Sins.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "%run sunny.py"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# imports\n",
    "import numpy as np\n",
    "import matplotlib\n",
    "import matplotlib.pyplot as plt\n",
    "import math\n",
    "import pandas as pd\n",
    "import math"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[ 1.9650e+03  2.0000e+00  0.0000e+00  9.9990e+02  2.3000e+01  3.7000e+01\n",
      "   1.1000e+01  1.1000e+01  8.1500e+01  1.4700e+02  9.9999e+04  9.9999e+04\n",
      "   9.9990e+02  6.2620e-03]\n",
      " [ 1.9650e+03  3.0000e+00  0.0000e+00  9.9990e+02  1.3000e+01  4.4000e+01\n",
      "   4.0000e+00  7.0000e+00  7.9400e+01  6.9000e+01  9.9999e+04  9.9999e+04\n",
      "   9.9990e+02  6.2620e-03]\n",
      " [ 1.9650e+03  4.0000e+00  0.0000e+00  9.9990e+02  1.0000e+01  4.4000e+01\n",
      "   1.2000e+01  4.0000e+00  7.8000e+01  8.6000e+01  9.9999e+04  9.9999e+04\n",
      "   9.9990e+02  6.2270e-03]\n",
      " [ 1.9650e+03  5.0000e+00  0.0000e+00  9.9990e+02  7.0000e+00  3.7000e+01\n",
      "   7.0000e+00  2.0000e+00  7.7400e+01  4.4000e+01  9.9999e+04  9.9999e+04\n",
      "   9.9990e+02  6.2620e-03]\n",
      " [ 1.9650e+03  6.0000e+00  0.0000e+00  9.9990e+02  3.0000e+00  2.8000e+01\n",
      "   1.1000e+01  2.0000e+00  7.7700e+01  3.3000e+01  9.9999e+04  9.9999e+04\n",
      "   9.9990e+02  6.2620e-03]\n",
      " [ 1.9650e+03  7.0000e+00  0.0000e+00  9.9990e+02  1.3000e+01  2.6000e+01\n",
      "   1.3000e+01  4.0000e+00  7.5700e+01  5.5000e+01  9.9999e+04  9.9999e+04\n",
      "   9.9990e+02  6.2620e-03]\n",
      " [ 1.9650e+03  8.0000e+00  0.0000e+00  9.9990e+02  2.7000e+01  2.5000e+01\n",
      "  -7.0000e+00  1.3000e+01  7.4900e+01  2.0900e+02  9.9999e+04  9.9999e+04\n",
      "   9.9990e+02  6.2300e-03]\n",
      " [ 1.9650e+03  9.0000e+00  0.0000e+00  9.9990e+02  1.7000e+01  1.7000e+01\n",
      "  -3.0000e+00  7.0000e+00  7.4100e+01  1.0900e+02  9.9999e+04  9.9999e+04\n",
      "   9.9990e+02  6.2300e-03]\n",
      " [ 1.9650e+03  1.0000e+01  0.0000e+00  9.9990e+02  1.3000e+01  1.2000e+01\n",
      "   2.0000e+00  5.0000e+00  7.3500e+01  6.7000e+01  9.9999e+04  9.9999e+04\n",
      "   9.9990e+02  6.1940e-03]\n",
      " [ 1.9650e+03  1.1000e+01  0.0000e+00  9.9990e+02  3.0000e+00  1.1000e+01\n",
      "   2.0000e+00  2.0000e+00  7.2700e+01  2.7000e+01  9.9999e+04  9.9999e+04\n",
      "   9.9990e+02  6.1940e-03]]\n",
      "(19752, 14)\n"
     ]
    }
   ],
   "source": [
    "# load data\n",
    "tmp_data = np.array(pd.read_csv('omni2_daily_eHiYe82FKM.lst', sep='\\s+'))\n",
    "print(tmp_data[:10, :])\n",
    "print(tmp_data.shape)\n",
    "\n",
    "data = pd.DataFrame(tmp_data, columns=['Year', 'DOY', 'Hour', 'B', 'Kp', 'R', 'Dst', 'ap', 'F10.7', 'AE', 'AL', 'AU', 'pc', 'Lyman-alpha'])\n",
    "# DOY | Dst \n",
    "data.head()\n",
    "N = data['Dst'].size"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_generator_3sin(delta, p, t1, t2, t3, A_sin_1, D_1, B_2, D_2):\n",
    "    freq1 = math.pi * 2 / t1\n",
    "    freq2 = math.pi * 2 / t2\n",
    "    freq3 = math.pi * 2 / t3\n",
    "    print(freq1, freq2, freq3)\n",
    "    def foo(day, prev, gen):\n",
    "        d = day % 365\n",
    "        val = p * prev\n",
    "        if in_spring_delta(d, delta) or in_autumn_delta(d, delta):\n",
    "            to_add = 0\n",
    "            to_add += gen.normal(A_sin_1 * math.sin(freq1 * day), D_1)\n",
    "            to_add += gen.normal(A_sin_1 * math.sin(freq2 * day), D_1)\n",
    "            to_add += gen.normal(A_sin_1 * math.sin(freq3 * day), D_1)\n",
    "            to_add /= 3\n",
    "            val += to_add\n",
    "            #print(to_add)\n",
    "        else:\n",
    "            val += gen.normal(B_2 * math.sin(freq1 * day), D_2)\n",
    "        return val\n",
    "    return Generative(foo)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.23271056693257727 0.26158140329640245 0.22431936119884277\n"
     ]
    }
   ],
   "source": [
    "my_generator = get_generator_3sin(delta=41, p=0.85, t1=27, t2=24.02, t3=28.01, A_sin_1=18.5 * 0.55, D_1=2 * 0.6, B_2 = 3.8, D_2 = 1)\n",
    "dt = imitate_Dst_new(my_generator, N)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 900x600 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1224x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "(95.16916038949327, 64.22625253964269, 92.26198474926935)"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "arrx = pd.DataFrame(dt, columns=['Dst'])\n",
    "arrx['DOY'] = np.arange(0, len(arrx['Dst']))\n",
    "mFFT(dt, draw=True, x1=0, x2=200)\n",
    "retrieve_energy(arrx, draw=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
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       " ...]"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dt"
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  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "(109.44205619058732, 66.43172869772306, 112.58236499021905)"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "retrieve_energy(data, draw=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "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": "3.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}