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@thlee93
Created February 22, 2022 13:19
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"id": "d6411984-cd73-4c48-8341-04f057a87957",
"metadata": {},
"outputs": [],
"source": [
"import requests\n",
"from datetime import datetime\n",
"\n",
"import pandas as pd\n",
"import numpy as np\n",
"import seaborn as sns\n",
"import matplotlib.pyplot as plt"
]
},
{
"cell_type": "markdown",
"id": "f5fb8772-ca97-4b29-ae0b-c79cb55a3f7a",
"metadata": {},
"source": [
"## Data Preparation"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "7bf3219a-bbab-4f77-b820-548db449ce38",
"metadata": {},
"outputs": [],
"source": [
"# read terra metric data from fcd\n",
"json_stake_ratio = requests.get('https://fcd.terra.dev/v1/dashboard/staking_ratio').json()\n",
"json_stake_return = requests.get('https://fcd.terra.dev/v1/dashboard/staking_return').json()\n",
"json_ust_tx_volume = requests.get('https://fcd.terra.dev/v1/dashboard/tx_volume').json()['periodic'][2]['data']\n",
"json_list = [json_stake_ratio, json_stake_return, json_ust_tx_volume]\n",
"\n",
"# convert and merge json data into pandas dataframe\n",
"df_terra = pd.DataFrame()\n",
"\n",
"for json_fcd in json_list:\n",
" df = pd.DataFrame(json_fcd)\n",
" df['datetime'] = pd.DatetimeIndex(df.datetime.apply(lambda x: pd.Timestamp(x, unit='ms').date()))\n",
" df = df.set_index('datetime')\n",
" for column in df.columns:\n",
" df[column] = df[column].astype(float)\n",
" df_terra = df_terra.join(df, how='outer')\n",
" \n",
"df_terra = df_terra.loc['2019-07-15':'2022-02-18'].sort_values('datetime')"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "c3ea855f-e4d5-4011-8c7f-b799ccb41a25",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"stakingRatio 176\n",
"dailyReturn 0\n",
"annualizedReturn 0\n",
"txVolume 21\n",
"dtype: int64"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# nan value summary\n",
"df_terra.isna().sum()"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "add54d1a-557f-4c15-a8e8-d0d6178066ff",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"stakingRatio 0\n",
"dailyReturn 0\n",
"annualizedReturn 0\n",
"txVolume 0\n",
"dtype: int64"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# fill nan values by linear interpolation\n",
"for column in df_terra.columns:\n",
" df_terra[column] = df_terra[column].interpolate()\n",
"df_terra.isna().sum()"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "981fcc64-58b5-4b82-bbf4-c7a241bca7b5",
"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>stakingRatio</th>\n",
" <th>dailyReturn</th>\n",
" <th>annualizedReturn</th>\n",
" <th>txVolume</th>\n",
" </tr>\n",
" <tr>\n",
" <th>datetime</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>2019-07-15</th>\n",
" <td>0.211230</td>\n",
" <td>1.484481e-06</td>\n",
" <td>0.003938</td>\n",
" <td>640000.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2019-07-16</th>\n",
" <td>0.211440</td>\n",
" <td>1.478897e-06</td>\n",
" <td>0.003992</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2019-07-16</th>\n",
" <td>0.211440</td>\n",
" <td>1.478897e-06</td>\n",
" <td>0.003992</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2019-07-17</th>\n",
" <td>0.211272</td>\n",
" <td>1.564567e-06</td>\n",
" <td>0.004049</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2019-07-18</th>\n",
" <td>0.211816</td>\n",
" <td>9.815439e-07</td>\n",
" <td>0.004085</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" stakingRatio dailyReturn annualizedReturn txVolume\n",
"datetime \n",
"2019-07-15 0.211230 1.484481e-06 0.003938 640000.0\n",
"2019-07-16 0.211440 1.478897e-06 0.003992 0.0\n",
"2019-07-16 0.211440 1.478897e-06 0.003992 0.0\n",
"2019-07-17 0.211272 1.564567e-06 0.004049 0.0\n",
