From 04248846286221fc077d2cb64472b35fdfc07ca5 Mon Sep 17 00:00:00 2001 From: Anton Romanov Date: Sat, 29 Apr 2023 10:57:42 +0400 Subject: [PATCH] add notebook --- 2023-04.ipynb | 1 + 1 file changed, 1 insertion(+) create mode 100644 2023-04.ipynb diff --git a/2023-04.ipynb b/2023-04.ipynb new file mode 100644 index 0000000..c72961a --- /dev/null +++ b/2023-04.ipynb @@ -0,0 +1 @@ +{"metadata":{"kernelspec":{"language":"python","display_name":"Python 3","name":"python3"},"language_info":{"name":"python","version":"3.7.12","mimetype":"text/x-python","codemirror_mode":{"name":"ipython","version":3},"pygments_lexer":"ipython3","nbconvert_exporter":"python","file_extension":".py"}},"nbformat_minor":4,"nbformat":4,"cells":[{"cell_type":"code","source":"import numpy as np\nimport pandas as pd\nimport matplotlib.pyplot as plt\n\nts = pd.read_csv(\"/kaggle/input/features-cout-by-week/Features count.csv\")\nts.plot()\nplt.grid()\nplt.show()","metadata":{"_uuid":"8f2839f25d086af736a60e9eeb907d3b93b6e0e5","_cell_guid":"b1076dfc-b9ad-4769-8c92-a6c4dae69d19","_kg_hide-input":false,"execution":{"iopub.status.busy":"2023-04-29T06:53:21.492391Z","iopub.execute_input":"2023-04-29T06:53:21.493250Z","iopub.status.idle":"2023-04-29T06:53:21.908943Z","shell.execute_reply.started":"2023-04-29T06:53:21.493192Z","shell.execute_reply":"2023-04-29T06:53:21.907464Z"},"trusted":true},"execution_count":1,"outputs":[{"output_type":"display_data","data":{"text/plain":"
","image/png":"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\n"},"metadata":{}}]},{"cell_type":"code","source":"moving_avg = ts.rolling(4).mean()\nts.plot()\nplt.plot(moving_avg, color='green', label='Moving average')\nplt.legend()\nplt.grid()","metadata":{"execution":{"iopub.status.busy":"2023-04-29T06:53:21.911510Z","iopub.execute_input":"2023-04-29T06:53:21.912019Z","iopub.status.idle":"2023-04-29T06:53:22.185897Z","shell.execute_reply.started":"2023-04-29T06:53:21.911964Z","shell.execute_reply":"2023-04-29T06:53:22.184163Z"},"trusted":true},"execution_count":2,"outputs":[{"output_type":"display_data","data":{"text/plain":"
","image/png":"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\n"},"metadata":{}}]},{"cell_type":"code","source":"from statsmodels.tsa.holtwinters import ExponentialSmoothing \nmodel = ExponentialSmoothing(ts, trend=\"additive\", seasonal=\"additive\", seasonal_periods=5)\nfit1 = model.fit()\npred1 = fit1.forecast(5)\n\nplt.plot(ts, label='Features count')\nplt.plot(pred1, color='red', label='Holt-Winters forecast')\nplt.legend()\nplt.grid()\n","metadata":{"execution":{"iopub.status.busy":"2023-04-29T06:53:22.188117Z","iopub.execute_input":"2023-04-29T06:53:22.188630Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"ts = pd.read_csv(\"/kaggle/input/testing-time-by-week/Testing time.csv\")\nmodel = ExponentialSmoothing(ts, trend=\"additive\", seasonal=\"additive\", seasonal_periods=7)\nfit1 = model.fit()\npred1 = fit1.forecast(10)\n\nplt.plot(ts, label='Testing time')\nplt.plot(pred1, color='red', label='Holt-Winters forecast')\nplt.legend()\nplt.grid()","metadata":{"trusted":true},"execution_count":null,"outputs":[]}]} \ No newline at end of file