{ "cells": [ { "cell_type": "markdown", "metadata": { "nbpresent": { "id": "a20290f5-2a26-4622-9e8b-ce94cc1dcb1a" }, "slideshow": { "slide_type": "slide" }, "tags": [] }, "source": [ "# Ritwika Mukhopadhyay: Comparative Analysis of the prediction of AGB using Random Forest Regression, Support Vector Machine for Regression & FeedForward Neural Network\n", "\n", "[Presentation](http://spatial-ecology.net/docs/source/STUDENTSPROJECTS/Proj_2022_Matera/Prediction_of_AGB_using_RFR_SVR_FFNN_Ritwika_Mukhopadhyay.pdf) \n", "[Video recording](https://youtu.be/5KthbToljUc)" ] }, { "cell_type": "markdown", "metadata": { "jp-MarkdownHeadingCollapsed": true, "tags": [] }, "source": [ "## Project Description\n", "The main objective was to predict forest aboveground biomass (AGB) with the metrics derived from airborne laser scanner (ALS) data.\n", "The field data for the sample plots were collected by Swedish National Forest Inventory (NFI) and a sub-area was selected from the entire forest region for this case study. Three models were compared on their efficiencies of AGB prediction - random forest regression (RFR), support vector machine for regression (SVR) and feed forward neural network (FF-NN).\n", "Finally the AGB predictions were extrapolated for the entire region using the wall-to-wall maps for the RFR." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Data Description\n", "Field reference and ALS data were collected during the years 2015-19." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "# Import libraries" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "nbpresent": { "id": "8f67df50-3050-47d2-a5d9-4329a61325fa" }, "slideshow": { "slide_type": "fragment" }, "tags": [] }, "outputs": [], "source": [ "import pandas as pd\n", "import numpy as np\n", "import rasterio\n", "from rasterio import *\n", "from rasterio.plot import show\n", "from pyspatialml import Raster\n", "from sklearn.ensemble import RandomForestRegressor\n", "from sklearn.model_selection import train_test_split,GridSearchCV\n", "from sklearn.pipeline import Pipeline\n", "from sklearn import metrics\n", "from scipy.stats import pearsonr\n", "import matplotlib.pyplot as plt\n", "from sklearn.preprocessing import MinMaxScaler\n", "from sklearn.svm import SVR\n", "import os\n", "import torch\n", "import torch.nn as nn\n", "import scipy\n", "from sklearn.metrics import r2_score\n", "from scipy import stats\n", "from tabulate import tabulate\n", "from sklearn.metrics import mean_absolute_error , mean_squared_error\n", "plt.rcParams[\"figure.figsize\"] = (10,6.5)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# Import dataset" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "slideshow": { "slide_type": "fragment" } }, "outputs": [ { "data": { "text/html": [ "
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02017562540301494081623726910Blek1165732.43949019624.54690027261.210090112618.19650112.6181975313201904063000160111.238238LeicaALS80-HP352780004210062350_4925_2519A01643561623500049250019A016_62350_4925_25.laz.laz0023962231D:\\Projekt\\ForestChangeHMB\\LASdata\\Skanning2_p...19A016_62350_4925_2017562540381144035875700000001.5117.2700008.2054092.0103174.59285921.0943520.5597358.5150000.1547951.6642214.0687884.3000006.0546838.2054092.6386180.137448-0.1043790.3215710.052091-0.0395581.56002.0295002.3790003.2780003.75004.2246.3428.06500110.00600011.78500012.26500012.85000014.57400015.25000016.8392980.4248369.40080610.2772591271622382.668182174.460317248.8847366.194361e+040.650393234.002.0609847.754890177.008058382.668182120.55471146.63341625.5903770.3150370.3868240.212272147.119995168.650009185.400009207.000000216.00229.000000261.000000305.5351.000000414.000000450.00495.000000686.000061958.0000001302.87988373.21063454.25400789.97955035844040.89979669.73415126.14056751.66461243.35378385.68507220034121241948981126.578549
12017562710301476547623927310Blek11151893.41650054522.25365065733.906210272149.57640272.1495765302201904173000160111.238236LeicaALS80-HP352780003810062375_4750_2519A01643572623750047500019A016_62375_4750_25.laz.laz0024131727D:\\Projekt\\ForestChangeHMB\\LASdata\\Skanning2_p...19A016_62375_4750_201756271039157474442673510000001.5120.66000010.3574166.9814295.82913433.9788010.56279811.2000000.2388841.5804275.2213114.5900003.94857210.3574163.3177820.237466-0.1579530.3203290.071574-0.0476081.68462.1900003.2520004.7620005.48006.0007.0808.74000011.14800015.64200016.68000017.45999918.51400019.02000019.8323990.46200611.88315613.030966011226496.734940178.190476636.8541314.055832e+051.282080347.0012.983658216.318892266.425316496.734940186.95834675.12216952.9117740.3763740.4018120.283014126.000000153.000000171.000000221.000000241.00271.000000321.000000389.0461.000000535.600098588.00658.599915880.4001461140.8001711513.99890194.06779781.639344158.26271244474763.55932274.78813635.51912650.49180368.85593297.88135630035332546247291542.011135
22017562730301476282623896410Blek11117919.14760047228.87797054722.666020219870.69160219.8706925302201904173000160111.238236LeicaALS80-HP352780003810062375_4750_2519A01643572623750047500019A016_62375_4750_25.laz.laz00241311036D:\\Projekt\\ForestChangeHMB\\LASdata\\Skanning2_p...19A016_62375_4750_201756273038506224571501410000001.6322.91000015.88828017.5055553.49312512.2019240.2198554.424999-0.6984973.8204522.7543302.2300002.33000015.8882801.941699-0.2047250.2477270.122210-0.1054360.1275836.98829.63000011.46400013.19799913.875014.26915.33416.24000017.12000117.89699918.29999918.85800020.07700021.01900122.0958000.67003216.26713716.584793011301899.315113179.3809521332.7915231.776333e+061.482007749.756.67956951.795140569.119467899.315113404.862192175.600160134.6627580.4501890.4337280.332614150.000000181.000000211.599991289.000000343.00399.200012527.799927661.5837.4000241013.0000001092.751235.0000001456.0002441666.95019511150.00000096.21052673.176471130.94736845762265.68421145.05263240.11764726.58823571.78947447.57894731221434122647585052.436067
32017562740301476268623924710Blek115548.2180876461.1102153287.61534915296.9436515.2969445302201904173000160111.238236LeicaALS80-HP352780003810062375_4750_2519A01643572623750047500019A016_62375_4750_25.laz.laz0024131753D:\\Projekt\\ForestChangeHMB\\LASdata\\Skanning2_p...19A016_62375_4750_201756274035061331330000000001.534.2900002.7878952.3185710.7523010.5659560.2698451.1100000.2209422.0632020.6312940.5700000.6014292.7878950.4333570.0238360.0186260.1554420.0550020.0429811.57281.6960001.7900001.9980002.19002.3102.5242.8100003.0040003.2200003.3000003.4120003.9000004.1280004.2604000.4557592.8868772.9798562082211960.150376748.492063504.4948942.545151e+050.525433573.000.8979532.909312398.217762960.150376276.43597661.39406434.7867770.2879090.2220910.125840259.320007342.200012404.799988519.000000623.00679.000000758.599976834.0921.1998901048.2000731196.001388.5998541802.6002202008.0000002207.79980528.91304326.28458528.91304313313314.56521720.00000013.24110718.18181814.56521720.0000006792679246050621.417354
42019562130301486266623910210Blek11129641.80670032159.67302053546.801660215348.28140215.3482815308201904063000160111.238238LeicaALS80-HP352780004210062375_4850_2519A01643561623750048500019A016_62375_4850_25.laz.laz0024139898D:\\Projekt\\ForestChangeHMB\\LASdata\\Skanning2_p...19A016_62375_4850_2019562130382838630973400000001.9327.76000019.99676224.4800005.80199133.6631040.2901476.467499-1.3813314.4996514.3803333.1399993.09000019.9967623.036699-0.8774240.4864690.151860-0.2889400.1601972.07406.14500011.00500016.71999917.822518.51020.27021.43000022.69000123.88999924.28999924.68000025.36000126.16000026.9074990.69944920.81937521.3568941101671310.647668184.333333213.0858504.540558e+040.685941106.752.97077812.852277128.962522310.64766888.86524543.55815931.8105470.2860640.4901600.357964142.649994152.000000169.000000189.000000199.25207.000000225.000000252.0271.000000292.000000306.00333.000000519.500000793.0000001155.54992766.59482846.61835783.18965530938647.62931019.39655228.50241510.86956550.86206919.396552221902369046482834.031342
52015562510301491538623944610Blek1158841.98232030217.39189029542.145070118601.51930118.6015195311201904063000160111.238238LeicaALS80-HP352780004210062375_4900_2519A01643561623750049000019A016_62375_4900_25.laz.laz0024143554D:\\Projekt\\ForestChangeHMB\\LASdata\\Skanning2_p...19A016_62375_4900_2015562510370644337370000000003.5319.28000113.71564314.2800002.7959927.8175740.2038543.620000-0.6104023.3676642.1981311.7600001.69999913.7156431.559358-0.1678070.2123030.113692-0.1076130.1361486.21768.7070019.95200011.70400012.050012.48013.40014.12000014.61200015.31800015.67000015.94600017.27199917.96699918.8037990.64670713.99710014.24040614413142837.264108144.000000998.4473819.968972e+051.192512630.009.180494103.197172428.453801837.264108305.75183699.85921479.8496150.3651800.3266020.261158161.000000216.399994270.000000364.000000415.00476.200012585.000000712.0829.000000967.0000001045.001141.2000731374.0000001586.0000001853.03808682.70510062.74787598.22616437344352.10643044.34589834.98583629.03682754.76718445.45454523520024720545170645.625354
62015562520301491548623917110Blek110.0000000.0000000.0000000.000000.0000005311201904063000160111.238238LeicaALS80-HP352780004210062375_4900_2519A01643561623750049000019A016_62375_4900_25.laz.laz0024143829D:\\Projekt\\ForestChangeHMB\\LASdata\\Skanning2_p...19A016_62375_4900_2015562520342934340000000001.512.7800001.9673531.5100000.3871210.1498620.1967720.4700000.7337782.2837870.3148440.2350000.3500001.9673530.2172820.0483390.0098200.1104440.2224710.0451931.51661.5300001.5800001.6120001.64251.6861.7841.8600001.9880002.0450002.1125002.3860002.5620002.7200002.7602000.3601202.0039792.041979305116583961.3529411566.4444444656.5366242.168333e+071.1754918273.001.0102752.0521984023.2249133961.3529412257.445633870.32119056.2022270.5698670.3855340.024896314.239990338.850006468.899994631.000000827.501097.1999511617.0000001692.51788.1999511884.9000249100.5011488.00000011572.00000011602.09961011658.0000008.1145587.9254088.11455834343.8186167.8758953.7296047.6923083.8186167.8758951633163341942913.492481
72015562540301491254623942110Blek11133254.38400054100.34143073852.081750261206.80720261.2068075311201904063000160111.238238LeicaALS80-HP352780004210062375_4900_2519A01643561623750049000019A016_62375_4900_25.laz.laz0024143579D:\\Projekt\\ForestChangeHMB\\LASdata\\Skanning2_p...19A016_62375_4900_20155625403847447336102900000001.5121.37999913.18617414.1258725.08491125.8563240.3856247.275000-0.6348862.4602924.1788573.4100003.51587313.1861742.859451-0.4623480.2085550.216852-0.1616910.0729351.78462.8240005.0299998.4299999.955010.79812.98014.34000015.24600016.69800017.23000017.73000019.06200019.74800120.7186010.58762814.13059414.78204812711101318.008949127.000000548.3852003.007263e+051.724433102.0017.216338335.506088144.242442318.00894999.23426760.86434952.4392250.3120490.6133400.528439144.000000161.000000178.000000195.000000203.00211.000015225.000000243.0263.000000288.000000305.00322.000000424.000000596.9002081386.54089476.19047652.774498101.36054433644749.88662145.35147430.69657627.74498258.95691653.28798222020026023544184733.417988
