{
"cells": [
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"import pandas as pd\n",
"import matplotlib.pyplot as plt\n",
"import numpy as np\n",
"%matplotlib inline\n",
"plt.style.use('ggplot')\n",
"plt.rcParams['figure.figsize'] = (15, 10)"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"(252, 5)\n"
]
},
{
"data": {
"text/html": [
"
\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" Date | \n",
" Open | \n",
" High | \n",
" Low | \n",
" Close | \n",
"
\n",
" \n",
" \n",
" \n",
" | 0 | \n",
" 2017-02-28 | \n",
" 244.190002 | \n",
" 251.000000 | \n",
" 243.899994 | \n",
" 249.990005 | \n",
"
\n",
" \n",
" | 1 | \n",
" 2017-03-01 | \n",
" 254.179993 | \n",
" 254.850006 | \n",
" 249.110001 | \n",
" 250.020004 | \n",
"
\n",
" \n",
" | 2 | \n",
" 2017-03-02 | \n",
" 249.710007 | \n",
" 253.279999 | \n",
" 248.270004 | \n",
" 250.479996 | \n",
"
\n",
" \n",
" | 3 | \n",
" 2017-03-03 | \n",
" 250.740005 | \n",
" 251.899994 | \n",
" 249.000000 | \n",
" 251.570007 | \n",
"
\n",
" \n",
" | 4 | \n",
" 2017-03-06 | \n",
" 247.910004 | \n",
" 251.699997 | \n",
" 247.509995 | \n",
" 251.210007 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" Date Open High Low Close\n",
"0 2017-02-28 244.190002 251.000000 243.899994 249.990005\n",
"1 2017-03-01 254.179993 254.850006 249.110001 250.020004\n",
"2 2017-03-02 249.710007 253.279999 248.270004 250.479996\n",
"3 2017-03-03 250.740005 251.899994 249.000000 251.570007\n",
"4 2017-03-06 247.910004 251.699997 247.509995 251.210007"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"tesla = pd.read_csv('TSLA.csv')\n",
"tesla = tesla[['Date','Open','High','Low','Close']]\n",
"print(tesla.shape)\n",
"tesla.head()"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"(1763, 5)\n"
]
},
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" Date | \n",
" Open | \n",
" High | \n",
" Low | \n",
" Close | \n",
"
\n",
" \n",
" \n",
" \n",
" | 0 | \n",
" 2011-02-28 | \n",
" 23.740000 | \n",
" 24.100000 | \n",
" 23.500000 | \n",
" 23.889999 | \n",
"
\n",
" \n",
" | 1 | \n",
" 2011-03-01 | \n",
" 24.049999 | \n",
" 24.320000 | \n",
" 23.700001 | \n",
" 23.940001 | \n",
"
\n",
" \n",
" | 2 | \n",
" 2011-03-02 | \n",
" 23.820000 | \n",
" 24.280001 | \n",
" 23.730000 | \n",
" 24.020000 | \n",
"
\n",
" \n",
" | 3 | \n",
" 2011-03-03 | \n",
" 24.480000 | \n",
" 24.790001 | \n",
" 24.059999 | \n",
" 24.360001 | \n",
"
\n",
" \n",
" | 4 | \n",
" 2011-03-04 | \n",
" 24.480000 | \n",
" 24.990000 | \n",
" 23.780001 | \n",
" 24.950001 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" Date Open High Low Close\n",
"0 2011-02-28 23.740000 24.100000 23.500000 23.889999\n",
"1 2011-03-01 24.049999 24.320000 23.700001 23.940001\n",
"2 2011-03-02 23.820000 24.280001 23.730000 24.020000\n",
"3 2011-03-03 24.480000 24.790001 24.059999 24.360001\n",
"4 2011-03-04 24.480000 24.990000 23.780001 24.950001"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"tesla_2011 = pd.read_csv('TSLA-2011.csv')\n",
"tesla_2011 = tesla_2011[['Date','Open','High','Low','Close']]\n",
"print(tesla_2011.shape)\n",
"tesla_2011.head()"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/usr/local/lib/python3.5/dist-packages/matplotlib/cbook/deprecation.py:106: MatplotlibDeprecationWarning: The finance module has been deprecated in mpl 2.0 and will be removed in mpl 2.2. Please use the module mpl_finance instead.\n",
" warnings.warn(message, mplDeprecation, stacklevel=1)\n"
]
},
{
"data": {
"image/png": "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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import matplotlib.ticker as mticker\n",
"from matplotlib.finance import candlestick_ohlc\n",
"from datetime import date\n",
"from matplotlib.dates import date2num\n",
"import matplotlib.dates as mdates\n",
"import matplotlib.ticker as mticker\n",
"\n",
"df_cp = tesla.copy()\n",
"df_cp.Date = date2num(pd.to_datetime(tesla.Date).dt.to_pydatetime())\n",
"ax1 = plt.subplot2grid((1,1), (0,0))\n",
"candlestick_ohlc(ax1,df_cp.values, width=0.4, colorup='#77d879', colordown='#db3f3f',alpha=2)\n",
"x_range = np.arange(df_cp.shape[0])\n",
"ax1.xaxis.set_major_formatter(mdates.DateFormatter('%Y-%m-%d'))\n",
"ax1.xaxis.set_major_locator(mticker.MaxNLocator(10))\n",
"ax1.grid(True)\n",
"plt.xlabel('Date')\n",
"plt.ylabel('Price')\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"ax1 = plt.subplot2grid((1,1), (0,0))\n",
"ret=candlestick_ohlc(ax1,df_cp.iloc[:100,:].values, width=0.4, colorup='#77d879', colordown='#db3f3f',alpha=2)\n",
"x_range = np.arange(df_cp.shape[0])\n",
"ax1.xaxis.set_major_formatter(mdates.DateFormatter('%Y-%m-%d'))\n",
"ax1.xaxis.set_major_locator(mticker.MaxNLocator(10))\n",
"ax1.grid(True)\n",
"plt.xlabel('Date')\n",
"plt.ylabel('Price')\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"tesla.Close.plot()"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"tesla_2011.Close.plot()"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/usr/local/lib/python3.5/dist-packages/pandas/plotting/_core.py:1716: UserWarning: Pandas doesn't allow columns to be created via a new attribute name - see https://pandas.pydata.org/pandas-docs/stable/indexing.html#attribute-access\n",
" series.name = label\n"
]
},
{
"data": {
"text/plain": [
""
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"tesla.plot(kind = \"line\", y = ['Open', 'High', 'Low','Close'])"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/usr/local/lib/python3.5/dist-packages/pandas/plotting/_core.py:1716: UserWarning: Pandas doesn't allow columns to be created via a new attribute name - see https://pandas.pydata.org/pandas-docs/stable/indexing.html#attribute-access\n",
" series.name = label\n"
]
},
{
"data": {
"text/plain": [
""
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"tesla_2011.plot(kind = \"line\", y = ['Open', 'High', 'Low','Close'])"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" Date | \n",
" Open | \n",
" High | \n",
" Low | \n",
" Close | \n",
" months | \n",
" year | \n",
"
\n",
" \n",
" \n",
" \n",
" | 0 | \n",
" 2011-02-28 | \n",
" 23.740000 | \n",
" 24.100000 | \n",
" 23.500000 | \n",
" 23.889999 | \n",
" 2 | \n",
" 2011 | \n",
"
\n",
" \n",
" | 1 | \n",
