{"cells": [{"cell_type": "markdown", "metadata": {"papermill": {"exception": false, "start_time": "2020-10-29T03:01:40.288812", "end_time": "2020-10-29T03:01:40.303848", "duration": 0.015036, "status": "completed"}, "tags": []}, "source": "# Time Series"}, {"cell_type": "code", "execution_count": 1, "metadata": {"execution": {"iopub.execute_input": "2020-10-29T03:01:40.335836Z", "iopub.status.busy": "2020-10-29T03:01:40.334843Z", "iopub.status.idle": "2020-10-29T03:01:42.746892Z", "shell.execute_reply": "2020-10-29T03:01:42.746892Z"}, "papermill": {"exception": false, "start_time": "2020-10-29T03:01:40.316815", "end_time": "2020-10-29T03:01:42.747896", "duration": 2.431081, "status": "completed"}, "tags": []}, "outputs": [], "source": "import pandas as pd\nimport matplotlib.pyplot as plt\n\nimport data_describe as dd\nfrom data_describe.core.time import plot_autocorrelation, stationarity_test"}, {"cell_type": "code", "execution_count": 2, "metadata": {"execution": {"iopub.execute_input": "2020-10-29T03:01:42.780892Z", "iopub.status.busy": "2020-10-29T03:01:42.779896Z", "iopub.status.idle": "2020-10-29T03:01:43.150023Z", "shell.execute_reply": "2020-10-29T03:01:43.151022Z"}, "papermill": {"exception": false, "start_time": "2020-10-29T03:01:42.759857", "end_time": "2020-10-29T03:01:43.151022", "duration": 0.391165, "status": "completed"}, "tags": []}, "outputs": [{"output_type": "execute_result", "metadata": {}, "data": {"text/plain": "            Births  Births_Multiplier\nDate                                 \n1959-01-01      35              40.60\n1959-01-02      32              37.12", "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>Births</th>\n      <th>Births_Multiplier</th>\n    </tr>\n    <tr>\n      <th>Date</th>\n      <th></th>\n      <th></th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>1959-01-01</th>\n      <td>35</td>\n      <td>40.60</td>\n    </tr>\n    <tr>\n      <th>1959-01-02</th>\n      <td>32</td>\n      <td>37.12</td>\n    </tr>\n  </tbody>\n</table>\n</div>"}, "execution_count": 2}], "source": "df = pd.read_csv(\"https://raw.githubusercontent.com/jbrownlee/Datasets/master/daily-total-female-births.csv\")\ndf['Date'] = pd.to_datetime(df.Date, unit='ns')\ndf['Births_Multiplier'] = df['Births'] * 1.16\ndf.set_index(\"Date\", inplace=True)\ndf.head(2)"}, {"cell_type": "markdown", "metadata": {"papermill": {"exception": false, "start_time": "2020-10-29T03:01:43.164001", "end_time": "2020-10-29T03:01:43.177034", "duration": 0.013033, "status": "completed"}, "tags": []}, "source": "## Plot time series"}, {"cell_type": "code", "execution_count": 3, "metadata": {"execution": {"iopub.execute_input": "2020-10-29T03:01:43.205997Z", "iopub.status.busy": "2020-10-29T03:01:43.205997Z", "iopub.status.idle": "2020-10-29T03:01:43.955995Z", "shell.execute_reply": "2020-10-29T03:01:43.955995Z"}, "papermill": {"exception": false, "start_time": "2020-10-29T03:01:43.189023", "end_time": "2020-10-29T03:01:43.956994", "duration": 0.767971, "status": "completed"}, "tags": []}, "outputs": [{"output_type": "execute_result", "metadata": {}, "data": {"text/plain": "<AxesSubplot:xlabel='Date', ylabel='Births'>"}, "execution_count": 3}, {"output_type": "display_data", "metadata": {"needs_background": "light"}, "data": {"text/plain": "<Figure size 720x720 with 1 Axes>", "image/png": 