"2019-07-18 0.211816 9.815439e-07 0.004085 0.0"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df_terra.head(5)"
]
},
{
"cell_type": "markdown",
"id": "ffca49e3-7d5c-44b2-bf70-d579ee72ece9",
"metadata": {},
"source": [
"## Basic Visualization"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "45125403-e43f-438f-a917-6ae6d3f5fbe3",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0.5, 0, 'datetime')"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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\n",
"text/plain": [
"<Figure size 720x360 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig, axes_left = plt.subplots(1, 1)\n",
"axes_right = axes_left.twinx()\n",
"axes_left.tick_params(axis='y', colors='tab:blue')\n",
"axes_right.tick_params(axis='y', colors='tab:red')\n",
"\n",
"fig.suptitle('Staking Ratio/Return Changes', x=0.52, y=0.95, size='xx-large')\n",
"df_terra['stakingRatio'].plot(figsize=(10,5), ax=axes_left, color='tab:blue')\n",
"df_terra['annualizedReturn'].plot(figsize=(10,5), ax=axes_right, color='tab:red')\n",
"axes_left.set_xlabel('datetime', fontsize=15)"
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "66c6914b-7b5d-4848-8f5e-b9ae97bf82ac",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0.5, 0, 'datetime')"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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AZ4BLzKwO2Aac7e6e+eKKiIiI5JZWgyl3fxWwVra5CbgpU4USERERyRfKgC4iIiKSBgVTIiIiImlQMCUiIiKSBgVTIiIiImlQMCUiIiKSBgVTIiIiImlQMCUiIiKSBgVTIiIiImlQMCUiIiKSBgVTIiIiImlQMCUiIiKSBgVTIiIiknPcPdtFaDMFUyIiIpJzGvInllIwJSIiIrlHLVMiIiIiaVDLlIiIiEganPyJphRMiYiISM7Jo14+BVMiIiKSexRMiYiIiKRB3XwiIiIiadAAdBEREZE0KDWCiIiISBrUMiUiIiKSDgVTIiIiIh3XoG4+ERERkY7Ln1BKwZSIiIjkILVMiYiIiKQhj2IpBVMiIiKSe5QaQURERCQN+RNKKZgSERGRHKQxUyIiIiJpyKNYSsGUiIiI5J5u1TJlZqPN7AUzm2tmc8zsWym2MTP7g5ktMLOZZjapc4orIiIiPUEexVIUtWGbOuC77v62mZUB083sGXefG9nmJGBC+HMg8Jfwt4iIiEi75VMw1WrLlLuvdPe3w8ebgXnAqKTNTgXu9sBUYKCZjcx4aUVERKRH8Dyaz9euMVNmNg7YD3gjadUoYGnk+TKaBlwiIiIibdKtWqZizKwf8B/g2+6+qSMnM7OLzWyamU0rLy/vyCFERESkB+hWA9ABzKyYIJC6190fTLHJcmB05PkO4bIE7n6Lu09298nDhg3rSHlFRESkB8ifUKpts/kMuA2Y5+6/aWazR4Fzw1l9BwEV7r4yg+UUERGRHiSfbifTltl8hwJfBGaZ2Yxw2RXAGAB3vxl4AjgZWABUAhdkvKQiIiLSY+RRLNV6MOXurwLWyjYOfD1ThRIREZGerSGPgillQBcREZGc021TI4iIiIh0hYaGbJeg7RRMiYiISM5Ry5SIiIhIGvJpALqCKREREck5CqZERERE0tDtMqCLiIiIdKX8CaUUTImIiEgOUsuUiIiISBryKJZSMCUiIiK5J5/uzadgSkRERHJO/oRSCqZEREQkB+VRw5SCKREREck9GoAuIiIikoY8iqUUTImIiEju0QB0ERERkTTkTyilYEpERERykMZMiYiIiKQhj2IpBVMiIiKSe9QyJSIiIpKG/AmlFEyJiIhIDtJsPhEREZE05FEspWBKREREck+DgikRERGRjlM3n4iIiEga1DIlIiIikpb8iaYUTImIiEjOUcuUiIiISBryaMiUgikRERHJPa5uPhEREZGOUzefiIiISBqUGkFEREQkDXkUSymYEhERkdzTkEfRVKvBlJndbmZrzGx2M+uPMrMKM5sR/lyV+WKKiIhIT5JHsRRFbdjmTuAm4O4WtnnF3U/JSIlERESkx8ujWKr1lil3fxlY3wVlEREREQF65gD0g83sXTN70sz2bG4jM7vYzKaZ2bTy8vIMnVpERES6m/wJpTITTL0NjHX3fYE/Ag83t6G73+Luk9198rBhwzJwahEREemW8iiaSjuYcvdN7r4lfPwEUGxmQ9MumYiIiPRY3Wo2X2vMbISZWfj4gPCY69I9roiIiPRc+RNKtWE2n5ndBxwFDDWzZcDVQDGAu98MfAa4xMzqgG3A2Z5Po8ZEREQk5+RTJNFqMOXu57Sy/iaC1AkiIiIiGaEbHYuIiIikQTc6FhEREUlHHvXzKZgSERGRnJM/oZSCKREREclBedQwpWBKREREck8+JQZQMCUiIiI5RwPQRURERNKQR7GUgikRERHJPermExEREWmnfAqgohRMiYiISE6IxlI96kbHIiIiIpkQDZ/yKJZSMCUiIiK5J49iKQVTIiIikhuiY6bUMiUiIiLSTgndfHnUNqVgSkRERHJCtDVKLVMiIiIiacinNAkKpkRERCQnRLv28iiWUjAlIiIiuSGhmy97xWg3BVMiIiKSc9QyJSIiIpIGZUAXERERaSd184mIiIikISG3lFqmRERERNpHLVMiIiIiaYgGUBozJSIiIpKGPIqlFEyJiIhIx63YuI27pyzOyLESbnSckSN2jaJsF0BERETy1/l3vMn7q7fwib1HMqRfaVrHSrjRcR5FU2qZEhERkQ7bUFkLQEMGgp/EAej5E00pmBIREZEO66wWJLVMiYiIiLRXQpqp/ImmFEyJiIhIh5kFvzPRLRc9Rh7FUgqmREREJH0NDekfQ0k7RUREpMeJBUD1GW5K6lYtU2Z2u5mtMbPZzaw3M/uDmS0ws5lmNinzxRQREZFc1pCB6XzdOQP6ncCJLaw/CZgQ/lwM/CX9YomIiEg+yUTwk0+DzqNaDabc/WVgfQubnArc7YGpwEAzG5mpAoqIiEjuq89wy1Q+BVaZGDM1Clgaeb4sXNaEmV1sZtPMbFp5eXkGTi0iIiK5INPdcvkTSnXxAHR3v8XdJ7v75GHDhnXlqUVERKQT1Wd4Nl93GzPVmuXA6MjzHcJlIiIi0kNkZMxUD84z9Shwbjir7yCgwt1XZuC4IiIikicyMWaKPM0zVdTaBmZ2H3AUMNTMlgFXA8UA7n4z8ARwMrAAqAQu6KzCioiISK4Jwp6Mj5nKo2iq1WDK3c9pZb0DX89YiURERCTvZHo2Xz61TSkDuoiIiKQhuDlfOrHUxsoaqmrrEwegZ2BAe1dRMCUiIiJpS6ebb+J1z3DqTa8lDkBXy5SIiIj0JOl2881fvTnheT6NmVIwJSIiImkIB6BnYsxUns7mUzAlIiIiaavPSJ6pRj0taaeIiIj0cBlJM5WnTVMKpkRERCRt6uYTERERSUNHB6A3t5+rm09ERER6ko6Omapt5g7J+RNKKZgSERGRDOhoS1I0mEpI2plH0ZSCKREREUlbMw1MraqtT52oU918IiIi0iPEYp6OdvPVqZtPREREpOOz+Wqa6ebLp2hKwZSIiIh0mAX3Oe7wbL66hG4+Io/zJ5pSMCUiIiKtcnfWb61pdn1HM5YnDkBvPEZDB8dgZYOCKREREWnVP99ayqTrn2H+qtQ3JO5oMFXT7JgptUyJiIhIN/Li/HIAFpVvSbm+o7P5mu3my59YSsGUiIiItC42W89ig6SaWd9ezeWZyqNYSsGUiIiItC42nqmwIHUw1dHZfNE8UyjPlIiIiHRXsVipmVgqIwPQo/IollIwJSIiIq2LBUsFzXXzdTQ1QkP7u/lq6ho44CfP8uSslR06Z6YpmBIREZFWxWKlZmKpjs/mq2tuAHrzx1u/tYY1m6u5+tE5HTpnpimYEhERkVZ5qy1THTtuR1qmco2CKREREWlVa918mR4z1VKvYXOtY9miYEpERERaFRsT1VwyzQ7P5kvo5ms6m2/5xm1sra5LPJfHygKH/fx5rntsbofOnSkKpkRERCTB5Q/O5NN/fi1hWaw3rrmYqcN5piLdfHX1TY9x6I3Pc/YtUxOWxbZzh81VdR1uFcuUoqyeXURERHLOfW8ubbIsFrAkt0A1t7ytausag6nmEnjOWl6R8pyxfUqKsts2pJYpERERaVUsgElOgRB73tGWqbrI8aKPHW92Rl90u9r6BoqaS37VRRRMiYiISKti8Uty0BRb3sGGqYQbHUe7+RoaEoOmqMaAzqmtd4oL1TIlIiIiOSjaMuTNdOfFApuOdvNFA6iENAk41XWpZ/rF9qkJ16ubT0RERHJSNJiJtUg1bZlK3f3XVtFxUt+6f0b8sXtjsJQsdq5Yq1Zxobr5REREJAdtq6mPP441GiUHTQ3NBFltFe3mW7+1Jv7YSQympixcF38cO1eshUrdfCIiIpKTKmsjwVQst1M0S7l7fFxTJrr5otyd6rrG859z61SmLgoCqvowsoudOy+CKTM70czmm9kCM/thivXnm1m5mc0Ify7MfFFFRESkK22raUyWGQuioi1TNfUN8eU1zQRFrWkuA3qqbr5VFVVA0wAs57v5zKwQ+BNwErAHcI6Z7ZFi03+6+8Tw528ZLqeIiIh0scqwm6+2voEF5VuAxO68qprGYGdTVW2zx/nxw7N5YtbKlOtq650+JYVNljs0GYDe3PisfGiZOgBY4O6L3L0GuB84tXOLJSIiItkWC6Z+9fT8lLP2Hp25Iv64ojJ1MOXu3DN1CV+79+2U62vrGxjYu5gvHbpjk/2Sg6lYGZJTJuRDMDUKiKZCXRYuS3aGmc00swfMbHSqA5nZxWY2zcymlZeXd6C4IiIi0lViA9DfXrIhvizWMrVuSzU/fnh2fPmrC9by+sK1TY6xqaquybKouvoGiosK6Ner8aYsJYUFTQagQ+quRsiPYKotHgPGufs+wDPAXak2cvdb3H2yu08eNmxYhk4tIiIinWFrTR3zV23mrcWNwVRDUloCgNIwz9Pnbn2jyTHKN1e1eI7aeqeowCgrbQymhvYrocETzwFBi9RTc1Y1abEqKcrumKm23JtvORBtadohXBbn7usiT/8G/CL9oomIiEg2lPUqYnNVHRsqaznjL68nrIu1ClXXNgY0A3oXs2ZzdcpjrdlUHd8mlZr6BooLC+gbCaYG9ysBd6ojswkBnp67ihfnl7P3qAEJy/OhZeotYIKZ7WhmJcDZwKPRDcxsZOTpp4B5mSuiiIiIdKVBfUoAWFWxjS3Vid10sR62qkjaguZu+wLEg6xBfVIHU3VhMBXt5hvUpyTo5ktqmVq5MWjlWrahMmF5UUF2g6lWW6bcvc7MLgWeAgqB2919jpldB0xz90eBb5rZp4A6YD1wfieWWUREuonqunoMy/rtQCS1e6YsabIsNqMumtCzNtLtVlFZy4BI4LR2S8stU8G99Yz+kWCqqMBSpkaIBXAFltitl+1uvja9et39CXffxd3Hu/tPwmVXhYEU7n65u+/p7vu6+9Hu/l5nFlpERLqHPa56ikNufD7bxZAksa68VIPHY+uqIt183z9x1/jjfa97Ov64orKWVz4IBqWXFjVNfwDBbL7iwoKErrsCM9ZtqWZbUjdfVfjckoKpfOjmExER6RT1DR5vuZDsOvWmV/nlU0FbSEv32YvN5ot28x25yzCO2W14k23Pu+NNXnq/PGG/ZLFgaki/0viyLdV1rKio4rrH5iZsW1kda5lKPIaCKREREcm6d5dV8KcXFgJB4DNmcJ+U28Vm81VFuvl6FxdSkiKgmbF0Y/xxc5nO6xo8nsH8lR8czSs/ODqe3yp51t6WMCN7cjefgikRERHJKQ0NzuEThqZcF4uJoi1TvUoKE8a9baupp2JbYhLP5PFP0eVFYTA0enAfRg/u0+ItZqBpy1SqQK4rtSU1goiIiPQg9e4UJkcskXWQOGaqV1FiMHXS719m8brEGXcttUwlB0PNbducoly/N5+IiEhn8GbG0Ej21TekDqbMGv9u0dl8xYWJMzKTAyloPn1CbX1Dk2CotpWbJienTFA3n4iI9EjJ42Ekd9Q3OIXWNJgqNGuczRd28z166aGYWatdbbXN/L1r6xqaBEPNdQnGRFvFoGm3X1dTN5+IiGRFZU196xtJVjTXMlVQYE26+WIpDVLEXglq6p2t1XXxTOcV22op31xFbYM3CaZa6+arrkt87ZT1Sp3DqquoZUpEpIeoqWvgG/e9w6LyLdkuCgBbq1u+Aa50neRUCA3uFKQIpgrNGmfz1dbTq7ggnvOptV7btVuq2fPqp5i9vAKAs2+ZynG/eZnyzdUUJZ2rtZapaDfglMuPyXrSVwVTIiI9xPQlG3js3RX88MFZ2S4KQJOEjJI9yS1BzXbzFVjjbL7aenoVNybibGjjGLh3wnQJ81Zuii+rSnotJI+Jaknv4tTJQLuSuvlERHoIJ/iyy/Lwkjh18+WO6OBwd6fBaXYA+r+mLWXHYX2DYKqo9WBq71EDGFZWyvPvrQFg3ZZqbnl5YcI2lxw1PuF5e2bz9cqBYEotUyIiPUX4Xdfa2JauUlmjbr5cUR/pNot1+UWDqRH9e/G9j+9CYYGxpbqOHz88m221DfQuiQZTqY998RE7sVfkVjG/e/YDfvpE4l3ndhrWL+F5CwnYmyjNgfs6Zr8EIiLSJWLfT5YjbVPRqfUN7fn2lIyrbWhsCYoNMC8sMPbZIQiCpl5xLJceMyGh66+qtj4hkGku1UWfkkKKO2m63Q2n7dXkPn3ZoG4+EZEeItaVkwPfPUBw/7WY2oYGSguy313TU9VFWqZicVWBGX+/8EDWbGq8d2J0UHqTMVPN9Mz1Li6kMMwjdcj4IazeVMXC8q