" 2011-03-01 | \n",
" 24.049999 | \n",
" 24.320000 | \n",
" 23.700001 | \n",
" 23.940001 | \n",
" 3 | \n",
" 2011 | \n",
"
\n",
" \n",
" | 2 | \n",
" 2011-03-02 | \n",
" 23.820000 | \n",
" 24.280001 | \n",
" 23.730000 | \n",
" 24.020000 | \n",
" 3 | \n",
" 2011 | \n",
"
\n",
" \n",
" | 3 | \n",
" 2011-03-03 | \n",
" 24.480000 | \n",
" 24.790001 | \n",
" 24.059999 | \n",
" 24.360001 | \n",
" 3 | \n",
" 2011 | \n",
"
\n",
" \n",
" | 4 | \n",
" 2011-03-04 | \n",
" 24.480000 | \n",
" 24.990000 | \n",
" 23.780001 | \n",
" 24.950001 | \n",
" 3 | \n",
" 2011 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" Date Open High Low Close months year\n",
"0 2011-02-28 23.740000 24.100000 23.500000 23.889999 2 2011\n",
"1 2011-03-01 24.049999 24.320000 23.700001 23.940001 3 2011\n",
"2 2011-03-02 23.820000 24.280001 23.730000 24.020000 3 2011\n",
"3 2011-03-03 24.480000 24.790001 24.059999 24.360001 3 2011\n",
"4 2011-03-04 24.480000 24.990000 23.780001 24.950001 3 2011"
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"tesla_2011['months'] = pd.DatetimeIndex(tesla_2011['Date']).month\n",
"tesla_2011['year'] = pd.DatetimeIndex(tesla_2011['Date']).year\n",
"tesla_2011.head()"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [],
"source": [
"teslaPivot = pd.pivot_table(tesla_2011, values = \"Close\", columns = \"year\", index = \"months\")"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | year | \n",
" 2011 | \n",
" 2012 | \n",
" 2013 | \n",
" 2014 | \n",
" 2015 | \n",
" 2016 | \n",
" 2017 | \n",
" 2018 | \n",
"
\n",
" \n",
" | months | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
"
\n",
" \n",
" \n",
" \n",
" | 1 | \n",
" NaN | \n",
" 27.490000 | \n",
" 35.188571 | \n",
" 164.051905 | \n",
" 203.255499 | \n",
" 204.562105 | \n",
" 239.320499 | \n",
" 338.583335 | \n",
"
\n",
" \n",
" | 2 | \n",
" 23.889999 | \n",
" 32.762000 | \n",
" 37.366316 | \n",
" 206.023157 | \n",
" 210.673159 | \n",
" 169.670000 | \n",
" 263.711058 | \n",
" 335.777369 | \n",
"
\n",
" \n",
" | 3 | \n",
" 23.708696 | \n",
" 35.240910 | \n",
" 37.043000 | \n",
" 233.146667 | \n",
" 194.718184 | \n",
" 216.147273 | \n",
" 258.156522 | \n",
" NaN | \n",
"
\n",
" \n",
" | 4 | \n",
" 26.166000 | \n",
" 33.495000 | \n",
" 46.235455 | \n",
" 208.287619 | \n",
" 211.611428 | \n",
" 250.959050 | \n",
" 304.758424 | \n",
" NaN | \n",
"
\n",
" \n",
" | 5 | \n",
" 27.612857 | \n",
" 30.773636 | \n",
" 81.399091 | \n",
" 199.674286 | \n",
" 242.220499 | \n",
" 216.633809 | \n",
" 316.524091 | \n",
" NaN | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
"year 2011 2012 2013 2014 2015 2016 \\\n",
"months \n",
"1 NaN 27.490000 35.188571 164.051905 203.255499 204.562105 \n",
"2 23.889999 32.762000 37.366316 206.023157 210.673159 169.670000 \n",
"3 23.708696 35.240910 37.043000 233.146667 194.718184 216.147273 \n",
"4 26.166000 33.495000 46.235455 208.287619 211.611428 250.959050 \n",
"5 27.612857 30.773636 81.399091 199.674286 242.220499 216.633809 \n",
"\n",
"year 2017 2018 \n",
"months \n",
"1 239.320499 338.583335 \n",
"2 263.711058 335.777369 \n",
"3 258.156522 NaN \n",
"4 304.758424 NaN \n",
"5 316.524091 NaN "
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"teslaPivot.head()"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"teslaPivot.plot()"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([[,\n",
" ,\n",
" ,\n",
" ],\n",
" [,\n",
" ,\n",
" ,\n",
" ],\n",
" [,\n",
" ,\n",
" ,\n",
" ],\n",
" [,\n",
" ,\n",
" ,\n",
" ]], dtype=object)"
]
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"teslaPivot.plot(subplots = True, figsize=(15, 15), layout=(4,4), sharey=True)"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 16,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"tesla.Close.plot(kind = \"hist\", bins = 30)"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" Date | \n",
" Open | \n",
" High | \n",
" Low | \n",
" Close | \n",
" Closelog | \n",
"
\n",
" \n",
" \n",
" \n",
" | 0 | \n",
" 2017-02-28 | \n",
" 244.190002 | \n",
" 251.000000 | \n",
" 243.899994 | \n",
" 249.990005 | \n",
" 5.521421 | \n",
"
\n",
" \n",
" | 1 | \n",
" 2017-03-01 | \n",
" 254.179993 | \n",
" 254.850006 | \n",
" 249.110001 | \n",
" 250.020004 | \n",
" 5.521541 | \n",
"
\n",
" \n",
" | 2 | \n",
" 2017-03-02 | \n",
" 249.710007 | \n",
" 253.279999 | \n",
" 248.270004 | \n",
" 250.479996 | \n",
" 5.523379 | \n",
"
\n",
" \n",
" | 3 | \n",
" 2017-03-03 | \n",
" 250.740005 | \n",
" 251.899994 | \n",
" 249.000000 | \n",
" 251.570007 | \n",
" 5.527721 | \n",
"
\n",
" \n",
" | 4 | \n",
" 2017-03-06 | \n",
" 247.910004 | \n",
" 251.699997 | \n",
" 247.509995 | \n",
" 251.210007 | \n",
" 5.526289 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" Date Open High Low Close Closelog\n",
"0 2017-02-28 244.190002 251.000000 243.899994 249.990005 5.521421\n",
"1 2017-03-01 254.179993 254.850006 249.110001 250.020004 5.521541\n",
"2 2017-03-02 249.710007 253.279999 248.270004 250.479996 5.523379\n",
"3 2017-03-03 250.740005 251.899994 249.000000 251.570007 5.527721\n",
"4 2017-03-06 247.910004 251.699997 247.509995 251.210007 5.526289"
]
},
"execution_count": 17,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"tesla['Closelog'] = np.log(tesla.Close)\n",
"tesla.head()"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 18,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"tesla.Closelog.plot(kind = \"hist\", bins = 30)"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 19,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"tesla.Closelog.plot()"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/usr/local/lib/python3.5/dist-packages/pandas/plotting/_core.py:1716: UserWarning: Pandas doesn't allow columns to be created via a new attribute name - see https://pandas.pydata.org/pandas-docs/stable/indexing.html#attribute-access\n",
" series.name = label\n",
"/usr/local/lib/python3.5/dist-packages/pandas/core/indexes/base.py:1743: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future\n",
" return getitem(key)\n"
]
},
{
"data": {
"text/plain": [
""
]
},
"execution_count": 20,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"model_mean_pred = tesla.Closelog.mean()\n",
"# reverse log e\n",
