
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       "    <tr>\n",
       "      <th>616</th>\n",
       "      <td>2024-12-21</td>\n",
       "      <td>31</td>\n",
       "      <td>28</td>\n",
       "      <td>21</td>\n",
       "      <td>75.000000</td>\n",
       "      <td>25.000000</td>\n",
       "      <td>145.7715</td>\n",
       "      <td>medium</td>\n",
       "      <td>2024-12-21</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>617 rows × 9 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "         puzzle  n_players  n_started  n_solved  success_rate  failure_rate  \\\n",
       "0    2023-04-15         11         10         6     60.000000     40.000000   \n",
       "1    2023-04-16         23         18        14     77.777778     22.222222   \n",
       "2    2023-04-17         15         13         7     53.846154     46.153846   \n",
       "3    2023-04-18         11         11        11    100.000000      0.000000   \n",
       "4    2023-04-19         11         10         9     90.000000     10.000000   \n",
       "..          ...        ...        ...       ...           ...           ...   \n",
       "612  2024-12-17         31         31        21     67.741935     32.258065   \n",
       "613  2024-12-18         30         27        23     85.185185     14.814815   \n",
       "614  2024-12-19         29         26        23     88.461538     11.538462   \n",
       "615  2024-12-20         26         25        24     96.000000      4.000000   \n",
       "616  2024-12-21         31         28        21     75.000000     25.000000   \n",
       "\n",
       "     median_solve_duration_s difficulty_duration       date  \n",
       "0                  2079.4835           superhard 2023-04-15  \n",
       "1                   141.8740              medium 2023-04-16  \n",
       "2                  1873.9040           superhard 2023-04-17  \n",
       "3                   211.7090              medium 2023-04-18  \n",
       "4                    73.5920                easy 2023-04-19  \n",
       "..                       ...                 ...        ...  \n",
       "612                  79.8360                easy 2024-12-17  \n",
       "613                  94.4170                easy 2024-12-18  \n",
       "614                  82.0555                easy 2024-12-19  \n",
       "615                  53.4700                easy 2024-12-20  \n",
       "616                 145.7715              medium 2024-12-21  \n",
       "\n",
       "[617 rows x 9 columns]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "stats_df = compute_stats(events_df, device_df)\n",
    "stats_df"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6d4e5353",
   "metadata": {},
   "source": [
    "How many people are playing Reflect?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "23c592c3",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-12-22T16:28:08.181437Z",
     "iopub.status.busy": "2024-12-22T16:28:08.181115Z",
     "iopub.status.idle": "2024-12-22T16:28:08.478624Z",
     "shell.execute_reply": "2024-12-22T16:28:08.477816Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "g = sns.lineplot(data=stats_df, x=\"date\", y=\"n_players\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a7a946a6",
   "metadata": {},
   "source": [
    "Total number of players ever (using devices as a proxy - of course the same person may have played on multiple devices)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "b4be7360",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-12-22T16:28:08.482923Z",
     "iopub.status.busy": "2024-12-22T16:28:08.482227Z",
     "iopub.status.idle": "2024-12-22T16:28:08.503591Z",
     "shell.execute_reply": "2024-12-22T16:28:08.502749Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2050"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(events_df[events_df[\"name\"] == \"firstMove\"][\"device\"].unique())"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c6e6dad4",
   "metadata": {},
   "source": [
    "## Features"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "23ee6234",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-12-22T16:28:08.508074Z",
     "iopub.status.busy": "2024-12-22T16:28:08.507316Z",
     "iopub.status.idle": "2024-12-22T16:28:08.537367Z",
     "shell.execute_reply": "2024-12-22T16:28:08.536408Z"
    }
   },
   "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>puzzle</th>\n",
       "      <th>n_players</th>\n",
       "      <th>n_started</th>\n",
       "      <th>n_solved</th>\n",
       "      <th>success_rate</th>\n",
       "      <th>failure_rate</th>\n",
       "      <th>median_solve_duration_s</th>\n",
       "      <th>difficulty_duration</th>\n",
       "      <th>date</th>\n",
       "      <th>filename</th>\n",
       "      <th>...</th>\n",
       "      <th>mean_beam_distance</th>\n",
       "      <th>max_beam_distance</th>\n",
       "      <th>total_beam_distance</th>\n",
       "      <th>excess_beam_distance</th>\n",
       "      <th>num_zero_reflection_blocks</th>\n",
       "      <th>excess_reflections</th>\n",
       "      <th>num_excess_reflection_beams</th>\n",
       "      <th>num_beam_edges</th>\n",
       "      <th>difficulty</th>\n",
       "      <th>setter_solve_duration_s</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2023-04-15</td>\n",
       "      <td>11</td>\n",
       "      <td>10</td>\n",
       "      <td>6</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>40.000000</td>\n",
       "      <td>2079.4835</td>\n",
       "      <td>superhard</td>\n",
       "      <td>2023-04-15</td>\n",
       "      <td>puzzle-2023-04-15.txt</td>\n",
       "      <td>...</td>\n",
       "      <td>4.666667</td>\n",
       "      <td>10</td>\n",
       "      <td>28</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>10</td>\n",
       "      <td>4</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2023-04-16</td>\n",
       "      <td>23</td>\n",
       "      <td>18</td>\n",
       "      <td>14</td>\n",
       "      <td>77.777778</td>\n",
       "      <td>22.222222</td>\n",
       "      <td>141.8740</td>\n",
       "      <td>medium</td>\n",
       "      <td>2023-04-16</td>\n",
       "      <td>puzzle-2023-04-16.txt</td>\n",
       "      <td>...</td>\n",
       "      <td>4.833333</td>\n",
       "      <td>9</td>\n",
       "      <td>29</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>11</td>\n",
       "      <td>4</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2023-04-17</td>\n",
       "      <td>15</td>\n",
       "      <td>13</td>\n",
       "      <td>7</td>\n",
       "      <td>53.846154</td>\n",
       "      <td>46.153846</td>\n",
       "      <td>1873.9040</td>\n",
       "      <td>superhard</td>\n",
       "      <td>2023-04-17</td>\n",
       "      <td>puzzle-2023-04-17.txt</td>\n",
       "      <td>...</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>8</td>\n",
