{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Performing Scenario Discovery in Python\n",
    "\n",
    "The purpose of example is to demonstrate how one can do scenario discovery in python. I will demonstrate how we can perform both PRIM in an interactive way, as well as briefly show how to use CART, which is also available in the exploratory modeling workbench. There is ample literature on both CART and PRIM and their relative merits for use in scenario discovery. So I won't be discussing that here in any detail.\n",
    "\n",
    "In order to demonstrate the use of the exploratory modeling workbench for scenario discovery, I am using a published example. I am using the data used in the original article by Ben Bryant and Rob Lempert where they first introduced 2010. Ben Bryant kindly made this data available and allowed me to share it. The data comes as a csv file. We can import the data easily using pandas. columns 2 up to and including 10 contain the experimental design, while the classification is presented in column 15\n",
    "\n",
    "This example is a slightly updated version of a blog post on  https://waterprogramming.wordpress.com/2015/08/05/scenario-discovery-in-python/"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true,
    "jupyter": {
     "outputs_hidden": true
    }
   },
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "\n",
    "data = pd.read_csv(\"./data/bryant et al 2010 data.csv\", index_col=False)\n",
    "x = data.iloc[:, 2:11]\n",
    "y = data.iloc[:, 15].values"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The exploratory modeling workbench comes with a separate analysis package. This analysis package contains prim. So let's import prim. The workbench also has its own logging functionality. We can turn this on to get some more insight into prim while it is running."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [],
   "source": [
    "from ema_workbench.analysis import prim\n",
    "from ema_workbench.util import ema_logging\n",
    "\n",
    "ema_logging.log_to_stderr(ema_logging.INFO);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Next, we need to instantiate the prim algorithm. To mimic the original work of Ben Bryant and Rob Lempert, we set the peeling alpha to 0.1. The peeling alpha determines how much data is peeled off in each iteration of the algorithm. The lower the value, the less data is removed in each iteration. The minimum coverage threshold that a box should meet is set to 0.8. Next, we can use the instantiated algorithm to find a first box."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[MainProcess/INFO] 882 points remaining, containing 89 cases of interest\n",
      "[MainProcess/INFO] mean: 1.0, mass: 0.05102040816326531, coverage: 0.5056179775280899, density: 1.0 restricted_dimensions: 6\n"
     ]
    }
   ],
   "source": [
    "prim_alg = prim.Prim(x, y, threshold=0.8, peel_alpha=0.1)\n",
    "box1 = prim_alg.find_box()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's investigate this first box is some detail. A first thing to look at is the trade off between coverage and density. The box has a convenience function for this called `show_tradeoff`. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "box1.show_tradeoff()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Since we are doing this analysis in a notebook, we can take advantage of the interactivity that the browser offers. A relatively recent addition to the python ecosystem is the library [altair](https://altair-viz.github.io/getting_started/overview.html). Altair can be used to create interactive plots for use in a browser. Altair is an optional dependency for the workbench. If available, we can create the following visual."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
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",
      "text/plain": [
       "<VegaLite 2 object>\n",
       "\n",
       "If you see this message, it means the renderer has not been properly enabled\n",
       "for the frontend that you are using. For more information, see\n",
       "https://altair-viz.github.io/user_guide/troubleshooting.html\n"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "box1.inspect_tradeoff()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Here we can interactively explore the boxes associated with each point in the density coverage trade-off. It also offers mouse overs for the various points on the trade off curve. Given the id of each point, we can also use the workbench to manually inpect the peeling trajectory. Following Bryant & Lempert, we inspect box 21. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[MainProcess/INFO] resample 0\n",
      "[MainProcess/INFO] resample 1\n",
      "[MainProcess/INFO] resample 2\n",
      "[MainProcess/INFO] resample 3\n",
      "[MainProcess/INFO] resample 4\n",
      "[MainProcess/INFO] resample 5\n",
      "[MainProcess/INFO] resample 6\n",
      "[MainProcess/INFO] resample 7\n",
      "[MainProcess/INFO] resample 8\n",
      "[MainProcess/INFO] resample 9\n"
     ]
    },
    {
     "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>reproduce coverage</th>\n",
       "      <th>reproduce density</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Total biomass</th>\n",
       "      <td>100.0</td>\n",
       "      <td>100.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Demand elasticity</th>\n",