82016562510301496555623946810Blek1167022.53031016757.06552027012.147500110791.74330110.7917435315201904063000160111.238238LeicaALS80-HP352780004210062375_4950_2519A01643561623750049500019A016_62375_4950_25.laz.laz0024147532D:\\Projekt\\ForestChangeHMB\\LASdata\\Skanning2_p...19A016_62375_4950_2016562510376036330753300000001.5618.69000113.46570215.4271433.66924313.4633460.2724884.679999-1.1502234.1158202.8740862.1600012.11285813.4657021.978568-0.4491010.2567330.146934-0.2269830.1297571.98545.6200008.69800010.77000011.550012.32813.06814.37000015.17000015.87000016.23000016.57399917.23000017.85900118.3452000.69502113.95533614.30517915211238621.096419152.000000631.5731953.988847e+051.016868433.0013.161927220.723870275.177045621.096419193.86597351.59185938.3227070.3121350.2661210.197676170.240005216.399994238.200012297.000000351.00387.000000458.799988560.0649.000000739.000000784.00844.2000731001.0000001144.0000001447.02038662.02020247.76315873.33333330736340.80808128.08080826.84210518.28947441.21212128.08080820213920413949576034.615203
92016562520301496548623918510Blek1165817.66414025885.14409029740.796440121443.60470121.4436055315201904063000160111.238238LeicaALS80-HP352780004210062375_4950_2519A01643561623750049500019A016_62375_4950_25.laz.laz0024147815D:\\Projekt\\ForestChangeHMB\\LASdata\\Skanning2_p...19A016_62375_4950_2016562520381141932488700000001.9019.04999912.82124113.0611113.80756514.4975550.2969735.125000-0.7016682.9884883.0140202.5900002.61889012.8212412.127366-0.3112880.2391600.165925-0.1463260.1124212.75044.8520007.3940009.74200010.600011.47412.58413.25000014.19000015.10200015.72500016.32600017.34600118.07099918.7238010.63680713.37337613.79508815211238744.489260152.0000001199.0261511.437664e+061.610535515.007.88479068.718406438.186021744.489260312.123511154.177013122.5485440.4192450.4939620.392628181.080002216.000000245.399994301.799988333.00361.600006441.000000540.0661.000000787.000000848.00921.0000001188.8000491383.8000499459.52832062.30769251.66461280.57692332441941.53846239.23076929.09987727.62022245.38461543.07692321620423622452081135.084541
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" ], "text/plain": [ " Taxar TraktNr PalslagNr DelytaNr IsPermanen Ostkoordin Nordkoordi \\\n", "0 2017 5625 403 0 1 494081 6237269 \n", "1 2017 5627 103 0 1 476547 6239273 \n", "2 2017 5627 303 0 1 476282 6238964 \n", "3 2017 5627 403 0 1 476268 6239247 \n", "4 2019 5621 303 0 1 486266 6239102 \n", "5 2015 5625 103 0 1 491538 6239446 \n", "6 2015 5625 203 0 1 491548 6239171 \n", "7 2015 5625 403 0 1 491254 6239421 \n", "8 2016 5625 103 0 1 496555 6239468 \n", "9 2016 5625 203 0 1 496548 6239185 \n", "\n", " Lan Lan_kort Agoslag Internatio TorrviktSt TorrviktGr \\\n", "0 10 Blek 1 1 65732.439490 19624.546900 \n", "1 10 Blek 1 1 151893.416500 54522.253650 \n", "2 10 Blek 1 1 117919.147600 47228.877970 \n", "3 10 Blek 1 1 5548.218087 6461.110215 \n", "4 10 Blek 1 1 129641.806700 32159.673020 \n", "5 10 Blek 1 1 58841.982320 30217.391890 \n", "6 10 Blek 1 1 0.000000 0.000000 \n", "7 10 Blek 1 1 133254.384000 54100.341430 \n", "8 10 Blek 1 1 67022.530310 16757.065520 \n", "9 10 Blek 1 1 65817.664140 25885.144090 \n", "\n", " TorrviktRo TorrviktAl TotalAGB id datum kommentar flyghojd \\\n", "0 27261.210090 112618.19650 112.618197 5313 20190406 3000 \n", "1 65733.906210 272149.57640 272.149576 5302 20190417 3000 \n", "2 54722.666020 219870.69160 219.870692 5302 20190417 3000 \n", "3 3287.615349 15296.94365 15.296944 5302 20190417 3000 \n", "4 53546.801660 215348.28140 215.348281 5308 20190406 3000 \n", "5 29542.145070 118601.51930 118.601519 5311 20190406 3000 \n", "6 0.000000 0.00000 0.000000 5311 20190406 3000 \n", "7 73852.081750 261206.80720 261.206807 5311 20190406 3000 \n", "8 27012.147500 110791.74330 110.791743 5315 20190406 3000 \n", "9 29740.796440 121443.60470 121.443605 5315 20190406 3000 \n", "\n", " flyghastig overtackni punkttathe skannerid skannerfab skannermod \\\n", "0 160 11 1.23 8238 Leica ALS80-HP \n", "1 160 11 1.23 8236 Leica ALS80-HP \n", "2 160 11 1.23 8236 Leica ALS80-HP \n", "3 160 11 1.23 8236 Leica ALS80-HP \n", "4 160 11 1.23 8238 Leica ALS80-HP \n", "5 160 11 1.23 8238 Leica ALS80-HP \n", "6 160 11 1.23 8238 Leica ALS80-HP \n", "7 160 11 1.23 8238 Leica ALS80-HP \n", "8 160 11 1.23 8238 Leica ALS80-HP \n", "9 160 11 1.23 8238 Leica ALS80-HP \n", "\n", " oppningsvi pulsfrekve skanningsf uteffekt square Block \\\n", "0 35 278000 42 100 62350_4925_25 19A016 \n", "1 35 278000 38 100 62375_4750_25 19A016 \n", "2 35 278000 38 100 62375_4750_25 19A016 \n", "3 35 278000 38 100 62375_4750_25 19A016 \n", "4 35 278000 42 100 62375_4850_25 19A016 \n", "5 35 278000 42 100 62375_4900_25 19A016 \n", "6 35 278000 42 100 62375_4900_25 19A016 \n", "7 35 278000 42 100 62375_4900_25 19A016 \n", "8 35 278000 42 100 62375_4950_25 19A016 \n", "9 35 278000 42 100 62375_4950_25 19A016 \n", "\n", " SkannDat N E Las_Namn Skanner2 Region \\\n", "0 43561 6235000 492500 19A016_62350_4925_25.laz.laz 0 0 \n", "1 43572 6237500 475000 19A016_62375_4750_25.laz.laz 0 0 \n", "2 43572 6237500 475000 19A016_62375_4750_25.laz.laz 0 0 \n", "3 43572 6237500 475000 19A016_62375_4750_25.laz.laz 0 0 \n", "4 43561 6237500 485000 19A016_62375_4850_25.laz.laz 0 0 \n", "5 43561 6237500 490000 19A016_62375_4900_25.laz.laz 0 0 \n", "6 43561 6237500 490000 19A016_62375_4900_25.laz.laz 0 0 \n", "7 43561 6237500 490000 19A016_62375_4900_25.laz.laz 0 0 \n", "8 43561 6237500 495000 19A016_62375_4950_25.laz.laz 0 0 \n", "9 43561 6237500 495000 19A016_62375_4950_25.laz.laz 0 0 \n", "\n", " LOV_AVL NEAR_FID NEAR_DIST \\\n", "0 2 3962 231 \n", "1 2 4131 727 \n", "2 2 4131 1036 \n", "3 2 4131 753 \n", "4 2 4139 898 \n", "5 2 4143 554 \n", "6 2 4143 829 \n", "7 2 4143 579 \n", "8 2 4147 532 \n", "9 2 4147 815 \n", "\n", " DataFile \\\n", "0 D:\\Projekt\\ForestChangeHMB\\LASdata\\Skanning2_p... \n", "1 D:\\Projekt\\ForestChangeHMB\\LASdata\\Skanning2_p... \n", "2 D:\\Projekt\\ForestChangeHMB\\LASdata\\Skanning2_p... \n", "3 D:\\Projekt\\ForestChangeHMB\\LASdata\\Skanning2_p... \n", "4 D:\\Projekt\\ForestChangeHMB\\LASdata\\Skanning2_p... \n", "5 D:\\Projekt\\ForestChangeHMB\\LASdata\\Skanning2_p... \n", "6 D:\\Projekt\\ForestChangeHMB\\LASdata\\Skanning2_p... \n", "7 D:\\Projekt\\ForestChangeHMB\\LASdata\\Skanning2_p... \n", "8 D:\\Projekt\\ForestChangeHMB\\LASdata\\Skanning2_p... \n", "9 D:\\Projekt\\ForestChangeHMB\\LASdata\\Skanning2_p... \n", "\n", " FileTitle Total return count \\\n", "0 19A016_62350_4925_20175625403 811 \n", "1 19A016_62375_4750_20175627103 915 \n", "2 19A016_62375_4750_20175627303 850 \n", "3 19A016_62375_4750_20175627403 506 \n", "4 19A016_62375_4850_20195621303 828 \n", "5 19A016_62375_4900_20155625103 706 \n", "6 19A016_62375_4900_20155625203 429 \n", "7 19A016_62375_4900_20155625403 847 \n", "8 19A016_62375_4950_20165625103 760 \n", "9 19A016_62375_4950_20165625203 811 \n", "\n", " Total return count above 1.50 Return 1 count above 1.50 \\\n", "0 440 358 \n", "1 747 444 \n", "2 622 457 \n", "3 133 133 \n", "4 386 309 \n", "5 443 373 \n", "6 34 34 \n", "7 447 336 \n", "8 363 307 \n", "9 419 324 \n", "\n", " Return 2 count above 1.50 Return 3 count above 1.50 \\\n", "0 75 7 \n", "1 267 35 \n", "2 150 14 \n", "3 0 0 \n", "4 73 4 \n", "5 70 0 \n", "6 0 0 \n", "7 102 9 \n", "8 53 3 \n", "9 88 7 \n", "\n", " Return 4 count above 1.50 Return 5 count above 1.50 \\\n", "0 0 0 \n", "1 1 0 \n", "2 1 0 \n", "3 0 0 \n", "4 0 0 \n", "5 0 0 \n", "6 0 0 \n", "7 0 0 \n", "8 0 0 \n", "9 0 0 \n", "\n", " Return 6 count above 1.50 Return 7 count above 1.50 \\\n", "0 0 0 \n", "1 0 0 \n", "2 0 0 \n", "3 0 0 \n", "4 0 0 \n", "5 0 0 \n", "6 0 0 \n", "7 0 0 \n", "8 0 0 \n", "9 0 0 \n", "\n", " Return 8 count above 1.50 Return 9 count above 1.50 \\\n", "0 0 0 \n", "1 0 0 \n", "2 0 0 \n", "3 0 0 \n", "4 0 0 \n", "5 0 0 \n", "6 0 0 \n", "7 0 0 \n", "8 0 0 \n", "9 0 0 \n", "\n", " Other return count above 1.50 Elev minimum Elev maximum Elev mean \\\n", "0 0 1.51 17.270000 8.205409 \n", "1 0 1.51 20.660000 10.357416 \n", "2 0 1.63 22.910000 15.888280 \n", "3 0 1.53 4.290000 2.787895 \n", "4 0 1.93 27.760000 19.996762 \n", "5 0 3.53 19.280001 13.715643 \n", "6 0 1.51 2.780000 1.967353 \n", "7 0 1.51 21.379999 13.186174 \n", "8 0 1.56 18.690001 13.465702 \n", "9 0 1.90 19.049999 12.821241 \n", "\n", " Elev mode Elev stddev Elev variance Elev CV Elev IQ Elev skewness \\\n", "0 2.010317 4.592859 21.094352 0.559735 8.515000 0.154795 \n", "1 6.981429 5.829134 33.978801 0.562798 11.200000 0.238884 \n", "2 17.505555 3.493125 12.201924 0.219855 4.424999 -0.698497 \n", "3 2.318571 0.752301 0.565956 0.269845 1.110000 0.220942 \n", "4 24.480000 5.801991 33.663104 0.290147 6.467499 -1.381331 \n", "5 14.280000 2.795992 7.817574 0.203854 3.620000 -0.610402 \n", "6 1.510000 0.387121 0.149862 0.196772 0.470000 0.733778 \n", "7 14.125872 5.084911 25.856324 0.385624 7.275000 -0.634886 \n", "8 15.427143 3.669243 13.463346 0.272488 4.679999 -1.150223 \n", "9 13.061111 3.807565 14.497555 0.296973 5.125000 -0.701668 \n", "\n", " Elev kurtosis Elev AAD Elev MAD median Elev MAD mode Elev L1 \\\n", "0 1.664221 4.068788 4.300000 6.054683 8.205409 \n", "1 1.580427 5.221311 4.590000 3.948572 10.357416 \n", "2 3.820452 2.754330 2.230000 2.330000 15.888280 \n", "3 2.063202 0.631294 0.570000 0.601429 2.787895 \n", "4 4.499651 4.380333 3.139999 3.090000 19.996762 \n", "5 3.367664 2.198131 1.760000 1.699999 13.715643 \n", "6 2.283787 0.314844 0.235000 0.350000 1.967353 \n", "7 2.460292 4.178857 3.410000 3.515873 13.186174 \n", "8 4.115820 2.874086 2.160001 2.112858 13.465702 \n", "9 2.988488 3.014020 2.590000 2.618890 12.821241 \n", "\n", " Elev L2 Elev L3 Elev L4 Elev L CV Elev L skewness Elev L kurtosis \\\n", "0 2.638618 0.137448 -0.104379 0.321571 0.052091 -0.039558 \n", "1 3.317782 0.237466 -0.157953 0.320329 0.071574 -0.047608 \n", "2 1.941699 -0.204725 0.247727 0.122210 -0.105436 0.127583 \n", "3 0.433357 0.023836 0.018626 0.155442 0.055002 0.042981 \n", "4 3.036699 -0.877424 0.486469 0.151860 -0.288940 0.160197 \n", "5 1.559358 -0.167807 0.212303 0.113692 -0.107613 0.136148 \n", "6 0.217282 0.048339 0.009820 0.110444 0.222471 