LAD_Tree_by_Tree_(5_12_22).ipynb

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        "<a href=\"https://colab.research.google.com/github/AnitaZhang0526/APC523S2022FinalProject/blob/main/LAD_Tree_by_Tree_(5_12_22).ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
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            "Collecting geopandas\n",
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            "Requirement already satisfied: numpy>=1.17.3 in /usr/local/lib/python3.7/dist-packages (from pandas>=0.25.0->geopandas) (1.21.6)\n",
            "Installing collected packages: munch, cligj, click-plugins, pyproj, fiona, geopandas\n",
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      "source": [
        "import numpy as np\n",
        "import pandas as pd\n",
        "!pip install geopandas\n",
        "import geopandas as gpd\n",
        "import matplotlib.pyplot as plt\n",
        "from scipy.optimize import curve_fit\n",
        "from itertools import accumulate\n",
        "import random\n",
        "import time\n",
        "\n",
        "import shapely.speedups\n",
        "shapely.speedups.enable()\n",
        "\n",
        "import warnings\n",
        "warnings.filterwarnings(\"ignore\")"
      ]
    },
    {
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        "id": "7uZkl7hs0llA"
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        "ftm = 0.3048"
      ]
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        "lcz_sec = \"CL2\"\n",
        "# voxel_metrics = np.genfromtxt(r\"R Files/R File Outputs/%s_trees_only_buff.csv\"%lcz_sec, delimiter=\",\", \n",
        "#                               names = True, dtype = None, usecols=(1, 2, 3, 4) )\n",
        "\n",
        "voxel_metrics = pd.read_csv(r\"%s_trees_only_buff.csv\"%lcz_sec)\n",
        "\n",
        "ttops_all = gpd.read_file(\"Crowns/%s_tree_crowns_segmented.shp\"%lcz_sec)\n",
        "\n",
        "# ttops = ttops_all\n",
        "#Isolate one quadrant of ttops\n",
        "ttops = ttops_all[(ttops_all.XTOP < sum(ttops_all.XTOP) / len(ttops_all.XTOP)) & \n",
        "                  (ttops_all.XTOP > min(ttops_all.XTOP)) & (ttops_all.YTOP > min(ttops_all.YTOP)) & \n",
        "                  (ttops_all.YTOP < sum(ttops_all.YTOP) / len(ttops_all.YTOP))]\n",
        "\n",
        "\n",
        "\n",
        "\n",
        "\n",
        "\n",
        "gdf = gpd.GeoDataFrame(voxel_metrics, geometry=gpd.points_from_xy(voxel_metrics.X, voxel_metrics.Y))\n"
      ]
    },
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        "\n",
        "voxel_metrics[\"LAD\"] = np.zeros(len(voxel_metrics))\n",
        "voxel_metrics[\"ID\"] = np.zeros(len(voxel_metrics))\n",
        "ttops[\"LA\"] = np.zeros(len(ttops))\n",
        "\n",
        "voxel_metrics"
      ]
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              "<p>2684 rows × 7 columns</p>\n",
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            ]
          },
          "metadata": {},
          "execution_count": 6
        }
      ],
      "source": [
        "ttops"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 121
        },
        "id": "MmTYdhiW0llC",
        "outputId": "06f8e881-89dc-4d8f-df35-21791e3234dc"
      },
      "outputs": [
        {
          "output_type": "execute_result",
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              "<shapely.geometry.polygon.Polygon at 0x7f1b65b5ac90>"
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          "metadata": {},
          "execution_count": 8
        }
      ],
      "source": [
        "ttops.loc[2337, 'geometry']#\n",
        "# ttops.loc[ttops.treeID == 5459, 'geometry']# test['geometry']\n",
        "\n",
        "# gdf[test]"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "A9OGxjoR0llC",
        "outputId": "45611602-2714-4371-c5ba-d37d32bf669c"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Number of Tree Crowns:  2684\n",
            "0 2430\n",
            "\t Leaf Area 158.66909229679953\n",
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            "11 4810\n",
            "\t Leaf Area 197.47790916295833\n",
            "12 4535\n",
            "\t Leaf Area 152.5578762832462\n",
            "13 4566\n",
            "\t Leaf Area 116.7855900606434\n",
            "14 4825\n",
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            "32 3892\n",
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            "34 4995\n",
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            "\t Leaf Area 35.25396264138266\n",
            "37 5105\n",
            "\t Leaf Area 20.945668195275964\n",
            "38 4501\n",
            "\t Leaf Area 25.51267901587936\n",
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            "\t Leaf Area 32.42807962516333\n",
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            "54 4783\n",
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            "55 4563\n",
