├── .ipynb_checkpoints └── NeuralProphet Examples-checkpoint.ipynb ├── NeuralProphet Examples.ipynb ├── README.md ├── data ├── seattleWeather_1948-2017.csv └── wp_log_peyton_manning.csv ├── live_loss_plot_neural_prophet.gif └── logs.log /README.md: -------------------------------------------------------------------------------- 1 | # NeuralProphetExamples 2 | 3 | This repository contains the example code for my Medium article, "How to use Facebook's NeuralProphet and why it's so powerful". 4 | -------------------------------------------------------------------------------- /data/wp_log_peyton_manning.csv: -------------------------------------------------------------------------------- 1 | "ds","y" 2 | "2007-12-10",9.59076113897809 3 | "2007-12-11",8.51959031601596 4 | "2007-12-12",8.18367658262066 5 | "2007-12-13",8.07246736935477 6 | "2007-12-14",7.8935720735049 7 | "2007-12-15",7.78364059622125 8 | "2007-12-16",8.41405243249672 9 | "2007-12-17",8.82922635473185 10 | 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"2016-01-06",8.35255436947459 2893 | "2016-01-07",8.29579811063615 2894 | "2016-01-08",8.29029259122431 2895 | "2016-01-09",7.78572089653462 2896 | "2016-01-10",8.28172399041139 2897 | "2016-01-11",8.4707303170059 2898 | "2016-01-12",8.13505390861157 2899 | "2016-01-13",8.06714903991011 2900 | "2016-01-14",8.02355239240435 2901 | "2016-01-15",8.02191277898571 2902 | "2016-01-16",7.81722278550817 2903 | "2016-01-17",9.27387839278017 2904 | "2016-01-18",10.3337753460756 2905 | "2016-01-19",9.12587121534973 2906 | "2016-01-20",8.89137400948464 2907 | -------------------------------------------------------------------------------- /live_loss_plot_neural_prophet.gif: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AmolMavuduru/NeuralProphetExamples/f96b3498060cb37ea856473d6ad7480bf4c4ecfd/live_loss_plot_neural_prophet.gif -------------------------------------------------------------------------------- /logs.log: -------------------------------------------------------------------------------- 1 | 2020-12-16 09:34:53,429; INFO; NP.forecaster; _handle_missing_data; dropped 3 NAN row in 'y' 2 | 2020-12-16 09:34:53,486; INFO; NP.utils; set_auto_seasonalities; Disabling daily seasonality. Run NeuralProphet with daily_seasonality=True to override this. 3 | 2020-12-16 09:34:53,488; INFO; NP.config; set_auto_batch_epoch; Auto-set batch_size to 128 4 | 2020-12-16 09:34:53,579; WARNING; py.warnings; _showwarnmsg; /Users/amol/opt/anaconda3/lib/python3.7/site-packages/torch/nn/modules/container.py:552: UserWarning: Setting attributes on ParameterDict is not supported. 5 | warnings.warn("Setting attributes on ParameterDict is not supported.") 6 | 7 | 2020-12-16 09:34:54,057; INFO; NP.forecaster; _lr_range_test; learning rate range test found optimal lr: 3.51E-01 8 | 2020-12-16 09:34:55,394; WARNING; py.warnings; _showwarnmsg; /Users/amol/opt/anaconda3/lib/python3.7/site-packages/torch/nn/modules/container.py:552: UserWarning: Setting attributes on ParameterDict is not supported. 9 | warnings.warn("Setting attributes on ParameterDict is not supported.") 10 | 11 | 2020-12-16 09:34:57,461; WARNING; py.warnings; _showwarnmsg; /Users/amol/opt/anaconda3/lib/python3.7/site-packages/torch/nn/modules/container.py:552: UserWarning: Setting attributes on ParameterDict is not supported. 12 | warnings.warn("Setting attributes on ParameterDict is not supported.") 