{
"cells": [
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [],
"source": [
"import pandas as pd\n",
"import numpy as np\n",
"import os\n",
"import latextable\n",
"from texttable import Texttable\n",
"import plotly.graph_objs as go\n",
"from plotly.subplots import make_subplots\n",
"import pprint\n",
"import scipy.stats\n",
"import itertools\n",
"import plotly.express as px\n",
"import wandb"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"def load_dataset(path):\n",
" dataset = pd.read_csv(path)\n",
" dataset['close_time'] = pd.to_datetime(dataset['close_time'])\n",
" dataset['open_time'] = pd.to_datetime(dataset['open_time'])\n",
" return dataset"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [],
"source": [
"btc_usdt_5_min_data = load_dataset('../data/preprocessed_data/processed-btc-usdt-5m.csv')\n",
"btc_usdt_15_min_data = load_dataset('../data/preprocessed_data/processed-btc-usdt-15m.csv')\n",
"btc_usdt_30_min_data = load_dataset('../data/preprocessed_data/processed-btc-usdt-30m.csv')"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"NUM_WINDOWS=6\n",
"LIMIT_TIME = pd.Timestamp(year=2024, month=7, day=25, hour=23, minute=59)\n",
"\n",
"def trim_number_of_observations(data, limit_time):\n",
" return data.loc[data['close_time'] <= limit_time]\n",
"\n",
"def get_trimmed_data(\n",
" data, \n",
" num_parts,\n",
" limit_time,\n",
" in_sample_size,\n",
" out_of_sample_size):\n",
"\n",
" data = trim_number_of_observations(data, limit_time=limit_time)\n",
" data = data.iloc[-(in_sample_size + (num_parts * out_of_sample_size)):]\n",
" return data"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"btc_usdt_5_min_data = get_trimmed_data(\n",
" btc_usdt_5_min_data,\n",
" NUM_WINDOWS,\n",
" LIMIT_TIME,\n",
" in_sample_size=(24 * 30 * 24 * (60 // 5)), # 24 months\n",
" out_of_sample_size=(6 * 30 * 24 * (60 // 5)) # 6 months\n",
")\n",
"btc_usdt_15_min_data = get_trimmed_data(\n",
" btc_usdt_15_min_data,\n",
" NUM_WINDOWS,\n",
" LIMIT_TIME,\n",
" in_sample_size=(24 * 30 * 24 * (60 // 15)), # 24 months\n",
" out_of_sample_size=(6 * 30 * 24 * (60 // 15)) # 6 months\n",
")\n",
"btc_usdt_30_min_data = get_trimmed_data(\n",
" btc_usdt_30_min_data,\n",
" NUM_WINDOWS,\n",
" LIMIT_TIME,\n",
" in_sample_size=(24 * 30 * 24 * (60 // 30)), # 24 months\n",
" out_of_sample_size=(6 * 30 * 24 * (60 // 30)) # 6 months\n",
")"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/usr/local/anaconda3/envs/plotly/lib/python3.11/site-packages/_plotly_utils/basevalidators.py:107: FutureWarning: The behavior of DatetimeProperties.to_pydatetime is deprecated, in a future version this will return a Series containing python datetime objects instead of an ndarray. To retain the old behavior, call `np.array` on the result\n",
" v = v.dt.to_pydatetime()\n"
]
},
{
"data": {
"application/vnd.plotly.v1+json": {
"config": {
"plotlyServerURL": "https://plot.ly"
},
"data": [
{
"marker": {
"color": "slateblue"
},
"type": "scatter",
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"source": [
"fig = go.Figure(\n",
" go.Scatter(\n",
" y=btc_usdt_30_min_data['close_price'].iloc[::10],\n",
" x=btc_usdt_30_min_data['close_time'].iloc[::10], \n",
" # marker=dict(color='rgb(80, 80, 80)')\n",
" marker=dict(color='slateblue')\n",
" ))\n",
"\n",
"fig.update_layout(\n",
" yaxis_title=\"BTC/USDT\",\n",
" xaxis_title=\"Date\",\n",
" font=dict(\n",
" # family=\"Courier New, monospace\",\n",
" size=14,\n",
" ),\n",
" autosize=False,\n",
" width=1200,\n",
" height=400,\n",
" margin=dict(l=20, r=20, t=20, b=20),\n",
" plot_bgcolor='white'\n",
" )\n",
"\n",
"fig.update_xaxes(\n",
" mirror=True,\n",
" ticks='outside',\n",
" showline=True,\n",
" linecolor='black',\n",
" gridcolor='lightgrey'\n",
")\n",
"fig.update_yaxes(\n",
" mirror=True,\n",
" ticks='outside',\n",
" showline=True,\n",
" linecolor='black',\n",
" gridcolor='lightgrey'\n",
")\n",
"\n",
"fig.show()"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"ename": "NameError",
"evalue": "name 'Texttable' is not defined",
"output_type": "error",
"traceback": [
"\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
"\u001b[0;31mNameError\u001b[0m Traceback (most recent call last)",
"Cell \u001b[0;32mIn[7], line 1\u001b[0m\n\u001b[0;32m----> 1\u001b[0m table_datasets \u001b[38;5;241m=\u001b[39m \u001b[43mTexttable\u001b[49m()\n\u001b[1;32m 2\u001b[0m table_datasets\u001b[38;5;241m.\u001b[39mset_deco(Texttable\u001b[38;5;241m.\u001b[39mHEADER)\n\u001b[1;32m 3\u001b[0m table_datasets\u001b[38;5;241m.\u001b[39mset_cols_align([\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124ml\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mc\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mc\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mc\u001b[39m\u001b[38;5;124m\"\u001b[39m])\n",
"\u001b[0;31mNameError\u001b[0m: name 'Texttable' is not defined"
]
}
],
"source": [
"table_datasets = Texttable()\n",
"table_datasets.set_deco(Texttable.HEADER)\n",
"table_datasets.set_cols_align([\"l\", \"c\", \"c\", \"c\"])\n",
"table_datasets.set_precision(7)\n",
"table_datasets.header([\n",
" \"\\\\textbf{Statistic}\",\n",
" \"\\\\makecell{\\\\textbf{BTC/USDT} \\\\\\\\ \\\\textbf{5min}}\",\n",
" \"\\\\makecell{\\\\textbf{BTC/USDT} \\\\\\\\ \\\\textbf{5min}}\",\n",
" \"\\\\makecell{\\\\textbf{BTC/USDT} \\\\\\\\ \\\\textbf{5min}}\",\n",
"])\n",
"table_datasets.add_row([\"count\", len(btc_usdt_5_min_data), len(btc_usdt_15_min_data), len(btc_usdt_30_min_data)])\n",
"# table_datasets.set_cols_dtype(['t', 'e', 'e', 'e'])\n",
"table_datasets.add_row([\n",
" \"mean\",\n",
" np.mean(btc_usdt_5_min_data['returns']),\n",
" np.mean(btc_usdt_15_min_data['returns']),\n",
" np.mean(btc_usdt_30_min_data['returns']),\n",
"])\n",
"table_datasets.add_row([\n",
" \"std\",\n",
" np.std(btc_usdt_5_min_data['returns']),\n",
" np.std(btc_usdt_15_min_data['returns']),\n",
" np.std(btc_usdt_30_min_data['returns']),\n",
"])\n",
"table_datasets.add_row([\n",
" \"min\",\n",
" np.min(btc_usdt_5_min_data['returns']),\n",
" np.min(btc_usdt_15_min_data['returns']),\n",
" np.min(btc_usdt_30_min_data['returns']),\n",
"])\n",
"table_datasets.add_row([\n",
" \"25\\\\% percentile\",\n",
" np.percentile(btc_usdt_5_min_data['returns'], 25),\n",
" np.percentile(btc_usdt_15_min_data['returns'], 25),\n",
" np.percentile(btc_usdt_30_min_data['returns'], 25),\n",
"])\n",
"table_datasets.add_row([\n",
" \"50\\\\% percentile\",\n",
" np.percentile(btc_usdt_5_min_data['returns'], 50),\n",
" np.percentile(btc_usdt_15_min_data['returns'], 50),\n",
" np.percentile(btc_usdt_30_min_data['returns'], 50),\n",
"])\n",
"table_datasets.add_row([\n",
" \"75\\\\% percentile\",\n",
" np.percentile(btc_usdt_5_min_data['returns'], 75),\n",
" np.percentile(btc_usdt_15_min_data['returns'], 75),\n",
" np.percentile(btc_usdt_30_min_data['returns'], 75),\n",
"])\n",
"table_datasets.add_row([\n",
" \"max\",\n",
" np.max(btc_usdt_5_min_data['returns']),\n",
" np.max(btc_usdt_15_min_data['returns']),\n",
" np.max(btc_usdt_30_min_data['returns']),\n",
"])\n",
"# table_datasets.set_cols_dtype(['a', 'a', 'a', 'a'])\n",
"table_datasets.set_precision(2)\n",
"table_datasets.add_row([\n",
" \"kurtosis\",\n",
" scipy.stats.kurtosis(btc_usdt_5_min_data['returns']),\n",
" scipy.stats.kurtosis(btc_usdt_15_min_data['returns']),\n",
" scipy.stats.kurtosis(btc_usdt_30_min_data['returns']),\n",
"])\n",
"table_datasets.add_row([\n",
" \"skewness\",\n",
" scipy.stats.skew(btc_usdt_5_min_data['returns']),\n",
" scipy.stats.skew(btc_usdt_15_min_data['returns']),\n",
" scipy.stats.skew(btc_usdt_30_min_data['returns']),\n",
"])\n",
"# table_datasets.set_precision(5)\n",
"kstest_5min = scipy.stats.kstest(btc_usdt_5_min_data['returns'].to_numpy(), scipy.stats.norm.cdf)\n",
"kstest_15min = scipy.stats.kstest(btc_usdt_15_min_data['returns'].to_numpy(), scipy.stats.norm.cdf)\n",
"kstest_30min = scipy.stats.kstest(btc_usdt_30_min_data['returns'].to_numpy(), scipy.stats.norm.cdf)\n",
"table_datasets.add_row([\n",
" \"KS test stat.\",\n",
" kstest_5min.statistic,\n",
" kstest_15min.statistic,\n",
" kstest_30min.statistic,\n",
"])\n",
"table_datasets.set_cols_dtype(['a', 'e', 'e', 'e'])\n",
"table_datasets.add_row([\n",
" \"KS test p-value\",\n",
" kstest_5min.pvalue,\n",
" kstest_15min.pvalue,\n",
" kstest_30min.pvalue,\n",
"])\n",
"# table_datasets._rows\n",
"print(latextable.draw_latex(table_datasets))"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/usr/local/anaconda3/envs/plotly/lib/python3.11/site-packages/_plotly_utils/basevalidators.py:107: FutureWarning:\n",
"\n",
"The behavior of DatetimeProperties.to_pydatetime is deprecated, in a future version this will return a Series containing python datetime objects instead of an ndarray. To retain the old behavior, call `np.array` on the result\n",
"\n"
]
},
{
"data": {
"application/vnd.plotly.v1+json": {
"config": {
"plotlyServerURL": "https://plot.ly"
},
"data": [
{
"marker": {
"color": "slateblue"
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"type": "scatter",
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"standoff": 15
},
"zerolinecolor": "white",
"zerolinewidth": 2
},
"yaxis": {
"automargin": true,
"gridcolor": "white",
"linecolor": "white",
"ticks": "",
"title": {
"standoff": 15
},
"zerolinecolor": "white",
"zerolinewidth": 2
}
}
},
"width": 1200,
"xaxis": {
"gridcolor": "lightgrey",
"linecolor": "black",
"mirror": true,
"showline": true,
"ticks": "outside",
"title": {
"text": "Date"
}
},
"yaxis": {
"gridcolor": "lightgrey",
"linecolor": "black",
"mirror": true,
"showline": true,
"ticks": "outside",
"title": {
"text": "Fear & Greed Index value"
}
}
}
}