       "      <td>30</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>2</td>\n",
       "      <td>10</td>\n",
       "      <td>4</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2023-04-18</td>\n",
       "      <td>11</td>\n",
       "      <td>11</td>\n",
       "      <td>11</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>211.7090</td>\n",
       "      <td>medium</td>\n",
       "      <td>2023-04-18</td>\n",
       "      <td>puzzle-2023-04-18.txt</td>\n",
       "      <td>...</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>7</td>\n",
       "      <td>28</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>10</td>\n",
       "      <td>4</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2023-04-19</td>\n",
       "      <td>11</td>\n",
       "      <td>10</td>\n",
       "      <td>9</td>\n",
       "      <td>90.000000</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>73.5920</td>\n",
       "      <td>easy</td>\n",
       "      <td>2023-04-19</td>\n",
       "      <td>puzzle-2023-04-19.txt</td>\n",
       "      <td>...</td>\n",
       "      <td>4.666667</td>\n",
       "      <td>8</td>\n",
       "      <td>28</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>9</td>\n",
       "      <td>4</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>612</th>\n",
       "      <td>2024-12-17</td>\n",
       "      <td>31</td>\n",
       "      <td>31</td>\n",
       "      <td>21</td>\n",
       "      <td>67.741935</td>\n",
       "      <td>32.258065</td>\n",
       "      <td>79.8360</td>\n",
       "      <td>easy</td>\n",
       "      <td>2024-12-17</td>\n",
       "      <td>puzzle-2024-12-17.txt</td>\n",
       "      <td>...</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>8</td>\n",
       "      <td>25</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>10</td>\n",
       "      <td>5</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>613</th>\n",
       "      <td>2024-12-18</td>\n",
       "      <td>30</td>\n",
       "      <td>27</td>\n",
       "      <td>23</td>\n",
       "      <td>85.185185</td>\n",
       "      <td>14.814815</td>\n",
       "      <td>94.4170</td>\n",
       "      <td>easy</td>\n",
       "      <td>2024-12-18</td>\n",
       "      <td>puzzle-2024-12-18.txt</td>\n",
       "      <td>...</td>\n",
       "      <td>4.600000</td>\n",
       "      <td>7</td>\n",
       "      <td>23</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>8</td>\n",
       "      <td>5</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>614</th>\n",
       "      <td>2024-12-19</td>\n",
       "      <td>29</td>\n",
       "      <td>26</td>\n",
       "      <td>23</td>\n",
       "      <td>88.461538</td>\n",
       "      <td>11.538462</td>\n",
       "      <td>82.0555</td>\n",
       "      <td>easy</td>\n",
       "      <td>2024-12-19</td>\n",
       "      <td>puzzle-2024-12-19.txt</td>\n",
       "      <td>...</td>\n",
       "      <td>4.833333</td>\n",
       "      <td>7</td>\n",
       "      <td>29</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>9</td>\n",
       "      <td>5</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>615</th>\n",
       "      <td>2024-12-20</td>\n",
       "      <td>26</td>\n",
       "      <td>25</td>\n",
       "      <td>24</td>\n",
       "      <td>96.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>53.4700</td>\n",
       "      <td>easy</td>\n",
       "      <td>2024-12-20</td>\n",
       "      <td>puzzle-2024-12-20.txt</td>\n",
       "      <td>...</td>\n",
       "      <td>3.571429</td>\n",
       "      <td>6</td>\n",
       "      <td>25</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>10</td>\n",
       "      <td>5</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>616</th>\n",
       "      <td>2024-12-21</td>\n",
       "      <td>31</td>\n",
       "      <td>28</td>\n",
       "      <td>21</td>\n",
       "      <td>75.000000</td>\n",
       "      <td>25.000000</td>\n",
       "      <td>145.7715</td>\n",
       "      <td>medium</td>\n",
       "      <td>2024-12-21</td>\n",
       "      <td>puzzle-2024-12-21.txt</td>\n",
       "      <td>...</td>\n",
       "      <td>4.166667</td>\n",
       "      <td>7</td>\n",
       "      <td>25</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>9</td>\n",
       "      <td>5</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>617 rows × 30 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "         puzzle  n_players  n_started  n_solved  success_rate  failure_rate  \\\n",
       "0    2023-04-15         11         10         6     60.000000     40.000000   \n",
       "1    2023-04-16         23         18        14     77.777778     22.222222   \n",
       "2    2023-04-17         15         13         7     53.846154     46.153846   \n",
       "3    2023-04-18         11         11        11    100.000000      0.000000   \n",
       "4    2023-04-19         11         10         9     90.000000     10.000000   \n",
       "..          ...        ...        ...       ...           ...           ...   \n",
       "612  2024-12-17         31         31        21     67.741935     32.258065   \n",
       "613  2024-12-18         30         27        23     85.185185     14.814815   \n",
       "614  2024-12-19         29         26        23     88.461538     11.538462   \n",
       "615  2024-12-20         26         25        24     96.000000      4.000000   \n",
       "616  2024-12-21         31         28        21     75.000000     25.000000   \n",
       "\n",
       "     median_solve_duration_s difficulty_duration       date  \\\n",
       "0                  2079.4835           superhard 2023-04-15   \n",
       "1                   141.8740              medium 2023-04-16   \n",
       "2                  1873.9040           superhard 2023-04-17   \n",
       "3                   211.7090              medium 2023-04-18   \n",
       "4                    73.5920                easy 2023-04-19   \n",
       "..                       ...                 ...        ...   \n",
       "612                  79.8360                easy 2024-12-17   \n",
       "613                  94.4170                easy 2024-12-18   \n",
       "614                  82.0555                easy 2024-12-19   \n",
       "615                  53.4700                easy 2024-12-20   \n",
       "616                 145.7715              medium 2024-12-21   \n",
       "\n",
       "                  filename  ...  mean_beam_distance  max_beam_distance  \\\n",
       "0    puzzle-2023-04-15.txt  ...            4.666667                 10   \n",
       "1    puzzle-2023-04-16.txt  ...            4.833333                  9   \n",
       "2    puzzle-2023-04-17.txt  ...            6.000000                  8   \n",
       "3    puzzle-2023-04-18.txt  ...            4.000000                  7   \n",
       "4    puzzle-2023-04-19.txt  ...            4.666667                  8   \n",