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            "56 3883\n",
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            "67 4570\n",
            "\t Leaf Area 2.9422210169709686\n",
            "68 5000\n",
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            "80 2442\n",
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            "82 3832\n",
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            "83 2742\n",
            "84 5084\n",
            "\t Leaf Area 18.273861872069876\n",
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            "87 3793\n",
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            "\t Leaf Area 0.8791849923716001\n",
            "89 4827\n",
            "90 4847\n",
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            "\t Leaf Area 80.42017668237784\n",
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            "102 4288\n",
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            "103 5009\n",
            "104 2746\n",
            "105 5051\n",
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            "106 3772\n",
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            "108 3952\n",
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            "\t Leaf Area 10.786517332288035\n",
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            "112 3936\n",
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            "\t Leaf Area 49.5638407413918\n",
            "116 4290\n",
            "\t Leaf Area 2.5904883691324345\n",
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            "    Only  2  level(s) or max height of  6.096\n",
            "\t Leaf Area 0.0\n",
            "118 4244\n",
            "\t Leaf Area 146.28520826815898\n",
            "119 5053\n",
            "\t Leaf Area 119.79837504317051\n",
            "120 4650\n",
            "\t Leaf Area 62.08853317505134\n",
            "121 4890\n",
            "\t Leaf Area 1.35046702664506\n",
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            "124 3838\n",
            "\t Leaf Area 2.2156036565212065\n",
            "125 4774\n",
            "126 3912\n",
            "\t Leaf Area 193.4935224831513\n",
            "127 4819\n",
            "\t Leaf Area 0.09198108075081161\n",
            "128 4851\n",
            "\t Leaf Area 93.07112557093485\n",
            "129 3951\n",
            "130 5080\n",
            "\t Leaf Area 51.55576269049922\n",
            "131 5046\n",
            "\t Leaf Area 0.6279913455873104\n",
            "132 3921\n",
            "\t Leaf Area 5.9323549657581465\n",
            "133 3761\n",
            "134 3778\n",
            "\t Leaf Area 195.42958810317037\n",
            "135 4167\n",
            "136 4626\n",
            "\t Leaf Area 2.7246158462345162\n",
            "137 5100\n",
            "\t Leaf Area 92.54830452586178\n",
            "138 5062\n",
            "\t Leaf Area 7.221586119073637\n",
            "139 4515\n",
            "\t Leaf Area 147.62013764748787\n",
            "140 5047\n",
            "141 2448\n",
            "142 4270\n",
            "\t Leaf Area 3.778717274891097\n",
            "143 3779\n",
            "\t Leaf Area 245.16216005031052\n",
            "144 5093\n",
            "\t Leaf Area 306.85979959339375\n",
            "145 5095\n",
            "\t Leaf Area 13.796857443081755\n",
            "146 4619\n",
            "\t Leaf Area 4.913000928628543\n",
            "147 4277\n",
            "\t Leaf Area 203.12470405479507\n",
            "148 3981\n",
            "\t Leaf Area 36.830687386574496\n",
            "149 5048\n",
            "150 3976\n",
            "\t Leaf Area 294.42373792912923\n",
            "151 2747\n",
            "\t Leaf Area 5.181423284063873\n",
            "152 4239\n",
            "\t Leaf Area 10.397449462397038\n",
            "153 5056\n",
            "\t Leaf Area 44.975812481171005\n",
            "154 5094\n",
            "\t Leaf Area 123.6281605398963\n",
            "155 4499\n",
            "\t Leaf Area 100.05492870118445\n",
            "156 4793\n",
            "\t Leaf Area 11.92057773943458\n",
            "157 2450\n",
            "\t Leaf Area 5.3740873306534995\n",
            "158 2449\n",
            "159 4875\n",
            "\t Leaf Area 44.422497430081364\n",
            "160 4961\n",
            "\t Leaf Area 2.504526664958965\n",
            "161 4892\n",
            "\t Leaf Area 50.381863148616915\n",
            "162 3850\n",
            "\t Leaf Area 1.5759117683732768\n",
            "163 4106\n",
            "\t Leaf Area 64.9912738310078\n",
            "164 4210\n",
            "\t Leaf Area 111.07527074557728\n",
            "165 4654\n",
            "\t Leaf Area 205.54323979328706\n",
            "166 4147\n",
            "\t Leaf Area 1.65260883458246\n",
            "167 2749\n",
            "\t Leaf Area 75.74665249100104\n",
            "168 4781\n",
