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@paulorodriguesxv
Last active January 18, 2021 15:41
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Time Series - Remove trend
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{
"cells": [
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"from datetime import datetime\n",
"import MetaTrader5 as mt5"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"TerminalInfo(community_account=False, community_connection=False, connected=True, dlls_allowed=False, trade_allowed=False, tradeapi_disabled=False, email_enabled=False, ftp_enabled=False, notifications_enabled=False, mqid=False, build=2728, maxbars=100000, codepage=0, ping_last=20898, community_balance=0.0, retransmission=13.690083260577927, company='MetaQuotes Software Corp.', name='MetaTrader 5', language='English', path='C:\\\\Program Files\\\\MetaTrader 5', ...)\n",
"(500, 2728, '10 Dec 2020')\n"
]
}
],
"source": [
"from mt5data import get_stock_by_date"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [],
"source": [
"start_date = datetime(2019, 1, 1)\n",
"end_date = datetime(2021, 1, 1)\n",
"\n",
"df = get_stock_by_date(['IBOV'], start_date, end_date, mt5.TIMEFRAME_D1)\n",
"df = df[['close', 'time']]"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [],
"source": [
"df = df.set_index('time')"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"C:\\Users\\Paulo\\anaconda3\\envs\\z36\\lib\\site-packages\\pandas\\plotting\\_compat.py:57: MatplotlibDeprecationWarning: \n",
"The compare_versions function was deprecated in Matplotlib 3.2 and will be removed two minor releases later.\n",
" return matplotlib.compare_versions('2.0.0', matplotlib.__version__)\n"
]
},
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x199018c5240>"
]
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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\n",
"text/plain": [
"<Figure size 720x360 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"df.plot(figsize=(10, 5))"
]
},
{
"cell_type": "code",
"execution_count": 41,
"metadata": {},
"outputs": [],
"source": [
"df['dz1'] = (df.close - df.close.shift(1))"
]
},
{
"cell_type": "code",
"execution_count": 43,
"metadata": {},
"outputs": [],
"source": [
"df['dz2'] = df.close - 2*df.close.shift(1) + df.close.shift(2)"
]
},
{
"cell_type": "code",
"execution_count": 46,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"C:\\Users\\Paulo\\anaconda3\\envs\\z36\\lib\\site-packages\\pandas\\plotting\\_compat.py:57: MatplotlibDeprecationWarning: \n",
"The compare_versions function was deprecated in Matplotlib 3.2 and will be removed two minor releases later.\n",
" return matplotlib.compare_versions('2.0.0', matplotlib.__version__)\n"
]
},
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x199040b91d0>"
]
},
"execution_count": 46,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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\n",
"text/plain": [
"<Figure size 1080x504 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"df.dz1.plot(figsize=(15,7))"
]
},
{
"cell_type": "code",
"execution_count": 47,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"C:\\Users\\Paulo\\anaconda3\\envs\\z36\\lib\\site-packages\\pandas\\plotting\\_compat.py:57: MatplotlibDeprecationWarning: \n",
"The compare_versions function was deprecated in Matplotlib 3.2 and will be removed two minor releases later.\n",
" return matplotlib.compare_versions('2.0.0', matplotlib.__version__)\n"
]
},
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x199050ec630>"
]
},
"execution_count": 47,
"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": [
"df.dz2.plot(figsize=(10, 5))"
]
},
{
"cell_type": "code",
"execution_count": 33,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"C:\\Users\\Paulo\\anaconda3\\envs\\z36\\lib\\site-packages\\pandas\\plotting\\_compat.py:57: MatplotlibDeprecationWarning: \n",
"The compare_versions function was deprecated in Matplotlib 3.2 and will be removed two minor releases later.\n",
" return matplotlib.compare_versions('2.0.0', matplotlib.__version__)\n"
]
},
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x19902bf5940>"
]
},
"execution_count": 33,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"df.close.pct_change().plot()"
]
},
{
"cell_type": "code",
"execution_count": 34,
"metadata": {},
"outputs": [],
"source": [
"from statsmodels.tsa.stattools import adfuller"
]
},
{
"cell_type": "code",
"execution_count": 36,
"metadata": {},
"outputs": [],
"source": [
"def summary_adfuller(data):\n",
" result = adfuller(data)\n",
" print('ADF Statistic: %f' % result[0])\n",
" print('p-value: %f' % result[1])\n",
" print('Critical Values:')\n",
"\n",
" for key, value in result[4].items():\n",
" print('\\t%s: %.3f' % (key, value))"
]
},
{
"cell_type": "code",
"execution_count": 37,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"ADF Statistic: -2.240699\n",
"p-value: 0.191807\n",
"Critical Values:\n",
"\t1%: -3.444\n",
"\t5%: -2.867\n",
"\t10%: -2.570\n"
]
}
],
"source": [
"summary_adfuller(df.close)"
]
},
{
"cell_type": "code",
"execution_count": 39,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"ADF Statistic: -6.026815\n",
"p-value: 0.000000\n",
"Critical Values:\n",
"\t1%: -3.444\n",
"\t5%: -2.867\n",
"\t10%: -2.570\n"
]
}
],
"source": [
"summary_adfuller(df.dz1.dropna())"
]
},
{
"cell_type": "code",
"execution_count": 40,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"ADF Statistic: -12.316779\n",
"p-value: 0.000000\n",
"Critical Values:\n",
"\t1%: -3.444\n",
"\t5%: -2.868\n",
"\t10%: -2.570\n"
]
}
],
"source": [
"summary_adfuller(df.dz2.dropna())"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.6.12"
}
},
"nbformat": 4,
"nbformat_minor": 4
}
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