積立損益計算.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 価格データを取得して損益を計算する"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "metadata": {}
   },
   "outputs": [],
   "source": [
    "# データ取得にyfinanceを利用する\n",
    "# %pip install -U yfinance -q"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "metadata": {}
   },
   "outputs": [],
   "source": [
    "from time import sleep\n",
    "\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import yfinance as yf"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "metadata": {}
   },
   "outputs": [],
   "source": [
    "start = '2022-01-01'\n",
    "end = pd.Timestamp.today().date()\n",
    "index = pd.date_range(start, end, freq='ME')  # 月末の日付\n",
    "symbols = {\n",
    "            'S&P500': '^GSPC',\n",
    "            'GOLD': 'GC=F',\n",
    "            'USD/JPY': 'JPY=X',\n",
    "            }  # name: ticker"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "価格データの取得"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "metadata": {}
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[*********************100%%**********************]  1 of 1 completed\n",
      "[*********************100%%**********************]  1 of 1 completed\n",
      "[*********************100%%**********************]  1 of 1 completed\n"
     ]
    }
   ],
   "source": [
    "dfs = {}\n",
    "for k, v in symbols.items():\n",
    "    df = yf.download(tickers=v, start=start, end=end, auto_adjust=True)\n",
    "    df = df.join(pd.DataFrame(index=index), how='outer')  # 月末の日付がなければ入れる\n",
    "    df = df.ffill()  # 空白は前日のデータで埋める\n",
    "    dfs[k] = df\n",
    "    sleep(1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "取得データの確認"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "metadata": {}
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "        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>Open</th>\n",
       "      <th>High</th>\n",
       "      <th>Low</th>\n",
       "      <th>Close</th>\n",
       "      <th>Volume</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2022-01-03</th>\n",
       "      <td>4778.140137</td>\n",
       "      <td>4796.640137</td>\n",
       "      <td>4758.169922</td>\n",
       "      <td>4796.560059</td>\n",
       "      <td>3.831020e+09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-01-04</th>\n",
       "      <td>4804.509766</td>\n",
       "      <td>4818.620117</td>\n",
       "      <td>4774.270020</td>\n",
       "      <td>4793.540039</td>\n",
       "      <td>4.683170e+09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-01-05</th>\n",
       "      <td>4787.990234</td>\n",
       "      <td>4797.700195</td>\n",
       "      <td>4699.439941</td>\n",
       "      <td>4700.580078</td>\n",
       "      <td>4.887960e+09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-01-06</th>\n",
       "      <td>4693.390137</td>\n",
       "      <td>4725.009766</td>\n",
       "      <td>4671.259766</td>\n",
       "      <td>4696.049805</td>\n",
       "      <td>4.295280e+09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-01-07</th>\n",
       "      <td>4697.660156</td>\n",
       "      <td>4707.950195</td>\n",
       "      <td>4662.740234</td>\n",
       "      <td>4677.029785</td>\n",
       "      <td>4.181510e+09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2025-01-27</th>\n",
       "      <td>5969.040039</td>\n",
       "      <td>6017.169922</td>\n",
       "      <td>5962.919922</td>\n",
       "      <td>6012.279785</td>\n",
       "      <td>5.198750e+09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2025-01-28</th>\n",
       "      <td>6026.970215</td>\n",
       "      <td>6074.540039</td>\n",
       "      <td>5994.629883</td>\n",
       "      <td>6067.700195</td>\n",
       "      <td>4.473640e+09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2025-01-29</th>\n",
       "      <td>6057.700195</td>\n",
       "      <td>6062.830078</td>\n",
       "      <td>6012.959961</td>\n",
       "      <td>6039.310059</td>\n",
       "      <td>4.115310e+09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2025-01-30</th>\n",
       "      <td>6050.750000</td>\n",
       "      <td>6086.640137</td>\n",
       "      <td>6027.459961</td>\n",
       "      <td>6071.169922</td>\n",
       "      <td>4.634620e+09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2025-01-31</th>\n",
       "      <td>6096.790039</td>\n",
       "      <td>6120.910156</td>\n",
       "      <td>6030.930176</td>\n",
       "      <td>6040.529785</td>\n",
       "      <td>4.843770e+09</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>783 rows × 5 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                   Open         High          Low        Close        Volume\n",
       "2022-01-03  4778.140137  4796.640137  4758.169922  4796.560059  3.831020e+09\n",
       "2022-01-04  4804.509766  4818.620117  4774.270020  4793.540039  4.683170e+09\n",
       "2022-01-05  4787.990234  4797.700195  4699.439941  4700.580078  4.887960e+09\n",
       "2022-01-06  4693.390137  4725.009766  4671.259766  4696.049805  4.295280e+09\n",
       "2022-01-07  4697.660156  4707.950195  4662.740234  4677.029785  4.181510e+09\n",
       "...                 ...          ...          ...          ...           ...\n",
       "2025-01-27  5969.040039  6017.169922  5962.919922  6012.279785  5.198750e+09\n",
       "2025-01-28  6026.970215  6074.540039  5994.629883  6067.700195  4.473640e+09\n",
       "2025-01-29  6057.700195  6062.830078  6012.959961  6039.310059  4.115310e+09\n",
       "2025-01-30  6050.750000  6086.640137  6027.459961  6071.169922  4.634620e+09\n",
       "2025-01-31  6096.790039  6120.910156  6030.930176  6040.529785  4.843770e+09\n",
       "\n",
       "[783 rows x 5 columns]"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dfs['S&P500']  # UTC?"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "グラフ表示"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "metadata": {}
   },
   "outputs": [],
   "source": [
    "def create_axs(nrows, figsize=None):\n",
    "    _, axs = plt.subplots(nrows, 1, layout='constrained', sharex=True, figsize=figsize)\n",
    "    params = {'right': True, 'left': False, 'labelleft': False, 'labelright': True}\n",
    "    for i in range(nrows):\n",
    "        axs[i].tick_params(**params, bottom=True if i == nrows -1 else False)\n",
    "        axs[i].yaxis.set_label_position('right')\n",
    "    return axs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "metadata": {}
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "for ax, i in zip(create_axs(3), symbols):\n",
    "    ax.plot(dfs[i].Close, label=i)\n",
    "    ax.legend()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "使用データ（月末のデータのみを使用）"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "metadata": {}
   },
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>S&amp;P500</th>\n",
       "      <th>GOLD</th>\n",
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       "      <th>2022-08-31</th>\n",
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       "      <th>2022-09-30</th>\n",
       "      <td>3585.620117</td>\n",
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       "      <th>2022-10-31</th>\n",
       "      <td>3871.979980</td>\n",
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       "      <th>2022-11-30</th>\n",
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       "      <td>138.744995</td>\n",
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       "    <tr>\n",
       "      <th>2022-12-31</th>\n",
       "      <td>3839.500000</td>\n",
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       "      <td>132.916000</td>\n",
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       "    <tr>\n",
       "      <th>2023-01-31</th>\n",
       "      <td>4076.600098</td>\n",