13 | 14 | 2020-12-16 09:34:59,325; WARNING; py.warnings; _showwarnmsg; /Users/amol/opt/anaconda3/lib/python3.7/site-packages/torch/nn/modules/container.py:552: UserWarning: Setting attributes on ParameterDict is not supported. 15 | warnings.warn("Setting attributes on ParameterDict is not supported.") 16 | 17 | 2020-12-16 09:35:01,178; WARNING; py.warnings; _showwarnmsg; /Users/amol/opt/anaconda3/lib/python3.7/site-packages/torch/nn/modules/container.py:552: UserWarning: Setting attributes on ParameterDict is not supported. 18 | warnings.warn("Setting attributes on ParameterDict is not supported.") 19 | 20 | 2020-12-16 09:35:02,963; WARNING; py.warnings; _showwarnmsg; /Users/amol/opt/anaconda3/lib/python3.7/site-packages/torch/nn/modules/container.py:552: UserWarning: Setting attributes on ParameterDict is not supported. 21 | warnings.warn("Setting attributes on ParameterDict is not supported.") 22 | 23 | 2020-12-16 09:35:04,007; WARNING; py.warnings; _showwarnmsg; /Users/amol/opt/anaconda3/lib/python3.7/site-packages/torch/nn/modules/container.py:552: UserWarning: Setting attributes on ParameterDict is not supported. 24 | warnings.warn("Setting attributes on ParameterDict is not supported.") 25 | 26 | 2020-12-16 09:35:04,218; WARNING; py.warnings; _showwarnmsg; /Users/amol/opt/anaconda3/lib/python3.7/site-packages/torch/nn/modules/container.py:552: UserWarning: Setting attributes on ParameterDict is not supported. 27 | warnings.warn("Setting attributes on ParameterDict is not supported.") 28 | 29 | 2020-12-16 09:35:06,105; INFO; NP.config; __post_init__; Note: Trend changepoint regularization is experimental. 30 | 2020-12-16 09:35:06,111; INFO; NP.forecaster; _handle_missing_data; dropped 92 NAN row in 'y' 31 | 2020-12-16 09:35:06,118; INFO; NP.config; set_auto_batch_epoch; Auto-set batch_size to 32 32 | 2020-12-16 09:35:06,254; INFO; NP.forecaster; _lr_range_test; learning rate range test found optimal lr: 1.23E-02 33 | 2020-12-16 09:35:20,005; INFO; NP.config; __post_init__; Note: Trend changepoint regularization is experimental. 34 | 2020-12-16 09:35:20,013; INFO; NP.forecaster; _handle_missing_data; dropped 92 NAN row in 'y' 35 | 2020-12-16 09:35:20,021; INFO; NP.config; set_auto_batch_epoch; Auto-set batch_size to 32 36 | 2020-12-16 09:35:20,049; WARNING; py.warnings; _showwarnmsg; /Users/amol/opt/anaconda3/lib/python3.7/site-packages/torch/nn/modules/container.py:552: UserWarning: Setting attributes on ParameterDict is not supported. 37 | warnings.warn("Setting attributes on ParameterDict is not supported.") 38 | 39 | 2020-12-16 09:35:20,207; INFO; NP.forecaster; _lr_range_test; learning rate range test found optimal lr: 2.85E-02 40 | 2020-12-16 09:35:20,535; WARNING; py.warnings; _showwarnmsg; /Users/amol/opt/anaconda3/lib/python3.7/site-packages/torch/nn/modules/container.py:552: UserWarning: Setting attributes on ParameterDict is not supported. 41 | warnings.warn("Setting attributes on ParameterDict is not supported.") 42 | 43 | 2020-12-16 09:35:22,140; WARNING; py.warnings; _showwarnmsg; /Users/amol/opt/anaconda3/lib/python3.7/site-packages/torch/nn/modules/container.py:552: UserWarning: Setting attributes on ParameterDict is not supported. 44 | warnings.warn("Setting attributes on ParameterDict is not supported.") 45 | 46 | 2020-12-16 09:35:23,750; WARNING; py.warnings; _showwarnmsg; /Users/amol/opt/anaconda3/lib/python3.7/site-packages/torch/nn/modules/container.py:552: UserWarning: Setting attributes on ParameterDict is not supported. 