2Nx+zg67FfaRFfOGhsx3bOMLVMiYj0ELFBvrkSTG2K3G6ktSSNklmrKqr4KJJYMzpGqbFlCvr3Kmbn4Y1dcNGWqdWbqhIGfzc3Zqp3SWG8FfKAHQfz7GVHxu/FB03vs9ec0YN78+7VH2fckD5h+XLkhYxapkREeoxYksxc6ebbVBVpmaprgNIsFqaHOehnzwHwhYPGcMGhOyYENLHxU4UFTdtbogHMio1VjBrYO/58+8jjqD4lRWysDALngb2LMTP6lRaxIVyWKgVDKluq6hjQuziekyo5nUI2qWVKRKSHyO2WKWVDz4a/T/2Ib973DvWRPrrq+uB1kup2d9HXzpbquoRuvkuP2Zm/fnH/Jvv0KSlkY/i3HtinBIB+vRrbcm46Z782lTUWfMcCuomjB7Zpv66gYEpEpIeIt0zlSDQVbZlqT16hfPPh2q189Z7pHPjTZ3P2foTRbtZ/T1sGNJ8aISrazVdcWMAJe45osk/vkkKG9QuaHUcPDlqv+hQHwdR3jtuFj6fYJ5XYLMNVm6oAOG6P7dq0X1dQN5+ISA9RnWNJMjdV9YwxU8f8+sV4dvDVm6oZMaBXdguUpLDAEgag//Kp+UDq7rfausS/U2kbcjz1KSnkByfuyiHjh7D/2MFAY1DWt7T9kw5iLZoj+udOPaplSkSkh2gcM5V9u1z5JI/PXBl/3p27+aKNUblyK58oM0tIjRCTKgN68j3xehU3DSP+efFBfOvYCY3bFBXSq7gwoSXpo/XB4Pcxg/u0u7yxLBqD+pa0e9/OomBKRKSHiI2ZauttPzpTcrdea/diyzUVlbUJqR3aatHara1vlEGzl1fEA9VHZixn9vKKJl2NBdb03nyQupuvOunvlOpWLgfuNISP79kYOKVq4Yq9Bg+bMDRluV/+/tHccf7HgObH+A3ukzvBlLr5RER6iFgwle3AJXoftr4lhWytqW9Xy9T8VZv584sL+PWZ+1JUmJ02gX2ve5rhZaW8eeVx7dpvybquC6Y+WlfJKX98lfMPGceXD9uRb90/g/69iphy+bEJ2xWapaz/VMFU8munuVu5tJaV/IGvHsJH6yvpU5I6DBkzpA+jBgXjq3Yc0pdDdh7CPqMGJmwzsG9xi+foSmqZEhHpIWKtCm98uJ5XP1ibsO5Ld77Fib97uUvKEZ3Ft1047uXWVxaxOTKGqiWX/uNtHpmxIiHxY1eKteKs2VzdypZNdWSfjoqNSZuycB3PzF0dLqtjQ2VNwnYFkTFT0VQHqYKpuqQWrFTdfABFYVqF4lRTAoG9Rg3g5L1Htlj+wgLj1nMnc9/FB3HDaXtz1sdGJ6wvK82d9iAFUyIiPUS0Rej7D7ybsO7599bw3qrNXVKO6MDzkQODYOqJWav42ZPvNbdLgvosdVO++eF6KiprWbahMdllRWXbAsCY1ZuqeOejDZ02duqpOauYsXQj0Pj33lZbz7qtjUHc9CUbEvYpMKgLx0yVRVIWpEqmeerE7ROep+rmAxhaFsze+/kZ+7TzChIdv8d28YA7Wa7MSgUFUyIiPUZVbWMXTTZvDlsRaZk6ZHzjmJn5bQzmYvfxq+rC2YlVtfWc9dcpXHT3NBasaQyEZizbCMCsZRVtKs+azdWc/ufXOebXL3WoHKfe9Co/fWJeynXuzlfumc5pf3oNgM3hmK5ttfXxBJkQBIVRhQUWn03ZL9Lakyop5s/P2IcbP703Q/sF45X6907d1davtIjFN36CT0/aoa2X1mbnHTyWvSM3Ts4FCqZERHqI8kgXU2lR6haF5NlabfXB6s18sHozz81b3eq2m7Y1DtzeYVBjt9LyDdvadK5YT1NlTfvKWr65ukn3Znv2BZi9ooIVFVXx5U/MXMnqTVV88qZXueqR2a0eZ8XGtl1jKu7Ou8squOXlRSnXJ3chbg7zeFXV1lNRWcu4IX0oLSrgrcWJwVSBGY/MWA4kJtNMNXC8V3EhZx8whouP2InDdh6aMq9UZ7v21L147BuHdfl5W5I7HY4iItIp7njtQ/qVFrFsY2P31PzVm7nsnzM458AxnH3L1PjyDVtrGTGgfbl/Xluwls//7Y3488U3fqLF7aMtU/17F/PUt4/ghsfn8vrCddQ3eKv3XIuNWaqsad9suvNuf5O5Kzfx/g0nUdLOlrm1W4JApaSogPJNVZgFN+2du3ITH4Yz9GYt35RyX7PG9AjR1sG22lpdx6X/eJvTU7TyPDVnFdOXbOCKk3dv0k27JRJMbaisYUi/UkYM6MXURYnB1JSF6+JjoaItU3Ut5P66+IjxXHzE+HZfS3ellikRkW7u2sfm8v0HZrJyYxW7bNd409oH31nOmTdPSZgWHx1b01azl1ckPG9ocKpq65m6aF3K7aPBVElhAbuOKOPje2xHfYNz+p9f47UFLbcexabVt6Vlqqq2Pn6T3QXhOKXVm6pa2iWltVtq4uUt31LNkL6lDOlbyuaqWu56fTEQ3HcumbtTYMan9xvFzV9oequVH/5nJl+87Y1412Uqd7z2IS/ML+em5z9osu4r90znlpcXUVff0GQs1JbqoJ5r6531W2sY1KeYLx40rskxooPKy3o1XsOAZrrwpCkFUyIieWprdR117UgpUNfgnH/IjnzzmJ2b3Wb91sSZXmu3VCcMGE+2dH0ls1cktshsrqrj//4zk7NvmcqCNVuYuWxjQmAVS9gIMHZIkLRxeDjIeOayCi68a1qL19Gelqljf/0S+1z7FNDY6hLtattcVcvGpNltqcRapooLC1izqZrhZaX0713E4nWVPDl7FQBTFq3j4XeW8+i7K1i+cRtrt1RTXddAfYMzfng/Jo0ZmHDMDVtruP+tpbzywVrGX/lEyi7W8s3VzAtbnKJ/m01VtQmzHy+6exp/eK4x2NpWkzhO6r1VmxnQuyShWzWV2AD0Q8YP4dCdh7RaLxJQN5+ISB5yd/a8+ilOm7g9vzu7+RvFJucP2n1kWYuz4b5425s8/Z0jePWDtUweN4hv3PcOE0cP5IqTd+fUm17j1nMns/cOjYN/D//FC02Ocefri3lkxgoA3vhwHb995n3WbqnhwB0Hc8cFH+PJWSvZZ4cB3P2lA+I3vo3O2GrtPn2xhpSt1a23TC2PBE59SwtZvxVWVGzjxiffY9yQPvzk8Xlsrq5rsWvy/jc/4vIHZwFhN9+WaoaVldK/V9OWm2//c0b88aQxA7ntvCDxZJ+SQob378X2A3rFx1zFBq9D0A341JzVfGrfxtlyH67dytG/ejH+PNY6BsGMvGsfnRN//sL8cgAOnzCUVz5Yy+5X/a9J2Qb1KWZwJGv4lMuP4Qt/eyMhxURsgtzOw/vl1Gy5XKdgSkQk4slZK9lSXceZk0e3vnEXmLdyE9c+NofDJwyjvsG59OidMYN1YSvFwzNWtBhMzVvZ2GpUVlrExNEDW8119MP/zOTtjzbGnxcXFvDVv09n1aYq7nj9Q95YtJ7t+pdy74UHpdz/t8++z8TRA5mxdCOPvbsiHgS88eF6vvPPGayoqGK/MYPigRTAdv1L449TZeOOinXzbYvMnqusqWOPq57ixk/vTfnmavYfNyhhpuDitVtZuj4IrJat38bNLy1s8RxRz7+3Jv54W009Fdtq2WNk/2ZnssW8/dHGeMAUC2Ke/95R/OftZVz50GwuuOOthO3f/HAdby/ZwK4jyjjngDHNJvjcrn8pd7++mMXrKpus+9En9uCEZvKF7TqiLCGYGjmgNxNHD0oIpmJxdnPJNCU1dfOJiERccu/bfP+BmVk7/9bqOr