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig = go.Figure(\n",
" go.Scatter(\n",
" y=btc_usdt_30_min_data['fear_greed_index'].iloc[::10],\n",
" x=btc_usdt_30_min_data['close_time'].iloc[::10], \n",
" # marker=dict(color='rgb(80, 80, 80)')\n",
" marker=dict(color='slateblue')\n",
" ))\n",
"\n",
"fig.update_layout(\n",
" yaxis_title=\"Fear & Greed Index value\",\n",
" xaxis_title=\"Date\",\n",
" font=dict(\n",
" # family=\"Courier New, monospace\",\n",
" size=14,\n",
" ),\n",
" autosize=False,\n",
" width=1200,\n",
" height=400,\n",
" margin=dict(l=20, r=20, t=20, b=20),\n",
" plot_bgcolor='white'\n",
" )\n",
"\n",
"fig.update_xaxes(\n",
" mirror=True,\n",
" ticks='outside',\n",
" showline=True,\n",
" linecolor='black',\n",
" gridcolor='lightgrey'\n",
")\n",
"fig.update_yaxes(\n",
" mirror=True,\n",
" ticks='outside',\n",
" showline=True,\n",
" linecolor='black',\n",
" gridcolor='lightgrey'\n",
")\n",
"\n",
"fig.show()"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
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"config": {
"plotlyServerURL": "https://plot.ly"
},
"data": [
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"marker": {
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19.66,
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19.66,
19.66,
19.66,
17.33,
17.33,
17.33,
17.33,
17.33,
16.27,
16.27,
16.27,
16.27,
15,
15,
15,
15,
15,
15,
15,
15,
15,
15,
15,
15,
15,
15,
15,
15.27,
15.27,
15.27,
15.27,
15.27,
15.2,
15.2,
15.2,
15.2,
14.61,
14.61,
14.61,
14.61,
14.61,
14.22,
14.22,
14.22,
14.22,
14.22,
13.74,
13.74,
13.74,
13.74,
13.74,
13.74,
13.74,
13.74,
13.74,
13.74,
13.74,
13.74,
13.74,
13.74,
14.67,
14.67,
14.67,
14.67,
14.67,
14.44,
14.44,
14.44,
14.44,
14.44,
13.95,
13.95,
13.95,
13.95,
13.95,
14.05,
14.05,
14.05,
14.05,
14.05,
15.32,
15.32,
15.32,
15.32,
15.32,
15.32,
15.32,
15.32,
15.32,
15.32,
15.32,
15.32,
15.32,
15.32,
14.91,
14.91,
14.91,
14.91,
14.91,
17.05,
17.05,
17.05,
17.05,
17.05,
15.96,
15.96,
15.96,
15.96,
16.07,
16.07,
16.07,
16.07,
16.07,
17.22,
17.22,
17.22,
17.22,
17.22,
17.22,
17.22,
17.22,
17.22,
17.22,
17.22,
17.22,
17.22,
17.22,
17.22,
16.24,
16.24,
16.24,
16.24,
18.56,
18.56,
18.56,
18.56,
18.56,
20.56,
20.56,
20.56,
20.56,
20.56,
19.12,
19.12,
19.12,
19.12,
19.12,
17.04,
17.04,
17.04,
17.04,
17.04,
17.04,
17.04,
17.04,
17.04,
17.04,
17.04,
17.04,
17.04,
17.04,
17.86,
17.86,
17.86,
17.86,
17.86,
20.28,
20.28,
20.28,
20.28,
20.28,
18.64,
18.64,
18.64,
18.64,
18.64,
17.57,
17.57,
17.57,
17.57,
15.58,
15.58,
15.58,
15.58,
15.58,
15.58,
15.58,
15.58,
15.58,
15.58,
15.58,
15.58,
15.58,
15.58,
15.58,
14.57,
14.57,
14.57,
14.57,
14.57,
13.54,
13.54,
13.54,
13.54,
13.68,
13.68,
13.68,
13.68,
13.68,
13.79,
13.79,
13.79,
13.79,
13.79,
14.25,
14.25,
14.25,
14.25,
14.25,
14.25,
14.25,
14.25,
14.25,
14.25,
14.25,
14.25,
14.25,
14.25,
14,
14,
14,
14,
14,
14.46,
14.46,
14.46,
14.46,
14.46,
14.01,
14.01,
14.01,
14.01,
14.01,
13.71,
13.71,
13.71,
13.71,
13.71,
12.65,
12.65,
12.65,
12.65,
12.65,
12.65,
12.65,
12.65,
12.65,
12.65,
12.65,
12.65,
12.65,
12.65,
13.11,
13.11,
13.11,
13.11,
13.11,
13.2,
13.2,
13.2,
13.2,
13.2,
12.33,
12.33,
12.33,
12.33,
13.22,
13.22,
13.22,
13.22,
13.22,
12.3,
12.3,
12.3,
12.3,
12.3,
12.3,
12.3,
12.3,
12.3,
12.3,
12.3,
12.3,
12.3,
12.3,
12.3,
12.83,
12.83,
12.83,
12.83,
13.1,
13.1,
13.1,
13.1,
13.1,
12.62,
12.62,
12.62,
12.62,
12.62,
12.73,
12.73,
12.73,
12.73,
12.73,
12.07,
12.07,
12.07,
12.07,
12.07,
12.07,
12.07,
12.07,
12.07,
12.07,
12.07,
12.07,
12.07,
12.07,
12.69,
12.69,
12.69,
12.69,
12.69,
12.68,
12.68,
12.68,
12.68,
12.68,
13,
13,
13,
13,
13,
13.05,
13.05,
13.05,
13.05,
12.05,
12.05,
12.05,
12.05,
12.05,
12.05,
12.05,
12.05,
12.05,
12.05,
12.05,
12.05,
12.05,
12.05,
12.05,
12.46,
12.46,
12.46,
12.46,
12.46,
12.86,
12.86,
12.86,
12.86,
12.78,
12.78,
12.78,
12.78,
12.78,
13.13,
13.13,
13.13,
13.13,
13.13,
12.34,
12.34,
12.34,
12.34,
12.34,
12.34,
12.34,
12.34,
12.34,
12.34,
12.34,
12.34,
12.34,
12.34,
11.87,
11.87,
11.87,
11.87,
11.87,
11.54,
11.54,
11.54,
11.54,
11.54,
11.75,
11.75,
11.75,
11.75,
11.75,
11.75,
11.75,
11.75,
11.75,
11.75,
12.62,
12.62,
12.62,
12.62,
12.62,
12.62,
12.62,
12.62,
12.62,
12.62,
12.62,
12.62,
12.62,
12.62,
14.91,
14.91,
14.91,
14.91,
14.91,
15.96,
15.96,
15.96,
15.96,
15.96,
14.8,
14.8,
14.8,
14.8,
14.52,
14.52,
14.52,
14.52,
14.52,
13.62,
13.62,
13.62,
13.62,
13.62,
13.62,
13.62,
13.62,
13.62,
13.62,
13.62,
13.62,
13.62,
13.62,
13.62,
15.86,
15.86,
15.86,
15.86,
15.68,
15.68,
15.68,
15.68,
15.68,
14.99,
14.99,
14.99,
14.99,
14.99,
13.94,
13.94,
13.94,
13.94,
13.94,
12.63,
12.63,
12.63,
12.63,
12.63,
12.63,
12.63,
12.63,
12.63,
12.63,
12.63,
12.63,
12.63,
12.63,
12.14,
12.14,
12.14,
12.14,
12.14,
12.29,
12.29,
12.29,
12.29,
12.29,
12.58,
12.58,
12.58,
12.58,
12.58,
12.5,
12.5,
12.5,
12.5,
12.51,
12.51,
12.51,
12.51,
12.51,
12.51,
12.51,
12.51,
12.51,
12.51,
12.51,
12.51,
12.51,
12.51,
12.51,
12.61,
12.61,
12.61,
12.61,
12.61,
12.67,
12.67,
12.67,
12.67,
12.67,
12.67,
12.67,
12.67,
12.67,
12.65,
12.65,
12.65,
12.65,
12.65,
13.43,
13.43,
13.43,
13.43,
13.43,
13.43,
13.43,
13.43,
13.43,
13.43,
13.43,
13.43,
13.43,
13.43,
14.82,
14.82,
14.82,
14.82,
14.82,
13.78,
13.78,
13.78,
13.78,
13.78,
13.78,
13.78,
13.78,
13.78,
13.78,
12.47,
12.47,
12.47,
12.47,
12.47,
14.02,
14.02,
14.02,
14.02,
14.02,
14.02,
14.02,
14.02,
14.02,
14.02,
14.02,
14.02,
14.02,
14.02,
13.85,
13.85,
13.85,
13.85,
13.85,
13.79,
13.79,
13.79,
13.79,
13.79,
13.45,
13.45,
13.45,
13.45,
12.54,
12.54,
12.54,
12.54,
12.54,
12.56,
12.56,
12.56,
12.56,
12.56,
12.56,
12.56,
12.56,
12.56,
12.56,
12.56,
12.56,
12.56,
12.56,
12.56,
12.32,
12.32,
12.32,
12.32,
12.39,
12.39,
12.39,
12.39,
12.39,
12.42,
12.42,
12.42,
12.42,
12.42,
12.32,
12.32,
12.32,
12.32,
12.32,
12.1,
12.1,
12.1,
12.1,
12.1,
12.1,
12.1,
12.1,
12.1,
12.1,
12.1,
12.1,
12.1,
12.1,
12.1,
12.1,
12.1,
12.1,
12.1,
12.85,
12.85,
12.85,
12.85,
12.85,
12.91,
12.91,
12.91,
12.91,
12.91,
12.98,
12.98,
12.98,
12.98,
14.56,
14.56,
14.56,
14.56,
14.56,
14.56,
14.56,
14.56,
14.56,
14.56,
14.56,
14.56,
14.56,
14.56,
14.56,
18.23,
18.23,
18.23,
18.23,
18.23,
16.28,
16.28,
16.28,
16.28,
16.39,
16.39,
16.39,
16.39,
16.39,
15.49,
15.49,
15.49,
15.49,
15.49,
18.84,
18.84,
18.84,
18.84,
18.84,
18.84,
18.84,
18.84,
18.84,
18.84,
18.84,
18.84,
18.84,
18.84,
17.97,
17.97,
17.97,
17.97,
17.97,
16.05,
16.05,
16.05,
16.05,
16.05,
15.15,
15.15,
15.15,
15.15,
15.15,
14.96,
14.96,
14.96,
14.96,
14.96,
15.47,
15.47,
15.47,
15.47,
15.47,
15.47,
15.47,
15.47,
15.47,
15.47,
15.47,
15.47,
15.47,
15.47,
15.04,
15.04,
15.04,
15.04,
15.04,
15.18,
15.18,
15.18,
15.18,
15.18,
13.74,
13.74,
13.74,
13.74,
14.15,
14.15,
14.15,
14.15,
14.15,
13.68,
13.68,
13.68,
13.68,
13.68,
13.68,
13.68,
13.68,
13.68,
13.68,
13.68,
13.68,
13.68,
13.68,
13.68,
13.68,
13.68,
13.68,
13.68,
14.83,
14.83,
14.83,
14.83,
14.83,
14.38,
14.38,
14.38,
14.38,
14.38,
15.56,
15.56,
15.56,
15.56,
15.56,
17.08,
17.08,
17.08,
17.08,
17.08,
17.08,
17.08,
17.08,
17.08,
17.08,
17.08,
17.08,
17.08,
17.08,
25.03,
25.03,
25.03,
25.03,
25.03,
27.85,
27.85,
27.85,
27.85,
27.85,
27.56,
27.56,
27.56,
27.56,
27.56,
39.16,
39.16,
39.16,
39.16,
40.11,
40.11,
40.11,
40.11,
40.11,
40.11,
40.11,
40.11,
40.11,
40.11,
40.11,
40.11,
40.11,
40.11,
40.11,
33.42,
33.42,
33.42,
33.42,
33.42,
36.82,
36.82,
36.82,
36.82,
31.99,
31.99,
31.99,
31.99,
31.99,
39.62,
39.62,
39.62,
39.62,
39.62,
41.94,
41.94,
41.94,
41.94,
41.94,
41.94,
41.94,
41.94,
41.94,
41.94,
41.94,
41.94,
41.94,
41.94,
54.46,
54.46,
54.46,
54.46,
54.46,
47.3,
47.3,
47.3,
47.3,
47.3,
53.9,
53.9,
53.9,
53.9,
53.9,
75.47,
75.47,
75.47,
75.47,
75.47,
57.83,
57.83,
57.83,
57.83,
57.83,
57.83,
57.83,
57.83,
57.83,
57.83,
57.83,
57.83,
57.83,
57.83,
82.69,
82.69,
82.69,
82.69,
82.69,
75.91,
75.91,
75.91,
75.91,
75.91,
76.45,
76.45,
76.45,
76.45,
72,
72,
72,
72,
72,
66.04,
66.04,
66.04,
66.04,
66.04,
66.04,
66.04,
66.04,
66.04,
66.04,
66.04,
66.04,
66.04,
66.04,
66.04,
61.59,
61.59,
61.59,
61.59,
61.67,
61.67,
61.67,
61.67,
61.67,
63.95,
63.95,
63.95,
63.95,
63.95,
61,
61,
61,
61,
61,
65.54,
65.54,
65.54,
65.54,
65.54,
65.54,
65.54,
65.54,
65.54,
65.54,
65.54,
65.54,
65.54,
65.54,
57.08,
57.08,
57.08,
57.08,
57.08,
53.54,
53.54,
53.54,
53.54,
53.54,
57.06,
57.06,
57.06,
57.06,
57.06,
50.91,
50.91,
50.91,
50.91,
46.8,
46.8,
46.8,
46.8,
46.8,
46.8,
46.8,
46.8,
46.8,
46.8,
46.8,
46.8,
46.8,
46.8,
46.8,
45.24,
45.24,
45.24,
45.24,
45.24,
46.7,
46.7,
46.7,
46.7,
43.35,
43.35,
43.35,
43.35,
43.35,
41.67,
41.67,
41.67,
41.67,
41.67,
41.67,
41.67,
41.67,
41.67,
41.67,
41.67,
41.67,
41.67,
41.67,
41.67,
41.67,
41.67,
41.67,
41.67,
41.17,
41.17,
41.17,
41.17,
41.17,
37.76,
37.76,
37.76,
37.76,
37.76,
40.84,
40.84,
40.84,
40.84,
40.84,
40.11,
40.11,
40.11,
40.11,
40.11,
38.15,
38.15,
38.15,
38.15,
38.15,
38.15,
38.15,
38.15,
38.15,
38.15,
38.15,
38.15,
38.15,
38.15,
43.83,
43.83,
43.83,
43.83,
43.83,
45.41,
45.41,
45.41,
45.41,
45.41,
41.98,
41.98,
41.98,
41.98,
41.38,
41.38,
41.38,
41.38,
41.38,
35.93,
35.93,
35.93,
35.93,
35.93,
35.93,
35.93,
35.93,
35.93,
35.93,
35.93,
35.93,
35.93,
35.93,
35.93,
33.29,
33.29,
33.29,
33.29,
33.57,
33.57,
33.57,
33.57,
33.57,
31.23,
31.23,
31.23,
31.23,
31.23,
34.15,
34.15,
34.15,
34.15,
34.15,
37.19,
37.19,
37.19,
37.19,
37.19,
37.19,
37.19,
37.19,
37.19,
37.19,
37.19,
37.19,
37.19,
37.19,
35.97,
35.97,
35.97,
35.97,
35.97,
33.61,
33.61,
33.61,
33.61,
33.61,
34.12,
34.12,
34.12,
34.12,
34.12,
31.44,
31.44,
31.44,
31.44,
27.98,
27.98,
27.98,
27.98,
27.98,
27.98,
27.98,
27.98,
27.98,
27.98,
27.98,
27.98,
27.98,
27.98,
27.98,
27.57,
27.57,
27.57,
27.57,
27.57,
33.04,
33.04,
33.04,
33.04,
35.28,
35.28,
35.28,
35.28,
35.28,
32.61,
32.61,
32.61,
32.61,
32.61,
31.89,
31.89,
31.89,
31.89,
31.89,
