diff --git a/examples/03 investment portfolios.ipynb b/examples/03 investment portfolios.ipynb
index bbf1867..1404041 100644
--- a/examples/03 investment portfolios.ipynb	
+++ b/examples/03 investment portfolios.ipynb	
@@ -26,13 +26,57 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
    "id": "composite-undergraduate",
-   "metadata": {},
-   "outputs": [],
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2024-10-11T09:01:18.367726Z",
+     "start_time": "2024-10-11T09:01:17.218562Z"
+    }
+   },
    "source": [
     "!pip install okama"
-   ]
+   ],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Requirement already satisfied: okama in c:\\users\\komov\\appdata\\local\\pypoetry\\cache\\virtualenvs\\okama-mpu25mjs-py3.11\\lib\\site-packages (1.4.2)\n",
+      "Requirement already satisfied: joblib in c:\\users\\komov\\appdata\\local\\pypoetry\\cache\\virtualenvs\\okama-mpu25mjs-py3.11\\lib\\site-packages (from okama) (1.4.2)\n",
+      "Requirement already satisfied: matplotlib>=3.5.1 in c:\\users\\komov\\appdata\\local\\pypoetry\\cache\\virtualenvs\\okama-mpu25mjs-py3.11\\lib\\site-packages (from okama) (3.9.2)\n",
+      "Requirement already satisfied: pandas<3.0.0,>=2.0.0 in c:\\users\\komov\\appdata\\local\\pypoetry\\cache\\virtualenvs\\okama-mpu25mjs-py3.11\\lib\\site-packages (from okama) (2.2.3)\n",
+      "Requirement already satisfied: requests in c:\\users\\komov\\appdata\\local\\pypoetry\\cache\\virtualenvs\\okama-mpu25mjs-py3.11\\lib\\site-packages (from okama) (2.32.3)\n",
+      "Requirement already satisfied: scipy>=1.9.0 in c:\\users\\komov\\appdata\\local\\pypoetry\\cache\\virtualenvs\\okama-mpu25mjs-py3.11\\lib\\site-packages (from okama) (1.13.1)\n",
+      "Requirement already satisfied: setuptools in c:\\users\\komov\\appdata\\local\\pypoetry\\cache\\virtualenvs\\okama-mpu25mjs-py3.11\\lib\\site-packages (from okama) (75.1.0)\n",
+      "Requirement already satisfied: contourpy>=1.0.1 in c:\\users\\komov\\appdata\\local\\pypoetry\\cache\\virtualenvs\\okama-mpu25mjs-py3.11\\lib\\site-packages (from matplotlib>=3.5.1->okama) (1.3.0)\n",
+      "Requirement already satisfied: cycler>=0.10 in c:\\users\\komov\\appdata\\local\\pypoetry\\cache\\virtualenvs\\okama-mpu25mjs-py3.11\\lib\\site-packages (from matplotlib>=3.5.1->okama) (0.12.1)\n",
+      "Requirement already satisfied: fonttools>=4.22.0 in c:\\users\\komov\\appdata\\local\\pypoetry\\cache\\virtualenvs\\okama-mpu25mjs-py3.11\\lib\\site-packages (from matplotlib>=3.5.1->okama) (4.54.1)\n",
+      "Requirement already satisfied: kiwisolver>=1.3.1 in c:\\users\\komov\\appdata\\local\\pypoetry\\cache\\virtualenvs\\okama-mpu25mjs-py3.11\\lib\\site-packages (from matplotlib>=3.5.1->okama) (1.4.7)\n",
+      "Requirement already satisfied: numpy>=1.23 in c:\\users\\komov\\appdata\\local\\pypoetry\\cache\\virtualenvs\\okama-mpu25mjs-py3.11\\lib\\site-packages (from matplotlib>=3.5.1->okama) (2.0.2)\n",
+      "Requirement already satisfied: packaging>=20.0 in c:\\users\\komov\\appdata\\local\\pypoetry\\cache\\virtualenvs\\okama-mpu25mjs-py3.11\\lib\\site-packages (from matplotlib>=3.5.1->okama) (24.1)\n",
+      "Requirement already satisfied: pillow>=8 in c:\\users\\komov\\appdata\\local\\pypoetry\\cache\\virtualenvs\\okama-mpu25mjs-py3.11\\lib\\site-packages (from matplotlib>=3.5.1->okama) (10.4.0)\n",
+      "Requirement already satisfied: pyparsing>=2.3.1 in c:\\users\\komov\\appdata\\local\\pypoetry\\cache\\virtualenvs\\okama-mpu25mjs-py3.11\\lib\\site-packages (from matplotlib>=3.5.1->okama) (3.1.4)\n",
+      "Requirement already satisfied: python-dateutil>=2.7 in c:\\users\\komov\\appdata\\local\\pypoetry\\cache\\virtualenvs\\okama-mpu25mjs-py3.11\\lib\\site-packages (from matplotlib>=3.5.1->okama) (2.9.0.post0)\n",
+      "Requirement already satisfied: pytz>=2020.1 in c:\\users\\komov\\appdata\\local\\pypoetry\\cache\\virtualenvs\\okama-mpu25mjs-py3.11\\lib\\site-packages (from pandas<3.0.0,>=2.0.0->okama) (2024.2)\n",
+      "Requirement already satisfied: tzdata>=2022.7 in c:\\users\\komov\\appdata\\local\\pypoetry\\cache\\virtualenvs\\okama-mpu25mjs-py3.11\\lib\\site-packages (from pandas<3.0.0,>=2.0.0->okama) (2024.2)\n",
+      "Requirement already satisfied: charset-normalizer<4,>=2 in c:\\users\\komov\\appdata\\local\\pypoetry\\cache\\virtualenvs\\okama-mpu25mjs-py3.11\\lib\\site-packages (from requests->okama) (3.3.2)\n",
+      "Requirement already satisfied: idna<4,>=2.5 in c:\\users\\komov\\appdata\\local\\pypoetry\\cache\\virtualenvs\\okama-mpu25mjs-py3.11\\lib\\site-packages (from requests->okama) (3.10)\n",
+      "Requirement already satisfied: urllib3<3,>=1.21.1 in c:\\users\\komov\\appdata\\local\\pypoetry\\cache\\virtualenvs\\okama-mpu25mjs-py3.11\\lib\\site-packages (from requests->okama) (2.2.3)\n",
+      "Requirement already satisfied: certifi>=2017.4.17 in c:\\users\\komov\\appdata\\local\\pypoetry\\cache\\virtualenvs\\okama-mpu25mjs-py3.11\\lib\\site-packages (from requests->okama) (2024.8.30)\n",
+      "Requirement already satisfied: six>=1.5 in c:\\users\\komov\\appdata\\local\\pypoetry\\cache\\virtualenvs\\okama-mpu25mjs-py3.11\\lib\\site-packages (from python-dateutil>=2.7->matplotlib>=3.5.1->okama) (1.16.0)\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "[notice] A new release of pip is available: 24.1 -> 24.2\n",
+      "[notice] To update, run: python.exe -m pip install --upgrade pip\n"
+     ]
+    }
+   ],
+   "execution_count": 2
   },
   {
    "cell_type": "markdown",
@@ -44,10 +88,13 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 1,
    "id": "selected-hello",
-   "metadata": {},
-   "outputs": [],
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2024-10-11T09:01:29.401783Z",
+     "start_time": "2024-10-11T09:01:29.397876Z"
+    }
+   },
    "source": [
     "import warnings\n",
     "\n",
@@ -57,7 +104,9 @@
     "warnings.simplefilter(action=\"ignore\", category=FutureWarning)\n",
     "\n",
     "import okama as ok"
-   ]
+   ],
+   "outputs": [],
+   "execution_count": 5
   },
   {
    "cell_type": "markdown",
@@ -109,23 +158,39 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
    "id": "exact-gathering",
-   "metadata": {},
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2024-10-11T09:01:48.316467Z",
+     "start_time": "2024-10-11T09:01:33.239676Z"
+    }
+   },
+   "source": [
+    "basic_portfolio = ok.Portfolio()\n",
+    "basic_portfolio"
+   ],
    "outputs": [
     {
      "data": {
-      "text/plain": "symbol                 portfolio_6059.PF\nassets                          [SPY.US]\nweights                            [1.0]\nrebalancing_period                 month\ncurrency                             USD\ninflation                       USD.INFL\nfirst_date                       1993-02\nlast_date                        2024-01\nperiod_length         31 years, 0 months\ndtype: object"
+      "text/plain": [
+       "symbol                 portfolio_8431.PF\n",
+       "assets                          [SPY.US]\n",
+       "weights                            [1.0]\n",
+       "rebalancing_period                 month\n",
+       "currency                             USD\n",
+       "inflation                       USD.INFL\n",
+       "first_date                       1993-02\n",
+       "last_date                        2024-09\n",
+       "period_length         31 years, 8 months\n",
+       "dtype: object"
+      ]
      },
-     "execution_count": 2,
+     "execution_count": 6,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
-   "source": [
-    "basic_portfolio = ok.Portfolio()\n",
-    "basic_portfolio"
-   ]
+   "execution_count": 6
   },
   {
    "cell_type": "markdown",
@@ -161,19 +226,13 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
    "id": "impaired-dinner",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": "symbol                        portfolio_8142.PF\nassets                [BND.US, VTI.US, VXUS.US]\nweights                         [0.4, 0.4, 0.2]\nrebalancing_period                         year\ncurrency                                    USD\ninflation                              USD.INFL\nfirst_date                              2011-02\nlast_date                               2024-01\nperiod_length                13 years, 0 months\ndtype: object"
-     },
-     "execution_count": 3,
-     "metadata": {},
-     "output_type": "execute_result"
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2024-10-11T09:01:55.615140Z",
+     "start_time": "2024-10-11T09:01:54.199465Z"
     }
-   ],
+   },
    "source": [
     "rf3 = ok.Portfolio(\n",
     "    [\"BND.US\", \"VTI.US\", \"VXUS.US\"],\n",
@@ -181,7 +240,29 @@
     "    rebalancing_period=\"year\",\n",
     ")\n",
     "rf3"
-   ]
+   ],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "symbol                        portfolio_7391.PF\n",
+       "assets                [BND.US, VTI.US, VXUS.US]\n",
+       "weights                         [0.4, 0.4, 0.2]\n",
+       "rebalancing_period                         year\n",
+       "currency                                    USD\n",
+       "inflation                              USD.INFL\n",
+       "first_date                              2011-02\n",
+       "last_date                               2024-09\n",
+       "period_length                13 years, 8 months\n",
+       "dtype: object"
+      ]
+     },
+     "execution_count": 7,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "execution_count": 7
   },
   {
    "cell_type": "markdown",
@@ -194,41 +275,59 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
    "id": "pediatric-filling",
-   "metadata": {},
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2024-10-11T09:01:59.927056Z",
+     "start_time": "2024-10-11T09:01:59.923819Z"
+    }
+   },
+   "source": [
+    "rf3.assets_first_dates"
+   ],
    "outputs": [
     {
      "data": {
-      "text/plain": "{'USD': Timestamp('1913-02-01 00:00:00'),\n 'VTI.US': Timestamp('2001-06-01 00:00:00'),\n 'BND.US': Timestamp('2007-05-01 00:00:00'),\n 'VXUS.US': Timestamp('2011-02-01 00:00:00'),\n 'USD.INFL': Timestamp('1913-02-01 00:00:00')}"
+      "text/plain": [
+       "{'USD': Timestamp('1913-02-01 00:00:00'),\n",
+       " 'VTI.US': Timestamp('2001-06-01 00:00:00'),\n",
+       " 'BND.US': Timestamp('2007-05-01 00:00:00'),\n",
+       " 'VXUS.US': Timestamp('2011-02-01 00:00:00'),\n",
+       " 'USD.INFL': Timestamp('1913-02-01 00:00:00')}"
+      ]
      },
-     "execution_count": 4,
+     "execution_count": 8,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
-   "source": [
-    "rf3.assets_first_dates"
-   ]
+   "execution_count": 8
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
    "id": "incredible-leave",
-   "metadata": {},
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2024-10-11T09:02:01.231389Z",
+     "start_time": "2024-10-11T09:02:01.227496Z"
+    }
+   },
+   "source": [
+    "rf3.newest_asset"
+   ],
    "outputs": [
     {
      "data": {
-      "text/plain": "'VXUS.US'"
+      "text/plain": [
+       "'VXUS.US'"
+      ]
      },
-     "execution_count": 5,
+     "execution_count": 9,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
-   "source": [
-    "rf3.newest_asset"
-   ]
+   "execution_count": 9
   },
   {
    "cell_type": "markdown",
@@ -240,22 +339,33 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
    "id": "lovely-legislature",
-   "metadata": {},
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2024-10-11T09:02:03.640049Z",
+     "start_time": "2024-10-11T09:02:03.636949Z"
+    }
+   },
+   "source": [
+    "rf3.assets_last_dates"
+   ],
    "outputs": [
     {
      "data": {
-      "text/plain": "{'BND.US': Timestamp('2024-02-01 00:00:00'),\n 'VTI.US': Timestamp('2024-02-01 00:00:00'),\n 'VXUS.US': Timestamp('2024-02-01 00:00:00'),\n 'USD': Timestamp('2099-12-01 00:00:00'),\n 'USD.INFL': Timestamp('2024-01-01 00:00:00')}"
+      "text/plain": [
+       "{'BND.US': Timestamp('2024-10-01 00:00:00'),\n",
+       " 'VTI.US': Timestamp('2024-10-01 00:00:00'),\n",
+       " 'VXUS.US': Timestamp('2024-10-01 00:00:00'),\n",
+       " 'USD': Timestamp('2099-12-01 00:00:00'),\n",
+       " 'USD.INFL': Timestamp('2024-09-01 00:00:00')}"
+      ]
      },
-     "execution_count": 6,
+     "execution_count": 10,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
-   "source": [
-    "rf3.assets_last_dates"
-   ]
+   "execution_count": 10
   },
   {
    "cell_type": "markdown",
@@ -276,13 +386,18 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
    "id": "varying-reach",
-   "metadata": {},
-   "outputs": [],
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2024-10-11T09:02:06.572477Z",
+     "start_time": "2024-10-11T09:02:06.569369Z"
+    }
+   },
    "source": [
     "rf3.symbol = \"RF3_portfolio.PF\"  # 'PF' namespace is reserved for portfolios."