       "      <td>1929.500000</td>\n",
       "      <td>130.479004</td>\n",
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       "    <tr>\n",
       "      <th>2023-02-28</th>\n",
       "      <td>3970.149902</td>\n",
       "      <td>1828.900024</td>\n",
       "      <td>136.317001</td>\n",
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       "    <tr>\n",
       "      <th>2023-03-31</th>\n",
       "      <td>4109.310059</td>\n",
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       "    <tr>\n",
       "      <th>2023-04-30</th>\n",
       "      <td>4169.479980</td>\n",
       "      <td>1990.099976</td>\n",
       "      <td>133.802002</td>\n",
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       "      <th>2023-05-31</th>\n",
       "      <td>4179.830078</td>\n",
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       "      <th>2023-06-30</th>\n",
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       "      <th>2023-07-31</th>\n",
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       "      <th>2023-08-31</th>\n",
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       "      <th>2023-09-30</th>\n",
       "      <td>4288.049805</td>\n",
       "      <td>1848.099976</td>\n",
       "      <td>149.337006</td>\n",
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       "    <tr>\n",
       "      <th>2023-10-31</th>\n",
       "      <td>4193.799805</td>\n",
       "      <td>1985.199951</td>\n",
       "      <td>149.110992</td>\n",
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       "    <tr>\n",
       "      <th>2023-11-30</th>\n",
       "      <td>4567.799805</td>\n",
       "      <td>2038.099976</td>\n",
       "      <td>147.039001</td>\n",
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       "    <tr>\n",
       "      <th>2023-12-31</th>\n",
       "      <td>4769.830078</td>\n",
       "      <td>2062.399902</td>\n",
       "      <td>141.429993</td>\n",
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       "    <tr>\n",
       "      <th>2024-01-31</th>\n",
       "      <td>4845.649902</td>\n",
       "      <td>2048.399902</td>\n",
       "      <td>147.369003</td>\n",
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       "    <tr>\n",
       "      <th>2024-02-29</th>\n",
       "      <td>5096.270020</td>\n",
       "      <td>2045.699951</td>\n",
       "      <td>150.656006</td>\n",
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       "    <tr>\n",
       "      <th>2024-03-31</th>\n",
       "      <td>5254.350098</td>\n",
       "      <td>2217.399902</td>\n",
       "      <td>151.440002</td>\n",
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       "    <tr>\n",
       "      <th>2024-04-30</th>\n",
       "      <td>5035.689941</td>\n",
       "      <td>2291.399902</td>\n",
       "      <td>156.313995</td>\n",
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       "    <tr>\n",
       "      <th>2024-05-31</th>\n",
       "      <td>5277.509766</td>\n",
       "      <td>2322.899902</td>\n",
       "      <td>156.953003</td>\n",
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       "    <tr>\n",
       "      <th>2024-06-30</th>\n",
       "      <td>5460.479980</td>\n",
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       "      <td>160.686996</td>\n",
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       "    <tr>\n",
       "      <th>2024-07-31</th>\n",
       "      <td>5522.299805</td>\n",
       "      <td>2426.500000</td>\n",
       "      <td>152.669998</td>\n",
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       "    <tr>\n",
       "      <th>2024-08-31</th>\n",
       "      <td>5648.399902</td>\n",
       "      <td>2493.800049</td>\n",
       "      <td>144.889999</td>\n",
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       "    <tr>\n",
       "      <th>2024-09-30</th>\n",
       "      <td>5762.479980</td>\n",
       "      <td>2636.100098</td>\n",
       "      <td>142.783005</td>\n",
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       "    <tr>\n",
       "      <th>2024-10-31</th>\n",
       "      <td>5705.450195</td>\n",
       "      <td>2738.300049</td>\n",
       "      <td>153.203995</td>\n",
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       "    <tr>\n",
       "      <th>2024-11-30</th>\n",
       "      <td>6032.379883</td>\n",
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       "      <th>2024-12-31</th>\n",
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       "    <tr>\n",
       "      <th>2025-01-31</th>\n",
       "      <td>6040.529785</td>\n",
       "      <td>2831.500000</td>\n",
       "      <td>154.097000</td>\n",
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      ],
      "text/plain": [
       "                 S&P500         GOLD     USD/JPY\n",
       "2022-08-31  3955.000000  1712.800049  138.733994\n",
       "2022-09-30  3585.620117  1662.400024  144.431000\n",
       "2022-10-31  3871.979980  1635.900024  147.811996\n",
       "2022-11-30  4080.110107  1746.000000  138.744995\n",
       "2022-12-31  3839.500000  1819.699951  132.916000\n",
       "2023-01-31  4076.600098  1929.500000  130.479004\n",
       "2023-02-28  3970.149902  1828.900024  136.317001\n",
       "2023-03-31  4109.310059  1969.000000  133.201004\n",
       "2023-04-30  4169.479980  1990.099976  133.802002\n",
       "2023-05-31  4179.830078  1963.900024  139.792007\n",
       "2023-06-30  4450.379883  1921.099976  144.779999\n",
       "2023-07-31  4588.959961  1970.500000  140.757996\n",
       "2023-08-31  4507.660156  1938.199951  146.098999\n",
       "2023-09-30  4288.049805  1848.099976  149.337006\n",
       "2023-10-31  4193.799805  1985.199951  149.110992\n",
       "2023-11-30  4567.799805  2038.099976  147.039001\n",
       "2023-12-31  4769.830078  2062.399902  141.429993\n",
       "2024-01-31  4845.649902  2048.399902  147.369003\n",
       "2024-02-29  5096.270020  2045.699951  150.656006\n",
       "2024-03-31  5254.350098  2217.399902  151.440002\n",
       "2024-04-30  5035.689941  2291.399902  156.313995\n",
       "2024-05-31  5277.509766  2322.899902  156.953003\n",
       "2024-06-30  5460.479980  2327.699951  160.686996\n",
       "2024-07-31  5522.299805  2426.500000  152.669998\n",
       "2024-08-31  5648.399902  2493.800049  144.889999\n",
       "2024-09-30  5762.479980  2636.100098  142.783005\n",
       "2024-10-31  5705.450195  2738.300049  153.203995\n",
       "2024-11-30  6032.379883  2657.000000  151.173996\n",
       "2024-12-31  5881.629883  2629.199951  156.994995\n",
       "2025-01-31  6040.529785  2831.500000  154.097000"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.concat([dfs[i].loc[index, ['Close']]['2022-08-01':] for i in symbols], axis=1)\n",
    "df.columns = symbols\n",
    "df"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "購入量の計算（毎月1万円分ずつ購入）"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "metadata": {}
   },
   "outputs": [
    {
     "data": {
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       "      <th>S&amp;P500</th>\n",
       "      <th>GOLD</th>\n",
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       "      <th>2022-08-31</th>\n",
       "      <td>3955.0000</td>\n",
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       "      <th>2022-09-30</th>\n",
       "      <td>3585.6201</td>\n",
       "      <td>1662.4000</td>\n",
       "      <td>144.431</td>\n",
       "      <td>10000</td>\n",
       "      <td>69.2372</td>\n",
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       "      <th>2022-10-31</th>\n",
       "      <td>3871.9800</td>\n",
       "      <td>1635.9000</td>\n",
       "      <td>147.812</td>\n",
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       "      <td>143.5605</td>\n",
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       "      <td>0.0550</td>\n",