            "\t Leaf Area 106.23843995933152\n",
            "169 2748\n",
            "\t Leaf Area 1.8450885313422614\n",
            "170 3769\n",
            "\t Leaf Area 343.80630230968285\n",
            "171 4132\n",
            "\t Leaf Area 847.1871481335234\n",
            "172 2452\n",
            "173 2750\n",
            "\t Leaf Area 153.60431828878276\n",
            "174 4796\n",
            "\t Leaf Area 153.70206607192495\n",
            "175 5017\n",
            "\t Leaf Area 187.989824191668\n",
            "176 4656\n",
            "\t Leaf Area 39.68246815959671\n",
            "177 4574\n",
            "178 4554\n",
            "179 2453\n",
            "\t Leaf Area 9.904139936413037\n",
            "180 3876\n",
            "\t Leaf Area 1.9814842258594998\n",
            "181 2454\n",
            "\t Leaf Area 0.286232210210653\n",
            "182 4584\n",
            "\t Leaf Area 2.351155236459334\n",
            "183 4586\n",
            "\t Leaf Area 1.010254130602078\n",
            "184 2753\n",
            "\t Leaf Area 25.303235150251904\n",
            "185 3781\n",
            "186 4616\n",
            "\t Leaf Area 8.065320287722114\n",
            "187 2455\n",
            "\t Leaf Area 2.168130183025029\n",
            "188 2752\n",
            "\t Leaf Area 1.468085728425964\n",
            "189 4533\n",
            "    Only  2  level(s) or max height of  7.9248\n",
            "\t Leaf Area 0.0\n",
            "190 5104\n",
            "\t Leaf Area 242.36405331828348\n",
            "191 4986\n",
            "\t Leaf Area 6.279997534320858\n",
            "192 4885\n",
            "\t Leaf Area 0.4438393646219163\n",
            "193 4968\n",
            "\t Leaf Area 291.6029831858596\n",
            "194 4250\n",
            "\t Leaf Area 1.5044207527788314\n",
            "195 2456\n",
            "\t Leaf Area 230.54600414048696\n",
            "196 5108\n",
            "\t Leaf Area 7.065572082634069\n",
            "197 3720\n",
            "\t Leaf Area 0.30237594151847114\n",
            "198 5010\n",
            "\t Leaf Area 78.06225067431079\n",
            "199 3841\n",
            "\t Leaf Area 2.0256942618783467\n",
            "200 2756\n",
            "\t Leaf Area 42.01356434238346\n",
            "201 2754\n",
            "\t Leaf Area 3.3779855174078355\n",
            "202 5075\n",
            "\t Leaf Area 1.0783665718492597\n",
            "203 2755\n",
            "\t Leaf Area 0.7017581980710201\n",
            "204 4996\n",
            "\t Leaf Area 21.911614211328708\n",
            "205 4879\n",
            "\t Leaf Area 15.78779315595549\n",
            "206 3817\n",
            "207 2457\n",
            "    Only  2  level(s) or max height of  4.572\n",
            "\t Leaf Area 0.0\n",
            "208 2757\n",
            "\t Leaf Area 4.82840636372199\n",
            "209 3846\n",
            "\t Leaf Area 78.69396092572016\n",
            "210 3799\n",
            "    Only  2  level(s) or max height of  4.572\n",
            "\t Leaf Area 0.0\n",
            "211 4238\n",
            "\t Leaf Area 16.496587989277934\n",
            "212 3932\n",
            "\t Leaf Area 39.980821973214944\n",
            "213 5013\n",
            "\t Leaf Area 109.11403866355755\n",
            "214 4992\n",
            "215 4976\n",
            "\t Leaf Area 10.074230733654021\n",
            "216 5054\n",
            "\t Leaf Area 9.4882535035523\n",
            "217 4997\n",
            "218 4220\n",
            "219 3953\n",
            "\t Leaf Area 0.5802205697027831\n",
            "220 2760\n",
            "\t Leaf Area 117.9893207390028\n",
            "221 5121\n",
            "\t Leaf Area 43.15178969374215\n",
            "222 2458\n",
            "\t Leaf Area 78.29387335009183\n",
            "223 4970\n",
            "\t Leaf Area 83.50449482367608\n",
            "224 4572\n",
            "225 4639\n",
            "226 2759\n",
            "\t Leaf Area 8.17229417528889\n",
            "227 2459\n",
            "228 3884\n",
            "\t Leaf Area 0.3488939010321717\n",
            "229 5068\n",
            "\t Leaf Area 16.753152477112852\n",
            "230 4351\n",
            "\t Leaf Area 59.57605483451868\n",
            "231 3943\n",
            "\t Leaf Area 19.36736800009011\n",
            "232 4628\n",
            "\t Leaf Area 2.212338334079422\n",
            "233 2461\n",
            "234 2460\n",
            "235 4221\n",
            "\t Leaf Area 108.31524142210066\n",
            "236 4097\n",
            "\t Leaf Area 1.1046767637704997\n",
            "237 4320\n",
            "\t Leaf Area 11.18299444489794\n",
            "238 3931\n",
            "\t Leaf Area 52.078744370814896\n",
            "239 2462\n",
            "\t Leaf Area 10.642814363695123\n",
            "240 4933\n",
            "\t Leaf Area 3.958662580623677\n",
            "241 2463\n",
            "\t Leaf Area 1.3547207267326342\n",