-   ]
+   ],
+   "outputs": [],
+   "execution_count": 11
   },
   {
    "cell_type": "markdown",
@@ -294,22 +409,29 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
    "id": "orange-aging",
-   "metadata": {},
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2024-10-11T09:02:08.404584Z",
+     "start_time": "2024-10-11T09:02:08.276184Z"
+    }
+   },
+   "source": [
+    "rf3.wealth_index.plot();"
+   ],
    "outputs": [
     {
      "data": {
-      "text/plain": "<Figure size 1200x800 with 1 Axes>",
-      "image/png": "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"
+      "text/plain": [
+       "<Figure size 1200x600 with 1 Axes>"
+      ],
+      "image/png": "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"
      },
      "metadata": {},
      "output_type": "display_data"
     }
    ],
-   "source": [
-    "rf3.wealth_index.plot();"
-   ]
+   "execution_count": 12
   },
   {
    "cell_type": "markdown",
@@ -329,23 +451,79 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
    "id": "moderate-attempt",
-   "metadata": {},
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2024-10-11T09:02:12.127908Z",
+     "start_time": "2024-10-11T09:02:12.116828Z"
+    }
+   },
+   "source": [
+    "rf3.table"
+   ],
    "outputs": [
     {
      "data": {
-      "text/plain": "                                          asset name   ticker  weights\n0   Vanguard Total Bond Market Index Fund ETF Shares   BND.US      0.4\n1  Vanguard Total Stock Market Index Fund ETF Shares   VTI.US      0.4\n2  Vanguard Total International Stock Index Fund ...  VXUS.US      0.2",
-      "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>asset name</th>\n      <th>ticker</th>\n      <th>weights</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>Vanguard Total Bond Market Index Fund ETF Shares</td>\n      <td>BND.US</td>\n      <td>0.4</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>Vanguard Total Stock Market Index Fund ETF Shares</td>\n      <td>VTI.US</td>\n      <td>0.4</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>Vanguard Total International Stock Index Fund ...</td>\n      <td>VXUS.US</td>\n      <td>0.2</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
+      "text/plain": [
+       "                                          asset name   ticker  weights\n",
+       "0   Vanguard Total Bond Market Index Fund ETF Shares   BND.US      0.4\n",
+       "1  Vanguard Total Stock Market Index Fund ETF Shares   VTI.US      0.4\n",
+       "2  Vanguard Total International Stock Index Fund ...  VXUS.US      0.2"
+      ],
+      "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>asset name</th>\n",
+       "      <th>ticker</th>\n",
+       "      <th>weights</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Vanguard Total Bond Market Index Fund ETF Shares</td>\n",
+       "      <td>BND.US</td>\n",
+       "      <td>0.4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Vanguard Total Stock Market Index Fund ETF Shares</td>\n",
+       "      <td>VTI.US</td>\n",
+       "      <td>0.4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>Vanguard Total International Stock Index Fund ...</td>\n",
+       "      <td>VXUS.US</td>\n",
+       "      <td>0.2</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ]
      },
-     "execution_count": 9,
+     "execution_count": 13,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
-   "source": [
-    "rf3.table"
-   ]
+   "execution_count": 13
   },
   {
    "cell_type": "markdown",
@@ -358,22 +536,29 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
    "id": "sexual-partnership",
-   "metadata": {},
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2024-10-11T09:02:15.537188Z",
+     "start_time": "2024-10-11T09:02:15.407320Z"
+    }
+   },
+   "source": [
+    "rf3.weights_ts.plot();"
+   ],
    "outputs": [
     {
      "data": {
-      "text/plain": "<Figure size 1200x800 with 1 Axes>",
-      "image/png": "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"
+      "text/plain": [
+       "<Figure size 1200x600 with 1 Axes>"
+      ],
+      "image/png": "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"
      },
      "metadata": {},
      "output_type": "display_data"
     }
    ],
-   "source": [
-    "rf3.weights_ts.plot();"
-   ]
+   "execution_count": 14
   },
   {
    "cell_type": "markdown",
@@ -385,17 +570,22 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
    "id": "fresh-criticism",
-   "metadata": {},
-   "outputs": [],
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2024-10-11T09:02:19.530748Z",
+     "start_time": "2024-10-11T09:02:18.213591Z"
+    }
+   },
    "source": [
     "rf3_no_rebalancing = ok.Portfolio(\n",
     "    [\"BND.US\", \"VTI.US\", \"VXUS.US\"],\n",
     "    weights=[0.40, 0.40, 0.20],\n",
     "    rebalancing_period=\"none\",\n",
     ")"
-   ]
+   ],
+   "outputs": [],
+   "execution_count": 15
   },
   {
    "cell_type": "markdown",
@@ -407,22 +597,29 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
    "id": "horizontal-bidding",
-   "metadata": {},
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2024-10-11T09:02:24.410367Z",
+     "start_time": "2024-10-11T09:02:24.308657Z"
+    }
+   },
+   "source": [
+    "rf3_no_rebalancing.weights_ts.plot();"
+   ],
    "outputs": [
     {
      "data": {
-      "text/plain": "<Figure size 1200x800 with 1 Axes>",
-      "image/png": "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"
+      "text/plain": [
+       "<Figure size 1200x600 with 1 Axes>"
+      ],
+      "image/png": "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"
      },
      "metadata": {},
      "output_type": "display_data"
     }
    ],
-   "source": [
-    "rf3_no_rebalancing.weights_ts.plot();"
-   ]
+   "execution_count": 16
   },
   {
    "cell_type": "markdown",
@@ -451,60 +648,93 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
    "id": "caring-closure",
-   "metadata": {},
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2024-10-11T09:02:27.455562Z",
+     "start_time": "2024-10-11T09:02:27.446989Z"
+    }
+   },
+   "source": [
+    "rf3.risk_annual  # aanualized value for standard deviation of return"
+   ],
    "outputs": [
     {
      "data": {
-      "text/plain": "date\n2011-03    0.001190\n2011-04    0.061240\n2011-05    0.055790\n2011-06    0.053769\n2011-07    0.048875\n             ...   \n2023-09    0.098806\n2023-10    0.098652\n2023-11    0.100879\n2023-12    0.101558\n2024-01    0.101203\nFreq: M, Name: RF3_portfolio.PF, Length: 155, dtype: float64"
+      "text/plain": [
+       "date\n",
+       "2011-03    0.055066\n",
+       "2011-04    0.058604\n",
+       "2011-05    0.062633\n",
+       "2011-06    0.063377\n",
+       "2011-07    0.058458\n",
+       "             ...   \n",
+       "2024-05    0.101507\n",
+       "2024-06    0.101279\n",
+       "2024-07    0.101180\n",
+       "2024-08    0.101027\n",
+       "2024-09    0.100865\n",
+       "Freq: M, Name: RF3_portfolio.PF, Length: 163, dtype: float64"
+      ]
      },
-     "execution_count": 13,
+     "execution_count": 17,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
-   "source": [
-    "rf3.risk_annual  # aanualized value for standard deviation of return"
-   ]
+   "execution_count": 17
   },
   {
    "cell_type": "code",
-   "execution_count": 14,
    "id": "unsigned-crisis",
-   "metadata": {},
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2024-10-11T09:02:29.173102Z",
+     "start_time": "2024-10-11T09:02:29.166772Z"
+    }
+   },
+   "source": [
+    "rf3.semideviation_annual  # annualized value for downside risk"
+   ],
    "outputs": [
     {
      "data": {
-      "text/plain": "0.07626419142775892"
+      "text/plain": [
+       "np.float64(0.07643141769642071)"
+      ]
      },
-     "execution_count": 14,
+     "execution_count": 18,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
-   "source": [
-    "rf3.semideviation_annual  # annualized value for downside risk"
-   ]
+   "execution_count": 18
   },
   {
    "cell_type": "code",
-   "execution_count": 15,
    "id": "victorian-letters",
-   "metadata": {},
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2024-10-11T09:02:32.463748Z",
+     "start_time": "2024-10-11T09:02:32.441649Z"
+    }
+   },
+   "source": [
+    "rf3.get_cvar_historic(time_frame=12, level=1)  # one year CVAR with confidence level 1%"
+   ],
    "outputs": [
     {
      "data": {
-      "text/plain": "0.17793338953579407"
+      "text/plain": [
+       "np.float64(0.17793338953579424)"
+      ]
      },
-     "execution_count": 15,
+     "execution_count": 19,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
-   "source": [
-    "rf3.get_cvar_historic(time_frame=12, level=1)  # one year CVAR with confidence level 1%"
-   ]
+   "execution_count": 19
   },
   {
    "cell_type": "markdown",
@@ -516,41 +746,61 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 16,
    "id": "turned-season",
-   "metadata": {},
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2024-10-11T09:02:34.966196Z",
+     "start_time": "2024-10-11T09:02:34.888156Z"
+    }
+   },
+   "source": [
+    "rf3.drawdowns.plot();"
+   ],
    "outputs": [
     {
      "data": {
-      "text/plain": "<Figure size 1200x800 with 1 Axes>",
-      "image/png": "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"
+      "text/plain": [
+       "<Figure size 1200x600 with 1 Axes>"
+      ],
+      "image/png": "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"
      },
      "metadata": {},
      "output_type": "display_data"
     }
    ],
-   "source": [
-    "rf3.drawdowns.plot();"
-   ]
+   "execution_count": 20
   },
   {
    "cell_type": "code",
-   "execution_count": 17,
    "id": "accurate-bangkok",
-   "metadata": {},
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2024-10-11T09:02:40.682943Z",
+     "start_time": "2024-10-11T09:02:40.677157Z"
+    }
+   },
+   "source": [
+    "rf3.drawdowns.nsmallest(5)  # 5 Biggest drawdowns"
+   ],
    "outputs": [
     {
      "data": {
-      "text/plain": "date\n2022-09   -0.210563\n2022-10   -0.185137\n2022-12   -0.162683\n2022-06   -0.162101\n2022-08   -0.148924\nFreq: M, Name: RF3_portfolio.PF, dtype: float64"
+      "text/plain": [
+       "date\n",
+       "2022-09   -0.210563\n",
+       "2022-10   -0.185137\n",
+       "2022-12   -0.162701\n",
+       "2022-06   -0.162101\n",
+       "2022-08   -0.148924\n",
+       "Freq: M, Name: RF3_portfolio.PF, dtype: float64"
+      ]
      },
-     "execution_count": 17,
+     "execution_count": 21,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
-   "source": [
-    "rf3.drawdowns.nsmallest(5)  # 5 Biggest drawdowns"
-   ]
+   "execution_count": 21
   },
   {
    "cell_type": "markdown",
@@ -562,22 +812,35 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 19,
    "id": "freelance-computer",
-   "metadata": {},
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2024-10-11T09:02:43.516870Z",
+     "start_time": "2024-10-11T09:02:43.502140Z"
+    }
+   },
+   "source": [
+    "rf3.recovery_period.nlargest() / 12  # we want it in years"
+   ],
    "outputs": [
     {
      "data": {
-      "text/plain": "date\n2016-07    1.083333\n2012-02    0.750000\n2018-08    0.500000\n2019-03    0.500000\n2020-07    0.416667\nFreq: M, Name: RF3_portfolio.PF, dtype: float64"
+      "text/plain": [
+       "date\n",
+       "2024-03    2.166667\n",
+       "2016-07    1.083333\n",
+       "2012-02    0.750000\n",
+       "2018-08    0.500000\n",
+       "2019-03    0.500000\n",
+       "Freq: M, Name: RF3_portfolio.PF, dtype: float64"
+      ]
      },
-     "execution_count": 19,
+     "execution_count": 22,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
-   "source": [
-    "rf3.recovery_period.nlargest() / 12  # we want it in years"
-   ]
+   "execution_count": 22
   },
   {
    "cell_type": "markdown",
@@ -623,22 +886,29 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 20,
    "id": "respected-consolidation",
-   "metadata": {},
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2024-10-11T09:02:48.251095Z",
+     "start_time": "2024-10-11T09:02:48.148363Z"
+    }
+   },
+   "source": [
+    "rf3.wealth_index_with_assets.plot();"
+   ],
    "outputs": [
     {
      "data": {
-      "text/plain": "<Figure size 1200x800 with 1 Axes>",
-      "image/png": "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"
+      "text/plain": [
+       "<Figure size 1200x600 with 1 Axes>"
+      ],
+      "image/png": "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"
      },
      "metadata": {},
      "output_type": "display_data"
     }
    ],
-   "source": [
-    "rf3.wealth_index_with_assets.plot();"
-   ]
+   "execution_count": 23
   },
   {
    "cell_type": "markdown",
@@ -650,22 +920,29 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 21,
    "id": "isolated-majority",
-   "metadata": {},
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2024-10-11T09:02:57.398692Z",
+     "start_time": "2024-10-11T09:02:57.394273Z"
+    }
+   },
+   "source": [
+    "rf3.mean_return_annual"
+   ],
    "outputs": [
     {
      "data": {
-      "text/plain": "0.07289051506527566"
+      "text/plain": [
+       "np.float64(0.07866585599697729)"
+      ]
      },
-     "execution_count": 21,
+     "execution_count": 24,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
-   "source": [
-    "rf3.mean_return_annual"
-   ]
+   "execution_count": 24
   },
   {
    "cell_type": "markdown",
@@ -677,22 +954,44 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 22,
    "id": "synthetic-attachment",
-   "metadata": {},
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2024-10-11T09:02:59.209861Z",
+     "start_time": "2024-10-11T09:02:59.200951Z"
+    }
+   },
+   "source": [
+    "rf3.annual_return_ts"
+   ],
    "outputs": [
     {
      "data": {
-      "text/plain": "date\n2011   -0.023654\n2012    0.118483\n2013    0.154623\n2014    0.063946\n2015   -0.004685\n2016    0.070988\n2017    0.154072\n2018   -0.050306\n2019    0.201576\n2020    0.135694\n2021    0.112768\n2022   -0.162683\n2023    0.158682\n2024    0.000420\nFreq: Y-DEC, Name: RF3_portfolio.PF, dtype: float64"
+      "text/plain": [
+       "date\n",
+       "2011   -0.003654\n",
+       "2012    0.118505\n",
+       "2013    0.154623\n",
+       "2014    0.063946\n",
+       "2015   -0.004645\n",
+       "2016    0.070988\n",
+       "2017    0.154072\n",
+       "2018   -0.050306\n",
+       "2019    0.201576\n",
+       "2020    0.135694\n",
+       "2021    0.112768\n",
+       "2022   -0.162701\n",
+       "2023    0.158682\n",
+       "2024    0.127708\n",
+       "Freq: Y-DEC, Name: RF3_portfolio.PF, dtype: float64"
+      ]
      },
-     "execution_count": 22,
+     "execution_count": 25,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
-   "source": [
-    "rf3.annual_return_ts"
-   ]
+   "execution_count": 25
   },
   {
    "cell_type": "markdown",
@@ -704,22 +1003,29 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 23,
    "id": "fancy-engineer",
-   "metadata": {},
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2024-10-11T09:03:01.341511Z",
+     "start_time": "2024-10-11T09:03:01.248522Z"
+    }
+   },
+   "source": [
+    "rf3.annual_return_ts.plot(kind=\"bar\");"
+   ],
    "outputs": [
     {
      "data": {
-      "text/plain": "<Figure size 1200x800 with 1 Axes>",
-      "image/png": "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"
+      "text/plain": [
+       "<Figure size 1200x600 with 1 Axes>"
+      ],
+      "image/png": "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"
      },
      "metadata": {},
      "output_type": "display_data"
     }
    ],
-   "source": [
-    "rf3.annual_return_ts.plot(kind=\"bar\");"
-   ]
+   "execution_count": 26
   },
   {
    "cell_type": "markdown",
@@ -731,41 +1037,58 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 24,
    "id": "modern-lottery",
-   "metadata": {},
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2024-10-11T09:03:03.210737Z",
+     "start_time": "2024-10-11T09:03:03.203655Z"
+    }
+   },
+   "source": [
+    "rf3.get_cagr(period=5)  # portfolio is initiated with inflation=True. Hence, we see CAGR with mean inflation."
+   ],
    "outputs": [
     {
      "data": {
-      "text/plain": "RF3_portfolio.PF    0.069369\nUSD.INFL            0.041477\ndtype: float64"
+      "text/plain": [
+       "RF3_portfolio.PF    0.078680\n",
+       "USD.INFL            0.041976\n",
+       "dtype: float64"
+      ]
      },
-     "execution_count": 24,
+     "execution_count": 27,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
-   "source": [
-    "rf3.get_cagr(period=5)  # portfolio is initiated with inflation=True. Hence, we see CAGR with mean inflation."
-   ]
+   "execution_count": 27
   },
   {
    "cell_type": "code",
-   "execution_count": 25,
    "id": "fitted-cancellation",
-   "metadata": {},
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2024-10-11T09:03:04.674411Z",
+     "start_time": "2024-10-11T09:03:04.668269Z"
+    }
+   },
+   "source": [
+    "rf3.get_cagr(period=5, real=True)  # when real=True CAGR is adjusted for inflation (real CAGR)"
+   ],
    "outputs": [
     {
      "data": {
-      "text/plain": "RF3_portfolio.PF    0.02678\ndtype: float64"
+      "text/plain": [
+       "RF3_portfolio.PF    0.035226\n",
+       "dtype: float64"
+      ]
      },
-     "execution_count": 25,
+     "execution_count": 28,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
-   "source": [
-    "rf3.get_cagr(period=5, real=True)  # when real=True CAGR is adjusted for inflation (real CAGR)"
-   ]
+   "execution_count": 28
   },
   {
    "cell_type": "markdown",
@@ -777,24 +1100,31 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 26,
    "id": "economic-pastor",
-   "metadata": {},
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2024-10-11T09:03:08.434110Z",
+     "start_time": "2024-10-11T09:03:08.331393Z"
+    }
+   },
+   "source": [
+    "rf3.get_rolling_cagr(\n",
+    "    window=12 * 2\n",
+    ").plot();  # window size is in moths. We have rolling 2 year CAGR here and rolling 2 year mean inflation ..."
+   ],
    "outputs": [
     {
      "data": {
-      "text/plain": "<Figure size 1200x800 with 1 Axes>",
-      "image/png": "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"
+      "text/plain": [
+       "<Figure size 1200x600 with 1 Axes>"
+      ],
+      "image/png": "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"
      },
      "metadata": {},
      "output_type": "display_data"
     }
    ],
-   "source": [
-    "rf3.get_rolling_cagr(\n",
-    "    window=12 * 2\n",
-    ").plot();  # window size is in moths. We have rolling 2 year CAGR here and rolling 2 year mean inflation ..."