       "      <td>100.0</td>\n",
       "      <td>100.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Biomass backstop price</th>\n",
       "      <td>100.0</td>\n",
       "      <td>100.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Cellulosic cost</th>\n",
       "      <td>90.0</td>\n",
       "      <td>90.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Cellulosic yield</th>\n",
       "      <td>20.0</td>\n",
       "      <td>20.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Electricity coproduction</th>\n",
       "      <td>20.0</td>\n",
       "      <td>20.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Feedstock distribution</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Oil elasticity</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>oil supply shift</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                          reproduce coverage  reproduce density\n",
       "Total biomass                          100.0              100.0\n",
       "Demand elasticity                      100.0              100.0\n",
       "Biomass backstop price                 100.0              100.0\n",
       "Cellulosic cost                         90.0               90.0\n",
       "Cellulosic yield                        20.0               20.0\n",
       "Electricity coproduction                20.0               20.0\n",
       "Feedstock distribution                   0.0                0.0\n",
       "Oil elasticity                           0.0                0.0\n",
       "oil supply shift                         0.0                0.0"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "box1.resample(21)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "coverage     0.752809\n",
      "density      0.770115\n",
      "id                 21\n",
      "mass        0.0986395\n",
      "mean         0.770115\n",
      "res_dim             4\n",
      "Name: 21, dtype: object\n",
      "\n",
      "                            box 21                                            \n",
      "                               min         max                       qp values\n",
      "Total biomass           450.000000  755.799988   [-1.0, 4.716968553178765e-06]\n",
      "Demand elasticity        -0.422000   -0.202000  [1.1849299115762218e-16, -1.0]\n",
      "Biomass backstop price  150.049995  199.600006   [3.515112530263049e-11, -1.0]\n",
      "Cellulosic cost          72.650002  133.699997     [0.15741333528927348, -1.0]\n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "box1.inspect(21)\n",
    "box1.inspect(21, style=\"graph\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "If one where to do a detailed comparison with the results reported in the original article, one would see small numerical differences. These differences arise out of subtle differences in implementation. The most important difference is that the exploratory modeling workbench uses a custom objective function inside prim which is different from the one used in the scenario discovery toolkit. Other differences have to do with details about the hill climbing optimization that is used in prim, and in particular how ties are handled in selected the next step. The differences between the two implementations are only numerical, and don't affect the overarching conclusions drawn from the analysis. \n",
    "\n",
    "Let's select this 21 box, and get a more detailed view of what the box looks like. Following Bryant et al., we can use scatter plots for this. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 762.375x720 with 20 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "box1.select(21)\n",
    "fig = box1.show_pairs_scatter(21)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Because the last restriction is not significant, we can choose to drop this restriction from the box. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "box1.drop_restriction(\"Cellulosic cost\")\n",
    "box1.inspect(style=\"graph\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We have now found a first box that explains over 75% of the cases of interest. Let's see if we can find a second box that explains the remainder of the cases."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[MainProcess/INFO] 787 points remaining, containing 21 cases of interest\n",
      "[MainProcess/INFO] box does not meet threshold criteria, value is 0.3541666666666667, returning dump box\n"
     ]
    }
   ],
   "source": [
    "box2 = prim_alg.find_box()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "As we can see, we are unable to find a second box. The best coverage we can achieve is 0.35, which is well below the specified 0.8 threshold. Let's look at the final overal results from interactively fitting PRIM to the data. For this, we can use to convenience functions that transform the stats and boxes to pandas data frames."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "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>coverage</th>\n",
       "      <th>density</th>\n",
       "      <th>mass</th>\n",
       "      <th>res_dim</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>box 1</th>\n",
       "      <td>0.764045</td>\n",
       "      <td>0.715789</td>\n",
       "      <td>0.10771</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>box 2</th>\n",
