wti_0823.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import plotly_express as px\n",
    "import matplotlib as mpl\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import math\n",
    "import scipy.stats as st\n",
    "import datetime"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>priceindex</th>\n",
       "      <th>pricedate</th>\n",
       "      <th>delivdate</th>\n",
       "      <th>price</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>4070</th>\n",
       "      <td>WTI NYMEX LIGHT SWEET</td>\n",
       "      <td>2020/3/2</td>\n",
       "      <td>2020/3/1</td>\n",
       "      <td>53.779</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4071</th>\n",
       "      <td>WTI NYMEX LIGHT SWEET</td>\n",
       "      <td>2020/3/2</td>\n",
       "      <td>2020/4/1</td>\n",
       "      <td>46.749</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4072</th>\n",
       "      <td>WTI NYMEX LIGHT SWEET</td>\n",
       "      <td>2020/3/2</td>\n",
       "      <td>2020/5/1</td>\n",
       "      <td>46.919</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4073</th>\n",
       "      <td>WTI NYMEX LIGHT SWEET</td>\n",
       "      <td>2020/3/2</td>\n",
       "      <td>2020/6/1</td>\n",
       "      <td>47.049</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4074</th>\n",
       "      <td>WTI NYMEX LIGHT SWEET</td>\n",
       "      <td>2020/3/2</td>\n",
       "      <td>2020/7/1</td>\n",
       "      <td>47.139</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4075</th>\n",
       "      <td>WTI NYMEX LIGHT SWEET</td>\n",
       "      <td>2020/3/2</td>\n",
       "      <td>2020/8/1</td>\n",
       "      <td>47.199</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4076</th>\n",
       "      <td>WTI NYMEX LIGHT SWEET</td>\n",
       "      <td>2020/3/2</td>\n",
       "      <td>2020/9/1</td>\n",
       "      <td>47.249</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4077</th>\n",
       "      <td>WTI NYMEX LIGHT SWEET</td>\n",
       "      <td>2020/3/2</td>\n",
       "      <td>2020/10/1</td>\n",
       "      <td>47.309</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4078</th>\n",
       "      <td>WTI NYMEX LIGHT SWEET</td>\n",
       "      <td>2020/3/2</td>\n",
       "      <td>2020/11/1</td>\n",
       "      <td>47.399</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4079</th>\n",
       "      <td>WTI NYMEX LIGHT SWEET</td>\n",
       "      <td>2020/3/2</td>\n",
       "      <td>2020/12/1</td>\n",
       "      <td>47.489</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4080</th>\n",
       "      <td>WTI NYMEX LIGHT SWEET</td>\n",
       "      <td>2020/3/2</td>\n",
       "      <td>2021/1/1</td>\n",
       "      <td>47.549</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4081</th>\n",
       "      <td>WTI NYMEX LIGHT SWEET</td>\n",
       "      <td>2020/3/2</td>\n",
       "      <td>2021/2/1</td>\n",
       "      <td>47.589</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4082</th>\n",
       "      <td>WTI NYMEX LIGHT SWEET</td>\n",
       "      <td>2020/3/2</td>\n",
       "      <td>2021/3/1</td>\n",
       "      <td>47.629</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4083</th>\n",
       "      <td>WTI NYMEX LIGHT SWEET</td>\n",
       "      <td>2020/3/2</td>\n",
       "      <td>2021/4/1</td>\n",
       "      <td>47.699</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4084</th>\n",
       "      <td>WTI NYMEX LIGHT SWEET</td>\n",
       "      <td>2020/3/2</td>\n",
       "      <td>2021/5/1</td>\n",
       "      <td>47.759</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4085</th>\n",
       "      <td>WTI NYMEX LIGHT SWEET</td>\n",
       "      <td>2020/3/2</td>\n",
       "      <td>2021/6/1</td>\n",
       "      <td>47.819</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4086</th>\n",
       "      <td>WTI NYMEX LIGHT SWEET</td>\n",
       "      <td>2020/3/2</td>\n",
       "      <td>2021/7/1</td>\n",
       "      <td>47.849</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4087</th>\n",
       "      <td>WTI NYMEX LIGHT SWEET</td>\n",
       "      <td>2020/3/2</td>\n",
       "      <td>2021/8/1</td>\n",
       "      <td>47.879</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4088</th>\n",
       "      <td>WTI NYMEX LIGHT SWEET</td>\n",
       "      <td>2020/3/2</td>\n",
       "      <td>2021/9/1</td>\n",
       "      <td>47.929</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4089</th>\n",
       "      <td>WTI NYMEX LIGHT SWEET</td>\n",
       "      <td>2020/3/2</td>\n",
       "      <td>2021/10/1</td>\n",
       "      <td>48.009</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4090</th>\n",
       "      <td>WTI NYMEX LIGHT SWEET</td>\n",
       "      <td>2020/3/2</td>\n",
       "      <td>2021/11/1</td>\n",
       "      <td>48.099</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4091</th>\n",
       "      <td>WTI NYMEX LIGHT SWEET</td>\n",
       "      <td>2020/3/2</td>\n",
       "      <td>2021/12/1</td>\n",
       "      <td>48.189</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4092</th>\n",
       "      <td>WTI NYMEX LIGHT SWEET</td>\n",
       "      <td>2020/3/2</td>\n",
       "      <td>2022/1/1</td>\n",
       "      <td>48.209</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4093</th>\n",
       "      <td>WTI NYMEX LIGHT SWEET</td>\n",
       "      <td>2020/3/2</td>\n",
       "      <td>2022/2/1</td>\n",
       "      <td>48.229</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4094</th>\n",
       "      <td>WTI NYMEX LIGHT SWEET</td>\n",
       "      <td>2020/3/2</td>\n",
       "      <td>2022/3/1</td>\n",
       "      <td>48.269</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4095</th>\n",
       "      <td>WTI NYMEX LIGHT SWEET</td>\n",
       "      <td>2020/3/2</td>\n",
       "      <td>2022/4/1</td>\n",
       "      <td>48.309</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4096</th>\n",
       "      <td>WTI NYMEX LIGHT SWEET</td>\n",
       "      <td>2020/3/2</td>\n",
       "      <td>2022/5/1</td>\n",
       "      <td>48.369</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4097</th>\n",
       "      <td>WTI NYMEX LIGHT SWEET</td>\n",
       "      <td>2020/3/2</td>\n",
       "      <td>2022/6/1</td>\n",
       "      <td>48.429</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4098</th>\n",
       "      <td>WTI NYMEX LIGHT SWEET</td>\n",
       "      <td>2020/3/2</td>\n",
       "      <td>2022/7/1</td>\n",
       "      <td>48.439</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4099</th>\n",
       "      <td>WTI NYMEX LIGHT SWEET</td>\n",
       "      <td>2020/3/2</td>\n",
       "      <td>2022/8/1</td>\n",
       "      <td>48.469</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6100</th>\n",
       "      <td>WTI NYMEX LIGHT SWEET</td>\n",
       "      <td>2020/5/29</td>\n",
       "      <td>2020/7/1</td>\n",
       "      <td>35.489</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6101</th>\n",
       "      <td>WTI NYMEX LIGHT SWEET</td>\n",
       "      <td>2020/5/29</td>\n",
       "      <td>2020/8/1</td>\n",
       "      <td>35.839</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6102</th>\n",
       "      <td>WTI NYMEX LIGHT SWEET</td>\n",
       "      <td>2020/5/29</td>\n",
       "      <td>2020/9/1</td>\n",
       "      <td>36.199</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6103</th>\n",
       "      <td>WTI NYMEX LIGHT SWEET</td>\n",
       "      <td>2020/5/29</td>\n",
       "      <td>2020/10/1</td>\n",
       "      <td>36.429</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6104</th>\n",
       "      <td>WTI NYMEX LIGHT SWEET</td>\n",
       "      <td>2020/5/29</td>\n",
       "      <td>2020/11/1</td>\n",
       "      <td>36.669</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6105</th>\n",
       "      <td>WTI NYMEX LIGHT SWEET</td>\n",
       "      <td>2020/5/29</td>\n",
       "      <td>2020/12/1</td>\n",
       "      <td>36.919</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6106</th>\n",
       "      <td>WTI NYMEX LIGHT SWEET</td>\n",
       "      <td>2020/5/29</td>\n",
       "      <td>2021/1/1</td>\n",
       "      <td>37.159</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6107</th>\n",
       "      <td>WTI NYMEX LIGHT SWEET</td>\n",
       "      <td>2020/5/29</td>\n",
       "      <td>2021/2/1</td>\n",
       "      <td>37.409</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6108</th>\n",
       "      <td>WTI NYMEX LIGHT SWEET</td>\n",
       "      <td>2020/5/29</td>\n",
       "      <td>2021/3/1</td>\n",
       "      <td>37.669</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6109</th>\n",
       "      <td>WTI NYMEX LIGHT SWEET</td>\n",
       "      <td>2020/5/29</td>\n",
       "      <td>2021/4/1</td>\n",
       "      <td>37.929</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6110</th>\n",
       "      <td>WTI NYMEX LIGHT SWEET</td>\n",
       "      <td>2020/5/29</td>\n",
       "      <td>2021/5/1</td>\n",
       "      <td>38.209</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6111</th>\n",
       "      <td>WTI NYMEX LIGHT SWEET</td>\n",
       "      <td>2020/5/29</td>\n",
       "      <td>2021/6/1</td>\n",
       "      <td>38.459</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6112</th>\n",
       "      <td>WTI NYMEX LIGHT SWEET</td>\n",
       "      <td>2020/5/29</td>\n",
       "      <td>2021/7/1</td>\n",
       "      <td>38.699</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6113</th>\n",
       "      <td>WTI NYMEX LIGHT SWEET</td>\n",
       "      <td>2020/5/29</td>\n",
       "      <td>2021/8/1</td>\n",
       "      <td>38.909</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6114</th>\n",
       "      <td>WTI NYMEX LIGHT SWEET</td>\n",
       "      <td>2020/5/29</td>\n",
       "      <td>2021/9/1</td>\n",
       "      <td>39.109</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6115</th>\n",
       "      <td>WTI NYMEX LIGHT SWEET</td>\n",
       "      <td>2020/5/29</td>\n",
       "      <td>2021/10/1</td>\n",
       "      <td>39.309</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6116</th>\n",
       "      <td>WTI NYMEX LIGHT SWEET</td>\n",
       "      <td>2020/5/29</td>\n",
       "      <td>2021/11/1</td>\n",
       "      <td>39.509</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6117</th>\n",
       "      <td>WTI NYMEX LIGHT SWEET</td>\n",
       "      <td>2020/5/29</td>\n",
       "      <td>2021/12/1</td>\n",
       "      <td>39.709</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6118</th>\n",
       "      <td>WTI NYMEX LIGHT SWEET</td>\n",
       "      <td>2020/5/29</td>\n",
       "      <td>2022/1/1</td>\n",
       "      <td>39.879</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6119</th>\n",
       "      <td>WTI NYMEX LIGHT SWEET</td>\n",
       "      <td>2020/5/29</td>\n",
       "      <td>2022/2/1</td>\n",
       "      <td>40.049</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6120</th>\n",
       "      <td>WTI NYMEX LIGHT SWEET</td>\n",
       "      <td>2020/5/29</td>\n",
       "      <td>2022/3/1</td>\n",
       "      <td>40.229</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6121</th>\n",
       "      <td>WTI NYMEX LIGHT SWEET</td>\n",
       "      <td>2020/5/29</td>\n",
       "      <td>2022/4/1</td>\n",
       "      <td>40.419</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6122</th>\n",
       "      <td>WTI NYMEX LIGHT SWEET</td>\n",
       "      <td>2020/5/29</td>\n",
       "      <td>2022/5/1</td>\n",
       "      <td>40.599</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6123</th>\n",
       "      <td>WTI NYMEX LIGHT SWEET</td>\n",
       "      <td>2020/5/29</td>\n",
       "      <td>2022/6/1</td>\n",
       "      <td>40.789</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6124</th>\n",
       "      <td>WTI NYMEX LIGHT SWEET</td>\n",
       "      <td>2020/5/29</td>\n",
       "      <td>2022/7/1</td>\n",
       "      <td>40.939</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6125</th>\n",
       "      <td>WTI NYMEX LIGHT SWEET</td>\n",
       "      <td>2020/5/29</td>\n",
       "      <td>2022/8/1</td>\n",
       "      <td>41.099</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6126</th>\n",
       "      <td>WTI NYMEX LIGHT SWEET</td>\n",
       "      <td>2020/5/29</td>\n",
       "      <td>2022/9/1</td>\n",
       "      <td>41.289</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6127</th>\n",
       "      <td>WTI NYMEX LIGHT SWEET</td>\n",
       "      <td>2020/5/29</td>\n",
       "      <td>2022/10/1</td>\n",
       "      <td>41.479</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6128</th>\n",
       "      <td>WTI NYMEX LIGHT SWEET</td>\n",
       "      <td>2020/5/29</td>\n",
       "      <td>2022/11/1</td>\n",
       "      <td>41.679</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6129</th>\n",
       "      <td>WTI NYMEX LIGHT SWEET</td>\n",
       "      <td>2020/5/29</td>\n",
       "      <td>2022/12/1</td>\n",