31.89,
31.89,
31.89,
31.89,
31.89,
31.89,
31.89,
31.89,
31.89,
29.3,
29.3,
29.3,
29.3,
29.3,
30.53,
30.53,
30.53,
30.53,
30.53,
27.99,
27.99,
27.99,
27.99,
27.99,
29.53,
29.53,
29.53,
29.53,
29.53,
28.16,
28.16,
28.16,
28.16,
28.16,
28.16,
28.16,
28.16,
28.16,
28.16,
28.16,
28.16,
28.16,
28.16,
28.16,
28.16,
28.16,
28.16,
28.16,
28.01,
28.01,
28.01,
28.01,
28.01,
27.62,
27.62,
27.62,
27.62,
28.59,
28.59,
28.59,
28.59,
28.59,
27.51,
27.51,
27.51,
27.51,
27.51,
27.51,
27.51,
27.51,
27.51,
27.51,
27.51,
27.51,
27.51,
27.51,
27.51,
28.23,
28.23,
28.23,
28.23,
26.84,
26.84,
26.84,
26.84,
26.84,
25.66,
25.66,
25.66,
25.66,
25.66,
25.81,
25.81,
25.81,
25.81,
25.81,
24.52,
24.52,
24.52,
24.52,
24.52,
24.52,
24.52,
24.52,
24.52,
24.52,
24.52,
24.52,
24.52,
24.52,
25.81,
25.81,
25.81,
25.81,
25.81,
27.57,
27.57,
27.57,
27.57,
27.57,
27.57,
27.57,
27.57,
27.57,
27.57,
40.79,
40.79,
40.79,
40.79,
36.09,
36.09,
36.09,
36.09,
36.09,
36.09,
36.09,
36.09,
36.09,
36.09,
36.09,
36.09,
36.09,
36.09,
36.09,
34.4,
34.4,
34.4,
34.4,
34.4,
33.67,
33.67,
33.67,
33.67,
33.47,
33.47,
33.47,
33.47,
33.47,
32.94,
32.94,
32.94,
32.94,
32.94,
35.12,
35.12,
35.12,
35.12,
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35.12,
35.12,
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35.12,
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31.77,
31.77,
31.77,
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31.37,
31.37,
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31.37,
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33.84,
33.84,
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32.22,
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32.22,
32.22,
34.73,
34.73,
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34.73,
34.73,
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34.73,
34.73,
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31.78,
31.78,
31.78,
31.78,
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30.43,
30.43,
30.43,
30.43,
30.43,
28.62,
28.62,
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27.68,
27.68,
27.68,
27.68,
27.68,
27.68,
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27.68,
27.68,
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27.68,
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27.68,
27.68,
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27.94,
27.94,
27.94,
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29.43,
29.43,
29.43,
29.43,
29.43,
28.08,
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28.08,
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29.26,
29.26,
29.26,
29.26,
29.26,
27.29,
27.29,
27.29,
27.29,
27.29,
27.29,
27.29,
27.29,
27.29,
27.29,
27.29,
27.29,
27.29,
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32.19,
32.19,
32.19,
32.19,
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29.52,
29.52,
29.52,
29.52,
29.52,
27.76,
27.76,
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27.76,
27.76,
28,
28,
28,
28,
25.68,
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25.68,
25.68,
25.68,
25.68,
25.68,
25.68,
25.68,
25.68,
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24.32,
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26.08,
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25.84,
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24.74,
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25.44,
25.44,
25.44,
25.44,
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24.1,
24.1,
24.1,
24.1,
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24.76,
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24.46,
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24.46,
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24.28,
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24.28,
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23.76,
23.76,
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22.99,
22.99,
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22.65,
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22.21,
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22.21,
22.21,
22.21,
22.21,
22.13,
22.13,
22.13,
22.13,
24.03,
24.03,
24.03,
24.03,
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22.28,
22.28,
22.28,
22.28,
22.28,
22.13,
22.13,
22.13,
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26.12,
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26.12,
26.12,
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26.57,
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33.6,
33.6,
33.6,
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31.46,
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31.46,
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28.81,
28.81,
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29.71,
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26.04,
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26.86,
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28.58,
28.58,
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28.51,
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26.38,
26.38,
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26.38,
26.19,
26.19,
26.19,
26.19,
26.19,
26.27,
26.27,
26.27,
26.27,
26.37,
26.37,
26.37,
26.37,
26.37,
26.7,
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29.48,
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28.06,
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25,
25,
25,
25,
25,
25,
25,
25,
25,
25,
25,
25,
25,
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26.07,
26.07,
26.07,
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26.4,
26.4,
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27.41,
27.41,
27.41,
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27.41,
27.41,
27.41,
27.41,
27.41,
27.41,
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27.41,
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29.18,
29.18,
29.18,
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29.35,
29.35,
29.35,
29.35,
29.35,
28.65,
28.65,
28.65,
28.65,
28.65,
28.11,
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28.11,
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28.11,
27.55,
27.55,
27.55,
27.55,
27.55,
27.55,
27.55,
27.55,
27.55,
27.55,
27.55,
27.55,
27.55,
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32.46,
32.46,
32.46,
32.46,
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33.35,
33.35,
33.35,
33.35,
33.35,
40.28,
40.28,
40.28,
40.28,
40.28,
37.59,
37.59,
37.59,
37.59,
38.02,
38.02,
38.02,
38.02,
38.02,
38.02,
38.02,
38.02,
38.02,
38.02,
38.02,
38.02,
38.02,
38.02,
38.02,
37.13,
37.13,
37.13,
37.13,
37.13,
35.55,
35.55,
35.55,
35.55,
29.57,
29.57,
29.57,
29.57,
29.57,
27.58,
27.58,
27.58,
27.58,
27.58,
24.86,
24.86,
24.86,
24.86,
24.86,
24.86,
24.86,
24.86,
24.86,
24.86,
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24.86,
24.86,
24.86,
25.75,
25.75,
25.75,
25.75,
25.75,
24.8,
24.8,
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24.8,
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23.45,
23.45,
23.45,
23.45,
23.45,
25.35,
25.35,
25.35,
25.35,
25.35,
23.1,
23.1,
23.1,
23.1,
23.1,
23.1,
23.1,
23.1,
23.1,
23.1,
23.1,
23.1,
23.1,
23.1,
22.45,
22.45,
22.45,
22.45,
22.45,
22.71,
22.71,
22.71,
22.71,
22.71,
23.84,
23.84,
23.84,
23.84,
23.11,
23.11,
23.11,
23.11,
23.11,
23.7,
23.7,
23.7,
23.7,
23.7,
23.7,
23.7,
23.7,
23.7,
23.7,
23.7,
23.7,
23.7,
23.7,
23.7,
22.66,
22.66,
22.66,
22.66,
21.64,
21.64,
21.64,
21.64,
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21.25,
21.25,
21.25,
21.25,
21.25,
21.25,
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21.25,
21.25,
20.84,
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20.57,
20.57,
20.77,
20.77,
20.77,
20.77,
20.77,
21.17,
21.17,
21.17,
21.17,
21.17,
21.28,
21.28,
21.28,
21.28,
20.79,
20.79,
20.79,
20.79,
20.79,
20.79,
20.79,
20.79,
20.79,
20.79,
20.79,
20.79,
20.79,
20.79,
20.79,
21.3,
21.3,
21.3,
21.3,
21.3,
20.68,
20.68,
20.68,
20.68,
22.27,
22.27,
22.27,
22.27,
22.27,
22.52,
22.52,
22.52,
22.52,
22.52,
23.31,
23.31,
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23.31,
23.31,
23.31,
23.31,
23.31,
23.31,
23.31,
23.31,
23.31,
23.31,
23.31,
24.72,
24.72,
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24.72,
22.89,
22.89,
22.89,
22.89,
22.89,
22.5,
22.5,
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22.5,
22.5,
21.93,
21.93,
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21.93,
21.93,
21.57,
21.57,
21.57,
21.57,
21.57,
21.57,
21.57,
21.57,
21.57,
21.57,
21.57,
21.57,
21.57,
21.57,
25.16,
25.16,
25.16,
25.16,
25.16,
24.23,
24.23,
24.23,
24.23,
24.23,
23.31,
23.31,
23.31,
23.31,
21.53,
21.53,
21.53,
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21.53,
21.53,
21.53,
21.53,
21.53,
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21.53,
21.53,
21.53,
21.53,
21.53,
21.53,
21.53,
21.53,
21.53,
21.7,
21.7,
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23.08,
23.08,
23.08,
23.08,
23.08,
22.77,
22.77,
22.77,
22.77,
22.77,
22.75,
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22.75,
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26.97,
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25.34,
25.34,
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25.34,
25.34,
25.07,
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25.07,
25.07,
22.37,
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21.56,
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21.56,
21.56,
21.56,
21.56,
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21.56,
21.56,
21.56,
21.56,
21.56,
24.08,
24.08,
24.08,
24.08,
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23.33,