0.045193 \n", "7 2.859451 -0.462348 0.208555 0.216852 -0.161691 0.072935 \n", "8 1.978568 -0.449101 0.256733 0.146934 -0.226983 0.129757 \n", "9 2.127366 -0.311288 0.239160 0.165925 -0.146326 0.112421 \n", "\n", " Elev P01 Elev P05 Elev P10 Elev P20 Elev P25 Elev P30 Elev P40 \\\n", "0 1.5600 2.029500 2.379000 3.278000 3.7500 4.224 6.342 \n", "1 1.6846 2.190000 3.252000 4.762000 5.4800 6.000 7.080 \n", "2 6.9882 9.630000 11.464000 13.197999 13.8750 14.269 15.334 \n", "3 1.5728 1.696000 1.790000 1.998000 2.1900 2.310 2.524 \n", "4 2.0740 6.145000 11.005000 16.719999 17.8225 18.510 20.270 \n", "5 6.2176 8.707001 9.952000 11.704000 12.0500 12.480 13.400 \n", "6 1.5166 1.530000 1.580000 1.612000 1.6425 1.686 1.784 \n", "7 1.7846 2.824000 5.029999 8.429999 9.9550 10.798 12.980 \n", "8 1.9854 5.620000 8.698000 10.770000 11.5500 12.328 13.068 \n", "9 2.7504 4.852000 7.394000 9.742000 10.6000 11.474 12.584 \n", "\n", " Elev P50 Elev P60 Elev P70 Elev P75 p80 Elev P90 \\\n", "0 8.065001 10.006000 11.785000 12.265000 12.850000 14.574000 \n", "1 8.740000 11.148000 15.642000 16.680000 17.459999 18.514000 \n", "2 16.240000 17.120001 17.896999 18.299999 18.858000 20.077000 \n", "3 2.810000 3.004000 3.220000 3.300000 3.412000 3.900000 \n", "4 21.430000 22.690001 23.889999 24.289999 24.680000 25.360001 \n", "5 14.120000 14.612000 15.318000 15.670000 15.946000 17.271999 \n", "6 1.860000 1.988000 2.045000 2.112500 2.386000 2.562000 \n", "7 14.340000 15.246000 16.698000 17.230000 17.730000 19.062000 \n", "8 14.370000 15.170000 15.870000 16.230000 16.573999 17.230000 \n", "9 13.250000 14.190000 15.102000 15.725000 16.326000 17.346001 \n", "\n", " Elev P95 Elev P99 crr Elev SQRT mean SQ Elev CURT mean CUBE \\\n", "0 15.250000 16.839298 0.424836 9.400806 10.277259 \n", "1 19.020000 19.832399 0.462006 11.883156 13.030966 \n", "2 21.019001 22.095800 0.670032 16.267137 16.584793 \n", "3 4.128000 4.260400 0.455759 2.886877 2.979856 \n", "4 26.160000 26.907499 0.699449 20.819375 21.356894 \n", "5 17.966999 18.803799 0.646707 13.997100 14.240406 \n", "6 2.720000 2.760200 0.360120 2.003979 2.041979 \n", "7 19.748001 20.718601 0.587628 14.130594 14.782048 \n", "8 17.859001 18.345200 0.695021 13.955336 14.305179 \n", "9 18.070999 18.723801 0.636807 13.373376 13.795088 \n", "\n", " Int minimum Int maximum Int mean Int mode Int stddev \\\n", "0 127 1622 382.668182 174.460317 248.884736 \n", "1 0 11226 496.734940 178.190476 636.854131 \n", "2 0 11301 899.315113 179.380952 1332.791523 \n", "3 208 2211 960.150376 748.492063 504.494894 \n", "4 110 1671 310.647668 184.333333 213.085850 \n", "5 144 13142 837.264108 144.000000 998.447381 \n", "6 305 11658 3961.352941 1566.444444 4656.536624 \n", "7 127 11101 318.008949 127.000000 548.385200 \n", "8 152 11238 621.096419 152.000000 631.573195 \n", "9 152 11238 744.489260 152.000000 1199.026151 \n", "\n", " Int variance Int CV Int IQ Int skewness Int kurtosis Int AAD \\\n", "0 6.194361e+04 0.650393 234.00 2.060984 7.754890 177.008058 \n", "1 4.055832e+05 1.282080 347.00 12.983658 216.318892 266.425316 \n", "2 1.776333e+06 1.482007 749.75 6.679569 51.795140 569.119467 \n", "3 2.545151e+05 0.525433 573.00 0.897953 2.909312 398.217762 \n", "4 4.540558e+04 0.685941 106.75 2.970778 12.852277 128.962522 \n", "5 9.968972e+05 1.192512 630.00 9.180494 103.197172 428.453801 \n", "6 2.168333e+07 1.175491 8273.00 1.010275 2.052198 4023.224913 \n", "7 3.007263e+05 1.724433 102.00 17.216338 335.506088 144.242442 \n", "8 3.988847e+05 1.016868 433.00 13.161927 220.723870 275.177045 \n", "9 1.437664e+06 1.610535 515.00 7.884790 68.718406 438.186021 \n", "\n", " Int L1 Int L2 Int L3 Int L4 Int L CV Int L skewness \\\n", "0 382.668182 120.554711 46.633416 25.590377 0.315037 0.386824 \n", "1 496.734940 186.958346 75.122169 52.911774 0.376374 0.401812 \n", "2 899.315113 404.862192 175.600160 134.662758 0.450189 0.433728 \n", "3 960.150376 276.435976 61.394064 34.786777 0.287909 0.222091 \n", "4 310.647668 88.865245 43.558159 31.810547 0.286064 0.490160 \n", "5 837.264108 305.751836 99.859214 79.849615 0.365180 0.326602 \n", "6 3961.352941 2257.445633 870.321190 56.202227 0.569867 0.385534 \n", "7 318.008949 99.234267 60.864349 52.439225 0.312049 0.613340 \n", "8 621.096419 193.865973 51.591859 38.322707 0.312135 0.266121 \n", "9 744.489260 312.123511 154.177013 122.548544 0.419245 0.493962 \n", "\n", " Int L kurtosis Int P01 Int P05 Int P10 Int P20 Int P25 \\\n", "0 0.212272 147.119995 168.650009 185.400009 207.000000 216.00 \n", "1 0.283014 126.000000 153.000000 171.000000 221.000000 241.00 \n", "2 0.332614 150.000000 181.000000 211.599991 289.000000 343.00 \n", "3 0.125840 259.320007 342.200012 404.799988 519.000000 623.00 \n", "4 0.357964 142.649994 152.000000 169.000000 189.000000 199.25 \n", "5 0.261158 161.000000 216.399994 270.000000 364.000000 415.00 \n", "6 0.024896 314.239990 338.850006 468.899994 631.000000 827.50 \n", "7 0.528439 144.000000 161.000000 178.000000 195.000000 203.00 \n", "8 0.197676 170.240005 216.399994 238.200012 297.000000 351.00 \n", "9 0.392628 181.080002 216.000000 245.399994 301.799988 333.00 \n", "\n", " Int P30 Int P40 Int P50 Int P60 Int P70 Int P75 \\\n", "0 229.000000 261.000000 305.5 351.000000 414.000000 450.00 \n", "1 271.000000 321.000000 389.0 461.000000 535.600098 588.00 \n", "2 399.200012 527.799927 661.5 837.400024 1013.000000 1092.75 \n", "3 679.000000 758.599976 834.0 921.199890 1048.200073 1196.00 \n", "4 207.000000 225.000000 252.0 271.000000 292.000000 306.00 \n", "5 476.200012 585.000000 712.0 829.000000 967.000000 1045.00 \n", "6 1097.199951 1617.000000 1692.5 1788.199951 1884.900024 9100.50 \n", "7 211.000015 225.000000 243.0 263.000000 288.000000 305.00 \n", "8 387.000000 458.799988 560.0 649.000000 739.000000 784.00 \n", "9 361.600006 441.000000 540.0 661.000000 787.000000 848.00 \n", "\n", " Int P80 Int P90 Int P95 Int P99 \\\n", "0 495.000000 686.000061 958.000000 1302.879883 \n", "1 658.599915 880.400146 1140.800171 1513.998901 \n", "2 1235.000000 1456.000244 1666.950195 11150.000000 \n", "3 1388.599854 1802.600220 2008.000000 2207.799805 \n", "4 333.000000 519.500000 793.000000 1155.549927 \n", "5 1141.200073 1374.000000 1586.000000 1853.038086 \n", "6 11488.000000 11572.000000 11602.099610 11658.000000 \n", "7 322.000000 424.000000 596.900208 1386.540894 \n", "8 844.200073 1001.000000 1144.000000 1447.020386 \n", "9 921.000000 1188.800049 1383.800049 9459.528320 \n", "\n", " Percentage first returns above 1.50 Percentage all returns above 1.50 \\\n", "0 73.210634 54.254007 \n", "1 94.067797 81.639344 \n", "2 96.210526 73.176471 \n", "3 28.913043 26.284585 \n", "4 66.594828 46.618357 \n", "5 82.705100 62.747875 \n", "6 8.114558 7.925408 \n", "7 76.190476 52.774498 \n", "8 62.020202 47.763158 \n", "9 62.307692 51.664612 \n", "\n", " (All returns above 1.50) / (Total first returns) * 100 \\\n", "0 89.979550 \n", "1 158.262712 \n", "2 130.947368 \n", "3 28.913043 \n", "4 83.189655 \n", "5 98.226164 \n", "6 8.114558 \n", "7 101.360544 \n", "8 73.333333 \n", "9 80.576923 \n", "\n", " First returns above 1.50 All returns above 1.50 \\\n", "0 358 440 \n", "1 444 747 \n", "2 457 622 \n", "3 133 133 \n", "4 309 386 \n", "5 373 443 \n", "6 34 34 \n", "7 336 447 \n", "8 307 363 \n", "9 324 419 \n", "\n", " Percentage first returns above mean Percentage first returns above mode \\\n", "0 40.899796 69.734151 \n", "1 63.559322 74.788136 \n", "2 65.684211 45.052632 \n", "3 14.565217 20.000000 \n", "4 47.629310 19.396552 \n", "5 52.106430 44.345898 \n", "6 3.818616 7.875895 \n", "7 49.886621 45.351474 \n", "8 40.808081 28.080808 \n", "9 41.538462 39.230769 \n", "\n", " Percentage all returns above mean Percentage all returns above mode \\\n", "0 26.140567 51.664612 \n", "1 35.519126 50.491803 \n", "2 40.117647 26.588235 \n", "3 13.241107 18.181818 \n", "4 28.502415 10.869565 \n", "5 34.985836 29.036827 \n", "6 3.729604 7.692308 \n", "7 30.696576 27.744982 \n", "8 26.842105 18.289474 \n", "9 29.099877 27.620222 \n", "\n", " (All returns above mean) / (Total first returns) * 100 \\\n", "0 43.353783 \n", "1 68.855932 \n", "2 71.789474 \n", "3 14.565217 \n", "4 50.862069 \n", "5 54.767184 \n", "6 3.818616 \n", "7 58.956916 \n", "8 41.212121 \n", "9 45.384615 \n", "\n", " (All returns above mode) / (Total first returns) * 100 \\\n", "0 85.685072 \n", "1 97.881356 \n", "2 47.578947 \n", "3 20.000000 \n", "4 19.396552 \n", "5 45.454545 \n", "6 7.875895 \n", "7 53.287982 \n", "8 28.080808 \n", "9 43.076923 \n", "\n", " First returns above mean First returns above mode All returns above mean \\\n", "0 200 341 212 \n", "1 300 353 325 \n", "2 312 214 341 \n", "3 67 92 67 \n", "4 221 90 236 \n", "5 235 200 247 \n", "6 16 33 16 \n", "7 220 200 260 \n", "8 202 139 204 \n", "9 216 204 236 \n", "\n", " All returns above mode Total first returns Total all returns \\\n", "0 419 489 811 \n", "1 462 472 915 \n", "2 226 475 850 \n", "3 92 460 506 \n", "4 90 464 828 \n", "5 205 451 706 \n", "6 33 419 429 \n", "7 235 441 847 \n", "8 139 495 760 \n", "9 224 520 811 \n", "\n", " Profile area \n", "0 26.578549 \n", "1 42.011135 \n", "2 52.436067 \n", "3 21.417354 \n", "4 34.031342 \n", "5 45.625354 \n", "6 13.492481 \n", "7 33.417988 \n", "8 34.615203 \n", "9 35.084541 " ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "predictors = pd.read_csv(\"txt/NFI_all_T2.csv\", sep= \",\", index_col=False)\n", "pd.set_option('display.max_columns',None)\n", "# change column name\n", "predictors = predictors.rename({'dev-magnitude':'devmagnitude', 'Elev P80':'p80', 'Canopy relief ratio':'crr'} , axis='columns')\n", "predictors.head(10)" ] }, { "cell_type": "code", "execution_count": 146, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "217" ] }, "execution_count": 146, "metadata": {}, "output_type": "execute_result" } ], "source": [ "len(predictors)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Plotting the target variable" ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAlAAAAGACAYAAABiNFz3AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8li6FKAAAQTElEQVR4nO3dX6zkd1nH8c9jFwQEA6QHgpR1MWkakQiYDaI0avgTq1DKBSYlgVTF7A2sxZBg0QviHYmGYOq/bABpAoEQwEBJVJoCIZsguIUqLQtCAKFS6RKiICZg8fFiJ7hsT+l5zsyeM2f29Uqac+Y3v5nfc+Z72r7zmzkz1d0BAGDnfmS/BwAAOGgEFADAkIACABgSUAAAQwIKAGDo0F4e7NJLL+0jR47s5SEBAHbltttu+3p3b2133Z4G1JEjR3Lq1Km9PCQAwK5U1b/e33WewgMAGBJQAABDAgoAYEhAAQAMCSgAgCEBBQAwJKAAAIYEFADAkIACABgSUAAAQwIKAGBIQAEADAkoAIAhAQUAMCSgAACGDu33AKt29Y0n77Pt5uNX7sMkAMCmcgYKAGBIQAEADAkoAIAhAQUAMCSgAACGBBQAwJCAAgAYElAAAEMCCgBgSEABAAwJKACAIQEFADAkoAAAhgQUAMCQgAIAGBJQAABDAgoAYEhAAQAMCSgAgCEBBQAwJKAAAIYEFADA0AMGVFW9uaruqao7ztn2x1X1mar656r6m6p65IUdEwBgfezkDNRbklx13rZbkjy5u382yb8kec2K5wIAWFsPGFDd/ZEk3zhv2we6+97FxX9IctkFmA0AYC2t4jVQv53kb+/vyqo6VlWnqurUmTNnVnA4AID9tVRAVdUfJrk3ydvub5/uPtHdR7v76NbW1jKHAwBYC4d2e8Oqui7J85M8u7t7dSMBAKy3XQVUVV2V5PeT/HJ3//dqRwIAWG87eRuDtyf5aJIrququqnpZkj9L8ogkt1TV7VX1Vxd4TgCAtfGAZ6C6+8XbbH7TBZgFAOBA8E7kAABDAgoAYEhAAQAMCSgAgCEBBQAwJKAAAIYEFADAkIACABgSUAAAQwIKAGBIQAEADAkoAIAhAQUAMCSgAACGBBQAwJCAAgAYElAAAEMCCgBgSEABAAwJKACAIQEFADAkoAAAhgQUAMCQgAIAGBJQAABDAgoAYEhAAQAMCSgAgCEBBQAwJKAAAIYEFADAkIACABgSUAAAQwIKAGBIQAEADAkoAIAhAQUAMCSgAACGBBQAwJCAAgAYElAAAEMCCgBgSEABAAw9YEBV1Zur6p6quuOcbY+uqluq6nOLr4+6sGMCAKyPnZyBekuSq87bdkOSW7v78iS3Li4DAFwUHjCguvsjSb5x3uZrkty0+P6mJC9c8VwAAGtrt6+Bemx3350ki6+Pub8dq+pYVZ2qqlNnzpzZ5eEAANbHBX8ReXef6O6j3X10a2vrQh8OAOCC221Afa2qHpcki6/3rG4kAID1ttuAel+S6xbfX5fkvasZBwBg/e3kbQzenuSjSa6oqruq6mVJXpfkuVX1uSTPXVwGALgoHHqgHbr7xfdz1bNXPAsAwIHgncgBAIYEFADAkIACABgSUAAAQwIKAGBIQAEADAkoAIAhAQUAMCSgAACGBBQAwJCAAgAYElAAAEMCCgBgSEABAAwJKACAIQEFADAkoAAAhgQUAMCQgAIAGBJQAABDAgoAYEhAAQAMCSgAgCEBBQAwJKAAAIYEFADAkIACABgSUAAAQwIKAGBIQAEADAkoAIAhAQUAMCSgAACGBBQAwJCAAgAYElAAAEMCCgBgSEABAAwJKACAIQEFADAkoAAAhgQUAMDQUgFVVb9XVXdW1R1V9faqesiqBgMAWFe7DqiqenyS301ytLufnOSSJNeuajAAgHW17FN4h5I8tKoOJXlYkq8uPxIAwHrbdUB1978l+ZMkX05yd5L/7O4PrGowAIB1tcxTeI9Kck2SJyb5iSQ/VlUv2Wa/Y1V1qqpOnTlzZveTAgCsiWWewntOki9295nu/p8k70nyi+fv1N0nuvtodx/d2tpa4nAAAOthmYD6cpJnVNXDqqqSPDvJ6dWMBQCwvpZ5DdTHkrwrySeSfGpxXydWNBcAwNo6tMyNu/u1SV67olkAAA4E70QOADAkoAAAhgQUAMCQgAIAGBJQAABDAgoAYEhAAQAMCSgAgCEBBQAwJKAAAIYEFADAkIACABgSUAAAQwIKAGBIQAEADAkoAIAhAQUAMCSgAACGBBQAwJCAAgAYElAAAEOH9nuAi9HVN568z7abj1+5D5NcPDzmAKySM1AAAEMCCgBgSEABAAwJKACAIQEFADAkoAAAhgQUAMCQgAIAGBJQAABDAgoAYEhAAQAMCSgAgCEBBQAwJKAAAIYEFADAkIACABgSUAAAQwIKAGBIQAEADAkoAIAhAQUAMLRUQFXVI6vqXVX1mao6XVW/sKrBAADW1aElb/+nSf6uu19UVQ9O8rAVzAQAsNZ2HVBV9eNJfinJbyZJd383yXdXMxYAwPpa5gzUTyU5k+Svq+opSW5Lcn13f/vcnarqWJJjSXL48OElDsfU1TeevM+2m49fecFve5Dtxc+93TEuxHGWcRBmBNhPy7wG6lCSn0vyl939tCTfTnLD+Tt194nuPtrdR7e2tpY4HADAelgmoO5Kcld3f2xx+V05G1QAABtt1wHV3f+e5CtVdcVi07OTfHolUwEArLFl/wrveJK3Lf4C7wtJfmv5kQAA1ttSAdXdtyc5uqJZAAAOBO9EDgAwJKAAAIYEFADAkIACABgSUAAAQwIKAGBIQAEADAkoAIAhAQUAMCSgAACGBBQAwJCAAgAYElAAAEMCCgBgSEABAAwJKACAIQEFADAkoAAAhgQUAMCQgAIAGDq03wPshatvPLnt9puPX7ny+1zlMfbKTn+WZe/zIDwWB9Uya2hdAOacgQIAGBJQAABDAgoAYEhAAQAMCSgAgCEBBQAwJKAAAIYEFADAkIACABgSUAAAQwIKAGBIQAEADAkoAIAhAQUAMCSgAACGBBQAwJCAAgAYElAAAEMCCgBgSEABAAwJKACAIQEFADC0dEBV1SVV9cmqev8qBgIAWHerOAN1fZLTK7gfAIADYamAqqrLkjwvyRtXMw4AwPo7tOTt35Dk1UkecX87VNWxJMeS5PDhw0sebrWuvvHkfbbdfPzKHe23zDEm+203z37Zqxl3ui47ve1+Wrd5DoJl1n8VtwfYiV2fgaqq5ye5p7tv+2H7dfeJ7j7a3Ue3trZ2ezgAgLWxzFN4z0zygqr6UpJ3JHlWVb11JVMBAKyxXQdUd7+muy/r7iNJrk3ywe5+ycomAwBYU94HCgBgaNkXkSdJuvvDST68ivsCAFh3zkABAAwJKACAIQEFADAkoAAAhgQUAMCQgAIAGBJQAABDAgoAYEhAAQAMCSgAgCEBBQAwJKAAAIYEFADAkIACABgSUAAAQwIKAGBIQAEADAkoAIAhAQUAMCSgAACGDu33AOvm6htP7vcIP2C7eW4+fuWO9tvp/S1rmftct8d7Oztdg71yEB6zvXCQH4e9+J1at99b2DTOQAEADAkoAIAhAQUAMCSgAACGBBQAwJCAAgAYElAAAEMCCgBgSEABAAwJKACAIQEFADAkoAAAhgQUAMCQgAIAGBJQAABDAgoAYEhAAQAMCSgAgCEBBQAwJKAAAIYEFADAkIACABjadUBV1ROq6kNVdbqq7qyq61c5GADAujq0xG3vTfKq7v5EVT0iyW1VdUt3f3pFswEArKVdn4Hq7ru7+xOL77+V5HSSx69qMACAdbXMGajvq6ojSZ6W5GPbXHcsybEkOXz48CoOd9G7+saT+z3Crqx67mXv7yA8jnsx4+QY2+178/ErVznOBbHTn3GnP8tOH4dlH9vtrPrxnqzpMuu/n787m/R7exDmvlgs/SLyqnp4kncneWV3f/P867v7RHcf7e6jW1tbyx4OAGDfLRVQVfWgnI2nt3X3e1YzEgDAelvmr/AqyZuSnO7u169uJACA9bbMGahnJnlpkmdV1e2Lf359RXMBAKytXb+IvLtPJqkVzgIAcCB4J3IAgCEBBQAwJKAAAIYEFADAkIACABgSUAAAQwIKAGBIQAEADAkoAIAhAQUAMCSgAACGBBQAwJCAAgAYElAAAEMCCgBgSEABAAwJKACAIQEFADAkoAAAhgQUAMDQof0eAHbi6htP7vcIP+BCzLNuP+MytvtZbj5+5Y722+n98f8uxsfn/n7m7X7P9stBmPEgWNfH0RkoAIAhAQUAMCSgAACGBBQAwJCAAgAYElAAAEMCCgBgSEABAAwJKACAIQEFADAkoAAAhgQUAMCQgAIAGBJQAABDAgoAYEhAAQAMCSgAgCEBBQAwJKAAAIYEFADAkIACABgSUAAAQ0sFVFVdVVWfrarPV9UNqxoKAGCd7TqgquqSJH+e5NeSPCnJi6vqSasaDABgXS1zBurpST7f3V/o7u8meUeSa1YzFgDA+qru3t0Nq16U5Kru/p3F5Zcm+fnufsV5+x1Lcmxx8Yokn939uDtyaZKvX+BjsD+s7eaytpvL2m6ui2Ftf7K7t7a74tASd1rbbLtPjXX3iSQnljjOSFWd6u6je3U89o613VzWdnNZ2811sa/tMk/h3ZXkCedcvizJV5cbBwBg/S0TUP+Y5PKqemJVPTjJtUnet5qxAADW166fwuvue6vqFUn+PsklSd7c3XeubLLd27OnC9lz1nZzWdvNZW0310W9trt+ETkAwMXKO5EDAAwJKACAoY0KKB8tc7BV1Zur6p6quuOcbY+uqluq6nOLr48657rXLNb6s1X1q/szNTtRVU+oqg9V1emqurOqrl9st74HXFU9pKo+XlX/tFjbP1pst7YboKouqapPVtX7F5et68LGBJSPltkIb0ly1Xnbbkhya3dfnuTWxeUs1vbaJD+zuM1fLH4HWE/3JnlVd/90kmckefliDa3vwfedJM/q7qckeWqSq6rqGbG2m+L6JKfPuWxdFzYmoOKjZQ687v5Ikm+ct/maJDctvr8pyQvP2f6O7v5Od38xyedz9neANdTdd3f3Jxbffytn/4P8+FjfA6/P+q/FxQct/ulY2wOvqi5L8rwkbzxns3Vd2KSAenySr5xz+a7FNg62x3b33cnZ/wknecxiu/U+oKrqSJKnJflYrO9GWDzNc3uSe5Lc0t3WdjO8Icmrk/zvOdus68ImBdSOPlqGjWG9D6CqeniSdyd5ZXd/84ftus0267umuvt73f3UnP1EiqdX1ZN/yO7W9gCoqucnuae7b9vpTbbZttHrukkB5aNlNtPXqupxSbL4es9iu/U+YKrqQTkbT2/r7vcsNlvfDdLd/5Hkwzn7Ghhre7A9M8kLqupLOfuSmGdV1VtjXb9vkwLKR8tspvcluW7x/XVJ3nvO9mur6ker6olJLk/y8X2Yjx2oqkrypiSnu/v151xlfQ+4qtqqqkcuvn9okuck+Uys7YHW3a/p7su6+0jO/v/0g939kljX79v1R7msmzX+aBl2qKrenuRXklxaVXcleW2S1yV5Z1W9LMmXk/xGknT3nVX1ziSfztm/8Hp5d39vXwZnJ56Z5KVJPrV4rUyS/EGs7yZ4XJKbFn9x9SNJ3tnd76+qj8babiL/zi74KBcAgKFNegoPAGBPCCgAgCEBBQAwJKAAAIYEFADAkIACABgSUAAAQ/8HeJK+w7brhSYAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "bins = np.linspace(min(predictors['TotalAGB']),max(predictors['TotalAGB']),100)\n", "plt.hist((predictors['TotalAGB']),bins,alpha=0.8);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Clean the dataset by removing '0' AGB values" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "predictors_sel = predictors.loc[(predictors['TotalAGB'] != 0)]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Plotting response variables distribution after cleaning" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "bins = np.linspace(min(predictors_sel['TotalAGB']),max(predictors_sel['TotalAGB']),100)\n", "plt.hist((predictors_sel['TotalAGB']),bins,alpha=0.8);" ] }, { "cell_type": "code", "execution_count": 106, "metadata": {}, "outputs": [], "source": [ "#select the:\n", "#target variable AGB\n", "#predictor variables <- latitude, longitude, height percentiles and intensities" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " Ostkoordin Nordkoordi Elev P01 Elev P05 Elev P10 Elev P20 Elev P25 \\\n", "0 494081 6237269 1.5600 2.0295 2.379 3.278000 3.7500 \n", "1 476547 6239273 1.6846 2.1900 3.252 4.762000 5.4800 \n", "2 476282 6238964 6.9882 9.6300 11.464 13.197999 13.8750 \n", "3 476268 6239247 1.5728 1.6960 1.790 1.998000 2.1900 \n", "4 486266 6239102 2.0740 6.1450 11.005 16.719999 17.8225 \n", "\n", " Elev P30 Elev P40 Elev P50 Elev P60 Elev P70 Elev P75 p80 \\\n", "0 4.224 6.342 8.065001 10.006000 11.785000 12.265000 12.850000 \n", "1 6.000 7.080 8.740000 11.148000 15.642000 16.680000 17.459999 \n", "2 14.269 15.334 16.240000 17.120001 17.896999 18.299999 18.858000 \n", "3 2.310 2.524 2.810000 3.004000 3.220000 3.300000 3.412000 \n", "4 18.510 20.270 21.430000 22.690001 23.889999 24.289999 24.680000 \n", "\n", " Elev P90 Elev P95 Elev P99 crr Int P01 Int P05 \\\n", "0 14.574000 15.250000 16.839298 0.424836 147.119995 168.650009 \n", "1 18.514000 19.020000 19.832399 0.462006 126.000000 153.000000 \n", "2 20.077000 21.019001 22.095800 0.670032 150.000000 181.000000 \n", "3 3.900000 4.128000 4.260400 0.455759 259.320007 342.200012 \n", "4 25.360001 26.160000 26.907499 0.699449 142.649994 152.000000 \n", "\n", " Int P10 Int P20 Int P25 Int P30 Int P40 Int P50 Int P60 \\\n", "0 185.400009 207.0 216.00 229.000000 261.000000 305.5 351.000000 \n", "1 171.000000 221.0 241.00 271.000000 321.000000 389.0 461.000000 \n", "2 211.599991 289.0 343.00 399.200012 527.799927 661.5 837.400024 \n", "3 404.799988 519.0 623.00 679.000000 758.599976 834.0 921.199890 \n", "4 169.000000 189.0 199.25 207.000000 225.000000 252.0 271.000000 \n", "\n", " Int P70 Int P75 Int P80 Int P90 Int P95 Int P99 \n", "0 414.000000 450.00 495.000000 686.000061 958.000000 1302.879883 \n", "1 535.600098 588.00 658.599915 880.400146 1140.800171 1513.998901 \n", "2 1013.000000 1092.75 1235.000000 1456.000244 1666.950195 11150.000000 \n", "3 1048.200073 1196.00 1388.599854 1802.600220 2008.000000 2207.799805 \n", "4 292.000000 306.00 333.000000 519.500000 793.000000 1155.549927 \n" ] } ], "source": [ "AGB = predictors_sel['TotalAGB'].to_numpy()\n", "cols = [5,6,75,76,77,78,79,80,81,82,83,84,85,86,87,88,89,90,111,112,113,114,115,116,117,118,119,120,121,122,123,124,125]\n", "data = predictors_sel[predictors_sel.columns[cols]]\n", "print(data.head())" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "#Explore the raw data - predictor variables" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "n_plots_x = int(np.ceil(np.sqrt(data.shape[1])))+1\n", "n_plots_y = int(np.floor(np.sqrt(data.shape[1])))\n", "fig, ax = plt.subplots(n_plots_x, n_plots_y, figsize=(15,15), dpi=100, facecolor='w', edgecolor='k')\n", "ax=ax.ravel()\n", "for idx in range(data.shape[1]-1):\n", " ax[idx].hist(data.iloc[:, idx].to_numpy().flatten())\n", " ax[idx].set_title(data.columns[idx])\n", "fig.tight_layout()" ] }, { "cell_type": "code", "execution_count": 107, "metadata": {}, "outputs": [], "source": [ "#Normalize the target variable 'AGB' to range between 0 and 1 and to follow a normal distribution" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/usr/lib/python3/dist-packages/sklearn/preprocessing/_data.py:2354: UserWarning: n_quantiles (500) is greater than the total number of samples (207). n_quantiles is set to n_samples.