{ "cells": [ { "cell_type": "markdown", "id": "d90e18b1", "metadata": {}, "source": [ "# Habr: Прогнозирование атмосферного CO2 с помощью Python\n", "https://habr.com/en/articles/659405/\n", "\n", "Было выполнено много изменений данных и немного кода из-за сильных изменений pandas за 2 года (в основном пострадало считывание данных)" ] }, { "cell_type": "code", "execution_count": 2, "id": "e9a5d759-ffb3-4d77-8170-edd8ca33d9bf", "metadata": {}, "outputs": [], "source": [ "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "import matplotlib as mpl\n", "from statsmodels.tsa.seasonal import seasonal_decompose\n", "from statsmodels.graphics.tsaplots import plot_acf, plot_pacf\n", "from darts import TimeSeries\n", "from darts.models import *\n", "from darts.metrics import *\n", "from darts.dataprocessing.transformers import Scaler\n", "import logging\n", "\n", "mpl.rcParams['figure.dpi'] = 300\n", "logging.disable(logging.CRITICAL)" ] }, { "cell_type": "code", "execution_count": 3, "id": "6ee38c2a-b799-414f-b154-2d0ac1dcae7d", "metadata": { "tags": [] }, "outputs": [], "source": [ "df = pd.read_csv('data/monthly_in_situ_co2_mlo.csv',\n", " comment = '\"', header = [0], na_values = '-99.99')\n", "\n", "#cols = [' '.join(col).replace(' ', '') for col in df.columns.values]\n", "#df.set_axis(cols, axis = 1) #, inplace = True\n", "\n", "# Converting Excel date format to datetime\n", "# and setting as dataframe index\n", "df['Datetime'] = pd.to_datetime(df['DateDays'], origin = '1899-12-30', unit = 'D')\n", "\n", "df.set_index('Datetime', inplace = True)\n", "\n", "df = df[['CO2']]\n", "#df.rename(columns = {'CO2filled[ppm]': 'CO2'}, inplace = True)\n", "df.dropna(inplace = True) \n", "df = df.resample('ME').sum()" ] }, { "cell_type": "markdown", "id": "a9f4d723-55d5-492f-89d4-808000b44f0f", "metadata": {}, "source": [ "## Time Series Analysis" ] }, { "cell_type": "code", "execution_count": 4, "id": "5e531223-7bf1-48aa-be31-afc5288b1cff", "metadata": { "tags": [] }, "outputs": [ { "data": { "image/png": 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uXN10001WualGjRoaOXKknn76aWNfSkqKPv30U5v97d27tyIjI43tTz/9VFOnTi32AtGxY8c0ceJE7dmzp1gM8hFQNbnz/siR7777zngw7OHhoTvuuMOp88hHQPXk7ly0bNky9evXTx9++KHy8/Pl6empqKgodenSRdHR0apZs6Yk6aefftLo0aP19NNPOyxGkYuA6std+chdz3g6duyo7t27G9tr1qzRE088UWzK57Nnz+pf//qXzdFf5CPA/Xbt2qVp06YZ240bN9Yzzzxjt73lv0tby+DYY9k2JyenwuJ6eHjooYceMrbT0tI0duxYbd26tdj1ly1bpieffLLYi0LkIqBiVJV85E6jRo0yvuNJ0r/+9S8tWbKkWD9+/vlnPfjggzKbzcVikJNK5lXZHUDV0LFjR8XGxmrOnDmSLt0ETJkyRdOnT1dERIRMJpOOHj1qPDCpU6eOOnfubEwhZjlNRlmNHTtWe/fu1ebNmyVJy5cv14QJE+Tt7V2sbUBAgF599VVNnDhR2dnZys/P13vvvacFCxaoRYsW8vX11enTp3Xy5ElJl5LZPffcoyVLlhgxyqPPAMqfO/KR5VTyhe677z5FRUXZ7cfAgQP11Vdf6bfffpMkffPNN5owYUKxdp6ennrttdc0ZswYpaWlSZI+//xzffnll4qKilJAQIDOnTtnNZ3q/fffb7VuEPkIqJoq6/7o+++/Nz537txZDRo0cOo88hFQPbkzF7399tvGS88eHh4aPny4RowYodq1axttcnJy9N1332nWrFm6ePGiVq1apcTERM2dO1deXsUfKZCLgOrLXfnInc94XnzxRY0cOdIYZbp27VqtW7dOzZs3V3BwsFJTU3X48GHjBQLyEVCxDhw4oH/84x/GyzohISF68803Hf7bsywaFX3JxxHLtraeE7krriTdfvvt2rlzpzEjSEJCgiZOnKjQ0FA1bdpUubm5Onz4sPGCY3h4uBo2bGgU6MlFgPtVpXzkTmFhYZoyZYqee+455efnKzs7W9OnT9fcuXPVvHlzeXt766+//tLZs2eN/vXp00fLly83YpCTSsbIdxhGjRqlKVOmyM/Pz9hnNpu1e/du7dq1y/jyFB4errfffluBgYFGu4CAgHLpw4gRI4zP6enpRtHLlmuuuUbvvvuuGjZsaOzLysrSvn37tGPHDuNLWUBAgP7973/r6quvtjq/vPoMoPyVdz6yjFPImZGkltOmJiUl6c8//7TZLjw8XPPnz7cq5ufl5Sk+Pl6//PKL8XC5Ro0aevzxx63i2uszgKqhou+P9uzZo+PHjxvbzk45X4h8BFRP7shF27dvt5pt7IknntDEiROtCu+S5O3trUGDBumdd94xplLcuXOnVXGqKHIRUH25697IXc94QkJCNH/+fF1zzTXGvoKCAh06dEi//PKLDh48qPz8fHl4eGj06NEaM2aMU3EBuO7YsWOaMGGCsVRgYGCg5syZo2bNmjk8zzL/2Jrp0B7LNYptFbvcFbfQU089pZiYGKuBZomJidq5c6d+++03o/Devn17zZkzx2pkLLkIcK+qlo/crU+fPpoxY4aCgoKMfRcvXtRvv/2mX3/91Si816tXT2+88YbV0hmenp42n7XDGiPfYWXQoEHq1auXvvjiC23btk3Hjh1TWlqaAgMDFR4ert69e6tfv36qWbOm1bSBzo7IKkmHDh3k5eVlTFtx/Phxqy9IRV111VX64osv9P3332vDhg2Kj49XamqqvL291ahRI91444266667VLduXS1btsw4z8fHx2pKMwBVT3nmIy8vL9WqVcv4IuPj42M1Hao9rVu3tto+efKk3ZuuZs2a6ZNPPtGaNWv0008/ad++fUpOTpaHh4caNGig7t276+6771bTpk21ZcsWq3PLK4cCcI+KvD/69ttvjc+1atXSzTffXOoY5COgeirvXPTRRx8Zn1u2bKl77rnH4fWjo6N15513GiNNFy9erOHDh9ttTy4Cqi933Ru56xlPaGio5s2bp61bt2rVqlXas2ePEhMTlZeXp/r166tz586666671Lp1a6tZOZzpM4CyOXnypMaPH6/k5GRJlwpYb775plq2bFniuZYvCqanpys9Pd2pQlBiYqLNGO6OW8hkMmns2LHq16+fvvjiC23fvl0nTpzQhQsXFBwcrBYtWqhv3766/fbb5enpaZU/69evX2I/AJRNVcxHFaFnz576+uuv9fXXX2vTpk06fPiwUlNT5efnp7CwMN1yyy0aNGiQAgMDrb6vcW/kHIrvKCYoKEhjxowp9rZvUUePHjU+R0dHl8u1vby8FBQUZCSfousC2uLt7a2BAwdq4MCBDttZ9jcqKsrmFIkAqpbyzEcRERH6/fffJV16Y7hwrUJHit78FE6dao+Hh4duvfVW3XrrrQ7bHTlyxPgcEhLCTQtwGaiI+6OsrCytXr3a2L755putpjArDfIRUD2VVy7Kzc3Vrl27jO2ePXs6df0bb7zRKL4nJCTo5MmTaty4sd325CKg+nLXvZE7n/F0797dag14WyzzkYeHR7EXsgG4LiEhQbGxsUpISJB0aSacWbNm6aqrrnLq/PDwcKvtM2fOODXAovB6tmK4M25RDRo0UGxsrGJjYx22s8xzbdu2LTEugNKrqvmoovj5+WnIkCEaMmSIw3aW90flVQus7ph2HmVy8eJFq+mXnU1GzrCccqOsD5xt+eOPP4zP5dlfAJXL2XxkeePj7Bo8RdvVqFGjDD0szjIf8QUKqD5cvT9av369zp8/b2z379+/3PpmD/kIqH6cyUWpqalW9znOjqYq2i4pKamMvbRGLgKqJ3c+O3LXMx7LuJGRkUyrCpSzpKQkxcbGGktJ+Pj46PXXX3c482lRRQtVBw4cKPGcwjXVC0VERFRY3LI4duyYMXujxLNswB2qcj6qSgoKChQXF2ds833NORTfUSYbNmxQTk6OpEsjSK+77rpyiXv27FljXQ1JCg4OLpe4CQkJxohX6dKaFgCqB2fzUadOnYzPFy5cKHEUuySdOnXKajskJMSFnl6SlZWlTZs2GdvkI6D6cPX+yHLK+caNGxdby