       "      <td>3798.9631</td>\n",
       "      <td>0.0414</td>\n",
       "      <td>0.1251</td>\n",
       "      <td>1670.5949</td>\n",
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       "    <tr>\n",
       "      <th>2022-11-30</th>\n",
       "      <td>4080.1101</td>\n",
       "      <td>1746.0000</td>\n",
       "      <td>138.745</td>\n",
       "      <td>10000</td>\n",
       "      <td>72.0747</td>\n",
       "      <td>142.3256</td>\n",
       "      <td>0.0177</td>\n",
       "      <td>0.0727</td>\n",
       "      <td>3867.3032</td>\n",
       "      <td>0.0413</td>\n",
       "      <td>0.1664</td>\n",
       "      <td>1689.3048</td>\n",
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       "    <tr>\n",
       "      <th>2022-12-31</th>\n",
       "      <td>3839.5000</td>\n",
       "      <td>1819.7000</td>\n",
       "      <td>132.916</td>\n",
       "      <td>10000</td>\n",
       "      <td>75.2355</td>\n",
       "      <td>140.3386</td>\n",
       "      <td>0.0196</td>\n",
       "      <td>0.0923</td>\n",
       "      <td>3861.3985</td>\n",
       "      <td>0.0413</td>\n",
       "      <td>0.2077</td>\n",
       "      <td>1715.2598</td>\n",
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       "    <tr>\n",
       "      <th>2023-01-31</th>\n",
       "      <td>4076.6001</td>\n",
       "      <td>1929.5000</td>\n",
       "      <td>130.479</td>\n",
       "      <td>10000</td>\n",
       "      <td>76.6407</td>\n",
       "      <td>138.5931</td>\n",
       "      <td>0.0188</td>\n",
       "      <td>0.1111</td>\n",
       "      <td>3897.8252</td>\n",
       "      <td>0.0397</td>\n",
       "      <td>0.2474</td>\n",
       "      <td>1749.6518</td>\n",
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       "    <tr>\n",
       "      <th>2023-02-28</th>\n",
       "      <td>3970.1499</td>\n",
       "      <td>1828.9000</td>\n",
       "      <td>136.317</td>\n",
       "      <td>10000</td>\n",
       "      <td>73.3584</td>\n",
       "      <td>138.2633</td>\n",
       "      <td>0.0185</td>\n",
       "      <td>0.1295</td>\n",
       "      <td>3908.1411</td>\n",
       "      <td>0.0401</td>\n",
       "      <td>0.2875</td>\n",
       "      <td>1760.7065</td>\n",
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       "    <tr>\n",
       "      <th>2023-03-31</th>\n",
       "      <td>4109.3101</td>\n",
       "      <td>1969.0000</td>\n",
       "      <td>133.201</td>\n",
       "      <td>10000</td>\n",
       "      <td>75.0745</td>\n",
       "      <td>137.6096</td>\n",
       "      <td>0.0183</td>\n",
       "      <td>0.1478</td>\n",
       "      <td>3933.0049</td>\n",
       "      <td>0.0381</td>\n",
       "      <td>0.3257</td>\n",
       "      <td>1785.0925</td>\n",
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       "    <tr>\n",
       "      <th>2023-04-30</th>\n",
       "      <td>4169.4800</td>\n",
       "      <td>1990.1000</td>\n",
       "      <td>133.802</td>\n",
       "      <td>10000</td>\n",
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       "      <td>137.1758</td>\n",
       "      <td>0.0179</td>\n",
       "      <td>0.1657</td>\n",
       "      <td>3958.5799</td>\n",
       "      <td>0.0376</td>\n",
       "      <td>0.3632</td>\n",
       "      <td>1806.2886</td>\n",
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       "    <tr>\n",
       "      <th>2023-05-31</th>\n",
       "      <td>4179.8301</td>\n",
       "      <td>1963.9000</td>\n",
       "      <td>139.792</td>\n",
       "      <td>10000</td>\n",
       "      <td>71.5348</td>\n",
       "      <td>137.4330</td>\n",
       "      <td>0.0171</td>\n",
       "      <td>0.1829</td>\n",
       "      <td>3979.2880</td>\n",
       "      <td>0.0364</td>\n",
       "      <td>0.3997</td>\n",
       "      <td>1820.6535</td>\n",
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       "    <tr>\n",
       "      <th>2023-06-30</th>\n",
       "      <td>4450.3799</td>\n",
       "      <td>1921.1000</td>\n",
       "      <td>144.780</td>\n",
       "      <td>10000</td>\n",
       "      <td>69.0703</td>\n",
       "      <td>138.0700</td>\n",
       "      <td>0.0155</td>\n",
       "      <td>0.1984</td>\n",
       "      <td>4016.1446</td>\n",
       "      <td>0.0360</td>\n",
       "      <td>0.4356</td>\n",
       "      <td>1828.9441</td>\n",
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       "    <tr>\n",
       "      <th>2023-07-31</th>\n",
       "      <td>4588.9600</td>\n",
       "      <td>1970.5000</td>\n",
       "      <td>140.758</td>\n",
       "      <td>10000</td>\n",
       "      <td>71.0439</td>\n",
       "      <td>138.2901</td>\n",
       "      <td>0.0155</td>\n",
       "      <td>0.2139</td>\n",
       "      <td>4057.6121</td>\n",
       "      <td>0.0361</td>\n",
       "      <td>0.4717</td>\n",
       "      <td>1839.7647</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2023-08-31</th>\n",
       "      <td>4507.6602</td>\n",
       "      <td>1938.2000</td>\n",
       "      <td>146.099</td>\n",
       "      <td>10000</td>\n",
       "      <td>68.4467</td>\n",
       "      <td>138.8610</td>\n",
       "      <td>0.0152</td>\n",
       "      <td>0.2290</td>\n",
       "      <td>4087.4487</td>\n",
       "      <td>0.0353</td>\n",
       "      <td>0.5070</td>\n",
       "      <td>1846.6214</td>\n",
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       "    <tr>\n",
       "      <th>2023-09-30</th>\n",
       "      <td>4288.0498</td>\n",
       "      <td>1848.1000</td>\n",
       "      <td>149.337</td>\n",
       "      <td>10000</td>\n",
       "      <td>66.9626</td>\n",
       "      <td>139.5603</td>\n",
       "      <td>0.0156</td>\n",
       "      <td>0.2447</td>\n",
       "      <td>4100.2529</td>\n",
       "      <td>0.0362</td>\n",
       "      <td>0.5432</td>\n",
       "      <td>1846.7200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2023-10-31</th>\n",
       "      <td>4193.7998</td>\n",
       "      <td>1985.2000</td>\n",
       "      <td>149.111</td>\n",
       "      <td>10000</td>\n",
       "      <td>67.0641</td>\n",
       "      <td>140.1588</td>\n",
       "      <td>0.0160</td>\n",
       "      <td>0.2606</td>\n",
       "      <td>4105.9922</td>\n",
       "      <td>0.0338</td>\n",
       "      <td>0.5770</td>\n",
       "      <td>1854.8279</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2023-11-30</th>\n",
       "      <td>4567.7998</td>\n",
       "      <td>2038.1000</td>\n",
       "      <td>147.039</td>\n",
       "      <td>10000</td>\n",
       "      <td>68.0092</td>\n",
       "      <td>140.5699</td>\n",
       "      <td>0.0149</td>\n",
       "      <td>0.2755</td>\n",
       "      <td>4130.9464</td>\n",
       "      <td>0.0334</td>\n",
       "      <td>0.6104</td>\n",
       "      <td>1864.8476</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2023-12-31</th>\n",
       "      <td>4769.8301</td>\n",
       "      <td>2062.3999</td>\n",
       "      <td>141.430</td>\n",
       "      <td>10000</td>\n",
       "      <td>70.7064</td>\n",
       "      <td>140.6202</td>\n",
       "      <td>0.0148</td>\n",
       "      <td>0.2904</td>\n",
       "      <td>4163.5632</td>\n",
       "      <td>0.0343</td>\n",
       "      <td>0.6446</td>\n",
       "      <td>1875.3539</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-01-31</th>\n",
       "      <td>4845.6499</td>\n",
       "      <td>2048.3999</td>\n",
       "      <td>147.369</td>\n",
       "      <td>10000</td>\n",
       "      <td>67.8569</td>\n",
       "      <td>140.9789</td>\n",
       "      <td>0.0140</td>\n",
       "      <td>0.3044</td>\n",
       "      <td>4194.9458</td>\n",
       "      <td>0.0331</td>\n",
       "      <td>0.6778</td>\n",