"tesla[\"Closemean\"] = np.exp(model_mean_pred)\n",
"tesla.plot(kind=\"line\", x=\"Date\", y = [\"Close\", \"Closemean\"])"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [],
"source": [
"from sklearn import linear_model\n",
"x = np.arange(tesla.shape[0]).reshape((-1,1))\n",
"y = tesla.Close.values.reshape((-1,1))\n",
"reg = linear_model.LinearRegression()\n",
"pred = reg.fit(x, y).predict(x)"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/usr/local/lib/python3.5/dist-packages/pandas/plotting/_core.py:1716: UserWarning: Pandas doesn't allow columns to be created via a new attribute name - see https://pandas.pydata.org/pandas-docs/stable/indexing.html#attribute-access\n",
" series.name = label\n",
"/usr/local/lib/python3.5/dist-packages/pandas/core/indexes/base.py:1743: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future\n",
" return getitem(key)\n"
]
},
{
"data": {
"text/plain": [
""
]
},
"execution_count": 22,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"tesla['linear'] = pred\n",
"tesla.plot(kind=\"line\", x=\"Date\", y = [\"Close\", \"Closemean\", \"linear\"])"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" Date | \n",
" Open | \n",
" High | \n",
" Low | \n",
" Close | \n",
" Closelog | \n",
" Closemean | \n",
" linear | \n",
"
\n",
" \n",
" | Date | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
"
\n",
" \n",
" \n",
" \n",
" | 2017-02-28 | \n",
" 2017-02-28 | \n",
" 244.190002 | \n",
" 251.000000 | \n",
" 243.899994 | \n",
" 249.990005 | \n",
" 5.521421 | \n",
" 325.799915 | \n",
" 304.843457 | \n",
"
\n",
" \n",
" | 2017-03-01 | \n",
" 2017-03-01 | \n",
" 254.179993 | \n",
" 254.850006 | \n",
" 249.110001 | \n",
" 250.020004 | \n",
" 5.521541 | \n",
" 325.799915 | \n",
" 305.022830 | \n",
"
\n",
" \n",
" | 2017-03-02 | \n",
" 2017-03-02 | \n",
" 249.710007 | \n",
" 253.279999 | \n",
" 248.270004 | \n",
" 250.479996 | \n",
" 5.523379 | \n",
" 325.799915 | \n",
" 305.202204 | \n",
"
\n",
" \n",
" | 2017-03-03 | \n",
" 2017-03-03 | \n",
" 250.740005 | \n",
" 251.899994 | \n",
" 249.000000 | \n",
" 251.570007 | \n",
" 5.527721 | \n",
" 325.799915 | \n",
" 305.381577 | \n",
"
\n",
" \n",
" | 2017-03-06 | \n",
" 2017-03-06 | \n",
" 247.910004 | \n",
" 251.699997 | \n",
" 247.509995 | \n",
" 251.210007 | \n",
" 5.526289 | \n",
" 325.799915 | \n",
" 305.560951 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" Date Open High Low Close \\\n",
"Date \n",
"2017-02-28 2017-02-28 244.190002 251.000000 243.899994 249.990005 \n",
"2017-03-01 2017-03-01 254.179993 254.850006 249.110001 250.020004 \n",
"2017-03-02 2017-03-02 249.710007 253.279999 248.270004 250.479996 \n",
"2017-03-03 2017-03-03 250.740005 251.899994 249.000000 251.570007 \n",
"2017-03-06 2017-03-06 247.910004 251.699997 247.509995 251.210007 \n",
"\n",
" Closelog Closemean linear \n",
"Date \n",
"2017-02-28 5.521421 325.799915 304.843457 \n",
"2017-03-01 5.521541 325.799915 305.022830 \n",
"2017-03-02 5.523379 325.799915 305.202204 \n",
"2017-03-03 5.527721 325.799915 305.381577 \n",
"2017-03-06 5.526289 325.799915 305.560951 "
]
},
"execution_count": 23,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"tesla.Date = pd.DatetimeIndex(tesla.Date)\n",
"tesla.index = pd.PeriodIndex(tesla.Date, freq='D')\n",
"tesla = tesla.sort_values(by = \"Date\")\n",
"tesla.head()"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" Date | \n",
" Open | \n",
" High | \n",
" Low | \n",
" Close | \n",
" Closelog | \n",
" Closemean | \n",
" linear | \n",
" timeIndex | \n",
"
\n",
" \n",
" | Date | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
"
\n",
" \n",
" \n",
" \n",
" | 2017-02-28 | \n",
" 2017-02-28 | \n",
" 244.190002 | \n",
" 251.000000 | \n",
" 243.899994 | \n",
" 249.990005 | \n",
" 5.521421 | \n",
" 325.799915 | \n",
" 304.843457 | \n",
" 0.0 | \n",
"
\n",
" \n",
" | 2017-03-01 | \n",
" 2017-03-01 | \n",
" 254.179993 | \n",
" 254.850006 | \n",
" 249.110001 | \n",
" 250.020004 | \n",
" 5.521541 | \n",
" 325.799915 | \n",
" 305.022830 | \n",
" 1.0 | \n",
"
\n",
" \n",
" | 2017-03-02 | \n",
" 2017-03-02 | \n",
" 249.710007 | \n",
" 253.279999 | \n",
" 248.270004 | \n",
" 250.479996 | \n",
" 5.523379 | \n",
" 325.799915 | \n",
" 305.202204 | \n",
" 2.0 | \n",
"
\n",
" \n",
" | 2017-03-03 | \n",
" 2017-03-03 | \n",
" 250.740005 | \n",
" 251.899994 | \n",
" 249.000000 | \n",
" 251.570007 | \n",
" 5.527721 | \n",
" 325.799915 | \n",
" 305.381577 | \n",
" 3.0 | \n",
"
\n",
" \n",
" | 2017-03-06 | \n",
" 2017-03-06 | \n",
" 247.910004 | \n",
" 251.699997 | \n",
" 247.509995 | \n",
" 251.210007 | \n",
" 5.526289 | \n",
" 325.799915 | \n",
" 305.560951 | \n",
" 6.0 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" Date Open High Low Close \\\n",
"Date \n",
"2017-02-28 2017-02-28 244.190002 251.000000 243.899994 249.990005 \n",
"2017-03-01 2017-03-01 254.179993 254.850006 249.110001 250.020004 \n",
"2017-03-02 2017-03-02 249.710007 253.279999 248.270004 250.479996 \n",
"2017-03-03 2017-03-03 250.740005 251.899994 249.000000 251.570007 \n",
"2017-03-06 2017-03-06 247.910004 251.699997 247.509995 251.210007 \n",
"\n",
" Closelog Closemean linear timeIndex \n",
"Date \n",
"2017-02-28 5.521421 325.799915 304.843457 0.0 \n",
"2017-03-01 5.521541 325.799915 305.022830 1.0 \n",
"2017-03-02 5.523379 325.799915 305.202204 2.0 \n",
"2017-03-03 5.527721 325.799915 305.381577 3.0 \n",
"2017-03-06 5.526289 325.799915 305.560951 6.0 "
]
},
"execution_count": 24,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"tesla['timeIndex']= tesla.Date - tesla.Date.min()\n",
"tesla[\"timeIndex\"] =tesla[\"timeIndex\"] / np.timedelta64(1, 'D')\n",
"tesla.head()"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" Date | \n",
" Open | \n",
" High | \n",
" Low | \n",
" Close | \n",
" Closelog | \n",
" Closemean | \n",
" linear | \n",
" timeIndex | \n",
"
\n",
" \n",
" | Date | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
"
\n",
" \n",
" \n",
" \n",
" | 2018-02-21 | \n",
" 2018-02-21 | \n",
" 336.029999 | \n",
" 339.690002 | \n",
" 333.170013 | \n",
" 333.299988 | \n",
" 5.809043 | \n",
" 325.799915 | \n",
" 349.148732 | \n",
" 358 | \n",
"
\n",
" \n",
" | 2018-02-22 | \n",
" 2018-02-22 | \n",
" 335.529999 | \n",
