{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "hhe35nl.5\n",
      "Synspec计算耗时：205.53秒\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x7ed6935ee6b0>]"
      ]
     },
     "execution_count": 7,
     "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": [
    "from synple import syn\n",
    "s = syn('hhe35nl.7', (20,100000.))\n",
    "\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "plt.ion()\n",
    "plt.plot(s[0],s[1]/s[2])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x70fa47437eb0>]"
      ]
     },
     "execution_count": 2,
     "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.semilogx(s[0], s[1])\n",
    "# Alternative method:\n",
    "# plt.plot(s[0], s[1])\n",
    "# plt.xscale('log')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "3.000000109999999950e+03 3.000014610000000175e+03 3.000029109999999946e+03 3.000046460000000025e+03 3.000063819999999851e+03 3.000081180000000131e+03 3.000098530000000210e+03 3.000115890000000036e+03 3.000133249999999862e+03 3.000150610000000142e+03 3.000167960000000221e+03 3.000185320000000047e+03 3.000202679999999873e+03 3.000220029999999952e+03 3.000237389999999778e+03 3.000254750000000058e+03 3.000272109999999884e+03 3.000289209999999912e+03 3.000306309999999939e+03 3.000323409999999967e+03 3.000340509999999995e+03 3.000357610000000022e+03 3.000374710000000050e+03 3.000391810000000078e+03 3.000408910000000105e+03 3.000426010000000133e+03 3.000443110000000161e+03 3.000459980000000087e+03 3.000476860000000215e+03 3.000493730000000141e+03 3.000510609999999815e+03 3.000527480000000196e+03 3.000544359999999870e+03 3.000561229999999796e+03 3.000578109999999924e+03 3.000594979999999850e+03 3.000611859999999979e+03 3.000628729999999905e+03 3.000645610000000033e+03 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5.996965869999999995e+03 5.997000180000000000e+03 5.997034499999999753e+03 5.997068809999999758e+03 5.997103130000000419e+03 5.997137440000000424e+03 5.997171750000000429e+03 5.997206070000000182e+03 5.997240380000000187e+03 5.997274699999999939e+03 5.997309009999999944e+03 5.997343329999999696e+03 5.997377639999999701e+03 5.997411949999999706e+03 5.997446270000000368e+03 5.997480580000000373e+03 5.997514900000000125e+03 5.997549210000000130e+03 5.997584209999999985e+03 5.997619209999999839e+03 5.997654209999999694e+03 5.997689209999999548e+03 5.997724210000000312e+03 5.997759210000000166e+03 5.997794210000000021e+03 5.997829149999999572e+03 5.997864090000000033e+03 5.997899040000000241e+03 5.997933979999999792e+03 5.997968920000000253e+03 5.998003859999999804e+03 5.998038800000000265e+03 5.998073739999999816e+03 5.998108680000000277e+03 5.998143619999999828e+03 5.998178560000000289e+03 5.998213509999999587e+03 5.998248450000000048e+03 5.998283389999999599e+03 5.998318330000000060e+03 5.998353269999999611e+03 5.998388210000000072e+03 5.998423149999999623e+03 5.998458090000000084e+03 5.998493040000000292e+03 5.998527979999999843e+03 5.998562920000000304e+03 5.998597859999999855e+03 5.998632800000000316e+03 5.998667739999999867e+03 5.998702680000000328e+03 5.998737619999999879e+03 5.998772560000000340e+03 5.998807509999999638e+03 5.998842450000000099e+03 5.998877389999999650e+03 5.998912330000000111e+03 5.998947269999999662e+03 5.998982210000000123e+03 5.999017340000000331e+03 5.999052459999999883e+03 5.999087590000000091e+03 5.999122709999999643e+03 5.999157839999999851e+03 5.999192960000000312e+03 5.999228089999999611e+03 5.999263210000000072e+03 5.999287210000000414e+03 5.999311209999999846e+03 5.999335210000000188e+03 5.999366210000000137e+03 5.999397210000000086e+03 5.999428210000000036e+03 5.999462110000000393e+03 5.999496009999999842e+03 5.999529910000000200e+03 5.999563809999999648e+03 5.999597710000000006e+03 5.999631610000000364e+03 5.999665509999999813e+03 5.999699410000000171e+03 5.999733309999999619e+03 5.999767209999999977e+03 5.999792209999999614e+03 5.999817210000000159e+03 5.999850709999999708e+03 5.999884210000000166e+03 5.999917709999999715e+03 5.999951210000000174e+03 5.999984709999999723e+03 6.000000210000000152e+03    5.031770000000000000e+07 5.169220000000000000e...\n",
       "Name: 0, dtype: object"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "\n",
    "data = pd.read_csv('hhe35nl.syn',comment='#')\n",
    "data.iloc[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "hhe35nl.5\n",
      "Synspec计算耗时：205.17秒\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x70fa4753f2e0>]"
      ]
     },
     "execution_count": 1,
     "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": [
    "from synple import syn\n",
    "s = syn('hhe35nl.7', (20,100000.))\n",