       "      <td>1883.8117</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-02-29</th>\n",
       "      <td>5096.2700</td>\n",
       "      <td>2045.7000</td>\n",
       "      <td>150.656</td>\n",
       "      <td>10000</td>\n",
       "      <td>66.3764</td>\n",
       "      <td>141.4571</td>\n",
       "      <td>0.0130</td>\n",
       "      <td>0.3174</td>\n",
       "      <td>4231.9330</td>\n",
       "      <td>0.0324</td>\n",
       "      <td>0.7102</td>\n",
       "      <td>1891.2077</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-03-31</th>\n",
       "      <td>5254.3501</td>\n",
       "      <td>2217.3999</td>\n",
       "      <td>151.440</td>\n",
       "      <td>10000</td>\n",
       "      <td>66.0328</td>\n",
       "      <td>141.9249</td>\n",
       "      <td>0.0126</td>\n",
       "      <td>0.3300</td>\n",
       "      <td>4270.8746</td>\n",
       "      <td>0.0298</td>\n",
       "      <td>0.7400</td>\n",
       "      <td>1904.3346</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-04-30</th>\n",
       "      <td>5035.6899</td>\n",
       "      <td>2291.3999</td>\n",
       "      <td>156.314</td>\n",
       "      <td>10000</td>\n",
       "      <td>63.9738</td>\n",
       "      <td>142.5497</td>\n",
       "      <td>0.0127</td>\n",
       "      <td>0.3427</td>\n",
       "      <td>4299.2301</td>\n",
       "      <td>0.0279</td>\n",
       "      <td>0.7679</td>\n",
       "      <td>1918.4071</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-05-31</th>\n",
       "      <td>5277.5098</td>\n",
       "      <td>2322.8999</td>\n",
       "      <td>156.953</td>\n",
       "      <td>10000</td>\n",
       "      <td>63.7133</td>\n",
       "      <td>143.1468</td>\n",
       "      <td>0.0121</td>\n",
       "      <td>0.3547</td>\n",
       "      <td>4332.5240</td>\n",
       "      <td>0.0274</td>\n",
       "      <td>0.7953</td>\n",
       "      <td>1932.3566</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-06-30</th>\n",
       "      <td>5460.4800</td>\n",
       "      <td>2327.7000</td>\n",
       "      <td>160.687</td>\n",
       "      <td>10000</td>\n",
       "      <td>62.2328</td>\n",
       "      <td>143.8294</td>\n",
       "      <td>0.0114</td>\n",
       "      <td>0.3661</td>\n",
       "      <td>4367.6353</td>\n",
       "      <td>0.0267</td>\n",
       "      <td>0.8221</td>\n",
       "      <td>1945.2140</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-07-31</th>\n",
       "      <td>5522.2998</td>\n",
       "      <td>2426.5000</td>\n",
       "      <td>152.670</td>\n",
       "      <td>10000</td>\n",
       "      <td>65.5008</td>\n",
       "      <td>144.1773</td>\n",
       "      <td>0.0119</td>\n",
       "      <td>0.3780</td>\n",
       "      <td>4403.8681</td>\n",
       "      <td>0.0270</td>\n",
       "      <td>0.8491</td>\n",
       "      <td>1960.5152</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-08-31</th>\n",
       "      <td>5648.3999</td>\n",
       "      <td>2493.8000</td>\n",
       "      <td>144.890</td>\n",
       "      <td>10000</td>\n",
       "      <td>69.0179</td>\n",
       "      <td>144.2057</td>\n",
       "      <td>0.0122</td>\n",
       "      <td>0.3902</td>\n",
       "      <td>4442.8395</td>\n",
       "      <td>0.0277</td>\n",
       "      <td>0.8767</td>\n",
       "      <td>1977.3491</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-09-30</th>\n",
       "      <td>5762.4800</td>\n",
       "      <td>2636.1001</td>\n",
       "      <td>142.783</td>\n",
       "      <td>10000</td>\n",
       "      <td>70.0363</td>\n",
       "      <td>144.1504</td>\n",
       "      <td>0.0122</td>\n",
       "      <td>0.4024</td>\n",
       "      <td>4482.7008</td>\n",
       "      <td>0.0266</td>\n",
       "      <td>0.9033</td>\n",
       "      <td>1996.7242</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-10-31</th>\n",
       "      <td>5705.4502</td>\n",
       "      <td>2738.3000</td>\n",
       "      <td>153.204</td>\n",
       "      <td>10000</td>\n",
       "      <td>65.2724</td>\n",
       "      <td>144.4666</td>\n",
       "      <td>0.0114</td>\n",
       "      <td>0.4138</td>\n",
       "      <td>4516.5060</td>\n",
       "      <td>0.0238</td>\n",
       "      <td>0.9272</td>\n",
       "      <td>2015.7899</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-11-30</th>\n",
       "      <td>6032.3799</td>\n",
       "      <td>2657.0000</td>\n",
       "      <td>151.174</td>\n",
       "      <td>10000</td>\n",
       "      <td>66.1489</td>\n",
       "      <td>144.6959</td>\n",
       "      <td>0.0110</td>\n",
       "      <td>0.4248</td>\n",
       "      <td>4555.6392</td>\n",
       "      <td>0.0249</td>\n",
       "      <td>0.9520</td>\n",
       "      <td>2032.5576</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-12-31</th>\n",
       "      <td>5881.6299</td>\n",
       "      <td>2629.2000</td>\n",
       "      <td>156.995</td>\n",
       "      <td>10000</td>\n",
       "      <td>63.6963</td>\n",
       "      <td>145.0879</td>\n",
       "      <td>0.0108</td>\n",
       "      <td>0.4356</td>\n",
       "      <td>4588.6055</td>\n",
       "      <td>0.0242</td>\n",
       "      <td>0.9763</td>\n",
       "      <td>2047.3634</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2025-01-31</th>\n",
       "      <td>6040.5298</td>\n",
       "      <td>2831.5000</td>\n",
       "      <td>154.097</td>\n",
       "      <td>10000</td>\n",
       "      <td>64.8942</td>\n",
       "      <td>145.3712</td>\n",
       "      <td>0.0107</td>\n",
       "      <td>0.4463</td>\n",
       "      <td>4623.5523</td>\n",
       "      <td>0.0229</td>\n",
       "      <td>0.9992</td>\n",
       "      <td>2065.3493</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               S&P500       GOLD  USD/JPY  YEN_amount  USD_amount  \\\n",
       "2022-08-31  3955.0000  1712.8000  138.734       10000     72.0804   \n",
       "2022-09-30  3585.6201  1662.4000  144.431       10000     69.2372   \n",
       "2022-10-31  3871.9800  1635.9000  147.812       10000     67.6535   \n",
       "2022-11-30  4080.1101  1746.0000  138.745       10000     72.0747   \n",
       "2022-12-31  3839.5000  1819.7000  132.916       10000     75.2355   \n",
       "2023-01-31  4076.6001  1929.5000  130.479       10000     76.6407   \n",
       "2023-02-28  3970.1499  1828.9000  136.317       10000     73.3584   \n",
       "2023-03-31  4109.3101  1969.0000  133.201       10000     75.0745   \n",
       "2023-04-30  4169.4800  1990.1000  133.802       10000     74.7373   \n",
       "2023-05-31  4179.8301  1963.9000  139.792       10000     71.5348   \n",
       "2023-06-30  4450.3799  1921.1000  144.780       10000     69.0703   \n",
       "2023-07-31  4588.9600  1970.5000  140.758       10000     71.0439   \n",
       "2023-08-31  4507.6602  1938.2000  146.099       10000     68.4467   \n",
       "2023-09-30  4288.0498  1848.1000  149.337       10000     66.9626   \n",
       "2023-10-31  4193.7998  1985.2000  149.111       10000     67.0641   \n",
       "2023-11-30  4567.7998  2038.1000  147.039       10000     68.0092   \n",
       "2023-12-31  4769.8301  2062.3999  141.430       10000     70.7064   \n",
       "2024-01-31  4845.6499  2048.3999  147.369       10000     67.8569   \n",
       "2024-02-29  5096.2700  2045.7000  150.656       10000     66.3764   \n",
       "2024-03-31  5254.3501  2217.3999  151.440       10000     66.0328   \n",
       "2024-04-30  5035.6899  2291.3999  156.314       10000     63.9738   \n",
       "2024-05-31  5277.5098  2322.8999  156.953       10000     63.7133   \n",
       "2024-06-30  5460.4800  2327.7000  160.687       10000     62.2328   \n",
       "2024-07-31  5522.2998  2426.5000  152.670       10000     65.5008   \n",