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col=[\"Births\",\"Births_Multiplier\"], viz_backend=\"plotly\" )"}, {"cell_type": "markdown", "metadata": {"papermill": {"exception": false, "start_time": "2020-10-29T03:01:48.384058", "end_time": "2020-10-29T03:01:48.412088", "duration": 0.02803, "status": "completed"}, "tags": []}, "source": "## Plot decomposition"}, {"cell_type": "code", "execution_count": 5, "metadata": {"execution": {"iopub.execute_input": "2020-10-29T03:01:48.473067Z", "iopub.status.busy": "2020-10-29T03:01:48.472068Z", "iopub.status.idle": "2020-10-29T03:01:50.827063Z", "shell.execute_reply": "2020-10-29T03:01:50.827063Z"}, "papermill": {"exception": false, "start_time": "2020-10-29T03:01:48.440111", "end_time": "2020-10-29T03:01:50.828061", "duration": 2.38795, "status": "completed"}, "tags": []}, "outputs": [{"output_type": "execute_result", "metadata": {}, "data": {"text/plain": "<Figure size 720x720 with 4 Axes>", "image/png": 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{"execution": {"iopub.execute_input": "2020-10-29T03:01:51.351068Z", "iopub.status.busy": "2020-10-29T03:01:51.350061Z", "iopub.status.idle": "2020-10-29T03:01:51.618063Z", "shell.execute_reply": "2020-10-29T03:01:51.619060Z"}, "papermill": {"exception": false, "start_time": "2020-10-29T03:01:51.296063", "end_time": "2020-10-29T03:01:51.619060", "duration": 0.322997, "status": "completed"}, "tags": []}, "outputs": [{"output_type": "execute_result", "metadata": {}, "data": {"text/plain": "                                  stats\nTest Statistic                -4.808291\np-value                        0.000052\nLags Used                      6.000000\nNumber of Observations Used  358.000000\nCritical Value (1%)           -3.448749\nCritical Value (5%)           -2.869647\nCritical Value (10%)          -2.571089", "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>stats</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>Test Statistic</th>\n      <td>-4.808291</td>\n    </tr>\n    <tr>\n      <th>p-value</th>\n      <td>0.000052</td>\n    </tr>\n    <tr>\n      <th>Lags Used</th>\n      <td>6.000000</td>\n    </tr>\n    <tr>\n      <th>Number of Observations Used</th>\n      <td>358.000000</td>\n    </tr>\n    <tr>\n      <th>Critical Value (1%)</th>\n      <td>-3.448749</td>\n    </tr>\n    <tr>\n      <th>Critical Value (5%)</th>\n      <td>-2.869647</td>\n    </tr>\n    <tr>\n      <th>Critical Value (10%)</th>\n      <td>-2.571089</td>\n    </tr>\n  </tbody>\n</table>\n</div>"}, "execution_count": 7}], "source": "stationarity_test(df, col='Births', test=\"dickey-fuller\")"}, {"cell_type": "markdown", "metadata": {"papermill": {"exception": false, "start_time": "2020-10-29T03:01:51.673060", "end_time": "2020-10-29T03:01:51.760063", "duration": 0.087003, "status": "completed"}, "tags": []}, "source": "## Plot ACF "}, {"cell_type": "code", "execution_count": 8, "metadata": {"execution": {"iopub.execute_input": "2020-10-29T03:01:51.901066Z", "iopub.status.busy": "2020-10-29T03:01:51.900068Z", "iopub.status.idle": "2020-10-29T03:01:52.751067Z", "shell.execute_reply": "2020-10-29T03:01:52.752065Z"}, "papermill": {"exception": false, "start_time": "2020-10-29T03:01:51.818060", "end_time": "2020-10-29T03:01:52.753062", "duration": 0.935002, "status": "completed"}, "tags": []}, "outputs": [{"output_type": "execute_result", "metadata": {}, "data": {"text/plain": "<Figure size 720x720 with 1 Axes>", "image/png": 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\n"}, 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