47 | warnings.warn("Setting attributes on ParameterDict is not supported.") 48 | 49 | 2020-12-16 09:35:25,369; WARNING; py.warnings; _showwarnmsg; /Users/amol/opt/anaconda3/lib/python3.7/site-packages/torch/nn/modules/container.py:552: UserWarning: Setting attributes on ParameterDict is not supported. 50 | warnings.warn("Setting attributes on ParameterDict is not supported.") 51 | 52 | 2020-12-16 09:35:26,960; WARNING; py.warnings; _showwarnmsg; /Users/amol/opt/anaconda3/lib/python3.7/site-packages/torch/nn/modules/container.py:552: UserWarning: Setting attributes on ParameterDict is not supported. 53 | warnings.warn("Setting attributes on ParameterDict is not supported.") 54 | 55 | 2020-12-16 09:35:28,559; WARNING; py.warnings; _showwarnmsg; /Users/amol/opt/anaconda3/lib/python3.7/site-packages/torch/nn/modules/container.py:552: UserWarning: Setting attributes on ParameterDict is not supported. 56 | warnings.warn("Setting attributes on ParameterDict is not supported.") 57 | 58 | 2020-12-16 09:35:30,259; WARNING; py.warnings; _showwarnmsg; /Users/amol/opt/anaconda3/lib/python3.7/site-packages/torch/nn/modules/container.py:552: UserWarning: Setting attributes on ParameterDict is not supported. 59 | warnings.warn("Setting attributes on ParameterDict is not supported.") 60 | 61 | 2020-12-16 09:35:31,919; WARNING; py.warnings; _showwarnmsg; /Users/amol/opt/anaconda3/lib/python3.7/site-packages/torch/nn/modules/container.py:552: UserWarning: Setting attributes on ParameterDict is not supported. 62 | warnings.warn("Setting attributes on ParameterDict is not supported.") 63 | 64 | 2020-12-16 09:35:33,534; WARNING; py.warnings; _showwarnmsg; /Users/amol/opt/anaconda3/lib/python3.7/site-packages/torch/nn/modules/container.py:552: UserWarning: Setting attributes on ParameterDict is not supported. 65 | warnings.warn("Setting attributes on ParameterDict is not supported.") 66 | 67 | 2020-12-16 09:35:35,176; WARNING; py.warnings; _showwarnmsg; /Users/amol/opt/anaconda3/lib/python3.7/site-packages/torch/nn/modules/container.py:552: UserWarning: Setting attributes on ParameterDict is not supported. 68 | warnings.warn("Setting attributes on ParameterDict is not supported.") 69 | 70 | 2020-12-16 09:35:35,432; WARNING; py.warnings; _showwarnmsg; /Users/amol/opt/anaconda3/lib/python3.7/site-packages/torch/nn/modules/container.py:552: UserWarning: Setting attributes on ParameterDict is not supported. 71 | warnings.warn("Setting attributes on ParameterDict is not supported.") 72 | 73 | 2020-12-16 09:35:35,693; INFO; NP.forecaster; _handle_missing_data; 1042 missing dates added. 74 | 2020-12-16 09:35:35,699; INFO; NP.forecaster; _handle_missing_data; 1134 NaN values in column y were auto-imputed. 75 | 2020-12-16 09:35:35,745; WARNING; py.warnings; _showwarnmsg; /Users/amol/opt/anaconda3/lib/python3.7/site-packages/torch/nn/modules/container.py:552: UserWarning: Setting attributes on ParameterDict is not supported. 76 | warnings.warn("Setting attributes on ParameterDict is not supported.") 77 | 78 | 2020-12-16 09:36:19,523; INFO; NP.forecaster; _handle_missing_data; 1042 missing dates added. 79 | 2020-12-16 09:36:19,531; INFO; NP.forecaster; _handle_missing_data; 1134 NaN values in column y were auto-imputed. 