" 347.440002 | \n",
" 334.750000 | \n",
" 346.170013 | \n",
" 5.846930 | \n",
" 325.799915 | \n",
" 349.328106 | \n",
" 359 | \n",
"
\n",
" \n",
" | 2018-02-23 | \n",
" 2018-02-23 | \n",
" 347.829987 | \n",
" 354.989990 | \n",
" 347.100006 | \n",
" 352.049988 | \n",
" 5.863773 | \n",
" 325.799915 | \n",
" 349.507479 | \n",
" 360 | \n",
"
\n",
" \n",
" | 2018-02-26 | \n",
" 2018-02-26 | \n",
" 353.500000 | \n",
" 359.000000 | \n",
" 352.359985 | \n",
" 357.420013 | \n",
" 5.878912 | \n",
" 325.799915 | \n",
" 349.686853 | \n",
" 363 | \n",
"
\n",
" \n",
" | 2018-02-27 | \n",
" 2018-02-27 | \n",
" 356.250000 | \n",
" 359.989990 | \n",
" 350.010010 | \n",
" 350.989990 | \n",
" 5.860758 | \n",
" 325.799915 | \n",
" 349.866226 | \n",
" 364 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" Date Open High Low Close \\\n",
"Date \n",
"2018-02-21 2018-02-21 336.029999 339.690002 333.170013 333.299988 \n",
"2018-02-22 2018-02-22 335.529999 347.440002 334.750000 346.170013 \n",
"2018-02-23 2018-02-23 347.829987 354.989990 347.100006 352.049988 \n",
"2018-02-26 2018-02-26 353.500000 359.000000 352.359985 357.420013 \n",
"2018-02-27 2018-02-27 356.250000 359.989990 350.010010 350.989990 \n",
"\n",
" Closelog Closemean linear timeIndex \n",
"Date \n",
"2018-02-21 5.809043 325.799915 349.148732 358 \n",
"2018-02-22 5.846930 325.799915 349.328106 359 \n",
"2018-02-23 5.863773 325.799915 349.507479 360 \n",
"2018-02-26 5.878912 325.799915 349.686853 363 \n",
"2018-02-27 5.860758 325.799915 349.866226 364 "
]
},
"execution_count": 25,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"tesla[\"timeIndex\"] = tesla[\"timeIndex\"].round(0).astype(int)\n",
"tesla.tail()"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/usr/local/lib/python3.5/dist-packages/statsmodels/compat/pandas.py:56: FutureWarning: The pandas.core.datetools module is deprecated and will be removed in a future version. Please use the pandas.tseries module instead.\n",
" from pandas.core import datetools\n"
]
}
],
"source": [
"import statsmodels.api as sm\n",
"import statsmodels.formula.api as smf\n",
"from statsmodels.tsa.stattools import adfuller"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"OLS Regression Results\n",
"\n",
" | Dep. Variable: | Closelog | R-squared: | 0.199 | \n",
"
\n",
"\n",
" | Model: | OLS | Adj. R-squared: | 0.195 | \n",
"
\n",
"\n",
" | Method: | Least Squares | F-statistic: | 61.96 | \n",
"
\n",
"\n",
" | Date: | Thu, 01 Mar 2018 | Prob (F-statistic): | 1.06e-13 | \n",
"
\n",
"\n",
" | Time: | 12:11:44 | Log-Likelihood: | 252.42 | \n",
"
\n",
"\n",
" | No. Observations: | 252 | AIC: | -500.8 | \n",
"
\n",
"\n",
" | Df Residuals: | 250 | BIC: | -493.8 | \n",
"
\n",
"\n",
" | Df Model: | 1 | | | \n",
"
\n",
"\n",
" | Covariance Type: | nonrobust | | | \n",
"
\n",
"
\n",
"\n",
"\n",
" | coef | std err | t | P>|t| | [0.025 | 0.975] | \n",
"
\n",
"\n",
" | Intercept | 5.7105 | 0.011 | 512.194 | 0.000 | 5.689 | 5.732 | \n",
"
\n",
"\n",
" | timeIndex | 0.0004 | 5.34e-05 | 7.871 | 0.000 | 0.000 | 0.001 | \n",
"
\n",
"
\n",
"\n",
"\n",
" | Omnibus: | 2.098 | Durbin-Watson: | 0.065 | \n",
"
\n",
"\n",
" | Prob(Omnibus): | 0.350 | Jarque-Bera (JB): | 2.174 | \n",
"
\n",
"\n",
" | Skew: | -0.198 | Prob(JB): | 0.337 | \n",
"
\n",
"\n",
" | Kurtosis: | 2.777 | Cond. No. | 414. | \n",
"
\n",
"
"
],
"text/plain": [
"\n",
"\"\"\"\n",
" OLS Regression Results \n",
"==============================================================================\n",
"Dep. Variable: Closelog R-squared: 0.199\n",
"Model: OLS Adj. R-squared: 0.195\n",
"Method: Least Squares F-statistic: 61.96\n",
"Date: Thu, 01 Mar 2018 Prob (F-statistic): 1.06e-13\n",
"Time: 12:11:44 Log-Likelihood: 252.42\n",
"No. Observations: 252 AIC: -500.8\n",
"Df Residuals: 250 BIC: -493.8\n",
"Df Model: 1 \n",
"Covariance Type: nonrobust \n",
"==============================================================================\n",
" coef std err t P>|t| [0.025 0.975]\n",
"------------------------------------------------------------------------------\n",
"Intercept 5.7105 0.011 512.194 0.000 5.689 5.732\n",
"timeIndex 0.0004 5.34e-05 7.871 0.000 0.000 0.001\n",
"==============================================================================\n",
"Omnibus: 2.098 Durbin-Watson: 0.065\n",
"Prob(Omnibus): 0.350 Jarque-Bera (JB): 2.174\n",
"Skew: -0.198 Prob(JB): 0.337\n",
"Kurtosis: 2.777 Cond. No. 414.\n",
"==============================================================================\n",
"\n",
"Warnings:\n",
"[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n",
"\"\"\""
]
},
"execution_count": 27,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"model_linear = smf.ols('Closelog ~ timeIndex', data = tesla).fit()\n",
"model_linear.summary()"
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Intercept 5.710491\n",
"timeIndex 0.000421\n",
"dtype: float64"
]
},
"execution_count": 28,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"model_linear.params"
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(252,)"
]
},
"execution_count": 29,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"model_linear_pred = model_linear.predict()\n",
"model_linear_pred.shape"
]
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" Date | \n",
" Open | \n",
" High | \n",
" Low | \n",
" Close | \n",
" Closelog | \n",
" Closemean | \n",
" linear | \n",
" timeIndex | \n",
" linear_stats | \n",
"
\n",
" \n",
" | Date | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
"
\n",
" \n",
" \n",
" \n",
" | 2017-02-28 | \n",
" 2017-02-28 | \n",
" 244.190002 | \n",
" 251.000000 | \n",
" 243.899994 | \n",
" 249.990005 | \n",
" 5.521421 | \n",
" 325.799915 | \n",
" 304.843457 | \n",
" 0 | \n",
" 5.710491 | \n",
"
\n",
" \n",
" | 2017-03-01 | \n",
" 2017-03-01 | \n",
" 254.179993 | \n",
" 254.850006 | \n",
" 249.110001 | \n",
" 250.020004 | \n",
" 5.521541 | \n",
" 325.799915 | \n",
" 305.022830 | \n",
" 1 | \n",
" 5.710911 | \n",
"
\n",
" \n",
" | 2017-03-02 | \n",
" 2017-03-02 | \n",
" 249.710007 | \n",
" 253.279999 | \n",
" 248.270004 | \n",
" 250.479996 | \n",
" 5.523379 | \n",
" 325.799915 | \n",
" 305.202204 | \n",
" 2 | \n",
" 5.711332 | \n",
"
\n",
" \n",