       "2024-08-31  5648.3999  2493.8000  144.890       10000     69.0179   \n",
       "2024-09-30  5762.4800  2636.1001  142.783       10000     70.0363   \n",
       "2024-10-31  5705.4502  2738.3000  153.204       10000     65.2724   \n",
       "2024-11-30  6032.3799  2657.0000  151.174       10000     66.1489   \n",
       "2024-12-31  5881.6299  2629.2000  156.995       10000     63.6963   \n",
       "2025-01-31  6040.5298  2831.5000  154.097       10000     64.8942   \n",
       "\n",
       "            average_USD/JPY  S&P500_amount  S&P500_sum  average_S&P500  \\\n",
       "2022-08-31         138.7340         0.0182      0.0182       3955.0000   \n",
       "2022-09-30         141.5252         0.0193      0.0375       3764.9735   \n",
       "2022-10-31         143.5605         0.0175      0.0550       3798.9631   \n",
       "2022-11-30         142.3256         0.0177      0.0727       3867.3032   \n",
       "2022-12-31         140.3386         0.0196      0.0923       3861.3985   \n",
       "2023-01-31         138.5931         0.0188      0.1111       3897.8252   \n",
       "2023-02-28         138.2633         0.0185      0.1295       3908.1411   \n",
       "2023-03-31         137.6096         0.0183      0.1478       3933.0049   \n",
       "2023-04-30         137.1758         0.0179      0.1657       3958.5799   \n",
       "2023-05-31         137.4330         0.0171      0.1829       3979.2880   \n",
       "2023-06-30         138.0700         0.0155      0.1984       4016.1446   \n",
       "2023-07-31         138.2901         0.0155      0.2139       4057.6121   \n",
       "2023-08-31         138.8610         0.0152      0.2290       4087.4487   \n",
       "2023-09-30         139.5603         0.0156      0.2447       4100.2529   \n",
       "2023-10-31         140.1588         0.0160      0.2606       4105.9922   \n",
       "2023-11-30         140.5699         0.0149      0.2755       4130.9464   \n",
       "2023-12-31         140.6202         0.0148      0.2904       4163.5632   \n",
       "2024-01-31         140.9789         0.0140      0.3044       4194.9458   \n",
       "2024-02-29         141.4571         0.0130      0.3174       4231.9330   \n",
       "2024-03-31         141.9249         0.0126      0.3300       4270.8746   \n",
       "2024-04-30         142.5497         0.0127      0.3427       4299.2301   \n",
       "2024-05-31         143.1468         0.0121      0.3547       4332.5240   \n",
       "2024-06-30         143.8294         0.0114      0.3661       4367.6353   \n",
       "2024-07-31         144.1773         0.0119      0.3780       4403.8681   \n",
       "2024-08-31         144.2057         0.0122      0.3902       4442.8395   \n",
       "2024-09-30         144.1504         0.0122      0.4024       4482.7008   \n",
       "2024-10-31         144.4666         0.0114      0.4138       4516.5060   \n",
       "2024-11-30         144.6959         0.0110      0.4248       4555.6392   \n",
       "2024-12-31         145.0879         0.0108      0.4356       4588.6055   \n",
       "2025-01-31         145.3712         0.0107      0.4463       4623.5523   \n",
       "\n",
       "            GOLD_amount  GOLD_sum  average_GOLD  \n",
       "2022-08-31       0.0421    0.0421     1712.8000  \n",
       "2022-09-30       0.0416    0.0837     1687.7308  \n",
       "2022-10-31       0.0414    0.1251     1670.5949  \n",
       "2022-11-30       0.0413    0.1664     1689.3048  \n",
       "2022-12-31       0.0413    0.2077     1715.2598  \n",
       "2023-01-31       0.0397    0.2474     1749.6518  \n",
       "2023-02-28       0.0401    0.2875     1760.7065  \n",
       "2023-03-31       0.0381    0.3257     1785.0925  \n",
       "2023-04-30       0.0376    0.3632     1806.2886  \n",
       "2023-05-31       0.0364    0.3997     1820.6535  \n",
       "2023-06-30       0.0360    0.4356     1828.9441  \n",
       "2023-07-31       0.0361    0.4717     1839.7647  \n",
       "2023-08-31       0.0353    0.5070     1846.6214  \n",
       "2023-09-30       0.0362    0.5432     1846.7200  \n",
       "2023-10-31       0.0338    0.5770     1854.8279  \n",
       "2023-11-30       0.0334    0.6104     1864.8476  \n",
       "2023-12-31       0.0343    0.6446     1875.3539  \n",
       "2024-01-31       0.0331    0.6778     1883.8117  \n",
       "2024-02-29       0.0324    0.7102     1891.2077  \n",
       "2024-03-31       0.0298    0.7400     1904.3346  \n",
       "2024-04-30       0.0279    0.7679     1918.4071  \n",
       "2024-05-31       0.0274    0.7953     1932.3566  \n",
       "2024-06-30       0.0267    0.8221     1945.2140  \n",
       "2024-07-31       0.0270    0.8491     1960.5152  \n",
       "2024-08-31       0.0277    0.8767     1977.3491  \n",
       "2024-09-30       0.0266    0.9033     1996.7242  \n",
       "2024-10-31       0.0238    0.9272     2015.7899  \n",
       "2024-11-30       0.0249    0.9520     2032.5576  \n",
       "2024-12-31       0.0242    0.9763     2047.3634  \n",
       "2025-01-31       0.0229    0.9992     2065.3493  "
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['YEN_amount'] = 10000  # 毎月の投資資金\n",
    "df['USD_amount'] = df['YEN_amount'] / df['USD/JPY']  # 両替した時のUSDの量\n",
    "df['average_USD/JPY'] = (df['USD/JPY'] * df['USD_amount']).cumsum() / df['USD_amount'].cumsum()  # 平均取得単価\n",
    "\n",
    "for i in ['S&P500', 'GOLD']:\n",
    "    df[i+'_amount'] = df['USD_amount'] / df[i]  # 購入量\n",
    "    df[i+'_sum'] = df[i+'_amount'].cumsum()     # 保有量\n",
    "    df['average_'+i] = (df[i] * df[i+'_amount']).cumsum() / df[i+'_sum']  # 平均取得単価\n",
    "\n",
    "df.round(4)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "損益の計算"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "metadata": {}
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>S&amp;P500_USD</th>\n",
       "      <th>S&amp;P500_YEN</th>\n",
       "      <th>GOLD_USD</th>\n",
       "      <th>GOLD_YEN</th>\n",
       "      <th>Sum_USD</th>\n",
       "      <th>Sum_YEN</th>\n",
       "      <th>S&amp;P500_pnl[%]</th>\n",
       "      <th>S&amp;P500_pnl[YEN]</th>\n",
       "      <th>GOLD_pnl[%]</th>\n",
       "      <th>GOLD_pnl[YEN]</th>\n",
       "      <th>Sum_pnl[%]</th>\n",
       "      <th>Sum_pnl[YEN]</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2022-08-31</th>\n",
       "      <td>72.08</td>\n",
       "      <td>10000.00</td>\n",
       "      <td>72.08</td>\n",
       "      <td>10000.00</td>\n",
       "      <td>144.16</td>\n",
       "      <td>20000.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-09-30</th>\n",
       "      <td>134.59</td>\n",
       "      <td>19438.33</td>\n",
       "      <td>139.20</td>\n",
       "      <td>20104.30</td>\n",
       "      <td>273.78</td>\n",
       "      <td>39542.64</td>\n",
       "      <td>-2.81</td>\n",
       "      <td>-561.67</td>\n",
       "      <td>0.52</td>\n",
       "      <td>104.30</td>\n",
       "      <td>-1.14</td>\n",
       "      <td>-457.36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-10-31</th>\n",
       "      <td>212.99</td>\n",
       "      <td>31482.12</td>\n",
       "      <td>204.63</td>\n",
       "      <td>30246.95</td>\n",
       "      <td>417.62</td>\n",
       "      <td>61729.07</td>\n",
       "      <td>4.94</td>\n",
       "      <td>1482.12</td>\n",
       "      <td>0.82</td>\n",
       "      <td>246.95</td>\n",
       "      <td>2.88</td>\n",
       "      <td>1729.07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-11-30</th>\n",
       "      <td>296.51</td>\n",
       "      <td>41139.41</td>\n",
       "      <td>290.48</td>\n",
       "      <td>40302.37</td>\n",
       "      <td>586.99</td>\n",
       "      <td>81441.78</td>\n",
       "      <td>2.85</td>\n",
       "      <td>1139.41</td>\n",
       "      <td>0.76</td>\n",
       "      <td>302.37</td>\n",