       "      <td>41.879</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2060 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                 priceindex  pricedate  delivdate   price\n",
       "4070  WTI NYMEX LIGHT SWEET   2020/3/2   2020/3/1  53.779\n",
       "4071  WTI NYMEX LIGHT SWEET   2020/3/2   2020/4/1  46.749\n",
       "4072  WTI NYMEX LIGHT SWEET   2020/3/2   2020/5/1  46.919\n",
       "4073  WTI NYMEX LIGHT SWEET   2020/3/2   2020/6/1  47.049\n",
       "4074  WTI NYMEX LIGHT SWEET   2020/3/2   2020/7/1  47.139\n",
       "...                     ...        ...        ...     ...\n",
       "6125  WTI NYMEX LIGHT SWEET  2020/5/29   2022/8/1  41.099\n",
       "6126  WTI NYMEX LIGHT SWEET  2020/5/29   2022/9/1  41.289\n",
       "6127  WTI NYMEX LIGHT SWEET  2020/5/29  2022/10/1  41.479\n",
       "6128  WTI NYMEX LIGHT SWEET  2020/5/29  2022/11/1  41.679\n",
       "6129  WTI NYMEX LIGHT SWEET  2020/5/29  2022/12/1  41.879\n",
       "\n",
       "[2060 rows x 4 columns]"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "price = pd.read_csv( \"PricesFile1.csv\")\n",
    "price_wti=price[price['priceindex'].isin(['WTI NYMEX LIGHT SWEET'])]\n",
    "price_wti"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['2020/3/2', '2020/3/3', '2020/3/4', '2020/3/5', '2020/3/6',\n",
       "       '2020/3/9', '2020/3/10', '2020/3/11', '2020/3/12', '2020/3/13',\n",
       "       '2020/3/16', '2020/3/17', '2020/3/18', '2020/3/19', '2020/3/20',\n",
       "       '2020/3/23', '2020/3/24', '2020/3/25', '2020/3/26', '2020/3/27',\n",
       "       '2020/3/30', '2020/3/31', '2020/4/1', '2020/4/2', '2020/4/3',\n",
       "       '2020/4/6', '2020/4/7', '2020/4/8', '2020/4/9', '2020/4/13',\n",
       "       '2020/4/14', '2020/4/15', '2020/4/16', '2020/4/17', '2020/4/20',\n",
       "       '2020/4/21', '2020/4/22', '2020/4/23', '2020/4/24', '2020/4/27',\n",
       "       '2020/4/28', '2020/4/29', '2020/4/30', '2020/5/1', '2020/5/4',\n",
       "       '2020/5/5', '2020/5/6', '2020/5/7', '2020/5/8', '2020/5/11',\n",
       "       '2020/5/12', '2020/5/13', '2020/5/14', '2020/5/15', '2020/5/18',\n",
       "       '2020/5/19', '2020/5/20', '2020/5/21', '2020/5/22', '2020/5/26',\n",
       "       '2020/5/27', '2020/5/28', '2020/5/29'], dtype=object)"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "price_wti['pricedate'].unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "([0,\n",
       "  1,\n",
       "  2,\n",
       "  3,\n",
       "  4,\n",
       "  5,\n",
       "  6,\n",
       "  7,\n",
       "  8,\n",
       "  9,\n",
       "  10,\n",
       "  11,\n",
       "  12,\n",
       "  13,\n",
       "  14,\n",
       "  15,\n",
       "  16,\n",
       "  17,\n",
       "  18,\n",
       "  19,\n",
       "  20,\n",
       "  21,\n",
       "  22,\n",
       "  23,\n",
       "  24,\n",
       "  25,\n",
       "  26,\n",
       "  27,\n",
       "  28,\n",
       "  29,\n",
       "  30,\n",
       "  31,\n",
       "  32,\n",
       "  33],\n",
       " <a list of 34 Text xticklabel objects>)"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1800x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig1=price_wti[price_wti['pricedate'].isin(['2020/3/6','2020/4/6','2020/5/6'])]\n",
    "plt.rcParams['figure.figsize'] = (25,10)\n",
    "for i in list(['2020/3/6','2020/4/6','2020/5/6']):\n",
    "    plt.plot(fig1[fig1['pricedate']==i]['delivdate'], fig1[fig1['pricedate']==i]['price'], label=i)\n",
    "plt.xlabel('delivery date',size=15)\n",
    "plt.ylabel('future price',size=15)\n",
    "plt.title('The price of crude futures for different delivery dates',size=15)\n",
    "plt.legend()\n",
    "plt.xticks(rotation=300)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "([0,\n",
       "  1,\n",
       "  2,\n",
       "  3,\n",
       "  4,\n",
       "  5,\n",
       "  6,\n",
       "  7,\n",
       "  8,\n",
       "  9,\n",
       "  10,\n",
       "  11,\n",
       "  12,\n",
       "  13,\n",
       "  14,\n",
       "  15,\n",
       "  16,\n",
       "  17,\n",
       "  18,\n",
       "  19,\n",
       "  20,\n",
       "  21,\n",
       "  22,\n",
       "  23,\n",
       "  24,\n",
       "  25,\n",
       "  26,\n",
       "  27,\n",
       "  28,\n",
       "  29,\n",
       "  30,\n",
       "  31,\n",
       "  32,\n",
       "  33],\n",
       " <a list of 34 Text xticklabel objects>)"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1800x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "l=['2020/3/2', '2020/3/3', '2020/3/4', '2020/3/5', '2020/3/6',\n",
    "       '2020/3/9', '2020/3/10', '2020/3/11', '2020/3/12', '2020/3/13',\n",
    "       '2020/3/16', '2020/3/17', '2020/3/18', '2020/3/19', '2020/3/20',\n",
    "       '2020/3/23', '2020/3/24', '2020/3/25', '2020/3/26', '2020/3/27',\n",
    "       '2020/3/30', '2020/3/31']\n",
    "fig2=price_wti[price_wti['pricedate'].isin(l)]\n",
    "for i in list(l):\n",
    "    plt.plot(fig2[fig2['pricedate']==i]['delivdate'], fig2[fig2['pricedate']==i]['price'], label=i)\n",
    "plt.xlabel('delivery date',size=15)\n",
    "plt.ylabel('future price',size=15)\n",
    "plt.title('The price of crude futures for different delivery dates in March',size=15)\n",
    "plt.legend(bbox_to_anchor=(1, 0), loc=3, borderaxespad=0)\n",
    "plt.xticks(rotation=300)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>priceindex</th>\n",
       "      <th>pricedate</th>\n",
       "      <th>delivdate</th>\n",
       "      <th>price</th>\n",
       "      <th>strikeprice</th>\n",
       "      <th>volatility</th>\n",
       "      <th>maturity</th>\n",
       "      <th>bidrate</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>WTI NYMEX LIGHT SWEET</td>\n",
       "      <td>2020/3/6</td>\n",
       "      <td>2020/11/1</td>\n",
       "      <td>43.239</td>\n",
       "      <td>25.0</td>\n",
       "      <td>0.475</td>\n",
       "      <td>7</td>\n",
       "      <td>0.541666</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>WTI NYMEX LIGHT SWEET</td>\n",
       "      <td>2020/3/6</td>\n",
       "      <td>2020/11/1</td>\n",
       "      <td>43.239</td>\n",
       "      <td>25.5</td>\n",
       "      <td>0.471</td>\n",
       "      <td>7</td>\n",
       "      <td>0.541666</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>WTI NYMEX LIGHT SWEET</td>\n",
       "      <td>2020/3/6</td>\n",
       "      <td>2020/11/1</td>\n",
       "      <td>43.239</td>\n",
       "      <td>26.0</td>\n",
       "      <td>0.467</td>\n",
       "      <td>7</td>\n",
       "      <td>0.541666</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>WTI NYMEX LIGHT SWEET</td>\n",
       "      <td>2020/3/6</td>\n",
       "      <td>2020/11/1</td>\n",
       "      <td>43.239</td>\n",
       "      <td>26.5</td>\n",
       "      <td>0.463</td>\n",
       "      <td>7</td>\n",
       "      <td>0.541666</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>WTI NYMEX LIGHT SWEET</td>\n",
       "      <td>2020/3/6</td>\n",
       "      <td>2020/11/1</td>\n",
       "      <td>43.239</td>\n",
       "      <td>27.0</td>\n",
       "      <td>0.458</td>\n",
       "      <td>7</td>\n",
       "      <td>0.541666</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              priceindex pricedate  delivdate   price  strikeprice  \\\n",
       "0  WTI NYMEX LIGHT SWEET  2020/3/6  2020/11/1  43.239         25.0   \n",
       "1  WTI NYMEX LIGHT SWEET  2020/3/6  2020/11/1  43.239         25.5   \n",
       "2  WTI NYMEX LIGHT SWEET  2020/3/6  2020/11/1  43.239         26.0   \n",
       "3  WTI NYMEX LIGHT SWEET  2020/3/6  2020/11/1  43.239         26.5   \n",
       "4  WTI NYMEX LIGHT SWEET  2020/3/6  2020/11/1  43.239         27.0   \n",
       "\n",
       "   volatility  maturity   bidrate  \n",
       "0       0.475         7  0.541666  \n",
       "1       0.471         7  0.541666  \n",
       "2       0.467         7  0.541666  \n",
       "3       0.463         7  0.541666  \n",
       "4       0.458         7  0.541666  "
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#2020\n",
    "data_2020 = pd.read_csv( \"wti_2020_all.csv\")\n",
    "data_2020.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "te=1 # 1 month before delivery date"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "c:\\users\\dell\\appdata\\local\\programs\\python\\python36\\lib\\site-packages\\pandas\\core\\series.py:853: RuntimeWarning:\n",
      "\n",
      "invalid value encountered in sqrt\n",
      "\n",
      "c:\\users\\dell\\appdata\\local\\programs\\python\\python36\\lib\\site-packages\\scipy\\stats\\_distn_infrastructure.py:901: RuntimeWarning:\n",
      "\n",
      "invalid value encountered in greater\n",
      "\n",
      "c:\\users\\dell\\appdata\\local\\programs\\python\\python36\\lib\\site-packages\\scipy\\stats\\_distn_infrastructure.py:901: RuntimeWarning:\n",
      "\n",
      "invalid value encountered in less\n",
      "\n",
      "c:\\users\\dell\\appdata\\local\\programs\\python\\python36\\lib\\site-packages\\scipy\\stats\\_distn_infrastructure.py:1807: RuntimeWarning:\n",
      "\n",
      "invalid value encountered in greater_equal\n",
      "\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "0      25.107323\n",
       "1      24.787411\n",
       "2      24.467284\n",
       "3      24.146930\n",
       "4      23.800639\n",
       "         ...    \n",
       "995    12.897499\n",
       "996    12.691112\n",
       "997    12.484536\n",
       "998    12.277786\n",
       "999    12.070882\n",
       "Length: 1000, dtype: float64"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Black 76 \n",
    "d1=(np.log(data_2020['price']/data_2020['strikeprice'])+data_2020['volatility']**2*(data_2020['maturity']-te)/2)/(data_2020['volatility']*np.sqrt(data_2020['maturity']-te))\n",
    "d2=(np.log(data_2020['price']/data_2020['strikeprice'])-data_2020['volatility']**2*(data_2020['maturity']-te)/2)/(data_2020['volatility']*np.sqrt(data_2020['maturity']-te))\n",
    "C_2020=np.exp(-data_2020['bidrate']/12/100*(data_2020['maturity']-te)**2)*(data_2020['price']*st.norm.cdf(d1)-data_2020['strikeprice']*st.norm.cdf(d2))\n",
    "C_2020"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0       7.162311\n",
       "1       7.334340\n",
       "2       7.506153\n",
       "3       7.677740\n",
       "4       7.823390\n",
       "         ...    \n",
       "995    15.417176\n",
       "996    15.710527\n",
       "997    16.003688\n",
       "998    16.296676\n",
       "999    16.589510\n",
       "Length: 1000, dtype: float64"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "P_2020=np.exp(-data_2020['bidrate']/12/100*(data_2020['maturity']-te)**2)*(data_2020['strikeprice']*st.norm.cdf(-d2)-data_2020['price']*st.norm.cdf(-d1))\n",
    "P_2020"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "c:\\users\\dell\\appdata\\local\\programs\\python\\python36\\lib\\site-packages\\scipy\\stats\\_distn_infrastructure.py:897: RuntimeWarning:\n",
      "\n",
      "invalid value encountered in greater_equal\n",
      "\n",
      "c:\\users\\dell\\appdata\\local\\programs\\python\\python36\\lib\\site-packages\\scipy\\stats\\_distn_infrastructure.py:897: RuntimeWarning:\n",
      "\n",
      "invalid value encountered in less_equal\n",
      "\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "0      17.945012\n",
       "1      17.453071\n",
       "2      16.961130\n",
       "3      16.469190\n",
       "4      15.977249\n",
       "         ...    \n",
       "995     3.381411\n",
       "996     1.685976\n",
       "997     0.724852\n",
       "998     0.266717\n",
       "999     0.083345\n",
       "Length: 1000, dtype: float64"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Bachelier model \n",
    "d=(data_2020['price']-data_2020['strikeprice'])/(data_2020['volatility']*np.sqrt(data_2020['maturity']-te))\n",
    "C_2020_Ba=np.exp(-data_2020['bidrate']/12/100*(data_2020['maturity']-te)**2)*((data_2020['price']-data_2020['strikeprice'])*st.norm.cdf(d)+data_2020['volatility']*np.sqrt(data_2020['maturity']-te)*data_2020['strikeprice']*st.norm.pdf(d))\n",
    "C_2020_Ba"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>priceindex</th>\n",
       "      <th>pricedate</th>\n",
       "      <th>delivdate</th>\n",
       "      <th>price</th>\n",
       "      <th>strikeprice</th>\n",
       "      <th>volatility</th>\n",
       "      <th>maturity</th>\n",
       "      <th>bidrate</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>WTI NYMEX LIGHT SWEET</td>\n",
       "      <td>2020/3/6</td>\n",
       "      <td>2021/8/1</td>\n",
       "      <td>45.379</td>\n",
       "      <td>45.0</td>\n",
       "      <td>0.272</td>\n",
       "      <td>16</td>\n",
       "      <td>0.540003</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>WTI NYMEX LIGHT SWEET</td>\n",
       "      <td>2020/3/6</td>\n",
       "      <td>2021/8/1</td>\n",
       "      <td>45.379</td>\n",
       "      <td>45.5</td>\n",
       "      <td>0.272</td>\n",
       "      <td>16</td>\n",
       "      <td>0.540003</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>WTI NYMEX LIGHT SWEET</td>\n",
