"Fossies" - the Fresh Open Source Software Archive  

Source code changes of the file "notebooks/multiplicative_seasonality.ipynb" between
prophet-1.1.tar.gz and prophet-1.1.1.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.

multiplicative_seasonality.ipynb  (prophet-1.1):multiplicative_seasonality.ipynb  (prophet-1.1.1)
skipping to change at line 13 skipping to change at line 13
{ {
"cell_type": "code", "cell_type": "code",
"execution_count": 1, "execution_count": 1,
"metadata": { "metadata": {
"block_hidden": true "block_hidden": true
}, },
"outputs": [], "outputs": [],
"source": [ "source": [
"%load_ext rpy2.ipython\n", "%load_ext rpy2.ipython\n",
"%matplotlib inline\n", "%matplotlib inline\n",
"\n",
"from prophet import Prophet\n", "from prophet import Prophet\n",
"import pandas as pd\n",
"import numpy as np\n",
"from matplotlib import pyplot as plt\n", "from matplotlib import pyplot as plt\n",
"import logging\n", "import logging\n",
"import pandas as pd\n",
"import numpy as np\n",
"import warnings\n",
"\n",
"logging.getLogger('prophet').setLevel(logging.ERROR)\n", "logging.getLogger('prophet').setLevel(logging.ERROR)\n",
"logging.getLogger('numexpr').setLevel(logging.ERROR)\n", "logging.getLogger('numexpr').setLevel(logging.ERROR)\n",
"import warnings\n",
"warnings.filterwarnings(\"ignore\")" "warnings.filterwarnings(\"ignore\")"
] ]
}, },
{ {
"cell_type": "code", "cell_type": "code",
"execution_count": 2, "execution_count": 2,
"metadata": { "metadata": {
"block_hidden": true "block_hidden": true
}, },
"outputs": [ "outputs": [
skipping to change at line 81 skipping to change at line 83
{ {
"data": { "data": {
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}, },
"metadata": {}, "metadata": {},
"output_type": "display_data" "output_type": "display_data"
} }
], ],
"source": [ "source": [
"%%R -w 10 -h 6 -u in\n", "%%R -w 10 -h 6 -u in\n",
"df <- read.csv('../examples/example_air_passengers.csv')\n", "df <- read.csv('https://raw.githubusercontent.com/facebook/prophet/main/exa mples/example_air_passengers.csv')\n",
"m <- prophet(df)\n", "m <- prophet(df)\n",
"future <- make_future_dataframe(m, 50, freq = 'm')\n", "future <- make_future_dataframe(m, 50, freq = 'm')\n",
"forecast <- predict(m, future)\n", "forecast <- predict(m, future)\n",
"plot(m, forecast)" "plot(m, forecast)"
] ]
}, },
{ {
"cell_type": "code", "cell_type": "code",
"execution_count": 2, "execution_count": 2,
"metadata": {}, "metadata": {},
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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": [
"df = pd.read_csv('../examples/example_air_passengers.csv')\n", "df = pd.read_csv('https://raw.githubusercontent.com/facebook/prophet/main/e xamples/example_air_passengers.csv')\n",
"m = Prophet()\n", "m = Prophet()\n",
"m.fit(df)\n", "m.fit(df)\n",
"future = m.make_future_dataframe(50, freq='MS')\n", "future = m.make_future_dataframe(50, freq='MS')\n",
"forecast = m.predict(future)\n", "forecast = m.predict(future)\n",
"fig = m.plot(forecast)" "fig = m.plot(forecast)"
] ]
}, },
{ {
"cell_type": "markdown", "cell_type": "markdown",
"metadata": {}, "metadata": {},
skipping to change at line 279 skipping to change at line 281
{ {
"cell_type": "markdown", "cell_type": "markdown",
"metadata": {}, "metadata": {},
"source": [ "source": [
"Additive and multiplicative extra regressors will show up in separate panel s on the components plot. Note, however, that it is pretty unlikely to have a mi x of additive and multiplicative seasonalities, so this will generally only be u sed if there is a reason to expect that to be the case." "Additive and multiplicative extra regressors will show up in separate panel s on the components plot. Note, however, that it is pretty unlikely to have a mi x of additive and multiplicative seasonalities, so this will generally only be u sed if there is a reason to expect that to be the case."
] ]
} }
], ],
"metadata": { "metadata": {
"kernelspec": { "kernelspec": {
"display_name": "Python 3", "display_name": "Python 3 (ipykernel)",
"language": "python", "language": "python",
"name": "python3" "name": "python3"
}, },
"language_info": { "language_info": {
"codemirror_mode": { "codemirror_mode": {
"name": "ipython", "name": "ipython",
"version": 3 "version": 3
}, },
"file_extension": ".py", "file_extension": ".py",
"mimetype": "text/x-python", "mimetype": "text/x-python",
"name": "python", "name": "python",
"nbconvert_exporter": "python", "nbconvert_exporter": "python",
"pygments_lexer": "ipython3", "pygments_lexer": "ipython3",
"version": "3.8.3" "version": "3.8.10"
} }
}, },
"nbformat": 4, "nbformat": 4,
"nbformat_minor": 1 "nbformat_minor": 4
} }
 End of changes. 9 change blocks. 
8 lines changed or deleted 10 lines changed or added

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