77r3c5+5YpNDQ4t736IVMXreeXT83nN8+8z+l/eZ0TfvdyQrfZPVMW8/rCtVTV1vPD/8zko/BLdsGazXzqptfi211+8u6YGcPLGgOXYWWlHLnLMH5z1r7xZeVbEoOtBWu28E4YXK3bUsPyjdt4+6ONCa0fg/okBhaXHb8L+48dFB/s/NUjg8HKT80JZvt95cidErYf2q804XlFZS1L11dy/h1v8rtn348vd/d4996aTVU8MmM522rqWbw2uOarH53Dr595n8/d+kZCUHZUpIXn1880Hi8mOmbJ3Zm9vIKL7p7Gms1VrN5czeEThnLhYTuyalMV67fWsPvI/gktU8ft3nj7lFMnbs/vz54IwHWPzWV4WWl81luv4sJmb4Py9JzV3Pn6Yi5/cBYn/u5l3l/dNFXE+GF9OWa34by2MPV4tF1HlPHFg8bGn3//hF3jjw/aaQh9ShInF5SGSTfPP2QcM646Pp5bql8HbkDckyn0FBFJYVtNPb1LOv8Lpaq2nuffW8NL88upa3DqGhriXWTPzFvdpCvp3TAh46X/eCe+7MePBN09Z+6/A/+evoxlG7Zxz5cP4LN/bZyl97NP7805B4wBGscnAdx74YGU9Spi5IDeXP7gLKrrGuItOAC7jShLmCX2ajODwy86Yifuf3NpfDzUATsOZsSAxvMcucsw7pmymK019Ry281D22WFgwv7FSbeF2fe6p+OPX5xfzsf3GMHuI8tYs7k6PiPurilLuGvKEgBGDw7GAkXvHTdnReLA+JbcPWUx+4weyKxlFfzmmffZVltPTV0Du4/sz5pNVUwYPpSBkYBxj+37s2ZTY9D5h3MmsnZzDUP6lVBaVMCKjUFX3odrt3Lc7sMTbrty/B7b8eNT9uD6/84F4Fdn7ssrH5TH/+4QjHH63bONY6AOGT+E1xeuY+yQvkwaM4j73lwaX/fjU/ZgzooKTt9vFNCY3uCbx07g60fvzMHjh/D8vDWMTnFT4VgQu+uIMgb2KeH4PYZz80sLOTYSHErrFEyJiKSwsHwLe40aQEVlLVMWrePEvdqeT6eqtp6v3/s2XzpsRw7deSgzl23kBw/MZNLYQfz09L3j222srOFzt77B3JWJA7gPGDeYdVurueLBWUwaO6jN5/339GVAEPCc+qfXWLe1htGDe7N0/TaO3GVYfLth4Rfo9gN6sct2ZfHlz333SL59/wymhbPCHvraIQzuW8KFd03j8AnDWLqhMn5bkpu/MIl/vrWU0/YbxeK1lXz5sB35/IFj2ffap9l/7CB6FRfSJwwgzv7YaA4eP4SxQ/oyd+WmeODTHif/4RWO32O7+PljSosKmgSAMbFWubLSongCy31HD+RXn9mH43+b2BV2zWNzU573Ly8uoLbe2a5/KQft1Dgge8/t+1NZE9TT4L4l9CkpYsyQxq/U0YN7M7hvCeu31jBuSN+EYxYVFvDlw3bkV0/Np29pIZ/Zfwd2GtaXR2as4KS9RsQHtMdmK/7jogOZs3wTry9cx4Th/RLK8cjXD2XvUQMSckLFZhXGWpcmjRnEpDGpX0eXHDmeT+07kvHDglme+48d3GpqC2mqTcGUmZ0I/B4oBP7m7jcmrS8F7gb2B9YBn3X3xZktqohI59pa3Tg77M7XF3Pc7sP5+9SPeHXBWl75wdFN/rOvqq1nybpKdh1RRkODs2jtVsYP68vTc1fz3HtreO69Nbz0/aPiX+rvrdrMT07bCzOjqraeyTc8mzAtfdTA3izfuI1dRvTjkPHj+Nq9b/PsvNVMHD2Q0yZuH//C//3ZE3lu3hqO3X0437p/RkIeo+FlpQwrK2XmsqBV5udn7MNBOw5J+LItKSrgps/tx75JrUM7DOrDL8/cNz7oecJ2ZfQrLeKZy44E4Jm5q3lj0ToG9inhhD1HcOJeifdWKy0q5KGvHcLuI/sDjYPfYwHhkDBr9tik4CLZMbsNj49TKiqweB1FA6lYEPWjU/bgoB0Hc/xvX2ZE/14UFRrLkpJ//uazE7no7mCGYE1dAxO2K+P+iw/i7FumMqB3cUKqhph+pUU8e9mRHPSz58J67cWkMYPYe9QATtp7BH1KiuJBywWHjGuyv5mxy3b9mLpofbMz6N760XHUh7mcJo0ZxLQfHcfA3sXsfOWT8W0O3mkIh4wfysTRA9lzVH8mjRmU0Mq17+iBTY573iHj2FZbz7kHNy0XwI8+sXs8A37vkkJ2Hl6WcjtpO/NW7nFkZoXA+8DxwDLgLeAcd58b2eZrwD7u/lUzOxs43d0/29JxJ0+e7NOmtTz9VUSkKyXPnoq6/tQ9OWWf7al3Z1CfEgoMzrx5CtOWbODZy47kuv/O5eX3y/nKETsxb9VmXn6/nP69iigqLEiY0v6VI3ZivzEDufmlRfF7qMV885id+cPzCzj34LF845gJfOwnzwJw1uQd+MVn9uWvLy1k+cZtXHfqXk3Kt8uPnqSmroFbz53MMbsNZ/wVTwDw1pXHMaystMn2LZm6aB1vfriebx47ocm6hgantqGh2QzqUTe/tJAbn3yPf158EAfuNIQX3lvD/2av4opP7J4yh9EuVz5JTX0DH/7sZJ6as5qv/n06AD85fS+ufCjILr77yP7U1TcwYkAvXvlgLbefP5ljdtuOjZU1bKutp09xEd/99wyenRcEY49dehh77zCAqtp6fvvs+5wxaYd4a1xtfQPlm6s55MbnAVj405PZWlNHVU09/XsX06u4kNcWrOXXT8/n52fsw4TtmgYds5dXsOf2/VPOfFu9qYprH5vD5SftnrKLrTlTFq6jrFcROw7tS0lRQZMuUAi6MOsbvEl3qXQeM5vu7pNTrmtDMHUwcI27nxA+vxzA3X8W2eapcJspZlYErAKGeQsH7+xgalVFFX97JXXKfRHpPBu31VJUYPSNZFKOfhI4iR8LLX0EJX+EJG+afNzK6noG9S0h+WutfEs173y0kaN2Hca8lZtwh91GljF10Xp6FxdSUlTAbiPKWFi+hamL1vP7sydy79SPWFC+pUneJQhy8dTUNcTH5wzuW8KmbbX061XExjC3zzeP2ZndRvbna/e+DcClR+/M6wvXxmfJDSsr5YJDx/GL/80HggHAFx6+I6f96TXuvOAA9ho1gG/c9w6Pz1zBw18/tNUvzf/NXkX55iq+cNBYzIxlGyqZsnBdVmcl1jc4M5ZuZP82dlV+tK6SheVbOHq34UFupiueYFCfYt656uNMWbiOD9Zsjre2LNtQyW+f+YCfnL5XQksNwJbqOh6YtpQ9Rw3gY+MGt3re1xasZUt1XVZujSL5I91g6jPAie5+Yfj8i8CB7n5pZJvZ4TbLwucLw23WJh3rYuBigDFjxuy/ZMmSjl9VK+at3MRn/vJ6px1fRFIrLiqgocFJnt1uzT5p8jThv/zkf/hb2raowBK66qK21tTTt6SQgX1KqG9wtlbX0a9XEb2LCyksMNZsrqZPSSGn7DOSy0/anYICo6augRUbt/HO0g1MX7KBDVtr2a5/L5ZtqKRiWy3H7j6cpeu3MX3JBs6avAOfmjiKHzwwk94lhdxw6l4M6FPMPVMWs2zjNn5wwm5sq63n10/PZ7cRZZw6cRS9igvZVlNPcaFRlKL1oaHBWbu1muFlvVJcUff3werN9CktYtTA9o+xEsm0nAmmotTNJyIiIvmipWCqLXmmlgPRduIdwmUptwm7+QYQDEQXERER6dbaEky9BUwwsx3NrAQ4G3g0aZtHgfPCx58Bnm9pvJSIiIhId9FqagR3rzOzS4GnCFIj3O7uc8zsOmCauz8K3AbcY2YLgPUEAZeIiIhIt9emPFPu/gTwRNKyqyKPq4AzM1s0ERERkdyne/OJiIiIpEHBlIiIiEgaFEyJiIiIpEHBlIiIiEgaFEyJiIiIpKHVDOiddmKzcqDz7ifTtYYCzWZ77yFUB6qDGNWD6qCnX3+M6qF71cFYdx+WakXWgqnuxMymNZdivqdQHagOYlQPqoOefv0xqoeeUwfq5hMRERFJg4IpERERkTQomMqMW7JdgBygOlAdxKgeVAc9/fpjVA89pA40ZkpEREQkDWqZEhEREUmDgikRERGRNCiYaiMzs2yXQSRX6P0gEtB7QUDBVHuorgAz69H1YGajsl0GkVxgZrv29M+DkOpA9CJojZl9wsz+C1xvZodmuzzZYGafMrPLsl2ObDKz48xsOvDVbJclm8zsk2Z2H/BDMxub7fJkg5mdZmbXZ7sc2WJmx5vZG8CF9ODvEH036L0Qpdl8LTCz/YG/ANcA/YFjgNfd/U4zK3D3hmyWr7OZWRHwXeASYAwwyd1nmFmhu9dnt3SdL2y+LwZ+BxwCXOPuD0fXew96A5nZccBPgauAjwEDgBfc/fHu/n4IXwsFwAXAD4GxwDHu/kpWC9ZFwusvAn4MnAP8n7s/GF3fw94LPfa7oae/F5rTY/+raKPjgFfc/QngEWAV8E0zG+DuDd29r9zd64D5wG7AZcBfw+XdPpAC8EAN0Ad42N0fNrMCM9s3tj67JexyxwH/dff/EbwWyoAvmVnf7vzlAfHXQj2wANgP+BrQY/4jD6+/FmgAHogFUmZ2uJkVZ7d0WdFjvxt6+nuhOQqmIszsm2Z2q5ldFC56AfikmQ1y921ALVAB/B90zy/TsA5uNLOzwkWPu3uVu/8OGG5mnwu367YfoJE6+Gy46HrgcDP7FfA2cIOZ3WJmJ2SvlJ0vxWvhdeBQM+vl7muAKqAQ+FLWCtnJIp8JF4aLXnL3ze5+K9DXzL4cbtctP0sj139xuOhmYKSZ3WFms4AfALcRvga6axCh7wa9F1rTIy86FTM7H/gc8B/gC2Z2JbAYeAq4x8xeAXYCbgQGmlnfLBW1U1jgO8BngWnAtWGdDIpsdhnwS4Dwv9RuJUUdXGNmX3b3hcDDBC10nyV4ncwGTjezodkqb2dp5rVwHvAesAL4l5m9QNC98QhQ1h0/QJM+E75oZpcTfAbEXAVcFn6hdruWuaTr/7yZ/QioJngvlABnAp8K13/azMZ00yDifHrwdwPovdAW3e4DMA3HAj8PuzC+C/QCznX3bxA0Y17n7hcQ/Dfe2923Zq+omRd+CB4N/MjdHwC+A+wDnBDZ5iHgfTP7HsTH0HQbzdTBvmZ2lrv/ETjb3ee7+2ZgBkEwUZm1AneSFPVwGTAR2Jdg0PHVwK/C90MNsGM3/QBN9Znw+dhKd38SmAdcbGZlZnZmdorZaZKvvxT4Sjhu8GJ3fy98rcwENhK0znRHPfq7IdTT3wut6vHBVOQ/6neAUwDcfRrwGrCLmR3u7h+5+zPhdp8AFnZ9STtPpA6mAYcDhG+aD4A9zWzXyOaXAL8ws1VAt0kT0EIdzAP2N7Nd3X1LZJfjCQKpqi4taCdrph6eBN4nGHS+s7u/4+6Ph9vtD7zR5QXtRC18JkwBRlnizK3/A35G8F4Z0ZXl7CytfCbuaGaHJgUM5wG9gQ1dWtBOpu8GvRfao8cFU2ZWGP42gMh/1K8BBWZ2RPh8NkGXxohw+yPM7CVgAsG4gbzVQh0sIOiy2Tt8/hLBjK2ycPuJwK0ETb2T3P2uLix2RrWzDvrTWAdnm9lsghksV+R7i0w766GMxno42czeJKiH/3RpoTtBtJuylc+ElcD24T47A38m6PaaFLZe5qUOXv8ZZvYuQXfPJe6e9/9YtKMeuut3Q8KYt574XuioHhNMmdnBZnYr8B0zK4v17Vsw/R+CaHoO8FkLpv4vA7YDdgzXLwa+5u6nu/vaLi5+RpjZoWZ2F/AjMxscqYPYYPI3gTrg42ZW5O5zCVqfJofr1xHUwZnuvqKry58JGaiDJQRfHOeGg7DzUhr18LFw/QfAV939DHfPyxYJMzvAzL4JCV8a0S/U5j4TxoXrK4BL3f3T+fh+SOP6Y5+J7xO8Bs5199VdWPSMykA9LCb/vxsOCL8f/8/MhkWWF4YPu/V7IRN6RDBlZkcCNwHPE0TSV5jZxyE+/R9gM/AKwbiAX4VfKoOAteF2H7n7nK4ue6aY2U4E/zm8QNCacL2ZnQyNg8ndfQFB9854gvwhEAw4XRKuX+rus7q46BmToTqY4nmeTyXNelgcrv/A3d/u2pJnjpl9G3iIIJg8KVxWCAlfqM19JqwLtyt39w+6uOgZkeb1xz4TZ7n7lC4uekZlqB7y9rvBzArN7GfALQStT5OAq81sO0hIg9Nt3wuZ0iOCKYJxHa+5+33ADQQR9TmxF4yZ3QD8gyC6/jHBi+SV8HnedmUlOQCY5+53At8jGED9STMbCUEdmNltwHTgD8ABFmT8Xk8wa6U7UB0EVA/wIcEYkEsIg8XIFwdmdi3d+zOhp19/jOoBlgNnhZ8H3wEOIhgDB/SYOkifu3e7H4IXwy6R558A7ga2D5//AbgX+AqwC8ELZXxk+wKgLNvXkWYdfBK4FDgofL4TwX8eY8LnexBM5f0OcFhYBztH9u8HDMz2dagOVA+dVAeF4U8v4Angm+HyAmDv7vaZ0NOvX/WQsg4+Fj4fHP4uDX8/DEwOH+/THeugM366VcuUmQ00s8eBZ4CzzKxfuOp9YBNwp5n9BxhN8N94mbu/7+6fc/eFsT5yd2/wYPp73jGzkWb2GEEyvUHAHWZ2grsvIpiBEZuyOp+gD7w/MCusgwWROtji7hu7/grSpzoIqB5arIN6oMGDQdO/Br5sZkPD9/6s7vKZ0NOvP0b1kLIO7jazj7v7egB3rzazMoKxYCvCZTO7Ux10pm4VTAF9CbohvhE+PgKC8R0EuXJ+Bvzb3U8n+PI4KrajdZ/7KU0muM3B4e5+PfB7IJa9+BVgbzM7MPwQWQ4c4e4VoDqAblUHoHqApnXwO8KbVbt7LMHkC8BUgs8NzOyA8Ld1gzro6dcfo3pIXQdfS9rmAGCOu68ws35mNgG6VR10mrwPpszsXDM70sz6u/tygoF0/yLI/3OAmW0P4O417v6Cu98f7joJ+F/sOPn8Qgnr4CgzKwWeA+6JrF5H0DIHQT6gd4DfhK12ewJLzKwPqA4gv+sAVA/Qah2sJ8gdFp+tFV7rDQQzmSqASeGXR15m8+7p1x+jemhTHcwNt4vN4h0ELDWzC4C3CJL1ks910FWKWt8k95iZEeT4+AfBjTcXEmRe/ZaHU1PN7FngLIK7ef89su9hBP+hryUYM5WXmqmDi4BvuftKMyv2YGbWSMJbwrj7KuD3ZjYWuJ1gJte57p6XWbxVBwHVQ4frIHZD2vHAHQTjyL7teThjtadff4zqocN1EMtefypBZvO7gM+6+8yuLn/e8hwYuNWeH6Aw/L0L8PfYMuCPwINJ236H4D+NAUDfcNn2wMnZvo7OroPINo8Bx4WPh4e/i8jzAYSqA9VDBuogNvB2OHB0tq9D1696yGIdDA1/nwN8JtvXkY8/edMyZUHuj+uBQjN7gmCwbD0EU1nN7FvACjM70t1fCne7lSCYegYYa2b7e5BsLC+TirW3DsysBCgnuJ/eT4BTzOwoD5Is5uUAQtVBQPWQsTo42oPkq3mXgLWnX3+M6iFjdXCEB+mDpAPyYsyUBUk3pxM0SS4geNHUAkdbOEjQg/7ua8KfmE8QDLB7F9g7DKTyUjvr4Npwt17A+QR95WUE/4Vs6NKCZ5DqIKB6yGgdrO/SgmdIT7/+GNVDRuugoksL3t1ku2msLT8EN1z9YuT5nwmSrJ0PTA+XFRD0E/8LGBcuO5VghlLWryELdbADwcyMu4GJ2S6/6kD1oDrQ9aseVAfd9ScvWqYIou5/WeN9gmIJB+8kaNb8hgeR9w5AvbsvBnD3R9z95WwUuBO0pw4a3H2Zu7/pwX2zZmSnyBmnOgioHlQHPf36Y1QPqoOckBfBlLtXunu1N6b5P56gvxfgAmB3M/svcB/wNjS9+3W+a2cdTAfVAXS/OgDVA6gOevr1x6geVAe5Im8GoEN8kJ0T3Fvv0XDxZuAKYC/gQw9yTeHu3TIvhupAdRCjelAd9PTrj1E9qA6yLS9apiIagGKCHFH7hNH2jwmaLl+NvVC6OdWB6iBG9aA66OnXH6N6UB1kleVbgGpmBwGvhz93uPttWS5Sl1MdqA5iVA+qg55+/TGqB9VBNuVjMLUD8EXgN+5ene3yZIPqQHUQo3pQHfT0649RPagOsinvgikRERGRXJJvY6ZEREREcoqCKREREZE0KJgSERERSYOCKREREZE0KJgSERERSYOCKRHpdGa2l5m5mR3Vjn0uNrPTOni+s8zs/BTLXzSzBzpyTBGR5uTV7WREpEe5GJgNPNyBfc8ChgJ3Ji3/GlCbVqlERJIomBKRHsPd52a7DCLS/aibT0Qyzsy+ZmZLzWyrmT0GjExa/10ze8vMKsxstZk9ZmY7R9a/COwPnBd2D3q0287MLjSzOWZWbWZLzOwHkXV3AmcAR0b2vSZ23Gg3n5ldY2ZrzexAM5tmZtvM7FUz29HMhpvZw2a2xczmmdkxKa6z2XKISM+hlikRySgzOxX4E3AzQRfdkcDtSZvtANwELAH6A18FXjezCe5eQdAd9x9gEXB9uM/C8PjfB34K/AJ4kSDout7MKt39pnD7McDA8DgAy1ooch/glvB4W4E/APcA1cCTwJ+BHwD/NrPR7l7ZxnKISA+hYEpEMu1K4H/ufkn4/CkzGwZcGNvA3b8Te2xmhcAzwBrgVOBud59rZluBcnefGtm2P3A1cIO7XxsufsbM+gA/MrO/uPtCM1sPFET3bUFv4Jvu/lJ4ju0JgsGr3f1X4bJlwByCwPDJNpajvq0VJiL5Td18IpIxZlYETAIeSVr1YNJ2B5nZM2a2DqgDKoF+wC6tnOJgoC9BK1FR7Ad4HtiOoMWrvWqAVyLPF4S/n0+xbFQnlkNE8pRapkQkk4YChQStTFHx52Y2BngaeBP4CrCCIKB5HOjVhuND0EqUymiCrsP22OzuDZHnNeHvjbEF7l5jZkTK1xnlEJE8pWBKRDJpLVAPDE9aHn1+IsE4pVPdfSvEW7QGt+H468PfpwCrU6yf367SdlyulENEcoCCKRHJGHevM7N3CMY+3RxZ9enI495AA0H3XsxZNP08qqFpS9UUYBuwvbs/3kJRUu2bSW0th4j0AAqmRCTTfgo8aGZ/AR4iGLR9YmT98wRdgXeY2W3AnsD3iHSrhd4DTjCzE4B1wIfuvi5Mc/B7MxsLvEww9nMX4Gh3Pz2y76lhBvVlwAp3X5GpC3T3jW0sh4j0ABqALiIZ5e4PAd8APkmQGmE/4MuR9bOA84EDgf8CnwPOBCqSDnUDMA/4F/BWeDzc/RcE2dFPIhjofh/weRIHkf+ZYFzW7eG+F2fsAhuvoy3lEJEewNw922UQERERyVtqmRIRERFJg4IpERERkTQomBIRERFJg4IpERERkTQomBIRERFJg4IpERERkTQomBIRERFJg4IpERERkTT8P4T3NBy0EwqSAAAAAElFTkSuQmCC\n",
"text/plain": [
"<Figure size 720x360 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig, axes = plt.subplots(1, 1)\n",
"fig.suptitle('Transaction Volume History', x=0.52, y=0.95, size='xx-large')\n",
"df_terra['txVolume'].plot(figsize=(10,5), ax=axes)\n",
"axes.set_xlabel('datetime', fontsize=15)"
]
},
{
"cell_type": "markdown",
"id": "11c39749-bf83-4a90-a85f-6317a962a250",
"metadata": {},
"source": [
"## Analysis"
]
},
{
"cell_type": "markdown",
"id": "48ff763e-12df-45f7-8653-fd847862a631",
"metadata": {},
"source": [
"### Staking Rewards Before and After the execution of Proposal 172"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "cfca821f-7204-4b7b-b3ef-4cdb65baa653",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1440x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig, axes = plt.subplots(1, 2, figsize=(20, 4), subplot_kw=dict(facecolor='white'))\n",
"#fig.suptitle(\"Staking Return Before/After Proposal 172\", x=0.52, y=0.95, size=\"xx-large\")\n",
"sns.lineplot(data=df_terra.loc['2022-01-01':]['dailyReturn'], ax=axes[0], color='tab:blue')\n",
"#axes[0].set_xlabel('datetime', fontsize=15)\n",
"axes[0].set_xlabel('')\n",
"axes[0].set_ylabel('')\n",
"axes[0].set_title('Daily Staking Return Rate', fontsize=15)\n",
"axes[0].vlines(x=['2022-01-22'], ymin=0, ymax=0.0004, color='k', ls='--')\n",
"\n",
"sns.lineplot(data=df_terra.loc['2022-01-01':]['annualizedReturn'], ax=axes[1], color='tab:blue')\n",
"#axes[1].set_xlabel('datetime', fontsize=15)\n",
"axes[1].set_xlabel('')\n",
"axes[1].set_ylabel('')\n",
"axes[1].set_title('Annual Staking Return Rate', fontsize=15)\n",
"axes[1].vlines(x=['2022-01-22'], ymin=0.06, ymax=0.099, color='k', ls='--')\n",
"fig.set_tight_layout(True)"
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "dc59d264-4be1-4654-8417-e2558ffdd81f",
"metadata": {
"tags": []
},
"outputs": [
{
"data": {