       "      <td>0.235955</td>\n",
       "      <td>0.026684</td>\n",
       "      <td>0.89229</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       coverage   density     mass  res_dim\n",
       "box 1  0.764045  0.715789  0.10771        3\n",
       "box 2  0.235955  0.026684  0.89229        0"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "prim_alg.stats_to_dataframe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "      <th></th>\n",
       "      <th colspan=\"2\" halign=\"left\">box 1</th>\n",
       "      <th colspan=\"2\" halign=\"left\">box 2</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th>min</th>\n",
       "      <th>max</th>\n",
       "      <th>min</th>\n",
       "      <th>max</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Demand elasticity</th>\n",
       "      <td>-0.422000</td>\n",
       "      <td>-0.202000</td>\n",
       "      <td>-0.8</td>\n",
       "      <td>-0.202000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Biomass backstop price</th>\n",
       "      <td>150.049995</td>\n",
       "      <td>199.600006</td>\n",
       "      <td>90.0</td>\n",
       "      <td>199.600006</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Total biomass</th>\n",
       "      <td>450.000000</td>\n",
       "      <td>755.799988</td>\n",
       "      <td>450.0</td>\n",
       "      <td>997.799988</td>\n",
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      "text/plain": [
       "                             box 1              box 2            \n",
       "                               min         max    min         max\n",
       "Demand elasticity        -0.422000   -0.202000   -0.8   -0.202000\n",
       "Biomass backstop price  150.049995  199.600006   90.0  199.600006\n",
       "Total biomass           450.000000  755.799988  450.0  997.799988"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "prim_alg.boxes_to_dataframe()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# CART\n",
    "\n",
    "The way of interacting with CART is quite similar to how we setup the prim analysis. We import cart from the analysis package. We instantiate the algorithm, and next fit CART to the data. This is done via the `build_tree` method."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/jhkwakkel/miniconda3/lib/python3.6/importlib/_bootstrap.py:219: ImportWarning: can't resolve package from __spec__ or __package__, falling back on __name__ and __path__\n",
      "  return f(*args, **kwds)\n",
      "/Users/jhkwakkel/miniconda3/lib/python3.6/importlib/_bootstrap.py:219: ImportWarning: can't resolve package from __spec__ or __package__, falling back on __name__ and __path__\n",
      "  return f(*args, **kwds)\n",
      "/Users/jhkwakkel/miniconda3/lib/python3.6/importlib/_bootstrap.py:219: ImportWarning: can't resolve package from __spec__ or __package__, falling back on __name__ and __path__\n",
      "  return f(*args, **kwds)\n"
     ]
    }
   ],
   "source": [
    "from ema_workbench.analysis import cart\n",
    "\n",
    "cart_alg = cart.CART(x, y, 0.05)\n",
    "cart_alg.build_tree()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now that we have trained CART on the data, we can investigate its results. Just like PRIM, we can use `stats_to_dataframe` and `boxes_to_dataframe` to get an overview. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>coverage</th>\n",
       "      <th>density</th>\n",
       "      <th>mass</th>\n",
       "      <th>res dim</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>box 1</th>\n",
       "      <td>0.011236</td>\n",
       "      <td>0.021739</td>\n",
       "      <td>0.052154</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>box 2</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.546485</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>box 3</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.103175</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>box 4</th>\n",
       "      <td>0.044944</td>\n",
       "      <td>0.090909</td>\n",
       "      <td>0.049887</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>box 5</th>\n",
       "      <td>0.224719</td>\n",
       "      <td>0.434783</td>\n",
       "      <td>0.052154</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>box 6</th>\n",
       "      <td>0.112360</td>\n",
       "      <td>0.227273</td>\n",
       "      <td>0.049887</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>box 7</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.051020</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>box 8</th>\n",
       "      <td>0.606742</td>\n",
       "      <td>0.642857</td>\n",
       "      <td>0.095238</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       coverage   density      mass  res dim\n",
       "box 1  0.011236  0.021739  0.052154        2\n",
       "box 2  0.000000  0.000000  0.546485        2\n",
       "box 3  0.000000  0.000000  0.103175        2\n",
       "box 4  0.044944  0.090909  0.049887        2\n",
       "box 5  0.224719  0.434783  0.052154        2\n",
       "box 6  0.112360  0.227273  0.049887        3\n",
       "box 7  0.000000  0.000000  0.051020        3\n",
       "box 8  0.606742  0.642857  0.095238        2"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cart_alg.stats_to_dataframe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
