{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy\n",
    "from matplotlib import pyplot\n",
    "\n",
    "import calibr8"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### The Exponential Model\n",
    "The exponential function is a rather simple formula that can be applied to quite a number of real-world problems.\n",
    "This example demonstrates how the `calibr8.exponential` model can describe four commonly seen trends in real world data.\n",
    "\n",
    "It is available through base models such as `calibr8.BaseExponentialModelN` and `calibr8.BaseExponentialModelT`, but this example won't go into detail with these and just look at the underlying `calibr8.exponential` function.\n",
    "\n",
    "A picture says more than a thousand words, so before the details let's see how it looks like:\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1200x1200 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "B = 4\n",
    "x = numpy.linspace(-B, B)\n",
    "\n",
    "fig, axs = pyplot.subplots(\n",
    "    ncols=2, nrows=2, figsize=(8, 8), dpi=150, sharex=True, sharey=True\n",
    ")\n",
    "\n",
    "for ax, theta in zip(\n",
    "    axs.flatten(),\n",
    "    [\n",
    "        (1, 2, 0.5),\n",
    "        (1, 2, -0.5),\n",
    "        (1, -1, 0.5),\n",
    "        (1, -1, -0.5),\n",
    "    ],\n",
    "):\n",
    "    ax.axhline(0, color=\"black\", lw=0.5)\n",
    "    ax.axvline(0, color=\"black\", lw=0.5)\n",
    "    ax.plot(x, calibr8.exponential(x, theta))\n",
    "    I, L, k = theta\n",
    "    ax.axhline(L, ls=\"--\", lw=0.5)\n",
    "    ax.annotate(\n",
    "        f\"Limit=${L}$\",\n",
    "        xy=(0, L),\n",
    "        xytext=(1, L),\n",
    "        va=\"center\",\n",
    "        arrowprops=dict(arrowstyle=\"-|>\", color=\"black\"),\n",
    "    )\n",
    "    ax.annotate(\n",
    "        f\"Intercept=${I}$\",\n",
    "        xy=(0, I),\n",
    "        xytext=(1, I),\n",
    "        va=\"center\",\n",
    "        arrowprops=dict(arrowstyle=\"-|>\", color=\"black\"),\n",
    "    )\n",
    "    ax.text(s=f\"k=${k}$\", x=0.1, y=3)\n",
    "    ax.set(\n",
    "        ylim=(-B, B),\n",
    "        xlim=(-B, B),\n",
    "    )\n",
    "fig.tight_layout()\n",
    "pyplot.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "As you can see from the code and figure above, all flavors have the shape of a simple e-function, but it's shifted, scaled and flipped around depending on:\n",
    "* Is the y-axis intercept `I` above, `or` below the asymptotic limit `L`?\n",
    "* Is the rate parameter `k` positive `or` negative?\n",
    "\n",
    "We can have exactly four combinations of answers to these two `or` questions, that's why we got four shapes.\n",
    "\n",
    "The `calibr8.exponential` model is implemented as...\n",
    "\n",
    "$$ I + (L-I) \\cdot (1-e^{-k \\cdot x}) $$\n",
    "\n",
    "...because this way, the most common shape (approaching a limit from below) is obtained from all-positive parameters.\n",
    "\n",
    "But as we saw above, each paramter has a real-valued support:\n",
    "\n",
    "| parameter     | interpretation\n",
    "| ----- | -- |\n",
    "| $I \\in \\mathcal{R}$ | y-axis intercept |\n",
    "| $L \\in \\mathcal{R}$ | asymptotic limit |\n",
    "| $k \\in \\mathcal{R}$ | exponential rate parameter |"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Last updated: Wed, 15 Apr 2026\n",
      "\n",
      "Python implementation: CPython\n",
      "Python version       : 3.13.12\n",
      "IPython version      : 9.11.0\n",
      "\n",
      "calibr8   : 7.2.0\n",
      "matplotlib: 3.10.8\n",
      "numpy     : 2.4.2\n",
      "platform  : 1.0.8\n",
      "\n",
      "Watermark: 2.6.0\n",
      "\n"
     ]
    }
   ],
   "source": [
    "%load_ext watermark\n",
    "%watermark -n -u -v -iv -w"
   ]
  }
 ],
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\n",
          "text/plain": "<Figure size 1152x432 with 1 Axes>"
         },
         "metadata": {
          "needs_background": "light"
         },
         "output_type": "display_data"
        }
       ]
      }
     },
     "a309bdef4af84d5cbb687be103918795": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {}
     },
     "a7745f18c1b040c8993eea5fcde4c29f": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "FloatSliderModel",
      "state": {
       "description": "c",
       "layout": "IPY_MODEL_e6bd68c59dff47e9b971815f06efd3db",
       "max": 2,
       "min": -2,
       "step": 0.1,
       "style": "IPY_MODEL_8069bbe2b6ae4b50b60042d4f1d67d24",
       "value": 1.5
      }
     },
     "a8bda0f5c2044c188ac0daed2af02efb": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {}
     },
     "a9f1216b2fa641fab1ea0a95d45bbc44": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "SliderStyleModel",
      "state": {
       "description_width": ""
      }
     },
     "aaed0ba483554d4a9d40a9b187ee18d3": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "FloatSliderModel",
      "state": {
       "description": "c",
       "layout": "IPY_MODEL_70fa72c17794476d8e0d9ebcb10362bc",
       "max": 2,
       "min": -2,
       "step": 0.1,
       "style": "IPY_MODEL_3ccd26e1b71142d7a0be2fda7ba28100",
       "value": 1
      }
     },
     "ab1b74fed6514fcd85ac5d73026a5045": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "SliderStyleModel",
      "state": {
       "description_width": ""
      }
     },
     "ab1f134d17574b52b2e2d293876b2d24": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "SliderStyleModel",
      "state": {
       "description_width": ""
      }
     },
     "adc9e7d43fdd4cadb1f888c3c3f10089": {
      "model_module": "@jupyter-widgets/output",
      "model_module_version": "1.0.0",
      "model_name": "OutputModel",
      "state": {
       "layout": "IPY_MODEL_00f0dd0f205e4d4b9cb43b684477089b",
       "outputs": [
        {
         "data": {
          "image/png": 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\n",
          "text/plain": "<Figure size 1152x432 with 1 Axes>"
         },
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}