" | 2017-03-03 | \n",
" 2017-03-03 | \n",
" 250.740005 | \n",
" 251.899994 | \n",
" 249.000000 | \n",
" 251.570007 | \n",
" 5.527721 | \n",
" 325.799915 | \n",
" 305.381577 | \n",
" 3 | \n",
" 5.711753 | \n",
"
\n",
" \n",
" | 2017-03-06 | \n",
" 2017-03-06 | \n",
" 247.910004 | \n",
" 251.699997 | \n",
" 247.509995 | \n",
" 251.210007 | \n",
" 5.526289 | \n",
" 325.799915 | \n",
" 305.560951 | \n",
" 6 | \n",
" 5.713015 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" Date Open High Low Close \\\n",
"Date \n",
"2017-02-28 2017-02-28 244.190002 251.000000 243.899994 249.990005 \n",
"2017-03-01 2017-03-01 254.179993 254.850006 249.110001 250.020004 \n",
"2017-03-02 2017-03-02 249.710007 253.279999 248.270004 250.479996 \n",
"2017-03-03 2017-03-03 250.740005 251.899994 249.000000 251.570007 \n",
"2017-03-06 2017-03-06 247.910004 251.699997 247.509995 251.210007 \n",
"\n",
" Closelog Closemean linear timeIndex linear_stats \n",
"Date \n",
"2017-02-28 5.521421 325.799915 304.843457 0 5.710491 \n",
"2017-03-01 5.521541 325.799915 305.022830 1 5.710911 \n",
"2017-03-02 5.523379 325.799915 305.202204 2 5.711332 \n",
"2017-03-03 5.527721 325.799915 305.381577 3 5.711753 \n",
"2017-03-06 5.526289 325.799915 305.560951 6 5.713015 "
]
},
"execution_count": 30,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"tesla['linear_stats'] = model_linear_pred\n",
"tesla.head()"
]
},
{
"cell_type": "code",
"execution_count": 31,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/usr/local/lib/python3.5/dist-packages/pandas/plotting/_core.py:1716: UserWarning: Pandas doesn't allow columns to be created via a new attribute name - see https://pandas.pydata.org/pandas-docs/stable/indexing.html#attribute-access\n",
" series.name = label\n"
]
},
{
"data": {
"text/plain": [
""
]
},
"execution_count": 31,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"tesla.plot(kind=\"line\", x=\"timeIndex\", y = [\"Closelog\", 'linear_stats'])"
]
},
{
"cell_type": "code",
"execution_count": 32,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"model_linear.resid.plot(kind = \"bar\").get_xaxis().set_visible(False)"
]
},
{
"cell_type": "code",
"execution_count": 33,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"0 5.816514\n",
"dtype: float64"
]
},
"execution_count": 33,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"model_linear_forecast_auto = model_linear.predict(exog = pd.DataFrame(dict(timeIndex=252), index=[0]))\n",
"model_linear_forecast_auto"
]
},
{
"cell_type": "code",
"execution_count": 34,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" Date | \n",
" Open | \n",
" High | \n",
" Low | \n",
" Close | \n",
" Closelog | \n",
" Closemean | \n",
" linear | \n",
" timeIndex | \n",
" linear_stats | \n",
" pricelinear | \n",
"
\n",
" \n",
" | Date | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
"
\n",
" \n",
" \n",
" \n",
" | 2017-02-28 | \n",
" 2017-02-28 | \n",
" 244.190002 | \n",
" 251.000000 | \n",
" 243.899994 | \n",
" 249.990005 | \n",
" 5.521421 | \n",
" 325.799915 | \n",
" 304.843457 | \n",
" 0 | \n",
" 5.710491 | \n",
" 302.019237 | \n",
"
\n",
" \n",
" | 2017-03-01 | \n",
" 2017-03-01 | \n",
" 254.179993 | \n",
" 254.850006 | \n",
" 249.110001 | \n",
" 250.020004 | \n",
" 5.521541 | \n",
" 325.799915 | \n",
" 305.022830 | \n",
" 1 | \n",
" 5.710911 | \n",
" 302.146332 | \n",
"
\n",
" \n",
" | 2017-03-02 | \n",
" 2017-03-02 | \n",
" 249.710007 | \n",
" 253.279999 | \n",
" 248.270004 | \n",
" 250.479996 | \n",
" 5.523379 | \n",
" 325.799915 | \n",
" 305.202204 | \n",
" 2 | \n",
" 5.711332 | \n",
" 302.273480 | \n",
"
\n",
" \n",
" | 2017-03-03 | \n",
" 2017-03-03 | \n",
" 250.740005 | \n",
" 251.899994 | \n",
" 249.000000 | \n",
" 251.570007 | \n",
" 5.527721 | \n",
" 325.799915 | \n",
" 305.381577 | \n",
" 3 | \n",
" 5.711753 | \n",
" 302.400681 | \n",
"
\n",
" \n",
" | 2017-03-06 | \n",
" 2017-03-06 | \n",
" 247.910004 | \n",
" 251.699997 | \n",
" 247.509995 | \n",
" 251.210007 | \n",
" 5.526289 | \n",
" 325.799915 | \n",
" 305.560951 | \n",
" 6 | \n",
" 5.713015 | \n",
" 302.782607 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" Date Open High Low Close \\\n",
"Date \n",
"2017-02-28 2017-02-28 244.190002 251.000000 243.899994 249.990005 \n",
"2017-03-01 2017-03-01 254.179993 254.850006 249.110001 250.020004 \n",
"2017-03-02 2017-03-02 249.710007 253.279999 248.270004 250.479996 \n",
"2017-03-03 2017-03-03 250.740005 251.899994 249.000000 251.570007 \n",
"2017-03-06 2017-03-06 247.910004 251.699997 247.509995 251.210007 \n",
"\n",
" Closelog Closemean linear timeIndex linear_stats \\\n",
"Date \n",
"2017-02-28 5.521421 325.799915 304.843457 0 5.710491 \n",
"2017-03-01 5.521541 325.799915 305.022830 1 5.710911 \n",
"2017-03-02 5.523379 325.799915 305.202204 2 5.711332 \n",
"2017-03-03 5.527721 325.799915 305.381577 3 5.711753 \n",
"2017-03-06 5.526289 325.799915 305.560951 6 5.713015 \n",
"\n",
" pricelinear \n",
"Date \n",
"2017-02-28 302.019237 \n",
"2017-03-01 302.146332 \n",
"2017-03-02 302.273480 \n",
"2017-03-03 302.400681 \n",
"2017-03-06 302.782607 "
]
},
"execution_count": 34,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"tesla['pricelinear'] = np.exp(model_linear_pred)\n",
"tesla.head()"
]
},
{
"cell_type": "code",
"execution_count": 35,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/usr/local/lib/python3.5/dist-packages/pandas/plotting/_core.py:1716: UserWarning: Pandas doesn't allow columns to be created via a new attribute name - see https://pandas.pydata.org/pandas-docs/stable/indexing.html#attribute-access\n",
" series.name = label\n"
]
},
{
"data": {
"text/plain": [
""
]
},
"execution_count": 35,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"tesla.plot(kind=\"line\", x=\"timeIndex\", y = [\"Close\", \"Closemean\", \"pricelinear\"])"
]
},
{
"cell_type": "code",
"execution_count": 36,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" Date | \n",
" Open | \n",
" High | \n",
" Low | \n",
" Close | \n",
" Closelog | \n",
" Closemean | \n",
" linear | \n",
" timeIndex | \n",
" linear_stats | \n",
" pricelinear | \n",
" CloselogShift1 | \n",
"
\n",
" \n",
" | Date | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
"
\n",
" \n",