-   ]
+   "execution_count": 29
   },
   {
    "cell_type": "markdown",
@@ -806,43 +1136,61 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 27,
    "id": "suburban-diameter",
-   "metadata": {},
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2024-10-11T09:03:11.478520Z",
+     "start_time": "2024-10-11T09:03:11.472995Z"
+    }
+   },
+   "source": [
+    "rf3.get_cumulative_return(\n",
+    "    period=\"YTD\"\n",
+    ")  # Return since the beginning of the current calendar year and the inflation for the same period"
+   ],
    "outputs": [
     {
      "data": {
-      "text/plain": "RF3_portfolio.PF    0.00042\nUSD.INFL            0.00540\ndtype: float64"
+      "text/plain": [
+       "RF3_portfolio.PF    0.127708\n",
+       "USD.INFL            0.027916\n",
+       "dtype: float64"
+      ]
      },
-     "execution_count": 27,
+     "execution_count": 30,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
-   "source": [
-    "rf3.get_cumulative_return(\n",
-    "    period=\"YTD\"\n",
-    ")  # Return since the beginning of the current calendar year and the inflation for the same period"
-   ]
+   "execution_count": 30
   },
   {
    "cell_type": "code",
-   "execution_count": 28,
    "id": "eligible-nylon",
-   "metadata": {},
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2024-10-11T09:03:13.042916Z",
+     "start_time": "2024-10-11T09:03:13.036935Z"
+    }
+   },
+   "source": [
+    "rf3.get_cumulative_return(period=5)  # Cumulative return for the 5 years period"
+   ],
    "outputs": [
     {
      "data": {
-      "text/plain": "RF3_portfolio.PF    0.398419\nUSD.INFL            0.225319\ndtype: float64"
+      "text/plain": [
+       "RF3_portfolio.PF    0.460371\n",
+       "USD.INFL            0.228253\n",
+       "dtype: float64"
+      ]
      },
-     "execution_count": 28,
+     "execution_count": 31,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
-   "source": [
-    "rf3.get_cumulative_return(period=5)  # Cumulative return for the 5 years period"
-   ]
+   "execution_count": 31
   },
   {
    "cell_type": "markdown",
@@ -854,22 +1202,29 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 29,
    "id": "light-therapist",
-   "metadata": {},
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2024-10-11T09:03:15.138459Z",
+     "start_time": "2024-10-11T09:03:15.009506Z"
+    }
+   },
+   "source": [
+    "rf3.get_rolling_cumulative_return(window=12 * 5).plot();  # window size is in months (5 year cumulative return here)"
+   ],
    "outputs": [
     {
      "data": {
-      "text/plain": "<Figure size 1200x800 with 1 Axes>",
-      "image/png": "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"
+      "text/plain": [
+       "<Figure size 1200x600 with 1 Axes>"
+      ],
+      "image/png": "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"
      },
      "metadata": {},
      "output_type": "display_data"
     }
    ],
-   "source": [
-    "rf3.get_rolling_cumulative_return(window=12 * 5).plot();  # window size is in months (5 year cumulative return here)"
-   ]
+   "execution_count": 32
   },
   {
    "cell_type": "markdown",
@@ -881,22 +1236,29 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 30,
    "id": "yellow-venture",
-   "metadata": {},
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2024-10-11T09:03:19.934550Z",
+     "start_time": "2024-10-11T09:03:17.299585Z"
+    }
+   },
+   "source": [
+    "rf3.dividend_yield.plot();"
+   ],
    "outputs": [
     {
      "data": {
-      "text/plain": "<Figure size 1200x800 with 1 Axes>",
-      "image/png": "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"
+      "text/plain": [
+       "<Figure size 1200x600 with 1 Axes>"
+      ],
+      "image/png": "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"
      },
      "metadata": {},
      "output_type": "display_data"
     }
    ],
-   "source": [
-    "rf3.dividend_yield.plot();"
-   ]
+   "execution_count": 33
   },
   {
    "cell_type": "markdown",
@@ -908,22 +1270,40 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 31,
    "id": "included-little",
-   "metadata": {},
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2024-10-11T09:03:20.208048Z",
+     "start_time": "2024-10-11T09:03:19.939556Z"
+    }
+   },
+   "source": [
+    "rf3.dividends"
+   ],
    "outputs": [
     {
      "data": {
-      "text/plain": "2011-02     1.101142\n2011-03     2.716983\n2011-04     1.090118\n2011-05     1.104542\n2011-06     2.827576\n             ...    \n2023-09     8.201548\n2023-10     2.238355\n2023-11     2.151184\n2023-12    15.014867\n2024-01     0.000000\nFreq: M, Name: RF3_portfolio.PF, Length: 156, dtype: float64"
+      "text/plain": [
+       "2011-02     1.101142\n",
+       "2011-03     2.772640\n",
+       "2011-04     1.112450\n",
+       "2011-05     1.127169\n",
+       "2011-06     2.885499\n",
+       "             ...    \n",
+       "2024-05     2.680301\n",
+       "2024-06    10.481684\n",
+       "2024-07     2.817045\n",
+       "2024-08     2.874339\n",
+       "2024-09     8.545072\n",
+       "Freq: M, Name: RF3_portfolio.PF, Length: 164, dtype: float64"
+      ]
      },
-     "execution_count": 31,
+     "execution_count": 34,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
-   "source": [
-    "rf3.dividends"
-   ]
+   "execution_count": 34
   },
   {
    "cell_type": "markdown",
@@ -935,22 +1315,29 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 32,
    "id": "favorite-russia",
-   "metadata": {},
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2024-10-11T09:03:23.701983Z",
+     "start_time": "2024-10-11T09:03:23.317671Z"
+    }
+   },
+   "source": [
+    "rf3.dividends.resample(\"Y\").sum().plot(kind=\"bar\");"
+   ],
    "outputs": [
     {
      "data": {
-      "text/plain": "<Figure size 1200x800 with 1 Axes>",
-      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA9EAAAKcCAYAAADvgTl1AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjguMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8g+/7EAAAACXBIWXMAAA9hAAAPYQGoP6dpAAAwBElEQVR4nO3df3jXdb3/8SdzMlTYEE5skvyyElCPkigyJE3DCNAyOadSuyIju/SgqaQlV3X8lQfLk5jFqJQwT03LjtYFpP1YiFcKKsPUNPFHEpxws19sSDJAPt8/3l8/H5dor8nYG8btdl27rvZ5j/HyEc7d+fxYj0KhUAgAAADgnyrL+wAAAACwuxDRAAAAkEhEAwAAQCIRDQAAAIlENAAAACQS0QAAAJBIRAMAAECi8rwP8I+2bdsW69atiz59+kSPHj3yPg4AAADdXKFQiA0bNsTAgQOjrOyN72ve5SJ63bp1MWjQoLyPAQAAwB5m7dq1ceCBB77hx+xyEd2nT5+IyA5fWVmZ82kAAADo7lpbW2PQoEHFHn0ju1xEv/IQ7srKShENAABAl0l5SrEXFgMAAIBEIhoAAAASiWgAAABIJKIBAAAgkYgGAACARCIaAAAAEoloAAAASCSiAQAAIJGIBgAAgEQiGgAAABKJaAAAAEgkogEAACCRiAYAAIBEIhoAAAASiWgAAABIJKIBAAAgkYgGAACARCIaAAAAEoloAAAASCSiAQAAIJGIBgAAgEQiGgAAABKJaAAAAEgkogEAACCRiAYAAIBEIhoAAAASled9AAAAgN3R0EsX532EWH3NlLyPsMdxTzQAAAAkEtEAAACQSEQDAABAIhENAAAAiUQ0AAAAJBLRAAAAkEhEAwAAQCIRDQAAAIlENAAAACQS0QAAAJBIRAMAAEAiEQ0AAACJRDQAAAAkEtEAAACQSEQDAABAIhENAAAAiUQ0AAAAJBLRAAAAkEhEAwAAQCIRDQAAAIlENAAAACQS0QAAAJBIRAMAAEAiEQ0AAACJRDQAAAAkEtEAAACQSEQDAABAIhENAAAAiUQ0AAAAJBLRAAAAkEhEAwAAQCIRDQAAAIlENAAAACQS0QAAAJBIRAMAAEAiEQ0AAACJOhTRl19+efTo0aPd24gRI4rXN23aFDNmzIj+/ftH7969Y+rUqdHc3NzphwYAAIA8dPie6EMPPTSef/754tuvf/3r4rWLLrooFi5cGLfffnssXbo01q1bF6eddlqnHhgAAADyUt7hX1BeHjU1Na+5vaWlJebPnx/19fVx4oknRkTEggULYuTIkbF8+fIYO3bsjp8WAAAActThe6KffvrpGDhwYBx00EFx5plnxpo1ayIiorGxMbZs2RITJkwofuyIESNi8ODBsWzZstf9fG1tbdHa2truDQAAAHZFHYroY445Jm6++ea4++67Y968efHcc8/Fu971rtiwYUM0NTVFz549o2/fvu1+TXV1dTQ1Nb3u55w9e3ZUVVUV3wYNGvSm/kEAAABgZ+vQw7knTZpU/N+HH354HHPMMTFkyJD44Q9/GPvss8+bOsCsWbNi5syZxfdbW1uFNAAAALukHfoRV3379o2DDz44nnnmmaipqYnNmzfH+vXr231Mc3Pzdp9D/YqKioqorKxs9wYAAAC7oh2K6BdffDGeffbZOOCAA2L06NGx9957R0NDQ/H6qlWrYs2aNVFbW7vDBwUAAIC8dejh3BdffHGccsopMWTIkFi3bl1cdtllsddee8Xpp58eVVVVMX369Jg5c2b069cvKisr4/zzz4/a2lqvzA0AAEC30KGI/r//+784/fTT4y9/+Uu85S1vifHjx8fy5cvjLW95S0REzJkzJ8rKymLq1KnR1tYWEydOjLq6up1ycAAAAOhqPQqFQiHvQ7xaa2trVFVVRUtLi+dHAwAAu6yhly7O+wix+popeR+hW+hIh+7Qc6IBAABgTyKiAQAAIJGIBgAAgEQiGgAAABKJaAAAAEgkogEAACCRiAYAAIBEIhoAAAASiWgAAABIJKIBAAAgkYgGAACARCIaAAAAEoloAAAASCSiAQAAIJGIBgAAgEQiGgAAABKJaAAAAEgkogEAACBRed4HAAAAdi9DL12c9xFi9TVT8j4Ceyj3RAMAAEAiEQ0AAACJRDQAAAAkEtEAAACQSEQDAABAIhENAAAAiUQ0AAAAJBLRAAAAkEhEAwAAQCIRDQAAAIlENAAAACQS0QAAAJBIRAMAAEAiEQ0AAACJRDQAAAAkEtEAAACQSEQDAABAIhENAAAAiUQ0AAAAJBLRAAAAkEhEAwAAQCIRDQAAAIlENAAAACQS0QAAAJBIRAMAAEAiEQ0AAACJRDQAAAAkEtEAAACQSEQDAABAIhENAAAAiUQ0AAAAJBLRAAAAkEhEAwAAQCIRDQAAAIlENAAAACQS0QAAAJBIRAMAAEAiEQ0AAACJRDQAAAAkEtEAAACQSEQDAABAIhENAAAAiUQ0AAAAJCrP+wAAALuioZcuzvsIERGx+popeR8BgFdxTzQAAAAkEtEAAACQyMO5AQAgwa7wEH8P74f8uScaAAAAEoloAAAASCSiAQAAIJGIBgAAgEQiGgAAABKJaAAAAEgkogEAACCRiAYAAIBEIhoAAAASiWgAAABIJKIBAAAgkYgGAACARCIaAAAAEoloAAAASCSiAQAAIJGIBgAAgEQiGgAAABKJaAAAAEgkogEAACCRiAYAAIBEIhoAAAASiWgAAABIJKIBAAAgkYgGAACARCIaAAAAEoloAAAASCSiAQAAIJGIBgAAgEQiGgAAABKJaAAAAEhUviO/+JprrolZs2bFBRdcENdff31ERGzatCk+85nPxG233RZtbW0xceLEqKuri+rq6s44LwCwkw29dHHeR4jV10zJ+wgAsF1v+p7ohx56KL71rW/F4Ycf3u72iy66KBYuXBi33357LF26NNatWxennXbaDh8UAAAA8vamIvrFF1+MM888M2688cbYf//9i7e3tLTE/Pnz47rrrosTTzwxRo8eHQsWLIj7778/li9f3mmHBgAAgDy8qYieMWNGTJkyJSZMmNDu9sbGxtiyZUu720eMGBGDBw+OZcuWbfdztbW1RWtra7s3AAAA2BV1+DnRt912W6xcuTIeeuih11xramqKnj17Rt++fdvdXl1dHU1NTdv9fLNnz44rrriio8cAAACALtehe6LXrl0bF1xwQXz/+9+PXr16dcoBZs2aFS0tLcW3tWvXdsrnBQAAgM7WoYhubGyMF154IY488sgoLy+P8vLyWLp0adxwww1RXl4e1dXVsXnz5li/fn27X9fc3Bw1NTXb/ZwVFRVRWVnZ7g0AAAB2RR16OPd73vOeeOyxx9rddtZZZ8WIESPic5/7XAwaNCj23nvvaGhoiKlTp0ZExKpVq2LNmjVRW1vbeacGAACAHHQoovv06ROHHXZYu9v222+/6N+/f/H26dOnx8yZM6Nfv35RWVkZ559/ftTW1sbYsWM779QAAACQgw6/sNg/M2fOnCgrK4upU6dGW1tbTJw4Merq6jr7twEAAIAut8MRfc8997R7v1evXjF37tyYO3fujn5qAAB2AUMvXZz3EWL1NVPyPgJARLzJnxMNAAAAeyIRDQAAAIlENAAAACQS0QAAAJBIRAMAAEAiEQ0AAACJRDQAAAAkEtEAAACQSEQDAABAIhENAAAAiUQ0AAAAJBLRAAAAkEhEAwAAQCIRDQAAAIlENAAAACQS0QAAAJBIRAMAAEAiEQ0AAACJRDQAAAAkEtEAAACQSEQDAABAIhENAAAAiUQ0AAAAJBLRAAAAkEhEAwAAQCIRDQAAAIlENAAAACQS0QAAAJBIRAMAAEAiEQ0AAACJRDQAAAAkEtEAAACQSEQDAABAIhENAAAAicrzPgAA7CqGXro47yPE6mum5H0EAOANuCcaAAAAEoloAAAASCSiAQAAIJGIBgAAgEQiGgAAABKJaAAAAEgkogEAACCRiAYAAIBEIhoAAAASiWgAAABIJKIBAAAgkYgGAACARCIaAAAAEoloAAAASCSiAQAAIJGIBgAAgEQiGgAAABKJaAAAAEgkogEAACCRiAYAAIBEIhoAAAASiWgAAABIJKIBAAAgkYgGAACARCIaAAAAEoloAAAASCSiAQAAIJGIBgAAgEQiGgAAABKJaAAAAEgkogEAACCRiAYAAIBEIhoAAAASiWgAAABIJKIBAAAgUXneBwAgX0MvXZz3EWL1NVPyPgIAQBIRDXsYwQQAAG+eh3MDAABAIhENAAAAiUQ0AAAAJBLRAAAAkEhEAwAAQCIRDQAAAIlENAAAACQS0QAAAJCoPO8DAORl6KWL8z5CrL5mSt5HAACgA9wTDQAAAIlENAAAACQS0QAAAJBIRAMAAEAiEQ0AAACJRDQAAAAkEtEAAACQSEQDAABAIhENAAAAiUQ0AAAAJBLRAAAAkEhEAwAAQCIRDQAAAIlENAAAACQS0QAAAJCoQxE9b968OPzww6OysjIqKyujtrY27rrrruL1TZs2xYwZM6J///7Ru3fvmDp1ajQ3N3f6oQEAACAPHYroAw88