       "      <td>1.80</td>\n",
       "      <td>1441.78</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-12-31</th>\n",
       "      <td>354.26</td>\n",
       "      <td>47086.92</td>\n",
       "      <td>377.97</td>\n",
       "      <td>50238.90</td>\n",
       "      <td>732.24</td>\n",
       "      <td>97325.82</td>\n",
       "      <td>-5.83</td>\n",
       "      <td>-2913.08</td>\n",
       "      <td>0.48</td>\n",
       "      <td>238.90</td>\n",
       "      <td>-2.67</td>\n",
       "      <td>-2674.18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2023-01-31</th>\n",
       "      <td>452.78</td>\n",
       "      <td>59078.03</td>\n",
       "      <td>477.42</td>\n",
       "      <td>62293.60</td>\n",
       "      <td>930.20</td>\n",
       "      <td>121371.62</td>\n",
       "      <td>-1.54</td>\n",
       "      <td>-921.97</td>\n",
       "      <td>3.82</td>\n",
       "      <td>2293.60</td>\n",
       "      <td>1.14</td>\n",
       "      <td>1371.62</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2023-02-28</th>\n",
       "      <td>514.31</td>\n",
       "      <td>70109.65</td>\n",
       "      <td>525.89</td>\n",
       "      <td>71687.61</td>\n",
       "      <td>1040.20</td>\n",
       "      <td>141797.26</td>\n",
       "      <td>0.16</td>\n",
       "      <td>109.65</td>\n",
       "      <td>2.41</td>\n",
       "      <td>1687.61</td>\n",
       "      <td>1.28</td>\n",
       "      <td>1797.26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2023-03-31</th>\n",
       "      <td>607.42</td>\n",
       "      <td>80908.33</td>\n",
       "      <td>641.25</td>\n",
       "      <td>85414.93</td>\n",
       "      <td>1248.66</td>\n",
       "      <td>166323.26</td>\n",
       "      <td>1.14</td>\n",
       "      <td>908.33</td>\n",
       "      <td>6.77</td>\n",
       "      <td>5414.93</td>\n",
       "      <td>3.95</td>\n",
       "      <td>6323.26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2023-04-30</th>\n",
       "      <td>691.05</td>\n",
       "      <td>92463.42</td>\n",
       "      <td>722.86</td>\n",
       "      <td>96719.77</td>\n",
       "      <td>1413.90</td>\n",
       "      <td>189183.18</td>\n",
       "      <td>2.74</td>\n",
       "      <td>2463.42</td>\n",
       "      <td>7.47</td>\n",
       "      <td>6719.77</td>\n",
       "      <td>5.10</td>\n",
       "      <td>9183.18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2023-05-31</th>\n",
       "      <td>764.30</td>\n",
       "      <td>106842.59</td>\n",
       "      <td>784.88</td>\n",
       "      <td>109719.35</td>\n",
       "      <td>1549.17</td>\n",
       "      <td>216561.95</td>\n",
       "      <td>6.84</td>\n",
       "      <td>6842.59</td>\n",
       "      <td>9.72</td>\n",
       "      <td>9719.35</td>\n",
       "      <td>8.28</td>\n",
       "      <td>16561.95</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2023-06-30</th>\n",
       "      <td>882.84</td>\n",
       "      <td>127817.31</td>\n",
       "      <td>836.84</td>\n",
       "      <td>121157.83</td>\n",
       "      <td>1719.68</td>\n",
       "      <td>248975.14</td>\n",
       "      <td>16.20</td>\n",
       "      <td>17817.31</td>\n",
       "      <td>10.14</td>\n",
       "      <td>11157.83</td>\n",
       "      <td>13.17</td>\n",
       "      <td>28975.14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2023-07-31</th>\n",
       "      <td>981.37</td>\n",
       "      <td>138136.06</td>\n",
       "      <td>929.40</td>\n",
       "      <td>130821.01</td>\n",
       "      <td>1910.78</td>\n",
       "      <td>268957.07</td>\n",
       "      <td>15.11</td>\n",
       "      <td>18136.06</td>\n",
       "      <td>9.02</td>\n",
       "      <td>10821.01</td>\n",
       "      <td>12.07</td>\n",
       "      <td>28957.07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2023-08-31</th>\n",
       "      <td>1032.43</td>\n",
       "      <td>150837.44</td>\n",
       "      <td>982.62</td>\n",
       "      <td>143559.20</td>\n",
       "      <td>2015.05</td>\n",
       "      <td>294396.64</td>\n",
       "      <td>16.03</td>\n",
       "      <td>20837.44</td>\n",
       "      <td>10.43</td>\n",
       "      <td>13559.20</td>\n",
       "      <td>13.23</td>\n",
       "      <td>34396.64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2023-09-30</th>\n",
       "      <td>1049.10</td>\n",
       "      <td>156668.89</td>\n",
       "      <td>1003.90</td>\n",
       "      <td>149919.45</td>\n",
       "      <td>2053.00</td>\n",
       "      <td>306588.35</td>\n",
       "      <td>11.91</td>\n",
       "      <td>16668.89</td>\n",
       "      <td>7.09</td>\n",
       "      <td>9919.45</td>\n",
       "      <td>9.50</td>\n",
       "      <td>26588.35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2023-10-31</th>\n",
       "      <td>1093.10</td>\n",
       "      <td>162993.46</td>\n",
       "      <td>1145.44</td>\n",
       "      <td>170797.39</td>\n",
       "      <td>2238.54</td>\n",
       "      <td>333790.86</td>\n",
       "      <td>8.66</td>\n",
       "      <td>12993.46</td>\n",
       "      <td>13.86</td>\n",
       "      <td>20797.39</td>\n",
       "      <td>11.26</td>\n",
       "      <td>33790.86</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2023-11-30</th>\n",
       "      <td>1258.59</td>\n",
       "      <td>185062.22</td>\n",
       "      <td>1243.97</td>\n",
       "      <td>182912.09</td>\n",
       "      <td>2502.56</td>\n",
       "      <td>367974.31</td>\n",
       "      <td>15.66</td>\n",
       "      <td>25062.22</td>\n",
       "      <td>14.32</td>\n",
       "      <td>22912.09</td>\n",
       "      <td>14.99</td>\n",
       "      <td>47974.31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2023-12-31</th>\n",
       "      <td>1384.97</td>\n",
       "      <td>195875.69</td>\n",
       "      <td>1329.51</td>\n",
       "      <td>188032.29</td>\n",
       "      <td>2714.47</td>\n",
       "      <td>383907.98</td>\n",
       "      <td>15.22</td>\n",
       "      <td>25875.69</td>\n",
       "      <td>10.61</td>\n",
       "      <td>18032.29</td>\n",
       "      <td>12.91</td>\n",
       "      <td>43907.98</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-01-31</th>\n",
       "      <td>1474.84</td>\n",
       "      <td>217345.34</td>\n",
       "      <td>1388.34</td>\n",
       "      <td>204598.25</td>\n",
       "      <td>2863.18</td>\n",
       "      <td>421943.59</td>\n",
       "      <td>20.75</td>\n",
       "      <td>37345.34</td>\n",
       "      <td>13.67</td>\n",
       "      <td>24598.25</td>\n",
       "      <td>17.21</td>\n",
       "      <td>61943.59</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-02-29</th>\n",
       "      <td>1617.49</td>\n",
       "      <td>243685.11</td>\n",
       "      <td>1452.89</td>\n",
       "      <td>218886.03</td>\n",
       "      <td>3070.38</td>\n",
       "      <td>462571.14</td>\n",
       "      <td>28.26</td>\n",
       "      <td>53685.11</td>\n",
       "      <td>15.20</td>\n",
       "      <td>28886.03</td>\n",
       "      <td>21.73</td>\n",
       "      <td>82571.14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-03-31</th>\n",
       "      <td>1733.70</td>\n",
       "      <td>262551.37</td>\n",
       "      <td>1640.86</td>\n",
       "      <td>248492.27</td>\n",
       "      <td>3374.56</td>\n",
       "      <td>511043.63</td>\n",
       "      <td>31.28</td>\n",
       "      <td>62551.37</td>\n",
       "      <td>24.25</td>\n",
       "      <td>48492.27</td>\n",
       "      <td>27.76</td>\n",
       "      <td>111043.63</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-04-30</th>\n",
       "      <td>1725.52</td>\n",
       "      <td>269723.66</td>\n",
       "      <td>1759.60</td>\n",