    "\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "plt.ion()\n",
    "plt.plot(s[0],s[1]/s[2])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/tmp/ipykernel_1729865/2022415184.py:2: ParserWarning: Falling back to the 'python' engine because the 'c' engine does not support regex separators (separators > 1 char and different from '\\s+' are interpreted as regex); you can avoid this warning by specifying engine='python'.\n",
      "  spec = pd.read_csv('/home/fmq/program/tlusty/tl208-s54/tests/synspec/hhe/results/hhe35nl.spec', names=['wavelength', 'flux'], sep=',,')\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>wavelength</th>\n",
       "      <th>flux</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>20.00000   -4.34276E-37</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>20.00160   -4.31596E-37</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>20.00320   -4.28926E-37</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>20.00480   -4.26266E-37</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>20.00640   -4.23617E-37</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>106980</th>\n",
       "      <td>99971.62848            NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>106981</th>\n",
       "      <td>99979.59784            NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>106982</th>\n",
       "      <td>99987.56719            NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>106983</th>\n",
       "      <td>99995.53655            NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>106984</th>\n",
       "      <td>100000.00353            NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>106985 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                         wavelength  flux\n",
       "0           20.00000   -4.34276E-37   NaN\n",
       "1           20.00160   -4.31596E-37   NaN\n",
       "2           20.00320   -4.28926E-37   NaN\n",
       "3           20.00480   -4.26266E-37   NaN\n",
       "4           20.00640   -4.23617E-37   NaN\n",
       "...                             ...   ...\n",
       "106980   99971.62848            NaN   NaN\n",
       "106981   99979.59784            NaN   NaN\n",
       "106982   99987.56719            NaN   NaN\n",
       "106983   99995.53655            NaN   NaN\n",
       "106984  100000.00353            NaN   NaN\n",
       "\n",
       "[106985 rows x 2 columns]"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "spec = pd.read_csv('/home/fmq/program/tlusty/tl208-s54/tests/synspec/hhe/results/hhe35nl.spec', names=['wavelength', 'flux'], sep=',,')\n",
    "spec"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/tmp/ipykernel_2052604/1704576223.py:2: ParserWarning: Falling back to the 'python' engine because the 'c' engine does not support regex separators (separators > 1 char and different from '\\s+' are interpreted as regex); you can avoid this warning by specifying engine='python'.\n",
      "  spec_con = pd.read_csv('/home/fmq/program/tlusty/tl208-s54/tests/tlusty/hhe/hhe35nc.14', names=['wavelength', 'flux'], sep='      ')\n"
     ]
    },
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>wavelength</th>\n",
       "      <th>flux</th>\n",
       "    </tr>\n",
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       "  <tbody>\n",
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       "      <td>111.461</td>\n",
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       "    <tr>\n",
       "      <th>2</th>\n",
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       "      <td>0.000053</td>\n",
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       "      <th>3</th>\n",
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       "      <td>0.000269</td>\n",
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       "    <tr>\n",
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       "      <td>127.102</td>\n",
       "      <td>0.001357</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
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       "      <td>273224.073</td>\n",
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       "    </tr>\n",
       "    <tr>\n",
       "      <th>124</th>\n",
       "      <td>353557.942</td>\n",
       "      <td>3.585000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>125</th>\n",
       "      <td>500805.842</td>\n",
       "      <td>0.893800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>126</th>\n",
       "      <td>858241.704</td>\n",
       "      <td>0.104100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>127</th>\n",
       "      <td>2997925.106</td>\n",