80 | 2020-12-16 09:36:19,574; WARNING; py.warnings; _showwarnmsg; /Users/amol/opt/anaconda3/lib/python3.7/site-packages/torch/nn/modules/container.py:552: UserWarning: Setting attributes on ParameterDict is not supported. 81 | warnings.warn("Setting attributes on ParameterDict is not supported.") 82 | 83 | 2020-12-16 09:36:22,778; INFO; NP.forecaster; _handle_missing_data; 22 missing dates added. 84 | 2020-12-16 09:36:22,783; INFO; NP.forecaster; _handle_missing_data; 23 NaN values in column y were auto-imputed. 85 | 2020-12-16 09:36:22,810; WARNING; py.warnings; _showwarnmsg; /Users/amol/opt/anaconda3/lib/python3.7/site-packages/torch/nn/modules/container.py:552: UserWarning: Setting attributes on ParameterDict is not supported. 86 | warnings.warn("Setting attributes on ParameterDict is not supported.") 87 | 88 | 2020-12-16 09:36:22,968; WARNING; NP.forecaster; plot; Too few forecasts to plot a line per forecast step.Plotting a line per forecast origin instead. 89 | 2020-12-16 09:38:39,616; INFO; NP.forecaster; _handle_missing_data; 22 missing dates added. 90 | 2020-12-16 09:38:39,620; INFO; NP.forecaster; _handle_missing_data; 23 NaN values in column y were auto-imputed. 91 | 2020-12-16 09:38:39,633; WARNING; py.warnings; _showwarnmsg; /Users/amol/opt/anaconda3/lib/python3.7/site-packages/torch/nn/modules/container.py:552: UserWarning: Setting attributes on ParameterDict is not supported. 92 | warnings.warn("Setting attributes on ParameterDict is not supported.") 93 | 94 | 2020-12-16 09:39:31,068; INFO; NP.forecaster; _handle_missing_data; dropped 3 NAN row in 'y' 95 | 2020-12-16 09:39:31,086; INFO; NP.utils; set_auto_seasonalities; Disabling daily seasonality. Run NeuralProphet with daily_seasonality=True to override this. 96 | 2020-12-16 09:39:31,087; INFO; NP.config; set_auto_batch_epoch; Auto-set batch_size to 128 97 | 2020-12-16 09:39:31,167; WARNING; py.warnings; _showwarnmsg; /Users/amol/opt/anaconda3/lib/python3.7/site-packages/torch/nn/modules/container.py:552: UserWarning: Setting attributes on ParameterDict is not supported. 98 | warnings.warn("Setting attributes on ParameterDict is not supported.") 99 | 100 | 2020-12-16 09:39:31,652; INFO; NP.forecaster; _lr_range_test; learning rate range test found optimal lr: 3.51E-01 101 | 2020-12-16 09:39:32,704; WARNING; py.warnings; _showwarnmsg; /Users/amol/opt/anaconda3/lib/python3.7/site-packages/torch/nn/modules/container.py:552: UserWarning: Setting attributes on ParameterDict is not supported. 102 | warnings.warn("Setting attributes on ParameterDict is not supported.") 103 | 104 | 2020-12-16 09:39:34,812; WARNING; py.warnings; _showwarnmsg; /Users/amol/opt/anaconda3/lib/python3.7/site-packages/torch/nn/modules/container.py:552: UserWarning: Setting attributes on ParameterDict is not supported. 105 | warnings.warn("Setting attributes on ParameterDict is not supported.") 106 | 107 | 2020-12-16 09:39:36,665; WARNING; py.warnings; _showwarnmsg; /Users/amol/opt/anaconda3/lib/python3.7/site-packages/torch/nn/modules/container.py:552: UserWarning: Setting attributes on ParameterDict is not supported. 108 | warnings.warn("Setting attributes on ParameterDict is not supported.") 109 | 110 | 2020-12-16 09:39:38,704; WARNING; py.warnings; _showwarnmsg; /Users/amol/opt/anaconda3/lib/python3.7/site-packages/torch/nn/modules/container.py:552: UserWarning: Setting attributes on ParameterDict is not supported. 111 | warnings.warn("Setting attributes on ParameterDict is not supported.") 