       "      <td>275049.50</td>\n",
       "      <td>3485.12</td>\n",
       "      <td>544773.17</td>\n",
       "      <td>28.44</td>\n",
       "      <td>59723.66</td>\n",
       "      <td>30.98</td>\n",
       "      <td>65049.50</td>\n",
       "      <td>29.71</td>\n",
       "      <td>124773.17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-05-31</th>\n",
       "      <td>1872.10</td>\n",
       "      <td>293831.69</td>\n",
       "      <td>1847.50</td>\n",
       "      <td>289970.48</td>\n",
       "      <td>3719.60</td>\n",
       "      <td>583802.16</td>\n",
       "      <td>33.56</td>\n",
       "      <td>73831.69</td>\n",
       "      <td>31.80</td>\n",
       "      <td>69970.48</td>\n",
       "      <td>32.68</td>\n",
       "      <td>143802.16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-06-30</th>\n",
       "      <td>1999.24</td>\n",
       "      <td>321251.54</td>\n",
       "      <td>1913.55</td>\n",
       "      <td>307482.48</td>\n",
       "      <td>3912.79</td>\n",
       "      <td>628734.01</td>\n",
       "      <td>39.67</td>\n",
       "      <td>91251.54</td>\n",
       "      <td>33.69</td>\n",
       "      <td>77482.48</td>\n",
       "      <td>36.68</td>\n",
       "      <td>168734.01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-07-31</th>\n",
       "      <td>2087.37</td>\n",
       "      <td>318679.18</td>\n",
       "      <td>2060.27</td>\n",
       "      <td>314541.61</td>\n",
       "      <td>4147.64</td>\n",
       "      <td>633220.79</td>\n",
       "      <td>32.78</td>\n",
       "      <td>78679.18</td>\n",
       "      <td>31.06</td>\n",
       "      <td>74541.61</td>\n",
       "      <td>31.92</td>\n",
       "      <td>153220.79</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-08-31</th>\n",
       "      <td>2204.06</td>\n",
       "      <td>319345.54</td>\n",
       "      <td>2186.43</td>\n",
       "      <td>316792.08</td>\n",
       "      <td>4390.49</td>\n",
       "      <td>636137.62</td>\n",
       "      <td>27.74</td>\n",
       "      <td>69345.54</td>\n",
       "      <td>26.72</td>\n",
       "      <td>66792.08</td>\n",
       "      <td>27.23</td>\n",
       "      <td>136137.62</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-09-30</th>\n",
       "      <td>2318.61</td>\n",
       "      <td>331057.60</td>\n",
       "      <td>2381.23</td>\n",
       "      <td>339999.05</td>\n",
       "      <td>4699.84</td>\n",
       "      <td>671056.66</td>\n",
       "      <td>27.33</td>\n",
       "      <td>71057.60</td>\n",
       "      <td>30.77</td>\n",
       "      <td>79999.05</td>\n",
       "      <td>29.05</td>\n",
       "      <td>151056.66</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-10-31</th>\n",
       "      <td>2360.93</td>\n",
       "      <td>361704.26</td>\n",
       "      <td>2538.82</td>\n",
       "      <td>388957.42</td>\n",
       "      <td>4899.75</td>\n",
       "      <td>750661.68</td>\n",
       "      <td>33.96</td>\n",
       "      <td>91704.26</td>\n",
       "      <td>44.06</td>\n",
       "      <td>118957.42</td>\n",
       "      <td>39.01</td>\n",
       "      <td>210661.68</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-11-30</th>\n",
       "      <td>2562.37</td>\n",
       "      <td>387363.06</td>\n",
       "      <td>2529.59</td>\n",
       "      <td>382408.50</td>\n",
       "      <td>5091.96</td>\n",
       "      <td>769771.56</td>\n",
       "      <td>38.34</td>\n",
       "      <td>107363.06</td>\n",
       "      <td>36.57</td>\n",
       "      <td>102408.50</td>\n",
       "      <td>37.46</td>\n",
       "      <td>209771.56</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-12-31</th>\n",
       "      <td>2562.03</td>\n",
       "      <td>402225.60</td>\n",
       "      <td>2566.82</td>\n",
       "      <td>402978.07</td>\n",
       "      <td>5128.85</td>\n",
       "      <td>805203.66</td>\n",
       "      <td>38.70</td>\n",
       "      <td>112225.60</td>\n",
       "      <td>38.96</td>\n",
       "      <td>112978.07</td>\n",
       "      <td>38.83</td>\n",
       "      <td>225203.66</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2025-01-31</th>\n",
       "      <td>2696.14</td>\n",
       "      <td>415466.91</td>\n",
       "      <td>2829.22</td>\n",
       "      <td>435973.65</td>\n",
       "      <td>5525.35</td>\n",
       "      <td>851440.56</td>\n",
       "      <td>38.49</td>\n",
       "      <td>115466.91</td>\n",
       "      <td>45.32</td>\n",
       "      <td>135973.65</td>\n",
       "      <td>41.91</td>\n",
       "      <td>251440.56</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            S&P500_USD  S&P500_YEN  GOLD_USD   GOLD_YEN  Sum_USD    Sum_YEN  \\\n",
       "2022-08-31       72.08    10000.00     72.08   10000.00   144.16   20000.00   \n",
       "2022-09-30      134.59    19438.33    139.20   20104.30   273.78   39542.64   \n",
       "2022-10-31      212.99    31482.12    204.63   30246.95   417.62   61729.07   \n",
       "2022-11-30      296.51    41139.41    290.48   40302.37   586.99   81441.78   \n",
       "2022-12-31      354.26    47086.92    377.97   50238.90   732.24   97325.82   \n",
       "2023-01-31      452.78    59078.03    477.42   62293.60   930.20  121371.62   \n",
       "2023-02-28      514.31    70109.65    525.89   71687.61  1040.20  141797.26   \n",
       "2023-03-31      607.42    80908.33    641.25   85414.93  1248.66  166323.26   \n",
       "2023-04-30      691.05    92463.42    722.86   96719.77  1413.90  189183.18   \n",
       "2023-05-31      764.30   106842.59    784.88  109719.35  1549.17  216561.95   \n",
       "2023-06-30      882.84   127817.31    836.84  121157.83  1719.68  248975.14   \n",
       "2023-07-31      981.37   138136.06    929.40  130821.01  1910.78  268957.07   \n",
       "2023-08-31     1032.43   150837.44    982.62  143559.20  2015.05  294396.64   \n",
       "2023-09-30     1049.10   156668.89   1003.90  149919.45  2053.00  306588.35   \n",
       "2023-10-31     1093.10   162993.46   1145.44  170797.39  2238.54  333790.86   \n",
       "2023-11-30     1258.59   185062.22   1243.97  182912.09  2502.56  367974.31   \n",
       "2023-12-31     1384.97   195875.69   1329.51  188032.29  2714.47  383907.98   \n",
       "2024-01-31     1474.84   217345.34   1388.34  204598.25  2863.18  421943.59   \n",
       "2024-02-29     1617.49   243685.11   1452.89  218886.03  3070.38  462571.14   \n",
       "2024-03-31     1733.70   262551.37   1640.86  248492.27  3374.56  511043.63   \n",
       "2024-04-30     1725.52   269723.66   1759.60  275049.50  3485.12  544773.17   \n",
       "2024-05-31     1872.10   293831.69   1847.50  289970.48  3719.60  583802.16   \n",
       "2024-06-30     1999.24   321251.54   1913.55  307482.48  3912.79  628734.01   \n",
       "2024-07-31     2087.37   318679.18   2060.27  314541.61  4147.64  633220.79   \n",
       "2024-08-31     2204.06   319345.54   2186.43  316792.08  4390.49  636137.62   \n",
       "2024-09-30     2318.61   331057.60   2381.23  339999.05  4699.84  671056.66   \n",
       "2024-10-31     2360.93   361704.26   2538.82  388957.42  4899.75  750661.68   \n",
       "2024-11-30     2562.37   387363.06   2529.59  382408.50  5091.96  769771.56   \n",
       "2024-12-31     2562.03   402225.60   2566.82  402978.07  5128.85  805203.66   \n",
       "2025-01-31     2696.14   415466.91   2829.22  435973.65  5525.35  851440.56   \n",
       "\n",
       "            S&P500_pnl[%]  S&P500_pnl[YEN]  GOLD_pnl[%]  GOLD_pnl[YEN]  \\\n",
       "2022-08-31           0.00             0.00         0.00           0.00   \n",
       "2022-09-30          -2.81          -561.67         0.52         104.30   \n",
       "2022-10-31           4.94          1482.12         0.82         246.95   \n",