       "..                     ...  ...                 ...                ...   \n",
       "612  puzzle-2024-12-17.txt  ...            5.000000                  8   \n",
       "613  puzzle-2024-12-18.txt  ...            4.600000                  7   \n",
       "614  puzzle-2024-12-19.txt  ...            4.833333                  7   \n",
       "615  puzzle-2024-12-20.txt  ...            3.571429                  6   \n",
       "616  puzzle-2024-12-21.txt  ...            4.166667                  7   \n",
       "\n",
       "     total_beam_distance  excess_beam_distance  num_zero_reflection_blocks  \\\n",
       "0                     28                     6                           0   \n",
       "1                     29                     4                           0   \n",
       "2                     30                     4                           0   \n",
       "3                     28                     0                           0   \n",
       "4                     28                     0                           0   \n",
       "..                   ...                   ...                         ...   \n",
       "612                   25                     4                           0   \n",
       "613                   23                     4                           0   \n",
       "614                   29                     2                           0   \n",
       "615                   25                     0                           0   \n",
       "616                   25                     4                           0   \n",
       "\n",
       "     excess_reflections  num_excess_reflection_beams  num_beam_edges  \\\n",
       "0                     2                            1              10   \n",
       "1                     2                            1              11   \n",
       "2                     6                            2              10   \n",
       "3                     1                            1              10   \n",
       "4                     1                            1               9   \n",
       "..                  ...                          ...             ...   \n",
       "612                   2                            1              10   \n",
       "613                   2                            1               8   \n",
       "614                   2                            1               9   \n",
       "615                   2                            1              10   \n",
       "616                   4                            2               9   \n",
       "\n",
       "     difficulty  setter_solve_duration_s  \n",
       "0             4                      NaN  \n",
       "1             4                      NaN  \n",
       "2             4                      NaN  \n",
       "3             4                      NaN  \n",
       "4             4                      NaN  \n",
       "..          ...                      ...  \n",
       "612           5                      NaN  \n",
       "613           5                      NaN  \n",
       "614           5                      NaN  \n",
       "615           5                      NaN  \n",
       "616           5                      NaN  \n",
       "\n",
       "[617 rows x 30 columns]"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "features_df = load_features()\n",
    "all_df = merge_stats_and_features(stats_df, features_df)\n",
    "all_df"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "26124a57",
   "metadata": {},
   "source": [
    "## Puzzle difficulty\n",
    "\n",
    "First let's look at median solve durations (compare to the setter duration indicated by +)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "8df1ccd5",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-12-22T16:28:08.541474Z",
     "iopub.status.busy": "2024-12-22T16:28:08.541136Z",
     "iopub.status.idle": "2024-12-22T16:28:08.971538Z",
     "shell.execute_reply": "2024-12-22T16:28:08.970608Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.ylim(0, 1000)\n",
    "plt.xticks(rotation=45)\n",
    "plt.tight_layout()\n",
    "\n",
    "g = sns.scatterplot(data=all_df, x=\"date\", y=\"median_solve_duration_s\", hue=\"difficulty_duration\")\n",
    "sns.scatterplot(data=all_df, x=\"date\", y=\"setter_solve_duration_s\", color=\".2\", marker=\"+\")\n",
    "g.axhline(SOLVE_DURATION_DIFFICULTY_BINS[1], linewidth=0.25, color='k')\n",
    "g.axhline(SOLVE_DURATION_DIFFICULTY_BINS[2], linewidth=0.25, color='k')\n",
    "g.axhline(SOLVE_DURATION_DIFFICULTY_BINS[3], linewidth=0.25, color='k');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "e1f05ad9",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-12-22T16:28:08.975731Z",
     "iopub.status.busy": "2024-12-22T16:28:08.975027Z",
     "iopub.status.idle": "2024-12-22T16:28:09.802246Z",
     "shell.execute_reply": "2024-12-22T16:28:09.801474Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.xticks(rotation=45)\n",
    "g = sns.scatterplot(data=device_df, x=\"date\", y=\"solve_duration_s\", s=15, alpha=0.5)\n",
    "sns.scatterplot(data=all_df, x=\"date\", y=\"median_solve_duration_s\", s=15, alpha=0.5, color=\"red\")\n",
    "sns.scatterplot(data=all_df, x=\"date\", y=\"setter_solve_duration_s\", color=\".2\", marker=\"+\")\n",
    "g.set(yscale='log');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "c40cdeb0",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-12-22T16:28:09.807251Z",
     "iopub.status.busy": "2024-12-22T16:28:09.806595Z",
     "iopub.status.idle": "2024-12-22T16:28:10.260507Z",
     "shell.execute_reply": "2024-12-22T16:28:10.259685Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='date', ylabel='failure_rate'>"
      ]
     },
     "execution_count": 9,
     "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": [
    "plt.xticks(rotation=45)\n",
    "sns.scatterplot(data=stats_df, x=\"date\", y=\"failure_rate\", hue=\"difficulty_duration\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "016eec20",
   "metadata": {},
   "source": [
    "## Feature analysis\n",
    "\n",
    "Let's see how features correlate with difficulty (as measured by `mean_solve_duration`)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "5a66aac2",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-12-22T16:28:10.264704Z",
     "iopub.status.busy": "2024-12-22T16:28:10.264371Z",
     "iopub.status.idle": "2024-12-22T16:28:10.269865Z",
     "shell.execute_reply": "2024-12-22T16:28:10.268956Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['puzzle', 'n_players', 'n_started', 'n_solved', 'success_rate',\n",
       "       'failure_rate', 'median_solve_duration_s', 'difficulty_duration',\n",
       "       'date', 'filename', 'num_blocks', 'num_mirror_balls', 'num_beams',\n",
       "       'num_reflections', 'mean_blocks_per_beam', 'max_blocks_per_beam',\n",
       "       'num_multi_block_beams', 'mean_beams_per_block', 'max_beams_per_block',\n",
