{ "cells": [ { "cell_type": "markdown", "metadata": { "ExecuteTime": { "end_time": "2019-11-08T19:10:48.135639Z", "start_time": "2019-11-08T19:10:48.131685Z" } }, "source": [ "# Climatology\n", "A climatology is an estimate of seasonal average values for a phenomenon averaged over a long period. Examples considered here are either monthly or daily (based on the day of the year). Note that the number of samples for the daily case is not very high unless some additional windowing is done around each day of the year, borrowing from neighboring days. That is what the argument nsmooth does. The following analysis uses 12 years of water temperature data and smooths over a window of 7 days.\n", "\n", "The climatology object in this case will be a DataFrame with an integer 1-based index representing day of the year. To compare it to the original series, which has a DatetimeIndex, the function [apply_climatology](../_autosummary/vtools.apply_climatology.rst) applies the integer climatology onto the indicated index -- in this case it is that of the original time series. Visually, the climatology explains a great deal of the variation in the temperature data, and this is typicle. " ] }, { "cell_type": "code", "execution_count": 44, "metadata": { "ExecuteTime": { "end_time": "2019-11-08T19:11:46.832516Z", "start_time": "2019-11-08T19:11:46.501245Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " value\n", "dayofyear \n", "1 8.343067\n", "2 8.316163\n", "3 8.342859\n", "4 8.453883\n", "5 8.439230\n", "... ...\n", "361 8.786435\n", "362 8.695428\n", "363 8.665833\n", "364 8.581748\n", "365 8.450023\n", "\n", "[365 rows x 1 columns]\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 44, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "from vtools import climatology, apply_climatology, climatology_quantiles\n", "\n", "df = pd.read_csv(\"data/mup_temp_2006_2018.csv\",index_col=0,parse_dates=[0]) # water temperature time series\n", "clim = climatology(df,freq=\"day\",nsmooth=15) # smooths fortnightly variaiton and higher frequencies\n", "print(clim)\n", "ts_clim = apply_climatology(clim,df.index)\n", "\n", "ax=df.plot()\n", "ax.set_ylabel(\"Deg C\")\n", "ts_clim.plot(ax=ax)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Estimating quantiles\n", "The function [climatology_quantiles](../_autosummary/vtools.climatology_quantiles.rst) is still in development (it doesn't handle the beginning or end of the year). It applies quantiles on a daily basis using a window (usually odd numbered for centeredness) to gather statistical strength. " ] }, { "cell_type": "code", "execution_count": 45, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0, 0.5, 'Deg C')" ] }, "execution_count": 45, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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