\n", " warnings.warn(\"n_quantiles (%s) is greater than the total number \"\n" ] }, { "data": { "text/plain": [ "(array([ 1., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 1.,\n", " 1., 1., 3., 3., 5., 7., 9., 11., 13., 15., 17., 17., 16.,\n", " 17., 15., 13., 11., 9., 7., 5., 3., 3., 1., 1., 1., 0.,\n", " 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 1.]),\n", " array([0. , 0.02, 0.04, 0.06, 0.08, 0.1 , 0.12, 0.14, 0.16, 0.18, 0.2 ,\n", " 0.22, 0.24, 0.26, 0.28, 0.3 , 0.32, 0.34, 0.36, 0.38, 0.4 , 0.42,\n", " 0.44, 0.46, 0.48, 0.5 , 0.52, 0.54, 0.56, 0.58, 0.6 , 0.62, 0.64,\n", " 0.66, 0.68, 0.7 , 0.72, 0.74, 0.76, 0.78, 0.8 , 0.82, 0.84, 0.86,\n", " 0.88, 0.9 , 0.92, 0.94, 0.96, 0.98, 1. ]),\n", " )" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from sklearn.preprocessing import QuantileTransformer\n", "from sklearn.preprocessing import MinMaxScaler\n", "scaler = MinMaxScaler()\n", "qt = QuantileTransformer(\n", " n_quantiles=500, output_distribution=\"normal\", random_state=0\n", ")\n", "AGB = qt.fit_transform(AGB.reshape(-1,1))\n", "scaler_tree = MinMaxScaler()\n", "AGB = scaler_tree.fit_transform(AGB.reshape(-1,1)).squeeze()\n", "plt.hist(AGB,50)" ] }, { "cell_type": "code", "execution_count": 108, "metadata": {}, "outputs": [], "source": [ "#Normalize the predictor variables to range between 0 and 1" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#Normalize the data\n", "scaler_data = MinMaxScaler()\n", "data_transformed = scaler_data.fit_transform(data)\n", "\n", "n_plots_x = int(np.ceil(np.sqrt(data.shape[1])))+1\n", "n_plots_y = int(np.floor(np.sqrt(data.shape[1])))\n", "fig, ax = plt.subplots(n_plots_x, n_plots_y, figsize=(10, 10), dpi=100, facecolor='w', edgecolor='k')\n", "ax=ax.ravel()\n", "for idx in range(data.shape[1]-1):\n", " ax[idx].hist(data_transformed[:,idx].flatten())\n", " ax[idx].set_title(data.columns[idx])\n", "fig.tight_layout()" ] }, { "cell_type": "code", "execution_count": 62, "metadata": {}, "outputs": [], "source": [ "#Extract the column headers for later plotting the feature importance\n", "featx = (data.columns.values)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Random Forest Regression (RFR)" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "# Data splitting into train and test subsets\n", "X_train_rf, X_test_rf, Y_train_rf, Y_test_rf = train_test_split(data_transformed,AGB, test_size=0.25, random_state=24)\n", "y_train_rf = np.ravel(Y_train_rf)\n", "y_test_rf = np.ravel(Y_test_rf)" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[0.5850426153769053, 0.634618398346184]" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Define the RFR model\n", "rfReg = RandomForestRegressor(min_samples_leaf=15, oob_score=True)\n", "rfReg.fit(X_train_rf, y_train_rf)\n", "dic_pred_RF = {}\n", "dic_pred_RF['train'] = rfReg.predict(X_train_rf)\n", "dic_pred_RF['test'] = rfReg.predict(X_test_rf)\n", "pearsonr_train_RF = np.corrcoef(dic_pred_RF['train'],y_train_rf)**2\n", "pearsonr_test_RF = np.corrcoef(dic_pred_RF['test'],y_test_rf)**2\n", "pearsonr_all_RF = [pearsonr_train_RF[0,1],pearsonr_test_RF[0,1]]\n", "pearsonr_all_RF" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0.4477686796959137" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# checking the oob score\n", "rfReg.oob_score_" ] }, { "cell_type": "code", "execution_count": 481, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 481, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Plot the model performance for the training set\n", "plt.rcParams[\"figure.figsize\"] = (8,6)\n", "plt.scatter(y_train_rf,dic_pred_RF['train'])\n", "plt.xlabel('training AGB')\n", "plt.ylabel('training predicted AGB')\n", "ident = [0, 1]\n", "plt.plot(ident,ident,'r--')" ] }, { "cell_type": "code", "execution_count": 482, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 482, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Plot the model performance for the test set\n", "plt.rcParams[\"figure.figsize\"] = (8,6)\n", "plt.scatter(y_test_rf,dic_pred_RF['test'])\n", "plt.xlabel('testing AGB')\n", "plt.ylabel('testing predicted AGB')\n", "ident = [0, 1]\n", "plt.plot(ident,ident,'r--')" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# Compute the feature importance for the predictor variables" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "impt = [rfReg.feature_importances_, np.std([tree.feature_importances_ for tree in rfReg.estimators_],axis=1)] \n", "ind = np.argsort(impt[0])" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([30, 29, 26, 23, 22, 25, 24, 21, 27, 17, 28, 32, 0, 8, 20, 5, 31,\n", " 6, 7, 13, 2, 14, 10, 1, 11, 16, 19, 18, 9, 3, 4, 15, 12])" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ind" ] }, { "cell_type": "code", "execution_count": 64, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.rcParams[\"figure.figsize\"] = (6,12)\n", "plt.barh(range(len(featx)),impt[0][ind],color=\"b\", xerr=impt[1][ind], align=\"center\")\n", "plt.yticks(range(len(featx)),featx[ind]);" ] }, { "cell_type": "code", "execution_count": 65, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Mean Absolute Error (MAE): 0.04844966911077575\n", "Mean Squared Error (MSE): 0.003917523367916487\n", "Root Mean Squared Error (RMSE): 0.06259012196757957\n", "R^2: 0.5984579817055615\n" ] } ], "source": [ "# Model statistics\n", "print('Mean Absolute Error (MAE):', metrics.mean_absolute_error(Y_test_rf, dic_pred_RF['test']))\n", "print('Mean Squared Error (MSE):', metrics.mean_squared_error(Y_test_rf, dic_pred_RF['test']))\n", "print('Root Mean Squared Error (RMSE):', metrics.mean_squared_error(Y_test_rf, dic_pred_RF['test'], squared=False))\n", "print('R^2:', metrics.r2_score(Y_test_rf, dic_pred_RF['test']))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Support Vector Machine for Regression (SVR)" ] }, { "cell_type": "code", "execution_count": 115, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "X_train.shape:(103, 33), X_test.shape:(104, 33) \n" ] } ], "source": [ "# Dataset splitting into train and test data subsets\n", "X_train_svr, X_test_svr, y_train_svr, y_test_svr = train_test_split(data_transformed,AGB, test_size=0.50, random_state=24)\n", "print('X_train.shape:{}, X_test.shape:{} '.format(X_train_svr.shape, X_test_svr.shape))\n", "scaler = MinMaxScaler()\n", "X_train_svr = scaler.fit_transform(X_train_svr)\n", "X_test_svr = scaler.transform(X_test_svr)" ] }, { "cell_type": "code", "execution_count": 116, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Accuracy of SVR on training set: 0.62139\n", "Accuracy of SVR on test set: 0.56197\n" ] } ], "source": [ "# Define the SVR model\n", "svr = SVR(kernel='linear')\n", "svr.fit(X_train_svr, y_train_svr) # Fit the SVR model according to the given training data.\n", "print('Accuracy of SVR on training set: {:.5f}'.format(svr.score(X_train_svr, y_train_svr))) # Returns the coefficient of determination (R^2) of the prediction.\n", "print('Accuracy of SVR on test set: {:.5f}'.format(svr.score(X_test_svr, y_test_svr)))" ] }, { "cell_type": "code", "execution_count": 117, "metadata": {}, "outputs": [], "source": [ "# Predict for the train and the test datasets\n", "dic_pred_svr = {}\n", "dic_pred_svr['train'] = svr.predict(X_train_svr)\n", "dic_pred_svr['test'] = svr.predict(X_test_svr)" ] }, { "cell_type": "code", "execution_count": 118, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Root Mean Squared Error (RMSE): 0.07149401467860782\n", "R^2: 0.5619712935228112\n" ] } ], "source": [ "# Model statistics\n", "print('Root Mean Squared Error (RMSE):', metrics.mean_squared_error(dic_pred_svr['test'], y_test_svr, squared=False))\n", "print('R^2:', metrics.r2_score(y_test_svr,dic_pred_svr['test']))" ] }, { "cell_type": "code", "execution_count": 185, "metadata": {}, "outputs": [], "source": [ "#on increasing/ decreasing the test_size the svr.score was increasing but the train score was going down" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Feedfoward neural network (FF-NN)" ] }, { "cell_type": "code", "execution_count": 71, "metadata": {}, "outputs": [], "source": [ "# Set a random seed\n", "seed=29\n", "torch.manual_seed(seed)\n", "torch.cuda.manual_seed_all(seed)\n", "np.random.seed(seed)" ] }, { "cell_type": "code", "execution_count": 72, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "X_train.shape: torch.Size([62, 33]), X_test.shape: torch.Size([145, 33]), y_train.shape: torch.Size([62]), y_test.shape: torch.Size([145])\n", "X_train.min: 0.0, X_test.shape: 0.0, y_train.shape: 0.0, y_test.shape: 0.25131121277809143\n", "X_train.max: 1.0, X_test.shape: 1.0, y_train.shape: 0.7247803211212158, y_test.shape: 1.0\n" ] } ], "source": [ "#Split the dataset into train and test subsets\n", "X_train, X_test, y_train, y_test = train_test_split(data_transformed,AGB, test_size=0.7, random_state=0)\n", "X_train = torch.FloatTensor(X_train)\n", "y_train = torch.FloatTensor(y_train)\n", "X_test = torch.FloatTensor(X_test)\n", "y_test = torch.FloatTensor(y_test)\n", "print('X_train.shape: {}, X_test.shape: {}, y_train.shape: {}, y_test.shape: {}'.format(X_train.shape, X_test.shape, y_train.shape, y_test.shape))\n", "print('X_train.min: {}, X_test.shape: {}, y_train.shape: {}, y_test.shape: {}'.format(X_train.min(), X_test.min(), y_train.min(), y_test.min()))\n", "print('X_train.max: {}, X_test.shape: {}, y_train.shape: {}, y_test.shape: {}'.format(X_train.max(), X_test.max(), y_train.max(), y_test.max()))" ] }, { "cell_type": "code", "execution_count": 73, "metadata": {}, "outputs": [], "source": [ "# Define the FeedForward Neural Network\n", "class Feedforward(torch.nn.Module):\n", " def __init__(self, input_size, hidden_size, output_size=1):\n", " super(Feedforward, self).__init__()\n", " self.input_size = input_size\n", " self.hidden_size = hidden_size\n", " self.fc1 = torch.nn.Linear(self.input_size, self.hidden_size)\n", " self.fc2 = torch.nn.Linear(self.hidden_size, self.hidden_size)\n", " # self.fc3 = torch.nn.Linear(self.hidden_size, self.hidden_size)\n", " # self.fc4 = torch.nn.Linear(self.hidden_size, self.hidden_size)\n", " self.relu = torch.nn.ReLU()\n", " self.fc3 = torch.nn.Linear(self.hidden_size, output_size)\n", " self.sigmoid = torch.nn.Sigmoid()\n", " #self.tanh = torch.nn.Tanh()\n", " def forward(self, x):\n", " hidden = self.relu(self.fc1(x))\n", " hidden = self.relu(self.fc2(hidden))\n", " # hidden = self.relu(self.fc3(hidden))\n", " # hidden = self.relu(self.fc4(hidden))\n", " output = self.sigmoid(self.fc3(hidden))\n", "\n", " return output" ] }, { "cell_type": "code", "execution_count": 74, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "hid_dim: 512, lr: 0.01\n", "Epoch 0, train_loss: 0.0135, val_loss: 0.0112, r_value: -0.5676\n", "Epoch 100, train_loss: 0.0128, val_loss: 0.0106, r_value: 0.1132\n", "Epoch 200, train_loss: 0.0121, val_loss: 0.0101, r_value: 0.5879\n", "Epoch 300, train_loss: 0.0116, val_loss: 0.0096, r_value: 0.6581\n", "Epoch 400, train_loss: 0.0111, val_loss: 0.0091, r_value: 0.6764\n", "Epoch 500, train_loss: 0.0107, val_loss: 0.0087, r_value: 0.6844\n", "Epoch 600, train_loss: 0.0103, val_loss: 0.0084, r_value: 0.6887\n", "Epoch 700, train_loss: 0.0100, val_loss: 0.0080, r_value: 0.6915\n", "Epoch 800, train_loss: 0.0097, val_loss: 0.0077, r_value: 0.6936\n", "Epoch 900, train_loss: 0.0094, val_loss: 0.0075, r_value: 0.6956\n", "Epoch 1000, train_loss: 0.0091, val_loss: 0.0072, r_value: 0.6972\n", "Epoch 1100, train_loss: 0.0089, val_loss: 0.0070, r_value: 0.6988\n", "Epoch 1200, train_loss: 0.0087, val_loss: 0.0068, r_value: 0.7003\n", "Epoch 1300, train_loss: 0.0085, val_loss: 0.0066, r_value: 0.7017\n", "Epoch 1400, train_loss: 0.0084, val_loss: 0.0065, r_value: 0.7031\n", "Epoch 1500, train_loss: 0.0082, val_loss: 0.0063, r_value: 0.7045\n", "Epoch 1600, train_loss: 0.0081, val_loss: 0.0062, r_value: 0.7058\n", "Epoch 1700, train_loss: 0.0080, val_loss: 0.0061, r_value: 0.7071\n", "Epoch 1800, train_loss: 0.0079, val_loss: 