       "       'num_double_reflect_blocks', 'mean_beam_distance', 'max_beam_distance',\n",
       "       'total_beam_distance', 'excess_beam_distance',\n",
       "       'num_zero_reflection_blocks', 'excess_reflections',\n",
       "       'num_excess_reflection_beams', 'num_beam_edges', 'difficulty',\n",
       "       'setter_solve_duration_s'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "all_df.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "728441db",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-12-22T16:28:10.274091Z",
     "iopub.status.busy": "2024-12-22T16:28:10.273196Z",
     "iopub.status.idle": "2024-12-22T16:28:10.278187Z",
     "shell.execute_reply": "2024-12-22T16:28:10.277344Z"
    }
   },
   "outputs": [],
   "source": [
    "feature_names = ['num_blocks', 'num_mirror_balls', 'num_beams', 'num_reflections',\n",
    "       'mean_blocks_per_beam', 'max_blocks_per_beam', 'num_multi_block_beams',\n",
    "       'mean_beams_per_block', 'max_beams_per_block',\n",
    "       'num_double_reflect_blocks', 'mean_beam_distance', 'max_beam_distance',\n",
    "       'total_beam_distance', 'excess_beam_distance', 'excess_reflections',\n",
    "       'num_excess_reflection_beams']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "ea785138",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-12-22T16:28:10.282387Z",
     "iopub.status.busy": "2024-12-22T16:28:10.281514Z",
     "iopub.status.idle": "2024-12-22T16:28:10.309381Z",
     "shell.execute_reply": "2024-12-22T16:28:10.308365Z"
    },
    "scrolled": true
   },
   "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",
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       "        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>median_solve_duration_s</th>\n",
       "      <th>failure_rate</th>\n",
       "      <th>num_blocks</th>\n",
       "      <th>num_mirror_balls</th>\n",
       "      <th>num_beams</th>\n",
       "      <th>num_reflections</th>\n",
       "      <th>mean_blocks_per_beam</th>\n",
       "      <th>max_blocks_per_beam</th>\n",
       "      <th>num_multi_block_beams</th>\n",
       "      <th>mean_beams_per_block</th>\n",
       "      <th>max_beams_per_block</th>\n",
       "      <th>num_double_reflect_blocks</th>\n",
       "      <th>mean_beam_distance</th>\n",
       "      <th>max_beam_distance</th>\n",
       "      <th>total_beam_distance</th>\n",
       "      <th>excess_beam_distance</th>\n",
       "      <th>excess_reflections</th>\n",
       "      <th>num_excess_reflection_beams</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>median_solve_duration_s</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.525323</td>\n",
       "      <td>0.101486</td>\n",
       "      <td>0.024812</td>\n",
       "      <td>0.104426</td>\n",
       "      <td>0.102687</td>\n",
       "      <td>0.048181</td>\n",
       "      <td>0.115172</td>\n",
       "      <td>0.054596</td>\n",
       "      <td>0.098741</td>\n",
       "      <td>0.109014</td>\n",
       "      <td>0.053307</td>\n",
       "      <td>-0.019916</td>\n",
       "      <td>0.063019</td>\n",
       "      <td>0.143346</td>\n",
       "      <td>0.153169</td>\n",
       "      <td>0.134490</td>\n",
       "      <td>0.111056</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>failure_rate</th>\n",
       "      <td>0.525323</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.173869</td>\n",
       "      <td>0.070845</td>\n",
       "      <td>0.156846</td>\n",
       "      <td>0.107147</td>\n",
       "      <td>0.085603</td>\n",
       "      <td>0.139820</td>\n",
       "      <td>0.120936</td>\n",
       "      <td>0.146929</td>\n",
       "      <td>0.200475</td>\n",
       "      <td>0.023127</td>\n",
       "      <td>-0.054520</td>\n",
       "      <td>0.143284</td>\n",
       "      <td>0.155751</td>\n",
       "      <td>0.271746</td>\n",
       "      <td>0.128380</td>\n",
       "      <td>0.110051</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>excess_beam_distance</th>\n",
       "      <td>0.153169</td>\n",
       "      <td>0.271746</td>\n",
       "      <td>-0.149874</td>\n",
       "      <td>-0.261144</td>\n",
       "      <td>-0.146548</td>\n",
       "      <td>0.207291</td>\n",
       "      <td>0.110953</td>\n",
       "      <td>0.161747</td>\n",
       "      <td>-0.024121</td>\n",
       "      <td>0.009187</td>\n",
       "      <td>-0.128152</td>\n",
       "      <td>0.143564</td>\n",
       "      <td>0.316589</td>\n",
       "      <td>0.613581</td>\n",
       "      <td>0.290068</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.013644</td>\n",
       "      <td>-0.081213</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>total_beam_distance</th>\n",
       "      <td>0.143346</td>\n",
       "      <td>0.155751</td>\n",
       "      <td>0.171718</td>\n",
       "      <td>0.090484</td>\n",
       "      <td>0.368830</td>\n",
       "      <td>0.264664</td>\n",
       "      <td>-0.173632</td>\n",
       "      <td>0.100913</td>\n",
       "      <td>0.048402</td>\n",
       "      <td>0.190390</td>\n",
       "      <td>-0.041517</td>\n",
       "      <td>0.298225</td>\n",
       "      <td>0.222466</td>\n",
       "      <td>0.293619</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.290068</td>\n",
       "      <td>0.064595</td>\n",
       "      <td>0.024399</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>excess_reflections</th>\n",
       "      <td>0.134490</td>\n",
       "      <td>0.128380</td>\n",
       "      <td>0.272593</td>\n",
       "      <td>-0.172878</td>\n",
       "      <td>-0.130871</td>\n",
       "      <td>0.422466</td>\n",
       "      <td>0.390700</td>\n",
       "      <td>0.315389</td>\n",
       "      <td>-0.069517</td>\n",
       "      <td>0.032741</td>\n",
       "      <td>-0.057824</td>\n",
       "      <td>0.270118</td>\n",
       "      <td>0.137749</td>\n",
       "      <td>0.020442</td>\n",
       "      <td>0.064595</td>\n",
       "      <td>-0.013644</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.786206</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max_blocks_per_beam</th>\n",
       "      <td>0.115172</td>\n",
       "      <td>0.139820</td>\n",
       "      <td>0.087688</td>\n",
       "      <td>-0.158974</td>\n",
       "      <td>-0.053060</td>\n",
       "      <td>0.321174</td>\n",
       "      <td>0.252023</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.233171</td>\n",
       "      <td>0.106631</td>\n",
       "      <td>-0.002790</td>\n",
       "      <td>0.217124</td>\n",
       "      <td>0.094065</td>\n",
       "      <td>0.203457</td>\n",
       "      <td>0.100913</td>\n",
       "      <td>0.161747</td>\n",
       "      <td>0.315389</td>\n",
       "      <td>-0.024586</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>num_excess_reflection_beams</th>\n",
       "      <td>0.111056</td>\n",