       "      <td>2020/3/6</td>\n",
       "      <td>2021/8/1</td>\n",
       "      <td>45.379</td>\n",
       "      <td>46.0</td>\n",
       "      <td>0.272</td>\n",
       "      <td>16</td>\n",
       "      <td>0.540003</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>WTI NYMEX LIGHT SWEET</td>\n",
       "      <td>2020/3/6</td>\n",
       "      <td>2021/8/1</td>\n",
       "      <td>45.379</td>\n",
       "      <td>46.5</td>\n",
       "      <td>0.272</td>\n",
       "      <td>16</td>\n",
       "      <td>0.540003</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>WTI NYMEX LIGHT SWEET</td>\n",
       "      <td>2020/3/6</td>\n",
       "      <td>2021/8/1</td>\n",
       "      <td>45.379</td>\n",
       "      <td>47.0</td>\n",
       "      <td>0.271</td>\n",
       "      <td>16</td>\n",
       "      <td>0.540003</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              priceindex pricedate delivdate   price  strikeprice  volatility  \\\n",
       "0  WTI NYMEX LIGHT SWEET  2020/3/6  2021/8/1  45.379         45.0       0.272   \n",
       "1  WTI NYMEX LIGHT SWEET  2020/3/6  2021/8/1  45.379         45.5       0.272   \n",
       "2  WTI NYMEX LIGHT SWEET  2020/3/6  2021/8/1  45.379         46.0       0.272   \n",
       "3  WTI NYMEX LIGHT SWEET  2020/3/6  2021/8/1  45.379         46.5       0.272   \n",
       "4  WTI NYMEX LIGHT SWEET  2020/3/6  2021/8/1  45.379         47.0       0.271   \n",
       "\n",
       "   maturity   bidrate  \n",
       "0        16  0.540003  \n",
       "1        16  0.540003  \n",
       "2        16  0.540003  \n",
       "3        16  0.540003  \n",
       "4        16  0.540003  "
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#2021\n",
    "data_2021 = pd.read_csv( \"wti_2021_all.csv\")\n",
    "data_2021.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0      16.572937\n",
       "1      16.437320\n",
       "2      16.303339\n",
       "3      16.170965\n",
       "4      15.984043\n",
       "         ...    \n",
       "995    10.043242\n",
       "996     9.981674\n",
       "997     9.920730\n",
       "998     9.860399\n",
       "999     9.800674\n",
       "Length: 1000, dtype: float64"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Black 76\n",
    "d1=(np.log(data_2021['price']/data_2021['strikeprice'])+data_2021['volatility']**2*(data_2021['maturity']-te)/2)/(data_2021['volatility']*np.sqrt(data_2021['maturity']-te))\n",
    "d2=(np.log(data_2021['price']/data_2021['strikeprice'])-data_2021['volatility']**2*(data_2021['maturity']-te)/2)/(data_2021['volatility']*np.sqrt(data_2021['maturity']-te))\n",
    "C_2021=np.exp(-data_2021['bidrate']/12/100*(data_2021['maturity']-te)**2)*(data_2021['price']*st.norm.cdf(d1)-data_2021['strikeprice']*st.norm.cdf(d2))\n",
    "C_2021"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0      16.230432\n",
       "1      16.546669\n",
       "2      16.864541\n",
       "3      17.184020\n",
       "4      17.448952\n",
       "         ...    \n",
       "995    39.161146\n",
       "996    39.587136\n",
       "997    40.013748\n",
       "998    40.440975\n",
       "999    40.868808\n",
       "Length: 1000, dtype: float64"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "P_2021=np.exp(-data_2021['bidrate']/12/100*(data_2021['maturity']-te)**2)*(data_2021['strikeprice']*st.norm.cdf(-d2)-data_2021['price']*st.norm.cdf(-d1))\n",
    "P_2021"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>priceindex</th>\n",
       "      <th>pricedate</th>\n",
       "      <th>delivdate</th>\n",
       "      <th>price</th>\n",
       "      <th>strikeprice</th>\n",
       "      <th>volatility</th>\n",
       "      <th>maturity</th>\n",
       "      <th>bidrate</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>WTI NYMEX LIGHT SWEET</td>\n",
       "      <td>2020/3/2</td>\n",
       "      <td>2022/12/1</td>\n",
       "      <td>48.669</td>\n",
       "      <td>27.0</td>\n",
       "      <td>0.336</td>\n",
       "      <td>32</td>\n",
       "      <td>0.916666</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>WTI NYMEX LIGHT SWEET</td>\n",
       "      <td>2020/3/2</td>\n",
       "      <td>2022/12/1</td>\n",
       "      <td>48.669</td>\n",
       "      <td>27.5</td>\n",
       "      <td>0.333</td>\n",
       "      <td>32</td>\n",
       "      <td>0.916666</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>WTI NYMEX LIGHT SWEET</td>\n",
       "      <td>2020/3/2</td>\n",
       "      <td>2022/12/1</td>\n",
       "      <td>48.669</td>\n",
       "      <td>28.0</td>\n",
       "      <td>0.330</td>\n",
       "      <td>32</td>\n",
       "      <td>0.916666</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>WTI NYMEX LIGHT SWEET</td>\n",
       "      <td>2020/3/2</td>\n",
       "      <td>2022/12/1</td>\n",
       "      <td>48.669</td>\n",
       "      <td>28.5</td>\n",
       "      <td>0.327</td>\n",
       "      <td>32</td>\n",
       "      <td>0.916666</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>WTI NYMEX LIGHT SWEET</td>\n",
       "      <td>2020/3/2</td>\n",
       "      <td>2022/12/1</td>\n",
       "      <td>48.669</td>\n",
       "      <td>29.0</td>\n",
       "      <td>0.324</td>\n",
       "      <td>32</td>\n",
       "      <td>0.916666</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              priceindex pricedate  delivdate   price  strikeprice  \\\n",
       "0  WTI NYMEX LIGHT SWEET  2020/3/2  2022/12/1  48.669         27.0   \n",
       "1  WTI NYMEX LIGHT SWEET  2020/3/2  2022/12/1  48.669         27.5   \n",
       "2  WTI NYMEX LIGHT SWEET  2020/3/2  2022/12/1  48.669         28.0   \n",
       "3  WTI NYMEX LIGHT SWEET  2020/3/2  2022/12/1  48.669         28.5   \n",
       "4  WTI NYMEX LIGHT SWEET  2020/3/2  2022/12/1  48.669         29.0   \n",
       "\n",
       "   volatility  maturity   bidrate  \n",
       "0       0.336        32  0.916666  \n",
       "1       0.333        32  0.916666  \n",
       "2       0.330        32  0.916666  \n",
       "3       0.327        32  0.916666  \n",
       "4       0.324        32  0.916666  "
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#2022\n",
    "data_2022 = pd.read_csv( \"wti_2022_all.csv\")\n",
    "data_2022.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0      17.425610\n",
       "1      17.289450\n",
       "2      17.151807\n",
       "3      17.012672\n",
       "4      16.872037\n",
       "         ...    \n",
       "995    11.566204\n",
       "996    11.511365\n",
       "997    11.457008\n",
       "998    11.403128\n",
       "999    11.349717\n",
       "Length: 1000, dtype: float64"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Black 76\n",
    "d1=(np.log(data_2022['price']/data_2022['strikeprice'])+data_2022['volatility']**2*(data_2022['maturity']-te)/2)/(data_2022['volatility']*np.sqrt(data_2022['maturity']-te))\n",
    "d2=(np.log(data_2022['price']/data_2022['strikeprice'])-data_2022['volatility']**2*(data_2022['maturity']-te)/2)/(data_2022['volatility']*np.sqrt(data_2022['maturity']-te))\n",
    "C_2022=np.exp(-data_2022['bidrate']/12/100*(data_2022['maturity']-te)**2)*(data_2022['price']*st.norm.cdf(d1)-data_2022['strikeprice']*st.norm.cdf(d2))\n",
    "C_2022"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0       7.025816\n",
       "1       7.129626\n",
       "2       7.231952\n",
       "3       7.332787\n",
       "4       7.432121\n",
       "         ...    \n",
       "995    31.451428\n",
       "996    31.786326\n",
       "997    32.121708\n",
       "998    32.457566\n",
       "999    32.793894\n",
       "Length: 1000, dtype: float64"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "P_2022=np.exp(-data_2022['bidrate']/12/100*(data_2022['maturity']-te)**2)*(data_2022['strikeprice']*st.norm.cdf(-d2)-data_2022['price']*st.norm.cdf(-d1))\n",
    "P_2022"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "def change_date(s):\n",
    "    s = datetime.datetime.strptime(s, \"%Y/%m/%d\")  \n",
    "    s = str(s)  \n",
    "    return s[:10] "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>pricedate</th>\n",
       "      <th>delivdate</th>\n",
       "      <th>price</th>\n",
       "      <th>strikeprice</th>\n",
       "      <th>volatility</th>\n",
       "      <th>maturity</th>\n",
       "      <th>bidrate</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>2020-03-04</td>\n",
       "      <td>2020-04-01</td>\n",
       "      <td>46.779</td>\n",
       "      <td>45.000000</td>\n",
       "      <td>0.562420</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>2020-03-04</td>\n",
       "      <td>2020-05-01</td>\n",
       "      <td>46.949</td>\n",
       "      <td>27.500000</td>\n",
       "      <td>0.750455</td>\n",
       "      <td>1</td>\n",
       "      <td>0.845001</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>2020-03-05</td>\n",
       "      <td>2020-04-01</td>\n",
       "      <td>45.899</td>\n",
       "      <td>45.000000</td>\n",
       "      <td>0.553469</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>2020-03-05</td>\n",
       "      <td>2020-05-01</td>\n",
       "      <td>46.059</td>\n",
       "      <td>45.000000</td>\n",
       "      <td>0.550951</td>\n",
       "      <td>1</td>\n",
       "      <td>0.805000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>2020-03-05</td>\n",
       "      <td>2020-06-01</td>\n",
       "      <td>46.209</td>\n",
       "      <td>45.000000</td>\n",
       "      <td>0.484198</td>\n",
       "      <td>2</td>\n",
       "      <td>0.709999</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>2020-03-05</td>\n",
       "      <td>2020-07-01</td>\n",
       "      <td>46.339</td>\n",
       "      <td>45.000000</td>\n",
       "      <td>0.448457</td>\n",
       "      <td>3</td>\n",
       "      <td>0.669998</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>2020-03-05</td>\n",
       "      <td>2020-09-01</td>\n",
       "      <td>46.539</td>\n",
       "      <td>44.985185</td>\n",
       "      <td>0.383049</td>\n",
       "      <td>5</td>\n",
       "      <td>0.605003</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>2020-03-05</td>\n",
       "      <td>2020-10-01</td>\n",
       "      <td>46.609</td>\n",
       "      <td>35.500000</td>\n",
       "      <td>0.402233</td>\n",
       "      <td>6</td>\n",
       "      <td>0.589996</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>2020-03-06</td>\n",
       "      <td>2020-11-01</td>\n",
       "      <td>43.239</td>\n",
       "      <td>44.966667</td>\n",
       "      <td>0.369765</td>\n",
       "      <td>7</td>\n",
       "      <td>0.541666</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>2020-03-06</td>\n",
       "      <td>2020-12-01</td>\n",
       "      <td>43.559</td>\n",
       "      <td>27.500000</td>\n",
       "      <td>0.431273</td>\n",
       "      <td>8</td>\n",
       "      <td>0.553334</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2020-03-20</td>\n",
       "      <td>2020-05-01</td>\n",
       "      <td>22.629</td>\n",
       "      <td>45.000000</td>\n",
       "      <td>1.598802</td>\n",
       "      <td>1</td>\n",
       "      <td>0.860001</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2020-03-20</td>\n",
       "      <td>2020-06-01</td>\n",
       "      <td>24.359</td>\n",
       "      <td>27.500000</td>\n",
       "      <td>1.472818</td>\n",
       "      <td>2</td>\n",
       "      <td>0.650002</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2020-03-23</td>\n",
       "      <td>2020-05-01</td>\n",
       "      <td>23.359</td>\n",
       "      <td>45.000000</td>\n",
       "      <td>1.570531</td>\n",
       "      <td>1</td>\n",
       "      <td>0.912498</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2020-03-23</td>\n",
       "      <td>2020-06-01</td>\n",
       "      <td>25.479</td>\n",
       "      <td>27.500000</td>\n",
       "      <td>1.455182</td>\n",
       "      <td>2</td>\n",
       "      <td>0.629997</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2020-03-24</td>\n",
       "      <td>2020-05-01</td>\n",
       "      <td>24.009</td>\n",
       "      <td>45.000000</td>\n",
       "      <td>1.484000</td>\n",
       "      <td>1</td>\n",
       "      <td>1.010002</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>2020-03-24</td>\n",
       "      <td>2020-06-01</td>\n",
       "      <td>26.199</td>\n",
       "      <td>45.000000</td>\n",
       "      <td>1.111753</td>\n",
       "      <td>2</td>\n",
       "      <td>0.705002</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>2020-03-24</td>\n",
       "      <td>2020-07-01</td>\n",
       "      <td>28.049</td>\n",
       "      <td>30.250000</td>\n",
       "      <td>1.017636</td>\n",
       "      <td>3</td>\n",
       "      <td>0.540001</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     pricedate   delivdate   price  strikeprice  volatility  maturity  \\\n",
       "7   2020-03-04  2020-04-01  46.779    45.000000    0.562420         0   \n",
       "8   2020-03-04  2020-05-01  46.949    27.500000    0.750455         1   \n",