7S8kY+A6smZXGS51qjk/PqEli9KS+XzYiK5CKi+3PXsyJ3PeH766Se3xAUgmc1mjR8/3ngpx8vLS1OnTtW1115bqjhhYWFWLwTu3r27xHPi4uKs7ncsnxG5O25ZWOai8PBwZuEAyllVz0dVSeFyPdKl9d579+5dyT26PFB8R6nl5+dr4cKFxnbfvn3LbYT6qlWrrLY7dOhQLnEXLlyogoICSVLz5s3Vrl27cokLoHKVJh/17NnTmIqwoKBA27dvLzH+zz//bHz28fFRq1atXOyxtGzZMqWnp0u6NK39TTfd5HJMAJXP1fujxMREq5xzxx13yGQylWsfiyIfAdWPs7koMDDQqnBuOdLTEcsRD5JUt27dMvb0/5GLgOrJnc+O3PWMZ+3atfrrr78kXXq43K9fv3KJC+DSIIiJEyfq0KFDki79G3vllVd04403lime5ZI5q1evNl70sWfFihXG58jISIWFhVVo3NLIyMjQsmXLjO1Bgwa5HBPA/7tc8lFVsWDBAuPzddddp3r16lViby4fFN9RagsWLDCmz6hVq5ZGjRpVLnFPnTql+fPnG9stW7ZUw4YNXY67a9cuLV261NieMGGCyzEBVA2lyUeBgYFWD3MXLFigvLw8u+0TExOtRqF269bN5YdFx44d03vvvWdsjxs3Tj4+Pi7FBFA1uHp/tGLFCiMnmUwmtz/sJR8B1ZOzuchkMlm96LxmzRqdPXvWYezc3Fx99tlnxnZERITLswKRi4Dqy13Pjtz1jCcpKUkzZ840tu+//36FhoaWS2zgSpeZmalJkyYZL/t5eHjoueee06233lrmmJbfl1JTU/X555/bbZuQkKDvvvvO2Ha0vJe74pbGG2+8oXPnzkmSGjZsqLvvvrtc4gK4vPJRVbBy5Upt2LBB0qWXFGJiYiq5R5cPiu8wrFq1ymotmaJyc3P1/vvva86cOca+iRMnOnzT5eWXX9a6descFrgkKT4+XrGxsTKbzca+hx56yOE527Zt0+nTpx22WbdunSZNmmRc/7bbblOPHj0cngOg8rkjH0nSww8/LE9PT0mXRnhNnz5d+fn5xdpduHBBTzzxhFUfRo8ebTfunj17dOTIEYfX3r17t2JjY42lNdq1a6d7773X4TkAKp+78lFRli/7XH311WrcuHHpOyvyEVBduSMXDRgwwPicmZmpf/7zn3bXcM/JydHLL79stYbhwIED7cYmFwHVl7vujdz1jOfQoUPau3dviW0efvhh4/qNGzfm4TJQTrKzs/XYY48ZUzGbTCY9/fTT+tvf/uZS3LZt21qNNp07d67N6Z4vXLigKVOmGHkrNDTU4f2Gu+JK0nfffafs7Gy7xzMyMjRt2jSrwt1TTz0lX19fh3EBOOdyy0futG7dOqWkpNg9XlBQoOXLl+v555839g0dOrRcZoW9UpgKCudpwmXllVde0ffff19sv+X/wD09PY0ik6UtW7bYjHn33XcrISFB3bt3V6dOndSsWTP5+vrKbDYrPj5eK1euNKbfkqQhQ4bon//8p8N+PvDAAzpw4IBCQkJ0/fXXq02bNmrUqJH8/f2VmZmpkydPasuWLdq4caNVAezee+/Vk08+6TD2q6++qi+//FIdO3ZU165d1aJFC9WuXVsXL17U8ePHtWbNGqsk1759e82ZM0d+fn4O4wIoncslHxVauHChZs+ebWy3atVKgwYNUkREhHJzc/X7779r2bJlxlo2kjRixAg98sgjdmN++OGHmjNnjtq0aaPrrrtOLVu2VHBwsLKysnTy5Elt2LBBW7duNaZGbNq0qd59911GUgDl7HLLR4Xi4+M1bNgwY/vZZ591WNRyhHwEVL7LJRcVFBTooYce0s6dO419AQEB6t+/vzp16qSgoCClp6crLi5OX3/9tU6ePGm0a968uRYsWGB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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "df.plot(figsize=(8,5))\n", "plt.title('Monthly CO2 Concentration (ppm)')\n", "\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 5, "id": "1d7cc8da-ed7c-4af1-81c0-e9732af7f0bc", "metadata": { "tags": [] }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "mpl.rcParams['figure.figsize'] = (8, 6)\n", "\n", "result = seasonal_decompose(df)\n", "result.plot()\n", "\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 6, "id": "42a8a192-e6b4-43e1-a817-5bd44c532333", "metadata": { "tags": [] }, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize = (8,5))\n", "\n", "plot_acf(df, ax = ax)\n", "\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 7, "id": "3d8cb39f-9e4a-47c5-a86f-630313f3d364", "metadata": {}, "outputs": [], "source": [ "#Loading the pandas dataframe to a TimeSeries object as required by the Darts library\n", "series = TimeSeries.from_dataframe(df)\n", "\n", "start = pd.Timestamp('123115')\n" ] }, { "cell_type": "markdown", "id": "a115a376-fbd7-4b1a-82ea-7a9e4d215262", "metadata": {}, "source": [ "### Creating Utility Functions" ] }, { "cell_type": "code", "execution_count": 8, "id": "828d8a5b-bd87-4a18-a544-4210574f7ce6", "metadata": {}, "outputs": [], "source": [ "def plot_backtest(series, forecast, model_name):\n", " idx = -144\n", " series[idx:].plot(label='Actual Values')\n", " forecast[idx:].plot(label= 'Forecast')\n", " plt.title(model_name)\n", " plt.show()\n", " \n", "def print_metrics(series, forecast, model_name):\n", " mae_ = mae(series, forecast)\n", " rmse_ = rmse(series, forecast)\n", " mape_ = mape(series, forecast)\n", " smape_ = smape(series, forecast)\n", " r2_score_ = r2_score(series, forecast)\n", " \n", " dict_ = {'MAE': mae_, 'RMSE': rmse_,\n", " 'MAPE': mape_, 'SMAPE': smape_, \n", " 'R2': r2_score_}\n", " \n", " df = pd.DataFrame(dict_, index = [model_name])\n", " \n", " return(df.round(decimals = 2)) \n", " " ] }, { "cell_type": "markdown", "id": "f8f3df4b-ee77-4a33-94db-b4df84034090", "metadata": {}, "source": [ "### Creating a Naive Forecasting Model" ] }, { "cell_type": "code", "execution_count": 9, "id": "23b13524-57dd-4ee8-90f6-132cfcf7b107", "metadata": { "tags": [] }, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "2ed4aa9eb30042b18a28e5a42603ba37", "version_major": 2, "version_minor": 0 }, "text/plain": [ " 0%| | 0/62 [00:00" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
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MAERMSEMAPESMAPER2
Naive Seasonal2.42.450.580.590.64
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" ], "text/plain": [ " MAE RMSE MAPE SMAPE R2\n", "Naive Seasonal 2.4 2.45 0.58 0.59 0.64" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_metrics = pd.DataFrame()\n", "\n", "model = NaiveSeasonal(K = 12)\n", "model_name = 'Naive Seasonal'\n", "\n", "plt.figure(figsize = (8, 5))\n", "\n", "forecast = model.historical_forecasts(series, start=start, forecast_horizon=12, verbose=True)\n", "plot_backtest(series, forecast, model_name)\n", "df_naive = print_metrics(series, forecast, model_name)\n", "df_metrics = df_naive\n", "\n", "plt.show()\n", "df_naive" ] }, { "cell_type": "markdown", "id": "94065558-d62f-47fd-8d9b-33ce7f7044a9", "metadata": {}, "source": [ "### Creating an Exponential Smoothing Forecasting Model" ] }, { "cell_type": "code", "execution_count": 10, "id": "fe9a5ef1-0d07-4e25-b8bf-251ea3e05bee", "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "486fc85982cb4c22834d1f090ec3eaf7", "version_major": 2, "version_minor": 0 }, "text/plain": [ " 0%| | 0/62 [00:00" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
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MAERMSEMAPESMAPER2
Exponential Smoothing0.410.530.10.10.98
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" ], "text/plain": [ " MAE RMSE MAPE SMAPE R2\n", "Exponential Smoothing 0.41 0.53 0.1 0.1 0.98" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "model = ExponentialSmoothing(seasonal_periods = 12)\n", "model_name = 'Exponential Smoothing'\n", "\n", "plt.figure(figsize = (8, 5))\n", "\n", "forecast = model.historical_forecasts(series, start=start, forecast_horizon=12, verbose=True)\n", "plot_backtest(series, forecast, model_name)\n", "df_exp = print_metrics(series, forecast, model_name)\n", "df_metrics = pd.concat([df_metrics, df_exp])\n", "\n", "plt.show()\n", "df_exp" ] }, { "cell_type": "markdown", "id": "4c496bec-cc3b-4c17-8700-d5b55673852e", "metadata": {}, "source": [ "### Creating a Linear Regression Forecasting Model" ] }, { "cell_type": "code", "execution_count": 11, "id": "56bca3f8-aa97-406e-80c3-5b928889f5fe", "metadata": { "tags": [] }, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "faffaee45f774b9cb61df50d9129e9a0", "version_major": 2, "version_minor": 0 }, "text/plain": [ " 0%| | 0/62 [00:00" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
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MAERMSEMAPESMAPER2
Linear Regression0.440.540.110.110.98
\n", "
" ], "text/plain": [ " MAE RMSE MAPE SMAPE R2\n", "Linear Regression 0.44 0.54 0.11 0.11 0.98" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "model = LinearRegressionModel(lags = 12)\n", "model_name = 'Linear Regression'\n", "\n", "plt.figure(figsize = (8, 5))\n", "\n", "forecast = model.historical_forecasts(series, start=start, forecast_horizon=12, verbose=True)\n", "plot_backtest(series, forecast, model_name)\n", "df_lr = print_metrics(series, forecast, model_name)\n", "df_metrics = pd.concat([df_metrics, df_lr])\n", "\n", "plt.show()\n", "df_lr" ] }, { "cell_type": "markdown", "id": "62d100d4-a879-48c4-b172-5b91baf31cb3", "metadata": {}, "source": [ "### Creating a DL Forecasting