diff --git "a/app.ipynb" "b/app.ipynb" new file mode 100644--- /dev/null +++ "b/app.ipynb" @@ -0,0 +1,576 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Requirement already satisfied: panel in /Users/jasonsuarez/miniconda3/envs/dataset/lib/python3.11/site-packages (1.3.8)\n", + "Requirement already satisfied: pandas in /Users/jasonsuarez/miniconda3/envs/dataset/lib/python3.11/site-packages (2.2.0)\n", + "Requirement already satisfied: numpy in /Users/jasonsuarez/miniconda3/envs/dataset/lib/python3.11/site-packages (1.26.3)\n", + "Requirement already satisfied: matplotlib in /Users/jasonsuarez/miniconda3/envs/dataset/lib/python3.11/site-packages (3.8.2)\n", + "Requirement already satisfied: hvplot in /Users/jasonsuarez/miniconda3/envs/dataset/lib/python3.11/site-packages (0.9.2)\n", + "Requirement already satisfied: jupyter_bokeh in 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/Users/jasonsuarez/miniconda3/envs/dataset/lib/python3.11/site-packages (from prompt-toolkit<3.1.0,>=3.0.41->ipython>=6.1.0->ipywidgets==8.*->jupyter_bokeh) (0.2.13)\n", + "Requirement already satisfied: executing>=1.2.0 in /Users/jasonsuarez/miniconda3/envs/dataset/lib/python3.11/site-packages (from stack-data->ipython>=6.1.0->ipywidgets==8.*->jupyter_bokeh) (2.0.1)\n", + "Requirement already satisfied: pure-eval in /Users/jasonsuarez/miniconda3/envs/dataset/lib/python3.11/site-packages (from stack-data->ipython>=6.1.0->ipywidgets==8.*->jupyter_bokeh) (0.2.2)\n", + "Note: you may need to restart the kernel to use updated packages.\n" + ] + } + ], + "source": [ + "%pip install panel pandas numpy matplotlib hvplot jupyter_bokeh nbdev" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": {}, + "outputs": [], + "source": [ + "#|default_exp app\n", + "# | export \n", + "import panel as pn\n", + "import hvplot.pandas\n", + "import pandas as pd\n", + "import numpy as np\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": {}, + "outputs": [ + { + "data": { + "application/javascript": "(function(root) {\n function now() {\n return new Date();\n }\n\n var force = true;\n var py_version = '3.3.4'.replace('rc', '-rc.').replace('.dev', '-dev.');\n var reloading = true;\n var Bokeh = root.Bokeh;\n\n if (typeof (root._bokeh_timeout) === \"undefined\" || force) {\n root._bokeh_timeout = Date.now() + 5000;\n root._bokeh_failed_load = false;\n }\n\n function run_callbacks() {\n try {\n root._bokeh_onload_callbacks.forEach(function(callback) {\n if (callback != null)\n callback();\n });\n } finally {\n delete root._bokeh_onload_callbacks;\n }\n console.debug(\"Bokeh: all callbacks have finished\");\n }\n\n function load_libs(css_urls, js_urls, js_modules, js_exports, callback) {\n if (css_urls == null) css_urls = [];\n if (js_urls == null) js_urls = [];\n if (js_modules == null) js_modules = [];\n if (js_exports == null) 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TemperatureHumidityLightCO2HumidityRatioOccupancy
date
2015-02-10 09:29:0021.0536.0975433.0787.2500000.0055791
2015-02-10 09:29:5921.0535.9950433.0789.5000000.0055631
2015-02-10 09:30:5921.1036.0950433.0798.5000000.0055961
2015-02-10 09:32:0021.1036.2600433.0820.3333330.0056211
2015-02-10 09:33:0021.1036.2000447.0821.0000000.0056121
\n", + "