       "10  2020-03-05  2020-04-01  45.899    45.000000    0.553469         0   \n",
       "11  2020-03-05  2020-05-01  46.059    45.000000    0.550951         1   \n",
       "12  2020-03-05  2020-06-01  46.209    45.000000    0.484198         2   \n",
       "13  2020-03-05  2020-07-01  46.339    45.000000    0.448457         3   \n",
       "14  2020-03-05  2020-09-01  46.539    44.985185    0.383049         5   \n",
       "9   2020-03-05  2020-10-01  46.609    35.500000    0.402233         6   \n",
       "15  2020-03-06  2020-11-01  43.239    44.966667    0.369765         7   \n",
       "16  2020-03-06  2020-12-01  43.559    27.500000    0.431273         8   \n",
       "0   2020-03-20  2020-05-01  22.629    45.000000    1.598802         1   \n",
       "1   2020-03-20  2020-06-01  24.359    27.500000    1.472818         2   \n",
       "2   2020-03-23  2020-05-01  23.359    45.000000    1.570531         1   \n",
       "3   2020-03-23  2020-06-01  25.479    27.500000    1.455182         2   \n",
       "4   2020-03-24  2020-05-01  24.009    45.000000    1.484000         1   \n",
       "5   2020-03-24  2020-06-01  26.199    45.000000    1.111753         2   \n",
       "6   2020-03-24  2020-07-01  28.049    30.250000    1.017636         3   \n",
       "\n",
       "     bidrate  \n",
       "7        NaN  \n",
       "8   0.845001  \n",
       "10       NaN  \n",
       "11  0.805000  \n",
       "12  0.709999  \n",
       "13  0.669998  \n",
       "14  0.605003  \n",
       "9   0.589996  \n",
       "15  0.541666  \n",
       "16  0.553334  \n",
       "0   0.860001  \n",
       "1   0.650002  \n",
       "2   0.912498  \n",
       "3   0.629997  \n",
       "4   1.010002  \n",
       "5   0.705002  \n",
       "6   0.540001  "
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# mean strikeprice and volatility at the same pricedate and delivdate\n",
    "wti_2020=data_2020.groupby(['pricedate','delivdate']).mean()\n",
    "wti_2020=wti_2020.reset_index()\n",
    "wti_2020['pricedate'] = wti_2020['pricedate'].map(change_date) \n",
    "wti_2020['delivdate'] = wti_2020['delivdate'].map(change_date) \n",
    "wti_2020=wti_2020.sort_values(by=['pricedate','delivdate'], ascending=[True, True])\n",
    "wti_2020"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x1b69f33ed30>"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1800x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "for i in list(wti_2020['pricedate'].unique()):\n",
    "    plt.plot(wti_2020[wti_2020['pricedate']==i]['delivdate'], wti_2020[wti_2020['pricedate']==i]['price'], label=i)\n",
    "plt.xlabel('delivery date',size=15)\n",
    "plt.ylabel('future price',size=15)\n",
    "plt.title('The price of crude futures for different delivery dates',size=15)\n",
    "plt.legend()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>pricedate</th>\n",
       "      <th>delivdate</th>\n",
       "      <th>price</th>\n",
       "      <th>strikeprice</th>\n",
       "      <th>volatility</th>\n",
       "      <th>maturity</th>\n",
       "      <th>bidrate</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>2020-03-05</td>\n",
       "      <td>2021-01-01</td>\n",
       "      <td>46.919</td>\n",
       "      <td>46.000000</td>\n",
       "      <td>0.303532</td>\n",
       "      <td>9</td>\n",
       "      <td>0.610001</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>2020-03-05</td>\n",
       "      <td>2021-02-01</td>\n",
       "      <td>46.979</td>\n",
       "      <td>48.250000</td>\n",
       "      <td>0.283588</td>\n",
       "      <td>10</td>\n",
       "      <td>0.591667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>2020-03-05</td>\n",
       "      <td>2021-03-01</td>\n",
       "      <td>47.049</td>\n",
       "      <td>45.000000</td>\n",
       "      <td>0.289272</td>\n",
       "      <td>11</td>\n",
       "      <td>0.573333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>2020-03-05</td>\n",
       "      <td>2021-04-01</td>\n",
       "      <td>47.139</td>\n",
       "      <td>48.400000</td>\n",
       "      <td>0.267182</td>\n",
       "      <td>12</td>\n",
       "      <td>0.555000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>2020-03-05</td>\n",
       "      <td>2021-06-01</td>\n",
       "      <td>47.309</td>\n",
       "      <td>46.000000</td>\n",
       "      <td>0.263065</td>\n",
       "      <td>14</td>\n",
       "      <td>0.568331</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>2020-03-05</td>\n",
       "      <td>2021-08-01</td>\n",
       "      <td>47.439</td>\n",
       "      <td>47.250000</td>\n",
       "      <td>0.247400</td>\n",
       "      <td>16</td>\n",
       "      <td>0.578331</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>2020-03-05</td>\n",
       "      <td>2021-09-01</td>\n",
       "      <td>47.529</td>\n",
       "      <td>44.550000</td>\n",
       "      <td>0.245900</td>\n",
       "      <td>17</td>\n",
       "      <td>0.581665</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>2020-03-05</td>\n",
       "      <td>2021-12-01</td>\n",
       "      <td>47.849</td>\n",
       "      <td>35.250000</td>\n",
       "      <td>0.260059</td>\n",
       "      <td>20</td>\n",
       "      <td>0.608335</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>2020-03-06</td>\n",
       "      <td>2021-01-01</td>\n",
       "      <td>43.829</td>\n",
       "      <td>46.000000</td>\n",
       "      <td>0.337247</td>\n",
       "      <td>9</td>\n",
       "      <td>0.565002</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>2020-03-06</td>\n",
       "      <td>2021-02-01</td>\n",
       "      <td>44.069</td>\n",
       "      <td>48.250000</td>\n",
       "      <td>0.319456</td>\n",
       "      <td>10</td>\n",
       "      <td>0.546668</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>2020-03-06</td>\n",
       "      <td>2021-03-01</td>\n",
       "      <td>44.309</td>\n",
       "      <td>45.000000</td>\n",
       "      <td>0.320457</td>\n",
       "      <td>11</td>\n",
       "      <td>0.528335</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>2020-03-06</td>\n",
       "      <td>2021-04-01</td>\n",
       "      <td>44.549</td>\n",
       "      <td>48.400000</td>\n",
       "      <td>0.290909</td>\n",
       "      <td>12</td>\n",
       "      <td>0.510002</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>2020-03-06</td>\n",
       "      <td>2021-06-01</td>\n",
       "      <td>45.029</td>\n",
       "      <td>46.000000</td>\n",
       "      <td>0.296506</td>\n",
       "      <td>14</td>\n",
       "      <td>0.526670</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>2020-03-06</td>\n",
       "      <td>2021-08-01</td>\n",
       "      <td>45.379</td>\n",
       "      <td>47.250000</td>\n",
       "      <td>0.270400</td>\n",
       "      <td>16</td>\n",
       "      <td>0.540003</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>2020-03-06</td>\n",
       "      <td>2021-09-01</td>\n",
       "      <td>45.559</td>\n",
       "      <td>44.550000</td>\n",
       "      <td>0.264700</td>\n",
       "      <td>17</td>\n",
       "      <td>0.545003</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>2020-03-06</td>\n",
       "      <td>2021-12-01</td>\n",
       "      <td>46.159</td>\n",
       "      <td>35.250000</td>\n",
       "      <td>0.268353</td>\n",
       "      <td>20</td>\n",
       "      <td>0.573333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2020-03-23</td>\n",
       "      <td>2021-01-01</td>\n",
       "      <td>32.019</td>\n",
       "      <td>46.000000</td>\n",
       "      <td>0.518532</td>\n",
       "      <td>9</td>\n",
       "      <td>0.360001</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2020-03-23</td>\n",
       "      <td>2021-02-01</td>\n",
       "      <td>32.489</td>\n",
       "      <td>30.200000</td>\n",
       "      <td>0.454667</td>\n",
       "      <td>10</td>\n",
       "      <td>0.348333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2020-03-24</td>\n",
       "      <td>2021-01-01</td>\n",
       "      <td>32.699</td>\n",
       "      <td>46.000000</td>\n",
       "      <td>0.497325</td>\n",
       "      <td>9</td>\n",
       "      <td>0.385002</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2020-03-24</td>\n",
       "      <td>2021-02-01</td>\n",
       "      <td>33.139</td>\n",
       "      <td>47.320548</td>\n",
       "      <td>0.447205</td>\n",
       "      <td>10</td>\n",
       "      <td>0.373334</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2020-03-24</td>\n",
       "      <td>2021-03-01</td>\n",
       "      <td>33.549</td>\n",
       "      <td>33.250000</td>\n",
       "      <td>0.509647</td>\n",
       "      <td>11</td>\n",
       "      <td>0.361666</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     pricedate   delivdate   price  strikeprice  volatility  maturity  \\\n",
       "5   2020-03-05  2021-01-01  46.919    46.000000    0.303532         9   \n",
       "7   2020-03-05  2021-02-01  46.979    48.250000    0.283588        10   \n",
       "8   2020-03-05  2021-03-01  47.049    45.000000    0.289272        11   \n",
       "9   2020-03-05  2021-04-01  47.139    48.400000    0.267182        12   \n",
       "10  2020-03-05  2021-06-01  47.309    46.000000    0.263065        14   \n",
       "11  2020-03-05  2021-08-01  47.439    47.250000    0.247400        16   \n",
       "12  2020-03-05  2021-09-01  47.529    44.550000    0.245900        17   \n",
       "6   2020-03-05  2021-12-01  47.849    35.250000    0.260059        20   \n",
       "13  2020-03-06  2021-01-01  43.829    46.000000    0.337247         9   \n",
       "15  2020-03-06  2021-02-01  44.069    48.250000    0.319456        10   \n",
       "16  2020-03-06  2021-03-01  44.309    45.000000    0.320457        11   \n",
       "17  2020-03-06  2021-04-01  44.549    48.400000    0.290909        12   \n",
       "18  2020-03-06  2021-06-01  45.029    46.000000    0.296506        14   \n",
       "19  2020-03-06  2021-08-01  45.379    47.250000    0.270400        16   \n",
       "20  2020-03-06  2021-09-01  45.559    44.550000    0.264700        17   \n",
       "14  2020-03-06  2021-12-01  46.159    35.250000    0.268353        20   \n",
       "0   2020-03-23  2021-01-01  32.019    46.000000    0.518532         9   \n",
       "1   2020-03-23  2021-02-01  32.489    30.200000    0.454667        10   \n",
       "2   2020-03-24  2021-01-01  32.699    46.000000    0.497325         9   \n",
       "3   2020-03-24  2021-02-01  33.139    47.320548    0.447205        10   \n",
       "4   2020-03-24  2021-03-01  33.549    33.250000    0.509647        11   \n",
       "\n",
       "     bidrate  \n",
       "5   0.610001  \n",
       "7   0.591667  \n",
       "8   0.573333  \n",
       "9   0.555000  \n",
       "10  0.568331  \n",
       "11  0.578331  \n",
       "12  0.581665  \n",
       "6   0.608335  \n",
       "13  0.565002  \n",
       "15  0.546668  \n",
       "16  0.528335  \n",
       "17  0.510002  \n",
       "18  0.526670  \n",
       "19  0.540003  \n",
       "20  0.545003  \n",
       "14  0.573333  \n",
       "0   0.360001  \n",
       "1   0.348333  \n",
       "2   0.385002  \n",
       "3   0.373334  \n",
       "4   0.361666  "
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "wti_2021=data_2021.groupby(['pricedate','delivdate']).mean()\n",
    "wti_2021=wti_2021.reset_index()\n",
    "wti_2021['pricedate'] = wti_2021['pricedate'].map(change_date) \n",
    "wti_2021['delivdate'] = wti_2021['delivdate'].map(change_date) \n",
    "wti_2021=wti_2021.sort_values(by=['pricedate','delivdate'], ascending=[True, True])\n",