112 | 113 | 2020-12-16 09:39:40,789; WARNING; py.warnings; _showwarnmsg; /Users/amol/opt/anaconda3/lib/python3.7/site-packages/torch/nn/modules/container.py:552: UserWarning: Setting attributes on ParameterDict is not supported. 114 | warnings.warn("Setting attributes on ParameterDict is not supported.") 115 | 116 | 2020-12-16 09:39:42,078; WARNING; py.warnings; _showwarnmsg; /Users/amol/opt/anaconda3/lib/python3.7/site-packages/torch/nn/modules/container.py:552: UserWarning: Setting attributes on ParameterDict is not supported. 117 | warnings.warn("Setting attributes on ParameterDict is not supported.") 118 | 119 | 2020-12-16 09:39:42,286; WARNING; py.warnings; _showwarnmsg; /Users/amol/opt/anaconda3/lib/python3.7/site-packages/torch/nn/modules/container.py:552: UserWarning: Setting attributes on ParameterDict is not supported. 120 | warnings.warn("Setting attributes on ParameterDict is not supported.") 121 | 122 | 2020-12-16 09:39:43,501; INFO; NP.config; __post_init__; Note: Trend changepoint regularization is experimental. 123 | 2020-12-16 09:39:43,507; INFO; NP.forecaster; _handle_missing_data; dropped 92 NAN row in 'y' 124 | 2020-12-16 09:39:43,515; INFO; NP.config; set_auto_batch_epoch; Auto-set batch_size to 32 125 | 2020-12-16 09:39:43,648; INFO; NP.forecaster; _lr_range_test; learning rate range test found optimal lr: 1.23E-02 126 | 2020-12-16 09:39:57,947; INFO; NP.config; __post_init__; Note: Trend changepoint regularization is experimental. 127 | 2020-12-16 09:39:57,954; INFO; NP.forecaster; _handle_missing_data; dropped 92 NAN row in 'y' 128 | 2020-12-16 09:39:57,962; INFO; NP.config; set_auto_batch_epoch; Auto-set batch_size to 32 129 | 2020-12-16 09:39:57,991; WARNING; py.warnings; _showwarnmsg; /Users/amol/opt/anaconda3/lib/python3.7/site-packages/torch/nn/modules/container.py:552: UserWarning: Setting attributes on ParameterDict is not supported. 130 | warnings.warn("Setting attributes on ParameterDict is not supported.") 131 | 132 | 2020-12-16 09:39:58,166; INFO; NP.forecaster; _lr_range_test; learning rate range test found optimal lr: 2.85E-02 133 | 2020-12-16 09:39:58,509; WARNING; py.warnings; _showwarnmsg; /Users/amol/opt/anaconda3/lib/python3.7/site-packages/torch/nn/modules/container.py:552: UserWarning: Setting attributes on ParameterDict is not supported. 134 | warnings.warn("Setting attributes on ParameterDict is not supported.") 135 | 136 | 2020-12-16 09:40:00,214; WARNING; py.warnings; _showwarnmsg; /Users/amol/opt/anaconda3/lib/python3.7/site-packages/torch/nn/modules/container.py:552: UserWarning: Setting attributes on ParameterDict is not supported. 137 | warnings.warn("Setting attributes on ParameterDict is not supported.") 138 | 139 | 2020-12-16 09:40:01,934; WARNING; py.warnings; _showwarnmsg; /Users/amol/opt/anaconda3/lib/python3.7/site-packages/torch/nn/modules/container.py:552: UserWarning: Setting attributes on ParameterDict is not supported. 140 | warnings.warn("Setting attributes on ParameterDict is not supported.") 141 | 142 | 2020-12-16 09:40:03,626; WARNING; py.warnings; _showwarnmsg; /Users/amol/opt/anaconda3/lib/python3.7/site-packages/torch/nn/modules/container.py:552: UserWarning: Setting attributes on ParameterDict is not supported. 143 | warnings.warn("Setting attributes on ParameterDict is not supported.") 