{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
""
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"# uncomment to install in colab\n",
"# !pip install -e git+https://github.com/enzoampil/fastquant.git@master#egg=fastquant"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## fbprophet\n",
"* https://facebook.github.io/prophet/docs/quick_start.html\n",
"* https://nbviewer.jupyter.org/github/nicolasfauchereau/Auckland_Cycling/blob/master/notebooks/Auckland_cycling_and_weather.ipynb"
]
},
{
"cell_type": "raw",
"metadata": {},
"source": [
"!pip install fbprophet"
]
},
{
"cell_type": "raw",
"metadata": {},
"source": [
"import fbprophet\n",
"fbprophet.__version__"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"symbol=\"JFC\"\n",
"start_date=\"2018-01-01\" \n",
"end_date=\"2020-04-01\""
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"
\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" ds | \n",
" y | \n",
"
\n",
" \n",
" \n",
" \n",
" 1834 | \n",
" 2018-01-03 | \n",
" 255.4 | \n",
"
\n",
" \n",
" 1835 | \n",
" 2018-01-04 | \n",
" 255.0 | \n",
"
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" \n",
" 1836 | \n",
" 2018-01-05 | \n",
" 255.0 | \n",
"
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" \n",
" 1837 | \n",
" 2018-01-08 | \n",
" 256.0 | \n",
"
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" \n",
" 1838 | \n",
" 2018-01-09 | \n",
" 255.8 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" ds y\n",
"1834 2018-01-03 255.4\n",
"1835 2018-01-04 255.0\n",
"1836 2018-01-05 255.0\n",
"1837 2018-01-08 256.0\n",
"1838 2018-01-09 255.8"
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"from fastquant import get_stock_data\n",
"\n",
"data = get_stock_data(symbol=symbol,\n",
" start_date=start_date,\n",
" end_date=end_date,\n",
" source=\"phisix\",\n",
" format=\"dc\",\n",
" )\n",
"data.columns = \"ds y\".split()\n",
"data.head()"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Pulling JFC disclosures summary...\n",
"2 pages detected!\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
" 0%| | 0/59 [00:00, ?it/s]"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Found 59 disclosures between 01-01-2018 & 01-04-2020 with 14 types:\n",
"['Press Release' 'Joint Ventures' 'Declaration of Cash Dividends'\n",
" 'Change in Corporate Contact Details and/or Website'\n",
" 'Material Information/Transactions' 'Substantial Acquisitions'\n",
" 'Clarification of News Reports'\n",
" \"Results of Annual or Special Stockholders' Meeting\"\n",
" 'Results of Organizational Meeting of Board of Directors'\n",
" \"Notice of Annual or Special Stockholders' Meeting\"\n",
" 'Acquisition or Disposition of Shares of Another Corporation'\n",
" 'Change in Directors and/or Officers (Resignation, Removal or Appointment, Election and/or Promotion)'\n",
" 'Amendments to By-Laws' 'Amendments to Articles of Incorporation']\n",
"Pulling details in all JFC disclosures...\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"100%|██████████| 59/59 [01:25<00:00, 1.48s/it]"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Loaded: /home/jp/github/research/project/fastquant/fastquant/../data/JFC_disclosures_1-1-2020_4-1-2020.csv\n",
"Deleted: /home/jp/github/research/project/fastquant/fastquant/../data/JFC_disclosures_1-1-2020_4-1-2020.csv\n",
"Saved: /home/jp/github/research/project/fastquant/fastquant/../data/JFC_disclosures_01-01-2018_01-04-2020.csv\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\n"
]
}
],
"source": [
"from fastquant import DisclosuresPSE\n",
"\n",
"psed = DisclosuresPSE(symbol=symbol,\n",
" start_date=\"01-01-2018\",\n",
" end_date=\"01-04-2020\",\n",
" )"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"DisclosuresPSE('JFC', 'all', '01-01-2018', '01-04-2020', True, True)"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"psed"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"Importing plotly failed. Interactive plots will not work.\n"
]
},
{
"data": {
"text/plain": [
""
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"from fbprophet import Prophet\n",
"\n",
"m = Prophet(growth=\"linear\",\n",
" seasonality_mode='additive',\n",
" daily_seasonality=False,\n",
" weekly_seasonality=True,\n",
" yearly_seasonality=True,\n",
" interval_width=0.95, #uncertainty\n",
" holidays=None,\n",
" n_changepoints=20,\n",
" ) \n",
"m.add_country_holidays(country_name='PH')\n",
"# m.add_seasonality(name='monthly', period=30.5, fourier_order=5)\n",
"m.fit(data)"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"0 New Year's Day\n",
"1 Maundy Thursday\n",
"2 Good Friday\n",
"3 Day of Valor\n",
"4 Labor Day\n",
"5 Independence Day\n",
"6 Eid al-Fitr\n",
"7 Feast of the Sacrifice\n",
"8 National Heroes' Day\n",
"9 Bonifacio Day\n",
"10 Christmas Day\n",
"11 Rizal Day\n",
"12 Day of Valor, Maundy Thursday\n",
"dtype: object"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"m.train_holiday_names"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
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" \n",
" \n",
" | \n",
" ds | \n",
"
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" \n",
" \n",
" \n",
" 570 | \n",
" 2020-04-25 | \n",
"
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" \n",
" 571 | \n",
" 2020-04-26 | \n",
"
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" \n",
" 572 | \n",
" 2020-04-27 | \n",
"
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" \n",
" 573 | \n",
" 2020-04-28 | \n",
"
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" \n",
" 574 | \n",
" 2020-04-29 | \n",
"
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" \n",
"
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"
"
],
"text/plain": [
" ds\n",
"570 2020-04-25\n",
"571 2020-04-26\n",
"572 2020-04-27\n",
"573 2020-04-28\n",
"574 2020-04-29"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"future = m.make_future_dataframe(periods=28)\n",
"future.tail()"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" ds | \n",
" yhat | \n",
" yhat_lower | \n",
" yhat_upper | \n",
"
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" \n",
" \n",
" \n",
" 570 | \n",
" 2020-04-25 | \n",
" 103.177183 | \n",
" 83.587591 | \n",
" 121.723567 | \n",
"
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" \n",
" 571 | \n",
" 2020-04-26 | \n",
" 101.433078 | \n",
" 82.308303 | \n",
" 120.851018 | \n",
"
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" \n",
" 572 | \n",
" 2020-04-27 | \n",
" 88.637509 | \n",
" 70.148413 | \n",
" 108.970685 | \n",
"
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" \n",
" 573 | \n",
" 2020-04-28 | \n",
" 86.705508 | \n",
" 67.810857 | \n",
" 104.951139 | \n",
"
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" \n",
" 574 | \n",
" 2020-04-29 | \n",
" 84.994734 | \n",
" 66.316919 | \n",
" 105.360896 | \n",
"
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" \n",
"
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"
"
],
"text/plain": [
" ds yhat yhat_lower yhat_upper\n",
"570 2020-04-25 103.177183 83.587591 121.723567\n",
"571 2020-04-26 101.433078 82.308303 120.851018\n",
"572 2020-04-27 88.637509 70.148413 108.970685\n",
"573 2020-04-28 86.705508 67.810857 104.951139\n",
"574 2020-04-29 84.994734 66.316919 105.360896"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"forecast = m.predict(future)\n",
"forecast[['ds', 'yhat', 'yhat_lower', 'yhat_upper']].tail()"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
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\n",
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