23.33,
23.33,
23.33,
22.21,
22.21,
22.21,
22.21,
22.21,
23.25,
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23.25,
23.25,
24.34,
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23.24,
23.24,
23.24,
23.24,
23.24,
21.58,
21.58,
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21.32,
21.32,
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21.32,
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21.91,
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21.91,
21.91,
23.19,
23.19,
23.19,
23.19,
23.19,
23.02,
23.02,
23.02,
23.02,
23.02,
37.21,
37.21,
37.21,
37.21,
30.21,
30.21,
30.21,
30.21,
30.21,
33.09,
33.09,
33.09,
33.09,
33.09,
33.09,
33.09,
33.09,
33.09,
33.09,
33.09,
33.09,
33.09,
33.09,
33.09,
30.24,
30.24,
30.24,
30.24,
25.56,
25.56,
25.56,
25.56,
25.56,
22.91,
22.91,
22.91,
22.91,
22.91,
21.77,
21.77,
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20.87,
20.87,
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21.24,
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21.24,
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21.63,
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21.25,
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19.97,
19.97,
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19.97,
19.97,
21.46,
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21.46,
21.46,
21.5,
21.5,
21.5,
21.5,
21.5,
22.49,
22.49,
22.49,
22.49,
22.49,
22.05,
22.05,
22.05,
22.05,
22.05,
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22.05,
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22.05,
22.05,
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23.11,
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21.34,
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28.89,
28.89,
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27.95,
27.95,
27.95,
27.95,
27.95,
27.95,
27.95,
27.95,
27.95,
27.95,
27.95,
27.95,
27.95,
27.95,
23.35,
23.35,
23.35,
23.35,
23.35,
24.1,
24.1,
24.1,
24.1,
24.1,
26.67,
26.67,
26.67,
26.67,
28.57,
28.57,
28.57,
28.57,
28.57,
24.66,
24.66,
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24.66,
24.66,
24.66,
24.66,
24.66,
24.66,
24.66,
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24.66,
24.66,
24.66,
25.47,
25.47,
25.47,
25.47,
24.03,
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24.03,
24.03,
24.03,
22.56,
22.56,
22.56,
22.56,
22.56,
21.91,
21.91,
21.91,
21.91,
21.91,
20.69,
20.69,
20.69,
20.69,
20.69,
20.69,
20.69,
20.69,
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20.03,
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20.03,
20.03,
20.03,
19.79,
19.79,
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19.79,
19.79,
19.23,
19.23,
19.23,
19.23,
19.23,
21.58,
21.58,
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20.95,
20.95,
20.95,
20.95,
20.95,
20.95,
20.95,
20.95,
20.95,
20.95,
20.95,
20.95,
20.95,
20.95,
20.95,
18.88,
18.88,
18.88,
18.88,
18.88,
20.3,
20.3,
20.3,
20.3,
21.2,
21.2,
21.2,
21.2,
21.2,
19.81,
19.81,
19.81,
19.81,
19.81,
18.86,
18.86,
18.86,
18.86,
18.86,
18.86,
18.86,
18.86,
18.86,
18.86,
18.86,
18.86,
18.86,
18.86,
20.74,
20.74,
20.74,
20.74,
20.74,
19.61,
19.61,
19.61,
19.61,
19.61,
19.4,
19.4,
19.4,
19.4,
19.4,
17.33,
17.33,
17.33,
17.33,
17.33,
17.33,
17.33,
17.33,
17.33,
17.33,
17.33,
17.33,
17.33,
17.33,
17.33,
17.33,
17.33,
17.33,
17.33,
17.91,
17.91,
17.91,
17.91,
17.91,
18.12,
18.12,
18.12,
18.12,
18.12,
17.16,
17.16,
17.16,
17.16,
16.95,
16.95,
16.95,
16.95,
16.95,
16.69,
16.69,
16.69,
16.69,
16.69,
16.69,
16.69,
16.69,
16.69,
16.69,
16.69,
16.69,
16.69,
16.69,
16.69,
16.91,
16.91,
16.91,
16.91,
16.65,
16.65,
16.65,
16.65,
16.65,
16.99,
16.99,
16.99,
16.99,
16.99,
16.57,
16.57,
16.57,
16.57,
16.57,
16.25,
16.25,
16.25,
16.25,
16.25,
16.25,
16.25,
16.25,
16.25,
16.25,
16.25,
16.25,
16.25,
16.25,
17.29,
17.29,
17.29,
17.29,
17.29,
18.68,
18.68,
18.68,
18.68,
18.68,
17.5,
17.5,
17.5,
17.5,
17.5,
18.71,
18.71,
18.71,
18.71,
17.33,
17.33,
17.33,
17.33,
17.33,
17.33,
17.33,
17.33,
17.33,
17.33,
17.33,
17.33,
17.33,
17.33,
17.33,
17.64,
17.64,
17.64,
17.64,
17.64,
17.56,
17.56,
17.56,
17.56,
17.28,
17.28,
17.28,
17.28,
17.28,
17.61,
17.61,
17.61,
17.61,
17.61,
18.61,
18.61,
18.61,
18.61,
18.61,
18.61,
18.61,
18.61,
18.61,
18.61,
18.61,
18.61,
18.61,
18.61,
18.31,
18.31,
18.31,
18.31,
18.31,
19.48,
19.48,
19.48,
19.48,
19.48,
19.15,
19.15,
19.15,
19.15,
19.15,
18.39,
18.39,
18.39,
18.39,
18.39,
16.69,
16.69,
16.69,
16.69,
16.69,
16.69,
16.69,
16.69,
16.69,
16.69,
16.69,
16.69,
16.69,
16.69,
19.66,
19.66,
19.66,
19.66,
19.66,
21.84,
21.84,
21.84,
21.84,
21.84,
27.59,
27.59,
27.59,
27.59,
23.13,
23.13,
23.13,
23.13,
23.13,
18.81,
18.81,
18.81,
18.81,
18.81,
18.81,
18.81,
18.81,
18.81,
18.81,
18.81,
18.81,
18.81,
18.81,
18.81,
19.72,
19.72,
19.72,
19.72,
21.34,
21.34,
21.34,
21.34,
21.34,
22.18,
22.18,
22.18,
22.18,
22.18,
20.67,
20.67,
20.67,
20.67,
20.67,
20.15,
20.15,
20.15,
20.15,
20.15,
20.15,
20.15,
20.15,
20.15,
20.15,
20.15,
20.15,
20.15,
20.15,
18.4,
18.4,
18.4,
18.4,
18.4,
18.84,
18.84,
18.84,
18.84,
18.84,
17.36,
17.36,
17.36,
17.36,
17.36,
16.74,
16.74,
16.74,
16.74,
16.76,
16.76,
16.76,
16.76,
16.76,
16.76,
16.76,
16.76,
16.76,
16.76,
16.76,
16.76,
16.76,
16.76,
16.76,
16.76,
16.76,
16.76,
16.76,
16.76,
17.9,
17.9,
17.9,
17.9,
17.48,
17.48,
17.48,
17.48,
17.48,
18.04,
18.04,
18.04,
18.04,
18.04,
16.42,
16.42,
16.42,
16.42,
16.42,
16.42,
16.42,
16.42,
16.42,
16.42,
16.42,
16.42,
16.42,
16.42,
16.42,
16.42,
16.42,
16.42,
16.42,
17.07,
17.07,
17.07,
17.07,
17.07,
17.89,
17.89,
17.89,
17.89,
17.89,
16.1,
16.1,
16.1,
16.1,
16.1,
15.65,
15.65,
15.65,
15.65,
15.65,
15.65,
15.65,
15.65,
15.65,
15.65,
15.65,
15.65,
15.65,
15.65,
16.39,
16.39,
16.39,
16.39,
16.39,
17.02,
17.02,
17.02,
17.02,
17.02,
18.15,
18.15,
18.15,
18.15,
17.75,
17.75,
17.75,
17.75,
17.75,
20.7,
20.7,
20.7,
20.7,
20.7,
20.7,
20.7,
20.7,
20.7,
20.7,
20.7,
20.7,
20.7,
20.7,
20.7,
17.89,
17.89,
17.89,
17.89,
16.66,
16.66,
16.66,
16.66,
16.66,
16.32,
16.32,
16.32,
16.32,
16.32,
15.97,
15.97,
15.97,
15.97,
15.97,
15.62,
15.62,
15.62,
15.62,
15.62,
15.62,
15.62,
15.62,
15.62,
15.62,
15.62,
15.62,
15.62,
15.62,
15.76,
15.76,
15.76,
15.76,
15.76,
16.02,
16.02,
16.02,
16.02,
16.02,
15.83,
15.83,
15.83,
15.83,
15.83,
15.48,
15.48,
15.48,
15.48,
15.07,
15.07,
15.07,
15.07,
15.07,
15.07,
15.07,
15.07,
15.07,
15.07,
15.07,
15.07,
15.07,
15.07,
15.07,
15.07,
15.07,
15.07,
15.07,
15.07,
16.44,
16.44,
16.44,
16.44,
16.2,
16.2,
16.2,
16.2,
16.2,
19,
19,
19,
19,
19,
16.18,
16.18,
16.18,
16.18,
16.18,
16.18,
16.18,
16.18,
16.18,
16.18,
16.18,
16.18,
16.18,
16.18,
16.17,
16.17,
16.17,
16.17,
16.17,
17.12,
17.12,
17.12,
17.12,
17.12,
16.33,
16.33,
16.33,
16.33,
16.33,
17.01,
17.01,
17.01,
17.01,
17.01,
18.45,
18.45,
18.45,
18.45,
18.45,
18.45,
18.45,
18.45,
18.45,
18.45,
18.45,
18.45,
18.45,
18.45,
22.5,
22.5,
22.5,
22.5,
22.5,
19.73,
19.73,
19.73,
19.73,
19.73,
17.91,
17.91,
17.91,
17.91,
17.69,
17.69,
17.69,
17.69,
17.69,
17.2,
17.2,
17.2,
17.2,
17.2,
17.2,
17.2,
17.2,
17.2,
17.2,
17.2,
17.2,
17.2,
17.2,
17.2,
17.58,
17.58,
17.58,
17.58,
19.36,
19.36,
19.36,
19.36,
19.36,
18.31,
18.31,
18.31,
18.31,
18.31,
17.7,
17.7,
17.7,
17.7,
17.7,
18.24,
18.24,
18.24,
18.24,
18.24,
18.24,
18.24,
18.24,
18.24,
18.24,
18.24,
18.24,
18.24,
18.24,
19.46,
19.46,
19.46,
19.46,
19.46,
18.04,
18.04,
18.04,
18.04,
18.04,
17.97,
17.97,
17.97,
17.97,
17.97,
17.28,
17.28,
17.28,
17.28,
16.15,
16.15,
16.15,
16.15,
16.15,
16.15,
16.15,
16.15,
16.15,
16.15,
16.15,
16.15,
16.15,
16.15,
16.15,
16.72,
16.72,
16.72,
16.72,
16.72,
16.79,
16.79,
16.79,
16.79,
16.06,
16.06,
16.06,
16.06,
16.06,
15.59,
15.59,
15.59,
15.59,
15.59,
15.45,
15.45,
15.45,
15.45,
15.45,
15.45,
15.45,
15.45,
15.45,
15.45,
15.45,
15.45,
15.45,
15.45,
16.12,
16.12,
16.12,
16.12,
16.12,
17.91,
17.91,
17.91,
17.91,
17.91,
21.57,
21.57,
21.57,
21.57,
21.57,
21.67,
21.67,
21.67,
21.67,
21.67,
18.56,
18.56,
18.56,
18.56,
18.56,
18.56,
18.56,
18.56,
18.56,
18.56,
18.56,
18.56,
18.56,
18.56,
17.15,
17.15,
17.15,
17.15,
17.15,
17.22,
17.22,
17.22,
17.22,
17.22,
16.79,
16.79,
16.79,
16.79,
18.84,
18.84,
18.84,
18.84,
18.84,
16.39,
16.39,
16.39,
16.39,
16.39,
16.39,
16.39,
16.39,
16.39,
16.39,
16.39,
16.39,
16.39,
16.39,
16.39,
16.19,
16.19,
16.19,
16.19,
16.48,
16.48,
16.48,
16.48,
16.48,
16.11,
16.11,
16.11,
16.11,
16.11,
16.41,
16.41,
16.41,
16.41,
16.41,
16.41,
16.41,
16.41,
16.41,
16.41,
16.41,
16.41,
16.41,
16.41,
16.41,
16.41,
16.41,
16.41,
16.41,
16.41,
16.41,
16.41,
16.41,
16.41,
18.14,
18.14,
18.14,
18.14,
18.14,
17.96,
17.96,
17.96,
17.96,
17.96,
18.8,
18.8,
18.8,
18.8,
20.95,
20.95,
20.95,
20.95,
20.95,
20.95,
20.95,
20.95,
20.95,
20.95,
20.95,
20.95,
20.95,
20.95,
20.95,
19.37,
19.37,
19.37,
19.37,
19.37,
19.46,
19.46,
19.46,
19.46,
18.18,
18.18,
18.18,
18.18,
18.18,
18.69,
18.69,
18.69,
18.69,
18.69,
20.81,
20.81,
20.81,
20.81,
20.81,
20.81,
20.81,
20.81,
20.81,
20.81,
20.81,
20.81,
20.81,
20.81,
25.71,
25.71,
25.71,
25.71,
25.71,
24.36,
24.36,
24.36,
24.36,
24.36,
20.87,
20.87,
20.87,
20.87,
20.87,
18.63,
18.63,
18.63,
18.63,
18.63,
17.75,
17.75,
17.75,
17.75,
17.75,
17.75,
17.75,
17.75,
17.75,
17.75,
17.75,
17.75,
17.75,
17.75,
18.76,
18.76,
18.76,
18.76,
18.76,
23.25,
23.25,
23.25,
23.25,
23.25,
22.56,
22.56,
22.56,
22.56,
23.14,
23.14,
23.14,
23.14,
23.14,
21.15,
21.15,
21.15,
21.15,
21.15,
21.15,
21.15,
21.15,
21.15,
21.15,
21.15,
21.15,
21.15,
21.15,
21.15,
22.96,
22.96,
22.96,
22.96,
21.3,
21.3,
21.3,
21.3,
21.3,
21,
21,
21,
21,
21,
19.54,
19.54,
19.54,
19.54,
19.54,
18.77,
18.77,
18.77,
18.77,
18.77,
18.77,
18.77,
18.77,
18.77,
18.77,
18.77,
18.77,
18.77,
18.77,
20,
20,
20,
20,
20,
19.85,
19.85,