       "      <td>0.110051</td>\n",
       "      <td>0.269420</td>\n",
       "      <td>-0.019842</td>\n",
       "      <td>-0.000853</td>\n",
       "      <td>0.306421</td>\n",
       "      <td>0.340779</td>\n",
       "      <td>-0.024586</td>\n",
       "      <td>0.078556</td>\n",
       "      <td>0.157652</td>\n",
       "      <td>0.175197</td>\n",
       "      <td>0.185883</td>\n",
       "      <td>-0.025328</td>\n",
       "      <td>-0.151822</td>\n",
       "      <td>0.024399</td>\n",
       "      <td>-0.081213</td>\n",
       "      <td>0.786206</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max_beams_per_block</th>\n",
       "      <td>0.109014</td>\n",
       "      <td>0.200475</td>\n",
       "      <td>0.070885</td>\n",
       "      <td>0.456118</td>\n",
       "      <td>0.599309</td>\n",
       "      <td>-0.186215</td>\n",
       "      <td>-0.088787</td>\n",
       "      <td>-0.002790</td>\n",
       "      <td>0.298772</td>\n",
       "      <td>0.624450</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.251600</td>\n",
       "      <td>-0.638642</td>\n",
       "      <td>-0.252379</td>\n",
       "      <td>-0.041517</td>\n",
       "      <td>-0.128152</td>\n",
       "      <td>-0.057824</td>\n",
       "      <td>0.175197</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>num_beams</th>\n",
       "      <td>0.104426</td>\n",
       "      <td>0.156846</td>\n",
       "      <td>0.092508</td>\n",
       "      <td>0.803731</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.129796</td>\n",
       "      <td>-0.476445</td>\n",
       "      <td>-0.053060</td>\n",
       "      <td>0.209533</td>\n",
       "      <td>0.742339</td>\n",
       "      <td>0.599309</td>\n",
       "      <td>0.223683</td>\n",
       "      <td>-0.798191</td>\n",
       "      <td>-0.198955</td>\n",
       "      <td>0.368830</td>\n",
       "      <td>-0.146548</td>\n",
       "      <td>-0.130871</td>\n",
       "      <td>-0.000853</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>num_reflections</th>\n",
       "      <td>0.102687</td>\n",
       "      <td>0.107147</td>\n",
       "      <td>0.457442</td>\n",
       "      <td>-0.440279</td>\n",
       "      <td>-0.129796</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.732086</td>\n",
       "      <td>0.321174</td>\n",
       "      <td>0.520335</td>\n",
       "      <td>0.193161</td>\n",
       "      <td>-0.186215</td>\n",
       "      <td>0.668238</td>\n",
       "      <td>0.265882</td>\n",
       "      <td>0.022510</td>\n",
       "      <td>0.264664</td>\n",
       "      <td>0.207291</td>\n",
       "      <td>0.422466</td>\n",
       "      <td>0.306421</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>num_blocks</th>\n",
       "      <td>0.101486</td>\n",
       "      <td>0.173869</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.019010</td>\n",
       "      <td>0.092508</td>\n",
       "      <td>0.457442</td>\n",
       "      <td>0.393689</td>\n",
       "      <td>0.087688</td>\n",
       "      <td>0.423980</td>\n",
       "      <td>-0.138699</td>\n",
       "      <td>0.070885</td>\n",
       "      <td>0.060896</td>\n",
       "      <td>-0.010830</td>\n",
       "      <td>-0.098902</td>\n",
       "      <td>0.171718</td>\n",
       "      <td>-0.149874</td>\n",
       "      <td>0.272593</td>\n",
       "      <td>0.269420</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean_beams_per_block</th>\n",
       "      <td>0.098741</td>\n",
       "      <td>0.146929</td>\n",
       "      <td>-0.138699</td>\n",
       "      <td>0.563489</td>\n",
       "      <td>0.742339</td>\n",
       "      <td>0.193161</td>\n",
       "      <td>0.021126</td>\n",
       "      <td>0.106631</td>\n",
       "      <td>0.460290</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.624450</td>\n",
       "      <td>0.503155</td>\n",
       "      <td>-0.653007</td>\n",
       "      <td>-0.189593</td>\n",
       "      <td>0.190390</td>\n",
       "      <td>0.009187</td>\n",
       "      <td>0.032741</td>\n",
       "      <td>0.157652</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max_beam_distance</th>\n",
       "      <td>0.063019</td>\n",
       "      <td>0.143284</td>\n",
       "      <td>-0.098902</td>\n",
       "      <td>-0.186512</td>\n",
       "      <td>-0.198955</td>\n",
       "      <td>0.022510</td>\n",
       "      <td>-0.007608</td>\n",
       "      <td>0.203457</td>\n",
       "      <td>-0.192941</td>\n",
       "      <td>-0.189593</td>\n",
       "      <td>-0.252379</td>\n",
       "      <td>-0.003305</td>\n",
       "      <td>0.378114</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.293619</td>\n",
       "      <td>0.613581</td>\n",
       "      <td>0.020442</td>\n",
       "      <td>-0.151822</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>num_multi_block_beams</th>\n",
       "      <td>0.054596</td>\n",
       "      <td>0.120936</td>\n",
       "      <td>0.423980</td>\n",
       "      <td>0.127999</td>\n",
       "      <td>0.209533</td>\n",
       "      <td>0.520335</td>\n",
       "      <td>0.538753</td>\n",
       "      <td>-0.233171</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.460290</td>\n",
       "      <td>0.298772</td>\n",
       "      <td>0.375571</td>\n",
       "      <td>-0.194634</td>\n",
       "      <td>-0.192941</td>\n",
       "      <td>0.048402</td>\n",
       "      <td>-0.024121</td>\n",
       "      <td>-0.069517</td>\n",
       "      <td>0.078556</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>num_double_reflect_blocks</th>\n",
       "      <td>0.053307</td>\n",
       "      <td>0.023127</td>\n",
       "      <td>0.060896</td>\n",
       "      <td>0.121381</td>\n",
       "      <td>0.223683</td>\n",
       "      <td>0.668238</td>\n",
       "      <td>0.316207</td>\n",
       "      <td>0.217124</td>\n",
       "      <td>0.375571</td>\n",
       "      <td>0.503155</td>\n",
       "      <td>-0.251600</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.094511</td>\n",
       "      <td>-0.003305</td>\n",
       "      <td>0.298225</td>\n",
       "      <td>0.143564</td>\n",
       "      <td>0.270118</td>\n",
       "      <td>0.185883</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean_blocks_per_beam</th>\n",
       "      <td>0.048181</td>\n",
       "      <td>0.085603</td>\n",
       "      <td>0.393689</td>\n",
       "      <td>-0.475063</td>\n",
       "      <td>-0.476445</td>\n",
       "      <td>0.732086</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.252023</td>\n",
       "      <td>0.538753</td>\n",
       "      <td>0.021126</td>\n",
       "      <td>-0.088787</td>\n",
       "      <td>0.316207</td>\n",
       "      <td>0.387698</td>\n",
       "      <td>-0.007608</td>\n",
       "      <td>-0.173632</td>\n",
       "      <td>0.110953</td>\n",
       "      <td>0.390700</td>\n",