            "242 5086\n",
            "243 4990\n",
            "\t Leaf Area 1.7530893793631501\n",
            "244 4980\n",
            "\t Leaf Area 12.685657042134627\n",
            "245 4704\n",
            "\t Leaf Area 2.6575356680308975\n",
            "246 4931\n",
            "\t Leaf Area 4.048815807975117\n",
            "247 4644\n",
            "\t Leaf Area 103.02503515082476\n",
            "248 2761\n",
            "\t Leaf Area 0.8030031338907827\n",
            "249 5099\n",
            "\t Leaf Area 91.98194296974964\n",
            "250 4975\n",
            "\t Leaf Area 68.03002292514718\n",
            "251 4089\n",
            "\t Leaf Area 15.319754073678743\n",
            "252 3780\n",
            "\t Leaf Area 130.07854642355537\n",
            "253 4325\n",
            "254 2464\n",
            "\t Leaf Area 0.12476649250079015\n",
            "255 3714\n",
            "256 3990\n",
            "\t Leaf Area 16.71332800945612\n",
            "257 4232\n",
            "258 4204\n",
            "\t Leaf Area 124.38309791227826\n",
            "259 4877\n",
            "\t Leaf Area 2.921563283265888\n",
            "260 4565\n",
            "\t Leaf Area 5.083589940108776\n",
            "261 4312\n",
            "\t Leaf Area 282.1172713852502\n",
            "262 5107\n",
            "\t Leaf Area 29.059401002808915\n",
            "263 5039\n",
            "    Only  1  level(s) or max height of  0.0\n",
            "\t Leaf Area 0.0\n",
            "264 3950\n",
            "\t Leaf Area 1.843317570017598\n",
            "265 4979\n",
            "\t Leaf Area 11.352489625949337\n",
            "266 5057\n",
            "\t Leaf Area 368.2420056630934\n",
            "267 2465\n",
            "\t Leaf Area 59.05767626159782\n",
            "268 4606\n",
            "\t Leaf Area 17.02288579042533\n",
            "269 2762\n",
            "\t Leaf Area 26.578768988184546\n",
            "270 4674\n",
            "\t Leaf Area 54.86178045563364\n",
            "271 4115\n",
            "    Only  2  level(s) or max height of  2.7432000000000003\n",
            "\t Leaf Area 0.0\n",
            "272 3783\n",
            "\t Leaf Area 99.3021011035635\n",
            "273 4913\n",
            "\t Leaf Area 39.871773806775934\n",
            "274 4113\n",
            "\t Leaf Area 2.8987344488951394\n",
            "275 4281\n",
            "\t Leaf Area 3.0514942287394375\n",
            "276 4330\n",
            "\t Leaf Area 5.383788241947862\n",
            "277 4648\n",
            "    Only  2  level(s) or max height of  3.3528000000000002\n",
            "\t Leaf Area 0.0\n",
            "278 3986\n",
            "\t Leaf Area 1.664139319322048\n",
            "279 4356\n",
            "\t Leaf Area 508.31042167986476\n",
            "280 4484\n",
            "\t Leaf Area 52.54220174121375\n",
            "281 3800\n",
            "\t Leaf Area 15.070127591747738\n",
            "282 4965\n",
            "    Only  2  level(s) or max height of  5.486400000000001\n",
            "\t Leaf Area 0.0\n",
            "283 5035\n",
            "\t Leaf Area 64.94892177072238\n",
            "284 2764\n",
            "\t Leaf Area 16.66829776542136\n",
            "285 2466\n",
            "286 5103\n",
            "\t Leaf Area 10.033520135521291\n",
            "287 4184\n",
            "\t Leaf Area 154.17679539071142\n",
            "288 5043\n",
            "\t Leaf Area 13.338268287521814\n",
            "289 2765\n",
            "\t Leaf Area 2.692203233678309\n",
            "290 5029\n",
            "\t Leaf Area 35.796543786098205\n",
            "291 4956\n",
            "\t Leaf Area 21.028516477355673\n",
            "292 4559\n",
            "\t Leaf Area 7.760721432070832\n",
            "293 3815\n",
            "\t Leaf Area 0.7570849518807709\n",
            "294 2767\n",
            "\t Leaf Area 1.974703224933585\n",
            "295 5036\n",
            "\t Leaf Area 214.8927691331953\n",
            "296 4974\n",
            "\t Leaf Area 49.238997770509386\n",
            "297 4981\n",
            "\t Leaf Area 1.1277256953963968\n",
            "298 4305\n",
            "\t Leaf Area 101.11092693269137\n",
            "299 5115\n",
            "\t Leaf Area 69.59391789762613\n",
            "300 4096\n",
            "\t Leaf Area 161.25777000502728\n",
            "301 4954\n",
            "\t Leaf Area 3.805657748601814\n",
            "302 2768\n",
            "\t Leaf Area 126.33217037557206\n",
            "303 4866\n",
            "\t Leaf Area 5.690522717277227\n",
            "304 3840\n",
            "305 4969\n",
            "\t Leaf Area 4.80425640672756\n",
            "306 4093\n",
            "\t Leaf Area 8.435305531403214\n",
            "307 3934\n",
            "\t Leaf Area 17.64325773012215\n",
            "308 4007\n",
            "\t Leaf Area 97.05151178184722\n",
            "309 4088\n",
            "310 5015\n",
            "\t Leaf Area 0.6393229619939342\n",
            "311 4999\n",
            "312 2468\n",
            "\t Leaf Area 116.12758746955663\n",
            "313 4196\n",
            "\t Leaf Area 49.52540766864462\n",
            "314 4972\n",
            "\t Leaf Area 111.5834139609874\n",
            "315 3737\n",
            "\t Leaf Area 92.37849452187541\n",
            "316 4683\n",
            "317 5070\n",
            "318 5081\n",
            "    Only  2  level(s) or max height of  2.7432000000000003\n",
            "\t Leaf Area 0.0\n",
            "319 3851\n",
            "320 4198\n",
            "\t Leaf Area 50.54695115851766\n",
            "321 2467\n",
            "322 4718\n",
            "323 2469\n",
            "\t Leaf Area 2.2612066709224394\n",
            "324 3888\n",
            "\t Leaf Area 26.10082824876354\n",
            "325 5042\n",
            "\t Leaf Area 10.883551367296922\n",
            "326 4883\n",
            "327 2470\n",
            "\t Leaf Area 1.0517793767230623\n",
            "328 5014\n",
            "\t Leaf Area 0.192595926351378\n",
            "329 2769\n",
            "330 4941\n",
            "331 4960\n",
            "\t Leaf Area 71.5678833962439\n",
            "332 4180\n",
            "    Only  2  level(s) or max height of  3.048\n",
            "\t Leaf Area 0.0\n",
            "333 4982\n",
            "\t Leaf Area 2.71180663611941\n",
            "334 5041\n",
            "\t Leaf Area 14.323676345197743\n",
            "335 2475\n",
            "\t Leaf Area 62.62924935723597\n",
            "336 5038\n",
            "\t Leaf Area 14.493287961863532\n",
            "337 2473\n",
            "\t Leaf Area 8.642833454212152\n",
            "338 4342\n",
            "\t Leaf Area 446.78043659508114\n",
            "339 5018\n",
            "\t Leaf Area 2.5041753393943713\n",
            "340 4984\n",
            "\t Leaf Area 0.670966470782027\n",
            "341 5066\n",
            "\t Leaf Area 5.054138505731862\n",
            "342 4973\n",
            "\t Leaf Area 135.56869561083667\n",
            "343 5044\n",
            "\t Leaf Area 173.00296062993573\n",
            "344 2472\n",
            "\t Leaf Area 0.6153067783872052\n",
            "345 4998\n",
            "\t Leaf Area 0.8819370637603239\n",
            "346 2477\n",
            "\t Leaf Area 99.01441746711339\n",
            "347 2771\n",
            "\t Leaf Area 3.0595053033270667\n",
            "348 3745\n",
            "\t Leaf Area 51.95544119888349\n",
            "349 4635\n",
            "\t Leaf Area 0.6987174155929177\n",
            "350 4544\n",
            "\t Leaf Area 46.04921227045906\n",
            "351 2474\n",
            "352 4964\n",
            "\t Leaf Area 3.9548252264029244\n",
            "353 4681\n",
            "\t Leaf Area 6.97137854665325\n",
            "354 4146\n",
            "\t Leaf Area 226.855630914381\n",
            "355 4988\n",
            "\t Leaf Area 21.31220461371959\n",
            "356 4295\n",
            "\t Leaf Area 0.6377966150541424\n",
            "357 2772\n",
            "\t Leaf Area 34.86213986570612\n",
            "358 2479\n",
            "\t Leaf Area 12.205261579824255\n",
            "359 4916\n",
            "\t Leaf Area 7.825242312324536\n",
            "360 4130\n",
            "\t Leaf Area 137.03003118921353\n",
            "361 3787\n",
            "\t Leaf Area 0.080198697072772\n",
            "362 4173\n",
            "\t Leaf Area 57.10849251948691\n",
            "363 3890\n",
            "\t Leaf Area 23.95194153219481\n",
            "364 4090\n",
            "\t Leaf Area 130.5028992613272\n",
            "365 4476\n",
            "\t Leaf Area 2.7031624819884024\n",
            "366 2478\n",
            "367 2480\n",
            "368 4226\n",
            "\t Leaf Area 1.2655637837203493\n",
            "369 4328\n",
            "\t Leaf Area 10.544480746636516\n",
            "370 3763\n",
            "\t Leaf Area 8.414854679279093\n",
            "371 4962\n",
            "\t Leaf Area 30.23764120739964\n",
            "372 2483\n",
            "\t Leaf Area 50.98846833186404\n",
            "373 2481\n",
            "    Only  2  level(s) or max height of  4.8768\n",
            "\t Leaf Area 0.0\n",
            "374 5030\n",
            "\t Leaf Area 163.67357728694387\n",
            "375 4629\n",
            "\t Leaf Area 1.7791823528890416\n",
            "376 4268\n",
            "\t Leaf Area 5.137769764385724\n",
            "377 3957\n",
            "378 4773\n",
            "\t Leaf Area 80.69936451483593\n",
            "379 3869\n",
            "\t Leaf Area 1.8432453585099355\n",
            "380 3753\n",
            "\t Leaf Area 137.79823342737592\n",
            "381 3712\n",
            "    Only  2  level(s) or max height of  4.8768\n",
            "\t Leaf Area 0.0\n",
            "382 2482\n",
            "\t Leaf Area 0.46100183746205853\n",
            "383 2774\n",
            "\t Leaf Area 35.44494204409899\n",
