"Fossies" - the Fresh Open Source Software Archive  

Source code changes of the file "notebooks/seasonality,_holiday_effects,_and_regressors.ipynb" between
prophet-1.0.tar.gz and prophet-1.1.tar.gz

About: Prophet is a tool for producing high quality forecasts for time series data that has multiple seasonality with linear or non-linear growth.

seasonality,_holiday_effects,_and_regressors.ipynb  (prophet-1.0):seasonality,_holiday_effects,_and_regressors.ipynb  (prophet-1.1)
skipping to change at line 376 skipping to change at line 376
}, },
{ {
"cell_type": "code", "cell_type": "code",
"execution_count": 6, "execution_count": 6,
"metadata": { "metadata": {
"output_hidden": true "output_hidden": true
}, },
"outputs": [ "outputs": [
{ {
"data": { "data": {
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}, },
"metadata": {}, "metadata": {},
"output_type": "display_data" "output_type": "display_data"
} }
], ],
"source": [ "source": [
"%%R -w 9 -h 12 -u in\n", "%%R -w 9 -h 12 -u in\n",
"prophet_plot_components(m, forecast)" "prophet_plot_components(m, forecast)"
] ]
}, },
{ {
"cell_type": "code", "cell_type": "code",
"execution_count": 6, "execution_count": 6,
"metadata": {}, "metadata": {},
"outputs": [ "outputs": [
{ {
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"text/plain": [ "text/plain": [
"<Figure size 648x864 with 4 Axes>" "<Figure size 648x864 with 4 Axes>"
] ]
}, },
"metadata": {}, "metadata": {},
"output_type": "display_data" "output_type": "display_data"
} }
], ],
"source": [ "source": [
"fig = m.plot_components(forecast)" "fig = m.plot_components(forecast)"
skipping to change at line 544 skipping to change at line 544
"source": [ "source": [
"m.train_holiday_names" "m.train_holiday_names"
] ]
}, },
{ {
"cell_type": "markdown", "cell_type": "markdown",
"metadata": {}, "metadata": {},
"source": [ "source": [
"The holidays for each country are provided by the `holidays` package in Pyt hon. A list of available countries, and the country name to use, is available on their page: https://github.com/dr-prodigy/python-holidays. In addition to those countries, Prophet includes holidays for these countries: Brazil (BR), Indonesi a (ID), India (IN), Malaysia (MY), Vietnam (VN), Thailand (TH), Philippines (PH) , Pakistan (PK), Bangladesh (BD), Egypt (EG), China (CN), and Russian (RU), Kore a (KR), Belarus (BY), and United Arab Emirates (AE).\n", "The holidays for each country are provided by the `holidays` package in Pyt hon. A list of available countries, and the country name to use, is available on their page: https://github.com/dr-prodigy/python-holidays. In addition to those countries, Prophet includes holidays for these countries: Brazil (BR), Indonesi a (ID), India (IN), Malaysia (MY), Vietnam (VN), Thailand (TH), Philippines (PH) , Pakistan (PK), Bangladesh (BD), Egypt (EG), China (CN), and Russian (RU), Kore a (KR), Belarus (BY), and United Arab Emirates (AE).\n",
"\n", "\n",
"In Python, most holidays are computed deterministically and so are availabl e for any date range; a warning will be raised if dates fall outside the range s upported by that country. In R, holiday dates are computed for 1995 through 2044 and stored in the package as `data-raw/generated_holidays.csv`. If a wider date range is needed, this script can be used to replace that file with a different date range: https://github.com/facebook/prophet/blob/master/python/scripts/gener ate_holidays_file.py.\n", "In Python, most holidays are computed deterministically and so are availabl e for any date range; a warning will be raised if dates fall outside the range s upported by that country. In R, holiday dates are computed for 1995 through 2044 and stored in the package as `data-raw/generated_holidays.csv`. If a wider date range is needed, this script can be used to replace that file with a different date range: https://github.com/facebook/prophet/blob/main/python/scripts/generat e_holidays_file.py.\n",
"\n", "\n",
"As above, the country-level holidays will then show up in the components pl ot:" "As above, the country-level holidays will then show up in the components pl ot:"
] ]
}, },
{ {
"cell_type": "code", "cell_type": "code",
"execution_count": 9, "execution_count": 9,
"metadata": { "metadata": {
"output_hidden": true "output_hidden": true
}, },
"outputs": [ "outputs": [
{ {
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}, },
"metadata": {}, "metadata": {},
"output_type": "display_data" "output_type": "display_data"
} }
], ],
"source": [ "source": [
"%%R -w 9 -h 12 -u in\n", "%%R -w 9 -h 12 -u in\n",
"forecast <- predict(m, future)\n", "forecast <- predict(m, future)\n",