0.0060, r_value: 0.7084\n", "Epoch 1900, train_loss: 0.0078, val_loss: 0.0059, r_value: 0.7096\n", "Epoch 2000, train_loss: 0.0077, val_loss: 0.0058, r_value: 0.7109\n", "Epoch 2100, train_loss: 0.0076, val_loss: 0.0057, r_value: 0.7121\n", "Epoch 2200, train_loss: 0.0075, val_loss: 0.0057, r_value: 0.7135\n", "Epoch 2300, train_loss: 0.0074, val_loss: 0.0056, r_value: 0.7148\n", "Epoch 2400, train_loss: 0.0074, val_loss: 0.0055, r_value: 0.7162\n", "Epoch 2500, train_loss: 0.0073, val_loss: 0.0055, r_value: 0.7175\n", "Epoch 2600, train_loss: 0.0073, val_loss: 0.0054, r_value: 0.7189\n", "Epoch 2700, train_loss: 0.0072, val_loss: 0.0054, r_value: 0.7203\n", "Epoch 2800, train_loss: 0.0071, val_loss: 0.0053, r_value: 0.7217\n", "Epoch 2900, train_loss: 0.0071, val_loss: 0.0053, r_value: 0.7231\n", "Epoch 3000, train_loss: 0.0070, val_loss: 0.0052, r_value: 0.7244\n", "Epoch 3100, train_loss: 0.0070, val_loss: 0.0052, r_value: 0.7257\n", "Epoch 3200, train_loss: 0.0069, val_loss: 0.0052, r_value: 0.7270\n", "Epoch 3300, train_loss: 0.0069, val_loss: 0.0051, r_value: 0.7282\n", "Epoch 3400, train_loss: 0.0069, val_loss: 0.0051, r_value: 0.7294\n", "Epoch 3500, train_loss: 0.0068, val_loss: 0.0051, r_value: 0.7306\n", "Epoch 3600, train_loss: 0.0068, val_loss: 0.0051, r_value: 0.7318\n", "Epoch 3700, train_loss: 0.0067, val_loss: 0.0050, r_value: 0.7329\n", "Epoch 3800, train_loss: 0.0067, val_loss: 0.0050, r_value: 0.7341\n", "Epoch 3900, train_loss: 0.0067, val_loss: 0.0050, r_value: 0.7352\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Saving model to ./models/model_SGD_4000_lr0.01_hid_dim512\n" ] } ], "source": [ "# FF-NN model.train()\n", "epochs = 4000\n", "hid_dim_range = [512]#,256\n", "lr_range = [0.01]#,0.5,1]\n", "\n", "#Let's create a place to save these models, so we can \n", "path_to_save_models = './models'\n", "if not os.path.exists(path_to_save_models):\n", " os.makedirs(path_to_save_models)\n", "\n", "for hid_dim in hid_dim_range:\n", " for lr in lr_range:\n", " print('\\nhid_dim: {}, lr: {}'.format(hid_dim, lr))\n", " if 'model' in globals():\n", " print('Deleting previous model')\n", " del model, criterion, optimizer\n", " model = Feedforward(33, hid_dim)\n", " criterion = torch.nn.MSELoss()\n", " optimizer = torch.optim.SGD(model.parameters(), lr = lr)\n", "\n", " all_loss_train=[]\n", " all_loss_val=[]\n", " for epoch in range(epochs):\n", " model.train()\n", " optimizer.zero_grad()\n", " # Forward pass\n", " y_pred = model(X_train)\n", " # Compute Loss\n", " loss = criterion(y_pred.squeeze(), y_train)\n", "\n", " # Backward pass\n", " loss.backward()\n", " optimizer.step()\n", "\n", " all_loss_train.append(loss.item())\n", "\n", " model.eval()\n", " with torch.no_grad():\n", " y_pred = model(X_test)\n", " # Compute Loss\n", " loss = criterion(y_pred.squeeze(), y_test)\n", " all_loss_val.append(loss.item())\n", " \n", " if epoch%100==0:\n", " y_pred = y_pred.detach().numpy().squeeze()\n", " slope, intercept, r_value, p_value, std_err = scipy.stats.linregress(y_pred, y_test)\n", " print('Epoch {}, train_loss: {:.4f}, val_loss: {:.4f}, r_value: {:.4f}'.format(epoch,all_loss_train[-1],all_loss_val[-1],r_value))\n", " \n", " fig,ax=plt.subplots(1,2,figsize=(10,5))\n", " ax[0].plot(np.log10(all_loss_train))\n", " ax[0].plot(np.log10(all_loss_val))\n", "\n", " ax[1].scatter(y_pred, y_test)\n", " ax[1].set_xlabel('Prediction')\n", " ax[1].set_ylabel('True')\n", " ax[1].set_title('slope: {:.4f}, r_value: {:.4f}'.format(slope, r_value))\n", " plt.show()\n", " \n", " name_to_save = os.path.join(path_to_save_models,'model_SGD_' + str(epochs) + '_lr' + str(lr) + '_hid_dim' + str(hid_dim))\n", " print('Saving model to ', name_to_save)\n", " model_state = {\n", " 'epoch': epoch + 1,\n", " 'state_dict': model.state_dict(),\n", " 'optimizer' : optimizer.state_dict(),\n", " }\n", " torch.save(model_state, name_to_save +'.pt')" ] }, { "cell_type": "code", "execution_count": 75, "metadata": {}, "outputs": [], "source": [ "# Define the function to compute model statistics\n", "def make_preds(X_train,y_train,X_test,y_test):\n", " trainPredict = model(X_train)\n", " testPredict = model(X_test)\n", " trainScore = np.sqrt(mean_squared_error(y_train, trainPredict))\n", " print('Train Score: %.2f RMSE' % (trainScore))\n", " #print('Train R^2: ', r2_score(y_train, trainPredict))\n", " testScore = np.sqrt(mean_squared_error(y_test, testPredict))\n", " #print('Train R^2: ', r2_score(y_test, testPredict))\n", " print('TMetrics RMSE: %.2f RMSE' % (testScore))\n", " \n", " return trainPredict, testPredict" ] }, { "cell_type": "code", "execution_count": 76, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Train Score: 0.08 RMSE\n", "TMetrics RMSE: 0.07 RMSE\n" ] } ], "source": [ "# Model statistics\n", "model.eval()\n", "with torch.no_grad():\n", " make_preds(X_train,y_train.reshape(-1,1),X_test,y_test.reshape(-1,1))" ] }, { "cell_type": "code", "execution_count": 77, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Using a non-full backward hook when the forward contains multiple autograd Nodes is deprecated and will be removed in future versions. This hook will be missing some grad_input. Please use register_full_backward_hook to get the documented behavior.\n" ] } ], "source": [ "# To compute the feature importance for the predictor variables\n", "import shap\n", "\n", "test_set= X_test\n", "test_labels= y_test\n", "\n", "explainer = shap.DeepExplainer(model, X_test)\n", "shap_values = explainer.shap_values(test_set)" ] }, { "cell_type": "code", "execution_count": 100, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(145, 33)\n" ] }, { "data": { "image/png": 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7/tD2fue09/oxzbTNcWMsH/LJqnqk7edq4P3Ame25ZcDpY+jjX1fVd6pqFXBJ2+fdx3CdJElibGHjF+3P1w0vSPJK4DVtnXfTfAnfleTuJP9tDPfeH/gdmgCwsuf864ElVdW75ffP2vNjKR+ypOf37YEthp27bwx9fHjol6pa0f766jFcJ0mSGFvY+FdgMc2UxHBH0YwYfKOqflBV76UZ5ZgD/HmSg9p6q0a4998DpwG3JHlTz/l/o1lj0bvP+hva82MpH9Lb7i9oRkN26Tk3fYR+SZKkDWTUsNGOHpwEHJ3k40m2TbJVkv+LZg3E+cBDSY5J8pq2/pM0X/QvtLd5hGbdx5ru/0XgY8A/t4/XAvwDsCXwp0lemWQGzZTHV8dYvqZ2VtGsMflkktcmmQL8+WifX5IkrZ8xPQ5aVQuBg4G30kxDPAbMBT5aVXPbau8FfpLkaeBG4Kyq+lZb9nkgSZYm+dEa7j8P+EPgH5Ic3K6nOAR4O/AocBPNAtQL2/prLV+L/0ozdfIT4C5gAfAfY/k3kCRJ68ZXzHfEV8xLE4evmJfGha+YlyRJ/WHYkCRJnXJssSM3zljIwMBAv7shSVLfObIhSZI6ZdiQJEmdMmxIkqROGTYkSVKnDBuSJKlThg1JktQpdxDtiDuIamPgzpqSNiB3EJUkSf1h2JAkSZ0ybEiSpE71NWwkuSLJZf3sgyRJ6lanq8OSDAKzgOeHFc2qqru6bLttfwmwA/BC24e7gblVNZhkp/bvXq8Enq2qKe31VwDvB57rqXNaVX25465LkrTJGI+l6GdX1Tnj0M5Ijquq+Um2As4HFiTZsaoeALbprZjkO8APhl3/tao6bpz6KknSJmdCPfeWZDvgAuAQYEvgFuDkqno0yUnAsVU1s6f+dOBeYNeqWrK2e1fVyiSXACcDuwGLhrW9F/DbwB9uuE8kSZImzALRJJsB1wOrgb2AnYHlwDVtlauBPZLs03PZbGBwtKDR3n9rYA6wDLhnDVVOAG6tqjuHnf/9JE8kuSfJZ5Jss4ZrJUnSCMYjbMxNsrT3GKHefu1xYlUtq6pngNOAg9ppjyeBG4APwYvh5Bjg8lHav7htczGwJ3BoVS3vrZDkVcDRwMXDrv0i8EbgNcARwAHApWP61JIkCRifaZRzx7hmYzqwBfBokt7zzwI7AQ8C84D5SU4F9gemAdeNct85VTV/lDpHAauAv+49WVW9Uy0/SvLHwGCS2VXVu2hUkiSNYCKt2bgfWAFsW1WrRqhzM034OIxmpOHaqlq5Ado+gWYh6LOj1Bvq14hbskqSpF82YdZsAAXcAVzULhQlyfZJjnqxQhNCrgROAY5k9CmUUSWZCbyZX51CIclRSaa1v+8OfA64cQyhRJIktcYjbJyZ5Olhx2HDK7VB4vC2T4uSLAe+Bxw4rOo8mrUT91XVbRugf3NoFpn+ZA1lJwCLk6ygGVX5Lu2aEUmSNDa+9bUjvvVVGwPf+ippA/Ktr5IkqT8MG5IkqVOOoXbkxhkLGRgY6Hc3JEnqO0c2JElSpwwbkiSpU4YNSZLUKcOGJEnqlGFDkiR1yrAhSZI65Q6iHXEHUU007hYqqWPuICpJkvrDsCFJkjpl2JAkSZ3qa9hIckWSy/rZB0mS1K1OV4wlGQRmAc8PK5pVVXd12Xbb/hJgB+CFtg93A3OrajDJrwOfBQ4AtgMeAb4KnFdVq9vrNwfOA2YDWwI3A3Oq6rGu+y5J0qZiPJann11V54xDOyM5rqrmJ9kKOB9YkGRHYBua8HEWsAT4TeDvgWeBz7fXngG8G3gL8DhwOXAV8M7x/ACSJG3MJtSzcEm2Ay4ADqEZSbgFOLmqHk1yEnBsVc3sqT8duBfYtaqWrO3eVbUyySXAycBuVbWIZtRiyA+T/A1wIP8ZNo4HPlVVi9v2TgPuTbLLaO1JkqTGhFkgmmQz4HpgNbAXsDOwHLimrXI1sEeSfXoumw0MjuWLP8nWwBxgGXDPGspfBrwNuLP9eyqwE7BoqE5V/Qx4Ctj7JX04SZImsfEIG3OTLO09Rqi3X3ucWFXLquoZ4DTgoCQ7VtWTwA3Ah+DFcHIMzdTG2lzctrkY2BM4tKqWr6HehcCradZxAExpfy4bVm9pT5kkSRrFeEyjnDvGNRvTgS2AR5P0nn+WZoThQWAeMD/JqcD+wDTgulHuO6eq5q+tQpILadZhHFxVQ+FiKJBMHVZ9Gs3ohiRJGoOJtGbjfmAFsG1VrRqhzs004eMw4Ajg2qpaua4NtlMnF9M8MXNAVT0yVFZVS5M8AOwL3NHWfwPNqMad69qmJEmTzYRZswEUzZf6Re1CUZJsn+SoFys0IeRK4BTgSEafQhlRkpfTrAMJcGBv0OhxCXB6kulJptA8zXKTi0MlSRq78RjZODPJGcPOHVVVf997oqpWJTkcOBtY1AaOX9CMZlzbU3Ue8DHgR1V123r063eAo4DngCU9UzffrqqhR1vPA34NuJ1miucbwNHr0aYkSZOOb33tiG991UTjW18ldcy3vkqSpP4wbEiSpE45rtqRG2csZGBgoN/dkCSp7xzZkCRJnTJsSJKkThk2JElSpwwbkiSpU4YNSZLUKcOGJEnqlGFDkiR1yu3KO+J25eqa249LmmDcrlySJPWHYUOSJHXKsCFJkjrV17CR5Iokl/WzD5IkqVudrjBLMgjMAp4fVjSrqu7qsu22/SXADsALbR/uBuZW1WBbvjfweWBf4FngUuCsqlrdll8BvB94rue2p1XVl7vuuyRJm4rxWM5+dlWdMw7tjOS4qpqfZCvgfGBBkh3bsn8CvgD8LrA7cBPwFPDZnuu/VlXHjWeHJUnalEyoZ+eSbAdcABwCbAncApxcVY8mOQk4tqpm9tSfDtwL7FpVS9Z276pameQS4GRgN+C1bRufaUcyfpzkq8Af8cthQ5IkrYcJs0A0yWbA9cBqYC9gZ2A5cE1b5WpgjyT79Fw2GxgcLWi0998amAMsA+6h+ezDnwl+GTA9yZSec7+f5Ikk9yT5TJJtXupnkyRpMhuPsDE3ydLeY4R6+7XHiVW1rKqeAU4DDkqyY1U9CdwAfAheDCfHAJeP0v7FbZuLgT2BQ6tqOfAvwCrgY0lemWQv4MPtNUNh44vAG4HXAEcAB9Cs65AkSWM0HtMo545xzcZ0YAvg0SS9558FdgIeBOYB85OcCuwPTAOuG+W+c6pq/vCTVfVEkkNppm0+AtxPE1w+DjzZ1lnUc8mPkvwxMJhkdlU9N/yekiTpV02kNRv3AyuAbatq1Qh1bqYJH4fRjDRcW1Ur17XBqvou8Nahv5N8Bri9qlaMcMlQv0bcklWSJP2yCbNmAyjgDuCidqEoSbZPctSLFZoQciVwCnAko0+hrFWSfZNsmWSLJO8Bjgfm9pQflWRa+/vuwOeAG6vq2fVpV5KkyWQ8wsaZSZ4edhw2vFIbJA5v+7QoyXLge8CBw6rOo1k7cV9V3baefTsBeBh4Avgo8J6q+udh5YuTrKAZVfku7ZoRSZI0Nr71tSO+9VVd862vkiYY3/oqSZL6w7AhSZI65ThsR26csZCBgYF+d0OSpL5zZEOSJHXKsCFJkjpl2JAkSZ0ybEiSpE4ZNiRJUqcMG5IkqVPuINoRdxDV+nKHUEkbGXcQlSRJ/WHYkCRJnTJsSJKkThk2JElSpybMCrQkg8A3q+qcDVU/yWzgcuCZ9tQTwHXA6VX1XJKvAEcPu2xr4CNVdWF7jwBfBvYCHgbOqqr5Y/xYkiRNehMmbHRocVXtBpBkH+Bm4Cngz6rqBOCEoYpJ3gH8I3Bt+/dUYCHwWWB/4K3A15P8rKpuHddPIUnSRmpCho0kuwD3AR8EPga8HrgVOKaqHk7yJZov/1lJzgAeqqoZo923qu5I8i1g5ghV5gALqur/a/8+ElgJXFBVq4FvJPk6cHzbH0mSNIqJvmbjvTSjCa+jmd74FEBVnQR8Gzi7qrYZS9BIslmSmcABwO1rKN8BeBfwlZ7TbwK+3waNId9vz0uSpDGYkCMbPT5ZVY8BJLkGOG4d7jE9yVJgNfAYzRqO89ZQ71jg34Bv9Jx7NbBsWL2lwJR16IckSZPSRA8bD/f8voLmy/+lum9ozcZIkrwM+APgvw8bxVgO7DKs+jSaNR+SJGkMJvo0ytqs2oD3+j+B/41m1KPXD/jV9R0z2/OSJGkMJvrIxto8Aqx1xOIlmANcV1W/GHb+68AFSU4FLqJZlHok8I4N1K4kSZu8jXlk4/M022AsTfKjdb1JktcBh/LLC0MBqKqlwO8B76FZu3EpcIKPvUqSNHa+9bUjvvVV68u3vkrayPjWV0mS1B+GDUmS1CnHaTty44yFDAwM9LsbkiT1nSMbkiSpU4YNSZLUKcOGJEnqlGFDkiR1yrAhSZI6ZdiQJEmdMmxIkqROuV15R9yuXOvDrcolbYTcrlySJPWHYUOSJHXKsCFJkjpl2JAkSZ2aMKvQkgwC36yqczZU/SSzgcuBZ9pTTwDXAadX1XNtnV2BzwIHtXV+DOxfVc+35QG+DOwFPAycVVXzX8pnkyRpMpsMIxuLq2qbqtoGeBfwPmAuQJLtgW8DPwB2ArYFTgL+oy2fCiwE/g74NeAE4CtJZo33h5AkaWM1YUY2eiXZBbgP+CDwMeD1wK3AMVX1cJIvAfsDs5KcATxUVTNGu29V3ZHkW8DM9tSfAA9U1Sd6q/X8fiSwErigqlYD30jydeD4tj+SJGkUEzJs9Hgv8Fbg32lGGD4F/EFVnZRkL17atMtmwD7AAcAX29NvA/41yQ004eVB4PyqurotfxPw/TZoDPk+8IH1+1iSJE0eE30a5ZNV9VhVPQVcA2Qd7jE9yVKa9Rr/g2YNx3lt2WtoplWuAn4d+Ajw1ST/pS1/NbBs2P2WAlPWoR+SJE1KE31k4+Ge31