144 | 145 | 2020-12-16 09:40:05,285; WARNING; py.warnings; _showwarnmsg; /Users/amol/opt/anaconda3/lib/python3.7/site-packages/torch/nn/modules/container.py:552: UserWarning: Setting attributes on ParameterDict is not supported. 146 | warnings.warn("Setting attributes on ParameterDict is not supported.") 147 | 148 | 2020-12-16 09:40:06,874; WARNING; py.warnings; _showwarnmsg; /Users/amol/opt/anaconda3/lib/python3.7/site-packages/torch/nn/modules/container.py:552: UserWarning: Setting attributes on ParameterDict is not supported. 149 | warnings.warn("Setting attributes on ParameterDict is not supported.") 150 | 151 | 2020-12-16 09:40:08,570; WARNING; py.warnings; _showwarnmsg; /Users/amol/opt/anaconda3/lib/python3.7/site-packages/torch/nn/modules/container.py:552: UserWarning: Setting attributes on ParameterDict is not supported. 152 | warnings.warn("Setting attributes on ParameterDict is not supported.") 153 | 154 | 2020-12-16 09:40:10,225; WARNING; py.warnings; _showwarnmsg; /Users/amol/opt/anaconda3/lib/python3.7/site-packages/torch/nn/modules/container.py:552: UserWarning: Setting attributes on ParameterDict is not supported. 155 | warnings.warn("Setting attributes on ParameterDict is not supported.") 156 | 157 | 2020-12-16 09:40:12,091; WARNING; py.warnings; _showwarnmsg; /Users/amol/opt/anaconda3/lib/python3.7/site-packages/torch/nn/modules/container.py:552: UserWarning: Setting attributes on ParameterDict is not supported. 158 | warnings.warn("Setting attributes on ParameterDict is not supported.") 159 | 160 | 2020-12-16 09:40:13,716; WARNING; py.warnings; _showwarnmsg; /Users/amol/opt/anaconda3/lib/python3.7/site-packages/torch/nn/modules/container.py:552: UserWarning: Setting attributes on ParameterDict is not supported. 161 | warnings.warn("Setting attributes on ParameterDict is not supported.") 162 | 163 | 2020-12-16 11:11:31,221; INFO; NP.forecaster; _handle_missing_data; 1042 missing dates added. 164 | 2020-12-16 11:11:31,228; INFO; NP.forecaster; _handle_missing_data; 1134 NaN values in column y were auto-imputed. 165 | 2020-12-16 11:11:31,694; WARNING; py.warnings; _showwarnmsg; /Users/amol/opt/anaconda3/lib/python3.7/site-packages/torch/nn/modules/container.py:552: UserWarning: Setting attributes on ParameterDict is not supported. 166 | warnings.warn("Setting attributes on ParameterDict is not supported.") 167 | 168 | 2020-12-16 11:13:48,904; INFO; NP.forecaster; _handle_missing_data; 1042 missing dates added. 169 | 2020-12-16 11:13:48,911; INFO; NP.forecaster; _handle_missing_data; 1134 NaN values in column y were auto-imputed. 170 | 2020-12-16 11:13:49,292; WARNING; py.warnings; _showwarnmsg; /Users/amol/opt/anaconda3/lib/python3.7/site-packages/torch/nn/modules/container.py:552: UserWarning: Setting attributes on ParameterDict is not supported. 171 | warnings.warn("Setting attributes on ParameterDict is not supported.") 172 | 173 | 2020-12-16 11:14:16,704; INFO; NP.forecaster; _handle_missing_data; 22 missing dates added. 174 | 2020-12-16 11:14:16,711; INFO; NP.forecaster; _handle_missing_data; 23 NaN values in column y were auto-imputed. 175 | 2020-12-16 11:14:16,783; WARNING; py.warnings; _showwarnmsg; /Users/amol/opt/anaconda3/lib/python3.7/site-packages/torch/nn/modules/container.py:552: UserWarning: Setting attributes on ParameterDict is not supported. 176 | warnings.warn("Setting attributes on ParameterDict is not supported.") 177 | 178 | --------------------------------------------------------------------------------