Model" ] }, { "cell_type": "code", "execution_count": null, "id": "33d61373-2f55-4286-ab2d-67379408de6a", "metadata": { "tags": [] }, "outputs": [], "source": [ "# не заработало, уходит в цикл\n", "\n", "model = TCNModel(\n", " input_chunk_length=24,\n", " output_chunk_length=12,\n", " n_epochs=100,\n", " dropout=0.1,\n", " dilation_base=3,\n", " weight_norm=True,\n", " kernel_size=5,\n", " num_filters=3,\n", " random_state=0,\n", ")\n", "\n", "model_name = 'TCN'\n", "\n", "plt.figure(figsize = (8, 5))\n", "\n", "scaler = Scaler()\n", "scaled_series = scaler.fit_transform(series)\n", "forecast = model.historical_forecasts(scaled_series, start=start,\n", " forecast_horizon=12, verbose=True)\n", "plot_backtest(series, scaler.inverse_transform(forecast), model_name)\n", "df_dl = print_metrics(series, scaler.inverse_transform(forecast), model_name)\n", "df_metrics = pd.concat([df_metrics, df_dl])\n", "\n", "plt.show()\n", "df_dl" ] }, { "cell_type": "code", "execution_count": 15, "id": "450232c3-5506-4dc2-a529-85c43560e2ed", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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MAERMSEMAPESMAPER2
Naive Seasonal2.402.450.580.590.64
Exponential Smoothing0.410.530.100.100.98
Linear Regression0.440.540.110.110.98
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" ], "text/plain": [ " MAE RMSE MAPE SMAPE R2\n", "Naive Seasonal 2.40 2.45 0.58 0.59 0.64\n", "Exponential Smoothing 0.41 0.53 0.10 0.10 0.98\n", "Linear Regression 0.44 0.54 0.11 0.11 0.98" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_metrics" ] }, { "cell_type": "markdown", "id": "c3a93001-9d3d-4d2e-b302-28c93aa19220", "metadata": {}, "source": [ "### Creating a Forecast" ] }, { "cell_type": "code", "execution_count": 16, "id": "d365c4c1-1771-4fde-80ac-9b44875daa49", "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "component CO2\n", "Datetime \n", "2022-01-31 417.632844\n", "2022-02-28 418.396292\n", "2022-03-31 419.057944\n", "2022-04-30 420.637401\n", "2022-05-31 421.450293\n", "2022-06-30 420.702140\n", "2022-07-31 418.846186\n", "2022-08-31 416.877530\n", "2022-09-30 415.416156\n", "2022-10-31 415.689644\n", "2022-11-30 417.336950\n", "2022-12-31 418.695037\n" ] } ], "source": [ "model = ExponentialSmoothing(seasonal_periods = 12)\n", "model_name = 'Exponential Smoothing'\n", "\n", "model.fit(series)\n", "forecast = model.predict(12)\n", "\n", "plot_backtest(series, forecast, model_name)\n", "print(forecast.pd_dataframe())" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "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": "3.11.9" } }, "nbformat": 4, "nbformat_minor": 5 }