18_r2_experiments.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from scipy.optimize import minimize, curve_fit\n",
    "from sklearn.metrics import r2_score"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "poro = [0.11, 0.2450000000000001, 0.27500000000000013, 0.14, 0.23000000000000015, 0.1, 0.20000000000000012,\n",
    "        0.275, 0.14000000000000007, 0.23000000000000004, 0.2300000000000002, 0.3500000000000002, 0.1400000000000001,\n",
    "        0.3350000000000002, 0.18500000000000005, 0.35000000000000014]\n",
    "\n",
    "perm = [24.364987921406946,268.57955936987156, 362.5444837503034, 32.88929354219411, 660.599119819299,\n",
    "        44.39590256288329, 489.3838645284421, 59.92820009479407, 147.39958739919183, 80.89460872013487,\n",
    "        1624.8116503350923, 1203.6900757441688, 198.9686312838679, 2193.266316856925, 109.19630006628867,\n",
    "        891.7155401650367]\n",
    "\n",
    "swcr = [0.37190351403978517, 0.28439951403978503, 0.299711514039785, 0.35721551403978513, 0.270335514039785,\n",
    "        0.3425275140397851, 0.165023514039785, 0.3278395140397851, 0.3137755140397851, 0.3131515140397851,\n",
    "        0.13627151403978496, 0.12095951403978494, 0.2090875140397851, 0.21158351403978498, 0.35846351403978505,\n",
    "        0.255647514039785]\n",
    "\n",
    "sowcr = [0.23118500544216392, 0.1993130054421639, 0.1753290054421639, 0.26720100544216385,\n",
    "         0.16736100544216392, 0.22321700544216394, 0.21134500544216384, 0.21923300544216395,\n",
    "         0.18728100544216386, 0.17524900544216393, 0.2154090054421639, 0.15939300544216384,\n",
    "         0.2232970054421639, 0.17142500544216388, 0.23126500544216388, 0.20337700544216386]\n",
    "\n",
    "krwr = [0.1416816732030842, 0.18920167320308434, 0.2101416732030844, 0.07262167320308421,\n",
    "        0.3120216732030844, 0.09356167320308426, 0.23108167320308437, 0.08450167320308422,\n",
    "        0.1473216732030843, 0.19544167320308428, 0.3148416732030845, 0.3239016732030845, 0.22826167320308433,\n",
    "        0.45578167320308444, 0.21638167320308435, 0.33296167320308445]\n",
    "\n",
    "krorw = [0.944, 0.874, 0.7, 0.713, 0.733, 0.888, 0.762, 0.855, 0.909, 0.827,\n",
    "          0.813, 0.918, 0.926, 0.9, 0.752, 0.816]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'krorw')"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1500x1000 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(15,10))\n",
    "\n",
    "\n",
    "# корреляция swcr и perm\n",
    "plt.subplot(2, 3, 1)\n",
    "ax = plt.gca()\n",
    "plt.scatter(perm, swcr)\n",
    "ax.set_xscale('log')\n",
    "\n",
    "def func1(x, a, b):\n",
    "    y = a * np.log(x) + b\n",
    "    return y\n",
    "\n",
    "popt, pcov = curve_fit(func1, xdata=perm, ydata=swcr)\n",
    "swcr_pred = func1(perm, *popt)\n",
    "plt.plot(np.arange(10, 2000, 1), func1(np.arange(10, 2000, 1), *popt), color='black')\n",
    "plt.title(f'y={round(popt[0],2)}*ln(x)+{round(popt[1],2)}; R^2={round(r2_score(swcr, swcr_pred), 2)}')\n",
    "plt.xlabel('perm')\n",
    "plt.ylabel('swcr')\n",
    "\n",
    "\n",
    "# корреляция sowcr и perm\n",
    "plt.subplot(2, 3, 2)\n",
    "ax = plt.gca()\n",
    "plt.scatter(perm, sowcr)\n",
    "ax.set_xscale('log')\n",
    "\n",
    "def func2(x, a, b):\n",
    "    y = a * np.log(x) + b\n",
    "    return y\n",
    "\n",
    "popt, pcov = curve_fit(func2, xdata=perm, ydata=sowcr)\n",
    "sowcr_pred = func2(perm, *popt)\n",
    "plt.plot(np.arange(10, 2000, 1), func2(np.arange(10, 2000, 1), *popt), color='black')\n",
    "plt.title(f'y={round(popt[0],2)}*ln(x)+{round(popt[1],2)}; R^2={round(r2_score(sowcr, sowcr_pred), 2)}')\n",
    "plt.xlabel('perm')\n",
    "plt.ylabel('sowcr')\n",
    "\n",
    "\n",
    "# корреляция perm и poro\n",
    "plt.subplot(2, 3, 3)\n",
    "plt.scatter(poro, perm)\n",
    "\n",
    "def func3(x, a, b):\n",
    "    y = a * x ** b\n",
    "    return y\n",
    "\n",
    "popt, pcov = curve_fit(func3, xdata=poro, ydata=perm)\n",
    "perm_pred = func3(poro, *popt)\n",
    "plt.plot(np.arange(0.1, 0.4, 0.01), func3(np.arange(0.1, 0.4, 0.01), *popt), color='black')\n",
    "plt.title(f'y={round(popt[0],2)}*x^{round(popt[1],2)}; R^2={round(r2_score(perm, perm_pred), 2)}')\n",
    "plt.xlabel('poro')\n",
    "plt.ylabel('perm')\n",
    "\n",
    "\n",
    "# корреляция krwr и perm\n",
    "plt.subplot(2, 3, 4)\n",
    "ax = plt.gca()\n",
    "plt.scatter(perm, krwr)\n",
    "ax.set_xscale('log')\n",
    "\n",
    "def func4(x, a, b):\n",
    "    y = a * np.log(x) + b\n",
    "    return y\n",
    "\n",
    "popt, pcov = curve_fit(func4, xdata=perm, ydata=krwr)\n",
    "krwr_pred = func4(perm, *popt)\n",
    "plt.plot(np.arange(10, 2000, 1), func4(np.arange(10, 2000, 1), *popt), color='black')\n",
    "plt.title(f'y={round(popt[0],2)}*ln(x)+{round(popt[1],2)}; R^2={round(r2_score(krwr, krwr_pred), 2)}')\n",
    "plt.xlabel('perm')\n",
    "plt.ylabel('krwr')\n",
    "\n",
    "\n",
    "# корреляция krorw и perm\n",
    "plt.subplot(2, 3, 5)\n",
    "ax = plt.gca()\n",
    "plt.scatter(perm, krorw)\n",
    "ax.set_xscale('log')\n",
    "\n",
    "def func5(x, a, b):\n",
    "    y = a * np.log(x) + b\n",
    "    return y\n",
    "\n",
    "popt, pcov = curve_fit(func5, xdata=perm, ydata=krorw)\n",
    "krorw_pred = func5(perm, *popt)\n",
    "plt.plot(np.arange(10, 2000, 1), func5(np.arange(10, 2000, 1), *popt), color='black')\n",
    "plt.title(f'y={round(popt[0],2)}*ln(x)+{round(popt[1],2)}; R^2={round(r2_score(krorw, krorw_pred), 2)}')\n",
    "plt.xlabel('perm')\n",
    "plt.ylabel('krorw')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "notebooks-source-env",
   "language": "python",
   "name": "python3"
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  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
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   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.9"
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}