    "wti_2021"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x1b69f404a58>"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABasAAAJjCAYAAAACm02rAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMi4zLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvIxREBQAAIABJREFUeJzs3XmYbHldH/73t3q96wwzd1aGYVhFQYNmQoIYBNcI88OAuEQxQaLELRJcMMSfihoVERX3iAi4oKIgS0RQBEfAKGRwC4igBFBkYGZYZ7v3dnd988c51X26uqq6+k531723X6/nqadOnfV7Tp+6z8y7P/05pdYaAAAAAACYpd6sBwAAAAAAAMJqAAAAAABmTlgNAAAAAMDMCasBAAAAAJg5YTUAAAAAADMnrAYAAAAAYOaE1QDAviml1ClejyilPLGdPjrrMY9SSnlvKeXZsx7HQCnlk0spbyyl3N5et2tmPaaBUsqzSynv3aV9fXEp5R2llNM72Wcp5QtKKf9lN8awH0opV5RSfq+U8vHBd2Ifj31LKeUZnc/Xl1JeMrTO15VS3lNKWS2lXN/OO5vvwYd0z+kMtr/uTM5p+N+JUsoLSyk3nOk4Zm343phym3PquwcAzN78rAcAABwoD+1MH0ry+iT/PcmrOvP/Jsk1+zimM/HYJB+e9SA6fjTJhUkek+T2JDfOdji7r5Qyl+RXkrw6ydelOc9pfUGSxyd5zh4MbS98V5J/luTfJflImu/ErHxjkpXBh1LK5Ul+PsnPJPntJB9tF53N9+BDknxvkmfMeBw/kObfvYPkXPvuAQAzJqwGAPZNrfXPBtOdqul3d+e3y/Z1XNMqpRyqtd5Za/2LWY9lyAOSvLLW+rrd3GkpZSFJv9a6tpv7PUNXJDme5NdrrW+a5UAG98EeHuIBSd5ca/29u7qjUspyrfXkmW5fax0Oyu+bZC7J82utf92Zvyv3YGm+/Et3Zcxnq1rru/frWPtwjwIA7AltQACAs9m9SimvbVsL/G0p5XHDK7StIW4opZwspXywlPKsNmQda9DaoJTy5PZP9e8spbyqlHL3zjrXtH/6/1WllF8ppXwsyf9sl21pA1JKeXgp5Y9KKbe17RuuL6V8emf51aWU3yylfKSUckcp5fdLKZ+03QUopTy4lPK6dpuPllJeVEq5rDvGJPdJ8tR2vNdP2NdcKeXppZR3lVJOlVLeX0p54Zjr8u4kJ5NcOap9Qef6XNeZd2Ep5dfbn9eNpZTvGjOOHV2LUsoTk/xj+/EV7XGfMWoM7frr423bFnxbknuWjVYzL+ye79C2j2jXedDQeW65D9rlX1tKeXt7Pd9XSnna0P4eWEp5TXuut5emjck3TTjXmuRzkzy2Pe57O8u+rJTyf9pj/WMp5QdLKfOd5YP2OQ9pz+3OJN8x4VgPL6X8VfvdeWsp5TNHrLN+jdpr+cZ20V+1x3ripHuwbPP9bH+Ot5RSPquU8r/T3HNf2i67qJTyC6WUD7Xb/69Syr8cvl6llKeUUn6olHJzKeWmUsrPllKWBtckyU931t3uO1LaMd1USrm1lPIraX5JMrzecnsu/9j+PP6qlPKocfttt+nel/dqx/KooXXm2uv0A515DyrNv0+3tq/fLk2F+2D54J79wlLKK0sptyX5mXa9Pxoxju9rr+nYfyenvDceXZp/n28qpXyilPJnpZQv6Cx/RsZ899rln1VK+ePS/Bvw4VLKL5ZSjnWWX1hKeV4p5QPtOP6hlPKLk64xAHDuU1kNAJzNfj3Jc9O0GPjPSX6zlHLvWuv7kya8S/IbSX4hyX9LE5j9cJpfyH/7Nvt+aJJPSvKtSZaT/EiSlyf5F0PrPTvJ76QJ0EZWGJemp/Brk/xRkv+Qpg3Cw5LcPclflFIuSvKmNK1Dvj7JHUn+a5I/LKXcf1wFZCnlkiTXJ3lHkq9McjTJM5O8tpRybZpWCw9N8rI0LVV+OsknJpzzLyT590meleSPk1yU5k/0ux6W5jp+ZzvOj0/Y37AXJHlEkv+S5INpfgb3SbLaOaczuRavSvK4ND+Hb0/yJ0nen+n+W/Z5Se6X5HPStG9Jkpt3cE4DW+6DUsp3JPmhNNfz+iT/PMkPlFLuqLX+TLvdK5P8bZInJDmV5p7bEn52PDTJzyX5WJp7+lR7rC9I8uI0rVC+I8mnpWkrcXGa69j1G2ladXxfu58tSilXpmmp8pY098CVSV6U5PCEsT0vyU1JfjbJVyX5v0nekzH34A6+n4eT/HKa6/iuJB9ow+Y/TNNa5Dva435DmvvkfrXWD3a2/7b22E9or8sPJ3lfu79XJfmxdp1BG6JJ35FvSfI9aX6ub0xz3z1rxHovyUZ7kXcn+bIkryylXFtr/csJ+0+S1FrfU0p5S5IvT9KtoP/sJJel+VmnlHLfNPf7DUm+Ok1V+w8k+Z+llIfUWmtn219K8x18TprQ/1iSV5dS7lVrfU+7v5Lm34Bfq7WuZIQd3Bv3SvOLm2cn6Sf5ovZ4D6+1/kkmfPdKKQ9L8ro0/+Y+Ps19/Mwkd8vGv0k/nuQzkzw1zb8n90jy8JEXFAA4f9Ravby8vLy8vLz2/ZUmeK1Jnjhi2RPbZU/qzLs4Tej59e3nkiaQesHQtk9KcmeSiycc+/o0fXjv2Zn3sPaY/6b9fE37+WUjtn9vkmd3Pv9pmjCpjDneD6QJZy/qzLtbmiD4myaM85lpwsbjnXkPacf178aNZ8y+HtBu9y3bXJc7k1w+NP+FSW4Ymje4Pte1nx/Yfv7yoZ/xR5K8dxeuxabjjZs3arxpwrT3jjnflwzNe0S7zwdNug/SBM63JfneofnfnyZYm0tyot32U3f43Rg1rj9L8kdD856WJji/auh785QpjvGs9udwuDPvq9rtnzFuLMPXZ8J3YqrvZ5o+0jXJFw+t9x+TnE5yv868+TTB8I925tUkbxja9uVJ/qzz+ZuT1CmuyVySDyT5+aH5r22Pc037+XPbz589tN4bkvz2hGsyfF8+Nc19v9SZ9wtJ3t75/KtJ3plksTPvfu3P/dFDP5OfGBpPr/0ZfF9n3ueM+vmdyb0x4ljzSX4/TYuY7b57b8zW+3nT2JK8Lcl/3sl3x8vLy8vLy+vcf2kDAgCczf5gMFFr/XCa6sqr2ln3T3J1kt8qpcwPXmkqLJeTPGibff95rfV9nf3/Sbv/hwyt96pMUEo5kuRfJvnlWmsds9rnpQm8PtEZ561J3prk2gm7f0iSP6i1rleC1lrfkiYE+6xJ4xrhke37C7dZ7611c9XqtAYV6a8czKi13pbmvLvO9FrM2vB98NAkR5L89oj777I09+lH0rQv+R+llC8vpVx6JgcuzcMlPyPNAw27XpwmJHzo0PyJ92zrIUleW2u9ozPvd85kfGPs5PtZ01Tydn1emnviPZ1tk+YvAobvkz8Y+vw32fh3YifukaY3+iuG5g9fl89L8wuJPxk6t9eNGNskv5Wm+vnfJEm7j8cl+c2hY70sSb9znPek+Tdg+Fibfu611n6a7/u/byuqk+YXGjfUWt82YVxT3RullKtKKb9cSvmnNL9IXEnzQMX7T9h3SimH09yzw/fGm9p9/PN21b9M8h2llG8spUzcJwBw/hBWAwBns+EWBqfTBF1JU7WaNH9Cv9J5vaedf49t9n3TmHlXDM370Db7uVuaKtIbJ6xzIs2f+68MvR65zTivGHP8D6Vp4bETFye5vRt8j7Hd+Y5zeZJb69Y2HsPX+UyvxawNX5fB/ff2bD6PQY/ge7Rh4RekCTafn+SDpZQ3lk4v8ymdSLIwYgyDz8P3wjQ/w8sz9LNpf3a37XBs4+zk+/nRWuvpEdv/q2y9T74mW++TSf9O7MSgD/TwPTvqHr58xNieMWJsY9Va/ylNQPvl7azPbffdDatPpGnJM3yse4841qif+wuS3DPJI9t+0F+S5l6cZNt7o5TSS/OLqc9M0zblkWl+YfXqbH/t75amiv3nhs7pVJr7fHBe35ymSv57kryzlPJ3pZSv2GbfAMA5Ts9qAOBc9ZH2/clJ/mLE8veMmNc1qsr10mwNncdVSw98NE2/1uGQu+sjaYKdHxix7NYJ292Y0eO8LE3V6U58OMmRUsrxbQLrUed7Msni0LzhgPSDSY6VUg4NBdbD4z/TazHKyfZ9u7FN2n7abYevy+D+uy6jQ8J3Jkmt9W+TfEn7MLt/naY3+qtKKVe1YfY0bkkT5g1fy8uGxjJurKN8cHh/pZRDaVq37IadfD9HjfcjaVrrfMOIZafu2tDGGvxFwfB1HnUP/1OSf7sLx3xxkme21/7Lk/xFrfXvho71sjT9n4fdMvR5y3Wstb63lPKHaSqq75WmWOk3thnTNPfGfZN8epIvqrW+Zmi97XysHeszsrlf98AH2rF/LE0P8W8ppXxamrY3Lyql/HWt9W+mOA4AcA4SVgMA56p3pgmMrqm1/uIZbP8ZpZSra63/kKw/8OvSNA8Vm1qt9fZSypvT/Kn9z4xpBfK6NA9ge/uIyuNJ3pzkG0opx2qtt7bj/Bdp+ii/aSfjTNN+IWkervYzk1Yc4f1JrimlLNdaBwHx5w+t87/b98dk4+FwR9v1uuH4mV6LUW5KE+J+8mBGe8yHpunVOzCu0vb92frAtuHzGudP0/RevrLWum3bjdo8zO71pZQfT/Pg0AuzNWQet+1aKeWtaR7u+POdRV+W5hclfzrlmLv+d5InlVIOd9o9PO4M9jPOXf1+vi5NVfo/1FpH/RXETpxOkqH7d5R/TBPUfnGS13TmD1+X16V5YONt7S8j7orfTvKTaR5A+Ng0D4ccPtaD0rTnmeaXEKP8Uppq6gcmeXkbAk8yzb0xCKXXf3FQSrlnmt7/f91Zb8t3r/0388+SfFKt9funOYFa61+3DzT9qjT994XVAHCeElYDAOekWmu/lPJtSX61lHI8zZ+fn07z5/H/Nsnjh3quDrspye+WUp6RJkz5kTR9rF8zYZtx/muSP0zy6lLKc5PcniYwvaHW+rtJfjzJE9KElT+dJsS7LMlnJ3lTrXVcpeOPp6ks/f1Syo+kqWx8ZpL/k+SlOxlgrfWd7dh+rO2d/IY0genja63b/Wn9y9M8OPB5pZQXpqmo/Jqh/b+9lPLKJD/f/jxuTPIdSYZ/Bmd6LUadU7+U8ookTy2lvC9Nxea3pQmRu/42yWWllCemeWjbLbXW96apWP2PpZSfSNPv95FJvnDKY3+svXd+sg3p3pCmavX+SR5Za31sWw367DTh/f9N0/7gO5P8Va11qqC643vT3AcvSNMm4lPTVKf/Yq31/TvcV5I8J8k3pfkO/HiSK5M8PVuv3RnZhe/nryT5+iTXl1Keneb6XZymn/IHa60/sYPhDALlp5RSXp/kE7XWd44Y81op5VlJnl1KuSXNQwC/JJ1fhrRem+ZBgq9tv5dvT/PAzQcnWa61Pn3agdVabyqlXJ/mPrkwTR/rrmek+QXaq0opz09TTX33NL9UeWGt9fopDvPyNC03PiPNz3g709wbf5vmlz0/Vkr57jS9t78vzfc5Q+uN+u49LcnrSin9JC9J81cVVyd5dJLvqrW+q5TypjTf0belqcT+ujT/tu7oF4oAwLlFz2oA4JxVa31xmirIB6epUPydJN+Y5M/TVlNO8KdpApznpKk8fFvO8M/6a61vSBMeHU7ya2nCyc9OE+ak1npLmv67f5vkJ9I8EO5ZSS7I5irE4f3enCZAPZnmT/d/Nk2A9vkjevxO4xvTBEpPSPPn98/JFOFk+zC2J6UJ4F/ZntuTRqz6xDTnNrimr8vm/rtnfC0m+OYkf5LmZ/mzaa7T64fW+a00D5p7Vpqq0We0Y3lVkv+W5PFpQrF7Jvkv0x641vqsNG0uvijNQ/l+I03l5xvbVT6YpkXId6UJa38uyTvSVJ/vSK31D5J8RZqH6v3Pdpw/lub8d6ztl/yoND2RX5rm3nhCtv5y4Yzdle9nWwH9yDTB8PeluU9+Msn9svOw8o1JfjTJU9L8tcIvTFj3OUl+KE1Q/tI0vyB62tDYappK4+en+Tn8frvPh2bnf/GQNN+RK5L8WRvkdo/1rjTflzuSPDfNffR9aSqa/36anddaT7Xb/WOaX6ptt/6290a7z8elebDiS9L84uSH0zwAs2vcd+9Naf6q4ZIkv5rmnn5aO8ZBW50/TfNvykva/ZxI03bkTH45AwCcI8qZ/zUZAMC5qa1kvKXW+vhZjwVgL5VS5tO0xXl+rfW7Zz0eAIBJtAEBAAA4z5RSFpP8syRfmaaFyqSKcgCAs4KwGgAA4PxzZZqWKTcl+U/aZwAA5wJtQAAAAAAAmDkPWAQAAAAAYObO2TYgJ06cqNdcc82shwEAAAAAwARvfetbb6m1XrLdeudsWH3NNdfkhhtumPUwAAAAAACYoJTyvmnW0wYEAAAAAICZE1YDAAAAADBzwmoAAAAAAGZOWA0AAAAAwMwJqwEAAAAAmDlhNQAAAAAAMyesBgAAAABg5oTVAAAAAADMnLAaAAAAAICZE1YDAAAAADBzwmoAAAAAAGZOWA0AAAAAwMwJqwEAAAAAmDlhNQAAAAAAMyesBgAAAABg5mYSVpdS5kopf1FK+d328+eWUv68lPKXpZQ3lVLuO4txAQAAAAAwG7OqrH5Kknd0Pv98kq+qtT44ya8n+f9nMioAAAAAAGZi38PqUspVSR6d5Hmd2TXJ8Xb6giQf2O9xAQAAAAAwO/MzOOZzkjwtybHOvK9N8nullDuTfCLJvxq1YSnlyUmenCRXX331Hg8TAAAAAID9sq+V1aWU65LcVGt969CipyZ5VK31qiQvSPLjo7avtT631nptrfXaSy65ZI9HCwAAAADAftnvyuqHJXlMKeVRSZaTHC+lvCrJA2qtb27XeXGS1+zzuAAAAAAAmKF9rayutT691npVrfWaJF+R5PVJvjjJBaWU+7erfX42P3wRAAAAAIDz3Cx6Vm9Sa10tpXxdkpeWUvpJPprkSTMeFgAAAADAutOr/dx2ajW3nVzNradWmveTq7nt1GpubeffNpg/WK9dftup1fzy1zwkV198eNancVabWVhda70+yfXt9MuSvGxWYwEAAAAAzj+11pzqhMy3neoEzCdXNn3evHxl0/xbT63m9Gp/2+PN9UqOLs3n6NJ8ji037xcfXcw9Lz6c3r72uDg3zbyyGgAAAACgq9aakyv99QrmbmjcVCyvDFU0Dy3vbLeyVrc93nyvNOHy8nyOLi3k2NJ8Lju+nPsMQufl+RxrQ+ijywubwuijy830saWFLC/0UkrZhyt0fhJWAwAAAAC7otaaO06vjahYbiqVu20xNpavDFU8N+9r/e1D5sX5XhMiD4LjpflceeFyji4dbUPkoWB5EC4vLayHzEeX5rM0L2Q+GwirAQAAAOCA6/drbj+9tUK5+/nWkxvVysPLu201psiYs7zQayqYOyHyPS46vB48H2srnDdXNM9vqWhemp/b+4vDvhFWAwAAAMA5aq0NmW89ubmCebgH86AP86gezbedXM1tp1dTpwiZDy/OdaqTm/cTRw9vCp432ml0QudOyHxkaT6L8xo4s5WwGgAAAAD22epaP7efWsutIx7kNwidNyqaV4cqmlfW17/99NpUxzuyONe0xOiEyJcfX94SPA/aZnTnHV1q2mYcWZrL/JyQmb0jrAYAAACAKa2s9YcqlldG9GAevbwbRt+5sn3IXEpydHF+U2/lCw4t5KoLD21pi9FtmzHcKuPI4nzmevoxc/YTVgMAAABw3ju1urYpRN54X5nco3kofD612t/2WL2SNjDeaI1x0ZHFXH3R4U6P5o1+zCPbZizP5/DCXHpCZg4QYTUAAAAAZ6Vaa06t9ofaZLTh8mDeUOi8uUfzxnan17YPmed6ZdMD/44vL+TSY8u594n5MQ/6W9hUwTxom3FoYS6lCJlhp4TVAAAAAOegfr9mrdas9WtW+zVrazWr/f7G5/X3flb7NatrdWhZf2jbEfPXl/ezVrO+r83rbxxj6/6G5nfX3zKejfVPr/bXQ+bV/vZP/VuYKxu9ltvq5CsvXO4EywubQuhBW41jQ20zluZ7QmaYIWE1AAAAcM6ptaZfM33gujYhiN0mOF3rvDbvb1QQ2x863pmMp50/FAj3h5ZPkeHuubleyVyvZH7Te2/j89yY+e370kIvh9v5vdLOnytZnOuNrFg+urQw1KO5mb80PzfrSwHsAmE1AAAAnKPW+jUra91K1/OjqnZr2NvfGhafDUltmoreJnztbQ1t58bM76y/tDC/af7cmFB3Peydu2vhcLN81P576fWydbyTzq9XVCEDu0pYDQAAAGkqdVfWmvB3Za2f02tNoDr4vGnZahPqDqabwLifldWa0+06q2sb08OfN6ZrVlabbU+30ytr/az0O9NDx+7uZ9Z57W5W1Q7m9ybtbz0AnhDozo0OYrduPyKAnSuZK51lc1vD2e42HnwHsLuE1QAAAOy62vbRXWmD1dVO4NoNgU+v9duwtq5Pr7QVwqdXN4e0g+nVtTbYHRHkbvm8WrPSHzM9vN89TH7neiULcyULc732NX56cb6XIyOWLc43QenCXC8L8yULnen5NkS9K1W13XB5PbBVVQvAPhJWAwAAnAP6/c1VuetB71ptw9sRwe4OK3aHp4dD5u46p9uAeaUNmE+3AfMgbD691t/T67E438tCr2Rhvg1y55qgdj3YnSuZb8Peowvzm5ZvWXe+CW8H0wtt64aF+WY/C3O9zM9tTC+02y+OmF4YjGswPdeEyipwAWB7wmoAAODA6bZ7GG7VMD68HVOxu9oNdke3kNi6rLYh8EaQ3LSUqG01cRsEr7bbtj1698p6ONtW9S4MBbvdz4cW5nJseb6zbBAKjwl22yB4fb+d6S1B76TK4/k2ZFbRCwDnLWE1AACwb9b6TRh7erWfU6trObXaz6nO59ObPvdzem0tp1aawHbjfS2nNn3emL/p86j9tcdZWdvbdg/zvTaAnaJi99Di+Ird4dB2Y1lbUdxr20GMDHjHh7+bK4sFvwDA2UFYDQAAB8Bav44Ib4fD4nGh8dbQ99SU6w3P362ewEvzTfi7ND+Xpfle53PzfmhhLhccWtgyf2l+LovzGxXB60HuUOuGxU6ovKWfcFs5vDDUBmKwzpx2DwAAZ0RYDQAAe2h1bXR4u21FcbvORoXx5srhUzusKN6NFhKlJItzg+B3a0i8ND+Xw4vzudvh0QHx+M+jQuet6wzmqwQGADg/CasBADjv1Fqz2q8TK4XPtKJ4/PZrI9fbjULiXsm2oe/RpflcfKQzf66XpYVe531u6HMvSwsb6y1NsZ6QGACAvSSsBgBg1wweWjdNO4jRbSQmhMZDPYpPjaooHnxe7afuUki8ND8ivO2ExMeW53NiTCuKaSqKR7ey2LzevIfJAQBwAAirAQBmoN9vKn/X+jWr/X77Xjfe18bM7/ezulazVofXnbSv/tA+Ovvasn1nfmf/p9em7128G+Z7ZduQ94LFhSwdW+q0kRhab0wF8ajPy2MqiufnertyPgAAwPaE1QDAvqt1VHDaCVrXxswffF6r6deh8HZcELtlfyOC27Ux88fuv59+P2PC5Ha8WwLgzeexG1W/d9V8r2SuVzbe2wfDdef32vfBA+mW5udy+PD8yBB5cr/hnVUUe0AdAAAcPMJqAJiBc62qdnj+2qT9TREO78aD3u6qXknme51wdq4b0m4ObeeGQ912+dLC/Mj5G+HvmPm9krler7N8aP7Q9nOl+7m3NWQe7H/L/safX69EWwkAAOCsIqwGYMdqrenXZK3frW6t6febEHXw3szLxnTdqIhd6667Pp1N81b7G+uub7M+vXndtU3HHB5HNm0/+tg1azVb5q2OPPbmdTftuzOG86Gqdj3YHDF/aaGXwyOD006gOjchiN20fMR+OsFsr2wfKM9P2levt2nbudJUDAMAAHD2EFYDB8ZwwDouLB38ef/a2JB0Iyztrrs1+BwKVvv9LQHr1nEMjtvfErBuDW2zHhRPPvZGCNxdd8uxB2FxZ/tu8Lt5DLP+aU5vI5jMenXq4NUrm9+b6azPm5/bCDUH7/O9XpbmB/M2r7u+n01VsHe9qna+Ox5VtQAAAJynhNUwQ8PhaTcIXA8Ph6pNN63TCRD7g2Bzfb1R+x3eVzNdO8FkrRsh7fr8ms50u06/s07tjHnU2EaeV4bOZ0Ql7TaB8aZq3JEVvUMB9DkcsPaGqkG3hq4ZEbqWTftZ7M1tCVjnepv318xL5nq95n3oeL0tY9hYd/yxy/ry+aF1tx5787q9Xkaed2/o+nTXHT42AAAAcG4QVh9gg6B0c6iY9ZBvI/gcvc4gpFwPONeDzEEV6eh1NsLLbBPQbg4+N23TCSYHgetG8DnFfmtGHqM7vi0B8YhwdWSo3N3HpOtZz442ALthEAyWMmK6V1LKRshYOkFpb9P01srUXi9Z6PW2Bp+lqRLdGrCOrpTdGnZmZEi63uZgKGAdF5bO97YGrOMC48FDyoYrfEeOQ8UrAAAAcAAJq88xv/y/3pvfeMs/rFe/bg5uszmg3VRNu7Wa9VyqMp1kEO51g8JNIeig6nR9uozepje0Thu4Ls73OoFrxoavzfoboeV6MFmyqRq1112nO5bOcdfH3Alyt2wz8ryydWzr06UzznTC1Cn2216fUddYqAoAAADAbhBWn2OOH5rPPS46PCLIHAppxwa0m0PGuW7AObEidiME3Rpabg5c58ro8HfUmEeGq5uC3wn79Sf+AAAAAHDeEFafYx776VflsZ9+1ayHAQAAAACwq3qzHgAAAAAAAAirAQAAAACYOWE1AAAAAAAzJ6wGAAAAAGDmhNUAAAAAAMycsBoAAAAAgJkTVgMAAAAAMHPCagAAAAAAZk5YDQAAAADAzAmrAQAAAACYOWE1AAAAAAAzJ6wGAAAAAGDmhNUAAAAAAMycsBoAAAAAgJkTVgMAAAAAMHPCagAAAAAAZk5YDQAAAADAzAmrAQAAAACYOWE1AAAAAAAzJ6wGAAAAAGDmhNUAAAAAAHulv5bc+sFkbXXWIznrzc96AAAAAAAA55xak5Mfa4LoT3ygeb/1xvbVmXfbh5K6lnzzDcmJ+82+IMq9AAAgAElEQVR61Gc1YTUAAAAAQNfKnZvD50/cODqIXr1z67bLFybHr0yOXZ5c+inN+/ErkkMX7f95nGOE1QAAAADAwdBfS267qRM8D4LoDya3fmAjiD75sa3bzi8nx65ogui7f0YzfeyKJogeTB+7PFk4tP/ndZ6YSVhdSplLckOSf6q1XldKKUn+e5IvTbKW5OdrrT81i7EBAAAAAOeYQUuOT3Sqn9fD504wfduHktrfvG3pJUcva8Lmu90ruednNqHzsbY6elAlvXxhUspszu+AmFVl9VOSvCPJ8fbzE5PcI8kDaq39UsqlMxoXAAAAAHA2Wblza/uNLe05xrTkOHS3jarnSz+lrYIeCqKPXJL05vb/vNhi38PqUspVSR6d5AeTfGs7+xuSfGWtza81aq037fe4AAAAAIB9tLaa3H7z5vYbox5SOLIlx6GN9htacpw3ZlFZ/ZwkT0tyrDPvPkm+vJTy2CQ3J/mWWuvfDW9YSnlykicnydVXX70PQwUAAAAAdqTW5M6Pbm7FMao39MiWHHNtS47Lk4vu3bbkGBFEL1+gJcd5aF/D6lLKdUluqrW+tZTyiM6ipSQna63XllIel+T5Sf718Pa11ucmeW6SXHvttXUfhgwAAAAADAxacnT7QG+qim7fV09u3fbQ3Tbab1z2wE4F9BVacpBk/yurH5bkMaWURyVZTnK8lPJrSd6f5KXtOi9L8oJ9HhcAAAAAHFxrq8ntN40Oorvztm3Jce3mhxIOwuljVyQLy/t/XpxT9jWsrrU+PcnTk6StrP72WusTSinPTPI5aSqqPzvJu/ZzXAAAAABwXhrVkmNTGN0G0bffNL4lx/Erkovvk1zzWaODaC052CWz6Fk9yjOTvKiU8tQktyX52hmPBwAAAADObqfv2Fz9vKUq+sYza8kxqJLWkoN9NrOwutZ6fZLr2+mPJXn0rMYCAAAAAGeNQUuOURXQt3YeUnjy41u3XW/JcWXTkqP7UMJBEH30ci05OCudLZXVAAAAAHB+W2/J0Q2fu+052vdxLTmOXd68tOTgPCWsBgAAAIC7ar0lx42bg+fhIHrt1NZtD120UfV8+YM2guduEH3khJYcnPeE1QAAAAAwztpqctuHNgfPo3pDj2rJsXB4o/3GPR6yuQJ6EERryQHrhNUAAAAAHDzdlhxje0PfmNx2U5K6edtNLTnum1zzr0f3hl46riUH7ICwGgAAAIDzS7clx6SHFI5ryTGoer78UzeC524QrSUH7AlhNQAAAADnhrWVptJ5VPC83hv6xuSUlhxwLhJWAwAAALC3am2C5tWTydrp5n31VPvenW7fT906+iGFE1tyXNG05LjXw0cH0VpywFlPWA0AAABwvqt1REg8/D5p2anOayfbdN6HQ+ZpHL54oxr68k/bCJ615IDzkrAaAAAAYK/1+01/5J2Eu6snk9XtAuYp3gfHvat6C8n8cjK/1Hlf2vi8eDg5fNHQ8lHvnem5xdHrLB5pQun5pbs+buCcIawGAAAAzn/9tSkrgk9Nsc4U78NVzGun7/o5zI0Lf9vAd/n4NiHxiNB4XFg86l31MrDHhNUAAADA3qo16a/uQvXwDsLh4ff+6l08iTIhzG2nD1+0w7B4UF28NMU6i0mvtys/DoCzlbAaAAAAzncj+xVP8ZC7bauHR/UwHvNe+3ftHEovmT80IdRdTJaOTW45MSkI3m7duQUP5wPYY8JqAAAAOJvUmqzcmZz6RHLy48nJTySnPr4xffLjQ8s+kZy+ffvA+a4a2a+4875wKDl0t531K+6+j6wu7obFIgyA851/6QEAAGA3ra12wuRBsDwiZD758TaEHrGsvzL5GGUuWb6g6VG8fEGyeLSpKj5yyc76FW8bFutXDMD+EVYDAADAQK1NlfLIkPlj4yubuwH0yu3bH2fxaBMyL7Vh89FLkxP3az8f37xs8Fr/fDxZOKwlBQDnHWE1AAAA54/V05urmretbB5RAV3XJh9jbnFzcLx8QXL0stGh8rjPqpQBYAthNQAAAGeHfj85feuE6uUpKptX79zmIGVr9fLxuyeXfnInWJ5U2Xy8aYuhqhkAdp2wGgAAgN2xcnJrtfJUlc2d6dTJx5hf3lqtfOE9hkLmC8ZXNi8eS3q9fbkcAMDOCKsBAABI+msTWmR8YkwAPbRs7fTkY5TeUEuMC5ML77nxeWz7jE5l8/zi/lwPAGDfCasBAADOdbUmK3eM7sM8bWXz6Vu3P87Ckc1B8uETyUX3HtE+Y1Rl8/HmoYLaZwAAYwirAQAAZm1tpa1Q/viZVzb3Vycfoze/tSXGifu2wfKEBwGuVzUfS+YW9ud6AAAHkrAaAADgrqg1OXXrmOrlKSubV+7Y/jiLxzYHyUcvT0580pj2GZ3K5sGyhUOqmgGAs5qwGgAAONhWT3WC42kqm4fWPXVrUvuTjzG3uLnv8vIFyfErR/dkHtU+Y+l40pvbn+sBADAjwmoAAOD8sXJncvstyR23JLd/OLn95na6M++OW5I7P7oROq+d2manpQ2MO9XKF94jWXrghPYZQ5XNC8v7cvoAAOcyYTUAAHD2On371qD59pvbeR/uLLu5Wb5y++j99BaSIyeaBwIeuTi54KqtPZmHQ+fB9OLRpNfb3/MGADiAhNUAAMD+qDU5fduYoHl4XlsVvXrn6H3NLbXh88XN+0X3SY5c0gTRh090gun2tXRcv2YAgLOcsBoAADgztTZ9nLcEzbdsnu5WRa+eHL2v+eUmbB6Ezyc+aSNo3hQ+X9yst3hU+AwAcJ4RVgMAAI1amx7OW4LmCeHz2unR+1o4slHlfPSy5NIHbgTNw+Hz4RPJ4hHhMwDAASesBgCA81W/n5z82PigeUv7jQ8n/ZXR+1o8uhEwH797cvk/GxE+X7yxzuLh/T1XAADOecJqAAA4V/T7yZ0fHQqau+FzO78bPte10ftaOr4RLF94dXLlp3eqnUf0fl5Y3t9zBQDgwBFWAwDArPTXkjs+MuEhg0PtN+78SFL7o/e1fMFGlfNF906u+hcTwueLk/ml/T1XAADYhrAaAAB2y9pqEzaPrHK+pRNGt8H0nR9NUkfv69DdNoLmE/dLrn7o5ocNbnrw4MXJ3MK+nioAAOw2YTUAAIyzenpz+NwNmkfNO/mxMTsqyeGLNsLnSz9560MGu72fD12UzPlPdQAADhb/BQwAwMGxemp80Lyl9/MtyamPj95P6TXVzINw+fJP3fqQwU3h892S3tz+nisAAJxjhNUAAJy7Vu6c8JDBEeHz6VtH76c33wmfL06ufPDW8Hm99/OJZPnCpNfb33MFAIDznLAaAICzx+nbJ4TPI3o/n75t9H56C5tbbNztmo3pTe032gcPLl+YlLKvpwoAAGwmrAYAYG/U2obPo4LmTrVzN5heuWP0vuaWNlc5X3SfjaD58ImtDx5cOi58BgCAc4ywGgCA6dSanLp1RNA8offz6snR+5o/tDl8PvFJG0HzqAcPLh4VPgMAwHlOWA0AcL6ptXmQ4Mod7evOpsJ58Pl0O2/l9nbZHZ3p9n3ljs3Td3ykCZ/XTo8+5sKRjSrno5cllz5wI2geGT4f2d9rAgAAnPWE1QAA+63WpuJ425B4VJh8RyeEvmPz524IXfs7G1NvIVk8nCx0XouHm1D5yCXJFQ8eET53Hjy4eHhvrhUAAHBgCKsBAIb1+8nqnSOC4Ekh8aj17twcPK+HyXckqTsb09xSsnCoCY8XDm9MLx9Pjl3ezj/UVDgvHGqD5yOdbQ61AXRnehBILxxO5hb25FICAABMS1gNAJx7+mvbhMRDVcYjA+ThMLlT0bx6587HNH9odDB8+KKtwfCk6VHL5g8lc/6zDQAAOL/5vx4AYPetre4gJL59RA/lMX2TByH02qmdj2lTxXHndfTSoZC4rU7etF63onnEevOHkl5v968jAADAASKsBoCDptZkbWUHIfE2fZNHVTT3V3Y4qLIRBg+HxMevHAqQd9LqYvB+KCllTy4nAAAAu0NYDQBnm1qT1VNDYfCokHhExfHEvsmd6bq2szGVua29kgfThy8e0QN5RBXzpFYX80vCZAAAgANOWA0AO1XrlCHxqGWTeih39ln7OxtTb2F0SLx4NDl62YgweYetLuYX9+ZaAgAAQEtYDcD5p98/gwft3TGiJcaYiuaVO3Y+prml0VXGyxcmx66Y3A95S5g83OricDK3sPvXEQAAAPaRsBqA/ddf2yYkHvUQvh30UF49ufMxzQ8/eK8Nhg+f2L4f8ri+yd1Quje3+9cRAAAAziPCagC2WlvZQUg8ar1t2mOsnd7hgMrWiuNBMHz08skh8aTpwef5Q0mvtyeXEgAAAJiOsBrgXFNrE/aeScXxtj2U2+n+6s7GVHqdlhVDFceHLtz+4XrbhsnLHr4HAAAA5zlhNcBuq7VpQ7EpFJ6y4nhSmNwNnuvazsbUmx/TsuJwcuTEhDD50JgQetBfuZ2eWxQmAwAAAHeJsBo4ePr9ZHWaiuNRYfI0PZTvSFJ3Nqa5xdGVxcvHk2OXDz1cb/hBe+PC5E5/ZQ/fAwAAAM5ywmrg7NNfmxASn+kD+Trbrd658zHNL4+uOD580eSK4y09lLvVzZ3XnH+OAQAAgINtJulIKWUuyQ1J/qnWel1n/k8n+Zpa69FZjAuY0tpqp8fxTiqORzyQb1QV89qpnY9pXPuKo5du7aG8vt4OwmQP3wMAAADYU7Mq5XtKknckOT6YUUq5NsmFMxoPnD9qTdZWtg+Jx7WvmKaHcn9lh4MqW9tSDKaPXj4+JN62h3L7ml8WJgMAAACc4/Y9rC6lXJXk0Ul+MMm3tvPmkvxokq9M8tj9HhPsq1qT1VNDQfCIwHjHPZQ70zt9+F6ZGx8mH7poQoDcbXsxKUxe8vA9AAAAACaaRWX1c5I8LcmxzrxvTvLKWuuNZUKgVUp5cpInJ8nVV1+9l2PkIKt1couKiWHyFD2UV+5Ian9nY+otjK4yXjyaHLl0REi8XQ/lbhVz+/A9YTIAAAAAM7SvYXUp5bokN9Va31pKeUQ778okX5rkEdttX2t9bpLnJsm1115b926knNX6/RGB8Z3b9FC+fUSYPKGieafmlkZXHC9fmBy7YnxIPPwQvpE9lA83YTIAAAAAnMf2u7L6YUkeU0p5VJLlND2r357kVJK/b6uqD5dS/r7Wet99Hhu7pb/WqSreQcXxxAfydYLk1ZM7H9P8odFVxocv3vmD9oZbYswfSuZm1f4dAAAAAM4P+5qw1VqfnuTpSdJWVn97rfW67jqllNsE1XtsbWUHIfFQ+4ppeiivnd7hgEonQB6qOD562fiQeOJD+IbCZA/fAwAAAICzmnLQc82H3p588G0776Hcne6v7uyYpTe6ynjxcHLowgkB8hR9kxcPJ/PL+iUDAAAAwAE3s7C61np9kutHzD+674M5l7ztd5I3PnvzvN78+DD5yInxIfG0PZTnFoXJAAAAAMCeUll9rvmXX588+Cs391eeX5z1qAAAAAAA7hJh9bnm6CXNCwAAAADgPOKpcwAAAAAAzJywGgAAAACAmRNWAwAAAAAwc8JqAAAAAABmTlgNAAAAAMDMCasBAAAAAJg5YTUAAAAAADMnrAYAAAAAYOaE1QAAAAAAzJywGgAAAACAmRNWAwAAAAAwc8JqAAAAAABmTlgNAAAAAMDMCasBAAAAAJg5YTUAAAAAADMnrAYAAAAAYOaE1QAAAAAAzJywGgAAAACAmRNWAwAAAAAwc8JqAAAAAABmTlgNAAAAAMDMCasBAAAAAJg5YTUAAAAAADMnrAYAAAAAYOaE1QAAAAAAzJywGgAAAACAmRNWAwAAAAAwc8JqAAAAAABmTlgNAAAAAMDMCasBAAAAAJg5YTUAAAAAADMnrAYAAAAAYOaE1QAAAAAAzJywGgAAAACAmRNWAwAAAAAwc8JqAAAAAABmTlgNAAAAAMDMCasBAAAAAJg5YTUAAAAAADMnrAYAAAAAYOaE1QAAAAAAzJywGgAAAACAmRNWAwAAAAAwc8JqAAAAAABmTlgNAAAAAMDMCasBAAAAAJg5YTUAAAAAADMnrAYAAAAAYOaE1QAAAAAAzJywGgAAAACAmRNWAwAAAAAwc8JqAAAAAABmbiZhdSllrpTyF6WU320/v6iU8s5SyttKKc8vpSzMYlwAAAAAAMzGrCqrn5LkHZ3PL0rygCSfmuRQkq+dxaAAAAAAAJiNfQ+rSylXJXl0kucN5tVaf6+2krwlyVX7PS4AAAAAAGZnFpXVz0nytCT94QVt+4+vTvKaURuWUp5cSrmhlHLDzTffvLejBAAAAABg3+xrWF1KuS7JTbXWt45Z5eeSvKHW+sZRC2utz621XltrvfaSSy7Zs3ECAAAAALC/5vf5eA9L8phSyqOSLCc5Xkr5tVrrE0op35vkkiT/aZ/HBAAAAADAjO1rZXWt9em11qtqrdck+Yokr2+D6q9N8oVJ/l2tdUt7EAAAAAAAzm+z6Fk9yv9IclmSPy2l/GUp5XtmPSAAAAAAAPbPfrcBWVdrvT7J9e30zMYBAAAAAMDsnS2V1QAAAAAAHGDCagAAAAAAZk5YDQAAAADAzAmrAQAAAACYOWE1AAAAAAAzJ6wGAAAAAGDmhNUAAAAAAMycsBoAAAAAgJkTVgMAAAAAMHPCagAAAAAAZk5YDQAAAADAzAmrAQAAAACYOWE1AAAAAAAzJ6wGAAAAAGDmhNUAAAAAAMycsBoAAAAAgJmb38nKpZS7JXlQknskeXWt9aOllOUkp2ut/b0YIAAAAAAA57+pKqtLKXOllGcleX+SP07yq0nu1S5+aZLv3ZvhAQAAAABwEEzbBuSHknxdkm9Ocu8kpbPsFUn+v10eFwAAAAAAB8i0bUD+fZL/Wmt9QSllbmjZu9ME2AAAAAAAcEamray+ME0oPcpikuEAGwAAAAAApjZtWP22JF88ZtkXJfnz3RkOAAAAAAAH0bRtQP57kpeWUg4l+e0kNcmDSymPTfKfkjxmj8YHAAAAAMABMFVlda31FUm+MsnnJXl1mgcsPi/JE5N8da319/dqgAAAAAAAnP+mraxOrfW3kvxWKeX+SU4k+UiSd9Za614NDgAAAACAg2HqsHqg1vquJO/ag7EAAAAAAHBATdUGpJTy/FLKi8cs+41SyvN2d1gAAAAAABwkU4XVST4/yUvGLHtpki/YneEAAAAAAHAQTRtWX5KmR/UoH01y6e4MBwAAAACAg2jasPp9SR4+ZtnDk7x/d4YDAAAAAMBBNG1Y/cIk31lK+aZSytEkKaUcLaV8Y5KnJdGzGgAAAACAMzY/5Xo/kuQ+SX46yU+VUm5PciRJSfLcdjkAAAAAAJyRqcLqWms/ydeWUn40ySOTXJzkw0leX2t91x6ODwAAAACAA2DayuokSa31nUneuUdjAQAAAADggBobVpdSPiXJu2utp9rpiWqtf7OrIwMAAAAA4MCYVFn9tiT/Kslb2uk6Zr3SLpvb3aEBAAAAAHBQTAqrH5nkbzrTAAAAAACwJ8aG1bXWP06SUspSkquSvKXW+nf7NTAAAAAAAA6O3nYr1FpPJXlekiv3fjgAAAAAABxE24bVrf+T5P57ORAAAAAAAA6uST2ru56a5IWllBuTvKbWurqHYwIAAAAA4ICZNqx+eZLDSV6RpJZSPpqkdleotV66y2MDAAAAAOCAmDas/tkMhdMAAAAAALBbpgqra63P2ONxAAAAAABwgE1bWb2ulHJVkiuS3Fhrff/uDwkAAAAAgIOmN+2KpZRvKKX8Y5L3JXlzkveVUt5fSvnGPRsdAAAAAAAHwlRhdSnle5L8TJJXJ3l0kmvb91cn+al2OQAAAAAAnJFp24B8U5IfqrV+99D815RSPtQu//5dHRkAAAAAAAfGtG1ADiV5w5hlf5xkeXeGAwAAAADAQTRtWP3yJI8bs+xLkvzu7gwHAAAAAICDaNo2IK9O8qxSyjVpguubklya5LFJHpjkaaWURw1WrrX+3u4OEwAAAACA89m0YfWL2ve7J/nCCcuTpCaZuyuDAgAAAADgYJk2rL7Xno4CAAAAAIADbaqwutb6vt08aCllLskNSf6p1npdKeVeSX4zyUVJ/jzJV9daT+/mMQEAAAAAOHtN+4DF3faUJO/ofP6RJD9Ra71fko8m+Y8zGRUAAAAAADOx72F1KeWqJI9O8rz2c0nyOUle0q7yy0n+7X6PCwAAAACA2ZlFZfVzkjwtSb/9fHGSj9VaV9vP70/zIMctSilPLqXcUEq54eabb977kQIAAAAAsC/2NawupVyX5KZa61u7s0esWkdtX2t9bq312lrrtZdccsmejBEAAAAAgP031QMWd9HDkjymlPKoJMtJjqeptL6wlDLfVldfleQD+zwuAAAAAABmaOrK6lLKp5VSXlxKeXcp5VQp5TPa+T9YSvmiafZRa316rfWqWus1Sb4iyetrrV+V5I+SPL5d7T8kecWOzgIAAAAAgHPaVGF1G0a/NcnlSX4lyUJn8akk//kujuM7k3xrKeXv0/Sw/qW7uD8AAAAAAM4h07YB+eEkL6y1fl0pZT7J93aW/WWSr9/pgWut1ye5vp3+v0kestN9AAAAAABwfpi2DcgDkry4nR5++OEnkly0ayMCAAAAAODAmTasvinJvccse2CSf9id4QAAAAAAcBBNG1b/ZpLvL6V8VmdeLaXcP02/6Rft+sgAAAAAADgwpu1Z/d1JPiXJHyf5YDvvFWkeuPgHSX5o94cGAAAAAMBBMVVYXWs9leS6UsrnJvncJCeSfCTJ62qtr93D8QEAAAAAcABsG1aXUpaSfHuS3621vi7J6/Z8VAAAAAAAHCjb9qxuq6q/K8mFez8cAAAAAAAOomkfsPjmJP98LwcCAAAAAMDBNe0DFp+W5NdLKaeT/F6SDyWp3RVqrXfs8tgAAAAAADggpg2r39y+/1SSnxyzztxdHw4AAAAAAAfRtGH1kzJUSQ0AAAAAALtlqrC61vrCPR4HAAAAAAAH2LQPWAQAAAAAgD0zVWV1KeXmbNMGpNZ66a6MCAAAAACAA2fantU/m61h9UVJPifJ8SS/tJuDAvh/7N19lN9lfSf89zVJyPCQhxkEHEhowIAMEUklEZZz01Js7oCtoSWo2LSimJtG2lNuPXvv5qhQZRVIH7ZuCyvHNUrKogitGtoSAruALdgmGypSJW3RhTVJw0NJQhJoHmZy3X/ML8NMMpMHTeY3SV6vc74nv/n+ruv6Xr/vuRjH91zz+QIAAABwZNnXmtWfHuh8KaUkuTdJ1wGcEwAAAAAAR5ifqmZ1rbUm+VKS3z4w0wEAAAAA4Eh0IB6weHqSow7AOAAAAAAAHKH29QGL1w1w+qgknUnmJLnvQE4KAAAAAIAjy74+YPG2Ac5tTbI6yX9N8pkDNiMAAAAAAI44+/qAxQNRLgQAAAAAAAa0TyF0KeWDpZTjB3mvvZTywQM7LQAAAAAAjiT7umP6K0neMsh7pzXeBwAAAACAn8i+htVlD+8dn2TjAZgLAAAAAABHqEFrVpdSLk9yeZ9TN5RSXt6lWWuSi5L8r4MwNwAAAAAAjhB7esDiiUnO6fP1W5K8eZc225I8lOSzB3heAAAAAAAcQQYNq2ut/y3Jf0uSUsqjSa6rta4cqokBAAAAAHDk2NPO6l611l842BMBAAAAAODItU9hdSnl9/bWptb6H3766QAAAAAAcCTap7A6yXsHONeWZGySV5OsTyKsBgAAAADgJ7KvZUBOG+h8KeX8JF9MMu9ATgoAAAAAgCNLy0/Tuda6LMnvJ7ntwEwHAAAAAIAj0U8VVje8kuStB2AcAAAAAACOUPv6gMVjBjh9VJLOJDcl+cGBnBQAAAAAAEeWfX3A4uYkdYDzJcmaJL9ywGYEAAAAAMARZ1/D6g8PcG5LktVJltdatx+4KQEAAAAAcKQZNKwupXw5yX+qtT6X5Lkkf19r3TxkMwMAAAAA4IixpwcsXp3khMbrR5OcffCnAwAAAADAkWhPZUDWJrm4lPJMempTtw7yoMUkSa319QM9OQAAAAAAjgx72ln9xSS3Jnk1PQ9XfDTJpj0cAAAAAADwExl0Z3Wt9aZSyl8l6Uzyp0k+m+RHQzUxAAAAAACOHHsqA5Ja65NJniylvCvJVxoPWwQAAAAAgANqj2H1TrXWDx/siQAAAAAAcOTaU81qAAAAAAAYEsJqAAAAAACaTlgNAAAAAEDTCasBAAAAAGg6YTUAAAAAAE0nrAYAAAAAoOmE1QAAAAAANJ2wGgAAAACAphNWAwAAAADQdMJqAAAAAACabkjD6lJKaylleSnle6WUH5RSPtM4/65Syt+XUp4qpTxeSpk8lPMCAAAAAKC5hnpn9dYkl9Raz00yNcmlpZQLknwhyZxa69QkX03yqSGeFwAAAAAATTRyKC9Wa61JNje+HNU4auMY2zg/Lsm/DOW8AAAAAABoriENq5OklDIiyZNJJie5vda6rJQyN8kDpZR/S7IxyQWD9L02ybVJcuqppw7RjAEAAAAAONiG/AGLtdbuRrmPCUneWUp5W5KPJXl3rXVCkq8k+c+D9P1irXVarXXaCSecMHSTBgAAAADgoBrysHqnWuuGJI8luSzJubXWZY23vp7kwmbNCwAAAACAoTekYXUp5YRSyvjG66OT/GKSlUnGlVLObDSb0TgHAAAAAMARYqhrVnckWdSoW92S5N5a61+WUv6fJH9eStmRZH2Sa4Z4XgAAAAAANNGQhtW11qeT/OwA57+Z5JtDORcAAAAAAIaPptWsBgAAAACAnYTVAAAAAAA0nbAaAAAAAICmE1YDAAAAANB0wmoAAAAAAJpOWA0AAAAAQNMJqwEAAAAAaDphNQAAAAAATSesBgAAAACg6YTVAAAAAAA0nbAaAAAAAICmE1YDAAAAANB0wmoAAAAAAJpOWA0AAAAAQNMJq7QP0nYAACAASURBVAEAAAAAaDphNQAAAAAATSesBgAAAACg6YTVAAAAAAA0nbAaAAAAAICmE1YDAAAAANB0wmoAAAAAAJpOWA0AAAAAQNMJqwEAAAAAaDphNQAAAAAATSesBgAAAACg6YTVAAAAAAA0nbAaAAAAAICmE1YDAAAAANB0wmoAAAAAAJpOWA0AAAAAQNMJqwEAAAAAaDphNQAAAAAATSesBgAAAACg6YTVAAAAAAA0nbAaAAAAAICmE1YDAAAAANB0wmoAAAAAAJpOWA0AAAAAQNMJqwEAAAAAaDphNQAAAAAATSesBgAAAACg6YTVAAAAAAA0nbAaAAAAAICmE1YDAAAAANB0wmoAAAAAAJpOWA0AAAAAQNMJqwEAAAAAaDphNQAAAAAATSesBgAAAACg6YTVAAAAAAA0nbAaAAAAAICmE1YDAAAAANB0wmoAAAAAAJpOWA0AAAAAQNMNaVhdSmktpSwvpXyvlPKDUspnGudLKeVzpZR/LqWsLKX8zlDOCwAAAACA5ho5xNfbmuSSWuvmUsqoJI+XUpYk6UwyMclZtdYdpZQTh3heAAAAAAA00ZCG1bXWmmRz48tRjaMm+WiSX6u17mi0e2ko5wUAAAAAQHMNec3qUsqIUspTSV5K8nCtdVmStyR5fyllRSllSSnljEH6Xttos+Lll18eymkDAAAAAHAQDXlYXWvtrrVOTTIhyTtLKW9LMjrJllrrtCT/LcmXB+n7xVrrtFrrtBNOOGHoJg0AAAAAwEE15GH1TrXWDUkeS3JpktVJ/rzx1jeTvL1J0wIAAAAAoAmGNKwupZxQShnfeH10kl9M8o9JvpXkkkazn0/yz0M5LwAAAAAAmmtIH7CYpCPJolLKiPQE5ffWWv+ylPJ4krtLKR9LzwMY5w7xvAAAAAAAaKIhDatrrU8n+dkBzm9I8ktDORcAAAAAAIaPptWsBgAAAACAnYTVAAAAAAA0nbAaAAAAAICmE1YDAAAAANB0wmoAAAAAAJpOWA0AAAAAQNMJqwEAAAAAaDphNQAAAAAATSesBgAAAACg6YTVAAAAAAA0nbAaAAAAAICmE1YDAAAAANB0wmoAAAAAAJpOWA0AAAAAQNMJqwEAAAAAaDphNQAAAAAATSesBgAAAACg6YTVAAAAAAA0nbAaAAAAAICmE1YDAAAAANB0wmoAAAAAAJpOWA0AAAAAQNMJqwEAAAAAaDphNQAAAAAATSesBgAAAACg6YTVAAAAAAA0nbAaAAAAAICmE1YDAAAAANB0wmoAAAAAAJpOWA0AAAAAQNMJqwEAAAAAaDphNQAAAAAATSesBgAAAACg6YTVAAAAAAA0nbAaAAAAAICmE1YDAAAAANB0wmoAAAAAAJpOWA0AAAAAQNMJqwEAAAAAaDphNQAAAAAATSesBgAAAACg6YTVAAAAAAA0nbAaAAAAAICmE1YDAAAAANB0wmoAAAAAAJpOWA0AAAAAQNMJqwEAAAAAaDphNQAAAAAATSesBgAAAACg6YTVAAAAAAA0nbAaAAAAAICmE1YDAAAAANB0wmoAAAAAAJpuSMPqUkprKWV5KeV7pZQflFI+s8v7f1JK2TyUcwIAAAAAoPlGDvH1tia5pNa6uZQyKsnjpZQltda/K6VMSzJ+iOcDAAAAAMAwMKQ7q2uPnTunRzWOWkoZkeT3k/yHoZwPAAAAAADDw5DXrC6ljCilPJXkpSQP11qXJfntJPfXWtfupe+1pZQVpZQVL7/88lBMFwAAAACAITDkYXWttbvWOjXJhCTvLKX8XJL3JvmTfej7xVrrtFrrtBNOOOFgTxUAAAAAgCEy5GH1TrXWDUkeS/ILSSYn+WEp5fkkx5RSftiseQEAAAAAMPSGNKwupZxQShnfeH10kl9M8mSt9c211km11klJXq+1Th7KeQEAAAAA0Fwjh/h6HUkWNR6o2JLk3lrrXw7xHAAAAAAAGGaGNKyutT6d5Gf30ua4IZoOAAAAAADDRNNqVgMAAAAAwE7CagAAAAAAmk5YDQAAAABA0wmrAQAAAABoOmE1AAAAAABNJ6wGAAAAAKDphNUAAAAAADTdyGZPAAAOVXXHjuzYtCndr77ac2zYkO4NPa+P+/mfy1ETJzZ7igAAAHDIEFYDcMSrXV3p3rQp3Rs2ZMfO4HmX8Ln/sSE7Nrya7o0bk1oHHHPkm/5IWA0AAAD7QVgNwGGjbtuW7o0b+4TNb4TLO8PnHf3O9xw7Nm0afNBS0jJ2bEaMG9d7HDVxYs/r8T1ft+x8b/z4jBg3vuf82LFD98EBAADgMCCsBmDY2bF1ayNQ3nWn8y47nDds6LfTecfrrw8+aEtLv8B5xJuOz1FvOb0nXO4Nm8f1bzN+fFrGjEkZMWLoPjwAAAAcoYTVABwUtdbULVveCJR32eW8Y6AAutG2btky+MAjR/YLk0e9+c1pfetbe8Pm3l3OO0PonbufjzsupcVzhQEAAGC4ElYDsEe11ux47fXs6FNKY9Cdzq/2L7NRt20bdNwyalRP2YxGwDxqwoS0TpnSKKUx8E7nlnHj03LsMSmlDOEdAAAAAIaCsBrgCFF37MiOzZt33+W8oc9O5wEfJvhq0tU16Ljl6KP713OedFr/Ws694fP4fuFzaW0VOgMAAHDQbN++PatXr86WPf31LgdUa2trJkyYkFGjRv1E/YXVAIeY2t2d7o0b+9dyHrCcRiOE3nl+48Zkx45Bx2059tiegLkRKI8+6cxd6jf3fYjgG+U2WkaPHsJPDwAAAPtm9erVGTNmTCZNmmSz1BCoteaVV17J6tWrc9ppp/1EYwirAZqkbt+e7o0b+wTNe6/l3P3qq9mxceMex20ZM6ZfKY2jTpmwx1rOI8aNy4ixY1OOOmqIPjkAAAAcfFu2bBFUD6FSSo4//vi8/PLLP/EYwmqAn9KObdsaJTQGq+U8cJmNHZs3Dz5oKRkxdmxjl/P4jGhry1GnnTbwTue+5TbGjEkZ6Vs7AAAAJBFUD7Gf9n5LNAAadmzZ0n+X84Y97HTuc9TXXx980BEj+gXMI084IaPPmLx7Leddw+cxY1JaWobuwwMAAAA0mbAaOKzUWlNff33gWs69O593qeW8M3TeunXwgUeN6hMmj8+ok09Oa2fnHmo59zxMsOXYY/0WFwAAAI5Qq1atygc/+MG88MILaWlpybXXXpvrr78+69aty/vf//48//zzmTRpUu699960tbXl7rvvzoIFC5Ikxx13XL7whS/k3HPPTZI8+OCDuf7669Pd3Z25c+dm/vz5A15z0aJF+exnP5sk+dSnPpWrr746SXLppZdm7dq16erqykUXXZTbb789I0aM2K3/YNf50Ic+lG9/+9sZN25ckuTOO+/M1KlTD+j9KrXWAzrgUJk2bVpdsWJFs6cBHCS11uzYvLnfTucduwbQfctu9Dmyffug45bW1t1KaexWy3mAALocfbTQGQAAAA4hK1euTGdnZ1PnsHbt2qxduzbveMc7smnTppx33nn51re+lTvvvDPt7e2ZP39+br311qxfvz4LFizId77znXR2dqatrS1LlizJpz/96Sxbtizd3d0588wz8/DDD2fChAmZPn16vva1r+Xss8/ud71169Zl2rRpWbFiRUopOe+88/Lkk0+mra0tGzduzNixY1NrzZVXXpn3vve9ueqqq/r139N1PvShD+WXf/mXc+WVV+7xMw9030spT9Zap+3tftlZDRx0O7Zu7QmWN2xI9/r1/f/tPXbZ/bxxY9LdPeiY5Zhj+oXJoydP3i1o7hdC7zzX2jqEnxwAAAAYDj7zFz/IM/+y8YCOefbJY/O775myxzYdHR3p6OhIkowZMyadnZ1Zs2ZNFi9enMceeyxJcvXVV+fiiy/OggULcuGFF/b2veCCC7J69eokyfLlyzN58uScfvrpSZKrrroqixcv3i2sXrp0aWbMmJH29vYkyYwZM/Lggw/mAx/4QMaOHZsk6erqyrZt2wbclLev1zlYhNXAPqu1pv7bv6V7/fp09YbPG3YPnxuvuzasT/eGPdd0bjn22DdC5/HjMurkjt13Ovep5bwzhG456qgh/OQAAAAAP53nn38+3/3ud3P++efnxRdf7A2xOzo68tJLL+3WfuHChbnsssuSJGvWrMnEiRN735swYUKWLVu2W5+B2q1Zs6b365kzZ2b58uW57LLLBtwhvbfrfPKTn8xNN92Ud73rXbn11lszevTo/bkFeyWshiNUb5mNAYLmrt5zr+72Xt22bdAxW8aOzYi28RkxfnzjQYJn9ITQbW39/x0/vred0BkAAAA42Pa2A/pg27x5c2bPnp3Pf/7zvTuc9+TRRx/NwoUL8/jjjyfpyXF2NdDO6L21W7p0abZs2ZI5c+bkkUceyYwZM/a5/y233JI3v/nN2bZtW6699tosWLAgN954414/y/4QVsNhoO7Y8UYJjcF2O29Yn+71b+x27t6wIenqGnjAlpY3dju3tWXUKaek9W1TeoPmkbuGz21tGTF2bMpI31IAAAAA+tq+fXtmz56dOXPm5IorrkiSnHTSSVm7dm06Ojqydu3anHjiib3tn3766cydOzdLlizJ8ccfn6Rnh/OqVat626xevTonn3xyli1blt/8zd9Mktx0002ZMGFCb3mRne0uvvjifvNpbW3NrFmzsnjx4px11ll5z3vekySZN29ezj333AGvk6R3J/jo0aPz4Q9/OH/wB39wgO7QGyRLMMzUrq6e4LlP0NzVW+d5w8C1nzduTHbsGHjAkSMzom18Ro4fnxHj2zL6tNMH2O08rl8I3TJ2bEpLy9B+cAAAAIDDTK01H/nIR9LZ2ZmPf/zjvednzZqVRYsWZf78+Vm0aFEuv/zyJMmPf/zjXHHFFbnrrrty5pln9rafPn16nn322Tz33HM55ZRTcs899+SrX/1qpkyZkqeeeqq33bp16/KJT3wi69evT5I89NBDueWWW7J58+Zs2rQpHR0d6erqygMPPJCLLrooEydO7Ne/q6trwOsk6Q3Xa6351re+lbe97W0H/H4Jq+Eg2rFt2wC7nPsGzztLbrwRQu/YOHix/zJ6dL+gefRZbx18t3Pjdcuxxw74ZyEAAAAAHFxPPPFE7rrrrpxzzjmZOnVqkuTmm2/O/Pnz8773vS8LFy7Mqaeemvvuuy9Jz+7oV155Jdddd12SZOTIkVmxYkVGjhyZ2267LTNnzkx3d3euueaaTJmye2mT9vb23HDDDZk+fXqS5MYbb0x7e3tefPHFzJo1K1u3bk13d3cuueSSzJs3b7f+e7rOnDlz8vLLL6fWmqlTp+aOO+444PerDFSH5FAwbdq0umLFimZPgyPIjsaDBfd5t/OGDdmxpwcLHnNMv1B5sJrOfUPolqOPHsJPDAAAAHDoWrlyZTo7O5s9jSPOQPe9lPJkrXXa3vraWc0Rp9aaHa+9NuCDBfuF0LvUfq5btw46ZsuYMW8Ezce3Z/Tkt+wSPrf1CaDbMqLNgwUBAAAAoC9hNYe0umNHdmzatEvQ/OqAIXRvyY0Nrybbtw88YCn9HyzY0ZHWs88efLfz+PEZMW5cyqhRQ/vBAQAAAOAwI6xm2KhdXeneuHEvu51f7V9q49VXB3+w4IgR/R4eeNSkSTm67y7nfuU3Gl+PHZsyYsTQfnAAAAAAQFjNwVG3bWvsYt5zTefuDRvStaFnN/SOV18ddLxy1FH9Hyx4xhkD1nTu92DB447zYEEAAAAAOEQIq9mrHVu27BY0d/V+/erADxZ87bVBxyvHHNO723nk+LYcfcopuwXNO3c7j2ycK8ccI3gGAAAAgMOYsPoI0vNgwdcHfbBg94Y+u537