MK655ppobGyMFStWxIknnhgf+MAH4vHHH4+IiIsuuigWLlwYt99+eyxdujTWrVsXp5122k45OAAAAHS18o588CmnnNLu/auvvjrmzZsXy5cvjwMPPDDmz58f9fX1ceKJJ0ZExIIFC2LkyJGxfPnyGDt2bOedGgAAAHLwpp8T/fLLL8dtt90WGzdujNra2mhsbIwtW7bEhAkTih8zYsSIGDx4cCxbtux1P09bW1u0tra2ewMAAIBdUYcj+rHHHovevXtHRUVFnHPOOXHnnXfGIYccEk1NTdGzZ8/o27dvu4+vrq6Opqam1/18s2fPjqqqquLboEGDOvwPAQAAAF2hwxE9fPjw+M1vfhMPPPBAnHvuuTFt2rR44okn3vQBZs2aFS0tLcW3tWvXvunPBQAAADtTh54THRHRs2fPePvb3x4REaNHj46HHnoovva1r8WHP/zh2Lx5c6xfv77dvdHNzc1RU1Pzup+voqIiKioqOn5yAAAA6GI7/HOit23bFm1tbTF69OjYe++9o6GhoXht1apVsWbNmqitrd3R3wYAAABy16F7omfNmhWTJk2KwYMHx4YNG6K+vj7uueee+NnPfhZVVVUxffr0mDlzZvTr1y8qKyvj/PPPj9raWq/MDQAAQLfQoYh+4YUX4mMf+1g8//zzUVVVFYcffnj87Gc/i5NOOikiIubMmRNlZWUxderUaGtri4kTJ0ZdXd1OOTgAAAB0tQ5F9Pz589/weq9evWLu3Lkxd+7cHToUAAAA7Ip2+DnRAAAAsKcQ0QAAAJBIRAMAAECiDv+caHYvQy9dnPcRIiJi9TVT8j4CAADADnNPNAAAACQS0QAAAJBIRAMAAEAiEQ0AAACJRDQAAAAkEtEAAACQSEQDAABAIj8nmj3GrvAzs/28bAAA2L25JxoAAAASiWgAAABIJKIBAAAgkYgGAACARCIaAAAAEoloAAAASNRtf8SVH2cEAABAZ3NPNAAAACQS0QAAAJBIRAMAAEAiEQ0AAACJRDQAAAAkEtEAAACQSEQDAABAIhENAAAAiUQ0AAAAJBLRAAAAkEhEAwAAQCIRDQAAAIlENAAAACQS0QAAAJBIRAMAAEAiEQ0AAACJRDQAAAAkEtEAAACQSEQDAABAIhENAAAAiUQ0AAAAJBLRAAAAkEhEAwAAQCIRDQAAAIlENAAAACQS0QAAAJBIRAMAAEAiEQ0AAACJRDQAAAAkEtEAAACQSEQDAABAIhENAAAAiUQ0AAAAJBLRAAAAkEhEAwAAQCIRDQAAAIlENAAAACQS0QAAAJBIRAMAAEAiEQ0AAACJRDQAAAAkEtEAAACQSEQDAABAIhENAAAAiUQ0AAAAJBLRAAAAkEhEAwAAQCIRDQAAAIlENAAAACQS0QAAAJBIRAMAAEAiEQ0AAACJRDQAAAAkEtEAAACQSEQDAABAIhENAAAAiUQ0AAAAJBLRAAAAkEhEAwAAQCIRDQAAAIlENAAAACQS0QAAAJBIRAMAAEAiEQ0AAACJRDQAAAAkEtEAAACQSEQDAABAIhENAAAAiUQ0AAAAJBLRAAAAkEhEAwAAQCIRDQAAAIlENAAAACQS0QAAAJBIRAMAAEAiEQ0AAACJRDQAAAAk6lBEz549O44++ujo06dPDBgwIE499dRYtWpVu4/ZtGlTzJgxI/r37x+9e/eOqVOnRnNzc6ceGgAAAPLQoYheunRpzJgxI5YvXx6/+MUvYsuWLfHe9743Nm7cWPyYiy66KBYuXBi33357LF26NNatWxennXZapx8cAAAAulp5Rz747rvvbvf+zTffHAMGDIjGxsY47rjjoqWlJebPnx/19fVx4oknRkTEggULYuTIkbF8+fIYO3bsaz5nW1tbtLW1Fd9vbW19M/8cAAAAsNPt0HOiW1paIiKiX79+ERHR2NgYW7ZsiQkTJhQ/ZsSIETF48OBYtmzZdj/H7Nmzo6qqqvg2aNCgHTkSAAAA7DRvOqK3bdsWF154YRx77LFx2GGHRUREU1NT9OzZM/r27dvuY6urq6OpqWm7n2fWrFnR0tJSfFu7du2bPRIAAADsVB16OPerzZgxI37729/Gr3/96x06QEVFRVRUVOzQ5wAAAICu8KbuiT7vvPNi0aJFsWTJkjjwwAOLt9fU1MTmzZtj/fr17T6+ubk5ampqduigAAAAkLcORXShUIjzzjsv7rzzzvjVr34Vw4YNa3d99OjRsffee0dDQ0PxtlWrVsWaNWuitra2c04MAAAAOenQw7lnzJgR9fX18ZOf/CT69OlTfJ5zVVVV7LPPPlFVVRXTp0+PmTNnRr9+/aKysjLOP//8qK2t3e4rcwMAAMDupEMRPW/evIiIePe7393u9gULFsTHP/7xiIiYM2dOlJWVxdSpU6OtrS0mTpwYdXV1nXJYAAAAyFOHIrpQKPzTj+nVq1fMnTs35s6d+6YPBQAAALuiHfo50QAAALAnEdEAAACQSEQDAABAIhENAAAAiUQ0AAAAJBLRAAAAkEhEAwAAQCIRDQAAAIlENAAAACQS0QAAAJBIRAMAAEAiEQ0AAACJRDQAAAAkEtEAAACQSEQDAABAIhENAAAAiUQ0AAAAJBLRAAAAkEhEAwAAQCIRDQAAAIlENAAAACQS0QAAAJBIRAMAAEAiEQ0AAACJRDQAAAAkEtEAAACQSEQDAABAIhENAAAAiUQ0AAAAJBLRAAAAkEhEAwAAQCIRDQAAAIlENAAAACQS0QAAAJBIRAMAAEAiEQ0AAACJRDQAAAAkEtEAAACQSEQDAABAIhENAAAAiUQ0AAAAJBLRAAAAkEhEAwAAQCIRDQAAAIlENAAAACQS0QAAAJBIRAMAAEAiEQ0AAACJRDQAAAAkEtEAAACQSEQDAABAIhENAAAAiUQ0AAAAJBLRAAAAkEhEAwAAQCIRDQAAAIlENAAAACQS0QAAAJBIRAMAAEAiEQ0AAACJRDQAAAAkEtEAAACQSEQDAABAIhENAAAAiUQ0AAAAJBLRAAAAkEhEAwAAQCIRDQAAAIlENAAAACQS0QAAAJBIRAMAAEAiEQ0AAACJRDQAAAAkEtEAAACQSEQDAABAIhENAAAAiUQ0AAAAJBLRAAAAkEhEAwAAQCIRDQAAAIlENAAAACQS0QAAAJBIRAMAAEAiEQ0AAACJRDQAAAAkEtEAAACQSEQDAABAIhENAAAAiUQ0AAAAJBLRAAAAkEhEAwAAQCIRDQAAAIlENAAAACQS0QAAAJBIRAMAAEAiEQ0AAACJOhzR9957b5xyyikxcODA6NGjR/z4xz9ud71QKMR//ud/xgEHHBD77LNPTJgwIZ5++unOOi8AAADkpsMRvXHjxjjiiCNi7ty5273+la98JW644Yb45je/GQ888EDst99+MXHixNi0adMOHxYAAADyVN7RXzBp0qSYNGnSdq8VCoW4/vrr4wtf+EJ84AMfiIiIW265Jaqrq+PHP/5xfOQjH3nNr2lra4u2trbi+62trR09EgAAAHSJTn1O9HPPPRdNTU0xYcKE4m1VVVVxzDHHxLJly7b7a2bPnh1VVVXFt0GDBnXmkQAAAKDTdGpENzU1RUREdXV1u9urq6uL1/7RrFmzoqWlpfi2du3azjwSAAAAdJoOP5y7s1VUVERFRUXexwAAAIB/qlPvia6pqYmIiObm5na3Nzc3F68BAADA7qpTI3rYsGFRU1MTDQ0NxdtaW1vjgQceiNra2s78rQAAAKDLdfjh3C+++GI888wzxfefe+65+M1vfhP9+vWLwYMHx4UXXhhf+tKX4h3veEcMGzYsvvjFL8bAgQPj1FNP7cxzAwAAQJfrcESvWLEiTjjhhOL7M2fOjIiIadOmxc033xyf/exnY+PGjfGpT30q1q9fH+PHj4+77747evXq1XmnBgAAgBx0OKLf/e53R6FQeN3rPXr0iCuvvDKuvPLKHToYAAAA7Go69TnRAAAA0J2JaAAAAEgkogEAACCRiAYAAIBEIhoAAAASiWgAAABIJKIBAAAgkYgGAACARCIaAAAAEoloAAAASCSiAQAAIJGIBgAAgEQiGgAAABKJaAAAAEgkogEAACCRiAYAAIBEIhoAAAASiWgAAABIJKIBAAAgkYgGAACARCIaAAAAEoloAAAASCSiAQAAIJGIBgAAgEQiGgAAABKJaAAAAEgkogEAACCRiAYAAIBEIhoAAAASiWgAAABIJKIBAAAgkYgGAACARCIaAAAAEoloAAAASCSiAQAAIJGIBgAAgEQiGgAAABKJaAAAAEgkogEAACCRiAYAAIBEIhoAAAASiWgAAABIJKIBAAAgkYgGAACARCIaAAAAEoloAAAASCSiAQAAIJGIBgAAgEQiGgAAABKJaAAAAEgkogEAACCRiAYAAIBEIhoAAAASiWgAAABIJKIBAAAgkYgGAACARCIaAAAAEoloAAAASCSiAQAAIJGIBgAAgEQiGgAAABKJaAAAAEgkogEAACCRiAYAAIBEIhoAAAASiWgAAABIJKIBAAAgkYgGAACARCIaAAAAEoloAAAASCSiAQAAIJGIBgAAgEQiGgAAABKJaAAAAEgkogEAACCRiAYAAIBEIhoAAAASiWgAAABIJKIBAAAgkYgGAACARCIaAAAAEoloAAAASCSiAQAAIJGIBgAAgEQiGgAAABKJaAAAAEgkogEAACCRiAYAAIBEIhoAAAASiWgAAABIJKIBAAAgkYgGAACARCIaAAAAEoloAAAASCSiAQAAIJGIBgAAgEQ7LaLnzp0bQ4cOjV69esUxxxwTDz744M76rQAAAKBL7JSI/sEPfhAzZ86Myy67LFauXBlHHHFETJw4MV544YWd8dsBAABAlyjfGZ/0uuuui7PPPjvOOuusiIj45je/GYsXL47vfOc7cemll7b72La2tmhrayu+39LSEhERra2tO3SGbW1/36Ff3xl29J+hM+wKO0TY4hV2yOwKO0TY4hV2KLFFxg6ZXWGHCFu8wg6ZXWGHCFu8wg7dxys7FgqFf/qxPQopH9UBmzdvjn333Td+9KMfxamnnlq8fdq0abF+/fr4yU9+0u7jL7/88rjiiis68wgAAADQYWvXro0DDzzwDT+m0++J/vOf/xwvv/xyVFdXt7u9uro6nnzyydd8/KxZs2LmzJnF97dt2xZ//etfo3///tGjR4/OPl6y1tbWGDRoUKxduzYqKytzO0fe7JCxQ4ktMnYosUXGDiW2yNghY4cSW2TsUGKLzK6wQ6FQiA0bNsTAgQP/6cfulIdzd0RFRUVUVFS0u61v3775HGY7Kisr9+g/0K+wQ8YOJbbI2KHEFhk7lNgiY4eMHUpskbFDiS0yee9QVVWV9HGd/sJi//Iv/xJ77bVXNDc3t7u9ubk5ampqOvu3AwAAgC7T6RHds2fPGD16dDQ0NBRv27ZtWzQ0NERtbW1n/3YAAADQZXbKw7lnzpwZ06ZNi6OOOirGjBkT119/fWzcuLH4at27g4qKirjssste81DzPY0dMnYosUXGDiW2yNihxBYZO2TsUGKLjB1KbJHZ3Xbo9FfnfsU3vvGNuPbaa6OpqSlGjRoVN9xwQxxzzDE747cCAACALrHTIhoAAAC6m05/TjQAAAB0VyIaAAAAEoloAAAASCSiAQAAIJGIBgAAgEQiGhIVCoV4+eWX8z7GLuHmm2+OlpaWvI/BLuLpp5+OhoaGeOaZZ/I+Cjn6x6+PDz74YCxfvjza2tpyOlF+1qxZEw888EA89NBD8Ze//CXv4+Sqra1tj/wzAHTcPffcEy+99FLex0giohM88sgjsddee+V9jC7x05/+ND75yU/GZz/72XjyySfbXfvb3/4WJ554Yk4n6zpbt26NL3zhC3H88cfHZZddFhER1157bfTu3Tv23XffmDZtWmzevDnnU+brU5/6VKxbty7vY3SZBx98sF0gLFq0KI4//vh461vfGkcddVTccsstOZ6ua82ePTsaGhoiIvuaMGHChBg+fHicdNJJMXz48Jg0aVKsX78+30N2gT59+sT06dPj/vvvz/soufvDH/4QRx11VFRUVMSkSZOitbU1TjrppBg7dmyMGzcuDjnkkHjqqafyPmaXqKuriyFDhsSwYcNi3LhxMXbs2BgwYECMHz8+Ghsb8z5el/nFL34RkydPjv333z/23Xff2HfffWP//fePyZMnxy9/+cu8j7fL+N3vfhcHHXRQ3sfoEo888kh86Utfirq6uvjzn//c7lpra2t84hOfyOlkXe+mm26KadOmxYIFCyIi4gc/+EGMHDkyDjrooOL3nXuq9773vbF69eq8j5FERCfaE36cdn19fbz//e+PpqamWLZsWbzzne+M73//+8XrmzdvjqVLl+Z4wq5xxRVXxE033RRHHXVU/OhHP4pzzz03vv71r8e3v/3tuPHGG6OhoSGuv/76vI/ZJfr167fdt61bt0ZtbW3x/e6utra2eG/SwoUL4wMf+EAMHTo0Pv/5z8c73/nOmD59etx55505n7Jr1NXVFf8//+xnPxt//etfo7GxMf7+97/HypUrY/369XHxxRfnfMqdb+PGjfHAAw/E+PHjY+TIkfHVr341/vSnP+V9rFx85jOfid69e8ePf/zjqKysjMmTJ8fWrVtj7dq18cc//jHe8Y53xOc+97m8j7nT/fd//3dcffXVcckll8S3vvWtGD58eFx++eWxePHiOOigg+K4446LFStW5H3Mne673/1uTJ48OaqqqmLOnDmxaNGiWLRoUcyZMyf69u0bkydPjv/5n//J+5i7hM2bN8cf/vCHvI+x0/385z+PMWPGxG233RZf/vKXY8SIEbFkyZLi9Zdeeim++93v5njCrnP99dfHhRdeGC+++GJ8/vOfj6uvvjpmzJgRH/3oR+PjH/94XH/99fHtb38772PudEceeeR237Zu3RpTp04tvr8r61HYE+rwnzjttNPe8HpLS0vcc8893f6hvO985zvjrLPOik9/+tMREfHDH/4wPvGJT8TXvva1mD59ejQ3N8fAgQO7/Q5ve9vb4mtf+1qcfPLJ8cwzz8Tw4cOjvr4+PvzhD0dEtstVV10Vjz32WM4n3fn69OkTxx9/fPz7v/978bZCoRCf/OQn48orr4y3vvWtERExbdq0vI7YJcrKyqKpqSkGDBgQ73rXu2L8+PExe/bs4vX/+q//ioULF8ayZctyPGXX6NWrV6xatap4b9t3v/vdOO6444rXGxsb45RTTun2j1R45c/E888/HzfddFPU19fHiy++GCeffHJ88pOfjPe9733Ro0ePvI/ZJQYMGBA///nPY9SoUdHS0hL7779/3HvvvTF+/PiIiFi5cmVMnjw5mpqacj7pzjVs2LCoq6uLSZMmRUTEU089FePGjYumpqYoLy+PCy64IH73u9/Fz3/+85xPunMdfPDBccEFF8SMGTO2e72uri7mzJkTTz/9dBefrOvNnDnzDa//6U9/ivr6+m7/fdW4cePihBNOiKuvvjoKhUJce+21cdVVV8Xtt98e73vf+/aY7y8jIkaOHBlf/OIX44wzzoiHH344xowZE9/85jdj+vTpERExf/78mDdvXrf/C7e99947JkyYEGPHji3eVigU4qqrropzzjknBgwYEBGxS98zL6Ij+z/ypJNOiurq6u1e/+tf/xqLFi3q9v9y9+7dOx577LEYNmxY8bYlS5bE+9///rj22mvjgx/84B7xRW6fffaJp556KgYNGlR8/+GHH44RI0ZERMRzzz0XRxxxRLS2tuZ5zC7xzDPPxBlnnBEjR46MuXPnRu/evSMi+3fmkUceiUMOOSTnE3aNV0d0dXV1/PSnP43Ro0cXr69atSrGjh0bf/vb33I8ZdcYPnx4XHfddTFlypQ46KCD4nvf+16MGzeueP03v/lNHH/88d3+OfOv/jMRkT3v84477oj58+fHkiVLYuDAgXHWWWfFlVdemfNJd77Kysp45JFHYtiwYbFt27aoqKiIFStWxBFHHBER2deRI488stt/zdxvv/3i8ccfj6FDh0ZE9g1hz549Y82aNXHAAQfEI488EuPHj48NGzbke9CdrFevXvHII4/E8OHDt3t91apVMWrUqN3meY87Yq+99opRo0ZFZWXldq+/+OKLsXLlym7/fVVVVVWsXLky3va2txVvq6+vj0996lNx2223xdFHH71HfH8ZEbHvvvvGk08+GYMHD46I7N+XxsbGOPTQQyMi+3p59NFHd/vvJ+67776YNm1anHnmmXHZZZdFWVn24Ojd6ftLD+eO7G+Fpk6dGgsWLNju2xVXXJH3EbtEZWVlNDc3t7vthBNOiEWLFsUll1wSX//613M6Wdeqqqpq95zOI488Mvr06VN8v62tbY+5h+ntb3973H///VFTUxOjRo2K++67L+8j5eaJJ56IRx99NPbZZ5/Ytm3ba65v3bo1h1N1vbPPPjsuueSSeOaZZ+K8886Liy++OJ599tmIyP6C6aKLLor3vve9OZ9y5/vHrwEVFRVx+umnxy9/+ct49tln4+Mf/3jcfPPN+Ryuix166KHxne98JyKyh/L2798/brvttuL1W2+9NQ4++OC8jtdlDj744PjFL35RfH/JkiXRs2fPqKmpiYjsm+U94b8dhx56aMyfP/91r3/nO9/ZLb5B7gxvf/vb46KLLoolS5Zs9+3GG2/M+4hdoqKi4jWvlXHGGWfETTfdFB/+8If3mKdDRWQRvXHjxuL7b3nLW4p3ULxiT/h+4thjj43GxsbiI3Ze+T5id1Ke9wF2BaNHj46VK1cWH0rxjyoqKop/Y9SdjRkzJu666652D62IiDj++ONj4cKFcfLJJ+d0sq51yCGHxMqVK+Nf//VfIyJeE46PPfZYvOMd78jjaLkoLy+PL3/5yzFx4sQ444wz4swzz9wjvhH8R+95z3uKr41w3333xdFHH1289vDDD+8RXyMiIi6++OJYs2ZNHHLIIfG2t70tVq9eHQcffHCUl5fH1q1b48gjj4xbb70172PudG/0IK6hQ4fGVVddtUfcCx0Rcfnll8epp54aX/nKV6KsrCx+9rOfxdlnnx2/+tWvoqysLB566KGor6/P+5g73axZs+KjH/1o/PKXv4xevXrFHXfcEZ/+9KeLXy/vueeeOOyww3I+5c731a9+NU4++eS4++67Y8KECcVH+TU3N0dDQ0P8/ve/j8WLF+d8yq5x1FFHRWNjY3z0ox/d7vUePXrsEa+5M2rUqFiyZEm7R3BFRHzkIx+JQqHQ7Z8S9mojRoyIRx99NEaOHBkREWvXrm13/cknnyw+mqW7q6qqiltvvTUWLFgQ48ePjyuuuGK3+v7Sw7kju2fx5Zdfjn333Tfvo+Rq6dKlcf/998esWbO2e33JkiVxyy23FF9NsLt66qmnYu+99273sPZXq6+vj/Ly8vjQhz7UxSfL31/+8pc4++yzY8mSJbF8+fLXfbhed/OPL/zSu3fv6N+/f/H9V16d+2Mf+1iXnitPv/vd72LRokXx+9//PrZt2xYHHHBAHHvssTFhwoTd6j+Cb9YVV1wRl1xyyR7/341XrF69OhobG2P06NExdOjQaG5ujrlz58bf//73mDJlSpxwwgl5H7FL3HXXXfG9730v2traYuLEiXH22WcXr73y4oSv/trRXa1evTrmzZsXy5cvLz4XvqamJmpra+Occ87ZYyKhqakp2traYsiQIXkfJVd33nln3HvvvTFnzpztXq+vr48bb7yx3YuNdVf33Xdf7LfffjFq1KjtXq+rq4tt27bFeeed17UHy9nTTz8dZ555ZqxYsSJ++9vf7haPVhHRAAAA5Gbbtm2xYcOGqKys3C3+Mt5zohNs3bo11qxZk/cxcmeHjB1KbJGxQ8mWLVtsEf5MvJotMnYAeH1lZWVRVVW1WwR0hIhO8vjjj7/uQ3v3JHbI2KHEFhk7lDzxxBO2CH8mXs0WmT1ph7q6upgwYUJ86EMfioaGhnbX/vznP8dBBx2U08m6ni0ydiixRWZ330FEAwDQKW644Ya45JJLYsSIEVFRURGTJ0+O2bNnF6+//PLLr3mdie7KFhk7lNgi0x128Orckf0IozeyJ/wswwg7vMIOJbbI2KHEFhk7lNgiY4fMt771rbjxxhvjjDPOiIiIc889N0499dR46aWX9phXrH+FLTJ2KLFFpjvsIKIje/jhRz7ykdd9mNXzzz8fTz31VBefquvZIWOHEltk7FBii4wdSmyRsUPmueeei3HjxhXfHzduXPzqV7+KCRMmxJYtW+LCCy/M73BdzBYZO5TYItMtdihQGD16dKGuru51rz/88MOFsrKyLjxRPuyQsUOJLTJ2KLFFxg4ltsjYITNo0KDCvffe+5rbH3/88UJ1dXXhYx/72B6xQ6Fgi1fYocQWme6wg+dER8Sxxx4bq1atet3rffr0ieOOO64LT5QPO2TsUGKLjB1KbJGxQ4ktMnbIjB8/Pu64447X3H7IIYdEQ0ND3HXXXTmcKh+2yNihxBaZ7rCDnxMNAECnePTRR6OxsTHOOuus7V7/7W9/G//7v/8bl112WRefrOvZImOHEltkusMOIhoAAAASeWGxV3nwwQdj2bJl0dTUFBERNTU1UVtbG2PGjMn5ZF3LDhk7lNgiY4cSW2TsUGKLjB0ydiixRcYOJbbI7NY75PuU7F1Dc3NzYfz48YUePXoUhgwZUhgzZkxhzJgxhSFDhhR69OhRGD9+fKG5uTnvY+50dsjYocQWGTuU2CJjhxJbZOyQaW5uLhx77LF7/A6Fgi1eYYcSW2S6ww4iulAoTJ06tVBbW1t48sknX3PtySefLIwbN67wb//2bzmcrGvZIWOHEltk7FBii4wdSmyRsUPGDiW2yNihxBaZ7rCDiC4UCr179y6sXLnyda+vWLGi0Lt37y48UT7skLFDiS0ydiixRcYOJbbI2CFjhxJbZOxQYotMd9jBj7iKiIqKimhtbX3d6xs2bIiKioouPFE+7JCxQ4ktMnYosUXGDiW2yNghY4cSW2TsUGKLTLfYIe+K3xX8x3/8R2HIkCGFO+64o9DS0lK8vaWlpXDHHXcUhg4dWjjvvPNyPGHXsEPGDiW2yNihxBYZO5TYImOHjB1KbJGxQ4ktMt1hBxFdKBQ2bdpUOOeccwo9e/YslJWVFXr16lXo1atXoaysrNCzZ8/CueeeW9i0aVPex9zp7JCxQ4ktMnYosUXGDiW2yNghY4cSW2TsUGKLTHfYwc+JfpXW1tZobGxs9zLro0ePjsrKypxP1rXskLFDiS0ydiixRcYOJbbI2CFjhxJbZOxQYovM7ryDiAYAAIBEXljs/3vppZfi17/+dTzxxBOvubZp06a45ZZbcjhV17NDxg4ltsjYocQWGTuU2CJjh4wdSmyRsUOJLTK7/Q75Ppp817Bq1ariD/cuKysrHHfccYU//vGPxetNTU2FsrKyHE/YNeyQsUOJLTJ2KLFFxg4ltsjYIWOHEltk7FBii0x32ME90RHxuc99Lg477LB44YUXYtWqVdGnT58YP358rFmzJu+jdSk7ZOxQYouMHUpskbFDiS0ydsjYocQWGTuU2CLTLXbIu+J3BQMGDCg8+uijxfe3bdtWOOeccwqDBw8uPPvss7vF34Z0Bjtk7FBii4wdSmyRsUOJLTJ2yNihxBYZO5TYItMddnBPdGSPyS8vLy++36NHj5g3b16ccsopcfzxx8dTTz2V4+m6jh0ydiixRcYOJbbI2KHEFhk7ZOxQYouMHUpskekOO5T/8w/p/kaMGBErVqyIkSNHtrv9G9/4RkREvP/978/jWF3ODhk7lNgiY4cSW2TsUGKLjB0ydiixRcYOJbbIdIcd3BMdER/84Afj1ltv3e61b3zjG3H66adHYQ/4SWB2yNihxBYZO5TYImOHEltk7JCxQ4ktMnYosUWmO+zg50QDAABAIvdEAwAAQCIRDQAAAIlENAAAACQS0QAAAJBIRAMAAEAiEQ0AAACJRDQAAAAk+n9PTyksUx+legAAAABJRU5ErkJggg=="