"prophet_plot_components(m, forecast)" "prophet_plot_components(m, forecast)"
] ]
}, },
{ {
"cell_type": "code", "cell_type": "code",
"execution_count": 9, "execution_count": 9,
"metadata": {}, "metadata": {},
"outputs": [ "outputs": [
{ {
"data": { "data": {
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"text/plain": [ "text/plain": [
"<Figure size 648x864 with 4 Axes>" "<Figure size 648x864 with 4 Axes>"
] ]
}, },
"metadata": {}, "metadata": {},
"output_type": "display_data" "output_type": "display_data"
} }
], ],
"source": [ "source": [
"forecast = m.predict(future)\n", "forecast = m.predict(future)\n",
skipping to change at line 617 skipping to change at line 617
{ {
"name": "stderr", "name": "stderr",
"output_type": "stream", "output_type": "stream",
"text": [ "text": [
"R[write to console]: Disabling daily seasonality. Run prophet with daily. seasonality=TRUE to override this.\n", "R[write to console]: Disabling daily seasonality. Run prophet with daily. seasonality=TRUE to override this.\n",
"\n" "\n"
] ]
}, },
{ {
"data": { "data": {
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}, },
"metadata": {}, "metadata": {},
"output_type": "display_data" "output_type": "display_data"
} }
], ],
"source": [ "source": [
"%%R -w 9 -h 3 -u in\n", "%%R -w 9 -h 3 -u in\n",
"m <- prophet(df)\n", "m <- prophet(df)\n",
"prophet:::plot_yearly(m)" "prophet:::plot_yearly(m)"
] ]
}, },
{ {
"cell_type": "code", "cell_type": "code",
"execution_count": 10, "execution_count": 10,
"metadata": {}, "metadata": {},
"outputs": [ "outputs": [
{ {
"data": { "data": {
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"text/plain": [ "text/plain": [
"<Figure size 720x432 with 1 Axes>" "<Figure size 720x432 with 1 Axes>"
] ]
}, },
"metadata": {}, "metadata": {},
"output_type": "display_data" "output_type": "display_data"
} }
], ],
"source": [ "source": [
"from prophet.plot import plot_yearly\n", "from prophet.plot import plot_yearly\n",
skipping to change at line 675 skipping to change at line 675
{ {
"name": "stderr", "name": "stderr",
"output_type": "stream", "output_type": "stream",
"text": [ "text": [
"R[write to console]: Disabling daily seasonality. Run prophet with daily. seasonality=TRUE to override this.\n", "R[write to console]: Disabling daily seasonality. Run prophet with daily. seasonality=TRUE to override this.\n",
"\n" "\n"
] ]
}, },
{ {
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}, },
"metadata": {}, "metadata": {},
"output_type": "display_data" "output_type": "display_data"
} }
], ],
"source": [ "source": [
"%%R -w 9 -h 3 -u in\n", "%%R -w 9 -h 3 -u in\n",
"m <- prophet(df, yearly.seasonality = 20)\n", "m <- prophet(df, yearly.seasonality = 20)\n",
"prophet:::plot_yearly(m)" "prophet:::plot_yearly(m)"
] ]
}, },
{ {
"cell_type": "code", "cell_type": "code",
"execution_count": 11, "execution_count": 11,
"metadata": {}, "metadata": {},
"outputs": [ "outputs": [
{ {
"data": { "data": {
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"text/plain": [ "text/plain": [
"<Figure size 720x432 with 1 Axes>" "<Figure size 720x432 with 1 Axes>"
] ]
}, },
"metadata": {}, "metadata": {},
"output_type": "display_data" "output_type": "display_data"
} }
], ],
"source": [ "source": [
"from prophet.plot import plot_yearly\n", "from prophet.plot import plot_yearly\n",
skipping to change at line 741 skipping to change at line 741
{ {
"name": "stderr", "name": "stderr",
"output_type": "stream", "output_type": "stream",
"text": [ "text": [
"R[write to console]: Disabling daily seasonality. Run prophet with daily. seasonality=TRUE to override this.\n", "R[write to console]: Disabling daily seasonality. Run prophet with daily. seasonality=TRUE to override this.\n",
"\n" "\n"
] ]
}, },
{ {
"data": { "data": {
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}, },
"metadata": {}, "metadata": {},
"output_type": "display_data" "output_type": "display_data"
} }
], ],
"source": [ "source": [
"%%R -w 9 -h 9 -u in\n", "%%R -w 9 -h 9 -u in\n",
"m <- prophet(weekly.seasonality=FALSE)\n", "m <- prophet(weekly.seasonality=FALSE)\n",
"m <- add_seasonality(m, name='monthly', period=30.5, fourier.order=5)\n", "m <- add_seasonality(m, name='monthly', period=30.5, fourier.order=5)\n",
"m <- fit.prophet(m, df)\n", "m <- fit.prophet(m, df)\n",
skipping to change at line 763 skipping to change at line 763
"prophet_plot_components(m, forecast)" "prophet_plot_components(m, forecast)"
] ]
}, },
{ {
"cell_type": "code", "cell_type": "code",
"execution_count": 12, "execution_count": 12,
"metadata": {}, "metadata": {},
"outputs": [ "outputs": [
{ {
"data": { "data": {
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