Plhwy5ZBx2w57rg+4XJbjjr9tN1rOu+y87ll9Ogh/NQAAAAAwKFAWH2IqrUO8GDBXcpuDFByo+7pwYJjx77xYMGTTkrrW9+6W03n3R4seNRRQ/vBAQAAAOAQsWrVqnzwgx/MCy+8kJaWllx77bW5/vrrs27durz//e/P888/n0mTJuXee+9NW1tb7r777ixYsCBJctxxx+ULX/hCzj333CTJgw8+mOuvvz7d3d2ZO3du5s+fP+A1Fy1alM9+9rNJkk996lO5+uqrkySXXnpp1q5dm66urlx00UW5/fbbM2KAZ7cNdp1aaz71qU/lvvvuy4gRI/LRj340v/M7v3NA71eptR7QAYfKtGnT6ooVK5o9jSH3ype+lFe+/JWeBwt2dw/caMSIjBg3bs9Bc+/rtp73PVgQAAAAgMPIypUr09nZ2dQ5rF27NmvXrs073vGObNq0Keedd16+9a1v5c4770x7e3vmz5+fW2+9NevXr8+CBQvyne98J52dnWlra8uSJUvy6U9/OsuWLUt3d3fOPPPMPPzww5kwYUKmT5+er33tazn77LP7XW/dunWZNm1aVqxYkVJKzjvvvDz55JNpa2vLxo0bM3bs2NRac+WVV+a9731vrrrqqn7993Sdr3zlK3n00Udz5513pqWlJS+99FJOPPHE3T7zQPe9lPJkrXXa3u6XndWHmFE/8zMZM2NGvxB614cMthx3XEpLS7OnCgAAAADDw5L5yQv/cGDHfPM5yWW37rFJR0dHOjo6kiRjxoxJZ2dn1qxZk8WLF+exxx5Lklx99dW5+OKLs2DBglx44YW9fS+44IKsXr06SbJ8+fJMnjw5p59+epLkqquuyuLFi3cLq5cuXZoZM2akvb09STJjxow8+OCD+cAHPpCxY8cmSbq6urJt27YBnw+3p+t84QtfyFe/+tW0NHLHgYLqn5aw+hAzdsaMjJ0xo9nTAAAAAAD2w/PPP5/vfve7Of/88/Piiy/2htgdHR156aWXdmu/cOHCXHbZZUmSNWvWZOLEib3vTZgwIcuWLdutz0Dt1qxZ0/v1zJkzs3z58lx22WW58sor96n/zuv86Ec/yte//vV885vfzAknnJA//uM/zhlnnLG/t2GPhNUAAAAAwOFtLzugD7bNmzdn9uzZ+fznP9+7w3lPHn300SxcuDCPP/54kp560bsaaGf03totXbo0W7ZsyZw5c/LII49kxi6bYvfUf+vWrWltbc2KFSvyjW98I9dcc03+5m/+Zq+fZX+oFQEAAAAAcJBs3749s2fPzpw5c3LFFVckSU466aSsXbs2SU9d674lNZ5++unMnTs3ixcvzvHHH5+kZ4fzqlWretusXr06J598cpYtW5apU6dm6tSpuf/++wdt11dra2tmzZqVxYsXZ9WqVb3977jjjj32nzBhQmbPnp0k+dVf/dU8/fTTB/I2JRFWAwAAAAAcFLXWfOQjH0lnZ2c+/vGP956fNWtWFi1alCRZtGhRLr/88iTJj3/841xxxRW56667cuaZZ/a2nz59ep599tk899xz2bZtW+65557MmjUr559/fp566qk89dRTmTVrVmbOnJmHHnoo69evz/r16/PQQw9l5syZ2bx5c2843tXVlQceeCBnnXVWJk6c2Nt/3rx5g14nSX7lV34ljzzySJLk29/+dr/5HSjKgABDbnv39qzfuj7rt6zPui3rsn7L+lw88eIcM+qYZk8NAAAA4IB54oknctddd+Wcc87J1KlTkyQ333xz5s+fn/e9731ZuHBhTj311Nx3331JkptuuimvvPJKrrvuuiTJyJEjs2LFiowcOTK33XZbZs6cme7u7lxzzTWZMmXKbtdrb2/PDTfckOnTpydJbrzxxrS3t+fFF1/MrFmzsnXr1nR3d+eSSy7JvHnzduu/p+vMnz8/c+bMyR/90R/luOOOy5e+9KUDfr/KQHVIDgXTpk2rK1asaPY04IhXa83rXa9n3ZZ12bBlQ9ZvfSOA3hlI9x6Nrzdv37zbOIsvX5zTx5/ehE8AAAAAHI5WrlyZzs7OZk/jiDPQfS+lPFlrnba3vnZWA/3sqDvy6tZXe3c9b9i6YeDwuc/rbTu2DTjWqJZRaWttS3tre8aPHp9TxpzS+7q9tT1trW1pG92Wtta2TBwzccAxAAAAADgyCKvhMLete1tvuLwzdO4XQO8SPL+67dXsqDsGHOvYUcembXRP+HzSMSflrW1v7Q2d+wXQjRD62FHHDvhkWgAAAADYlbAaDiG11ry2/bV+AfO6Leuyfuv6bNiyYcDXr21/bcCxWkpLxo8en/Gjx6ettS1vGf+W3tftre1pG92W8a3je1+3tbblqBFHDfEnBgAAAOBIIayGJure0Z1Xt/UvudH3oYMDld3YvmP7gGMd1XJUv13NE8ZM6C250RtA9ym7MfaosRnRMmKIPzEAAAAADExYDQfQ1u6t/R4ouG7rukF3PK/fsj6vbn01NQM/5PS4Ucf1hs9vPvbN6Ty+syd0Ht2+247ntta2HDPyGCU3AAAAADhkCathELXWbN6+edAdzgPVf3696/UBx9pZcmNnuDx5/OR+QfNADx0cNWLUEH9iAAAAAGgeYTVHjO4d3b1lNvqGzzt3P+98vX5Lzw7o9VsHL7kxesTofiU1Th17av/weXTjoYOt49M+uj1jR49NS2kZ4k8MAAAAQDOtWrUqH/zgB/PCCy+kpaUl1157ba6//vqsW7cu73//+/P8889n0qRJuffee9PW1pa77747CxYsSJIcd9xx+cIXvpBzzz03SfLggw/m+uuvT3d3d+bOnZv58+cPeM1Fixbls5/9bJLkU5/6VK6++uokyaWXXpq1a9emq6srF110UW6//faMGNG/ROxg802SG264IYsXL05LS0tOPPHE3HnnnTn55JMP6P0qtQ5cgmC4mzZtWl2xYkWzp0ET7Sy5MVB9593qP29dn41bNw5acmPMqDH96j3vuuN5193PR488WskNAAAAgGFs5cqV6ezsbOoc1q5dm7Vr1+Yd73hHNm3alPPOOy/f+ta3cuedd6a9vT3z58/PrbfemvXr12fBggX5zne+k87OzrS1tWXJkiX59Kc/nWXLlqW7uztnnnlmHn744UyYMCHTp0/P1772tZx99tn9rrdu3bpMmzYtK1asSCkl5513Xp588sm0tbVl48aNGTt2bGqtufLKK/Pe9743V1111T7N9+yzz+7tnyR//Md/nGeeeSZ33HHHbp95oPteSnmy1jptb/fLzmqGhVprNm3f9EZN5wFKb6zbsq53x/O6Levyb13/NuBYI8qIjBs9rrekxpltZ/YLottbe2o+974ePV7JDQAAAIDD2ILlC/KP6/7xgI55VvtZ+Y/v/I97bNPR0ZGOjo4kyZgxY9LZ2Zk1a9Zk8eLFeeyxx5IkV199dS6++OIsWLAgF154YW/fCy64IKtXr06SLF++PJMnT87pp5+eJLnqqquyePHi3cLqpUuXZsaMGWlvb0+SzJgxIw8++GA+8IEP9AbNXV1d2bZt24AbMQeb79lnn93bP0lee+21g7KRU1jNQdG1o6t3Z3Pfms6D1X9ev3V9unZ0DThW64jWnpIajV3Nk8ZN2m0H9M7X7a3tGXPUGCU3AAAAABhWnn/++Xz3u9/N+eefnxdffLE3FO7o6MhLL720W/uFCxfmsssuS5KsWbMmEydO7H1vwoQJWbZs2W59Bmq3Zs2a3q9nzpyZ5cuX57LLLsuVV165z/Pd6ZOf/GT+9E//NOPGjcujjz66j5983wmr2Sdburb0q+m8t+D51a2vDjrWmKPG9Ox6Ht2Wk487OW9709t2C5777n4+ZtQxQ/hJAQAAADjc7G0H9MG2efPmzJ49O5///Of77VAezKOPPpqFCxfm8ccfT9JTlWBXA+1s3lu7pUuXZsuWLZkzZ04eeeSRzJgxY7/m+7nPfS6f+9zncsstt+S2227LZz7zmb1+lv0hrD4C1VqzcdvG/jWdBwueG6/3VHKjb03nnSU3dpbg2LX+87jR4zKqRckNAAAAAI4M27dvz+zZszNnzpxcccUVSZKTTjopa9euTUdHR9auXZsTTzyxt/3TTz+duXPnZsmSJTn++OOT9OyQXrVqVW+b1atX5+STT86yZcvym7/5m0mSm266KRMmTOgtL7Kz3cUXX9xvPq2trZk1a1YWL16cs846K+95z3uSJPPmzcu8efMGnO+ufu3Xfi2/9Eu/dGiH1aWU1iR/nWR049p/Vmv93VLK3UmmJdmeZHmS36y1bh/KuR3Kdpbc2FnTedDdz41/N2zZkK46cMmNo0ce3Rs+t7W25fRxp2d86/jendC7lt1QcgMAAAAABlZrzUc+8pF0dnbm4x//eO/5WbNmZdGiRZk/f34WLVqUyy+/PEny4x//OFdccUXuuuuunHnmmb3tp0+fnmeffTbPPfdcTjnllNxzzz356le/milTpuSpp57qbbdu3bp84hOfyPr165MkDz30UG655ZZs3rw5mzZtSkdHR7q6uvLAAw/koosuysSJE/v1H2y+SfLss8/mjDPOSJLcf//9Oeussw74/RrqndVbk1xSa91cShmV5PFSypIkdyf59UabryaZm+QLQzy3Q8KS55ZkyXNL+oXPG7dtHLT92KPG9j5EcMJxE/L2N729X/3nXcPno0cePYSfBgAAAAAOX0888UTuuuuunHPOOZk6dWqS5Oabb878+fPzvve9LwsXLsypp56a++67L0nP7uhXXnkl1113XZJk5MiRWbFiRUaOHJnbbrstM2fOTHd3d6655ppMmTJlt+u1t7fnhhtuyPTp05MkN954Y9rb2/Piiy9m1qxZ2bp1a7q7u3PJJZdk3rx5+zzfd7/73Zk/f37+6Z/+KS0tLfmZn/mZ3HHHHQf8fpWB6pgMhVLKMUkeT/LRWuuyPuc/luRNtdZP7qn/tGnT6ooVKw7yLIef//7Mf883fviNtI9+o6bzztB5fOv4tI9+I4BWcgMAAACAI9XKlSvT2dnZ7GkccQa676WUJ2ut0/bWd8hrVpdSRiR5MsnkJLfvElSPSvIbSa4fpO+1Sa5NklNPPfXgT3YY+vWzfz2/fvav770hAAAANL/z8AAAFS1JREFUAMAhZMiLDddau2utU5NMSPLOUsrb+rz9X5P8da31bwbp+8Va67Ra67QTTjhhKKYLAAAAAMAQaNqT8WqtG5I8luTSJCml/G6SE5J8fA/dAAAAAAA4DA1pWF1KOaGUMr7x+ugkv5jkH0spc5PMTPKBWuuOoZwTAAAAAADNN9Q1qzuSLGrUrW5Jcm+t9S9LKV1J/k+Svy2lJMk3aq03DfHcAAAAAABokiENq2utTyf52QHOD/mDHgEAAAAAGD6aVrMaAAAAAOBwtmrVqvzCL/xCOjs7M2XKlPyX//JfkiTr1q3LjBkzcsYZZ2TGjBlZv359kuTuu+/O29/+9rz97W/PhRdemO9973u9Yz344IN561vfmsmTJ+fWW28d9JqLFi3KGWeckTPOOCOLFi3qPX/ppZfm3HPPzZQpUzJv3rx0d3fv83z7+oM/+IOUUvKv//qvP/F9GYywGgAAAADgIBg5cmT+8A//MCtXrszf/d3f5fbbb88zzzyTW2+9Ne9617vy7LPP5l3veldv+Hzaaafl29/+dp5++unccMMNufbaa5Mk3d3d+a3f+q0sWbIkzzzzTL72ta/lmWee2e1669aty2c+85ksW7Ysy5cvz2c+85neIPzee+/N9773vXz/+9/Pyy+/nPvuu2+f57vTqlWr8vDDD+fUU089GLdryGtWAwAAAAAMqRduvjlbV/7jAR1zdOdZefMnPrHHNh0dHeno6EiSjBkzJp2dnVmzZk0WL16cxx57LEly9dVX5+KLL86CBQty4YUX9va94IILsnr16iTJ8uXLM3ny5Jx++ulJkquuuiqLFy/O2Wef3e96S5cuzYwZM9Le3p4kmTFjRh588MF84AMfyNixY5MkXV1d2bZtWxrPDtyn+e68zsc+9rH83u/9Xi6//PL9ulf7ys5qAAAAAICD7Pnnn893v/vdnH/++XnxxRd7Q+GOjo689NJLu7VfuHBhLrvssiTJmjVrMnHixN73JkyYkDVr1uzWZ2/tZs6cmRNPPDFjxozJlVdeuc/zTZL7778/p5xySs4999z9+NT7x85qAAAAAOCwtrcd0Afb5s2bM3v27Hz+85/v3eG8J48++mgWLlyYxx9/PElSa92tzUA7o/fWbunSpdmyZUvmzJmTRx55JDNmzNin+b7++uv53Oc+l4ceemivc/9p2FkNAAAAAHCQbN++PbNnz86cOXNyxRVXJElOOumkrF27Nkmydu3anHjiib3tn3766cydOzeLFy/O8ccfn6Rnh/SqVat626xevTonn3xyli1blqlTp2bq1Km5//77B23XV2tra2bNmpXFixdn1apVvf3vuOOOQef7ox/9KM8991zOPffcTJo0KatXr8473vGOvPDCCwf0XtlZDQAAAABwENRa85GPfCSdnZ35+Mc/3nt+1qxZWbRoUebPn59Fixb11oD+8Y9/nCuuuCJ33XVXzjzzzN7206dPz7PPPpvnnnsup5xySu6555589atfzZQpU/LUU0/1tlu3bl0+8YlP9D5U8aGHHsott9ySzZs3Z9OmTeno6EhXV1ceeOCBXHTRRZk4cWK//oPN95xzzulXqmTSpElZsWJF3vSmNx3Q+yWsBgAAAAA4CJ544oncddddOeecczJ16tQkyc0335z58+fnfe97XxYuXJhTTz019913X5LkpptuyiuvvJLrrrsuSTJy5MisWLEiI0eOzG233ZaZM2emu7s711xzTaZMmbLb9drb23PDDTdk+vTpSZIbb7wx7e3tefHFFzNr1qxs3bo13d3dueSSSzJv3rx9nu+73/3ug3J/dlUGqmNyKJg2bVpdsWJFs6cBAAAAAAxDK1euTGdnZ7OnccQZ6L6XUp6stU7bW181qwEAAAAAaDphNQAAAAAATSesBgAAAAAOS4dqCeRD1U97v4XVAAAAAMBhp7W1Na+88orAeojUWvPKK6+ktbX1Jx5j5AGcDwAAAADAsDBhwoSsXr06L7/8crOncsRobW3NhAkTfuL+wmoAAAAA4LAzatSonHbaac2eBvtBGRAAAAAAAJpOWA0AAAAAQNMJqwEAAAAAaLpyqD4Ns5TycpL/0+x5NMmbkvxrsycBB5A1zeHIuuZwY01zuLGmOdxY0xxurGkON0f6mv6ZWusJe2t0yIbVR7JSyopa67RmzwMOFGuaw5F1zeHGmuZwY01zuLGmOdxY0xxurOl9owwIAAAAAABNJ6wGAAAAAKDphNWHpi82ewJwgFnTHI6saw431jSHG2uaw401zeHGmuZwY03vAzWrAQAAAABoOjurAQAAAABoOmE1AAAAAABNJ6w+AEopE0spj5ZSVpZSflBKub5xvr2U8nAp5dnGv22N83NKKU83ju+UUs7tM9aXSykvlVK+v5drXlpK+adSyg9LKfP7nP/txrlaSnnTHvqfVkpZ1pjb10spRzXO/1wp5e9LKV2llCt/2nvDoWmYrem7G+e/3xhr1CD9rWkGNczW9MJSyvcaY/9ZKeW4QfqfV0r5h0b/Py6llMb59zY+w45SyrQDcX84NA2ndd3n/T8ppWzeQ3/rmkENpzVdenyulPLPjfn8ziD9/fzBoIbZmn5XY00+VUp5vJQyeZD+vk8zqGG2pi9prOnvl1IWlVJGDtLf92kG1aQ1PWC7Usrvl1L+sTH2N0sp4wfpP9jcziql/G0pZWsp5d//tPemqWqtjp/ySNKR5B2N12OS/HOSs5P8XpL5jfPzkyxovL4wSVvj9WVJlvUZ6+eSvCPJ9/dwvRFJfpTk9CRHJflekrMb7/1skklJnk/ypj2McW+Sqxqv70jy0cbrSUnenuRPk1zZ7HvraM4xzNb0u5OUxvG1nWt1gDGsacegxzBb02P7tPvPO68/wBjLk/y7xtpfkuSyxvnOJG9N8liSac2+t47mHcNpXTfen5bkriSb9zCGde0Y9BhOazrJhxs/O7Q0vj5xkDH8/OEY9Bhma/qfk3Q2Xl+X5M5BxvB92jHoMVzWdHo2Xq5Kcmaj3U1JPjLIGL5POwY9hnpN76ldkv87ycjG6wU7rzlA/8HmdmKS6Uk+l+TfN/ve/jSHndUHQK11ba317xuvNyVZmeSUJJcnWdRotijJrzTafKfWur5x/u+STOgz1l8nWbeXS74zyQ9rrf+71rotyT2Na6XW+t1a6/N76tz47fglSf5sgLk9X2t9OsmOvcyBw9gwW9MP1Ib0/PA8YdfO1jR7M8zW9Makd90enWS3Jx2XUjrSE2r/bWPt/2mfua2stf7T/t0BDkfDaV2XUkYk+f0k/2GwztY1ezOc1nSSjya5qda6ozHeS7t29vMHezPM1nRNMrbxelySf9m1s+/T7M0wWtPHJ9laa/3nRruHk8zetbPv0+xNE9b0oO1qrQ/VWrsGGnsXg83tpVrr/0qyfW9zGO6E1QdYKWVSenY3L0tyUq11bdLzH0B6fsuxq4+k5zfW++OU9PwWcafVjXP76vgkG/r8R7C//TmCDJc1XXrKf/xGkgcH6G9Ns8+Gw5oupXwlyQtJzkryJ4P0Xz1Yf9jVMFjXv53k/p3X3UN/65p9MgzW9FuSvL+UsqKUsqSUcsYA/f38wT4bBmt6bpIHSimr0/Mz9a2D9Pd9mn3S5DX9r0lG9SlJc2WSiQP0932afTZEa3pfXbOHsfdlboe0AWv68JMpPXVH/zzJ/1tr3dgo77Wn9r+QnsX9f+3vpQY4t9vOvIPYnyPEMFvT/zXJX9da/+Yn7A/DZk3XWj/c2In6J0nen+Qr+9Mf+mr2ui6lnJzkvUku/kn67+ccOAI0e003/h2dZEutdVop5YokX05y0X70h17DZE1/LMm7a63LSin/X3pKkc3dj/7Qq9lrutZaSylXJfmjUsroJA8l6RqgrTXNPhnCNb0vc/lketbz3Qd67EOFndUHSGPX558nubvW+o3G6Rcbf0q180+qXurT/u1JvpTk8lrrK3sZe2LpeRDGU6WUeen5bWDf3xpOyAB/xrXLGEsb/b+Unt9Cju/zAIK99ufIM5zWdCnld5OckOTjfc5Z0+yX4bSmk6TW2p3k60lml1JG9Ol/U6P/hD31h2TYrOufTTI5yQ9LKc8nOab0PATJuma/DZM1ncZ7f954/c301DX18wf7bTis6VLKCUnOrbUua5z/epILfZ/mJzEc1nSSNMrVXFRrfWeSv07ybGMM36fZL0O8pvc2l6uT/HKSOY1yTCmlfKXR/4G9ze1wYWf1AVB6fuWyMMnKWut/7vPW/UmuTs+fWF2dZHGj/alJvpHkN/rUWBpUrXVVkql9rjcyyRmllNOSrElyVZJf28sYM3eZ86Pp+VOZe/rODZLhtaZLKXOTzEzyrp11IxtjWNPss+GyphvzeEut9YeN1+9J8o+N4Hpq3zFLKZtKKRek58/QPpiBy4VwBBsu67rW+oMkb+7TbnOtdXLjS+uafTZc1nTj7W+lp87pl5P8fHoeuOTnD/bLMFrT65OMK6Wc2Rh3RmNOfv5gvwyjNZ1Syom11pdKz87q/5ieh8r5Ps1+Geo1vZe5XJqetfzztdbX+4zx4V2aDji3w0odBk95PNSP9Gz7r0meTvJU43h3euoj/c/0/IbvfyZpb7T/Unp+YNjZdkWfsb6WZG16CqKvzuBPtH13en5o/lGST/Y5/zuNfl3p+Y3hlwbpf3p6Hlb3wyT3JRndOD+90f+1JK8k+UGz769j6I9htqa7Gud2jn3jIP2tacegx3BZ0+n5i6YnkvxDku+n50+7xg7Sf1qjzY+S3JakNM7/auO6W5O8mGRps++voznHcFnXA7TZvIc5W9eOQY/htKaTjE/yV43v13+bnl2pA/X384dj0GOYrelfbazn7yV5LMnpg/T3fdox6DHM1vTvp+dheP+UntINg83Z92nHoEeT1vSA7RprdFWfse8YpP9gc3tzY7yNSTY0Xg/4/zWH+7Hzf3gAAAAAAKBp1KwGAAAAAKDphNUAAAAAADSdsBoAAAAAgKYTVgMAAAAA0HTCagAAAAAAmk5YDQDAYa2U8rZSSi2lXLyf/R4rpfxZn68/XUr51wM+wSFSSllRSrlzP/u8s5Ty6YMzIwAA6E9YDQAA++ZLSWY2exJD7J1JfrfZkwAA4MgwstkTAACAQ0GtdXWS1UNxrVLK0bXWfxuKawEAwHBhZzUAAIeVUsp1pZRVpZTXSil/kaRjgDYtpZT5pZQfllK2llL+uZRy9V7G7S0DUko5tjH+dQO0W1FKuavP16eWUu4ppawrpbxeSllaSnlrn/cnNcqUzCml/GkpZUOSvyil/H4p5X+XUsou43+4lLKtlPKmPcz1baWUJ0opW0opK0spswZo8+9KKfeXUv6l8VmeKqXM6fP+h5L8SeN1bRyP7XKNvyqlbGoc95VS3rynewgAAHsirAYA4LBRSrk8ye1J/jLJFUn+IcmXB2j6J0k+leSLSX4pyTeTfLmU8sv7cp1a62uNa7x/l+ufnuS8JF9vfN2e5PEkb00yL8n7khyb5H+UUo7eZdg/SLIpyXuT3JyesiOnJfn5Xdp9KMlf1FoHrJ/dGHdpkuOS/FqSzyb5fJJTd2n6M0meSDI3yXuS/HmSr5RSPtB4/6+S/GHj9b9rHNc1rjG50bc1yW805jQlPSF7v3AdAAD2lTIgAAAcTj6Z5MFa60cbXy8tpZyQnkA2SW/Q+tEkH661Lmqc/h+llI701Gf+y3281j1J/qyUcnKt9V8a596fZH2Shxpffyw94fTUWuu6xvWfSPJ8kmvSE6zv9He11t/qe4FG2w8neazx9elJLkqy207pPj6c5MQk5zdKl6SU8nx6QvNetdZ7+lynJPnrJBOS/P/t3VuIVVUcx/HvH4MMKgmMgi4PPUhQUIFGYBCV3YmgwIEuEnSDLgj1UEGkEfRgUFQPTZE1+KJFORZ0IXGILFAnIQTJiSB8KNQJyTG1GvXfw9pn2u45zRwNOcPh+4HDzN577bXWPo8//ue/HwJWZ+ZodR+ZuamxxjJgF3BLZv5dzbEN2AHcSgm6JUmSpONiZbUkSZJ6QkTMAq4APm5cWts4vh44CgxGxCmtD7ABuLyapxOfA39QKqFb+oDBVoALLALWA2O1dfYDW4H5jfnaBbwrgbsi4vTq+H5gN/DFFPu6EtjaCqoBMvNbYE99UEScFRGvR8ROYLz6PAzMm2LulkWUavSjtef6mRLCN59LkiRJ6ohhtSRJknrF2ZRfDu5pnG8ezwVmAfv4N6QdBwaq+yf1uG4nM/+kBON9AFUf6ssoFdf1tfoa64wD1wIXNKbc3WaZDyjB+uKq+nkJsCozD0+xtXOZ/My0OTdQ7e1l4EZgAaVlyuwp5m6ZCzzN5Oe6iMnPJUmSJHXENiCSJEnqFaPAYUoLjLrm8d5q3EJKENzULuj9L+9T+jRfSAl+R4GhxlqfAC+2uXd/4zibAzLzQESsoVRU76T0mR6YZk+7gIvbnJ/4HiJiNqVX9+OZ2V8732kxy15KZfU7ba617aUtSZIkTcewWpIkST0hM49ExPfAHUB/7dKdjaFDlMrqOZm5/n8u+yWlR/ViSlj9YWYeqV3fUF3bnpmHTnCNlcAmYDmlr/UP04wfBu6JiPNrPasXcmxofyrlO/irdSIizqD0wq6H5q1+1LOrSvKWDcCllHYjk0J2SZIk6UQYVkuSJKmXvASsjYg3KZW/1wA31wdk5khE9ANrImIF8B2l9cUlwLzMfJAOZeZ4RAwCT1LahzzaGPIKcC8wFBFvAL8A51T7+iYzV3ewxuaI2A5cDTzSwbbeA54DPo2I5cBplMruiYrnzNwXEcPA8xExRqkwf4bSGuXM2lw7qr9LI2IIGMvMEUpwvqVa491q7vOAG4CBzPyqg31KkiRJx7BntSRJknpGZg4CTwC3A+soL1x8oM3QxygB7hLgM0prjduAr09g2TWUoPpXYGNjP78BV1FC31cpldgrgDnAtuNYYx1wiGP7YbeVmQeBm4AD1fhlwFOUNiJ1d1NeirgKeA34qPq/biOlp/VSYDPwVrXGj9VzHQTeprxs8gVKpfZPx/FckiRJ0oTwV3uSJEnSzBYRW4CRzLyv23uRJEmSThbbgEiSJEkzVETMB64DFlCqwSVJkqSeZVgtSZIkzVzDwO/As5k53O3NSJIkSSeTbUAkSZIkSZIkSV3nCxYlSZIkSZIkSV1nWC1JkiRJkiRJ6jrDakmSJEmSJElS1xlWS5IkSZIkSZK6zrBakiRJkiRJktR1/wBo6YU5ImcgZQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1800x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "for i in list(wti_2021['pricedate'].unique()):\n",
    "    plt.plot(wti_2021[wti_2021['pricedate']==i]['delivdate'], wti_2021[wti_2021['pricedate']==i]['price'], label=i)\n",
    "plt.xlabel('delivery date',size=15)\n",
    "plt.ylabel('future price',size=15)\n",
    "plt.title('The price of crude futures for different delivery dates',size=15)\n",
    "plt.legend()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>pricedate</th>\n",
       "      <th>delivdate</th>\n",
       "      <th>price</th>\n",
       "      <th>strikeprice</th>\n",
       "      <th>volatility</th>\n",
       "      <th>maturity</th>\n",
       "      <th>bidrate</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>2020-03-02</td>\n",
       "      <td>2022-06-01</td>\n",
       "      <td>48.429</td>\n",