            "384 5126\n",
            "385 5055\n",
            "386 3713\n",
            "\t Leaf Area 71.2894264163786\n",
            "387 4647\n",
            "\t Leaf Area 15.399016498026093\n",
            "388 4587\n",
            "\t Leaf Area 6.3040061788308925\n",
            "389 2484\n",
            "\t Leaf Area 97.95555681751884\n",
            "390 4971\n",
            "\t Leaf Area 109.22875425445281\n",
            "391 5022\n",
            "\t Leaf Area 36.2740566463778\n",
            "392 4302\n",
            "\t Leaf Area 11.9548739028827\n",
            "393 4311\n",
            "\t Leaf Area 0.5311592916216952\n",
            "394 2776\n",
            "395 4724\n",
            "\t Leaf Area 11.926604200235758\n",
            "396 5021\n",
            "\t Leaf Area 4.406181992845728\n",
            "397 4186\n",
            "\t Leaf Area 27.094490060958154\n",
            "398 4901\n",
            "\t Leaf Area 79.12144673289697\n",
            "399 4672\n",
            "400 4966\n",
            "\t Leaf Area 4.6758192241986185\n",
            "401 5090\n",
            "\t Leaf Area 37.66768764297374\n",
            "402 4002\n",
            "\t Leaf Area 54.612400101771335\n",
            "403 4917\n",
            "\t Leaf Area 3.3450589438827576\n",
            "404 5034\n",
            "\t Leaf Area 13.425740997322379\n",
            "405 5004\n",
            "\t Leaf Area 3.5604756240031232\n",
            "406 3945\n",
            "407 2778\n",
            "\t Leaf Area 1.3451927438536015\n",
            "408 3794\n",
            "\t Leaf Area 5.408556024809497\n",
            "409 4908\n",
            "\t Leaf Area 24.087194837410102\n",
            "410 2485\n",
            "\t Leaf Area 0.6114982249732578\n",
            "411 4095\n",
            "\t Leaf Area 3.0453532641508056\n",
            "412 4154\n",
            "\t Leaf Area 73.03287111686387\n",
            "413 2489\n",
            "\t Leaf Area 29.55234290430077\n",
            "414 4473\n",
            "\t Leaf Area 4.519915276819523\n",
            "415 2486\n",
            "\t Leaf Area 0.909150604195457\n",
            "416 2487\n",
            "\t Leaf Area 7.778731495231396\n",
            "417 3911\n",
            "\t Leaf Area 218.70411631585353\n",
            "418 4171\n",
            "\t Leaf Area 4.913287413963799\n",
            "419 4092\n",
            "\t Leaf Area 2.5719223743209905\n",
            "420 2779\n",
            "421 2488\n",
            "\t Leaf Area 1.3120368023618663\n",
            "422 4625\n",
            "\t Leaf Area 1.1039991839804162\n",
            "423 3736\n",
            "424 4717\n",
            "\t Leaf Area 1.5391213840668798\n",
            "425 4534\n",
            "\t Leaf Area 0.26294141422092776\n",
            "426 4006\n",
            "\t Leaf Area 60.08459633973705\n",
            "427 5123\n",
            "\t Leaf Area 47.27246964220545\n",
            "428 3893\n",
            "429 4256\n",
            "430 4086\n",
            "\t Leaf Area 0.49273729091533375\n",
            "431 4112\n",
            "\t Leaf Area 17.744932240751552\n",
            "432 4155\n",
            "\t Leaf Area 11.490997976778482\n",
            "433 2781\n",
            "\t Leaf Area 0.8427345030670619\n",
            "434 4767\n",
            "\t Leaf Area 2.0073542349016016\n",
            "435 4716\n",
            "\t Leaf Area 36.268610389803364\n",
            "436 4266\n",
            "437 5024\n",
            "\t Leaf Area 3.5587379825149688\n",
            "438 2490\n",
            "\t Leaf Area 3.388344143688427\n",
            "439 4872\n",
            "440 4240\n",
            "441 4000\n",
            "\t Leaf Area 0.517380317384383\n",
            "442 2782\n",
            "\t Leaf Area 161.81473483354546\n",
            "443 4307\n",
            "\t Leaf Area 17.201419297242502\n",
            "444 4900\n",
            "\t Leaf Area 3.584226354576542\n",
            "445 2491\n",
            "\t Leaf Area 136.8209484716823\n",
            "446 4720\n",
            "\t Leaf Area 18.25424480282733\n",
            "447 4978\n",
            "\t Leaf Area 1.3542417746782633\n",
            "448 3880\n",
            "449 4763\n",
            "\t Leaf Area 1.7728004336081487\n",
            "450 4142\n",
            "451 4335\n",
            "\t Leaf Area 5.4442793150338975\n",
            "452 2492\n",
            "    Only  2  level(s) or max height of  2.7432000000000003\n",
            "\t Leaf Area 0.0\n",
            "453 2494\n",
            "\t Leaf Area 100.67640905937915\n",
            "454 5037\n",
            "455 2787\n",
            "\t Leaf Area 42.65030184870371\n",
            "456 5003\n",
            "\t Leaf Area 3.715640138944756\n",
            "457 3760\n",
            "458 4581\n",
            "\t Leaf Area 3.928457102806707\n",
            "459 2493\n",
            "\t Leaf Area 6.062585386162455\n",
            "460 4762\n",
            "\t Leaf Area 89.34791693206843\n",