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       "      <th></th>\n",
       "      <th colspan=\"2\" halign=\"left\">box 1</th>\n",
       "      <th colspan=\"2\" halign=\"left\">box 2</th>\n",
       "      <th colspan=\"2\" halign=\"left\">box 3</th>\n",
       "      <th colspan=\"2\" halign=\"left\">box 4</th>\n",
       "      <th colspan=\"2\" halign=\"left\">box 5</th>\n",
       "      <th colspan=\"2\" halign=\"left\">box 6</th>\n",
       "      <th colspan=\"2\" halign=\"left\">box 7</th>\n",
       "      <th colspan=\"2\" halign=\"left\">box 8</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th>min</th>\n",
       "      <th>max</th>\n",
       "      <th>min</th>\n",
       "      <th>max</th>\n",
       "      <th>min</th>\n",
       "      <th>max</th>\n",
       "      <th>min</th>\n",
       "      <th>max</th>\n",
       "      <th>min</th>\n",
       "      <th>max</th>\n",
       "      <th>min</th>\n",
       "      <th>max</th>\n",
       "      <th>min</th>\n",
       "      <th>max</th>\n",
       "      <th>min</th>\n",
       "      <th>max</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Cellulosic yield</th>\n",
       "      <td>80.0</td>\n",
       "      <td>81.649998</td>\n",
       "      <td>81.649998</td>\n",
       "      <td>99.900002</td>\n",
       "      <td>80.000</td>\n",
       "      <td>99.900002</td>\n",
       "      <td>80.000000</td>\n",
       "      <td>99.900002</td>\n",
       "      <td>80.000</td>\n",
       "      <td>99.900002</td>\n",
       "      <td>80.0000</td>\n",
       "      <td>89.049999</td>\n",
       "      <td>89.049999</td>\n",
       "      <td>99.900002</td>\n",
       "      <td>80.000000</td>\n",
       "      <td>99.900002</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Demand elasticity</th>\n",
       "      <td>-0.8</td>\n",
       "      <td>-0.439000</td>\n",
       "      <td>-0.800000</td>\n",
       "      <td>-0.439000</td>\n",
       "      <td>-0.439</td>\n",
       "      <td>-0.316500</td>\n",
       "      <td>-0.439000</td>\n",
       "      <td>-0.316500</td>\n",
       "      <td>-0.439</td>\n",
       "      <td>-0.316500</td>\n",
       "      <td>-0.3165</td>\n",
       "      <td>-0.202000</td>\n",
       "      <td>-0.316500</td>\n",
       "      <td>-0.202000</td>\n",
       "      <td>-0.316500</td>\n",
       "      <td>-0.202000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Biomass backstop price</th>\n",
       "      <td>90.0</td>\n",
       "      <td>199.600006</td>\n",
       "      <td>90.000000</td>\n",
       "      <td>199.600006</td>\n",
       "      <td>90.000</td>\n",
       "      <td>144.350006</td>\n",
       "      <td>144.350006</td>\n",
       "      <td>170.750000</td>\n",
       "      <td>170.750</td>\n",
       "      <td>199.600006</td>\n",
       "      <td>90.0000</td>\n",
       "      <td>148.300003</td>\n",
       "      <td>90.000000</td>\n",
       "      <td>148.300003</td>\n",
       "      <td>148.300003</td>\n",
       "      <td>199.600006</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                       box 1                  box 2               box 3  \\\n",
       "                         min         max        min         max     min   \n",
       "Cellulosic yield        80.0   81.649998  81.649998   99.900002  80.000   \n",
       "Demand elasticity       -0.8   -0.439000  -0.800000   -0.439000  -0.439   \n",
       "Biomass backstop price  90.0  199.600006  90.000000  199.600006  90.000   \n",
       "\n",
       "                                         box 4                box 5  \\\n",
       "                               max         min         max      min   \n",
       "Cellulosic yield         99.900002   80.000000   99.900002   80.000   \n",
       "Demand elasticity        -0.316500   -0.439000   -0.316500   -0.439   \n",
       "Biomass backstop price  144.350006  144.350006  170.750000  170.750   \n",
       "\n",
       "                                      box 6                  box 7  \\\n",
       "                               max      min         max        min   \n",
       "Cellulosic yield         99.900002  80.0000   89.049999  89.049999   \n",
       "Demand elasticity        -0.316500  -0.3165   -0.202000  -0.316500   \n",
       "Biomass backstop price  199.600006  90.0000  148.300003  90.000000   \n",
       "\n",
       "                                         box 8              \n",
       "                               max         min         max  \n",
       "Cellulosic yield         99.900002   80.000000   99.900002  \n",
       "Demand elasticity        -0.202000   -0.316500   -0.202000  \n",
       "Biomass backstop price  148.300003  148.300003  199.600006  "
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cart_alg.boxes_to_dataframe()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Alternatively, we might want to look at the classification tree directly. For this, we can use the `show_tree` method. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x864 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = cart_alg.show_tree()\n",
    "fig.set_size_inches((18, 12))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "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": "3.9.16"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}