       "      <td>48.25</td>\n",
       "      <td>0.232588</td>\n",
       "      <td>26</td>\n",
       "      <td>0.850001</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>2020-03-02</td>\n",
       "      <td>2022-12-01</td>\n",
       "      <td>48.669</td>\n",
       "      <td>32.75</td>\n",
       "      <td>0.270167</td>\n",
       "      <td>32</td>\n",
       "      <td>0.916666</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>2020-03-03</td>\n",
       "      <td>2022-06-01</td>\n",
       "      <td>48.639</td>\n",
       "      <td>48.25</td>\n",
       "      <td>0.234956</td>\n",
       "      <td>26</td>\n",
       "      <td>0.768333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>2020-03-03</td>\n",
       "      <td>2022-12-01</td>\n",
       "      <td>48.889</td>\n",
       "      <td>32.75</td>\n",
       "      <td>0.270792</td>\n",
       "      <td>32</td>\n",
       "      <td>0.831667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>2020-03-04</td>\n",
       "      <td>2022-06-01</td>\n",
       "      <td>48.639</td>\n",
       "      <td>48.25</td>\n",
       "      <td>0.234044</td>\n",
       "      <td>26</td>\n",
       "      <td>0.726664</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>2020-03-04</td>\n",
       "      <td>2022-12-01</td>\n",
       "      <td>48.939</td>\n",
       "      <td>32.75</td>\n",
       "      <td>0.273167</td>\n",
       "      <td>32</td>\n",
       "      <td>0.805000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>2020-03-05</td>\n",
       "      <td>2022-06-01</td>\n",
       "      <td>48.279</td>\n",
       "      <td>48.25</td>\n",
       "      <td>0.229309</td>\n",
       "      <td>26</td>\n",
       "      <td>0.668332</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>2020-03-05</td>\n",
       "      <td>2022-12-01</td>\n",
       "      <td>48.729</td>\n",
       "      <td>32.75</td>\n",
       "      <td>0.256000</td>\n",
       "      <td>32</td>\n",
       "      <td>0.745000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>2020-03-06</td>\n",
       "      <td>2022-06-01</td>\n",
       "      <td>47.069</td>\n",
       "      <td>48.25</td>\n",
       "      <td>0.236809</td>\n",
       "      <td>26</td>\n",
       "      <td>0.628333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>2020-03-06</td>\n",
       "      <td>2022-12-01</td>\n",
       "      <td>47.819</td>\n",
       "      <td>32.75</td>\n",
       "      <td>0.250958</td>\n",
       "      <td>32</td>\n",
       "      <td>0.691668</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2020-03-16</td>\n",
       "      <td>2022-06-01</td>\n",
       "      <td>39.439</td>\n",
       "      <td>48.25</td>\n",
       "      <td>0.297382</td>\n",
       "      <td>26</td>\n",
       "      <td>0.550000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2020-03-16</td>\n",
       "      <td>2022-12-01</td>\n",
       "      <td>40.859</td>\n",
       "      <td>32.75</td>\n",
       "      <td>0.328250</td>\n",
       "      <td>32</td>\n",
       "      <td>0.660001</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2020-03-17</td>\n",
       "      <td>2022-06-01</td>\n",
       "      <td>39.259</td>\n",
       "      <td>48.25</td>\n",
       "      <td>0.311221</td>\n",
       "      <td>26</td>\n",
       "      <td>0.623332</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2020-03-17</td>\n",
       "      <td>2022-12-01</td>\n",
       "      <td>40.699</td>\n",
       "      <td>29.75</td>\n",
       "      <td>0.371917</td>\n",
       "      <td>32</td>\n",
       "      <td>0.738334</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>2020-03-19</td>\n",
       "      <td>2022-06-01</td>\n",
       "      <td>36.999</td>\n",
       "      <td>48.25</td>\n",
       "      <td>0.330191</td>\n",
       "      <td>26</td>\n",
       "      <td>0.615000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2020-03-19</td>\n",
       "      <td>2022-12-01</td>\n",
       "      <td>38.069</td>\n",
       "      <td>30.75</td>\n",
       "      <td>0.383958</td>\n",
       "      <td>32</td>\n",
       "      <td>0.725001</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>2020-03-20</td>\n",
       "      <td>2022-06-01</td>\n",
       "      <td>35.529</td>\n",
       "      <td>48.25</td>\n",
       "      <td>0.346779</td>\n",
       "      <td>26</td>\n",
       "      <td>0.465001</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>2020-03-20</td>\n",
       "      <td>2022-12-01</td>\n",
       "      <td>36.649</td>\n",
       "      <td>30.75</td>\n",
       "      <td>0.397500</td>\n",
       "      <td>32</td>\n",
       "      <td>0.548334</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>2020-03-23</td>\n",
       "      <td>2022-06-01</td>\n",
       "      <td>36.709</td>\n",
       "      <td>48.25</td>\n",
       "      <td>0.330897</td>\n",
       "      <td>26</td>\n",
       "      <td>0.401667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>2020-03-23</td>\n",
       "      <td>2022-12-01</td>\n",
       "      <td>37.759</td>\n",
       "      <td>30.75</td>\n",
       "      <td>0.389208</td>\n",
       "      <td>32</td>\n",
       "      <td>0.474998</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>2020-03-24</td>\n",
       "      <td>2022-06-01</td>\n",
       "      <td>37.489</td>\n",
       "      <td>48.25</td>\n",
       "      <td>0.322279</td>\n",
       "      <td>26</td>\n",
       "      <td>0.478335</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>2020-03-24</td>\n",
       "      <td>2022-12-01</td>\n",
       "      <td>38.509</td>\n",
       "      <td>30.75</td>\n",
       "      <td>0.375833</td>\n",
       "      <td>32</td>\n",
       "      <td>0.563334</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     pricedate   delivdate   price  strikeprice  volatility  maturity  \\\n",
       "7   2020-03-02  2022-06-01  48.429        48.25    0.232588        26   \n",
       "6   2020-03-02  2022-12-01  48.669        32.75    0.270167        32   \n",
       "15  2020-03-03  2022-06-01  48.639        48.25    0.234956        26   \n",
       "14  2020-03-03  2022-12-01  48.889        32.75    0.270792        32   \n",
       "17  2020-03-04  2022-06-01  48.639        48.25    0.234044        26   \n",
       "16  2020-03-04  2022-12-01  48.939        32.75    0.273167        32   \n",
       "19  2020-03-05  2022-06-01  48.279        48.25    0.229309        26   \n",
       "18  2020-03-05  2022-12-01  48.729        32.75    0.256000        32   \n",
       "21  2020-03-06  2022-06-01  47.069        48.25    0.236809        26   \n",
       "20  2020-03-06  2022-12-01  47.819        32.75    0.250958        32   \n",
       "1   2020-03-16  2022-06-01  39.439        48.25    0.297382        26   \n",
       "0   2020-03-16  2022-12-01  40.859        32.75    0.328250        32   \n",
       "3   2020-03-17  2022-06-01  39.259        48.25    0.311221        26   \n",
       "2   2020-03-17  2022-12-01  40.699        29.75    0.371917        32   \n",
       "5   2020-03-19  2022-06-01  36.999        48.25    0.330191        26   \n",
       "4   2020-03-19  2022-12-01  38.069        30.75    0.383958        32   \n",
       "9   2020-03-20  2022-06-01  35.529        48.25    0.346779        26   \n",
       "8   2020-03-20  2022-12-01  36.649        30.75    0.397500        32   \n",
       "11  2020-03-23  2022-06-01  36.709        48.25    0.330897        26   \n",
       "10  2020-03-23  2022-12-01  37.759        30.75    0.389208        32   \n",
       "13  2020-03-24  2022-06-01  37.489        48.25    0.322279        26   \n",
       "12  2020-03-24  2022-12-01  38.509        30.75    0.375833        32   \n",
       "\n",
       "     bidrate  \n",
       "7   0.850001  \n",
       "6   0.916666  \n",
       "15  0.768333  \n",
       "14  0.831667  \n",
       "17  0.726664  \n",
       "16  0.805000  \n",
       "19  0.668332  \n",
       "18  0.745000  \n",
       "21  0.628333  \n",
       "20  0.691668  \n",
       "1   0.550000  \n",
       "0   0.660001  \n",
       "3   0.623332  \n",
       "2   0.738334  \n",
       "5   0.615000  \n",
       "4   0.725001  \n",
       "9   0.465001  \n",
       "8   0.548334  \n",
       "11  0.401667  \n",
       "10  0.474998  \n",
       "13  0.478335  \n",
       "12  0.563334  "
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "wti_2022=data_2022.groupby(['pricedate','delivdate']).mean()\n",
    "wti_2022=wti_2022.reset_index()\n",
    "wti_2022['pricedate'] = wti_2022['pricedate'].map(change_date) \n",
    "wti_2022['delivdate'] = wti_2022['delivdate'].map(change_date) \n",
    "wti_2022=wti_2022.sort_values(by=['pricedate','delivdate'], ascending=[True, True])\n",
    "wti_2022"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x1b69f4826a0>"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1800x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "for i in list(wti_2022['pricedate'].unique()):\n",
    "    plt.plot(wti_2022[wti_2022['pricedate']==i]['delivdate'], wti_2022[wti_2022['pricedate']==i]['price'], label=i)\n",
    "plt.xlabel('delivery date',size=15)\n",
    "plt.ylabel('future price',size=15)\n",
    "plt.title('The price of crude futures for different delivery dates',size=15)\n",
    "plt.legend()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "7           NaN\n",
       "8     19.449000\n",
       "10          NaN\n",
       "11     1.059000\n",
       "12     9.335770\n",
       "13    12.018652\n",
       "14    14.325250\n",
       "9     20.155191\n",
       "15    14.322584\n",
       "16    23.898513\n",
       "0      0.000000\n",
       "1     12.425583\n",
       "2      0.000000\n",
       "3     13.121337\n",
       "4      0.000000\n",
       "5      7.132008\n",
       "6     14.288739\n",
       "dtype: float64"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Black 76 call option price(mean)\n",
    "d1=(np.log(wti_2020['price']/wti_2020['strikeprice'])+wti_2020['volatility']**2*(wti_2020['maturity']-te)/2)/(wti_2020['volatility']*np.sqrt(wti_2020['maturity']-te))\n",
    "d2=(np.log(wti_2020['price']/wti_2020['strikeprice'])-wti_2020['volatility']**2*(wti_2020['maturity']-te)/2)/(wti_2020['volatility']*np.sqrt(wti_2020['maturity']-te))\n",
    "C_2020=np.exp(-wti_2020['bidrate']/12/100*(wti_2020['maturity']-te)**2)*(wti_2020['price']*st.norm.cdf(d1)-wti_2020['strikeprice']*st.norm.cdf(d2))\n",
    "C_2020"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "5     15.391289\n",
       "7     14.468456\n",
       "8     16.464948\n",
       "9     14.871149\n",
       "10    16.315606\n",
       "11    15.722513\n",
       "12    16.683304\n",
       "6     20.571236\n",
       "13    14.942370\n",
       "15    14.432802\n",
       "16    16.234812\n",
       "17    14.582098\n",
       "18    16.753633\n",
       "19    15.885305\n",
       "20    16.635355\n",
       "14    20.063235\n",
       "0     14.190660\n",
       "1     16.590648\n",
       "2     13.947942\n",
       "3     13.188027\n",
       "4     18.930691\n",
       "dtype: float64"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "d1=(np.log(wti_2021['price']/wti_2021['strikeprice'])+wti_2021['volatility']**2*(wti_2021['maturity']-te)/2)/(wti_2021['volatility']*np.sqrt(wti_2021['maturity']-te))\n",
    "d2=(np.log(wti_2021['price']/wti_2021['strikeprice'])-wti_2021['volatility']**2*(wti_2021['maturity']-te)/2)/(wti_2021['volatility']*np.sqrt(wti_2021['maturity']-te))\n",
    "C_2021=np.exp(-wti_2021['bidrate']/12/100*(wti_2021['maturity']-te)**2)*(wti_2021['price']*st.norm.cdf(d1)-wti_2021['strikeprice']*st.norm.cdf(d2))\n",
    "C_2021"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5,1,'The simulated scenario for the Bachelier and Ornstein-Uhlenbeck process')"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1800x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Bachelier & OU model Simulation\n",
    "S=3 * np.ones(100)\n",
    "S1=3*np.ones(100)\n",
    "lam=3.0\n",
    "mu=1.0\n",
    "sigma=0.5\n",
    "delta_t=0.25\n",
    "W=np.zeros(100)\n",
    "for i in range(99):\n",
    "    W[i+1]=W[i]+np.random.randn(1)*np.sqrt(delta_t)\n",
    "    S[i+1]=lam*(mu-S[i])*delta_t+sigma*(W[i+1]-W[i])\n",
    "    S1[i+1]=S1[0]+sigma*W[i+1]\n",
    "plt.plot(S, label='OU model')\n",
    "plt.plot(S1, label='Bachelier model')\n",
    "plt.legend()\n",
    "plt.xlabel('t')\n",
    "plt.ylabel('S(t)')\n",
    "plt.title('The simulated scenario for the Bachelier and Ornstein-Uhlenbeck process',size=15)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5,1,'sample paths by exact solution of the SDE')"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1800x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#OU model\n",
    "S=3 * np.ones(100)\n",
    "for i in range(99):\n",
    "    S[i+1]=S[i]*np.exp(-lam*delta_t)+mu*(1-np.exp(-lam*delta_t))+sigma*np.sqrt((1-np.exp(-2*lam*delta_t))/2/lam)*np.random.randn(1)\n",
    "plt.plot(S)\n",
    "plt.title('sample paths by exact solution of the SDE',size=15)\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}