19.85,
19.85,
19.85,
18.64,
18.64,
18.64,
18.64,
18.64,
16.86,
16.86,
16.86,
16.86,
16.3,
16.3,
16.3,
16.3,
16.3,
16.3,
16.3,
16.3,
16.3,
16.3,
16.3,
16.3,
16.3,
16.3,
16.3,
16.31,
16.31,
16.31,
16.31,
16.31,
15.7,
15.7,
15.7,
15.7,
15.49,
15.49,
15.49,
15.49,
15.49,
15.01,
15.01,
15.01,
15.01,
15.01,
15.43,
15.43,
15.43,
15.43,
15.43,
15.43,
15.43,
15.43,
15.43,
15.43,
15.43,
15.43,
15.43,
15.43,
15.24,
15.24,
15.24,
15.24,
15.24,
15.98,
15.98,
15.98,
15.98,
15.98,
16.98,
16.98,
16.98,
16.98,
16.98,
16.53,
16.53,
16.53,
16.53,
16.53,
16.26,
16.26,
16.26,
16.26,
16.26,
16.26,
16.26,
16.26,
16.26,
16.26,
16.26,
16.26,
16.26,
16.26,
16.41,
16.41,
16.41,
16.41,
16.41,
16.03,
16.03,
16.03,
16.03,
16.03,
15.1,
15.1,
15.1,
15.1,
15.44,
15.44,
15.44,
15.44,
15.44,
16.48,
16.48,
16.48,
16.48,
16.48,
16.48,
16.48,
16.48,
16.48,
16.48,
16.48,
16.48,
16.48,
16.48,
16.48,
17.22,
17.22,
17.22,
17.22,
17.78,
17.78,
17.78,
17.78,
17.78,
18.73,
18.73,
18.73,
18.73,
18.73,
17.66,
17.66,
17.66,
17.66,
17.66,
16.29,
16.29,
16.29,
16.29,
16.29,
16.29,
16.29,
16.29,
16.29,
16.29,
16.29,
16.29,
16.29,
16.29,
16.49,
16.49,
16.49,
16.49,
16.49,
16.37,
16.37,
16.37,
16.37,
16.37,
17.11,
17.11,
17.11,
17.11,
17.11,
17.59,
17.59,
17.59,
17.59,
17.91,
17.91,
17.91,
17.91,
17.91,
17.91,
17.91,
17.91,
17.91,
17.91,
17.91,
17.91,
17.91,
17.91,
17.91,
19.17,
19.17,
19.17,
19.17,
19.17,
19.38,
19.38,
19.38,
19.38,
18.58,
18.58,
18.58,
18.58,
18.58,
18.58,
18.58,
18.58,
18.58,
18.58,
28.62,
28.62,
28.62,
28.62,
28.62,
28.62,
28.62,
28.62,
28.62,
28.62,
28.62,
28.62,
28.62,
28.62,
22.96,
22.96,
22.96,
22.96,
22.96,
27.19,
27.19,
27.19,
27.19,
27.19,
31.12,
31.12,
31.12,
31.12,
31.12,
27.95,
27.95,
27.95,
27.95,
27.95,
30.67,
30.67,
30.67,
30.67,
30.67,
30.67,
30.67,
30.67,
30.67,
30.67,
30.67,
30.67,
30.67,
30.67,
27.18,
27.18,
27.18,
27.18,
27.18,
21.89,
21.89,
21.89,
21.89,
21.89,
19.9,
19.9,
19.9,
19.9,
21.58,
21.58,
21.58,
21.58,
21.58,
18.69,
18.69,
18.69,
18.69,
18.69,
18.69,
18.69,
18.69,
18.69,
18.69,
18.69,
18.69,
18.69,
18.69,
18.69,
20.31,
20.31,
20.31,
20.31,
21.89,
21.89,
21.89,
21.89,
21.89,
19.29,
19.29,
19.29,
19.29,
19.29,
20.57,
20.57,
20.57,
20.57,
20.57,
21.57,
21.57,
21.57,
21.57,
21.57,
21.57,
21.57,
21.57,
21.57,
21.57,
21.57,
21.57,
21.57,
21.57,
22.87,
22.87,
22.87,
22.87,
22.87,
21.01,
21.01,
21.01,
21.01,
21.01,
18.63,
18.63,
18.63,
18.63,
18.63,
17.96,
17.96,
17.96,
17.96,
17.96,
17.96,
17.96,
17.96,
17.96,
17.96,
17.96,
17.96,
17.96,
17.96,
17.96,
17.96,
17.96,
17.96,
17.96,
17.68,
17.68,
17.68,
17.68,
17.68,
17.54,
17.54,
17.54,
17.54,
16.95,
16.95,
16.95,
16.95,
16.95,
17.33,
17.33,
17.33,
17.33,
17.33,
17.22,
17.22,
17.22,
17.22,
17.22,
17.22,
17.22,
17.22,
17.22,
17.22,
17.22,
17.22,
17.22,
17.22,
16.6,
16.6,
16.6,
16.6,
16.6,
16.91,
16.91,
16.91,
16.91,
16.91,
19.73,
19.73,
19.73,
19.73,
19.73,
19.61,
19.61,
19.61,
19.61,
19.61,
18.76,
18.76,
18.76,
18.76,
18.76,
18.76,
18.76,
18.76,
18.76,
18.76,
18.76,
18.76,
18.76,
18.76,
19.4,
19.4,
19.4,
19.4,
19.4,
18.41,
18.41,
18.41,
18.41,
18.41,
17.62,
17.62,
17.62,
17.62,
20.31,
20.31,
20.31,
20.31,
20.31,
19.19,
19.19,
19.19,
19.19,
19.19,
19.19,
19.19,
19.19,
19.19,
19.19,
19.19,
19.19,
19.19,
19.19,
19.19,
19.19,
19.19,
19.19,
19.19,
22.79,
22.79,
22.79,
22.79,
22.79,
23.85,
23.85,
23.85,
23.85,
23.85,
25.59,
25.59,
25.59,
25.59,
25.59,
28.85,
28.85,
28.85,
28.85,
28.85,
28.85,
28.85,
28.85,
28.85,
28.85,
28.85,
28.85,
28.85,
28.85,
29.9,
29.9,
29.9,
29.9,
29.9,
31.16,
31.16,
31.16,
31.16,
31.16,
31.96,
31.96,
31.96,
31.96,
31.96,
30.49,
30.49,
30.49,
30.49,
27.66,
27.66,
27.66,
27.66,
27.66,
27.66,
27.66,
27.66,
27.66,
27.66,
27.66,
27.66,
27.66,
27.66,
27.66,
24.83,
24.83,
24.83,
24.83,
24.83,
21.96,
21.96,
21.96,
21.96,
22.09,
22.09,
22.09,
22.09,
22.09,
24.35,
24.35,
24.35,
24.35,
24.35,
23.22,
23.22,
23.22,
23.22,
23.22,
23.22,
23.22,
23.22,
23.22,
23.22,
23.22,
23.22,
23.22,
23.22,
22.86,
22.86,
22.86,
22.86,
22.86,
21.44,
21.44,
21.44,
21.44,
21.44,
19.96,
19.96,
19.96,
19.96,
19.96,
23.91,
23.91,
23.91,
23.91,
23.91,
27.36,
27.36,
27.36,
27.36,
27.36,
27.36,
27.36,
27.36,
27.36,
27.36,
27.36,
27.36,
27.36,
27.36,
28.33,
28.33,
28.33,
28.33,
28.33,
25.7,
25.7,
25.7,
25.7,
25.7,
24.29,
24.29,
24.29,
24.29,
28.11,
28.11,
28.11,
28.11,
28.11,
27.75,
27.75,
27.75,
27.75,
27.75,
27.75,
27.75,
27.75,
27.75,
27.75,
27.75,
27.75,
27.75,
27.75,
27.75,
27.75,
27.75,
27.75,
27.75,
28.81,
28.81,
28.81,
28.81,
28.81,
31.02,
31.02,
31.02,
31.02,
31.02,
30.32,
30.32,
30.32,
30.32,
30.32,
27.59,
27.59,
27.59,
27.59,
27.59,
27.59,
27.59,
27.59,
27.59,
27.59,
27.59,
27.59,
27.59,
27.59,
30.15,
30.15,
30.15,
30.15,
30.15,
33.32,
33.32,
33.32,
33.32,
33.32,
30.74,
30.74,
30.74,
30.74,
30.74,
30.48,
30.48,
30.48,
30.48,
31.98,
31.98,
31.98,
31.98,
31.98,
31.98,
31.98,
31.98,
31.98,
31.98,
31.98,
31.98,
31.98,
31.98,
31.98,
36.45,
36.45,
36.45,
36.45,
36.45,
35.13,
35.13,
35.13,
35.13,
32.45,
32.45,
32.45,
32.45,
32.45,
30.23,
30.23,
30.23,
30.23,
30.23,
30.75,
30.75,
30.75,
30.75,
30.75,
30.75,
30.75,
30.75,
30.75,
30.75,
30.75,
30.75,
30.75,
30.75,
31.77,
31.77,
31.77,
31.77,
31.77,
29.83,
29.83,
29.83,
29.83,
29.83,
26.67,
26.67,
26.67,
26.67,
26.67,
25.67,
25.67,
25.67,
25.67,
25.67,
23.87,
23.87,
23.87,
23.87,
23.87,
23.87,
23.87,
23.87,
23.87,
23.87,
23.87,
23.87,
23.87,
23.87,
23.53,
23.53,
23.53,
23.53,
23.53,
22.94,
22.94,
22.94,
22.94,
22.94,
23.57,
23.57,
23.57,
23.57,
21.67,
21.67,
21.67,
21.67,
21.67,
20.81,
20.81,
20.81,
20.81,
20.81,
20.81,
20.81,
20.81,
20.81,
20.81,
20.81,
20.81,
20.81,
20.81,
20.81,
19.63,
19.63,
19.63,
19.63,
18.9,
18.9,
18.9,
18.9,
18.9,
19.33,
19.33,
19.33,
19.33,
19.33,
20.56,
20.56,
20.56,
20.56,
20.56,
19.63,
19.63,
19.63,
19.63,
19.63,
19.63,
19.63,
19.63,
19.63,
19.63,
19.63,
19.63,
19.63,
19.63,
18.57,
18.57,
18.57,
18.57,
18.57,
21.03,
21.03,
21.03,
21.03,
21.03,
22.1,
22.1,
22.1,
22.1,
22.1,
21.55,
21.55,
21.55,
21.55,
21.16,
21.16,
21.16,
21.16,
21.16,
21.16,
21.16,
21.16,
21.16,
21.16,
21.16,
21.16,
21.16,
21.16,
21.16,
24.37,
24.37,
24.37,
24.37,
24.37,
24.26,
24.26,
24.26,
24.26,
21.82,
21.82,
21.82,
21.82,
21.82,
22.7,
22.7,
22.7,
22.7,
22.7,
22.7,
22.7,
22.7,
22.7,
22.7,
22.7,
22.7,
22.7,
22.7,
22.7,
22.7,
22.7,
22.7,
22.7,
22.17,
22.17,
22.17,
22.17,
22.17,
21.37,
21.37,
21.37,
21.37,
21.37,
20.32,
20.32,
20.32,
20.32,
20.32,
22.68,
22.68,
22.68,
22.68,
22.68,
28.21,
28.21,
28.21,
28.21,
28.21,
28.21,
28.21,
28.21,
28.21,
28.21,
28.21,
28.21,
28.21,
28.21,
27.02,
27.02,
27.02,
27.02,
27.02,
33.52,
33.52,
33.52,
33.52,
33.52,
31.6,
31.6,
31.6,
31.6,
29.99,
29.99,
29.99,
29.99,
29.99,
33.4,
33.4,
33.4,
33.4,
33.4,
33.4,
33.4,
33.4,
33.4,
33.4,
33.4,
33.4,
33.4,
33.4,
33.4,
32.34,
32.34,
32.34,
32.34,
29.25,
29.25,
29.25,
29.25,
29.25,
25.42,
25.42,
25.42,
25.42,
25.42,
31.2,
31.2,
31.2,
31.2,
31.2,
30.19,
30.19,
30.19,
30.19,
30.19,
30.19,
30.19,
30.19,
30.19,
30.19,
30.19,
30.19,
30.19,
30.19,
34.75,
34.75,
34.75,
34.75,
34.75,
32.99,
32.99,
32.99,
32.99,
32.99,
32.56,
32.56,
32.56,
32.56,
32.56,
31.77,
31.77,
31.77,
31.77,
28.87,
28.87,
28.87,
28.87,
28.87,
28.87,
28.87,
28.87,
28.87,
28.87,
28.87,
28.87,
28.87,
28.87,
28.87,
27.47,
27.47,
27.47,
27.47,
27.47,
26.1,
26.1,
26.1,
26.1,
30.96,
30.96,
30.96,
30.96,
30.96,
29.35,
29.35,
29.35,
29.35,
29.35,
29.43,
29.43,
29.43,
29.43,
29.43,
29.43,
29.43,
29.43,
29.43,
29.43,
29.43,
29.43,
29.43,
29.43,
28.48,
28.48,
28.48,
28.48,
28.48,
29.45,
29.45,
29.45,
29.45,
29.45,
28.37,
28.37,
28.37,
28.37,
28.37,
27.5,
27.5,
27.5,
27.5,
27.5,
25.72,
25.72,
25.72,
25.72,
25.72,
25.72,
25.72,
25.72,
25.72,
25.72,
25.72,
25.72,
25.72,
25.72,
26.54,
26.54,
26.54,
26.54,
26.54,
26.19,
26.19,
26.19,
26.19,
26.19,
25.69,
25.69,
25.69,
25.69,
24.72,
24.72,
24.72,
24.72,
24.72,
24.79,
24.79,
24.79,
24.79,
24.79,
24.79,
24.79,
24.79,
24.79,
24.79,
24.79,
24.79,
24.79,
24.79,
24.79,
25.07,
25.07,
25.07,
25.07,
24.02,
24.02,
24.02,
24.02,
24.02,
23.96,
23.96,
23.96,
23.96,
23.96,
26.09,
26.09,
26.09,
26.09,
26.09,
27.75,
27.75,
27.75,
27.75,
27.75,
27.75,
27.75,
27.75,
27.75,
27.75,
27.75,
27.75,
27.75,
27.75,
34.02,
34.02,
34.02,
34.02,
34.02,
32.69,
32.69,
32.69,
32.69,
32.69,
29.62,
29.62,
29.62,
29.62,
29.62,
32.95,
32.95,
32.95,
32.95,
31.13,
31.13,
31.13,
31.13,
31.13,
31.13,
31.13,
31.13,
31.13,
31.13,
31.13,
31.13,
31.13,
31.13,
31.13,
31.03,
31.03,
31.03,
31.03,
31.03,
30.19,
30.19,
30.19,
30.19,
28.95,
28.95,
28.95,
28.95,
28.95,
29.05,
29.05,
29.05,
29.05,
29.05,
27.23,
27.23,
27.23,
27.23,
27.23,
27.23,
27.23,
27.23,
27.23,
27.23,
27.23,
27.23,
27.23,
27.23,
26.95,
26.95,
26.95,
26.95,
26.95,
28.36,
28.36,
28.36,
28.36,
28.36,
28.16,
28.16,
28.16,
28.16,
28.16,
28.71,
28.71,
28.71,
28.71,
28.71,
26.7,
26.7,
26.7,
26.7,
26.7,
26.7,
26.7,
26.7,
26.7,
26.7,
26.7,
26.7,
26.7,
26.7,
27.53,
27.53,
27.53,
27.53,
27.53,
27.54,
27.54,
27.54,
27.54,
27.54,
26.73,
26.73,
26.73,
26.73,
26.08,
26.08,
26.08,
26.08,
26.08,
24.64,
24.64,
24.64,
24.64,
24.64,
24.64,
24.64,
24.64,
24.64,
24.64,
24.64,
24.64,
24.64,
24.64,
24.64,
26.17,
26.17,
26.17,
26.17,
27.29,
27.29,
27.29,
27.29,
27.29,
26.82,
26.82,
26.82,
26.82,
26.82,
26.4,
26.4,
26.4,
26.4,
26.4,
24.23,
24.23,
24.23,
24.23,
24.23,
24.23,
24.23,
24.23,
24.23,
24.23,
24.23,
24.23,
24.23,
24.23,
25.3,
25.3,
25.3,
25.3,
25.3,
24.5,
24.5,
24.5,
24.5,
24.5,
23.88,
23.88,
23.88,
23.88,
23.88,
23.11,
23.11,
23.11,
23.11,
23.03,
23.03,
23.03,
23.03,
23.03,
23.03,
23.03,
23.03,
23.03,
23.03,
23.03,
23.03,
23.03,
23.03,
23.03,
23.36,
23.36,
23.36,
23.36,
23.36,
24.69,
24.69,
24.69,
24.69,
23.24,
23.24,
23.24,
23.24,
23.24,
22.33,
22.33,
22.33,
22.33,
22.33,
21.33,
21.33,
21.33,
21.33,
21.33,
21.33,
21.33,
21.33,
21.33,