fQfPm/VPdV1W4jlC0Hbq2qv23//kaSf6JZ2/H/tOW7DLtmGvDUOvRDkqRJaaKPbKzNqg1wjzuANW0rPnTuB/zn+o4hM9vzkiRpDCb6yMbaPAKMNGIxVhcD305yOHAjzXqOQ4Dz2/KvAxckORW4iGZdx5HAO9azXUmSJo2NeWTj8zTbYCxN8qN1uUFVfZdmzcb5NFMmX6R54uXWtnwp8HvAe2jWblwKnDBULkmSRudbXzviW1+1Pnzrq6SNkG99lSRJ/WHYkCRJnXKstiM3zljIwMBAv7shSVLfObIhSZI6ZdiQJEmdMmxIkqROGTYkSVKnDBuSJKlThg1JktQpdxDtiDuIal25e6ikjZQ7iEqSpP4wbEiSpE4ZNiRJUqf6GjaSXJHksn72QZIkdavTlWhJBoFZwPPDimZV1V1dtt22vwTYAXih7cPdwNyqGuypczJwMvA64AngrKq6vC3bHDgPmA1sCdwMzKmqx7ruuyRJm4rxWPZ+dlWdMw7tjOS4qpqfZCvgfGBBkh2ralmSjwMfAN4HfB/4NeA1PdeeAbwbeAvwOHA5cBXwzvH8AJIkbcwm1DN2SbYDLgAOoRlJuAU4uaoeTXIScGxVzeypPx24F9i1qpas7d5VtTLJJTSjGLsl+Rnwp8CRVVVttcfbY8jxwKeqanHb3mnAvUl2Ga09SZLUmDALRJNsBlwPrAb2AnYGlgPXtFWuBvZIsk/PZbOBwbF88SfZGpgDLAPuAX4L2ArYNcl9SR5O8ldJXtvWnwrsBCwaukdV/Qx4Cth73T+pJEmTy3iEjblJlvYeI9Tbrz1OrKplVfUMcBpwUDvt8SRwA/AheDGcHEMztbE2F7dtLgb2BA6tquX853TJ79NMk+xBEz7mt+entD+XDbvf0p4ySZI0ivGYRjl3jGs2pgNbAI8m6T3/LM0Iw4PAPGB+klOB/YFpwHWj3HdOVc1fw/nl7c9PV9XPAZJ8Avh+OwoyVD512HXTaEY3JEnSGEykNRv3AyuAbatq1Qh1bqYJH4cBRwDXVtXKdWzvjvbnGrcVr6qlSR4A9h2qm+QNNKMad65jm5IkTToTZs0GUDRf6he1C0VJsn2So16s0ISQK4FTgCMZfQpl5Maq7gf+EfhYkm2TvBo4E7ipqla01S4BTk8yPckUmqdZbnJxqCRJYzceYePMJE8POw4bXqkNEoe3fVqUZDnwPeDAYW/4XrQAACAASURBVFXnAQcA91XVbevZtw8APweW0DzV8gzwwZ7y84AFwO3AQ8DmwNHr2aYkSZOKb33tiG991bryra+SNlK+9VWSJPWHYUOSJHXK8dqO3DhjIQMDA/3uhiRJfefIhiRJ6pRhQ5IkdcqwIUmSOmXYkCRJnTJsSJKkThk2JElSpwwbkiSpU25X3hG3K9eauBW5pE2Y25VLkqT+MGxIkqROGTYkSVKn+ho2klyR5LJ+9kGSJHWr09VqSQaBWcDzw4pmVdVdXbbdtr8E2AF4oe3D3cDcqhpcQ/mv9C3J5sB5wGxgS+BmYE5VPdZ13yVJ2lSMx9L4s6vqnHFoZyTHVdX8JFsB5wMLkuxYVct6y0e49gzg3cBbgMeBy4GrgHd23WlJkjYVE+o5vCTbARcAh9CMJNwCnFxVjyY5CTi2qmb21J8O3AvsWlVL1nbvqlqZ5BLgZGA3YNEYunQ88KmqWty2dxpwb5JdRmtPkiQ1JswC0SSbAdcDq4G9gJ2B5cA1bZWrgT2S7NNz2WxgcCxf/Em2BuYAy4B7eoouTPJEkjuSzOmpPxXYiZ5QUlU/A54C9n6pn0+SpMlqPMLG3CRLe48R6u3XHidW1bKqegY4DTionfZ4ErgB+BC8GE6OoZnaWJuL2zYXA3sCh1bV8rbsGOANwGuBU4FP9wSOKe3PZfyypT1lkiRpFOMxjXLuGNdsTAe2AB5N0nv+WZoRhgeBecD8JKcC+wPTgOtGue+ckdZkVNX/6vnzG0kuBI4GLqYZVQGYOuyyaTSjG5IkaQwm0pqN+4EVwLZVtWqEOjfThI/DgCOAa6tq5Qbswyra7VarammSB4B9gTsAkryBZlTjzg3YpiRJm7SJFDaK5kv9oiSfqKrHk2wPHFxV1wJU1aokVwKnAG8G3raujSXZmWYK5Vaax2L/C/DHwNk91S4BTk9yC83TKOcDN7k4VJKksRuPNRtnJnl62HHY8ErtaMbhbZ8WJVkOfA84cFjVecABwH1Vddt69Gtr4ELgF8CTwF/SPHnyxZ465wELgNuBh4DNaaZZJEnSGPnW14741letiW99lbQJ862vkiSpPwwbkiSpU47pduTGGQsZGBjodzckSeo7RzYkSVKnDBuSJKlThg1JktQpw4YkSeqUYUOSJHXKsCFJkjrlDqIdcQfRycNdQSUJcAdRSZLUL4YNSZLUKcOGJEnqVF/DRpIrklzWzz5IkqRudbqyLckgMAt4fljRrKq6q8u22/aXADsAL7R9uBuYW1WDbfk5wKHAbwLfqqq3D7t+c+A8YDawJXAzMKeqHuu675IkbSrGY2Tj7KraZtjRedDocVxVbQP8BrAIWJBkalv2M+DPgEtGuPYM4N3AW4Ad23NXddhXSZI2ORPqmb0k2wEXAIfQjCTcApxcVY8mOQk4tqpm9tSfDtwL7FpVS9Z276pameQS4GRgN2BRVc1r77PfCJcdD3yqqha39U4D7k2yy2jtSZKkxoRZIJpkM+B6YDWwF7AzsBy4pq1yNbBHkn16LpsNDI7liz/J1sAcYBlwzxjqTwV2ohkNAaCqfgY8Bew96geSJEnA+ISNuUmW9h4j1NuvPU6sqmVV9QxwGnBQkh2r6kngBuBD8GI4OQa4fJT2L27bXAzsCRxaVcvH0O8p7c9lw84v7SmTJEmjGI9plHOr6pwx1JsObAE8mqT3/LM0IwwPAvOA+UlOBfYHpgHXjXLfOVU1/yX3uhlVAZg67Pw0mtENSZI0BhNpzcb9wApg26paNUKdm2nCx2HAEcC1VbWyi85U1dIkDwD7AncAJHkDzajGnV20KUnSpmjCrNkAiuZL/aJ2oShJtk9y1IsVmhByJXAKcCSjT6GsVZJXJNmSJnS9LMmWSbboqXIJcHqS6UmmAOcDN7k4VJKksRuPsHFmkqeHHYcNr9QGicPbPi1Kshz4HnDgsKrzgAOA+6rqtvXs26XASmAu8Lb295/2lJ8HLABuBx4CNgeOXs82JUmaVHzra0d86+vk4VtfJQnwra+SJKlfDBuSJKlTjv925MYZCxkYGOh3NyRJ6jtHNiRJUqcMG5IkqVOGDUmS1CnDhiRJ6pRhQ5IkdcqwIUmSOmXYkCRJnXK78o64Xfmmwa3IJWnM3K5ckiT1h2FDkiR1yrAhSZI6ZdiQJEmdmjCr35IMAt+sqnM2VP0ks4HLgWfaU08A1wGnV9VzSTYH/hT4MLA98P8CJ1bVnT33OBL4BPAG4CHg41X1Ny/ls0mSNJlNhpGNxVW1TVVtA7wLeB8wty37E+Bo4GBgW+DbwE1JXg2Q5LeA+cB/A6YAHwWuTvKW8f0IkiRtvCbMyEavJLsA9wEfBD4GvB64FTimqh5O8iVgf2BWkjOAh6pqxmj3rao7knwLmNmeeg/w5apa3LZ7Fk2gOAK4EjgSuKmq/mdbf0GS7wBzgO9tkA8rSdImbqKPbLwXeCvwOmBr4FMAVXUSzSjE2e2oxahBI8lmSWYCBwC3t6dfxq8+F7wZsM9ayl/WUy5JkkYxIUc2enyyqh4DSHINcNw63GN6kqXAauAxmjUc57VlC4ATk/wD8G/AJ4HNaaZMAP4e+Kck7wBuAQaA3wGWrNOnkSRpEproYePhnt9XAK9eh3vcV1W7jVB2Hs2Iyc3tz3nAj2lCCVU1mOQE4EKa0ZVvA9cCI91PkiQNM9HDxtqsWt8bVNVzwGntQZLXAKcAgz11rgCuGPo7ye3AP69v25IkTRYbc9h4hPUcYUiyA7BlVS1J8nrgv9MsRL2pLX85sDfwA2AbmsWjrwc+vz7tSpI0mUz0BaJr83kgSZYm+dE63mNH4BtJngGKZi3Gu6pq6CVqmwOXAEtp1nTsDfyXqnp0vXouSdIk4ltfO+JbXzcNvvVVksbMt75KkqT+MGxIkqROOUbckRtnLGRgYKDf3ZAkqe8c2ZAkSZ0ybEiSpE4ZNiRJUqcMG5IkqVOGDUmS1CnDhiRJ6pQ7iHbEHUQnPncHlaQNyh1EJUlSfxg2JElSpwwbkiSpU4YNSZLUqQmzQi7JIPDNqjpnQ9VPMhu4HHimPfUEcB1welU9l2Rz4NPA+4BpwBLgk1X1tz33CPBlYC/gYeCsqpr/Uj6bJEmT2WQY2VhcVdtU1TbAu2iCxdy27ETgA8DbgSnAmcA1Sd4IkGQqsBD4O+DXgBOArySZNb4fQZKkjdeEGdnolWQX4D7gg8DHgNcDtwLHVNXDSb4E7A/MSnIG8FBVzRjtvlV1R5JvATPbU7sBg1X10/bv65M8TjOK8RPgSGAlcEFVrQa+keTrwPFtfyRJ0igmZNjo8V7grcC/04wwfAr4g6o6KclevLRpl82AfYADgC+2py8Frk6yJ/BT4Aiaf5NvteVvAr7fBo0h36cZDZEkSWMw0cPGJ6vqMYAk1wDHrcM9pidZCqwGHqNZw3FeW7YY+DbwQ2AV8Bzwgar6eVv+amDZsPstpZlykSRJYzDRw8bDPb+voPnyf6nuq6rdRij7MrA7MB34N+C3aKZSnq6qm4HlwC7DrpkGPLUO/ZAkaVKa6GFjbVZtgHvsB/xlVd3f/v0vSb4NvBO4GfgBzdRKr5nteUmSNAYb89Moj9As8Fwf3wHen+R1AEneAhxIsy4D4OvAq5KcmuSVSQ6mWTR6yXq2K0nSpLExh43P02yDsTTJj9bxHqfSrNe4Lcly4Grgc1V1FUBVLQV+D3gPzdqNS4ETqsonUSRJGiPf+toR3/o68fnWV0naoHzrqyRJ6g/DhiRJ6pTjyB25ccZCBgYG+t0NSZL6zpENSZLUKcOGJEnqlGFDkiR1yrAhSZI6ZdiQJEmdMmxIkqROuYNoR9xBdGJy11BJ6ow7iEqSpP4wbEiSpE4ZNiRJUqcMG5IkqVN9DRtJrkhyWT/7IEmSutXp0vwkg8As4PlhRbOq6q4u227bXwLsALzQ9uFuYG5VDSb5deCzwAHAdsAjwFeB86pqdXv9FcD7ged6bntaVX25675LkrSpGI/nAM+uqnPGoZ2RHFdV85NsBZwPLEiyI7ANTfg4C1gC/Cbw98CzwOd7rv9aVR03vl2WJGnTMaE2HUiyHXABcAiwJXALcHJVPZrkJODYqprZU386cC+wa1UtWdu9q2plkkuAk4HdqmoRcF5PlR8m+RvgQH45bEiSpPUwYRaIJtkMuB5YDewF7AwsB65pq1wN7JFkn57LZgODowWN9v5bA3OAZcA9ayh/GfA24M5hRb+f5Ikk9yT5TJJtXsrnkiRpshuPsDE3ydLeY4R6+7XHiVW1rKqeAU4DDkqyY1U9CdwAfAheDCfHAJeP0v7FbZuLgT2BQ6tq+RrqXQi8mmYdx5AvAm8EXgMcQbO+49LRP7IkSRoyHtMo545xzcZ0YAvg0SS9558FdgIeBOYB85OcCuwPTAOuG+W+c6pq/toqJLkQeCdwcFUtGzrfTrUM+VGSPwYGk8yuqueG30eSJP2qibRm435gBbBtVa0aoc7NNOHjMJqRhmurauW6NthOnVxM88TMAVX1yCiXDPVrxP3fJUnSL5swazaAAu4ALmoXipJk+yRHvVihCSFXAqcARzL6FMqIkrycZh1IgAPXFDSSHJVkWvv77sDngBur6tl1bVeSpMlmPMLGmUmeHnYcNrxSGyQOb/u0KMly4Hs0T4f0mkezduK+qrptPfr1O8BRwB7Akp6+LeypcwKwOMkKmlGV79KuGZEkSWPjK+Y74ivmJyZfMS9JnfEV85IkqT8MG5IkqVOOKXfkxhkLGRgY6Hc3JEnqO0c2JElSpwwbkiSpU4YNSZLUKcOGJEnqlGFDkiR1yrAhSZI65Q6iHXEH0e64C6gkTUjuICpJkvrDsCFJkjpl2JAkSZ3qa9hIckWSy/rZB0mS1K1OV9olGQRmAc8PK5pVVXd12Xbb/hJgB+CFtg93A3OrarAtvwnYG9gaWAb8DfCxqnquLd8cOA+YDWwJ3AzMqarHuu67JEmbivEY2Ti7qrYZdnQeNHocV1XbAL8BLAIWJJnalp0O7FJVU4AA+wFn9Vx7BvBu4C3Aju25q8al15IkbSIm1DOESbYDLgAOoRlJuAU4uaoeTXIScGxVzeypPx24F9i1qpas7d5VtTLJJcDJwG7Aoqq6Y1i1VcCMnr+PBz5VVYvb9k4D7k2yy2jtSZKkxoRZIJpkM+B6YDWwF7AzsBy4pq1yNbBHkn16LpsNDI7liz/J1sAcmumSe3rOfznJCuAR4E3A59rzU4GdaEZDAKiqnwFP0Uy9SJKkMRiPsDE3ydLeY4R6+7XHiVW1rKqeAU4DDkqyY1U9CdwAfAheDCfHAJeP0v7FbZuLgT2BQ6tq+VBhVf0RsA3wfwBfAR5si6a0P5cNu9/SnjJJkjSK8ZhGObeqzhlDvenAFsCjSXrPP0szwvAgMA+Yn+RUYH9gGnDdKPedU1Xz11ahqlYDP0xyB/DXNItahwLJ1GHVp9GMbkiSpDGYSGs27gdWANtW1aoR6txMEz4OA44Arq2qlRuwDy8HdgeoqqVJHgD2Be4ASPIGmlGNOzdgm5IkbdImUtgomi/1i5J8oqoeT7I9cHBVXQtQVauSXAmcArwZeNu6NpbkjcAbgW8Cz9Cs1/gzYGFPtUuA05PcAjwOnA/c5OJQSZLGbjzWbJyZ5Olhx2HDK7WjGYe3fVqUZDnwPeDAYVXnAQcA91XVbevRr81o1oQ8yH/usXEjcEJPnfOABcDtwEPA5sDR69GmJEmTjm997Yhvfe2Ob32VpAnJt75KkqT+MGxIkqROOR7dkRtnLGRgYKDf3ZAkqe8c2ZAkSZ0ybEiSpE4ZNiRJUqcMG5IkqVOGDUmS1CnDhiRJ6pQ7iHbEHUQ3LHcNlaQJzx1EJUlSfxg2JElSpwwbkiSpU4YNSZLUKcOGJEnqlGFDkiR1yrAxiiSvGMs5SZK0ZpN284Ik2wCfAI4EtgceAOYA5wB3ALsABwGfTvII8HHgYuC/AsuA3xz3TkuStBGatGED+CrwG8DBwBJgN2BoI64PA4cDRwBbAf83Tfj4DWB31rJxiSRJ+mWTMmwk+XWaALFXVd3Xnv7Xtgzgb6vqf7bnn2nPPQ+cUVXPjXN3JUnaqE3WNRu7tD/vGaF8yRrOPWzQkCTppZusYWNJ+3P3EcpXjfGcJEkaxaScRqmqnyf5W+DLSWYD9wO79rdXkiRtmibryAY0i0DvAP4XsBy4Adihrz2SJGkT5CvmO+Ir5jcsXzEvSROer5iXJEn9YdiQJEmdcmy6IzfOWMjAwEC/uyFJUt85siFJkjpl2JAkSZ0ybEiSpE4ZNiRJUqcMG5IkqVOGDUmS1Cl3EO2IO4iumTuBStImyx1EJUlSfxg2JElSpwwbkiSpU4YNSZLUqQmzWi/JIPDNqjpnQ9VPMhu4HHimPfUEcB1welU9l+SDwAnAHsB/ALcDp1XVXe31uwD3tdcPLfhcWlU7vpTPJknSZDZhwkaHFlfVbgD5/9u79zA7ijKP49/XhCAQAihBgRAmLBCUWyCFKytgXFZEIYgoy0UuEYXEhcc7yk2MwmJAlPUCck8EBMRVEFAgeMmqrKIvREEQWRJCICSSQBISLkKS2j+qDul05pyZOTN9Zibz+zzPeeZ0V1+qq6u7366u6RPCGGA68DxwNrAx8CXgf4EVedz0EMJ27v5SYRmj3f2p1mZbRERk3dAng41Ci8JxwOnANsDvgOPdfX4I4TvAvsDeIYTTgHnuPrqj5br7n0IIvwb2yMMXl9Z7HnAGsBMws+e2SEREZODqk8FGwRHAfsArwB3AV4AT3f2UEMIudO2xiwFjgHcC364z2f6kRyaPlcbfG0IYAjwETHb3GV3dEBERkYGqr3cQ/bK7L3L354HrgdDEMkaFEJaQ+mvcROrDMaU8UQhhR+BK4LPuviyPXgTsDYwC2oAfAXeEEHZrIh8iIiIDUl9v2Zhf+P4CqY9FVz1e67NRTwjhrcDdwIXufmltvLsvB36fB18Bvh1COAQ4HHigibyIiIgMOH29ZaORVT2xkBDCnsAMYIq7X9DJ9dZ9JauIiIisqa+3bDSyAGjYYtGREMI7gNtJ/wp7eTvpbweWA4+Qyuo4Up+PM7qzXhERkYGkPwcbFwFTc3+Mee6+cxPLOBfYBPhGCOEbhfHvdfffkPpqnANsCbwMPAyMd/f7upd1ERGRgUO/+loR/epr+/SrryIi6yz96quIiIj0DgUbIiIiUim1aVfk1tF3MH78+N7OhoiISK9Ty4aIiIhUSsGGiIiIVErBhoiIiFRKwYaIiIhUSsGGiIiIVErBhoiIiFRKbxCtyEB7g6jeDCoiMuDpDaIiIiLSOxRsiIiISKUUbIiIiEilFGyIiIhIpfpMr74Qwgzg5+5+bk9NH0KYAFwNvJhHPQf8GPiCu/+jNO35wOeBY939usL4AFwC7ALMB75UTBcREZHGBkLLxmx3H+ruQ4FDgKOBM4sThBDeBryXFEwUx28C3AH8CNgMmARcGkLYuxUZFxERWRf0mZaNohBCG/A4cBxwOrAN8DvgeHefH0L4DrAvsHcI4TRgnruP7mi57v6nEMKvgT0K61ofuAo4CbihNMthwEvABe4egbtDCDfnaX/Xva0UEREZGPp6y8YRwH7A1sBGwFcA3P0U4DfAObnVosNAI4RgIYQ9gHcCfywkTQZ+6e7tBQ+7A/fnQKPm/jxeREREOqFPtmwUfNndFwGEEK4HPtbEMkaFEJYAEVhE6sMxJS8zAIcDY+rMuzGwtDRuCTCsiXyIiIgMSH092Cj2oXiBdPHvqsfdffvyyBDCEGAqcLK7L68z7zKgrTRuU+D5JvIhIiIyIPX1xyiNrOrm/FsBOwPfDyEsCiEsIvUN+W4I4ft5mj9T6N+R7ZHHi4iISCf09ZaNRhYAa7VYdMGTwMjSuN8BFwDX5+GbgQtCCKcC3yR1Sj0MeHc31isiIjKg9Odg4yJgau6PMc/dd+7KzO6+EniqOC6EsBJY7O7P5mmWhBDeB1xM6pw6H5hUpzOpiIiItEO/+loR/eqriIgMMPrVVxEREekdCjZERESkUmr7rsito+9g/PjxvZ0NERGRXqeWDREREamUgg0RERGplIINERERqZSCDREREamUgg0RERGplIINERERqZSCDREREamUXldekXXtdeV6HbmIiHRArysXERGR3qFgQ0RERCqlYENEREQq1avBRghhWgjhyt7Mg4iIiFSr0l5/IYQZwN7Aq6Wkvd39wSrXndc/B3gzsCLn4WHgTHefUZpuy5z2rLtvXxg/CJgCTABeD0wHJrr7oqrzLiIisq5oRcvGOe4+tPSpPNAo+Ji7DwW2Au4DbgshbFKa5rKcVnYa8H7gn4ERedy1VWVURERkXdSn+myEEN4YQrgqhPBkCGFhCOGmEMKbctopIYSZpelHhRBWhhDaOlq2u78EXA4MBYqtF8eSWniua2e2k4Dz3X22uy8FPg8c2Jn1iYiISNJngo0QggG3ABHYBdgWWAZcnyf5PvCWEMKYwmwTgBnuPqcTy98ImAgsBR7N494MnAtMamf6TYCRFFo83H0W8DywW5c2TkREZABrRbBxZghhSfFTZ7qx+XOyuy919xdJLQn/GkIY4e6LgZ8AH4HXgpPjgas7WP9leZ2zgbcCB7n7spx2KfA1d5/bznzD8t+lpfFLCmkiIiLSgVa8FvI/3f3cTkw3Clgf+HsIoTj+ZVILw1PAVOC6EMKpwL7ApsCPO1juRHdf6xFJCOFoYDhwSZ35agFJuX/HpqTWDREREemEvvQO6ieAF4A3uPuqOtNMJwUfBwMfAG7MfTGacQCwO/BMDm7WBzYMISwC9nf3P4cQ5gJ7An8CCCFsR2rVeKDJdYqIiAw4fabPBuCki/o3QwhvBAghDA8hHPnaBCkIuQb4BHAYHT9CaeTTwE7AmPw5G5ibvz+cp7kc+ELuiDoMOB+4qzN9RERERCRpRcvGF0MIp5XGHenutxdHuPuqEMKhwDnAfTngWEhqzbixMOlU4HTgIXf/Q7OZyn1AFteGQwiLgZXu/lRhsinAZsAfSS0fdwPHNLtOERGRgUi/+loR/eqriIgMMPrVVxEREekdCjZERESkUmobr8ito+9g/PjxvZ0NERGRXqeWDREREamUgg0RERGplIINERERqZSCDREREamUgg0RERGplIINERERqZSCDREREamUgg0RERGplIINERERqZSCDREREamUgg0RERGplIINERERqZSCDREREamUgg0RERGplIINERERqZTFGHs7D+uk9ddf/y+vvPLKy72dj/5g8ODBm69YsWJRb+ejP1BZdZ7KqvNUVl2j8qprUYzxwPYSBrc6JwPFrrvu+rK7h97OR38QQnCVVeeorDpPZdV5KquuUXl1nR6jiIiISKUUbIiIiEilFGxU5/LezkA/orLqPJVV56msOk9l1TUqry5SB1ERERGplFo2REREpFL6b5QOhBB2BL4HvBF4FjjO3f+vNM0g4FvAgUAEprj7ld1J648qLqsDgPOAXYFvu/vnWrJRFam4rL4IHAmsyJ8z3P2uVmxXFSouq48AnwZWAYOAK9z9W63YrqpUWV6F+UcDM4FL+vOxWHHdmgz8B/B0XtQ97n5y1dvUV6llo2OXAhe7+47AxcBl7UzzYWB7YAdgb2ByCKGtm2n9UZVlNRs4EfhaVZlvsSrL6g/AXu6+O3AC8IMQwgYVbUcrVFlWPwJ2d/cxwL8Anw0h7FbRdrRKleVVu8BeBtxSUf5bqdKyAq5x9zH5M2ADDVCw0VAIYQtgT+CGPOoGYM8QwvDSpEeQ7ohWuftC0kF4eDfT+pWqy8rdH3P3maQ79X6tBWV1l7u/mKd7ADDSnVu/04Kyet7dax3XNgTWI92h9kstOGcBnAbcDjxa0Wa0RIvKSjIFG41tA8xz95UA+e/TeXzRSOCJwvDcwjTNpvU3VZfVuqSVZXUcMMvdn+qBfPeGyssqhHBICOGhPM3X3P3BHt2C1qq0vHKrz3uAi3o8563XiuPwyBDCAyGE6SGEvXsy8/2Ngg2RdVQI4Z3AOcBRvZ2Xvszdb3X3nYEdgWNzfwQpCSGsB1wBTKpdoKWhS4FR7r4b6fHvT0II/bKFsSco2GjsSWDr/Iyy9qxyqzy+aC6wbWF4ZGGaZtP6m6rLal1SeVnlu6jrgEPd/W89mvvWalm9cve5pP4uB/dIzntHleW1JfBPwM9CCHOATwEnhhD66zsnKq1b7r7A3V/N3+/O43fp4W3oNxRsNODuzwB/YvWd4VHAzPxsruiHpIPudfl536GkjmfdSetXWlBW64yqyyqEsBfwA+BD7n5/tVtTrRaU1U61BYQQNgfeBfTbxyhVlpe7z3X3zd29zd3bgP8i9Vc4qeLNqkQL6tbWtQWEEMYAbUB/Dvy7Rf/62rFJwPdCCGcDi0nPwAkh/Aw4290duBb4Z6D2L1NfcffZ+Xuzaf1RZWUVQtgHuBEYBlgI4Ujgo/34XzqrrFeXABsAl4Xw2m9FHduP+yJUWVYT879Vv0rqSPsdd59e9QZVrMryWtdUWVbnhRDGAiuBV0jH4IKqN6iv0htERUREpFJ6jCIiIiKVUrAhIiIilVKwISIiIpVSsCEiIiKVUrAhIiIilVKwIQCY2XvM7DeF4XFmNqcXs9QyZjbNzHrs13bNrM3MYmF4uJk9YWabd2LeSWZ2bU/lpT8ws33NbElv52MgMrNjunKc9/SxIo1VdWw0sd/PN7NzurNOBRuCmRnptw6+1MF0Hzezv5jZ82a22MzczI4opM8xs2PamW+t8ZY8mpc1tJQ2zsyimS3Pn6fNbKqZvaF7W9o7YowLgevpuHw3Ar4CTG5BtvqMGONvYoyb9nY+6jGzyWb2897Ox0BQVVmb2QwzO6unl1u18rHRi3VxCnCymW3d4ZR1KNgQgAOAIcCv6k1gZkeRLpYfBTYhvdb306QX4TTjXcB2wCra/+2OlTHGoTHGP0MhVQAADNtJREFUocA+pJ9v/q8m19UXXA18xMyGNZjmGODBGOOsFuVpDWY2yMx0ThCRNcQYFwN3ABObXYZOLC2W7/LPMrNf5bv2B81sNzM7ysweM7OlZnalmQ0uzDPSzP7bzObnz+VmtnEh/Twzm52XN8vMPlVIa8utBMea2cNmtszMppvZloVsHQr8PDZ+w9u/AL+OMd4bk5dy1N3s2xYnAneS3sDXsALHGGeTftJ6j3KamQ3OZfL+0vjvmdnV+fv+ZnZvbo1ZaGY3mtkW9daXy2ufwvA4M1tRGB5sZmfklpklZnaPmY3tYBv+D1gE/FuDyQ4F7i7l5ZNm9kjeb3PN7KtmNiinXWhmN5emf1eedqM8vIuZ3WVmiwrzr5fTanXjo2b2MPAisIWZHWlmf86tTvPN7LLa8vJ8bzaz23JdfTTPH82srTDNibkVbKmZzTSzA+ptdDvlO83MrjWzq3P5zsvHxxgz+2Pevl+Z2VaFeeaY2dlm9tt8HLiZ7VVIb1gHzGy9vE//lpc/y8w+aKnl7gxgnK1uaduuzna8M69jad5nEwtp48xshZkdkZe91MxuKh7H7SyvmXPFbmb2y7yds/P8gwrpb8tls9zMfksK+Ivr3DDXq8fN7Dkzu9PMtq+Xx3by/EYzuybXmwWWjsM3FNLXaOUs1MER9crazCbk7f1CXu4zZvb1durxiMJyJ5jZY/n7d4B9gS/mZbb7ynBLrQa/sPTIYKGZPWtmnzGzbXOZLjOz+8zsLYV5unWsFOr6FYW6vla9yd8blk9pW9Z43NVD+/1u0jmqOTFGfVr4AeaQXm37FmA90o9lzQIuBzYi/ZDPM8DRefrXA4+Rmtc3ADYDfgZcXVjmMaSWBgP+FXgJeE9OawMi6WK9Oel13/cAVxTmvxf4RCmf44A5heHDgZeBc4H9gU3rbNsxHY0HhgP/AA4DxuT8jS2te0VheHvSbwpcXadMLwBuKQwPBZYD++bhfYC9SK/nfzPwa+CGwvTTgCsLwxHYp0F+zstlth0wiNTaswjYrFjm7eTzNuDcBnXj78AhpXEfBEblfbtHnmZiTnsr6TXIwwvTfw+4Kn/fAniWFMwNAbYGHDi7VDd+kctlSN6e9wI7k25GtgceBr5aWMcvSL//MCyvY0ZeTltOP4lUZ3fPy3hf3h/b19nucvlOI9Xhg/L8k/L8twIjgA2BXwKXl+rY08DYvB2nAQuBYZ2sA+fn7dwtl/UIYLecNpkUjDc6rkflPH8kr+PtwHPA4YVtjMBVpPr5JtJ54MwePFdskuvHF4H183yzgVML6c/mshmSy2MBax7n15POFW/K03wZeARYr71jpZ0830mq55vlz0+BnzY4F7TlchlRr6yBCaTXyV9MOgf+E/AocHp7yyjM81hheAZwVgf7cHJez8dYfRysBH5e2gfTC/N091iZRqo3h+RlHJbzsG2dY6Ne+TxWGvfafuqJ/Z6nGUtqiR7SqBzrlm8zM+nT/CcfbKcWht+XK1/xgnETcFH+/iFgVmkZY0kX60F11vHfwAX5e+1A3KuQfjIwszD8KDChtIxxxcqYxx0M/Jh0QltJeuyyS2nbXgCWlD6rWPME83nSSbJ2ArsfuKy07pjnXQw8Tvq55rUCnDz9W0gX3S3y8AnAow32wcHAM4Xh1w7MPFw32CBdiJYB+5WW+WBtG6kfbHwfuKRBvl4BxnVQfy4EbioM3wt8On/fmHRRfkce/hzwy9L8HySfmAp1Y78O1nkK8If8fUSeZ7tC+v6seQL9C3BcaRm3UedkT/vBRvECtWFe/uGFcf/BmnV4DnBOYdhIv8h5dEd1IE+7HDiozrST6TjYOAO4pzTuq8BdpTpdPM6/BtzcYJlz6Nq54mjSL4taIX0i8Lf8/cO5TIrp/0k+zkk3IxEYWUh/HbCUfDzQINgg3fBEYIfCuNF53JaFbWom2PgHsGFh3MfIx3h5GYV5mgk2HiqNe6adfbC4B4+VaRTqeh63EHh/nWOjXvk0Cja6vd/zuB3ydFs0Ksd6H/0QW++YX/j+Iql/wsLSuFrz6ihgpK3dIzmS7tDmmdkngBNJldtI0f/1Ddb5QmH5kC7ojfoSpBXGeDsp+sXMdiL94NftZjYq5tpIuuu+rjifFXo9m5nlvF4XY3w1j74KmGJmn40xLs/jVsZOdhqMMf7VzO4ntfB8g3R3ObWwzrGk1ojdSRcuI91dNmPzPO9tVviPE9Jdz4j2Z3nNMFLgVM9a+8FSX5nPkFpRBpPuOn5fmGQq6cJ7EfDvwLwY4z05bRTwjlLdMdJdW9Gc0jrfDZwN7ES6Qx5EOulCah2BdPKqeaK0vFHAxWb2rcK4wcBTdN5r9TXG+GKqNmsdN+VHEHMK80Qzm0veJx3UgeGkloJHu5C/sm1IrQhFs4Di473ycV4+DtvTlXPFNqQLSLFezsrjIZXFE6X0Yn0clf8+kMu7Zr3CMhqpTVNc5qxC2nya90yM8cXC8Bw6Pt6aUc7jizSodz1wrLS3zs7Ui67oqf0+jNU3gV2mPht93xOkCH7T0uf1McZ5ZvYOUhPwRGDzfIG+jXQy7ayZpCb5TosxPkK6wG1Lai7trP1JzY0n5Ge6C0hNdkNJd2bNmgpMyM8Z3w5cU0i7kdR6smOMcRjtd0gteoF08anZqvB9UU7/t9L+2CjGOKWD5e5CKut61tgPZrYNqdn2XNKd4SakpuTivr0R2MHM9iTd4UwtpD1Bugsq5nOTmDrdFq0qrHMIcEte7shcXl8orHNe/juyMH/xe229J5TWOzTG+PEG294T2mpfclA7ktUBTqM6sJC0T3eos9xVdcYXPcnqk3bNdnl8qzwJbGtrXjGKeZjXTnoxz7UL4Q6lfbdhjPGGTq4fCvuB1X0DamnLqX9sQf2y3sLMNiwMt7F639ZuUJpZbtN66Fjpqva2o1ymsOb299R+34XU8vNKMxlXsNH33Q7UOq9tbMnWZvaBnD6M9EhjIRDN7CDSc8SuuIUUBNRlZieY2eGW3xWRO2NNAh6OMT7XhXWdRHpevhOpv8YYUiWeSjd6OpMO+O2BbwF3xxjnFdKGkZoEl5nZSNKzy0YcON7MhuSOXJ+pJeS7g28CF5rZDgBmNtTSe0rKJ7jX5CBoOOn5bz23sGYH0qGkY3Qh8KqZvR04tjhDjHEJcDMpICkHWdcAIe+715vZ63KHsgMb5GEIqZ/Q4hjjS2b2VlLTcG19T5GapKfk+rgFUP6XwouAyZY6dJqZbWBm++TWsCqdYGZ7Wuo4eCqpBeOnOa1uHcj79LvABZY61NaOsV3zJAtIrYtDGqz7BmCsmR1nqQPx20j1+aoe3cLGfkrad2fkujuadPGr5eF2Up061VKH2D1JjxwBiDE+Q2oRvcTyvzia2aZm9gEr/Xt6e2KMTwPTga/n+TYDvg7cEWOs3b07cFQ+ZoaT+pcU1Svr15Hq3AaWOuh+jtQ/iRjjInKAa+k/qnYltZ6Wl9vpjq6d1BPHSle1Vz4zScHYwfkY/wCwXyG9p/b7u0nnqKYo2OjjctPh/qQ73kdIJ8xfkC7SAHeR/qPjD6S77g+RLj5dcRewwszGNZhmMam5/q9m9gKpr8AS0rPvTskH26HAhTHGBcUPqXVmDzMLXcw7ADHGpaTtfi/p30yLTiI9411G6nPyww4WdwrpxPQc6Zn4tFL6l4CfAD8xs+dJnfgm0fh4OgGYlvNZz7XA7vlkSozxr4V1LSFdINu7w5xK2u678gmfPP8C0r8YH0pqdl5MKqN2/5siz7Mc+Djpwruc1JJSfiR3NOlC/hTwW1aX5z/yMq4gddqdmtc5l3RRWa/BtveEy0nB5mLgCFIfjFp5d1QHziTt61vyNP/D6paOH5LuzBdY+o+BcgsGMcbHSc/zTyF1xruW1BH3ph7bug7kbT2AFLD+nXRcX0N6tFgLTA8ilc1iUll9t7SYE0mdsWeY2TJSX6TDSc3nnXEMqfweyZ8lwHGF9LNIN0fzSRfiG0vz1yvrJ0h36I+Tzj13kupYzfGkc9HSvL3lIO8iUuC9xMwe6uS2NNQTx0oT1iqfmP5V/pOk+v8ccCCpU2otn93e72a2Kal+X9pkvlOHEZF8t3tGjHG/PDyOdHFs68189Ue5NeTxGKPl4c2B+4BQet7e3ryTSB08j200XV9iZu8hBUQbxF46oVjqF3RWub+Q9H9mNoG0b3u6ZaLl+sKx0gwz+yqpv1DTLTPqICoAxBjvJN0tSA/LzbzbdnLaS+nG3UMrmNnupDueB0nPfs8FftCfTp4irbCuHCsxxtO7uww9RpF65tC/39jZm5aQOr2uq95AehSxnNQ0/ACpGVdE1qRjJdNjFBEREamUWjZERESkUgo2REREpFIKNkRERKRSCjZERESkUgo2REREpFIKNkRERKRS/w+qEhRrXSfE9wAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "#SHAP global interpretation\n", "# The summary plot shows the most important features and the magnitude of their impact on the model. It is the global interpretation.\n", "\n", "print(shap_values.shape)\n", "shap.summary_plot(shap_values, plot_type = 'bar', feature_names = data.columns, max_display=21)" ] }, { "cell_type": "code", "execution_count": 119, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Algorithm RMSE R^2\n", "----------- ------ -----\n", "RFR 0.06 0.6\n", "SVR 0.07 0.56\n", "FeedF NN 0.07 0.59\n" ] } ], "source": [ "# Tabular rerpesentation of the model statistics summary of the above 3 models used (RFR, SVR, FF-NN)\n", "print(tabulate([['RFR', round(metrics.mean_squared_error(y_test_rf, dic_pred_RF['test'], squared=False),2),\n", "round(metrics.r2_score(y_test_rf, dic_pred_RF['test']),2)], ['SVR', round(metrics.mean_squared_error(y_test_svr, dic_pred_svr['test'], squared=False),2),\n", "round(metrics.r2_score(y_test_svr,dic_pred_svr['test']),2)], ['FeedF NN', '0.07', 0.59]], headers=['Algorithm', 'RMSE', 'R^2'])) #['GLM', 63.49, 0.45]" ] }, { "cell_type": "code", "execution_count": 120, "metadata": {}, "outputs": [], "source": [ "# RFR and FF-NN was performing very similar with R^2 and RMSE values either similar/higher/lower compared to eachother.\n", "#Therefore, the data represented in the above table is for one random instance." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Predict the raster using RFR" ] }, { "cell_type": "code", "execution_count": 81, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Mean Absolute Error (MAE): 41.108253168570315\n", "Mean Squared Error (MSE): 2699.6832371086425\n", "Root Mean Squared Error (RMSE): 51.95847608531877\n", "R^2: 0.6374537638503947\n" ] } ], "source": [ "# Define RFR with the 2 predictor variables corresponding to the available rasters\n", "X_rf2 = predictors_sel.iloc[:,[86,90]].values\n", "Y_rf2 = predictors_sel.iloc[:,15:16].values\n", "X_train_rf2, X_test_rf2, Y_train_rf2, Y_test_rf2 = train_test_split(X_rf2, Y_rf2, test_size=0.25, random_state=24)\n", "y_train_rf2 = np.ravel(Y_train_rf2)\n", "y_test_rf2 = np.ravel(Y_test_rf2)\n", "rfReg_rf2 = RandomForestRegressor(min_samples_leaf=20, oob_score=True)\n", "rfReg_rf2.fit(X_train_rf2, y_train_rf2);\n", "dic_pred_rf2 = {}\n", "dic_pred_rf2['train'] = rfReg_rf2.predict(X_train_rf2)\n", "dic_pred_rf2['test'] = rfReg_rf2.predict(X_test_rf2)\n", "#print('Mean Absolute Error (MAE):', metrics.mean_absolute_error(y_test_rf2, dic_pred_rf2['test']))\n", "#print('Mean Squared Error (MSE):', metrics.mean_squared_error(y_test_rf2, dic_pred_rf2['test']))\n", "#print('Root Mean Squared Error (RMSE):', metrics.mean_squared_error(y_test_rf2, dic_pred_rf2['test'], squared=False))\n", "#print('R^2:', metrics.r2_score(y_test_rf2, dic_pred_rf2['test']))" ] }, { "cell_type": "code", "execution_count": 82, "metadata": {}, "outputs": [], "source": [ "# Bash commands to crop the rasters for extracting a sub-area from the study region\n", "#%%bash\n", "#gdalwarp -cutline sub-area.shp -crop_to_cutline -dstalpha P80_t2.tif p80_t2_crop.tif\n", "#gdalwarp -cutline sub-area.shp -crop_to_cutline -dstalpha CanopyReliefRatio_t2.tif crr_t2_crop.tif" ] }, { "cell_type": "code", "execution_count": 83, "metadata": { "tags": [] }, "outputs": [], "source": [ "# Import rasters\n", "p80 = rasterio.open(\"../images/p80_t2_crop.tif\")\n", "crr = rasterio.open(\"../images/crr_t2_crop.tif\")" ] }, { "cell_type": "code", "execution_count": 84, "metadata": {}, "outputs": [], "source": [ "# Stack the 2 raster layers correspong to the predictor variables\n", "#predictors_rasters = [p80,crr]\n", "stack = Raster(p80,crr)" ] }, { "cell_type": "code", "execution_count": 85, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "2" ] }, "execution_count": 85, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Check the dimension of the raster stack to be given as input to the RFR\n", "stack.count" ] }, { "cell_type": "code", "execution_count": 86, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n" ] } ], "source": [ "# Predict the raster for the target variable 'AGB'\n", "result = stack.predict(estimator=rfReg_rf2, dtype='int16', nodata=-1)\n", "print(result)" ] }, { "cell_type": "code", "execution_count": 87, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Plot the resultin g map\n", "plt.rcParams[\"figure.figsize\"] = (12,12)\n", "result.iloc[0].cmap = \"plasma\"\n", "result.plot()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "anaconda-cloud": {}, "celltoolbar": "Slideshow", "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": "3.8.10" } }, "nbformat": 4, "nbformat_minor": 4 }