X-Git-Url: https://git.auder.net/variants/Checkered/style.css?a=blobdiff_plain;f=reports%2Freport.ipynb;h=3dac8ec499fbbfe706e343de8c812b09d17fb9dd;hb=a866acb3c0ae138b22df9dae9ec576b866794417;hp=05f51de7d0b28c376070dc2e999ab043b7486b59;hpb=ff5df8e310b73883565761ab4b1aa5a0672e9f27;p=talweg.git diff --git a/reports/report.ipynb b/reports/report.ipynb index 05f51de..3dac8ec 100644 --- a/reports/report.ipynb +++ b/reports/report.ipynb @@ -2,7 +2,10 @@ "cells": [ { "cell_type": "markdown", - "metadata": {}, + "metadata": { + "deletable": true, + "editable": true + }, "source": [ "\n", "\n", @@ -30,7 +33,9 @@ "cell_type": "code", "execution_count": null, "metadata": { - "collapsed": false + "collapsed": false, + "deletable": true, + "editable": true }, "outputs": [], "source": [ @@ -38,7 +43,9 @@ "\n", "ts_data = read.csv(system.file(\"extdata\",\"pm10_mesures_H_loc_report.csv\",package=\"talweg\"))\n", "exo_data = read.csv(system.file(\"extdata\",\"meteo_extra_noNAs.csv\",package=\"talweg\"))\n", - "data = getData(ts_data, exo_data, input_tz = \"Europe/Paris\", working_tz=\"Europe/Paris\", predict_at=13)\n", + "# Predict from P+1 to P+H included\n", + "H = 17\n", + "data = getData(ts_data, exo_data, input_tz = \"GMT\", working_tz=\"GMT\", predict_at=7)\n", "\n", "indices_ch = seq(as.Date(\"2015-01-18\"),as.Date(\"2015-01-24\"),\"days\")\n", "indices_ep = seq(as.Date(\"2015-03-15\"),as.Date(\"2015-03-21\"),\"days\")\n", @@ -47,13 +54,33 @@ }, { "cell_type": "markdown", - "metadata": {}, + "metadata": { + "deletable": true, + "editable": true + }, "source": [ - "\n", - "\n", "

Pollution par chauffage

" ] }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": false, + "deletable": true, + "editable": true + }, + "outputs": [], + "source": [ + "reload(\"../pkg\")\n", + "#p1 = computeForecast(data, indices_ch, \"Neighbors\", \"Zero\", horizon=H, simtype=\"exo\")\n", + "#p2 = computeForecast(data, indices_ch, \"Neighbors\", \"Zero\", horizon=H, simtype=\"endo\")\n", + "#p3 = computeForecast(data, indices_ch, \"Neighbors\", \"Zero\", horizon=H, simtype=\"mix\")\n", + "p4 = computeForecast(data, indices_ch, \"Neighbors2\", \"Zero\", horizon=H, simtype=\"exo\")\n", + "p5 = computeForecast(data, indices_ch, \"Neighbors2\", \"Zero\", horizon=H, simtype=\"endo\")\n", + "p6 = computeForecast(data, indices_ch, \"Neighbors2\", \"Zero\", horizon=H, simtype=\"mix\")" + ] + }, { "cell_type": "code", "execution_count": null, @@ -62,10 +89,7 @@ }, "outputs": [], "source": [ - "p_nn_exo = computeForecast(data, indices_ch, \"Neighbors\", \"Neighbors\", simtype=\"exo\", horizon=H)\n", - "p_nn_mix = computeForecast(data, indices_ch, \"Neighbors\", \"Neighbors\", simtype=\"mix\", horizon=H)\n", - "p_az = computeForecast(data, indices_ch, \"Average\", \"Zero\", horizon=H) #, memory=183)\n", - "p_pz = computeForecast(data, indices_ch, \"Persistence\", \"Zero\", horizon=H, same_day=TRUE)" + "getSimilarDaysIndices(1000,10,TRUE,data)" ] }, { @@ -76,17 +100,7 @@ }, "outputs": [], "source": [ - "e_nn_exo = computeError(data, p_nn_exo)\n", - "e_nn_mix = computeError(data, p_nn_mix)\n", - "e_az = computeError(data, p_az)\n", - "e_pz = computeError(data, p_pz)\n", - "options(repr.plot.width=9, repr.plot.height=7)\n", - "plotError(list(e_nn_mix, e_pz, e_az, e_nn_exo), cols=c(1,2,colors()[258], 4))\n", - "\n", - "# Noir: neighbors_mix, bleu: neighbors_exo, vert: moyenne, rouge: persistence\n", - "\n", - "i_np = which.min(e_nn_exo$abs$indices)\n", - "i_p = which.max(e_nn_exo$abs$indices)" + "as.POSIXlt(data$getTime(1000)[1])" ] }, { @@ -96,6 +110,38 @@ "collapsed": false }, "outputs": [], + "source": [ + "e1 = computeError(data, p1, H)\n", + "e2 = computeError(data, p2, H)\n", + "e3 = computeError(data, p3, H)\n", + "e4 = computeError(data, p4, H)\n", + "e5 = computeError(data, p5, H)\n", + "e6 = computeError(data, p6, H)\n", + "plotError(list(e1,e2,e3,e4,e5,e6), cols=c(1,2,colors()[258], 4,5,6))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": false, + "deletable": true, + "editable": true + }, + "outputs": [], + "source": [ + "plotError(list(e4,e1,e2,e3, e5,e6), cols=c(1,2,3,4,5,6))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": false, + "deletable": true, + "editable": true + }, + "outputs": [], "source": [ "options(repr.plot.width=9, repr.plot.height=4)\n", "par(mfrow=c(1,2))\n", @@ -116,7 +162,9 @@ "cell_type": "code", "execution_count": null, "metadata": { - "collapsed": false + "collapsed": false, + "deletable": true, + "editable": true }, "outputs": [], "source": [ @@ -132,7 +180,9 @@ "cell_type": "code", "execution_count": null, "metadata": { - "collapsed": false + "collapsed": false, + "deletable": true, + "editable": true }, "outputs": [], "source": [ @@ -148,7 +198,9 @@ "cell_type": "code", "execution_count": null, "metadata": { - "collapsed": false + "collapsed": false, + "deletable": true, + "editable": true }, "outputs": [], "source": [ @@ -166,7 +218,9 @@ "cell_type": "code", "execution_count": null, "metadata": { - "collapsed": false + "collapsed": false, + "deletable": true, + "editable": true }, "outputs": [], "source": [ @@ -175,7 +229,7 @@ "plotSimils(p_nn_exo, i_p); title(paste(\"Weights nn exo day\",i_p))\n", "\n", "plotSimils(p_nn_mix, i_np); title(paste(\"Weights nn mix day\",i_np))\n", - "plotSimils(p_nn_mix, i_p); title(paste(\"Weights nn mix day\",i_p)\n", + "plotSimils(p_nn_mix, i_p); title(paste(\"Weights nn mix day\",i_p))\n", "\n", "# - pollué à gauche, + pollué à droite" ] @@ -184,7 +238,9 @@ "cell_type": "code", "execution_count": null, "metadata": { - "collapsed": false + "collapsed": false, + "deletable": true, + "editable": true }, "outputs": [], "source": [ @@ -198,7 +254,10 @@ }, { "cell_type": "markdown", - "metadata": {}, + "metadata": { + "deletable": true, + "editable": true + }, "source": [ "\n", "\n", @@ -209,28 +268,36 @@ "cell_type": "code", "execution_count": null, "metadata": { - "collapsed": false + "collapsed": false, + "deletable": true, + "editable": true }, "outputs": [], "source": [ - "p_nn_exo = computeForecast(data, indices_ep, \"Neighbors\", \"Neighbors\", simtype=\"exo\", horizon=H)\n", - "p_nn_mix = computeForecast(data, indices_ep, \"Neighbors\", \"Neighbors\", simtype=\"mix\", horizon=H)\n", - "p_az = computeForecast(data, indices_ep, \"Average\", \"Zero\", horizon=H) #, memory=183)\n", - "p_pz = computeForecast(data, indices_ep, \"Persistence\", \"Zero\", horizon=H, same_day=TRUE)" + "p_nn_exo = computeForecast(data, indices_ep, \"Neighbors\", \"Neighbors\",\n", + "\thorizon=3, simtype=\"exo\")\n", + "p_nn_mix = computeForecast(data, indices_ep, \"Neighbors\", \"Neighbors\",\n", + "\thorizon=3, simtype=\"mix\")\n", + "p_az = computeForecast(data, indices_ep, \"Average\", \"Zero\",\n", + "\thorizon=3)\n", + "p_pz = computeForecast(data, indices_ep, \"Persistence\", \"Zero\",\n", + "\thorizon=3, same_day=TRUE)" ] }, { "cell_type": "code", "execution_count": null, "metadata": { - "collapsed": false + "collapsed": false, + "deletable": true, + "editable": true }, "outputs": [], "source": [ - "e_nn_exo = computeError(data, p_nn_exo)\n", - "e_nn_mix = computeError(data, p_nn_mix)\n", - "e_az = computeError(data, p_az)\n", - "e_pz = computeError(data, p_pz)\n", + "e_nn_exo = computeError(data, p_nn_exo, 3)\n", + "e_nn_mix = computeError(data, p_nn_mix, 3)\n", + "e_az = computeError(data, p_az, 3)\n", + "e_pz = computeError(data, p_pz, 3)\n", "options(repr.plot.width=9, repr.plot.height=7)\n", "plotError(list(e_nn_mix, e_pz, e_az, e_nn_exo), cols=c(1,2,colors()[258], 4))\n", "\n", @@ -244,7 +311,9 @@ "cell_type": "code", "execution_count": null, "metadata": { - "collapsed": false + "collapsed": false, + "deletable": true, + "editable": true }, "outputs": [], "source": [ @@ -267,7 +336,9 @@ "cell_type": "code", "execution_count": null, "metadata": { - "collapsed": false + "collapsed": false, + "deletable": true, + "editable": true }, "outputs": [], "source": [ @@ -283,7 +354,9 @@ "cell_type": "code", "execution_count": null, "metadata": { - "collapsed": false + "collapsed": false, + "deletable": true, + "editable": true }, "outputs": [], "source": [ @@ -299,7 +372,9 @@ "cell_type": "code", "execution_count": null, "metadata": { - "collapsed": false + "collapsed": false, + "deletable": true, + "editable": true }, "outputs": [], "source": [ @@ -317,7 +392,9 @@ "cell_type": "code", "execution_count": null, "metadata": { - "collapsed": false + "collapsed": false, + "deletable": true, + "editable": true }, "outputs": [], "source": [ @@ -326,7 +403,7 @@ "plotSimils(p_nn_exo, i_p); title(paste(\"Weights nn exo day\",i_p))\n", "\n", "plotSimils(p_nn_mix, i_np); title(paste(\"Weights nn mix day\",i_np))\n", - "plotSimils(p_nn_mix, i_p); title(paste(\"Weights nn mix day\",i_p)\n", + "plotSimils(p_nn_mix, i_p); title(paste(\"Weights nn mix day\",i_p))\n", "\n", "# - pollué à gauche, + pollué à droite" ] @@ -335,7 +412,9 @@ "cell_type": "code", "execution_count": null, "metadata": { - "collapsed": false + "collapsed": false, + "deletable": true, + "editable": true }, "outputs": [], "source": [ @@ -349,7 +428,10 @@ }, { "cell_type": "markdown", - "metadata": {}, + "metadata": { + "deletable": true, + "editable": true + }, "source": [ "\n", "\n", @@ -360,28 +442,36 @@ "cell_type": "code", "execution_count": null, "metadata": { - "collapsed": false + "collapsed": false, + "deletable": true, + "editable": true }, "outputs": [], "source": [ - "p_nn_exo = computeForecast(data, indices_np, \"Neighbors\", \"Neighbors\", simtype=\"exo\", horizon=H)\n", - "p_nn_mix = computeForecast(data, indices_np, \"Neighbors\", \"Neighbors\", simtype=\"mix\", horizon=H)\n", - "p_az = computeForecast(data, indices_np, \"Average\", \"Zero\", horizon=H) #, memory=183)\n", - "p_pz = computeForecast(data, indices_np, \"Persistence\", \"Zero\", horizon=H, same_day=TRUE)" + "p_nn_exo = computeForecast(data, indices_np, \"Neighbors\", \"Neighbors\",\n", + "\thorizon=3, simtype=\"exo\")\n", + "p_nn_mix = computeForecast(data, indices_np, \"Neighbors\", \"Neighbors\",\n", + "\thorizon=3, simtype=\"mix\")\n", + "p_az = computeForecast(data, indices_np, \"Average\", \"Zero\",\n", + "\thorizon=3)\n", + "p_pz = computeForecast(data, indices_np, \"Persistence\", \"Zero\",\n", + "\thorizon=3, same_day=FALSE)" ] }, { "cell_type": "code", "execution_count": null, "metadata": { - "collapsed": false + "collapsed": false, + "deletable": true, + "editable": true }, "outputs": [], "source": [ - "e_nn_exo = computeError(data, p_nn_exo)\n", - "e_nn_mix = computeError(data, p_nn_mix)\n", - "e_az = computeError(data, p_az)\n", - "e_pz = computeError(data, p_pz)\n", + "e_nn_exo = computeError(data, p_nn_exo, 3)\n", + "e_nn_mix = computeError(data, p_nn_mix, 3)\n", + "e_az = computeError(data, p_az, 3)\n", + "e_pz = computeError(data, p_pz, 3)\n", "options(repr.plot.width=9, repr.plot.height=7)\n", "plotError(list(e_nn_mix, e_pz, e_az, e_nn_exo), cols=c(1,2,colors()[258], 4))\n", "\n", @@ -395,7 +485,9 @@ "cell_type": "code", "execution_count": null, "metadata": { - "collapsed": false + "collapsed": false, + "deletable": true, + "editable": true }, "outputs": [], "source": [ @@ -418,7 +510,9 @@ "cell_type": "code", "execution_count": null, "metadata": { - "collapsed": false + "collapsed": false, + "deletable": true, + "editable": true }, "outputs": [], "source": [ @@ -434,7 +528,9 @@ "cell_type": "code", "execution_count": null, "metadata": { - "collapsed": false + "collapsed": false, + "deletable": true, + "editable": true }, "outputs": [], "source": [ @@ -450,7 +546,9 @@ "cell_type": "code", "execution_count": null, "metadata": { - "collapsed": false + "collapsed": false, + "deletable": true, + "editable": true }, "outputs": [], "source": [ @@ -468,7 +566,9 @@ "cell_type": "code", "execution_count": null, "metadata": { - "collapsed": false + "collapsed": false, + "deletable": true, + "editable": true }, "outputs": [], "source": [ @@ -477,7 +577,7 @@ "plotSimils(p_nn_exo, i_p); title(paste(\"Weights nn exo day\",i_p))\n", "\n", "plotSimils(p_nn_mix, i_np); title(paste(\"Weights nn mix day\",i_np))\n", - "plotSimils(p_nn_mix, i_p); title(paste(\"Weights nn mix day\",i_p)\n", + "plotSimils(p_nn_mix, i_p); title(paste(\"Weights nn mix day\",i_p))\n", "\n", "# - pollué à gauche, + pollué à droite" ] @@ -486,7 +586,9 @@ "cell_type": "code", "execution_count": null, "metadata": { - "collapsed": false + "collapsed": false, + "deletable": true, + "editable": true }, "outputs": [], "source": [ @@ -500,7 +602,10 @@ }, { "cell_type": "markdown", - "metadata": {}, + "metadata": { + "deletable": true, + "editable": true + }, "source": [ "\n", "\n",