21.33,
21.33,
21.33,
21.33,
21.33,
22.84,
22.84,
22.84,
22.84,
22.84,
23.93,
23.93,
23.93,
23.93,
23.93,
21.95,
21.95,
21.95,
21.95,
21.95,
21.44,
21.44,
21.44,
21.44,
21.44,
21.15,
21.15,
21.15,
21.15,
21.15,
21.15,
21.15,
21.15,
21.15,
21.15,
21.15,
21.15,
21.15,
21.15,
21.29,
21.29,
21.29,
21.29,
21.29,
21.77,
21.77,
21.77,
21.77,
21.77,
19.74,
19.74,
19.74,
19.74,
20.2,
20.2,
20.2,
20.2,
20.2,
19.53,
19.53,
19.53,
19.53,
19.53,
19.53,
19.53,
19.53,
19.53,
19.53,
19.53,
19.53,
19.53,
19.53,
19.53,
19.95,
19.95,
19.95,
19.95,
19.69,
19.69,
19.69,
19.69,
19.69,
19.9,
19.9,
19.9,
19.9,
19.9,
19.56,
19.56,
19.56,
19.56,
19.56,
20.6,
20.6,
20.6,
20.6,
20.6,
20.6,
20.6,
20.6,
20.6,
20.6,
20.6,
20.6,
20.6,
20.6,
23.8,
23.8,
23.8,
23.8,
23.8,
24.11,
24.11,
24.11,
24.11,
24.11,
22.82,
22.82,
22.82,
22.82,
22.82,
21.78,
21.78,
21.78,
21.78,
25.56,
25.56,
25.56,
25.56,
25.56,
25.56,
25.56,
25.56,
25.56,
25.56,
25.56,
25.56,
25.56,
25.56,
25.56,
26.21,
26.21,
26.21,
26.21,
26.21,
26.21,
26.21,
26.21,
26.21,
25.87,
25.87,
25.87,
25.87,
25.87,
25.56,
25.56,
25.56,
25.56,
25.56,
25.47,
25.47,
25.47,
25.47,
25.47,
25.47,
25.47,
25.47,
25.47,
25.47,
25.47,
25.47,
25.47,
25.47,
25.99,
25.99,
25.99,
25.99,
25.99,
26.91,
26.91,
26.91,
26.91,
26.91,
24.64,
24.64,
24.64,
24.64,
24.64,
23.61,
23.61,
23.61,
23.61,
23.61,
22.79,
22.79,
22.79,
22.79,
22.79,
22.79,
22.79,
22.79,
22.79,
22.79,
22.79,
22.79,
22.79,
22.79,
23.87,
23.87,
23.87,
23.87,
23.87,
27.27,
27.27,
27.27,
27.27,
27.27,
26.16,
26.16,
26.16,
26.16,
26.27,
26.27,
26.27,
26.27,
26.27,
26.3,
26.3,
26.3,
26.3,
26.3,
26.3,
26.3,
26.3,
26.3,
26.3,
26.3,
26.3,
26.3,
26.3,
26.3,
25.76,
25.76,
25.76,
25.76,
27.16,
27.16,
27.16,
27.16,
27.16,
27.99,
27.99,
27.99,
27.99,
27.99,
27.35,
27.35,
27.35,
27.35,
27.35,
29.92,
29.92,
29.92,
29.92,
29.92,
29.92,
29.92,
29.92,
29.92,
29.92,
29.92,
29.92,
29.92,
29.92,
32.26,
32.26,
32.26,
32.26,
32.26,
32.6,
32.6,
32.6,
32.6,
32.6,
30.18,
30.18,
30.18,
30.18,
30.18,
31.84,
31.84,
31.84,
31.84,
31.62,
31.62,
31.62,
31.62,
31.62,
31.62,
31.62,
31.62,
31.62,
31.62,
31.62,
31.62,
31.62,
31.62,
31.62,
30.1,
30.1,
30.1,
30.1,
30.1,
29.07,
29.07,
29.07,
29.07,
28.55,
28.55,
28.55,
28.55,
28.55,
30.52,
30.52,
30.52,
30.52,
30.52,
31.36,
31.36,
31.36,
31.36,
31.36,
31.36,
31.36,
31.36,
31.36,
31.36,
31.36,
31.36,
31.36,
31.36,
32.45,
32.45,
32.45,
32.45,
32.45,
33.63,
33.63,
33.63,
33.63,
33.63,
33.57,
33.57,
33.57,
33.57,
33.57,
31.94,
31.94,
31.94,
31.94,
31.94,
32.02,
32.02,
32.02,
32.02,
32.02,
32.02,
32.02,
32.02,
32.02,
32.02,
32.02,
32.02,
32.02,
32.02,
31.37,
31.37,
31.37,
31.37,
31.37,
30.5,
30.5,
30.5,
30.5,
30.5,
30.76,
30.76,
30.76,
30.76,
29.98,
29.98,
29.98,
29.98,
29.98,
29.69,
29.69,
29.69,
29.69,
29.69,
29.69,
29.69,
29.69,
29.69,
29.69,
29.69,
29.69,
29.69,
29.69,
29.69,
29.85,
29.85,
29.85,
29.85,
28.46,
28.46,
28.46,
28.46,
28.46,
27.28,
27.28,
27.28,
27.28,
27.28,
27.39,
27.39,
27.39,
27.39,
27.39,
25.75,
25.75,
25.75,
25.75,
25.75,
25.75,
25.75,
25.75,
25.75,
25.75,
25.75,
25.75,
25.75,
25.75,
25.88,
25.88,
25.88,
25.88,
25.88,
25.81,
25.81,
25.81,
25.81,
25.81,
25.86,
25.86,
25.86,
25.86,
25.86,
25.3,
25.3,
25.3,
25.3,
24.55,
24.55,
24.55,
24.55,
24.55,
24.55,
24.55,
24.55,
24.55,
24.55,
24.55,
24.55,
24.55,
24.55,
24.55,
24.35,
24.35,
24.35,
24.35,
24.35,
25.54,
25.54,
25.54,
25.54,
26.09,
26.09,
26.09,
26.09,
26.09,
23.53,
23.53,
23.53,
23.53,
23.53,
22.52,
22.52,
22.52,
22.52,
22.52,
22.52,
22.52,
22.52,
22.52,
22.52,
22.52,
22.52,
22.52,
22.52,
23.73,
23.73,
23.73,
23.73,
23.73,
24.54,
24.54,
24.54,
24.54,
24.54,
24.11,
24.11,
24.11,
24.11,
24.11,
23.93,
23.93,
23.93,
23.93,
23.93,
23.12,
23.12,
23.12,
23.12,
23.12,
23.12,
23.12,
23.12,
23.12,
23.12,
23.12,
23.12,
23.12,
23.12,
22.36,
22.36,
22.36,
22.36,
22.36,
21.29,
21.29,
21.29,
21.29,
21.29,
20.35,
20.35,
20.35,
20.35,
20.42,
20.42,
20.42,
20.42,
20.42,
20.5,
20.5,
20.5,
20.5,
20.5,
20.5,
20.5,
20.5,
20.5,
20.5,
20.5,
20.5,
20.5,
20.5,
20.5,
22.21,
22.21,
22.21,
22.21,
21.89,
21.89,
21.89,
21.89,
21.89,
20.58,
20.58,
20.58,
20.58,
20.58,
19.84,
19.84,
19.84,
19.84,
19.84,
19.06,
19.06,
19.06,
19.06,
19.06,
19.06,
19.06,
19.06,
19.06,
19.06,
19.06,
19.06,
19.06,
19.06,
20.75,
20.75,
20.75,
20.75,
20.75,
22.17,
22.17,
22.17,
22.17,
22.17,
22.68,
22.68,
22.68,
22.68,
22.68,
22.29,
22.29,
22.29,
22.29,
22.83,
22.83,
22.83,
22.83,
22.83,
22.83,
22.83,
22.83,
22.83,
22.83,
22.83,
22.83,
22.83,
22.83,
22.83,
25,
25,
25,
25,
25,
22.55,
22.55,
22.55,
22.55,
21.14,
21.14,
21.14,
21.14,
21.14,
22.83,
22.83,
22.83,
22.83,
22.83,
22.62,
22.62,
22.62,
22.62,
22.62,
22.62,
22.62,
22.62,
22.62,
22.62,
22.62,
22.62,
22.62,
22.62,
22.42,
22.42,
22.42,
22.42,
22.42,
21.48,
21.48,
21.48,
21.48,
21.48,
20.07,
20.07,
20.07,
20.07,
20.07,
21.97,
21.97,
21.97,
21.97,
21.97,
20.87,
20.87,
20.87,
20.87,
20.87,
20.87,
20.87,
20.87,
20.87,
20.87,
20.87,
20.87,
20.87,
20.87,
20.87,
20.87,
20.87,
20.87,
20.87,
21.65,
21.65,
21.65,
21.65,
21.65,
22.14,
22.14,
22.14,
22.14,
21.44,
21.44,
21.44,
21.44,
21.44,
21.67,
21.67,
21.67,
21.67,
21.67,
21.67,
21.67,
21.67,
21.67,
21.67,
21.67,
21.67,
21.67,
21.67,
21.67,
21.67,
21.67,
21.67,
21.67,
22.9,
22.9,
22.9,
22.9,
22.9,
22.01,
22.01,
22.01,
22.01,
22.01,
22.46,
22.46,
22.46,
22.46,
22.46,
21.13,
21.13,
21.13,
21.13,
21.13,
21.13,
21.13,
21.13,
21.13,
21.13,
21.13,
21.13,
21.13,
21.13,
21.97,
21.97,
21.97,
21.97,
21.97,
20.58,
20.58,
20.58,
20.58,
20.58,
21.09,
21.09,
21.09,
21.09,
21.09,
18.83,
18.83,
18.83,
18.83,
18.35,
18.35,
18.35,
18.35,
18.35,
18.35,
18.35,
18.35,
18.35,
18.35,
18.35,
18.35,
18.35,
18.35,
18.35,
19.49,
19.49,
19.49,
19.49,
19.49,
19.36,
19.36,
19.36,
19.36,
20.34,
20.34,
20.34,
20.34,
20.34,
20.52,
20.52,
20.52,
20.52,
20.52,
19.85,
19.85,
19.85,
19.85,
19.85,
19.85,
19.85,
19.85,
19.85,
19.85,
19.85,
19.85,
19.85,
19.85,
19.81,
19.81,
19.81,
19.81,
19.81,
19.2,
19.2,
19.2,
19.2,
19.2,
19.08,
19.08,
19.08,
19.08,
19.08,
18.73,
18.73,
18.73,
18.73,
18.73,
18.51,
18.51,
18.51,
18.51,
18.51,
18.51,
18.51,
18.51,
18.51,
18.51,
18.51,
18.51,
18.51,
18.51,
19.94,
19.94,
19.94,
19.94,
19.94,
19.4,
19.4,
19.4,
19.4,
19.4,
17.87,
17.87,
17.87,
17.87,
18.73,
18.73,
18.73,
18.73,
18.73,
18.33,
18.33,
18.33,
18.33,
18.33,
18.33,
18.33,
18.33,
18.33,
18.33,
18.33,
18.33,
18.33,
18.33,
18.33,
19.43,
19.43,
19.43,
19.43,
18.66,
18.66,
18.66,
18.66,
18.66,
19.63,
19.63,
19.63,
19.63,
19.63,
20.71,
20.71,
20.71,
20.71,
20.71,
20.53,
20.53,
20.53,
20.53,
20.53,
20.53,
20.53,
20.53,
20.53,
20.53,
20.53,
20.53,
20.53,
20.53,
20.34,
20.34,
20.34,
20.34,
20.34,
18.91,
18.91,
18.91,
18.91,
18.91,
18.23,
18.23,
18.23,
18.23,
18.23,
20.17,
20.17,
20.17,
20.17,
20.02,
20.02,
20.02,
20.02,
20.02,
20.02,
20.02,
20.02,
20.02,
20.02,
20.02,
20.02,
20.02,
20.02,
20.02,
21.23,
21.23,
21.23,
21.23,
21.23,
22.87,
22.87,
22.87,
22.87,
22.29,
22.29,
22.29,
22.29,
22.29,
21.14,
21.14,
21.14,
21.14,
21.14,
21.67,
21.67,
21.67,
21.67,
21.67,
21.67,
21.67,
21.67,
21.67,
21.67,
21.67,
21.67,
21.67,
21.67,
20.95,
20.95,
20.95,
20.95,
20.95,
20.7,
20.7,
20.7,
20.7,
20.7,
20.58,
20.58,
20.58,
20.58,
20.58,
19.59,
19.59,
19.59,
19.59,
19.59,
18.49,
18.49,
18.49,
18.49,
18.49,
18.49,
18.49,
18.49,
18.49,
18.49,
18.49,
18.49,
18.49,
18.49,
18.61,
18.61,
18.61,
18.61,
18.61,
19.59,
19.59,
19.59,
19.59,
19.59,
19.11,
19.11,
19.11,
19.11,
22.61,
22.61,
22.61,
22.61,
22.61,
24.8,
24.8,
24.8,
24.8,
24.8,
24.8,
24.8,
24.8,
24.8,
24.8,
24.8,
24.8,
24.8,
24.8,
24.8,
26.52,
26.52,
26.52,
26.52,
23.73,
23.73,
23.73,
23.73,
23.73,
26.14,
26.14,
26.14,
26.14,
26.14,
22.99,
22.99,
22.99,
22.99,
22.99,
25.51,
25.51,
25.51,
25.51,
25.51,
25.51,
25.51,
25.51,
25.51,
25.51,
25.51,
25.51,
25.51,
25.51,
24.15,
24.15,
24.15,
24.15,
24.15,
21.38,
21.38,
21.38,
21.38,
21.38,
22.26,
22.26,
22.26,
22.26,
22.26,
22.61,
22.61,
22.61,
22.61,
21.74,
21.74,
21.74,
21.74,
21.74,
21.74,
21.74,
21.74,
21.74,
21.74,
21.74,
21.74,
21.74,
21.74,
21.74,
20.6,
20.6,
20.6,
20.6,
20.6,
19.97,
19.97,
19.97,
19.97,
19.12,
19.12,
19.12,
19.12,
19.12,
19.02,
19.02,
19.02,
19.02,
19.02,
18.7,
18.7,
18.7,
18.7,
18.7,
18.7,
18.7,
18.7,
18.7,
18.7,
18.7,
18.7,
18.7,
18.7,
18.55,
18.55,
18.55,
18.55,
18.55,
19,
19,
19,
19,
19,
19.08,
19.08,
19.08,
19.08,
19.08,
18.4,
18.4,
18.4,
18.4,
18.4,
18.4,
18.4,
18.4,
18.4,
18.4,
18.4,
18.4,
18.4,
18.4,
18.4,
18.4,
18.4,
18.4,
18.4,
18.97,
18.97,
18.97,
18.97,
18.97,
19.1,
19.1,
19.1,
19.1,
19.1,
19.09,
19.09,
19.09,
19.09,
17.8,
17.8,
17.8,
17.8,
17.8,
17.07,
17.07,
17.07,
17.07,
17.07,
17.07,
17.07,
17.07,
17.07,
17.07,
17.07,
17.07,
17.07,
17.07,
17.07,
16.95,
16.95,
16.95,
16.95,
16.83,
16.83,
16.83,
16.83,
16.83,
16.46,
16.46,
16.46,
16.46,
16.46,
17.17,
17.17,
17.17,
17.17,
17.17,
16.77,
16.77,
16.77,
16.77,
16.77,
16.77,
16.77,
16.77,
16.77,
16.77,
16.77,
16.77,
16.77,
16.77,
16.89,
16.89,
16.89,
16.89,
16.89,
18.76,
18.76,
18.76,
18.76,
18.76,
18.84,
18.84,
18.84,
18.84,
18.84,
17.03,
17.03,
17.03,
17.03,
15.78,
15.78,
15.78,
15.78,
15.78,
15.78,
15.78,
15.78,
15.78,
15.78,
15.78,
15.78,
15.78,
15.78,
15.78,
16.08,
16.08,
16.08,
16.08,
16.08,
17.78,
17.78,
17.78,
17.78,
18.34,
18.34,
18.34,
18.34,
18.34,
20.09,
20.09,
20.09,
20.09,
20.09,
17.19,
17.19,
17.19,
17.19,
17.19,
17.19,
17.19,
17.19,
17.19,
17.19,
17.19,
17.19,
17.19,
17.19,
16.98,
16.98,
16.98,
16.98,
16.98,
17.71,
17.71,
17.71,
17.71,
17.71,
16.94,
16.94,
16.94,
16.94,
16.94,
16.93,
16.93,
16.93,
16.93,
16.93,
17.03,
17.03,
17.03,
17.03,
17.03,
17.03,
17.03,
17.03,
17.03,
17.03,
17.03,
17.03,
17.03,
17.03,
17.12,
17.12,
17.12,
17.12,
17.12,
17.99,
17.99,
17.99,
17.99,
17.99,
16.87,
16.87,
16.87,
16.87,
16.05,
16.05,
16.05,
16.05,
16.05,
16.81,
16.81,
16.81,
16.81,
16.81,