" + ], + "text/plain": [ + " Temperature Humidity Light CO2 HumidityRatio \\\n", + "date \n", + "2015-02-10 09:29:00 21.05 36.0975 433.0 787.250000 0.005579 \n", + "2015-02-10 09:29:59 21.05 35.9950 433.0 789.500000 0.005563 \n", + "2015-02-10 09:30:59 21.10 36.0950 433.0 798.500000 0.005596 \n", + "2015-02-10 09:32:00 21.10 36.2600 433.0 820.333333 0.005621 \n", + "2015-02-10 09:33:00 21.10 36.2000 447.0 821.000000 0.005612 \n", + "\n", + " Occupancy \n", + "date \n", + "2015-02-10 09:29:00 1 \n", + "2015-02-10 09:29:59 1 \n", + "2015-02-10 09:30:59 1 \n", + "2015-02-10 09:32:00 1 \n", + "2015-02-10 09:33:00 1 " + ] + }, + "execution_count": 28, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# | export\n", + "pn.extension(design='material')\n", + "\n", + "csv_file = (\"https://raw.githubusercontent.com/holoviz/panel/main/examples/assets/occupancy.csv\")\n", + "data = pd.read_csv(csv_file, parse_dates=[\"date\"], index_col=\"date\")\n", + "\n", + "data.tail()" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": {}, + "outputs": [], + "source": [ + "#|export\n", + "def transform_data(variable, window, sigma):\n", + " ''' Calculates the rolling average and the outliers '''\n", + " avg = data[variable].rolling(window=window).mean()\n", + " residual = data[variable] - avg\n", + " std = residual.rolling(window=window).std()\n", + " outliers = np.abs(residual) > std * sigma\n", + " return avg, avg[outliers]\n", + "\n", + "def create_plot(variable=\"Temperature\", window=30, sigma=10):\n", + " ''' Plots the rolling average and the outliers '''\n", + " avg, highlight = transform_data(variable, window, sigma)\n", + " return avg.hvplot(height=300, width=400, legend=False) * highlight.hvplot.scatter(\n", + " color=\"orange\", padding=0.1, legend=False\n", + " )" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": {}, + "outputs": [ + { + "data": {}, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "application/vnd.holoviews_exec.v0+json": "", + "text/html": [ + "
\n", + "
\n", + "
\n", + "" + ], + "text/plain": [ + ":Overlay\n", + " .Curve.Temperature :Curve [date] (Temperature)\n", + " .Scatter.Temperature :Scatter [date] (Temperature)" + ] + }, + "execution_count": 30, + "metadata": { + "application/vnd.holoviews_exec.v0+json": { + "id": "c579a081-6bb5-44a9-a664-abad67e7f56e" + } + }, + "output_type": "execute_result" + } + ], + "source": [ + "#|export\n", + "create_plot(variable='Temperature', window=20, sigma=10)" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": {}, + "outputs": [], + "source": [ + "#|export\n", + "variable_widget = pn.widgets.Select(name=\"variable\", value=\"Temperature\", options=list(data.columns))\n", + "window_widget = pn.widgets.IntSlider(name=\"window\", value=30, start=1, end=60)\n", + "sigma_widget = pn.widgets.IntSlider(name=\"sigma\", value=10, start=0, end=20)" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": {}, + "outputs": [], + "source": [ + "#|export\n", + "bound_plot = pn.bind(create_plot, variable=variable_widget, window=window_widget, sigma=sigma_widget)" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "c3826d2d54954d86a232f1e0fff30023", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "BokehModel(combine_events=True, render_bundle={'docs_json': {'15a871cf-29eb-4a44-8ab6-1239da83f745': {'version…" + ] + }, + "execution_count": 33, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#|export\n", + "first_app = pn.Column(variable_widget, window_widget, sigma_widget, bound_plot)\n", + "\n", + "first_app.servable()" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "metadata": {}, + "outputs": [], + "source": [ + "from nbdev.export import nb_export\n", + "# Check if there is an app.py file in the current directory, if so remove it\n", + "import os\n", + "if os.path.exists('app.py'):\n", + " os.remove('app.py')\n", + "\n", + "\n", + "nb_export('app.ipynb', '.')" + ] + } + ], + "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": "3.11.7" + }, + "widgets": { + "application/vnd.jupyter.widget-state+json": { + "state": {}, + "version_major": 2, + "version_minor": 0 + } + } + }, + "nbformat": 4, + "nbformat_minor": 4 +}