            "461 2786\n",
            "\t Leaf Area 5.657029348911822\n",
            "462 4977\n",
            "463 4873\n",
            "\t Leaf Area 18.145931481012212\n",
            "464 5052\n",
            "\t Leaf Area 8.134437746708592\n",
            "465 3741\n",
            "\t Leaf Area 11.16621661636899\n",
            "466 5033\n",
            "\t Leaf Area 130.1198733449625\n",
            "467 2790\n",
            "\t Leaf Area 9.642992598798958\n",
            "468 5106\n",
            "469 4541\n",
            "\t Leaf Area 6.204868571007326\n",
            "470 5091\n",
            "\t Leaf Area 4.218210334485099\n",
            "471 2495\n",
            "472 4468\n",
            "\t Leaf Area 9.817142340811206\n",
            "473 5006\n",
            "\t Leaf Area 3.8417552539676163\n",
            "474 5058\n",
            "\t Leaf Area 10.14964121944067\n",
            "475 4152\n",
            "\t Leaf Area 27.5228552192045\n",
            "476 4340\n",
            "\t Leaf Area 14.530197220452251\n",
            "477 4371\n",
            "\t Leaf Area 1.2556680479832032\n",
            "478 4842\n",
            "\t Leaf Area 1.8717404277880867\n",
            "479 4165\n",
            "\t Leaf Area 2.5575783837904833\n",
            "480 2789\n",
            "\t Leaf Area 14.153620890704186\n",
            "481 5023\n",
            "\t Leaf Area 89.86956867939939\n",
            "482 5079\n",
            "\t Leaf Area 4.855016740018677\n",
            "483 4934\n",
            "484 4897\n",
            "\t Leaf Area 24.86657456572421\n",
            "485 2791\n",
            "\t Leaf Area 1.6121292698380616\n",
            "486 4156\n",
            "    Only  2  level(s) or max height of  3.048\n",
            "\t Leaf Area 0.0\n",
            "487 3833\n",
            "\t Leaf Area 3.8410837158970392\n",
            "488 4791\n",
            "\t Leaf Area 27.28984651022444\n",
            "489 2497\n",
            "\t Leaf Area 11.832770019703302\n",
            "490 4985\n",
            "\t Leaf Area 1.3765903005920512\n",
            "491 5065\n",
            "\t Leaf Area 5.079502715144865\n",
            "492 4920\n",
            "\t Leaf Area 6.069567460105154\n",
            "493 5031\n",
            "494 4562\n",
            "495 4331\n",
            "\t Leaf Area 22.977668432500625\n",
            "496 4017\n",
            "\t Leaf Area 2.8573989323003377\n",
            "497 4811\n",
            "\t Leaf Area 28.72343101779422\n",
            "498 5059\n",
            "\t Leaf Area 0.8895061447464875\n",
            "499 2496\n",
            "    Only  2  level(s) or max height of  5.1816\n",
            "\t Leaf Area 0.0\n",
            "500 4128\n",
            "\t Leaf Area 0.8705928587807088\n",
            "501 5060\n",
            "502 5092\n",
            "\t Leaf Area 33.43394897854645\n",
            "503 4854\n",
            "\t Leaf Area 69.22456714532974\n",
            "504 2793\n",
            "\t Leaf Area 97.5577182172282\n",
            "505 5131\n",
            "\t Leaf Area 92.52024778711625\n",
            "506 4651\n",
            "\t Leaf Area 2.4263378580027624\n",
            "507 4676\n",
            "\t Leaf Area 5.400581929479363\n",
            "508 5019\n",
            "\t Leaf Area 57.92486759754247\n",
            "509 5120\n",
            "\t Leaf Area 2.8280404966845767\n",
            "510 4991\n",
            "511 5032\n",
            "    Only  2  level(s) or max height of  10.0584\n",
            "\t Leaf Area 0.0\n",
            "512 5110\n",
            "513 4474\n",
            "\t Leaf Area 1.6147606740260252\n",
            "514 4722\n",
            "\t Leaf Area 261.45078651044236\n",
            "515 5040\n",
            "\t Leaf Area 2.272136457875501\n",
            "516 3962\n",
            "\t Leaf Area 4.173073437435194\n",
            "517 2794\n",
            "\t Leaf Area 36.631454695603935\n",
            "518 4172\n",
            "\t Leaf Area 8.777477178082155\n",
            "519 5067\n",
            "520 2500\n",
            "\t Leaf Area 180.97638424453638\n",
            "521 3896\n",
            "\t Leaf Area 10.933020825669331\n",
            "522 2796\n",
            "\t Leaf Area 37.75995384727932\n",
            "523 4686\n",
            "\t Leaf Area 34.43294349444768\n",
            "524 4139\n",
            "525 5007\n",
            "\t Leaf Area 55.46600235915671\n",
            "526 4772\n",
            "\t Leaf Area 3.355063726371211\n",
            "527 2498\n",
            "528 4862\n",
            "529 4119\n",
            "530 2797\n",
            "\t Leaf Area 36.64683327105713\n",
            "531 4699\n",
            "532 2502\n",
            "\t Leaf Area 102.57291327687547\n",
            "533 4494\n",
            "\t Leaf Area 160.14429455311617\n",
            "534 4492\n",
            "\t Leaf Area 72.3543405212663\n",
            "535 2499\n",
            "\t Leaf Area 36.86326353753157\n",
            "536 4185\n",