+      "text/plain": [
+       "<Figure size 1200x600 with 1 Axes>"
+      ],
+      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA9EAAAIPCAYAAAB0c12YAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjkuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/TGe4hAAAACXBIWXMAAA9hAAAPYQGoP6dpAAAqX0lEQVR4nO3df5BV5X0/8M9dN66A7IK/dtmAimaNGiSmJBKgBmLCpkiNVdOm0hLjpMYE0ynjGBJKO24y8iPYYUikzUx+GUxKkmmNrUmsgVQltUgKGBKL0WiDQISVxiAgkiXK8/3jlHvdL2ield17YXm9Zu6M5zxndz+8Wdbz3nPuvaWUUgoAAADgd6qr9QAAAABwtFCiAQAAIJMSDQAAAJmUaAAAAMikRAMAAEAmJRoAAAAyKdEAAACQSYkGAACATPW1HuD/t3///ti6dWsMHjw4SqVSrccBAACgn0spxe7du6O1tTXq6l79WvMRV6K3bt0aI0aMqPUYAAAAHGO2bNkSw4cPf9VjjrgSPXjw4Igohm9sbKzxNAAAAPR3u3btihEjRpT76Ks54kr0gVu4GxsblWgAAACqJucpxV5YDAAAADIp0QAAAJBJiQYAAIBMSjQAAABkUqIBAAAgkxINAAAAmZRoAAAAyKREAwAAQCYlGgAAADIp0QAAAJBJiQYAAIBMSjQAAABkUqIBAAAgkxINAAAAmZRoAAAAyKREAwAAQCYlGgAAADIp0QAAAJBJiQYAAIBM9bUeAAAA4Gh05ie/V+sR4qkFU2s9wjHHlWgAAADIpEQDAABAJiUaAAAAMinRAAAAkEmJBgAAgExKNAAAAGRSogEAACCTEg0AAACZlGgAAADIpEQDAABAJiUaAAAAMinRAAAAkEmJBgAAgExKNAAAAGRSogEAACCTEg0AAACZlGgAAADIpEQDAABAJiUaAAAAMinRAAAAkEmJBgAAgExKNAAAAGRSogEAACCTEg0AAACZlGgAAADIpEQDAABAJiUaAAAAMinRAAAAkEmJBgAAgExKNAAAAGRSogEAACCTEg0AAACZlGgAAADIpEQDAABAph6V6I6OjiiVSt0eLS0t5fWUUnR0dERra2sMGDAgJk2aFBs2bOj1oQEAAKAWenwl+k1velNs27at/HjkkUfKawsXLoxFixbFkiVLYs2aNdHS0hKTJ0+O3bt39+rQAAAAUAs9LtH19fXR0tJSfpx66qkRUVyFXrx4ccyZMyeuvPLKGDVqVCxdujReeOGFWLZsWa8PDgAAANXW4xL9xBNPRGtra4wcOTL+9E//NH7xi19ERMTGjRujs7Mz2tvby8c2NDTExIkTY9WqVb03MQAAANRIfU8OHjt2bNxxxx1xzjnnxDPPPBO33HJLjB8/PjZs2BCdnZ0REdHc3NztY5qbm2PTpk2v+Dm7urqiq6urvL1r166ejAQAAABV06MSPWXKlPJ/X3DBBTFu3Lg4++yzY+nSpfH2t789IiJKpVK3j0kpHbTv5ebPnx+f+tSnejIGAAAA1MRhvcXVoEGD4oILLognnnii/CrdB65IH7B9+/aDrk6/3OzZs2Pnzp3lx5YtWw5nJAAAAOgzh1Wiu7q64mc/+1kMGzYsRo4cGS0tLbFixYry+r59+2LlypUxfvz4V/wcDQ0N0djY2O0BAAAAR6Ie3c590003xWWXXRann356bN++PW655ZbYtWtXXHPNNVEqlWLmzJkxb968aGtri7a2tpg3b14MHDgwpk2b1lfzAwAAQNX0qET/8pe/jKuvvjp+9atfxamnnhpvf/vbY/Xq1XHGGWdERMSsWbNi7969MWPGjNixY0eMHTs2li9fHoMHD+6T4QEAAKCaSimlVOshXm7Xrl3R1NQUO3fudGs3AABwxDrzk9+r9Qjx1IKptR6hX+hJDz2s50QDAADAsUSJBgAAgExKNAAAAGRSogEAACCTEg0AAACZevQWVwAAAF6VmmOZK9EAAACQSYkGAACATEo0AAAAZFKiAQAAIJMSDQAAAJmUaAAAAMikRAMAAEAmJRoAAAAyKdEAAACQSYkGAACATEo0AAAAZFKiAQAAIJMSDQAAAJmUaAAAAMikRAMAAEAmJRoAAAAyKdEAAACQSYkGAACATEo0AAAAZFKiAQAAIJMSDQAAAJmUaAAAAMikRAMAAEAmJRoAAAAyKdEAAACQSYkGAACATEo0AAAAZFKiAQAAIJMSDQAAAJmUaAAAAMikRAMAAEAmJRoAAAAy1dd6AACAI9WZn/xerUeIpxZMrfUIALyMK9EAAACQyZVoAADIcCTcmRDh7gSoNVeiAQAAIJMSDQAAAJmUaAAAAMikRAMAAEAmJRoAAAAyKdEAAACQSYkGAACATEo0AAAAZFKiAQAAIJMSDQAAAJmUaAAAAMikRAMAAEAmJRoAAAAyKdEAAACQSYkGAACATEo0AAAAZFKiAQAAIJMSDQAAAJmUaAAAAMikRAMAAEAmJRoAAAAyKdEAAACQSYkGAACATPW1HgAAOLKc+cnv1XqEeGrB1FqPAACH5Eo0AAAAZFKiAQAAIJPbuQEAADgsx9JTgVyJBgAAgEyHVaLnz58fpVIpZs6cWd6XUoqOjo5obW2NAQMGxKRJk2LDhg2HOycAAADU3Gsu0WvWrIkvfOELMXr06G77Fy5cGIsWLYolS5bEmjVroqWlJSZPnhy7d+8+7GEBAACgll5TiX7++efjz/7sz+KLX/xiDB06tLw/pRSLFy+OOXPmxJVXXhmjRo2KpUuXxgsvvBDLli3rtaEBAACgFl7TC4vdcMMNMXXq1Hj3u98dt9xyS3n/xo0bo7OzM9rb28v7GhoaYuLEibFq1aq4/vrrD39iAACq6lh6wSCA36XHJfqb3/xmPPzww7FmzZqD1jo7OyMiorm5udv+5ubm2LRp0yE/X1dXV3R1dZW3d+3a1dORAAAAoCp6dDv3li1b4q/+6q/i61//epxwwgmveFypVOq2nVI6aN8B8+fPj6ampvJjxIgRPRkJAAAAqqZHJXrdunWxffv2GDNmTNTX10d9fX2sXLkyPve5z0V9fX35CvSBK9IHbN++/aCr0wfMnj07du7cWX5s2bLlNf5RAAAAoG/16Hbud73rXfHII49023fttdfGueeeG5/4xCfirLPOipaWllixYkW85S1viYiIffv2xcqVK+Mzn/nMIT9nQ0NDNDQ0vMbxAQAAoHp6VKIHDx4co0aN6rZv0KBBcfLJJ5f3z5w5M+bNmxdtbW3R1tYW8+bNi4EDB8a0adN6b2oAAACogdf06tyvZtasWbF3796YMWNG7NixI8aOHRvLly+PwYMH9/aXAgAAgKo67BL9wAMPdNsulUrR0dERHR0dh/upAQAA4IjSoxcWAwAAgGOZEg0AAACZlGgAAADIpEQDAABAJiUaAAAAMinRAAAAkEmJBgAAgExKNAAAAGRSogEAACCTEg0AAACZlGgAAADIpEQDAABAJiUaAAAAMinRAAAAkEmJBgAAgExKNAAAAGRSogEAACCTEg0AAACZ6ms9AAAcKc785PdqPUI8tWBqrUcAAF6FK9EAAACQSYkGAACATEo0AAAAZFKiAQAAIJMSDQAAAJmUaAAAAMikRAMAAEAmJRoAAAAyKdEAAACQSYkGAACATEo0AAAAZFKiAQAAIJMSDQAAAJmUaAAAAMikRAMAAEAmJRoAAAAyKdEAAACQSYkGAACATEo0AAAAZFKiAQAAIJMSDQAAAJmUaAAAAMikRAMAAEAmJRoAAAAyKdEAAACQSYkGAACATEo0AAAAZKqv9QAA1NaZn/xerUeIpxZMrfUIAABZlGg4xhwJhSlCaQIA4Ojkdm4AAADIpEQDAABAJiUaAAAAMinRAAAAkEmJBgAAgExKNAAAAGTyFlfAMetIeLsvb/UFAHB0cSUaAAAAMinRAAAAkEmJBgAAgExKNAAAAGRSogEAACCTEg0AAACZlGgAAADIpEQDAABAJiUaAAAAMinRAAAAkEmJBgAAgExKNAAAAGRSogEAACCTEg0AAACZelSiP//5z8fo0aOjsbExGhsbY9y4cfFv//Zv5fWUUnR0dERra2sMGDAgJk2aFBs2bOj1oQEAAKAWelSihw8fHgsWLIi1a9fG2rVr45JLLonLL7+8XJQXLlwYixYtiiVLlsSaNWuipaUlJk+eHLt37+6T4QEAAKCaelSiL7vssrj00kvjnHPOiXPOOSfmzp0bJ554YqxevTpSSrF48eKYM2dOXHnllTFq1KhYunRpvPDCC7Fs2bK+mh8AAACq5jU/J/qll16Kb37zm7Fnz54YN25cbNy4MTo7O6O9vb18TENDQ0ycODFWrVrVK8MCAABALdX39AMeeeSRGDduXPzmN7+JE088Me666644//zzy0W5ubm52/HNzc2xadOmV/x8XV1d0dXVVd7etWtXT0cCAACAqujxleg3vvGNsX79+li9enV89KMfjWuuuSYeffTR8nqpVOp2fErpoH0vN3/+/Ghqaio/RowY0dORAAAAoCp6XKKPP/74eMMb3hBvfetbY/78+fHmN785PvvZz0ZLS0tERHR2dnY7fvv27QddnX652bNnx86dO8uPLVu29HQkAAAAqIrDfp/olFJ0dXXFyJEjo6WlJVasWFFe27dvX6xcuTLGjx//ih/f0NBQfsusAw8AAAA4EvXoOdF//dd/HVOmTIkRI0bE7t2745vf/GY88MADce+990apVIqZM2fGvHnzoq2tLdra2mLevHkxcODAmDZtWl/NT4YzP/m9Wo8QTy2YWusRAAAADluPSvQzzzwT06dPj23btkVTU1OMHj067r333pg8eXJERMyaNSv27t0bM2bMiB07dsTYsWNj+fLlMXjw4D4ZHgAAAKqpRyX6y1/+8quul0ql6OjoiI6OjsOZCQAAAI5Ih/2caAAAADhWKNEAAACQSYkGAACATD16TjQczbxKOQAAcLhciQYAAIBMSjQAAABkUqIBAAAgkxINAAAAmZRoAAAAyNRvX53bKzEDAADQ21yJBgAAgExKNAAAAGRSogEAACCTEg0AAACZlGgAAADIpEQDAABAJiUaAAAAMinRAAAAkEmJBgAAgExKNAAAAGRSogEAACCTEg0AAACZlGgAAADIpEQDAABAJiUaAAAAMinRAAAAkEmJBgAAgExKNAAAAGRSogEAACCTEg0AAACZlGgAAADIpEQDAABAJiUaAAAAMinRAAAAkEmJBgAAgExKNAAAAGRSogEAACCTEg0AAACZlGgAAADIpEQDAABAJiUaAAAAMinRAAAAkEmJBgAAgExKNAAAAGRSogEAACCTEg0AAACZlGgAAADIpEQDAABAJiUaAAAAMinRAAAAkEmJBgAAgExKNAAAAGRSogEAACCTEg0AAACZlGgAAADIpEQDAABAJiUaAAAAMinRAAAAkEmJBgAAgExKNAAAAGRSogEAACCTEg0AAACZlGgAAADIpEQDAABAJiUaAAAAMinRAAAAkEmJBgAAgExKNAAAAGRSogEAACBTj0r0/Pnz421ve1sMHjw4TjvttPijP/qjePzxx7sdk1KKjo6OaG1tjQEDBsSkSZNiw4YNvTo0AAAA1EKPSvTKlSvjhhtuiNWrV8eKFSvixRdfjPb29tizZ0/5mIULF8aiRYtiyZIlsWbNmmhpaYnJkyfH7t27e314AAAAqKb6nhx87733dtu+/fbb47TTTot169bFO97xjkgpxeLFi2POnDlx5ZVXRkTE0qVLo7m5OZYtWxbXX399700OAAAAVXZYz4neuXNnREScdNJJERGxcePG6OzsjPb29vIxDQ0NMXHixFi1atXhfCkAAACouR5diX65lFLceOON8fu///sxatSoiIjo7OyMiIjm5uZuxzY3N8emTZsO+Xm6urqiq6urvL1r167XOhIAAAD0qdd8JfpjH/tY/PSnP41vfOMbB62VSqVu2ymlg/YdMH/+/Ghqaio/RowY8VpHAgAAgD71mkr0X/7lX8bdd98d999/fwwfPry8v6WlJSIqV6QP2L59+0FXpw+YPXt27Ny5s/zYsmXLaxkJAAAA+lyPSnRKKT72sY/Ft7/97bjvvvti5MiR3dZHjhwZLS0tsWLFivK+ffv2xcqVK2P8+PGH/JwNDQ3R2NjY7QEAAABHoh49J/qGG26IZcuWxb/+67/G4MGDy1ecm5qaYsCAAVEqlWLmzJkxb968aGtri7a2tpg3b14MHDgwpk2b1id/AAAAAKiWHpXoz3/+8xERMWnSpG77b7/99vjgBz8YERGzZs2KvXv3xowZM2LHjh0xduzYWL58eQwePLhXBgYAAIBa6VGJTin9zmNKpVJ0dHRER0fHa50JAAAAjkiH9T7RAAAAcCxRogEAACCTEg0AAACZlGgAAADIpEQDAABAJiUaAAAAMinRAAAAkEmJBgAAgExKNAAAAGRSogEAACCTEg0AAACZlGgAAADIpEQDAABAJiUaAAAAMinRAAAAkEmJBgAAgExKNAAAAGRSogEAACCTEg0AAACZlGgAAADIpEQDAABAJiUaAAAAMinRAAAAkEmJBgAAgExKNAAAAGRSogEAACCTEg0AAACZlGgAAADIpEQDAABAJiUaAAAAMinRAAAAkEmJBgAAgExKNAAAAGRSogEAACCTEg0AAACZlGgAAADIpEQDAABAJiUaAAAAMinRAAAAkEmJBgAAgExKNAAAAGRSogEAACCTEg0AAACZlGgAAADIpEQDAABAJiUaAAAAMinRAAAAkEmJBgAAgExKNAAAAGRSogEAACCTEg0AAACZlGgAAADIpEQDAABAJiUaAAAAMinRAAAAkEmJBgAAgExKNAAAAGRSogEAACCTEg0AAACZlGgAAADIpEQDAABAJiUaAAAAMinRAAAAkEmJBgAAgExKNAAAAGRSogEAACCTEg0AAACZlGgAAADIpEQDAABAph6X6B/+8Idx2WWXRWtra5RKpfiXf/mXbusppejo6IjW1tYYMGBATJo0KTZs2NBb8wIAAEDN9LhE79mzJ9785jfHkiVLDrm+cOHCWLRoUSxZsiTWrFkTLS0tMXny5Ni9e/dhDwsAAAC1VN/TD5gyZUpMmTLlkGsppVi8eHHMmTMnrrzyyoiIWLp0aTQ3N8eyZcvi+uuvP7xpAQAAoIZ69TnRGzdujM7Ozmhvby/va2hoiIkTJ8aqVat680sBAABA1fX4SvSr6ezsjIiI5ubmbvubm5tj06ZNh/yYrq6u6OrqKm/v2rWrN0cCAACAXtMnr85dKpW6baeUDtp3wPz586Opqan8GDFiRF+MBAAAAIetV0t0S0tLRFSuSB+wffv2g65OHzB79uzYuXNn+bFly5beHAkAAAB6Ta+W6JEjR0ZLS0usWLGivG/fvn2xcuXKGD9+/CE/pqGhIRobG7s9AAAA4EjU4+dEP//88/Hkk0+Wtzdu3Bjr16+Pk046KU4//fSYOXNmzJs3L9ra2qKtrS3mzZsXAwcOjGnTpvXq4AAAAFBtPS7Ra9eujXe+853l7RtvvDEiIq655pr46le/GrNmzYq9e/fGjBkzYseOHTF27NhYvnx5DB48uPemBgAAgBrocYmeNGlSpJRecb1UKkVHR0d0dHQczlwAAABwxOmTV+cGAACA/kiJBgAAgExKNAAAAGRSogEAACCTEg0AAACZlGgAAADIpEQDAABAJiUaAAAAMinRAAAAkEmJBgAAgExKNAAAAGRSogEAACCTEg0AAACZlGgAAADIpEQDAABAJiUaAAAAMinRAAAAkEmJBgAAgExKNAAAAGRSogEAACCTEg0AAACZlGgAAADIpEQDAABAJiUaAAAAMinRAAAAkEmJBgAAgExKNAAAAGRSogEAACCTEg0AAACZlGgAAADIpEQDAABAJiUaAAAAMinRAAAAkEmJBgAAgExKNAAAAGRSogEAACCTEg0AAACZlGgAAADIpEQDAABAJiUaAAAAMinRAAAAkEmJBgAAgExKNAAAAGRSogEAACCTEg0AAACZlGgAAADIpEQDAABAJiUaAAAAMinRAAAAkEmJBgAAgExKNAAAAGRSogEAACCTEg0AAACZlGgAAADIpEQDAABAJiUaAAAAMinRAAAAkEmJBgAAgExKNAAAAGRSogEAACCTEg0AAACZlGgAAADIpEQDAABAJiUaAAAAMinRAAAAkEmJBgAAgExKNAAAAGRSogEAACCTEg0AAACZ+qxE/8M//EOMHDkyTjjhhBgzZkz8x3/8R199KQAAAKiKPinR3/rWt2LmzJkxZ86c+PGPfxwXX3xxTJkyJTZv3twXXw4AAACqok9K9KJFi+JDH/pQ/MVf/EWcd955sXjx4hgxYkR8/vOf74svBwAAAFXR6yV63759sW7dumhvb++2v729PVatWtXbXw4AAACqpr63P+GvfvWreOmll6K5ubnb/ubm5ujs7Dzo+K6urujq6ipv79y5MyIidu3adVhz7O964bA+vjcc7p+ht8iiIIfCkZBDhCwOkEPhSMghQhYHyKFCFgU5FI6EHCJkcYAcCkdCDhFHfxYHPjal9DuPLaWco3pg69at8frXvz5WrVoV48aNK++fO3dufO1rX4vHHnus2/EdHR3xqU99qjdHAAAAgB7bsmVLDB8+/FWP6fUr0aecckocd9xxB1113r59+0FXpyMiZs+eHTfeeGN5e//+/fHrX/86Tj755CiVSr09XrZdu3bFiBEjYsuWLdHY2FizOWpNDhWyKMihIIcKWRTkUCGLghwqZFGQQ0EOFbIoHAk5pJRi9+7d0dra+juP7fUSffzxx8eYMWNixYoVccUVV5T3r1ixIi6//PKDjm9oaIiGhoZu+4YMGdLbY71mjY2Nx/Q39AFyqJBFQQ4FOVTIoiCHClkU5FAhi4IcCnKokEWh1jk0NTVlHdfrJToi4sYbb4zp06fHW9/61hg3blx84QtfiM2bN8dHPvKRvvhyAAAAUBV9UqLf//73x7PPPhuf/vSnY9u2bTFq1Ki455574owzzuiLLwcAAABV0SclOiJixowZMWPGjL769H2uoaEhbr755oNuNT/WyKFCFgU5FORQIYuCHCpkUZBDhSwKcijIoUIWhaMth15/dW4AAADor+pqPQAAAAAcLZRoAAAAyKREAwAAQCYlGgAAADIp0QAAAJCpz97iqj/Zs2dPrFu3Lt7xjnfUehSq7KWXXorjjjuuvP2jH/0ourq6Yty4cfG6172uhpPV1rXXXhtz586N1tbWWo9SMzt27Ignn3wyhg0bFsOHD6/1ODXz3HPPxT/90z/F5s2b44wzzog//uM/jqamplqP1efWrVsXY8aMqfUYR4zt27fHhg0bYsyYMdHY2BjPPPNMLF26NPbv3x9Tp06NCy64oNYjVs0vfvGLePDBB2Pbtm1x3HHHxciRI2Py5MnR2NhY69Gq7oknnohVq1ZFZ2dnlEqlaG5ujvHjx0dbW1utRzsiOL88djm/PLSj6vwy8TutX78+1dXV1XqMPrdv37708Y9/PJ199tnpbW97W/rKV77Sbb2zs/OYyCGllLZu3ZomTJiQjjvuuPSOd7wj/frXv05Tp05NpVIplUqldM4556StW7fWesw+95Of/OSQj9e97nXprrvuKm/3d7Nnz0579uxJKRX/Tq677rpUV1eXSqVSqqurS1dccUXau3dvjaesjquuuirdeeedKaWUNmzYkE455ZR06qmnprFjx6bm5ubU0tKSHn300RpP2fdKpVI666yz0ty5c9Mvf/nLWo9TU/fff38aNGhQKpVKadiwYeknP/lJGj58eGpra0tvfOMbU0NDQ/r+979f6zH73PPPP5/e9773lf8/UVdXl1paWtJxxx2XTjzxxLRkyZJaj1g1zz33XHrve9+bSqVSGjJkSDrnnHNSW1tbGjJkSKqrq0uXX3552rlzZ63HrDnnlwXnl84vj8bzSyU6w7HyQ+7mm29Ozc3N6dZbb01z5sxJTU1N6cMf/nB5vbOzM5VKpRpOWD3Tp09P48ePT3fffXd6//vfn8aPH58uvvji9Mtf/jJt3rw5XXzxxemGG26o9Zh97sCJ4IEf7i9/vLxE9nd1dXXpmWeeSSmlNHfu3HTqqaemO++8Mz399NPpO9/5Tnr961+fPv3pT9d4yuo45ZRT0s9//vOUUkpTpkxJ06ZNS11dXSml4kTpQx/6UGpvb6/liFVRKpXSddddl5qbm1N9fX2aOnVquuuuu9KLL75Y69GqbsKECemGG25Iu3fvTrfeemsaPnx4t5+PN910Uxo/fnwNJ6yOD3/4w2nChAlp/fr16bHHHktXXXVVmjVrVtqzZ0/68pe/nAYOHJj+8R//sdZjVsX06dPTBRdckFavXn3Q2urVq9Po0aPTBz7wgRpMdmRxfllwfun88mg8v1SiU0pDhw591UdjY+MR/xfZG97whjek73znO+XtJ598MrW1taUPfvCDaf/+/cfUbwqHDRuWHnrooZRSSs8++2wqlUrpBz/4QXn9vvvuS2eddVatxquaN7/5zWnq1KnpZz/7WXrqqafSU089lTZu3Jjq6+vTihUryvv6u1KpVC7RF154Yfryl7/cbf1b3/pWOu+882oxWtUNGDAgPfnkkyml4t/Jww8/3G398ccfT01NTTWYrLoOfE/89re/Tf/8z/+cLr300nTcccel5ubmNGvWrPTYY4/VesSqaWxsLH9P/Pa3v0319fXpxz/+cXn95z//+THxPXHKKaektWvXlrd//etfpxNOOKF8F8uSJUvShRdeWKvxqqqpqemQBfqAhx566Jj4nnB+WXB+WeH8stAfzi89Jzoiurq64qMf/egrPmdr06ZN8alPfarKU1Xf008/HaNGjSpvn3322fHAAw/EJZdcEtOnT4+FCxfWcLrq2rFjR7z+9a+PiIiTTjopBg4cGGeccUZ5/eyzz45t27bVaryq+a//+q+YNWtWXHXVVfH1r3893vKWt5TXWltbu2XS35VKpYiI2LJlS1x00UXd1i666KLYtGlTLcaqutGjR8d9990XZ599drS0tMSmTZu6fV9s2rQpBgwYUMMJq6u+vj6uuuqquOqqq+Lpp5+Or3zlK/HVr341/u7v/i4mTJgQP/zhD2s9Yp87/vjj4ze/+U1EROzbty/2799f3o6I2Lt37zHxHL8XX3yx2/OeTzzxxHjxxRdjz549MXDgwGhvb4+bbrqphhNW14GfmT1d60+cXxacX1Y4vyz0i/PLWrf4I8H48ePT4sWLX3H9WLndZuTIkd1+G3bA008/nc4555z07ne/+5jIIaWUTj/99PSjH/2ovP2JT3wiPfvss+Xt9evXp1NOOaUWo9XEPffck4YPH57mzZuXXnrppVRfX582bNhQ67GqplQqpblz56bPfvazqbW1Nf3whz/str5+/fo0dOjQGk1XXd/97nfTSSedlG6//fZ0++23pzPPPDN96UtfSv/5n/+ZvvKVr6QRI0akj3/847Ues8+9/Bb/Q/nBD36Qpk2bVsWJaufyyy9Pf/iHf5gefPDB9OEPfzi99a1vTVOnTk3PP/982rNnT3rf+96X/uAP/qDWY/a5yZMnd7sN89Zbb03Dhg0rbz/88MPHzP83/vzP/zyNHj06rVmz5qC1NWvWpAsvvDBNnz69BpNVl/PLgvPLCueX3R3N55euREfE1KlT47nnnnvF9ZNOOik+8IEPVG+gGrnkkkti2bJl8a53vavb/tbW1rjvvvti0qRJtRmsBi688MJ46KGHylccFyxY0G39wQcfjNGjR9ditJqYMmVKrF27Nq699tq45557aj1O1Z1++unxxS9+MSKKq24PP/xwXHzxxeX1+++/P974xjfWaryqmjp1anzhC1+ImTNnxtatWyOlFNddd11ERDQ0NMRHPvKRmD9/fo2n7HsppVddf9e73nXQz9L+6tZbb41LL700Lr744jj//PNj+fLl8dGPfjSGDBkSERFDhw6Ne++9t7ZDVsGCBQti8uTJceedd8bxxx8fnZ2dsXTp0vL6qlWr4tJLL63hhNVz2223xdVXXx0XXXRRDBkyJE477bQolUrxzDPPxM6dO+M973lPfO5zn6v1mH3O+WXB+WWF88vujubzy1L6XWcCHDM2bdoUjz32WLznPe855Pq2bdti+fLlcc0111R5siPPmjVrYsCAAd1uTzpWfO5zn4v7778/brvttmP6rZ1ebvXq1dHQ0NDtdqT+7qWXXoqHH344fvGLX8T+/ftj2LBhMWbMmBg8eHCtR6uKlStXxoQJE6K+3u+iD3j22Wfj5JNPLm//+7//e+zduzfGjRvXbX9/tm3btvjud78bXV1dcckll8T5559f65Fq6rHHHouHHnooOjs7IyKipaUlxo0bF+eee26NJ6OanF/mc3559JxfKtEAAACQqa7WAxwNduzYEXfccUetx6g5OVTIoiCHghwqZFGQQ4UsCsdiDvv373/F/Zs3b67yNLUjh4IcKmRROJpzUKIzbN68Oa699tpaj1FzcqiQRUEOBTlUyKIghwpZFI6lHHbt2hV/8id/EoMGDYrm5ua4+eab46WXXiqv/+///m+MHDmyhhNWhxwKcqiQRaE/5ODJXFH8Rb6a3bt3V2mS2pJDhSwKcijIoUIWBTlUyKIgh4q//du/jZ/85Cfxta99LZ577rm45ZZbYt26dfHtb387jj/++Ij43S/O1x/IoSCHClkU+kMOnhMdEXV1da/6noUppSiVSt1+Q9IfyaFCFgU5FORQIYuCHCpkUZBDxRlnnBFLly4tv+rys88+G1OnTo2mpqa4++6747nnnovW1tZ+n4UcCnKokEWhP+SgREdEU1NTzJkzJ8aOHXvI9SeeeCKuv/76I/ovsjfIoUIWBTkU5FAhi4IcKmRRkEPFoEGD4r//+7+73Y65e/fueM973hMDBgyIL33pS/GGN7yh32chh4IcKmRR6A85uJ07In7v934vIiImTpx4yPUhQ4Yc8bcU9AY5VMiiIIeCHCpkUZBDhSwKcqgYMWJE/OxnP+t2gjx48OBYvnx5tLe3xxVXXFHD6apHDgU5VMii0B9y8MJiETFt2rQ44YQTXnG9paUlbr755ipOVBtyqJBFQQ4FOVTIoiCHClkU5FDR3t4et99++0H7TzzxxPj+97//qjn1J3IoyKFCFoX+kIPbuQEA6DU7duyIrVu3xpve9KZDrj///POxbt26V7xq31/IoSCHClkU+kMOSjQAAABk8pzo/7Nnz55YtmxZrFq1Kjo7O6NUKkVzc3NMmDAhrr766hg0aFCtR6wKOVTIoiCHghwqZFGQQ4UsCnKokEVBDgU5VMiicLTn4Ep0RDz66KMxefLkeOGFF2LixInR3NwcKaXYvn17rFy5MgYNGhTLly+P888/v9aj9ik5VMiiIIeCHCpkUZBDhSwKcqiQRUEOBTlUyKLQH3JQoiPine98Z7S0tMTSpUvLb/B9wL59++KDH/xgbNu2Le6///4aTVgdcqiQRUEOBTlUyKIghwpZFORQIYuCHApyqJBFoV/kkEgDBgxIGzZseMX1Rx55JA0YMKCKE9WGHCpkUZBDQQ4VsijIoUIWBTlUyKIgh4IcKmRR6A85eIuriBg6dGg88cQTr7j+5JNPxtChQ6s4UW3IoUIWBTkU5FAhi4IcKmRRkEOFLApyKMihQhaF/pCDFxaLiOuuuy6uueaa+Ju/+ZuYPHlyNDc3R6lUis7OzlixYkXMmzcvZs6cWesx+5wcKmRRkENBDhWyKMihQhYFOVTIoiCHghwqZFHoFznU+lL4kWLBggVp2LBhqVQqpbq6ulRXV5dKpVIaNmxY+sxnPlPr8apGDhWyKMihIIcKWRTkUCGLghwqZFGQQ0EOFbIoHO05eGGx/8/GjRujs7MzIiJaWlpi5MiRNZ6oNuRQIYuCHApyqJBFQQ4VsijIoUIWBTkU5FAhi8LRmoMSDQAAAJm8sNj/2bt3bzz44IPx6KOPHrT2m9/8Ju64444aTFV9cqiQRUEOBTlUyKIghwpZFORQIYuCHApyqJBF4ajPobZ3kx8ZHn/88XTGGWeU78mfOHFi2rp1a3m9s7Mz1dXV1XDC6pBDhSwKcijIoUIWBTlUyKIghwpZFORQkEOFLAr9IQdXoiPiE5/4RFxwwQWxffv2ePzxx6OxsTEmTJgQmzdvrvVoVSWHClkU5FCQQ4UsCnKokEVBDhWyKMihIIcKWRT6RQ61bvFHgtNOOy399Kc/7bZvxowZ6fTTT0//8z//c1T8NqQ3yKFCFgU5FORQIYuCHCpkUZBDhSwKcijIoUIWhf6Qg/eJjuKe/Pr67lH8/d//fdTV1cXEiRNj2bJlNZqsuuRQIYuCHApyqJBFQQ4VsijIoUIWBTkU5FAhi0J/yEGJjohzzz031q5dG+edd163/bfddluklOK9731vjSarLjlUyKIgh4IcKmRRkEOFLApyqJBFQQ4FOVTIotAfcvCc6Ii44oor4hvf+MYh15YsWRJXX311pGPgncDkUCGLghwKcqiQRUEOFbIoyKFCFgU5FORQIYtCf8jB+0QDAABAJleiAQAAIJMSDQAAAJmUaAAAAMikRAMAAEAmJRoAAAAyKdEAAACQSYkGAACATEo0AAAAZPp//SIWfk2Etw8AAAAASUVORK5CYII="
      },
      "metadata": {},
      "output_type": "display_data"
     }
    ],
-   "source": [
-    "rf3.dividends.resample(\"Y\").sum().plot(kind=\"bar\");"
-   ]
+   "execution_count": 35
   },
   {
    "cell_type": "markdown",
@@ -975,22 +1362,29 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 33,
    "id": "present-earthquake",
-   "metadata": {},
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2024-10-11T09:03:26.534346Z",
+     "start_time": "2024-10-11T09:03:26.528760Z"
+    }
+   },
+   "source": [
+    "rf3.get_sharpe_ratio(rf_return=0.02)  # risk-free rate is 2% here"
+   ],
    "outputs": [
     {
      "data": {
-      "text/plain": "0.5226169918055219"
+      "text/plain": [
+       "np.float64(0.5816251429887087)"
+      ]
      },
-     "execution_count": 33,
+     "execution_count": 36,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
-   "source": [
-    "rf3.get_sharpe_ratio(rf_return=0.02)  # risk-free rate is 2% here"
-   ]
+   "execution_count": 36
   },
   {
    "cell_type": "markdown",
@@ -1002,23 +1396,147 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 34,
    "id": "satisfied-submission",
-   "metadata": {},
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2024-10-11T09:03:28.340138Z",
+     "start_time": "2024-10-11T09:03:28.287746Z"
+    }
+   },
+   "source": [
+    "rf3.describe()"
+   ],
    "outputs": [
     {
      "data": {
-      "text/plain": "                  property              period RF3_portfolio.PF  inflation\n0          compound return                 YTD          0.00042   0.005400\n1                     CAGR             1 years         0.095291   0.030894\n2                     CAGR             5 years         0.069369   0.041477\n3                     CAGR            10 years         0.064267   0.028047\n4                     CAGR  13 years, 0 months         0.066522   0.026266\n5   Annualized mean return  13 years, 0 months         0.072891        NaN\n6           Dividend yield                 LTM         0.024576        NaN\n7                     Risk  13 years, 0 months         0.101203        NaN\n8                     CVAR  13 years, 0 months         0.177933        NaN\n9             Max drawdown  13 years, 0 months        -0.210563        NaN\n10       Max drawdown date  13 years, 0 months          2022-09        NaN",
-      "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>property</th>\n      <th>period</th>\n      <th>RF3_portfolio.PF</th>\n      <th>inflation</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>compound return</td>\n      <td>YTD</td>\n      <td>0.00042</td>\n      <td>0.005400</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>CAGR</td>\n      <td>1 years</td>\n      <td>0.095291</td>\n      <td>0.030894</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>CAGR</td>\n      <td>5 years</td>\n      <td>0.069369</td>\n      <td>0.041477</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>CAGR</td>\n      <td>10 years</td>\n      <td>0.064267</td>\n      <td>0.028047</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>CAGR</td>\n      <td>13 years, 0 months</td>\n      <td>0.066522</td>\n      <td>0.026266</td>\n    </tr>\n    <tr>\n      <th>5</th>\n      <td>Annualized mean return</td>\n      <td>13 years, 0 months</td>\n      <td>0.072891</td>\n      <td>NaN</td>\n    </tr>\n    <tr>\n      <th>6</th>\n      <td>Dividend yield</td>\n      <td>LTM</td>\n      <td>0.024576</td>\n      <td>NaN</td>\n    </tr>\n    <tr>\n      <th>7</th>\n      <td>Risk</td>\n      <td>13 years, 0 months</td>\n      <td>0.101203</td>\n      <td>NaN</td>\n    </tr>\n    <tr>\n      <th>8</th>\n      <td>CVAR</td>\n      <td>13 years, 0 months</td>\n      <td>0.177933</td>\n      <td>NaN</td>\n    </tr>\n    <tr>\n      <th>9</th>\n      <td>Max drawdown</td>\n      <td>13 years, 0 months</td>\n      <td>-0.210563</td>\n      <td>NaN</td>\n    </tr>\n    <tr>\n      <th>10</th>\n      <td>Max drawdown date</td>\n      <td>13 years, 0 months</td>\n      <td>2022-09</td>\n      <td>NaN</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
+      "text/plain": [
+       "                  property              period RF3_portfolio.PF  inflation\n",
+       "0          compound return                 YTD         0.127708   0.027916\n",
+       "1                     CAGR             1 years         0.236297   0.024425\n",
+       "2                     CAGR             5 years          0.07868   0.041976\n",
+       "3                     CAGR            10 years          0.07064   0.028529\n",
+       "4                     CAGR  13 years, 8 months          0.07413   0.026631\n",