" \n",
" \n",
" | 2017-02-28 | \n",
" 2017-02-28 | \n",
" 244.190002 | \n",
" 251.000000 | \n",
" 243.899994 | \n",
" 249.990005 | \n",
" 5.521421 | \n",
" 325.799915 | \n",
" 304.843457 | \n",
" 0 | \n",
" 5.710491 | \n",
" 302.019237 | \n",
" NaN | \n",
"
\n",
" \n",
" | 2017-03-01 | \n",
" 2017-03-01 | \n",
" 254.179993 | \n",
" 254.850006 | \n",
" 249.110001 | \n",
" 250.020004 | \n",
" 5.521541 | \n",
" 325.799915 | \n",
" 305.022830 | \n",
" 1 | \n",
" 5.710911 | \n",
" 302.146332 | \n",
" 5.521421 | \n",
"
\n",
" \n",
" | 2017-03-02 | \n",
" 2017-03-02 | \n",
" 249.710007 | \n",
" 253.279999 | \n",
" 248.270004 | \n",
" 250.479996 | \n",
" 5.523379 | \n",
" 325.799915 | \n",
" 305.202204 | \n",
" 2 | \n",
" 5.711332 | \n",
" 302.273480 | \n",
" 5.521541 | \n",
"
\n",
" \n",
" | 2017-03-03 | \n",
" 2017-03-03 | \n",
" 250.740005 | \n",
" 251.899994 | \n",
" 249.000000 | \n",
" 251.570007 | \n",
" 5.527721 | \n",
" 325.799915 | \n",
" 305.381577 | \n",
" 3 | \n",
" 5.711753 | \n",
" 302.400681 | \n",
" 5.523379 | \n",
"
\n",
" \n",
" | 2017-03-06 | \n",
" 2017-03-06 | \n",
" 247.910004 | \n",
" 251.699997 | \n",
" 247.509995 | \n",
" 251.210007 | \n",
" 5.526289 | \n",
" 325.799915 | \n",
" 305.560951 | \n",
" 6 | \n",
" 5.713015 | \n",
" 302.782607 | \n",
" 5.527721 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" Date Open High Low Close \\\n",
"Date \n",
"2017-02-28 2017-02-28 244.190002 251.000000 243.899994 249.990005 \n",
"2017-03-01 2017-03-01 254.179993 254.850006 249.110001 250.020004 \n",
"2017-03-02 2017-03-02 249.710007 253.279999 248.270004 250.479996 \n",
"2017-03-03 2017-03-03 250.740005 251.899994 249.000000 251.570007 \n",
"2017-03-06 2017-03-06 247.910004 251.699997 247.509995 251.210007 \n",
"\n",
" Closelog Closemean linear timeIndex linear_stats \\\n",
"Date \n",
"2017-02-28 5.521421 325.799915 304.843457 0 5.710491 \n",
"2017-03-01 5.521541 325.799915 305.022830 1 5.710911 \n",
"2017-03-02 5.523379 325.799915 305.202204 2 5.711332 \n",
"2017-03-03 5.527721 325.799915 305.381577 3 5.711753 \n",
"2017-03-06 5.526289 325.799915 305.560951 6 5.713015 \n",
"\n",
" pricelinear CloselogShift1 \n",
"Date \n",
"2017-02-28 302.019237 NaN \n",
"2017-03-01 302.146332 5.521421 \n",
"2017-03-02 302.273480 5.521541 \n",
"2017-03-03 302.400681 5.523379 \n",
"2017-03-06 302.782607 5.527721 "
]
},
"execution_count": 36,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"tesla[\"CloselogShift1\"] = tesla.Closelog.shift()\n",
"tesla.head()"
]
},
{
"cell_type": "code",
"execution_count": 37,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 37,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"tesla.plot(kind= \"scatter\", y = \"Closelog\", x = \"CloselogShift1\", s = 50)"
]
},
{
"cell_type": "code",
"execution_count": 38,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 38,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"tesla[\"CloselogDiff\"] = tesla.Closelog - tesla.CloselogShift1\n",
"tesla.CloselogDiff.plot()"
]
},
{
"cell_type": "code",
"execution_count": 61,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" Date | \n",
" Open | \n",
" High | \n",
" Low | \n",
" Close | \n",
" Closelog | \n",
" Closemean | \n",
" linear | \n",
" timeIndex | \n",
" linear_stats | \n",
" pricelinear | \n",
" CloselogShift1 | \n",
" CloselogDiff | \n",
" CloselogMA12 | \n",
" CloselogExp12 | \n",
" priceExp12 | \n",
" CloseRandom | \n",
"
\n",
" \n",
" | Date | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
"
\n",
" \n",
" \n",
" \n",
" | 2017-02-28 | \n",
" 2017-02-28 | \n",
" 244.190002 | \n",
" 251.000000 | \n",
" 243.899994 | \n",
" 249.990005 | \n",
" 5.521421 | \n",
" 325.799915 | \n",
" 304.843457 | \n",
" 0 | \n",
" 5.710491 | \n",
" 302.019237 | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" 5.521421 | \n",
" 249.990005 | \n",
" NaN | \n",
"
\n",
" \n",
" | 2017-03-01 | \n",
" 2017-03-01 | \n",
" 254.179993 | \n",
" 254.850006 | \n",
" 249.110001 | \n",
" 250.020004 | \n",
" 5.521541 | \n",
" 325.799915 | \n",
" 305.022830 | \n",
" 1 | \n",
" 5.710911 | \n",
" 302.146332 | \n",
" 5.521421 | \n",
" 0.000120 | \n",
" NaN | \n",
" 5.521483 | \n",
" 250.005437 | \n",
" 249.990005 | \n",
"
\n",
" \n",
" | 2017-03-02 | \n",
" 2017-03-02 | \n",
" 249.710007 | \n",
" 253.279999 | \n",
" 248.270004 | \n",
" 250.479996 | \n",
" 5.523379 | \n",
" 325.799915 | \n",
" 305.202204 | \n",
" 2 | \n",
" 5.711332 | \n",
" 302.273480 | \n",
" 5.521541 | \n",
" 0.001838 | \n",
" NaN | \n",
" 5.522152 | \n",
" 250.172741 | \n",
" 250.020004 | \n",
"
\n",
" \n",
" | 2017-03-03 | \n",
" 2017-03-03 | \n",
" 250.740005 | \n",
" 251.899994 | \n",
" 249.000000 | \n",
" 251.570007 | \n",
" 5.527721 | \n",
" 325.799915 | \n",
" 305.381577 | \n",
" 3 | \n",
" 5.711753 | \n",
" 302.400681 | \n",
" 5.523379 | \n",
" 0.004342 | \n",
" NaN | \n",
" 5.523667 | \n",
" 250.552110 | \n",
" 250.479996 | \n",
"
\n",
" \n",
" | 2017-03-06 | \n",
" 2017-03-06 | \n",
" 247.910004 | \n",
" 251.699997 | \n",
" 247.509995 | \n",
" 251.210007 | \n",
" 5.526289 | \n",
" 325.799915 | \n",
" 305.560951 | \n",
" 6 | \n",
" 5.713015 | \n",
" 302.782607 | \n",
" 5.527721 | \n",
" -0.001432 | \n",
" NaN | \n",
" 5.524254 | \n",
" 250.699161 | \n",
" 251.570007 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" Date Open High Low Close \\\n",
"Date \n",
"2017-02-28 2017-02-28 244.190002 251.000000 243.899994 249.990005 \n",
"2017-03-01 2017-03-01 254.179993 254.850006 249.110001 250.020004 \n",
"2017-03-02 2017-03-02 249.710007 253.279999 248.270004 250.479996 \n",
"2017-03-03 2017-03-03 250.740005 251.899994 249.000000 251.570007 \n",
"2017-03-06 2017-03-06 247.910004 251.699997 247.509995 251.210007 \n",
"\n",
" Closelog Closemean linear timeIndex linear_stats \\\n",
"Date \n",
"2017-02-28 5.521421 325.799915 304.843457 0 5.710491 \n",
"2017-03-01 5.521541 325.799915 305.022830 1 5.710911 \n",
"2017-03-02 5.523379 325.799915 305.202204 2 5.711332 \n",
"2017-03-03 5.527721 325.799915 305.381577 3 5.711753 \n",
"2017-03-06 5.526289 325.799915 305.560951 6 5.713015 \n",
"\n",
" pricelinear CloselogShift1 CloselogDiff CloselogMA12 \\\n",
"Date \n",
"2017-02-28 302.019237 NaN NaN NaN \n",