       "      <td>0.340779</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>num_mirror_balls</th>\n",
       "      <td>0.024812</td>\n",
       "      <td>0.070845</td>\n",
       "      <td>0.019010</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.803731</td>\n",
       "      <td>-0.440279</td>\n",
       "      <td>-0.475063</td>\n",
       "      <td>-0.158974</td>\n",
       "      <td>0.127999</td>\n",
       "      <td>0.563489</td>\n",
       "      <td>0.456118</td>\n",
       "      <td>0.121381</td>\n",
       "      <td>-0.786179</td>\n",
       "      <td>-0.186512</td>\n",
       "      <td>0.090484</td>\n",
       "      <td>-0.261144</td>\n",
       "      <td>-0.172878</td>\n",
       "      <td>-0.019842</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean_beam_distance</th>\n",
       "      <td>-0.019916</td>\n",
       "      <td>-0.054520</td>\n",
       "      <td>-0.010830</td>\n",
       "      <td>-0.786179</td>\n",
       "      <td>-0.798191</td>\n",
       "      <td>0.265882</td>\n",
       "      <td>0.387698</td>\n",
       "      <td>0.094065</td>\n",
       "      <td>-0.194634</td>\n",
       "      <td>-0.653007</td>\n",
       "      <td>-0.638642</td>\n",
       "      <td>-0.094511</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.378114</td>\n",
       "      <td>0.222466</td>\n",
       "      <td>0.316589</td>\n",
       "      <td>0.137749</td>\n",
       "      <td>-0.025328</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                             median_solve_duration_s  failure_rate  \\\n",
       "median_solve_duration_s                     1.000000      0.525323   \n",
       "failure_rate                                0.525323      1.000000   \n",
       "excess_beam_distance                        0.153169      0.271746   \n",
       "total_beam_distance                         0.143346      0.155751   \n",
       "excess_reflections                          0.134490      0.128380   \n",
       "max_blocks_per_beam                         0.115172      0.139820   \n",
       "num_excess_reflection_beams                 0.111056      0.110051   \n",
       "max_beams_per_block                         0.109014      0.200475   \n",
       "num_beams                                   0.104426      0.156846   \n",
       "num_reflections                             0.102687      0.107147   \n",
       "num_blocks                                  0.101486      0.173869   \n",
       "mean_beams_per_block                        0.098741      0.146929   \n",
       "max_beam_distance                           0.063019      0.143284   \n",
       "num_multi_block_beams                       0.054596      0.120936   \n",
       "num_double_reflect_blocks                   0.053307      0.023127   \n",
       "mean_blocks_per_beam                        0.048181      0.085603   \n",
       "num_mirror_balls                            0.024812      0.070845   \n",
       "mean_beam_distance                         -0.019916     -0.054520   \n",
       "\n",
       "                             num_blocks  num_mirror_balls  num_beams  \\\n",
       "median_solve_duration_s        0.101486          0.024812   0.104426   \n",
       "failure_rate                   0.173869          0.070845   0.156846   \n",
       "excess_beam_distance          -0.149874         -0.261144  -0.146548   \n",
       "total_beam_distance            0.171718          0.090484   0.368830   \n",
       "excess_reflections             0.272593         -0.172878  -0.130871   \n",
       "max_blocks_per_beam            0.087688         -0.158974  -0.053060   \n",
       "num_excess_reflection_beams    0.269420         -0.019842  -0.000853   \n",
       "max_beams_per_block            0.070885          0.456118   0.599309   \n",
       "num_beams                      0.092508          0.803731   1.000000   \n",
       "num_reflections                0.457442         -0.440279  -0.129796   \n",
       "num_blocks                     1.000000          0.019010   0.092508   \n",
       "mean_beams_per_block          -0.138699          0.563489   0.742339   \n",
       "max_beam_distance             -0.098902         -0.186512  -0.198955   \n",
       "num_multi_block_beams          0.423980          0.127999   0.209533   \n",
       "num_double_reflect_blocks      0.060896          0.121381   0.223683   \n",
       "mean_blocks_per_beam           0.393689         -0.475063  -0.476445   \n",
       "num_mirror_balls               0.019010          1.000000   0.803731   \n",
       "mean_beam_distance            -0.010830         -0.786179  -0.798191   \n",
       "\n",
       "                             num_reflections  mean_blocks_per_beam  \\\n",
       "median_solve_duration_s             0.102687              0.048181   \n",
       "failure_rate                        0.107147              0.085603   \n",
       "excess_beam_distance                0.207291              0.110953   \n",
       "total_beam_distance                 0.264664             -0.173632   \n",
       "excess_reflections                  0.422466              0.390700   \n",
       "max_blocks_per_beam                 0.321174              0.252023   \n",
       "num_excess_reflection_beams         0.306421              0.340779   \n",
       "max_beams_per_block                -0.186215             -0.088787   \n",
       "num_beams                          -0.129796             -0.476445   \n",
       "num_reflections                     1.000000              0.732086   \n",
       "num_blocks                          0.457442              0.393689   \n",
       "mean_beams_per_block                0.193161              0.021126   \n",
       "max_beam_distance                   0.022510             -0.007608   \n",
       "num_multi_block_beams               0.520335              0.538753   \n",
       "num_double_reflect_blocks           0.668238              0.316207   \n",
       "mean_blocks_per_beam                0.732086              1.000000   \n",
       "num_mirror_balls                   -0.440279             -0.475063   \n",
       "mean_beam_distance                  0.265882              0.387698   \n",
       "\n",
       "                             max_blocks_per_beam  num_multi_block_beams  \\\n",
       "median_solve_duration_s                 0.115172               0.054596   \n",
       "failure_rate                            0.139820               0.120936   \n",
       "excess_beam_distance                    0.161747              -0.024121   \n",
       "total_beam_distance                     0.100913               0.048402   \n",
       "excess_reflections                      0.315389              -0.069517   \n",
       "max_blocks_per_beam                     1.000000              -0.233171   \n",
       "num_excess_reflection_beams            -0.024586               0.078556   \n",
       "max_beams_per_block                    -0.002790               0.298772   \n",