       "      <td>0.000707</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>128 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      wavelength       flux\n",
       "0        107.069   0.000002\n",
       "1        111.461   0.000010\n",
       "2        116.228   0.000053\n",
       "3        121.422   0.000269\n",
       "4        127.102   0.001357\n",
       "..           ...        ...\n",
       "123   273224.073  10.020000\n",
       "124   353557.942   3.585000\n",
       "125   500805.842   0.893800\n",
       "126   858241.704   0.104100\n",
       "127  2997925.106   0.000707\n",
       "\n",
       "[128 rows x 2 columns]"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "spec_con = pd.read_csv('/home/fmq/program/tlusty/tl208-s54/tests/tlusty/hhe/hhe35nc.14', names=['wavelength', 'flux'], sep='      ')\n",
    "spec_con"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/tmp/ipykernel_2052604/2129594439.py:2: ParserWarning: Falling back to the 'python' engine because the 'c' engine does not support regex separators (separators > 1 char and different from '\\s+' are interpreted as regex); you can avoid this warning by specifying engine='python'.\n",
      "  spec = pd.read_csv('/home/fmq/program/tlusty/tl208-s54/tests/tlusty/hhe/hhe35nl.14', names=['wavelength', 'flux'], sep='      ')\n"
     ]
    },
    {
     "data": {
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       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>wavelength</th>\n",
       "      <th>flux</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
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       "      <td>107.069</td>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>111.461</td>\n",
       "      <td>0.005368</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>116.228</td>\n",
       "      <td>0.020060</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>121.422</td>\n",
       "      <td>0.073730</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>127.102</td>\n",
       "      <td>0.266500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "    <tr>\n",
       "      <th>3093</th>\n",
       "      <td>273224.073</td>\n",
       "      <td>11.290000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3094</th>\n",
       "      <td>353557.942</td>\n",
       "      <td>4.114000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3095</th>\n",
       "      <td>500805.842</td>\n",
       "      <td>1.049000</td>\n",
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       "    <tr>\n",
       "      <th>3096</th>\n",
       "      <td>858241.704</td>\n",
       "      <td>0.125200</td>\n",
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       "    <tr>\n",
       "      <th>3097</th>\n",
       "      <td>2997925.106</td>\n",
       "      <td>0.000859</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>3098 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       wavelength       flux\n",
       "0         107.069   0.001414\n",
       "1         111.461   0.005368\n",
       "2         116.228   0.020060\n",
       "3         121.422   0.073730\n",
       "4         127.102   0.266500\n",
       "...           ...        ...\n",
       "3093   273224.073  11.290000\n",
       "3094   353557.942   4.114000\n",
       "3095   500805.842   1.049000\n",
       "3096   858241.704   0.125200\n",
       "3097  2997925.106   0.000859\n",
       "\n",
       "[3098 rows x 2 columns]"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "spec = pd.read_csv('/home/fmq/program/tlusty/tl208-s54/tests/tlusty/hhe/hhe35nl.14', names=['wavelength', 'flux'], sep='      ')\n",
    "spec"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "plt.plot(spec['wavelength'], spec['flux'])\n",
    "# plt.xlim(1000, 9000)\n",
    "plt.xscale('log')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "con_flux_interp = np.interp(spec['wavelength'], spec_con['wavelength'], spec_con['flux'])\n",
    "# plt.plot(spec_con['wavelength'], spec_con['flux'])\n",
    "plt.plot(spec['wavelength'], con_flux_interp)\n",
    "# plt.xlim(1000, 9000)\n",
    "plt.xscale('log')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(0.0, 1.2)"
      ]
     },
     "execution_count": 47,
     "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": [
    "import matplotlib.pyplot as plt\n",
    "plt.plot(spec['wavelength'], spec['flux']/con_flux_interp)\n",
    "plt.xlim(1000, 9000)\n",
    "plt.ylim(0, 1.2)\n",
    "# plt.xscale('log')"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "study",
   "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": "3.10.13"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}