"2017-03-01 302.146332 5.521421 0.000120 NaN \n",
"2017-03-02 302.273480 5.521541 0.001838 NaN \n",
"2017-03-03 302.400681 5.523379 0.004342 NaN \n",
"2017-03-06 302.782607 5.527721 -0.001432 NaN \n",
"\n",
" CloselogExp12 priceExp12 CloseRandom \n",
"Date \n",
"2017-02-28 5.521421 249.990005 NaN \n",
"2017-03-01 5.521483 250.005437 249.990005 \n",
"2017-03-02 5.522152 250.172741 250.020004 \n",
"2017-03-03 5.523667 250.552110 250.479996 \n",
"2017-03-06 5.524254 250.699161 251.570007 "
]
},
"execution_count": 61,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"tesla[\"CloseRandom\"] = np.exp(tesla.CloselogShift1)\n",
"tesla.head()"
]
},
{
"cell_type": "code",
"execution_count": 55,
"metadata": {},
"outputs": [],
"source": [
"def adf(ts):\n",
" rolmean = pd.rolling_mean(ts, window=12)\n",
" rolstd = pd.rolling_std(ts, window=12)\n",
"\n",
" orig = plt.plot(ts.values, color='blue',label='Original')\n",
" mean = plt.plot(rolmean.values, color='red', label='Rolling Mean')\n",
" std = plt.plot(rolstd.values, color='black', label = 'Rolling Std')\n",
" plt.legend(loc='best')\n",
" plt.title('Rolling Mean & Standard Deviation')\n",
" plt.show(block=False)\n",
" \n",
" adftest = adfuller(ts, autolag='AIC')\n",
" adfoutput = pd.Series(adftest[0:4], index=['Test Statistic','p-value','# of Lags Used',\n",
" 'Number of Observations Used'])\n",
" for key,value in adftest[4].items():\n",
" adfoutput['Critical Value (%s)'%key] = value\n",
" return adfoutput"
]
},
{
"cell_type": "code",
"execution_count": 40,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/usr/local/lib/python3.5/dist-packages/ipykernel_launcher.py:1: FutureWarning: pd.rolling_mean is deprecated for Series and will be removed in a future version, replace with \n",
"\tSeries.rolling(window=12,center=False).mean()\n",
" \"\"\"Entry point for launching an IPython kernel.\n",
"/usr/local/lib/python3.5/dist-packages/pandas/plotting/_core.py:1716: UserWarning: Pandas doesn't allow columns to be created via a new attribute name - see https://pandas.pydata.org/pandas-docs/stable/indexing.html#attribute-access\n",
" series.name = label\n"
]
},
{
"data": {
"text/plain": [
""
]
},
"execution_count": 40,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"tesla['CloselogMA12'] = pd.rolling_mean(tesla.Closelog, window = 12)\n",
"tesla.plot(kind =\"line\", y=[\"CloselogMA12\", \"Closelog\"])"
]
},
{
"cell_type": "code",
"execution_count": 56,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/usr/local/lib/python3.5/dist-packages/ipykernel_launcher.py:2: FutureWarning: pd.rolling_mean is deprecated for Series and will be removed in a future version, replace with \n",
"\tSeries.rolling(window=12,center=False).mean()\n",
" \n",
"/usr/local/lib/python3.5/dist-packages/ipykernel_launcher.py:3: FutureWarning: pd.rolling_std is deprecated for Series and will be removed in a future version, replace with \n",
"\tSeries.rolling(window=12,center=False).std()\n",
" This is separate from the ipykernel package so we can avoid doing imports until\n"
]
},
{
"data": {
"image/png": "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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
"Test Statistic -4.702720\n",
"p-value 0.000083\n",
"# of Lags Used 2.000000\n",
"Number of Observations Used 238.000000\n",
"Critical Value (1%) -3.458128\n",
"Critical Value (10%) -2.573283\n",
"Critical Value (5%) -2.873762\n",
"dtype: float64"
]
},
"execution_count": 56,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"ts = tesla.Closelog - tesla.CloselogMA12\n",
"ts.dropna(inplace = True)\n",
"adf(ts)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"if test statistic < critical value (any), we can assume this data is stationary."
]
},
{
"cell_type": "code",
"execution_count": 57,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/usr/local/lib/python3.5/dist-packages/ipykernel_launcher.py:2: FutureWarning: pd.ewm_mean is deprecated for Series and will be removed in a future version, replace with \n",
"\tSeries.ewm(ignore_na=False,adjust=True,halflife=12,min_periods=0).mean()\n",
" \n"
]
},
{
"data": {
"text/plain": [
"0.056125687318306472"
]
},
"execution_count": 57,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"half_life = 12\n",
"tesla['CloselogExp12'] = pd.ewma(tesla.Closelog, halflife=half_life)\n",
"1 - np.exp(np.log(0.5)/half_life)"
]
},
{
"cell_type": "code",
"execution_count": 58,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/usr/local/lib/python3.5/dist-packages/pandas/plotting/_core.py:1716: UserWarning: Pandas doesn't allow columns to be created via a new attribute name - see https://pandas.pydata.org/pandas-docs/stable/indexing.html#attribute-access\n",
" series.name = label\n"
]
},
{
"data": {
"text/plain": [
""
]
},
"execution_count": 58,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"tesla.plot(kind =\"line\", y=[\"CloselogExp12\", \"Closelog\"])"
]
},
{
"cell_type": "code",
"execution_count": 63,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" Date | \n",
" Open | \n",
" High | \n",
" Low | \n",
" Close | \n",
" Closelog | \n",
" Closemean | \n",
" linear | \n",
" timeIndex | \n",
" linear_stats | \n",
" pricelinear | \n",
" CloselogShift1 | \n",
" CloselogDiff | \n",
" CloselogMA12 | \n",
" CloselogExp12 | \n",
" priceExp12 | \n",
" CloseRandom | \n",
" CloseExp12 | \n",
"
\n",
" \n",
" | Date | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
"
\n",
" \n",
" \n",
" \n",
" | 2018-02-21 | \n",
" 2018-02-21 | \n",
" 336.029999 | \n",
" 339.690002 | \n",
" 333.170013 | \n",
" 333.299988 | \n",
" 5.809043 | \n",
" 325.799915 | \n",
" 349.148732 | \n",
" 358 | \n",
" 5.861111 | \n",
" 351.114069 | \n",
" 5.813444 | \n",
" -0.004401 | \n",
" 5.792823 | \n",
" 5.806764 | \n",
" 332.541286 | \n",
" 334.769989 | \n",
" 332.541286 | \n",
"
\n",
" \n",
" | 2018-02-22 | \n",
" 2018-02-22 | \n",
" 335.529999 | \n",
" 347.440002 | \n",
" 334.750000 | \n",
" 346.170013 | \n",
" 5.846930 | \n",
" 325.799915 | \n",
" 349.328106 | \n",
" 359 | \n",
" 5.861532 | \n",
" 351.261824 | \n",
" 5.809043 | \n",
" 0.037887 | \n",
" 5.796023 | \n",
" 5.809018 | \n",
" 333.291795 | \n",
" 333.299988 | \n",
" 333.291795 | \n",