16.81,
16.81,
16.81,
16.81,
16.81,
16.81,
16.81,
16.81,
16.81,
16.81,
17.21,
17.21,
17.21,
17.21,
18.53,
18.53,
18.53,
18.53,
18.53,
20.03,
20.03,
20.03,
20.03,
20.03,
19.14,
19.14,
19.14,
19.14,
19.14,
17.95,
17.95,
17.95,
17.95,
17.95,
17.95,
17.95,
17.95,
17.95,
17.95,
17.95,
17.95,
17.95,
17.95,
17.46,
17.46,
17.46,
17.46,
17.46,
17.46,
17.46,
17.46,
17.46,
17.46,
17.94,
17.94,
17.94,
17.94,
17.94,
15.65,
15.65,
15.65,
15.65,
14.6,
14.6,
14.6,
14.6,
14.6,
14.6,
14.6,
14.6,
14.6,
14.6,
14.6,
14.6,
14.6,
14.6,
14.6,
14.73,
14.73,
14.73,
14.73,
14.73,
13.96,
13.96,
13.96,
13.96,
13.94,
13.94,
13.94,
13.94,
13.94,
13.65,
13.65,
13.65,
13.65,
13.65,
13.83,
13.83,
13.83,
13.83,
13.83,
13.83,
13.83,
13.83,
13.83,
13.83,
13.83,
13.83,
13.83,
13.83,
15.01,
15.01,
15.01,
15.01,
15.01,
14.61,
14.61,
14.61,
14.61,
14.61,
13.88,
13.88,
13.88,
13.88,
13.88,
14.5,
14.5,
14.5,
14.5,
14.5,
13.54,
13.54,
13.54,
13.54,
13.54,
13.54,
13.54,
13.54,
13.54,
13.54,
13.54,
13.54,
13.54,
13.54,
14.19,
14.19,
14.19,
14.19,
14.19,
13.88,
13.88,
13.88,
13.88,
13.88,
13.2,
13.2,
13.2,
13.2,
12.91,
12.91,
12.91,
12.91,
12.91,
13.44,
13.44,
13.44,
13.44,
13.44,
13.44,
13.44,
13.44,
13.44,
13.44,
13.44,
13.44,
13.44,
13.44,
13.44,
14.25,
14.25,
14.25,
14.25,
13.74,
13.74,
13.74,
13.74,
13.74,
13.43,
13.43,
13.43,
13.43,
13.43,
13.54,
13.54,
13.54,
13.54,
13.54,
13.59,
13.59,
13.59,
13.59,
13.59,
13.59,
13.59,
13.59,
13.59,
13.59,
13.59,
13.59,
13.59,
13.59,
13.57,
13.57,
13.57,
13.57,
13.57,
13.7,
13.7,
13.7,
13.7,
13.7,
14.18,
14.18,
14.18,
14.18,
14.18,
15.44,
15.44,
15.44,
15.44,
14.83,
14.83,
14.83,
14.83,
14.83,
14.83,
14.83,
14.83,
14.83,
14.83,
14.83,
14.83,
14.83,
14.83,
14.83,
15.07,
15.07,
15.07,
15.07,
15.07,
14.84,
14.84,
14.84,
14.84,
13.54,
13.54,
13.54,
13.54,
13.54,
13.61,
13.61,
13.61,
13.61,
13.61,
13.34,
13.34,
13.34,
13.34,
13.34,
13.34,
13.34,
13.34,
13.34,
13.34,
13.34,
13.34,
13.34,
13.34,
13.48,
13.48,
13.48,
13.48,
13.48,
13.3,
13.3,
13.3,
13.3,
13.3,
13.76,
13.76,
13.76,
13.76,
13.76,
13.99,
13.99,
13.99,
13.99,
13.99,
13.6,
13.6,
13.6,
13.6,
13.6,
13.6,
13.6,
13.6,
13.6,
13.6,
13.6,
13.6,
13.6,
13.6,
13.91,
13.91,
13.91,
13.91,
13.91,
13.86,
13.86,
13.86,
13.86,
13.86,
13.19,
13.19,
13.19,
13.19,
14.41,
14.41,
14.41,
14.41,
14.41,
13.33,
13.33,
13.33,
13.33,
13.33,
13.33,
13.33,
13.33,
13.33,
13.33,
13.33,
13.33,
13.33,
13.33,
13.33,
13.63,
13.63,
13.63,
13.63,
13.93,
13.93,
13.93,
13.93,
13.93,
16.09,
16.09,
16.09,
16.09,
16.09,
15.92,
15.92,
15.92,
15.92,
15.92,
17.1,
17.1,
17.1,
17.1,
17.1,
17.1,
17.1,
17.1,
17.1,
17.1,
17.1,
17.1,
17.1,
17.1,
15.77,
15.77,
15.77,
15.77,
15.77,
15.99,
15.99,
15.99,
15.99,
15.99,
15.96,
15.96,
15.96,
15.96,
15.96,
15.85,
15.85,
15.85,
15.85,
14.84,
14.84,
14.84,
14.84,
14.84,
14.84,
14.84,
14.84,
14.84,
14.84,
14.84,
14.84,
14.84,
14.84,
14.84,
14.82,
14.82,
14.82,
14.82,
14.82,
16.46,
16.46,
16.46,
16.46,
16.78,
16.78,
16.78,
16.78,
16.78,
17.89,
17.89,
17.89,
17.89,
17.89,
17.3,
17.3,
17.3,
17.3,
17.3,
17.3,
17.3,
17.3,
17.3,
17.3,
17.3,
17.3,
17.3,
17.3,
17.13,
17.13,
17.13,
17.13,
17.13,
16.97,
16.97,
16.97,
16.97,
16.97,
15.98,
15.98,
15.98,
15.98,
15.98,
17.2,
17.2,
17.2,
17.2,
17.2,
15.68,
15.68,
15.68,
15.68,
15.68,
15.68,
15.68,
15.68,
15.68,
15.68,
15.68,
15.68,
15.68,
15.68,
15.08,
15.08,
15.08,
15.08,
15.08,
14.45,
14.45,
14.45,
14.45,
14.45,
13.88,
13.88,
13.88,
13.88,
13.57,
13.57,
13.57,
13.57,
13.57,
13.09,
13.09,
13.09,
13.09,
13.09,
13.09,
13.09,
13.09,
13.09,
13.09,
13.09,
13.09,
13.09,
13.09,
13.09,
13.82,
13.82,
13.82,
13.82,
14.01,
14.01,
14.01,
14.01,
14.01,
14.45,
14.45,
14.45,
14.45,
14.45,
14.4,
14.4,
14.4,
14.4,
14.4,
13.84,
13.84,
13.84,
13.84,
13.84,
13.84,
13.84,
13.84,
13.84,
13.84,
13.84,
13.84,
13.84,
13.84,
13.8,
13.8,
13.8,
13.8,
13.8,
14.23,
14.23,
14.23,
14.23,
14.23,
13.48,
13.48,
13.48,
13.48,
13.48,
12.82,
12.82,
12.82,
12.82,
13.79,
13.79,
13.79,
13.79,
13.79,
13.79,
13.79,
13.79,
13.79,
13.79,
13.79,
13.79,
13.79,
13.79,
13.79,
14,
14,
14,
14,
14,
14.11,
14.11,
14.11,
14.11,
15.14,
15.14,
15.14,
15.14,
15.14,
17.54,
17.54,
17.54,
17.54,
17.54,
17.2,
17.2,
17.2,
17.2,
17.2,
17.2,
17.2,
17.2,
17.2,
17.2,
17.2,
17.2,
17.2,
17.2,
16.9,
16.9,
16.9,
16.9,
16.9,
18.94,
18.94,
18.94,
18.94,
18.94,
18.22,
18.22,
18.22,
18.22,
18.22,
17.34,
17.34,
17.34,
17.34,
17.34,
17.52,
17.52,
17.52,
17.52,
17.52,
17.52,
17.52,
17.52,
17.52,
17.52,
17.52,
17.52,
17.52,
17.52,
17.61,
17.61,
17.61,
17.61,
17.61,
19.78,
19.78,
19.78,
19.78,
19.78,
18.58,
18.58,
18.58,
18.58,
18.49,
18.49,
18.49,
18.49,
18.49,
17.45,
17.45,
17.45,
17.45,
17.45,
17.45,
17.45,
17.45,
17.45,
17.45,
17.45,
17.45,
17.45,
17.45,
17.45,
17.7,
17.7,
17.7,
17.7,
17.03,
17.03,
17.03,
17.03,
17.03,
16.09,
16.09,
16.09,
16.09,
16.09,
16.69,
16.69,
16.69,
16.69,
16.69,
19.32,
19.32,
19.32,
19.32,
19.32,
19.32,
19.32,
19.32,
19.32,
19.32,
19.32,
19.32,
19.32,
19.32,
17.21,
17.21,
17.21,
17.21,
17.21,
17.88,
17.88,
17.88,
17.88,
17.88,
19.22,
19.22,
19.22,
19.22,
19.22,
21.4,
21.4,
21.4,
21.4,
21.71,
21.71,
21.71,
21.71,
21.71,
21.71,
21.71,
21.71,
21.71,
21.71,
21.71,
21.71,
21.71,
21.71,
21.71,
20.37,
20.37,
20.37,
20.37,
20.37,
18.97,
18.97,
18.97,
18.97,
20.19,
20.19,
20.19,
20.19,
20.19,
20.68,
20.68,
20.68,
20.68,
20.68,
21.27,
21.27,
21.27,
21.27,
21.27,
21.27,
21.27,
21.27,
21.27,
21.27,
21.27,
21.27,
21.27,
21.27,
19.75,
19.75,
19.75,
19.75,
19.75,
18.14,
18.14,
18.14,
18.14,
18.14,
16.87,
16.87,
16.87,
16.87,
16.87,
15.66,
15.66,
15.66,
15.66,
15.66,
14.91,
14.91,
14.91,
14.91,
14.91,
14.91,
14.91,
14.91,
14.91,
14.91,
14.91,
14.91,
14.91,
14.91,
14.89,
14.89,
14.89,
14.89,
14.89,
14.81,
14.81,
14.81,
14.81,
14.81,
14.45,
14.45,
14.45,
14.45,
15.29,
15.29,
15.29,
15.29,
15.29,
14.17,
14.17,
14.17,
14.17,
14.17,
14.17,
14.17,
14.17,
14.17,
14.17,
14.17,
14.17,
14.17,
14.17,
14.17,
14.76,
14.76,
14.76,
14.76,
14.16,
14.16,
14.16,
14.16,
14.16,
14.18,
14.18,
14.18,
14.18,
14.18,
14.32,
14.32,
14.32,
14.32,
14.32,
13.8,
13.8,
13.8,
13.8,
13.8,
13.8,
13.8,
13.8,
13.8,
13.8,
13.8,
13.8,
13.8,
13.8,
13.41,
13.41,
13.41,
13.41,
13.41,
13.35,
13.35,
13.35,
13.35,
13.35,
12.85,
12.85,
12.85,
12.85,
12.85,
12.8,
12.8,
12.8,
12.8,
12.46,
12.46,
12.46,
12.46,
12.46,
12.46,
12.46,
12.46,
12.46,
12.46,
12.46,
12.46,
12.46,
12.46,
12.46,
12.69,
12.69,
12.69,
12.69,
12.69,
12.69,
12.69,
12.69,
12.69,
12.98,
12.98,
12.98,
12.98,
12.98,
12.92,
12.92,
12.92,
12.92,
12.92,
12.63,
12.63,
12.63,
12.63,
12.63,
12.63,
12.63,
12.63,
12.63,
12.63,
12.63,
12.63,
12.63,
12.63,
13.08,
13.08,
13.08,
13.08,
13.08,
12.85,
12.85,
12.85,
12.85,
12.85,
12.97,
12.97,
12.97,
12.97,
12.97,
13.06,
13.06,
13.06,
13.06,
13.06,
12.35,
12.35,
12.35,
12.35,
12.35,
12.35,
12.35,
12.35,
12.35,
12.35,
12.35,
12.35,
12.35,
12.35,
12.63,
12.63,
12.63,
12.63,
12.63,
12.07,
12.07,
12.07,
12.07,
12.07,
12.19,
12.19,
12.19,
12.19,
12.48,
12.48,
12.48,
12.48,
12.48,
12.28,
12.28,
12.28,
12.28,
12.28,
12.28,
12.28,
12.28,
12.28,
12.28,
12.28,
12.28,
12.28,
12.28,
12.28,
12.56,
12.56,
12.56,
12.56,
12.53,
12.53,
12.53,
12.53,
12.53,
13.67,
13.67,
13.67,
13.67,
13.67,
13.65,
13.65,
13.65,
13.65,
13.65,
13.03,
13.03,
13.03,
13.03,
13.03,
13.03,
13.03,
13.03,
13.03,
13.03,
13.03,
13.03,
13.03,
13.03,
13.03,
13.03,
13.03,
13.03,
13.03,
12.99,
12.99,
12.99,
12.99,
12.99,
12.43,
12.43,
12.43,
12.43,
12.43,
12.47,
12.47,
12.47,
12.47,
12.45,
12.45,
12.45,
12.45,
12.45,
12.45,
12.45,
12.45,
12.45,
12.45,
12.45,
12.45,
12.45,
12.45,
12.45,
12.45,
12.45,
12.45,
12.45,
12.45,
13.2,
13.2,
13.2,
13.2,
14.04,
14.04,
14.04,
14.04,
14.04,
14.13,
14.13,
14.13,
14.13,
14.13,
13.35,
13.35,
13.35,
13.35,
13.35,
13.35,
13.35,
13.35,
13.35,
13.35,
13.35,
13.35,
13.35,
13.35,
13.08,
13.08,
13.08,
13.08,
13.08,
12.76,
12.76,
12.76,
12.76,
12.76,
12.69,
12.69,
12.69,
12.69,
12.69,
12.44,
12.44,
12.44,
12.44,
12.44,
12.7,
12.7,
12.7,
12.7,
12.7,
12.7,
12.7,
12.7,
12.7,
12.7,
12.7,
12.7,
12.7,
12.7,
13.25,
13.25,
13.25,
13.25,
13.25,
13.84,
13.84,
13.84,
13.84,
13.84,
14.79,
14.79,
14.79,
14.79,
14.13,
14.13,
14.13,
14.13,
14.13,
13.3,
13.3,
13.3,
13.3,
13.3,
13.3,
13.3,
13.3,
13.3,
13.3,
13.3,
13.3,
13.3,
13.3,
13.3,
13.19,
13.19,
13.19,
13.19,
12.55,
12.55,
12.55,
12.55,
12.55,
13.14,
13.14,
13.14,
13.14,
13.14,
13.45,
13.45,
13.45,
13.45,
13.45,
13.26,
13.26,
13.26,
13.26,
13.26,
13.26,
13.26,
13.26,
13.26,
13.26,
13.26,
13.26,
13.26,
13.26,
13.6,
13.6,
13.6,
13.6,
13.6,
13.31,
13.31,
13.31,
13.31,
13.31,
14.35,
14.35,
14.35,
14.35,
14.35,
13.88,
13.88,
13.88,
13.88,
13.85,
13.85,
13.85,
13.85,
13.85,
13.85,
13.85,
13.85,
13.85,
13.85,
13.85,
13.85,
13.85,
13.85,
13.85,
13.67,
13.67,
13.67,
13.67,
13.67,
13.06,
13.06,
13.06,
13.06,
12.83,
12.83,
12.83,
12.83,
12.83,
12.79,
12.79,
12.79,
12.79,
12.79,
12.93,
12.93,
12.93,
12.93,
12.93,
12.93,
12.93,
12.93,
12.93,
12.93,
12.93,
12.93,
12.93,
12.93,
13.93,
13.93,
13.93,
13.93,
13.93,
15.85,
15.85,
15.85,
15.85,
15.85,
14.38,
14.38,
14.38,
14.38,
14.38,
14.01,
14.01,
14.01,
14.01,
14.01,
14.24,
14.24,
14.24,
14.24,
14.24,
14.24,
14.24,
14.24,
14.24,
14.24,
14.24,
14.24,
14.24,
14.24,
14.71,
14.71,
14.71,
14.71,
14.71,
15.42,
15.42,
15.42,
15.42,
15.42,
15.34,
15.34,
15.34,
15.34,
14.54,
14.54,
14.54,
14.54,
14.54,
13.75,
13.75,
13.75,
13.75,
13.75,
13.75,
13.75,
13.75,
13.75,
13.75,
13.75,
13.75,
13.75,
13.75,
13.75,
13.74,
13.74,
13.74,
13.74,
13.43,
13.43,
13.43,
13.43,
13.43,
13.84,
13.84,
13.84,
13.84,
13.84,
13.4,
13.4,
13.4,
13.4,
13.4,
13.11,
13.11,
13.11,
13.11,
13.11,
13.11,
13.11,
13.11,
13.11,
13.11,
13.11,
13.11,
13.11,
13.11,
13.49,
13.49,
13.49,
13.49,
13.49,
14.46,
14.46,
14.46,
14.46,
14.46,
14.5,
14.5,
14.5,
14.5,
14.5,
14.44,
14.44,
14.44,
14.44,
14.74,