+       "5   Annualized mean return  13 years, 8 months         0.078666        NaN\n",
+       "6           Dividend yield                 LTM         0.023869        NaN\n",
+       "7                     Risk  13 years, 8 months         0.100865        NaN\n",
+       "8                     CVAR  13 years, 8 months         0.177933        NaN\n",
+       "9             Max drawdown  13 years, 8 months        -0.210563        NaN\n",
+       "10       Max drawdown date  13 years, 8 months          2022-09        NaN"
+      ],
+      "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>property</th>\n",
+       "      <th>period</th>\n",
+       "      <th>RF3_portfolio.PF</th>\n",
+       "      <th>inflation</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>compound return</td>\n",
+       "      <td>YTD</td>\n",
+       "      <td>0.127708</td>\n",
+       "      <td>0.027916</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>CAGR</td>\n",
+       "      <td>1 years</td>\n",
+       "      <td>0.236297</td>\n",
+       "      <td>0.024425</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>CAGR</td>\n",
+       "      <td>5 years</td>\n",
+       "      <td>0.07868</td>\n",
+       "      <td>0.041976</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>CAGR</td>\n",
+       "      <td>10 years</td>\n",
+       "      <td>0.07064</td>\n",
+       "      <td>0.028529</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>CAGR</td>\n",
+       "      <td>13 years, 8 months</td>\n",
+       "      <td>0.07413</td>\n",
+       "      <td>0.026631</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>Annualized mean return</td>\n",
+       "      <td>13 years, 8 months</td>\n",
+       "      <td>0.078666</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>Dividend yield</td>\n",
+       "      <td>LTM</td>\n",
+       "      <td>0.023869</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>Risk</td>\n",
+       "      <td>13 years, 8 months</td>\n",
+       "      <td>0.100865</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>CVAR</td>\n",
+       "      <td>13 years, 8 months</td>\n",
+       "      <td>0.177933</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>Max drawdown</td>\n",
+       "      <td>13 years, 8 months</td>\n",
+       "      <td>-0.210563</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>Max drawdown date</td>\n",
+       "      <td>13 years, 8 months</td>\n",
+       "      <td>2022-09</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ]
      },
-     "execution_count": 34,
+     "execution_count": 37,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
-   "source": [
-    "rf3.describe()"
-   ]
+   "execution_count": 37
   },
   {
    "cell_type": "markdown",
@@ -1046,14 +1564,19 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 35,
    "id": "italian-shoulder",
-   "metadata": {},
-   "outputs": [],
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2024-10-11T09:03:31.267261Z",
+     "start_time": "2024-10-11T09:03:31.264137Z"
+    }
+   },
    "source": [
     "assets = [\"BND.US\", \"VTI.US\", \"VXUS.US\", \"VNQ.US\"]  # Vanguard REIT ETF (VNQ) is added.\n",
     "weights = [0.40, 0.30, 0.24, 0.06]"
-   ]
+   ],
+   "outputs": [],
+   "execution_count": 38
   },
   {
    "cell_type": "markdown",
@@ -1065,25 +1588,41 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 36,
    "id": "overall-elder",
-   "metadata": {},
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2024-10-11T09:03:34.340168Z",
+     "start_time": "2024-10-11T09:03:32.807630Z"
+    }
+   },
+   "source": [
+    "rf4 = ok.Portfolio(\n",
+    "    assets=assets, weights=weights, rebalancing_period=\"year\", symbol=\"RF4_portfolio.PF\"\n",
+    ")  # we also give a custom name to portfolio with 'symbol' propety\n",
+    "rf4"
+   ],
    "outputs": [
     {
      "data": {
-      "text/plain": "symbol                                 RF4_portfolio.PF\nassets                [BND.US, VTI.US, VXUS.US, VNQ.US]\nweights                          [0.4, 0.3, 0.24, 0.06]\nrebalancing_period                                 year\ncurrency                                            USD\ninflation                                      USD.INFL\nfirst_date                                      2011-02\nlast_date                                       2024-01\nperiod_length                        13 years, 0 months\ndtype: object"
+      "text/plain": [
+       "symbol                                 RF4_portfolio.PF\n",
+       "assets                [BND.US, VTI.US, VXUS.US, VNQ.US]\n",
+       "weights                          [0.4, 0.3, 0.24, 0.06]\n",
+       "rebalancing_period                                 year\n",
+       "currency                                            USD\n",
+       "inflation                                      USD.INFL\n",
+       "first_date                                      2011-02\n",
+       "last_date                                       2024-09\n",
+       "period_length                        13 years, 8 months\n",
+       "dtype: object"
+      ]
      },
-     "execution_count": 36,
+     "execution_count": 39,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
-   "source": [
-    "rf4 = ok.Portfolio(\n",
-    "    assets=assets, weights=weights, rebalancing_period=\"year\", symbol=\"RF4_portfolio.PF\"\n",
-    ")  # we also give a custom name to portfolio with 'symbol' propety\n",
-    "rf4"
-   ]
+   "execution_count": 39
   },
   {
    "cell_type": "markdown",
@@ -1095,23 +1634,36 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 37,
    "id": "collaborative-forty",
-   "metadata": {},
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2024-10-11T09:03:37.775838Z",
+     "start_time": "2024-10-11T09:03:36.652538Z"
+    }
+   },
+   "source": [
+    "ls = ok.AssetList([\"SP500TR.INDX\", rf3, rf4])\n",
+    "ls"
+   ],
    "outputs": [
     {
      "data": {
-      "text/plain": "assets           [SP500TR.INDX, RF3_portfolio.PF, RF4_portfolio...\ncurrency                                                       USD\nfirst_date                                                 2011-02\nlast_date                                                  2024-01\nperiod_length                                   13 years, 0 months\ninflation                                                 USD.INFL\ndtype: object"
+      "text/plain": [
+       "assets           [SP500TR.INDX, RF3_portfolio.PF, RF4_portfolio...\n",
+       "currency                                                       USD\n",
+       "first_date                                                 2011-02\n",
+       "last_date                                                  2024-09\n",
+       "period_length                                   13 years, 8 months\n",
+       "inflation                                                 USD.INFL\n",
+       "dtype: object"
+      ]
      },
-     "execution_count": 37,
+     "execution_count": 40,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
-   "source": [
-    "ls = ok.AssetList([\"SP500TR.INDX\", rf3, rf4])\n",
-    "ls"
-   ]
+   "execution_count": 40
   },
   {
    "cell_type": "markdown",
@@ -1123,22 +1675,29 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 38,
    "id": "female-samuel",
-   "metadata": {},
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2024-10-11T09:03:39.785072Z",
+     "start_time": "2024-10-11T09:03:39.687015Z"
+    }
+   },
+   "source": [
+    "ls.wealth_indexes.plot();"
+   ],
    "outputs": [
     {
      "data": {
-      "text/plain": "<Figure size 1200x800 with 1 Axes>",
-      "image/png": "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"
+      "text/plain": [
+       "<Figure size 1200x600 with 1 Axes>"
+      ],
+      "image/png": "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"
      },
      "metadata": {},
      "output_type": "display_data"
     }
    ],
-   "source": [
-    "ls.wealth_indexes.plot();"
-   ]
+   "execution_count": 41
   },
   {
    "cell_type": "markdown",
@@ -1152,22 +1711,29 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 39,
    "id": "mental-eleven",
-   "metadata": {},
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2024-10-11T09:03:41.674785Z",
+     "start_time": "2024-10-11T09:03:41.596701Z"
+    }
+   },
+   "source": [
+    "ls.plot_assets(kind=\"cagr\");  # we chouse CAGR (geomtric mean of return) as Y-axis by setting kind='cagr'"
+   ],
    "outputs": [
     {
      "data": {
-      "text/plain": "<Figure size 1200x800 with 1 Axes>",
-      "image/png": "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"
+      "text/plain": [
+       "<Figure size 1200x600 with 1 Axes>"
+      ],
+      "image/png": "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"
      },
      "metadata": {},
      "output_type": "display_data"
     }
    ],
-   "source": [
-    "ls.plot_assets(kind=\"cagr\");  # we chouse CAGR (geomtric mean of return) as Y-axis by setting kind='cagr'"
-   ]
+   "execution_count": 42
   },
   {
    "cell_type": "markdown",
@@ -1187,22 +1753,33 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 40,
    "id": "healthy-permission",
-   "metadata": {},
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2024-10-11T09:03:56.725331Z",
+     "start_time": "2024-10-11T09:03:56.716968Z"
+    }
+   },
+   "source": [
+    "ls.get_sharpe_ratio(rf_return=0.02)  # Risk-Free rate is 2% here"
+   ],
    "outputs": [
     {
      "data": {
-      "text/plain": "Symbols\nSP500TR.INDX        0.735977\nRF3_portfolio.PF    0.506712\nRF4_portfolio.PF    0.448621\ndtype: float64"
+      "text/plain": [
+       "Symbols\n",
+       "SP500TR.INDX        0.790574\n",
+       "RF3_portfolio.PF    0.583263\n",
+       "RF4_portfolio.PF    0.526439\n",
+       "dtype: float64"
+      ]
      },
-     "execution_count": 40,
+     "execution_count": 43,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
-   "source": [
-    "ls.get_sharpe_ratio(rf_return=0.02)  # Risk-Free rate is 2% here"
-   ]
+   "execution_count": 43
   },
   {
    "cell_type": "markdown",
@@ -1226,23 +1803,217 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 42,
    "id": "other-nightlife",
-   "metadata": {},
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2024-10-11T09:04:02.860366Z",
+     "start_time": "2024-10-11T09:04:00.795103Z"
+    }
+   },
+   "source": [
+    "ls.describe([1, 5, 8])  # portfolio CAGR is shown for YTD, 1, 5, 8 years and for the full histrical period."