       "num_beams                              -0.053060               0.209533   \n",
       "num_reflections                         0.321174               0.520335   \n",
       "num_blocks                              0.087688               0.423980   \n",
       "mean_beams_per_block                    0.106631               0.460290   \n",
       "max_beam_distance                       0.203457              -0.192941   \n",
       "num_multi_block_beams                  -0.233171               1.000000   \n",
       "num_double_reflect_blocks               0.217124               0.375571   \n",
       "mean_blocks_per_beam                    0.252023               0.538753   \n",
       "num_mirror_balls                       -0.158974               0.127999   \n",
       "mean_beam_distance                      0.094065              -0.194634   \n",
       "\n",
       "                             mean_beams_per_block  max_beams_per_block  \\\n",
       "median_solve_duration_s                  0.098741             0.109014   \n",
       "failure_rate                             0.146929             0.200475   \n",
       "excess_beam_distance                     0.009187            -0.128152   \n",
       "total_beam_distance                      0.190390            -0.041517   \n",
       "excess_reflections                       0.032741            -0.057824   \n",
       "max_blocks_per_beam                      0.106631            -0.002790   \n",
       "num_excess_reflection_beams              0.157652             0.175197   \n",
       "max_beams_per_block                      0.624450             1.000000   \n",
       "num_beams                                0.742339             0.599309   \n",
       "num_reflections                          0.193161            -0.186215   \n",
       "num_blocks                              -0.138699             0.070885   \n",
       "mean_beams_per_block                     1.000000             0.624450   \n",
       "max_beam_distance                       -0.189593            -0.252379   \n",
       "num_multi_block_beams                    0.460290             0.298772   \n",
       "num_double_reflect_blocks                0.503155            -0.251600   \n",
       "mean_blocks_per_beam                     0.021126            -0.088787   \n",
       "num_mirror_balls                         0.563489             0.456118   \n",
       "mean_beam_distance                      -0.653007            -0.638642   \n",
       "\n",
       "                             num_double_reflect_blocks  mean_beam_distance  \\\n",
       "median_solve_duration_s                       0.053307           -0.019916   \n",
       "failure_rate                                  0.023127           -0.054520   \n",
       "excess_beam_distance                          0.143564            0.316589   \n",
       "total_beam_distance                           0.298225            0.222466   \n",
       "excess_reflections                            0.270118            0.137749   \n",
       "max_blocks_per_beam                           0.217124            0.094065   \n",
       "num_excess_reflection_beams                   0.185883           -0.025328   \n",
       "max_beams_per_block                          -0.251600           -0.638642   \n",
       "num_beams                                     0.223683           -0.798191   \n",
       "num_reflections                               0.668238            0.265882   \n",
       "num_blocks                                    0.060896           -0.010830   \n",
       "mean_beams_per_block                          0.503155           -0.653007   \n",
       "max_beam_distance                            -0.003305            0.378114   \n",
       "num_multi_block_beams                         0.375571           -0.194634   \n",
       "num_double_reflect_blocks                     1.000000           -0.094511   \n",
       "mean_blocks_per_beam                          0.316207            0.387698   \n",
       "num_mirror_balls                              0.121381           -0.786179   \n",
       "mean_beam_distance                           -0.094511            1.000000   \n",
       "\n",
       "                             max_beam_distance  total_beam_distance  \\\n",
       "median_solve_duration_s               0.063019             0.143346   \n",
       "failure_rate                          0.143284             0.155751   \n",
       "excess_beam_distance                  0.613581             0.290068   \n",
       "total_beam_distance                   0.293619             1.000000   \n",
       "excess_reflections                    0.020442             0.064595   \n",
       "max_blocks_per_beam                   0.203457             0.100913   \n",
       "num_excess_reflection_beams          -0.151822             0.024399   \n",
       "max_beams_per_block                  -0.252379            -0.041517   \n",
       "num_beams                            -0.198955             0.368830   \n",
       "num_reflections                       0.022510             0.264664   \n",
       "num_blocks                           -0.098902             0.171718   \n",
       "mean_beams_per_block                 -0.189593             0.190390   \n",
       "max_beam_distance                     1.000000             0.293619   \n",
       "num_multi_block_beams                -0.192941             0.048402   \n",
       "num_double_reflect_blocks            -0.003305             0.298225   \n",
       "mean_blocks_per_beam                 -0.007608            -0.173632   \n",
       "num_mirror_balls                     -0.186512             0.090484   \n",
       "mean_beam_distance                    0.378114             0.222466   \n",
       "\n",
       "                             excess_beam_distance  excess_reflections  \\\n",
       "median_solve_duration_s                  0.153169            0.134490   \n",
       "failure_rate                             0.271746            0.128380   \n",
       "excess_beam_distance                     1.000000           -0.013644   \n",
       "total_beam_distance                      0.290068            0.064595   \n",
       "excess_reflections                      -0.013644            1.000000   \n",
       "max_blocks_per_beam                      0.161747            0.315389   \n",
       "num_excess_reflection_beams             -0.081213            0.786206   \n",
       "max_beams_per_block                     -0.128152           -0.057824   \n",
       "num_beams                               -0.146548           -0.130871   \n",
       "num_reflections                          0.207291            0.422466   \n",
       "num_blocks                              -0.149874            0.272593   \n",
       "mean_beams_per_block                     0.009187            0.032741   \n",
       "max_beam_distance                        0.613581            0.020442   \n",