"
\n",
" \n",
" | 2018-02-23 | \n",
" 2018-02-23 | \n",
" 347.829987 | \n",
" 354.989990 | \n",
" 347.100006 | \n",
" 352.049988 | \n",
" 5.863773 | \n",
" 325.799915 | \n",
" 349.507479 | \n",
" 360 | \n",
" 5.861953 | \n",
" 351.409640 | \n",
" 5.846930 | \n",
" 0.016843 | \n",
" 5.800417 | \n",
" 5.812092 | \n",
" 334.317627 | \n",
" 346.170013 | \n",
" 334.317627 | \n",
"
\n",
" \n",
" | 2018-02-26 | \n",
" 2018-02-26 | \n",
" 353.500000 | \n",
" 359.000000 | \n",
" 352.359985 | \n",
" 357.420013 | \n",
" 5.878912 | \n",
" 325.799915 | \n",
" 349.686853 | \n",
" 363 | \n",
" 5.863215 | \n",
" 351.853464 | \n",
" 5.863773 | \n",
" 0.015138 | \n",
" 5.803364 | \n",
" 5.815842 | \n",
" 335.573780 | \n",
" 352.049988 | \n",
" 335.573780 | \n",
"
\n",
" \n",
" | 2018-02-27 | \n",
" 2018-02-27 | \n",
" 356.250000 | \n",
" 359.989990 | \n",
" 350.010010 | \n",
" 350.989990 | \n",
" 5.860758 | \n",
" 325.799915 | \n",
" 349.866226 | \n",
" 364 | \n",
" 5.863636 | \n",
" 352.001529 | \n",
" 5.878912 | \n",
" -0.018154 | \n",
" 5.812319 | \n",
" 5.818363 | \n",
" 336.420807 | \n",
" 357.420013 | \n",
" 336.420807 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" Date Open High Low Close \\\n",
"Date \n",
"2018-02-21 2018-02-21 336.029999 339.690002 333.170013 333.299988 \n",
"2018-02-22 2018-02-22 335.529999 347.440002 334.750000 346.170013 \n",
"2018-02-23 2018-02-23 347.829987 354.989990 347.100006 352.049988 \n",
"2018-02-26 2018-02-26 353.500000 359.000000 352.359985 357.420013 \n",
"2018-02-27 2018-02-27 356.250000 359.989990 350.010010 350.989990 \n",
"\n",
" Closelog Closemean linear timeIndex linear_stats \\\n",
"Date \n",
"2018-02-21 5.809043 325.799915 349.148732 358 5.861111 \n",
"2018-02-22 5.846930 325.799915 349.328106 359 5.861532 \n",
"2018-02-23 5.863773 325.799915 349.507479 360 5.861953 \n",
"2018-02-26 5.878912 325.799915 349.686853 363 5.863215 \n",
"2018-02-27 5.860758 325.799915 349.866226 364 5.863636 \n",
"\n",
" pricelinear CloselogShift1 CloselogDiff CloselogMA12 \\\n",
"Date \n",
"2018-02-21 351.114069 5.813444 -0.004401 5.792823 \n",
"2018-02-22 351.261824 5.809043 0.037887 5.796023 \n",
"2018-02-23 351.409640 5.846930 0.016843 5.800417 \n",
"2018-02-26 351.853464 5.863773 0.015138 5.803364 \n",
"2018-02-27 352.001529 5.878912 -0.018154 5.812319 \n",
"\n",
" CloselogExp12 priceExp12 CloseRandom CloseExp12 \n",
"Date \n",
"2018-02-21 5.806764 332.541286 334.769989 332.541286 \n",
"2018-02-22 5.809018 333.291795 333.299988 333.291795 \n",
"2018-02-23 5.812092 334.317627 346.170013 334.317627 \n",
"2018-02-26 5.815842 335.573780 352.049988 335.573780 \n",
"2018-02-27 5.818363 336.420807 357.420013 336.420807 "
]
},
"execution_count": 63,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"tesla[\"CloseExp12\"] = np.exp(tesla.CloselogExp12)\n",
"tesla.tail()"
]
},
{
"cell_type": "code",
"execution_count": 65,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/usr/local/lib/python3.5/dist-packages/pandas/plotting/_core.py:1716: UserWarning: Pandas doesn't allow columns to be created via a new attribute name - see https://pandas.pydata.org/pandas-docs/stable/indexing.html#attribute-access\n",
" series.name = label\n"
]
},
{
"data": {
"text/plain": [
""
]
},
"execution_count": 65,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"tesla.plot(kind=\"line\", x=\"timeIndex\", y = [\"Close\", \"Closemean\", \"pricelinear\", \n",
" \"CloseRandom\", \"CloseExp12\"])"
]
},
{
"cell_type": "code",
"execution_count": 67,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/usr/local/lib/python3.5/dist-packages/ipykernel_launcher.py:2: FutureWarning: pd.rolling_mean is deprecated for Series and will be removed in a future version, replace with \n",
"\tSeries.rolling(window=12,center=False).mean()\n",
" \n",
"/usr/local/lib/python3.5/dist-packages/ipykernel_launcher.py:3: FutureWarning: pd.rolling_std is deprecated for Series and will be removed in a future version, replace with \n",
"\tSeries.rolling(window=12,center=False).std()\n",
" This is separate from the ipykernel package so we can avoid doing imports until\n"
]
},
{
"data": {
"image/png": "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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
"Test Statistic -3.321568\n",
"p-value 0.013941\n",
"# of Lags Used 0.000000\n",
"Number of Observations Used 251.000000\n",
"Critical Value (1%) -3.456674\n",
"Critical Value (10%) -2.572944\n",
"Critical Value (5%) -2.873125\n",
"dtype: float64"
]
},
"execution_count": 67,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"ts = tesla.Closelog - tesla.CloselogExp12\n",
"ts.dropna(inplace = True)\n",
"adf(ts)"
]
},
{
"cell_type": "code",
"execution_count": 68,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/usr/local/lib/python3.5/dist-packages/ipykernel_launcher.py:2: FutureWarning: to_datetime is deprecated. Use self.to_timestamp(...)\n",
" \n"
]
}
],
"source": [
"from statsmodels.tsa.seasonal import seasonal_decompose\n",
"tesla.index = tesla.index.to_datetime()"
]
},
{
"cell_type": "code",
"execution_count": 80,
"metadata": {},
"outputs": [],
"source": [
"decomposition = seasonal_decompose(tesla.Closelog,freq=31)"
]
},
{
"cell_type": "code",
"execution_count": 81,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
""
]
},
"execution_count": 81,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"decomposition.plot()"
]
},
{
"cell_type": "code",
"execution_count": 82,
"metadata": {},
"outputs": [],
"source": [
"ts = tesla.Closelog\n",
"ts_diff = tesla.CloselogDiff\n",
"ts_diff.dropna(inplace = True)"
]
},
{
"cell_type": "code",
"execution_count": 83,
"metadata": {},
"outputs": [],
"source": [
"from statsmodels.tsa.stattools import acf, pacf\n",
"lag_acf = acf(ts_diff, nlags=20)"
]
},
{
"cell_type": "code",
"execution_count": 84,
"metadata": {},
"outputs": [],
"source": [
"ACF = pd.Series(lag_acf)"
]
},
{
"cell_type": "code",
"execution_count": 85,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 85,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"ACF.plot(kind = \"bar\")"
]
}
],
"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": "3.5.2"
}
},
"nbformat": 4,
"nbformat_minor": 2
}