+   ],
    "outputs": [
     {
      "data": {
-      "text/plain": "                  property              period SP500TR.INDX RF3_portfolio.PF  \\\n0          Compound return                 YTD       0.0168          0.00042   \n1                     CAGR             1 years      0.20806         0.095291   \n2                     CAGR             5 years     0.143037         0.069369   \n3                     CAGR             8 years     0.142018         0.074863   \n4                     CAGR  13 years, 0 months     0.129258         0.066522   \n5   Annualized mean return  13 years, 0 months     0.141007         0.071281   \n6           Dividend yield                 LTM          0.0         0.023325   \n7                     Risk  13 years, 0 months     0.164416         0.101203   \n8                     CVAR  13 years, 0 months     0.167821         0.177933   \n9            Max drawdowns  13 years, 0 months    -0.238631        -0.210563   \n10     Max drawdowns dates  13 years, 0 months      2022-09          2022-09   \n11          Inception date                None      1988-02          2011-02   \n12         Last asset date                None      2024-02          2024-01   \n13   Common last data date                None      2024-01          2024-01   \n\n   RF4_portfolio.PF inflation  \n0          -0.00442    0.0054  \n1          0.075325  0.030894  \n2            0.0609  0.041477  \n3          0.067389  0.033519  \n4          0.060392  0.026266  \n5           0.06512       NaN  \n6          0.025546       NaN  \n7          0.100575       NaN  \n8          0.181797       NaN  \n9         -0.213989       NaN  \n10          2022-09       NaN  \n11          2011-02   2011-02  \n12          2024-01   2024-01  \n13          2024-01   2024-01  ",
-      "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>property</th>\n      <th>period</th>\n      <th>SP500TR.INDX</th>\n      <th>RF3_portfolio.PF</th>\n      <th>RF4_portfolio.PF</th>\n      <th>inflation</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>Compound return</td>\n      <td>YTD</td>\n      <td>0.0168</td>\n      <td>0.00042</td>\n      <td>-0.00442</td>\n      <td>0.0054</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>CAGR</td>\n      <td>1 years</td>\n      <td>0.20806</td>\n      <td>0.095291</td>\n      <td>0.075325</td>\n      <td>0.030894</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>CAGR</td>\n      <td>5 years</td>\n      <td>0.143037</td>\n      <td>0.069369</td>\n      <td>0.0609</td>\n      <td>0.041477</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>CAGR</td>\n      <td>8 years</td>\n      <td>0.142018</td>\n      <td>0.074863</td>\n      <td>0.067389</td>\n      <td>0.033519</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>CAGR</td>\n      <td>13 years, 0 months</td>\n      <td>0.129258</td>\n      <td>0.066522</td>\n      <td>0.060392</td>\n      <td>0.026266</td>\n    </tr>\n    <tr>\n      <th>5</th>\n      <td>Annualized mean return</td>\n      <td>13 years, 0 months</td>\n      <td>0.141007</td>\n      <td>0.071281</td>\n      <td>0.06512</td>\n      <td>NaN</td>\n    </tr>\n    <tr>\n      <th>6</th>\n      <td>Dividend yield</td>\n      <td>LTM</td>\n      <td>0.0</td>\n      <td>0.023325</td>\n      <td>0.025546</td>\n      <td>NaN</td>\n    </tr>\n    <tr>\n      <th>7</th>\n      <td>Risk</td>\n      <td>13 years, 0 months</td>\n      <td>0.164416</td>\n      <td>0.101203</td>\n      <td>0.100575</td>\n      <td>NaN</td>\n    </tr>\n    <tr>\n      <th>8</th>\n      <td>CVAR</td>\n      <td>13 years, 0 months</td>\n      <td>0.167821</td>\n      <td>0.177933</td>\n      <td>0.181797</td>\n      <td>NaN</td>\n    </tr>\n    <tr>\n      <th>9</th>\n      <td>Max drawdowns</td>\n      <td>13 years, 0 months</td>\n      <td>-0.238631</td>\n      <td>-0.210563</td>\n      <td>-0.213989</td>\n      <td>NaN</td>\n    </tr>\n    <tr>\n      <th>10</th>\n      <td>Max drawdowns dates</td>\n      <td>13 years, 0 months</td>\n      <td>2022-09</td>\n      <td>2022-09</td>\n      <td>2022-09</td>\n      <td>NaN</td>\n    </tr>\n    <tr>\n      <th>11</th>\n      <td>Inception date</td>\n      <td>None</td>\n      <td>1988-02</td>\n      <td>2011-02</td>\n      <td>2011-02</td>\n      <td>2011-02</td>\n    </tr>\n    <tr>\n      <th>12</th>\n      <td>Last asset date</td>\n      <td>None</td>\n      <td>2024-02</td>\n      <td>2024-01</td>\n      <td>2024-01</td>\n      <td>2024-01</td>\n    </tr>\n    <tr>\n      <th>13</th>\n      <td>Common last data date</td>\n      <td>None</td>\n      <td>2024-01</td>\n      <td>2024-01</td>\n      <td>2024-01</td>\n      <td>2024-01</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
+      "text/plain": [
+       "                  property              period SP500TR.INDX RF3_portfolio.PF  \\\n",
+       "0          Compound return                 YTD     0.221048         0.127708   \n",
+       "1                     CAGR             1 years     0.363773         0.236297   \n",
+       "2                     CAGR             5 years     0.159875          0.07868   \n",
+       "3                     CAGR             8 years     0.150125         0.077875   \n",
+       "4                     CAGR  13 years, 8 months     0.137719          0.07413   \n",
+       "5   Annualized mean return  13 years, 8 months     0.149273         0.078831   \n",
+       "6           Dividend yield                 LTM          0.0         0.023248   \n",
+       "7                     Risk  13 years, 8 months     0.163518         0.100865   \n",
+       "8                     CVAR  13 years, 8 months     0.167821         0.177933   \n",
+       "9            Max drawdowns  13 years, 8 months    -0.238631        -0.210563   \n",
+       "10     Max drawdowns dates  13 years, 8 months      2022-09          2022-09   \n",
+       "11          Inception date                None      1988-02          2011-02   \n",
+       "12         Last asset date                None      2024-10          2024-09   \n",
+       "13   Common last data date                None      2024-09          2024-09   \n",
+       "\n",
+       "   RF4_portfolio.PF inflation  \n",
+       "0          0.120632  0.027916  \n",
+       "1           0.23087  0.024425  \n",
+       "2          0.069856  0.041976  \n",
+       "3          0.070192  0.033956  \n",
+       "4          0.068148  0.026631  \n",
+       "5          0.072828       NaN  \n",
+       "6          0.025393       NaN  \n",
+       "7          0.100349       NaN  \n",
+       "8          0.181797       NaN  \n",
+       "9         -0.213989       NaN  \n",
+       "10          2022-09       NaN  \n",
+       "11          2011-02   2011-02  \n",
+       "12          2024-09   2024-09  \n",
+       "13          2024-09   2024-09  "
+      ],
+      "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>property</th>\n",
+       "      <th>period</th>\n",
+       "      <th>SP500TR.INDX</th>\n",
+       "      <th>RF3_portfolio.PF</th>\n",
+       "      <th>RF4_portfolio.PF</th>\n",
+       "      <th>inflation</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Compound return</td>\n",
+       "      <td>YTD</td>\n",
+       "      <td>0.221048</td>\n",
+       "      <td>0.127708</td>\n",
+       "      <td>0.120632</td>\n",
+       "      <td>0.027916</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>CAGR</td>\n",
+       "      <td>1 years</td>\n",
+       "      <td>0.363773</td>\n",
+       "      <td>0.236297</td>\n",
+       "      <td>0.23087</td>\n",
+       "      <td>0.024425</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>CAGR</td>\n",
+       "      <td>5 years</td>\n",
+       "      <td>0.159875</td>\n",
+       "      <td>0.07868</td>\n",
+       "      <td>0.069856</td>\n",
+       "      <td>0.041976</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>CAGR</td>\n",
+       "      <td>8 years</td>\n",
+       "      <td>0.150125</td>\n",
+       "      <td>0.077875</td>\n",
+       "      <td>0.070192</td>\n",
+       "      <td>0.033956</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>CAGR</td>\n",
+       "      <td>13 years, 8 months</td>\n",
+       "      <td>0.137719</td>\n",
+       "      <td>0.07413</td>\n",
+       "      <td>0.068148</td>\n",
+       "      <td>0.026631</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>Annualized mean return</td>\n",
+       "      <td>13 years, 8 months</td>\n",
+       "      <td>0.149273</td>\n",
+       "      <td>0.078831</td>\n",
+       "      <td>0.072828</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>Dividend yield</td>\n",
+       "      <td>LTM</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.023248</td>\n",
+       "      <td>0.025393</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>Risk</td>\n",
+       "      <td>13 years, 8 months</td>\n",
+       "      <td>0.163518</td>\n",
+       "      <td>0.100865</td>\n",
+       "      <td>0.100349</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>CVAR</td>\n",
+       "      <td>13 years, 8 months</td>\n",
+       "      <td>0.167821</td>\n",
+       "      <td>0.177933</td>\n",
+       "      <td>0.181797</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>Max drawdowns</td>\n",
+       "      <td>13 years, 8 months</td>\n",
+       "      <td>-0.238631</td>\n",
+       "      <td>-0.210563</td>\n",
+       "      <td>-0.213989</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>Max drawdowns dates</td>\n",
+       "      <td>13 years, 8 months</td>\n",
+       "      <td>2022-09</td>\n",
+       "      <td>2022-09</td>\n",
+       "      <td>2022-09</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11</th>\n",
+       "      <td>Inception date</td>\n",
+       "      <td>None</td>\n",
+       "      <td>1988-02</td>\n",
+       "      <td>2011-02</td>\n",
+       "      <td>2011-02</td>\n",
+       "      <td>2011-02</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12</th>\n",
+       "      <td>Last asset date</td>\n",
+       "      <td>None</td>\n",
+       "      <td>2024-10</td>\n",
+       "      <td>2024-09</td>\n",
+       "      <td>2024-09</td>\n",
+       "      <td>2024-09</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>13</th>\n",
+       "      <td>Common last data date</td>\n",
+       "      <td>None</td>\n",
+       "      <td>2024-09</td>\n",
+       "      <td>2024-09</td>\n",
+       "      <td>2024-09</td>\n",
+       "      <td>2024-09</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ]
      },
-     "execution_count": 42,
+     "execution_count": 44,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
-   "source": [
-    "ls.describe([1, 5, 8])  # portfolio CAGR is shown for YTD, 1, 5, 8 years and for the full histrical period."
-   ]
+   "execution_count": 44
   },
   {
    "cell_type": "markdown",
@@ -1259,22 +2030,13 @@
    "source": [
     "Forecasting methods are described in a dedicated notebook [07 forecasting.ipynb](https://github.com/mbk-dev/okama/blob/master/examples/07%20forecasting.ipynb)."
    ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "outputs": [],
-   "source": [],
-   "metadata": {
-    "collapsed": false
-   }
   }
  ],
  "metadata": {
   "kernelspec": {
-   "name": "py311",
+   "name": "py311dev",
    "language": "python",
-   "display_name": "py311"
+   "display_name": "py311dev"
   },
   "language_info": {
    "codemirror_mode": {
diff --git a/examples/05 macroeconomics - inflation rates.ipynb b/examples/05 macroeconomics - inflation rates.ipynb
index 2e06337..aebe683 100644
--- a/examples/05 macroeconomics - inflation rates.ipynb	
+++ b/examples/05 macroeconomics - inflation rates.ipynb	
@@ -999,9 +999,9 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "Python 3",
+   "display_name": "py311dev",
    "language": "python",
-   "name": "python3"
+   "name": "py311dev"
   },
   "language_info": {
    "codemirror_mode": {
diff --git a/examples/06 efficient frontier single period.ipynb b/examples/06 efficient frontier single period.ipynb
index dde1258..36a7daf 100644
--- a/examples/06 efficient frontier single period.ipynb	
+++ b/examples/06 efficient frontier single period.ipynb	
@@ -1017,9 +1017,9 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "py39",
+   "display_name": "py311dev",
    "language": "python",
-   "name": "py39"
+   "name": "py311dev"
   },
   "language_info": {
    "codemirror_mode": {
diff --git a/examples/08 financial database.ipynb b/examples/08 financial database.ipynb
index abfc69f..b220893 100644
--- a/examples/08 financial database.ipynb	
+++ b/examples/08 financial database.ipynb	
@@ -800,9 +800,9 @@
  ],
  "metadata": {
   "kernelspec": {
-   "name": "okama3.11dev",
+   "name": "py311dev",
    "language": "python",
-   "display_name": "okama3.11dev"
+   "display_name": "py311dev"
   },
   "language_info": {
    "codemirror_mode": {
diff --git a/runtime.txt b/runtime.txt
index 8fdd907..67ebc4e 100644
--- a/runtime.txt
+++ b/runtime.txt
@@ -1 +1 @@
-python-3.9
+python-3.11