14.74,
14.74,
14.74,
14.74,
14.74,
14.74,
14.74,
14.74,
14.74,
14.74,
14.74,
14.74,
14.74,
14.74,
15.22,
15.22,
15.22,
15.22,
15.22,
13.84,
13.84,
13.84,
13.84,
13.75,
13.75,
13.75,
13.75,
13.75,
14.4,
14.4,
14.4,
14.4,
14.4,
14.41,
14.41,
14.41,
14.41,
14.41,
14.41,
14.41,
14.41,
14.41,
14.41,
14.41,
14.41,
14.41,
14.41,
14.33,
14.33,
14.33,
14.33,
14.33,
13.82,
13.82,
13.82,
13.82,
13.82,
13.04,
13.04,
13.04,
13.04,
13.04,
12.92,
12.92,
12.92,
12.92,
12.92,
13.06,
13.06,
13.06,
13.06,
13.06,
13.06,
13.06,
13.06,
13.06,
13.06,
13.06,
13.06,
13.06,
13.06,
13.19,
13.19,
13.19,
13.19,
13.19,
13.24,
13.24,
13.24,
13.24,
13.24,
12.78,
12.78,
12.78,
12.78,
13.01,
13.01,
13.01,
13.01,
13.01,
13.01,
13.01,
13.01,
13.01,
13.01,
13.01,
13.01,
13.01,
13.01,
13.01,
13.01,
13.01,
13.01,
13.01,
13.01,
13.65,
13.65,
13.65,
13.65,
14.61,
14.61,
14.61,
14.61,
14.61,
14.33,
14.33,
14.33,
14.33,
14.33,
16.35,
16.35,
16.35,
16.35,
16.35,
16.03,
16.03,
16.03,
16.03,
16.03,
16.03,
16.03,
16.03,
16.03,
16.03,
16.03,
16.03,
16.03,
16.03,
15.19,
15.19,
15.19,
15.19,
15.19,
14.98,
14.98,
14.98,
14.98,
14.98,
15.8,
15.8,
15.8,
15.8,
15.8,
14.91,
14.91,
14.91,
14.91,
17.31,
17.31,
17.31,
17.31,
17.31,
17.31,
17.31,
17.31,
17.31,
17.31,
17.31,
17.31,
17.31,
17.31,
17.31,
19.23,
19.23,
19.23,
19.23,
19.23,
18.4,
18.4,
18.4,
18.4,
18.21,
18.21,
18.21,
18.21,
18.21,
18,
18,
18,
18,
18,
18.71,
18.71,
18.71,
18.71,
18.71,
18.71,
18.71,
18.71,
18.71,
18.71,
18.71,
18.71,
18.71,
18.71,
16.94,
16.94,
16.94,
16.94,
16.94,
15.69,
15.69,
15.69,
15.69,
15.69,
15.97,
15.97,
15.97,
15.97,
15.97,
15.37,
15.37,
15.37,
15.37,
15.37,
15.03,
15.03,
15.03,
15.03,
15.03,
15.03,
15.03,
15.03,
15.03,
15.03,
15.03,
15.03,
15.03,
15.03,
14.67,
14.67,
14.67,
14.67,
14.67,
15.65,
15.65,
15.65,
15.65,
15.65,
15.39,
15.39,
15.39,
15.39,
14.68,
14.68,
14.68,
14.68,
14.68,
13.49,
13.49,
13.49,
13.49,
13.49,
13.49,
13.49,
13.49,
13.49,
13.49,
13.49,
13.49,
13.49,
13.49,
13.49,
13.49,
13.49,
13.49,
13.49,
13.23,
13.23,
13.23,
13.23,
13.23,
13,
13,
13,
13,
13,
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"source": [
"fig = go.Figure(\n",
" go.Scatter(\n",
" y=btc_usdt_30_min_data['vix_close_price'].iloc[::10],\n",
" x=btc_usdt_30_min_data['close_time'].iloc[::10], \n",
" # marker=dict(color='rgb(80, 80, 80)')\n",
" marker=dict(color='slateblue')\n",
" ))\n",
"\n",
"fig.update_layout(\n",
" yaxis_title=\"VIX Index close value\",\n",
" xaxis_title=\"Date\",\n",
" font=dict(\n",
" # family=\"Courier New, monospace\",\n",
" size=14,\n",
" ),\n",
" autosize=False,\n",
" width=1200,\n",
" height=400,\n",
" margin=dict(l=20, r=20, t=20, b=20),\n",
" plot_bgcolor='white'\n",
" )\n",
"\n",
"fig.update_xaxes(\n",
" mirror=True,\n",
" ticks='outside',\n",
" showline=True,\n",
" linecolor='black',\n",
" gridcolor='lightgrey'\n",
")\n",
"fig.update_yaxes(\n",
" mirror=True,\n",
" ticks='outside',\n",
" showline=True,\n",
" linecolor='black',\n",
" gridcolor='lightgrey'\n",
")\n",
"\n",
"fig.show()"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
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"def split_dataset_moving_window(\n",
" data, \n",
" num_parts,\n",
" in_sample_size,\n",
" out_of_sample_size):\n",
" result = []\n",
" dataset_len = len(data)\n",
" window_size = in_sample_size + out_of_sample_size\n",
"\n",
" print(f\"In sample size: {in_sample_size}\")\n",
" print(f\"Out of sample size: {out_of_sample_size}\")\n",
" \n",
" for i in range(num_parts):\n",
" part_len = dataset_len - i * out_of_sample_size\n",
" in_sample_part = data.iloc[part_len - window_size: part_len - out_of_sample_size].reset_index(drop=True)\n",
" out_of_sample_part = data.iloc[part_len - out_of_sample_size: part_len].reset_index(drop=True)\n",
" result.append((in_sample_part, out_of_sample_part))\n",
" \n",
" # Return windows in time order\n",
" return list(reversed(result))\n",
"\n",
"def plot_moving_windows(data, windows):\n",
"\n",
" fig = make_subplots(\n",
" rows=NUM_WINDOWS + 1 + 1,\n",
" cols=1,\n",
" row_heights=[0.05] * (NUM_WINDOWS+1) + [1 - 0.05 * (NUM_WINDOWS+1)],\n",
" vertical_spacing=0.01,\n",
" shared_xaxes=True)\n",
"\n",
" for i, (in_sample, out_sample) in enumerate(windows):\n",
" fig.add_trace(go.Bar(\n",
" y = [1, 1],\n",
" x = [in_sample['close_time'].iloc[0], out_sample['close_time'].iloc[0]],\n",
" marker_color=['lightgrey', 'darkgrey'],\n",
" width = [\n",
" (in_sample['close_time'].iloc[-1] - in_sample['close_time'].iloc[0]).total_seconds()*1000,\n",
" (out_sample['close_time'].iloc[-1] - out_sample['close_time'].iloc[0]).total_seconds()*1000\n",
" ],\n",
" offset=0\n",
" ), row=i+1, col=1)\n",
" \n",
" fig.add_trace(go.Bar(\n",
" y=[1],\n",
" x=[windows[0][1]['close_time'].iloc[0]],\n",
" marker_color=['darkgrey'],\n",
" width= [(windows[-1][1]['close_time'].iloc[-1] - windows[0][1]['close_time'].iloc[0]).total_seconds()*1000],\n",
" offset=0,\n",
" ), row=NUM_WINDOWS+1, col=1)\n",
"\n",
" fig.add_trace(go.Scatter(\n",
" y=data['close_price'].iloc[::100],\n",
" x=data['close_time'].iloc[::100],\n",
" marker_color='black',\n",
" ), row=NUM_WINDOWS+2, col=1)\n",
"\n",
" for i, (in_sample, out_sample) in enumerate(windows):\n",
" fig.add_shape(\n",
" go.layout.Shape(type=\"line\",\n",
" yref=\"paper\",\n",
" xref=\"x\",\n",
" x0=out_sample['close_time'].iloc[0],\n",
" x1=out_sample['close_time'].iloc[0],\n",
" y0=0,\n",
" y1=1,\n",
" line=dict(dash='dash', color='rgb(140,140,140)')))\n",
" # fig.add_vline(x=out_sample['close_time'].iloc[0])\n",
" \n",
" fig.add_shape(\n",
" go.layout.Shape(type=\"line\",\n",
" yref=\"paper\",\n",
" xref=\"x\",\n",
" x0=windows[NUM_WINDOWS-1][1]['close_time'].iloc[-1],\n",
" x1=windows[NUM_WINDOWS-1][1]['close_time'].iloc[-1],\n",
" y0=0,\n",
" y1=1,\n",
" line=dict(dash='dash', color='rgb(140,140,140)')))\n",
"\n",
" fig.update_yaxes(showticklabels=False)\n",
" fig.update_yaxes(showticklabels=True, row=NUM_WINDOWS+1+1, col=1)\n",
" fig.update_xaxes(range=[\n",
" windows[0][0]['close_time'].iloc[0],\n",
" windows[-1][-1]['close_time'].iloc[-1]])\n",
" fig.update_layout(\n",
" showlegend=False,\n",
" plot_bgcolor=\"white\",\n",
" width=1200,\n",
" height=500,\n",
" margin=dict(l=20, r=20, t=20, b=20),\n",
" )\n",
" next(fig.select_xaxes(NUM_WINDOWS+1)).update(\n",
" # mirror=True,\n",
" ticks='outside',\n",
" showline=True,\n",
" linecolor='black',\n",
" # gridcolor='lightgrey',\n",
" title_text=\"Data\"\n",
")\n",
"\n",
" next(fig.select_yaxes(NUM_WINDOWS+1)).update(\n",
" # mirror=True,\n",
" ticks='outside',\n",
" showline=True,\n",
" linecolor='black',\n",
" # gridcolor='lightgrey',\n",
" title_text=\"BTC/USDT\"\n",
")\n",
" for i in range(NUM_WINDOWS):\n",
" fig.add_annotation(\n",
" x = (windows[i][0]['close_time'].iloc[0]).timestamp()*1000,\n",
" y = 1 - (0.056 * (i)),\n",
" # xref=\"paper\",\n",
" align=\"left\",\n",
" yref=\"paper\",\n",
" text=f\"W{i+1} \",\n",
" showarrow=False\n",
" )\n",
" \n",
" # fig.update_yaxes(title_text=\"Date\", row=NUM_WINDOWS+1, col=0)\n",
" \n",
" # # fig['layout'][f'xaxis{NUM_WINDOWS}_title']['title']='Label x-axis 1'\n",
" # # fig['layout']['xaxis2']['title']='Label x-axis 2'\n",
" # # fig['layout']['yaxis']['title']='Label y-axis 1'\n",
" # # fig['layout']['yaxis2']['title']='Label y-axis 2'\n",
" fig.show()\n",
"\n",
"rolling_windows_30m = split_dataset_moving_window(\n",
" btc_usdt_30_min_data,\n",
" NUM_WINDOWS,\n",
" in_sample_size=(24 * 30 * 24 * (60 // 30)), # 24 months\n",
" out_of_sample_size=(6 * 30 * 24 * (60 // 30)) # 6 months\n",
")\n",
"plot_moving_windows(btc_usdt_30_min_data, rolling_windows_30m)"
]
},
{
"cell_type": "code",
"execution_count": 53,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"1632938399999.0"
]
},
"execution_count": 53,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"rolling_windows_30m[0][1]['close_time'].iloc[0].timestamp()*1000"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [],
"source": [
"# import plotly.figure_factory as ff\n",
"# fig = ff.create_distplot([w['returns'] for w in windows_out_of_sample_30m],\n",
"# group_labels=['A', 'B', 'C', 'D', 'E', 'F'],\n",
"# bin_size=.001,\n",
"# show_hist=False,\n",
"# show_box=True,\n",
"# show_rug=False)\n",
"\n",
"# fig = go.Figure()\n",
"\n",
"# for window in reversed(windows_out_of_sample_30m):\n",
"# fig.add_trace(go.Violin(x=window['returns']))\n",
"\n",
"# fig.update_layout(\n",
"# showlegend=False,\n",
"# width=1200,\n",
"# height=1200,\n",
"# margin=dict(l=20, r=20, t=20, b=20),\n",
"# )\n",
"# fig.show()"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"In sample size: 207360\n",
"Out of sample size: 51840\n",
"In sample size: 69120\n",
"Out of sample size: 17280\n",
"In sample size: 34560\n",
"Out of sample size: 8640\n"
]
}
],
"source": [
"rolling_windows_5m = split_dataset_moving_window(\n",
" btc_usdt_5_min_data,\n",
" NUM_WINDOWS,\n",
" in_sample_size=(24 * 30 * 24 * (60 // 5)), # 24 months\n",
" out_of_sample_size=(6 * 30 * 24 * (60 // 5)) # 6 months\n",
")\n",
"rolling_windows_15m = split_dataset_moving_window(\n",
" btc_usdt_15_min_data,\n",
" NUM_WINDOWS,\n",
" in_sample_size=(24 * 30 * 24 * (60 // 15)), # 24 months\n",
" out_of_sample_size=(6 * 30 * 24 * (60 // 15)) # 6 months\n",
")\n",
"rolling_windows_30m = split_dataset_moving_window(\n",
" btc_usdt_30_min_data,\n",
" NUM_WINDOWS,\n",
" in_sample_size=(24 * 30 * 24 * (60 // 30)), # 24 months\n",
" out_of_sample_size=(6 * 30 * 24 * (60 // 30)) # 6 months\n",
")"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
"application/vnd.plotly.v1+json": {
"config": {
"plotlyServerURL": "https://plot.ly"
},
"data": [
{
"coloraxis": "coloraxis",
"hovertemplate": "x: %{x}
y: %{y}
color: %{z}