       "num_multi_block_beams                   -0.024121           -0.069517   \n",
       "num_double_reflect_blocks                0.143564            0.270118   \n",
       "mean_blocks_per_beam                     0.110953            0.390700   \n",
       "num_mirror_balls                        -0.261144           -0.172878   \n",
       "mean_beam_distance                       0.316589            0.137749   \n",
       "\n",
       "                             num_excess_reflection_beams  \n",
       "median_solve_duration_s                         0.111056  \n",
       "failure_rate                                    0.110051  \n",
       "excess_beam_distance                           -0.081213  \n",
       "total_beam_distance                             0.024399  \n",
       "excess_reflections                              0.786206  \n",
       "max_blocks_per_beam                            -0.024586  \n",
       "num_excess_reflection_beams                     1.000000  \n",
       "max_beams_per_block                             0.175197  \n",
       "num_beams                                      -0.000853  \n",
       "num_reflections                                 0.306421  \n",
       "num_blocks                                      0.269420  \n",
       "mean_beams_per_block                            0.157652  \n",
       "max_beam_distance                              -0.151822  \n",
       "num_multi_block_beams                           0.078556  \n",
       "num_double_reflect_blocks                       0.185883  \n",
       "mean_blocks_per_beam                            0.340779  \n",
       "num_mirror_balls                               -0.019842  \n",
       "mean_beam_distance                             -0.025328  "
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "all_df[[\"median_solve_duration_s\", \"failure_rate\"] + feature_names].corr(numeric_only=True)\\\n",
    "    .sort_values(\"median_solve_duration_s\", ascending=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5aab3467",
   "metadata": {},
   "source": [
    "## Predictions over time\n",
    "\n",
    "Train a model on data up to, but not including, date D, then use it to predict the solve duration on date D."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "2fc3a20c",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-12-22T16:28:10.313570Z",
     "iopub.status.busy": "2024-12-22T16:28:10.313204Z",
     "iopub.status.idle": "2024-12-22T16:28:10.771098Z",
     "shell.execute_reply": "2024-12-22T16:28:10.769781Z"
    }
   },
   "outputs": [],
   "source": [
    "from sklearn.ensemble import RandomForestRegressor"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "67dbf558",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-12-22T16:28:10.776572Z",
     "iopub.status.busy": "2024-12-22T16:28:10.775668Z",
     "iopub.status.idle": "2024-12-22T16:28:10.779961Z",
     "shell.execute_reply": "2024-12-22T16:28:10.779249Z"
    }
   },
   "outputs": [],
   "source": [
    "np.random.seed(42)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "2600e7de",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-12-22T16:28:10.783521Z",
     "iopub.status.busy": "2024-12-22T16:28:10.783210Z",
     "iopub.status.idle": "2024-12-22T16:28:10.788488Z",
     "shell.execute_reply": "2024-12-22T16:28:10.787661Z"
    }
   },
   "outputs": [],
   "source": [
    "model_df = all_df[all_df[\"median_solve_duration_s\"] < 1000] # remove outliers for model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "4229ad9c",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-12-22T16:28:10.793653Z",
     "iopub.status.busy": "2024-12-22T16:28:10.793264Z",
     "iopub.status.idle": "2024-12-22T16:28:10.797515Z",
     "shell.execute_reply": "2024-12-22T16:28:10.796592Z"
    }
   },
   "outputs": [],
   "source": [
    "feature_names = ['num_blocks', 'num_mirror_balls', 'num_beams',\n",
    "        'num_reflections',\n",
    "        'max_blocks_per_beam',\n",
    "       'num_double_reflect_blocks', 'excess_reflections']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "5ad6bf57",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-12-22T16:28:10.801657Z",
     "iopub.status.busy": "2024-12-22T16:28:10.800985Z",
     "iopub.status.idle": "2024-12-22T16:28:10.805124Z",
     "shell.execute_reply": "2024-12-22T16:28:10.804152Z"
    }
   },
   "outputs": [],
   "source": [
    "response_variable = \"median_solve_duration_s\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "c00fb933",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-12-22T16:28:10.809554Z",
     "iopub.status.busy": "2024-12-22T16:28:10.808806Z",
     "iopub.status.idle": "2024-12-22T16:29:43.284427Z",
     "shell.execute_reply": "2024-12-22T16:29:43.283244Z"
    }
   },
   "outputs": [],
   "source": [
    "predict_df = model_df.copy()\n",
    "predict_df[\"predicted_solve_duration_s\"] = np.nan\n",
    "\n",
    "puzzles = model_df[model_df[\"puzzle\"] >= \"2023-05-01\"][\"puzzle\"].tolist()\n",
    "\n",
    "for puzzle in puzzles:\n",
    "    train_df = model_df[model_df[\"puzzle\"] < puzzle]\n",
    "    X_train = train_df[feature_names]\n",
    "    y_train = train_df[[response_variable]].values.ravel()\n",
    "\n",
    "    model = RandomForestRegressor()\n",
    "    model.fit(X_train, y_train)\n",
    "\n",
    "    predicted_solve_duration_s = model.predict(model_df[model_df[\"puzzle\"] == puzzle][feature_names])[0]\n",
    "\n",
    "    predict_df.loc[predict_df['puzzle']==puzzle, ['predicted_solve_duration_s']] = predicted_solve_duration_s"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "995279f7",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-12-22T16:29:43.290199Z",
     "iopub.status.busy": "2024-12-22T16:29:43.289493Z",
     "iopub.status.idle": "2024-12-22T16:29:43.716161Z",
     "shell.execute_reply": "2024-12-22T16:29:43.715339Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.ylim(0, 1000)\n",
    "plt.xticks(rotation=45)\n",
    "plt.tight_layout()\n",
    "\n",
    "g = sns.scatterplot(data=predict_df, x=\"date\", y=\"median_solve_duration_s\", hue=\"difficulty_duration\")\n",
    "# sns.scatterplot(data=predict_df, x=\"date\", y=\"setter_solve_duration_s\", color=\".2\", marker=\"+\")\n",
    "sns.scatterplot(data=predict_df, x=\"date\", y=\"predicted_solve_duration_s\", color=\".2\", marker=\"x\")\n",
    "\n",
    "g.axhline(SOLVE_DURATION_DIFFICULTY_BINS[1], linewidth=0.25, color='k')\n",
    "g.axhline(SOLVE_DURATION_DIFFICULTY_BINS[2], linewidth=0.25, color='k')\n",
    "g.axhline(SOLVE_DURATION_DIFFICULTY_BINS[3], linewidth=0.25, color='k');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "1bbd9eb5",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "bb8dbee9-0984-4df3-b7fc-40f02379495e",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "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": "3.9.19"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}