"text/plain": [
"Text(0.5, 0, 'datetime')"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x360 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig, axes_left = plt.subplots(1, 1, figsize=(10, 5))\n",
"axes_right = axes_left.twinx()\n",
"axes_left.tick_params(axis='y', colors='tab:blue')\n",
"axes_right.tick_params(axis='y', colors='tab:red')\n",
"\n",
"fig.suptitle('Staking Ratio/Return Changes', x=0.52, y=0.95, size='xx-large')\n",
"df_terra.loc['2021-12-01':]['dailyReturn'].plot(ax=axes_left, color='tab:blue')\n",
"df_terra.loc['2021-12-01':]['annualizedReturn'].plot(ax=axes_right, color='tab:red')\n",
"axes_left.set_xlabel('datetime', fontsize=15)"
]
},
{
"cell_type": "markdown",
"id": "405f6b89-6c85-454a-8b18-09858cfe69fa",
"metadata": {},
"source": [
"## Staking Rewards Santa Project & Columbus-3"
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "33836048-04bc-461e-94b1-0c12ca3b0b33",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0, 0.5, '')"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x360 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig, axes = plt.subplots(1, 1, figsize=(10, 5))\n",
"fig.suptitle('Daily Rewards Before and After Santa and Columbus-3', x=0.52, y=0.95, size='xx-large')\n",
"\n",
"sns.lineplot(data=df_terra.loc['2019-04-08':'2020-03-31']['dailyReturn'], ax=axes, color='tab:blue')\n",
"axes.vlines(x=['2019-08-08', '2019-12-26'], ymin=0, ymax=0.001, color='k', ls='--')\n",
"axes.set_ylim([0, 0.001])\n",
"axes.set_xlabel('')\n",
"axes.set_ylabel('')"
]
},
{
"cell_type": "markdown",
"id": "924ad901-5913-4228-867a-edbff7064342",
"metadata": {},
"source": [
"### Transaction Volume Changes Before and After Columbus-3"
]
},
{
"cell_type": "code",
"execution_count": 11,
"id": "9de7611c-54b0-43c0-83dc-7532d295236e",
"metadata": {},
"outputs": [],
"source": [
"df_terra.loc[:'2019-11-30', 'taxRate'] = 0.11\n",
"df_terra.loc['2019-11-30':'2022-01-22', 'taxRate'] = 0.5\n",
"df_terra.loc['2022-01-22':, 'taxRate'] = 0.0"
]
},
{
"cell_type": "code",
"execution_count": 12,
"id": "30d42ba5-b847-48cb-9048-e9722084bb8c",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<AxesSubplot:xlabel='datetime'>"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x360 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig, axes_left = plt.subplots(1, 1, figsize=(10, 5))\n",
"axes_right = axes_left.twinx()\n",
"axes_left.tick_params(axis='y', colors='tab:blue')\n",
"axes_right.tick_params(axis='y', colors='tab:red')\n",
"\n",
"fig.suptitle('Tax Rate and Transaction Volume Changes', x=0.52, y=0.95, size='xx-large')\n",
"df_terra.loc['2019-09-15':'2020-01-01'][\"txVolume\"].plot(ax=axes_left, color='tab:blue')\n",
"df_terra.loc['2019-09-15':'2020-01-01']['taxRate'].plot(ax=axes_right, color='tab:red')"
]
},
{
"cell_type": "markdown",
"id": "dd9af524-7e26-4920-8032-9469ec0b5ccb",
"metadata": {},
"source": [
"### Transaction Volume Changes Before and After Proposal 172"
]
},
{
"cell_type": "code",
"execution_count": 13,
"id": "b9313e2a-c99f-427e-9b74-76aadc6b77c3",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<AxesSubplot:xlabel='datetime'>"
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x360 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig, axes_left = plt.subplots(1, 1, figsize=(10, 5))\n",
"axes_right = axes_left.twinx()\n",
"axes_left.tick_params(axis='y', colors='tab:blue')\n",
"axes_right.tick_params(axis='y', colors='tab:red')\n",
"\n",
"fig.suptitle('Tax Rate and Transaction Volume Changes', x=0.52, y=0.95, size='xx-large')\n",
"df_terra.loc['2021-12-01':][\"txVolume\"].plot(ax=axes_left, color='tab:blue')\n",
"df_terra.loc['2021-12-01':]['taxRate'].plot(ax=axes_right, color='tab:red')"
]
}
],
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