       "2022-11-30           2.85          1139.41         0.76         302.37   \n",
       "2022-12-31          -5.83         -2913.08         0.48         238.90   \n",
       "2023-01-31          -1.54          -921.97         3.82        2293.60   \n",
       "2023-02-28           0.16           109.65         2.41        1687.61   \n",
       "2023-03-31           1.14           908.33         6.77        5414.93   \n",
       "2023-04-30           2.74          2463.42         7.47        6719.77   \n",
       "2023-05-31           6.84          6842.59         9.72        9719.35   \n",
       "2023-06-30          16.20         17817.31        10.14       11157.83   \n",
       "2023-07-31          15.11         18136.06         9.02       10821.01   \n",
       "2023-08-31          16.03         20837.44        10.43       13559.20   \n",
       "2023-09-30          11.91         16668.89         7.09        9919.45   \n",
       "2023-10-31           8.66         12993.46        13.86       20797.39   \n",
       "2023-11-30          15.66         25062.22        14.32       22912.09   \n",
       "2023-12-31          15.22         25875.69        10.61       18032.29   \n",
       "2024-01-31          20.75         37345.34        13.67       24598.25   \n",
       "2024-02-29          28.26         53685.11        15.20       28886.03   \n",
       "2024-03-31          31.28         62551.37        24.25       48492.27   \n",
       "2024-04-30          28.44         59723.66        30.98       65049.50   \n",
       "2024-05-31          33.56         73831.69        31.80       69970.48   \n",
       "2024-06-30          39.67         91251.54        33.69       77482.48   \n",
       "2024-07-31          32.78         78679.18        31.06       74541.61   \n",
       "2024-08-31          27.74         69345.54        26.72       66792.08   \n",
       "2024-09-30          27.33         71057.60        30.77       79999.05   \n",
       "2024-10-31          33.96         91704.26        44.06      118957.42   \n",
       "2024-11-30          38.34        107363.06        36.57      102408.50   \n",
       "2024-12-31          38.70        112225.60        38.96      112978.07   \n",
       "2025-01-31          38.49        115466.91        45.32      135973.65   \n",
       "\n",
       "            Sum_pnl[%]  Sum_pnl[YEN]  \n",
       "2022-08-31        0.00          0.00  \n",
       "2022-09-30       -1.14       -457.36  \n",
       "2022-10-31        2.88       1729.07  \n",
       "2022-11-30        1.80       1441.78  \n",
       "2022-12-31       -2.67      -2674.18  \n",
       "2023-01-31        1.14       1371.62  \n",
       "2023-02-28        1.28       1797.26  \n",
       "2023-03-31        3.95       6323.26  \n",
       "2023-04-30        5.10       9183.18  \n",
       "2023-05-31        8.28      16561.95  \n",
       "2023-06-30       13.17      28975.14  \n",
       "2023-07-31       12.07      28957.07  \n",
       "2023-08-31       13.23      34396.64  \n",
       "2023-09-30        9.50      26588.35  \n",
       "2023-10-31       11.26      33790.86  \n",
       "2023-11-30       14.99      47974.31  \n",
       "2023-12-31       12.91      43907.98  \n",
       "2024-01-31       17.21      61943.59  \n",
       "2024-02-29       21.73      82571.14  \n",
       "2024-03-31       27.76     111043.63  \n",
       "2024-04-30       29.71     124773.17  \n",
       "2024-05-31       32.68     143802.16  \n",
       "2024-06-30       36.68     168734.01  \n",
       "2024-07-31       31.92     153220.79  \n",
       "2024-08-31       27.23     136137.62  \n",
       "2024-09-30       29.05     151056.66  \n",
       "2024-10-31       39.01     210661.68  \n",
       "2024-11-30       37.46     209771.56  \n",
       "2024-12-31       38.83     225203.66  \n",
       "2025-01-31       41.91     251440.56  "
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "profit = pd.DataFrame()\n",
    "\n",
    "# 評価額\n",
    "for i in ['S&P500', 'GOLD']:\n",
    "    profit[i+'_USD'] = df[i] * df[i+'_sum']              # 評価額 = 価格 * 保有量\n",
    "    profit[i+'_YEN'] = profit[i+'_USD'] * df['USD/JPY']  # 評価額を円換算\n",
    "\n",
    "for i in ['USD', 'YEN']:\n",
    "    profit['Sum_'+i] = profit['S&P500_'+i] + profit['GOLD_'+i]  # S&P500とGOLDの評価額の合計\n",
    "\n",
    "# 収益\n",
    "for i in ['S&P500', 'GOLD', 'Sum']:\n",
    "    YEN_sum = df['YEN_amount'].cumsum() * (1 if i != 'Sum' else 2)  # 投資額\n",
    "    profit[i+'_pnl[%]'] = 100 * (profit[i+'_YEN'] / YEN_sum - 1)    # 収益率 = 評価額 / 投資額\n",
    "    profit[i+'_pnl[YEN]'] = profit[i+'_YEN'] - YEN_sum              # 収益額 = 評価額 - 投資額\n",
    "\n",
    "profit.round(2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "損益グラフ"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "metadata": {}
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 900x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax1, ax2 = create_axs(2, [9, 6])\n",
    "for i in ['S&P500', 'GOLD', 'Sum']:\n",
    "    linestyle = ':' if i == 'Sum' else None\n",
    "    ax1.plot(profit[i+'_pnl[YEN]'], label=i, marker='.', linestyle=linestyle)\n",
    "    ax2.plot(profit[i+'_pnl[%]'], label=i, marker='.', linestyle=linestyle)\n",
    "\n",
    "ax1.set_ylabel('Profit [YEN]')\n",
    "ax2.set_ylabel('Profit [%]')\n",
    "ax1.yaxis.set_major_formatter(lambda x, _: f'{x:,.0f}')\n",
    "ax1.legend()\n",
    "ax2.legend()\n",
    "ax1.grid()\n",
    "ax2.grid()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "価格グラフ（平均取得単価）"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "metadata": {}
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 900x600 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "for ax, i, j in zip(create_axs(3, [9, 6]), symbols, ['USD', 'USD', 'JPY']):\n",
    "    ax.plot(dfs[i].Close, label=i)\n",
    "    ax.plot(df['average_'+i], label='average buy price', marker='.', linestyle=':')\n",
    "    ax.set_ylabel(j)\n",
    "    ax.legend()\n",
    "    ax.grid()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "for README.md"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "metadata": {}
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "S&P500とゴールドの現在の合計損益は `+41.9%(+251,441円)` です。\n",
      "これは、2022年8月末から積立てを開始し、2025年01月31日現在までの30ヵ月間の損益です。\n"
     ]
    }
   ],
   "source": [
    "# 現在の損益\n",
    "print(f\"S&P500とゴールドの現在の合計損益は `{profit[f'Sum_pnl[%]'].iloc[-1]:+.1f}%({profit[f'Sum_pnl[YEN]'].iloc[-1]:+,.0f}円)` です。\")\n",
    "print(f\"これは、2022年8月末から積立てを開始し、{profit.index[-1].strftime('%Y年%m月%d日')}現在までの{len(profit)}ヵ月間の損益です。\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "metadata": {}
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "| 銘柄 | 投入資金 | 評価額 | 収益額 | 収益率 | 年率換算 |\n",
      "| --- | ---: | ---: | ---: | ---: | ---: |\n",
      "| S&P500 | 300,000円 | 415,467円 | +115,467円 | +38.5% | +13.9% |\n",
      "| GOLD | 300,000円 | 435,974円 | +135,974円 | +45.3% | +16.1% |\n",
      "| Sum | 600,000円 | 851,441円 | +251,441円 | +41.9% | +15.0% |\n"
     ]
    }
   ],
   "source": [
    "def calc_annual_rate(rate, months):\n",
    "    return (1 + rate)**(12/months) - 1\n",
    "\n",
    "# 銘柄別の損益\n",
    "print(\"| 銘柄 | 投入資金 | 評価額 | 収益額 | 収益率 | 年率換算 |\")\n",
    "print(\"| --- | ---: | ---: | ---: | ---: | ---: |\")\n",
    "for i in ['S&P500', 'GOLD', 'Sum']:\n",
    "    n = 2 if i == 'Sum' else 1\n",
    "    print(f\"| {i} | \", end=\"\")\n",
    "    print(f\"{n*df['YEN_amount'].sum():,}円 | \", end=\"\")\n",
    "    print(f\"{profit[f'{i}_YEN'].iloc[-1]:,.0f}円 | \", end=\"\")\n",
    "    print(f\"{profit[f'{i}_pnl[YEN]'].iloc[-1]:+,.0f}円 | \", end=\"\")\n",
    "    print(f\"{profit[f'{i}_pnl[%]'].iloc[-1]:+.1f}% | \", end=\"\")\n",
    "    print(f\"{calc_annual_rate(profit[f'{i}_pnl[%]'].iloc[-1]/100, len(profit))*100:+.1f}% |\")"
   ]
  }
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