            "537 4912\n",
            "\t Leaf Area 14.36113365871671\n",
            "538 4918\n",
            "\t Leaf Area 54.4406153446182\n",
            "539 4122\n",
            "\t Leaf Area 21.312798022657567\n",
            "540 2800\n",
            "\t Leaf Area 43.405952319085124\n",
            "541 4754\n",
            "542 5129\n",
            "\t Leaf Area 29.8930147285839\n",
            "543 5020\n",
            "544 2803\n",
            "\t Leaf Area 114.7177625966231\n",
            "545 2501\n",
            "\t Leaf Area 13.648065840944229\n",
            "546 3809\n",
            "    Only  2  level(s) or max height of  3.3528000000000002\n",
            "\t Leaf Area 0.0\n",
            "547 2801\n",
            "\t Leaf Area 39.00936445525728\n",
            "548 2799\n",
            "\t Leaf Area 4.110296222409159\n",
            "549 3623\n",
            "\t Leaf Area 43.96204152082311\n",
            "550 2802\n",
            "\t Leaf Area 6.301698880817984\n",
            "551 5130\n",
            "\t Leaf Area 60.93893379146966\n",
            "552 2804\n",
            "\t Leaf Area 112.46673731719586\n",
            "553 4808\n",
            "\t Leaf Area 223.70914289384575\n",
            "554 5074\n",
            "\t Leaf Area 1.1272051369773604\n",
            "555 4633\n",
            "\t Leaf Area 0.30067697774035146\n",
            "556 3652\n",
            "\t Leaf Area 51.680129811002956\n",
            "557 4341\n",
            "\t Leaf Area 298.6110048110878\n",
            "558 5012\n",
            "\t Leaf Area 3.916893129792686\n",
            "559 4887\n",
            "\t Leaf Area 6.644565291061519\n",
            "560 4102\n",
            "\t Leaf Area 1.3348139307317533\n",
            "561 4488\n",
            "\t Leaf Area 0.9265420775662877\n",
            "562 5118\n",
            "\t Leaf Area 131.74441795694224\n",
            "563 4601\n",
            "\t Leaf Area 10.715662631359981\n",
            "564 2805\n",
            "\t Leaf Area 78.25291570551573\n",
            "565 3791\n",
            "\t Leaf Area 5.943156800116047\n",
            "566 5049\n",
            "\t Leaf Area 75.18997140774798\n",
            "567 2806\n",
            "\t Leaf Area 18.086749261094905\n",
            "568 4334\n",
            "569 4031\n",
            "\t Leaf Area 25.678847800112948\n",
            "570 2506\n",
            "\t Leaf Area 152.1210831884548\n",
            "571 2504\n",
            "\t Leaf Area 1.981275091083687\n",
            "572 2503\n",
            "573 5078\n",
            "\t Leaf Area 1.382858446264482\n",
            "574 3905\n",
            "575 4291\n",
            "\t Leaf Area 20.49373489671945\n",
            "576 4358\n",
            "577 2505\n",
            "\t Leaf Area 1.8154742668643309\n",
            "578 4582\n",
            "\t Leaf Area 5.087164205839035\n",
            "579 5061\n",
            "580 3615\n",
            "\t Leaf Area 107.1180305336925\n",
            "581 4925\n",
            "\t Leaf Area 107.90676285405638\n",
            "582 4377\n",
            "583 4386\n",
            "\t Leaf Area 123.06492490159089\n",
            "584 4381\n",
            "\t Leaf Area 31.231398637965153\n",
            "585 4764\n",
            "\t Leaf Area 0.871999206935868\n",
            "586 4005\n",
            "\t Leaf Area 5.5256881580793795\n",
            "587 2808\n",
            "\t Leaf Area 161.95069358765363\n",
            "588 2811\n",
            "\t Leaf Area 467.81399828972985\n",
            "589 3696\n",
            "590 4469\n",
            "\t Leaf Area 41.64021292167629\n",
            "591 4294\n",
            "\t Leaf Area 28.830831857700517\n",
            "592 4189\n",
            "\t Leaf Area 9.492805325885847\n",
            "593 4116\n",
            "594 2507\n",
            "595 4279\n",
            "\t Leaf Area 0.21480160640956428\n",
            "596 3973\n",
            "\t Leaf Area 41.021803696185884\n",
            "597 4348\n",
            "\t Leaf Area 166.17503106147174\n",
            "598 4577\n",
            "\t Leaf Area 2.613381822229168\n",
            "599 3740\n",
            "\t Leaf Area 31.48176390310286\n",
            "600 4104\n",
            "\t Leaf Area 119.477321282644\n",
            "601 2508\n",
            "\t Leaf Area 23.473814748483836\n",
            "602 4753\n",
            "\t Leaf Area 91.03048079828918\n",
            "603 4304\n",
            "604 4026\n",
            "605 3762\n",
            "\t Leaf Area 54.30126054664308\n",
            "606 3639\n",
            "\t Leaf Area 6.012127478012869\n",
            "607 4721\n",
            "    Only  2  level(s) or max height of  5.486400000000001\n",
            "\t Leaf Area 0.0\n",
            "608 2509\n",
            "\t Leaf Area 0.8921933189363059\n",
            "609 5071\n",
            "\t Leaf Area 5.129738593710648\n",
            "610 4258\n",
            "611 4283\n",
            "\t Leaf Area 11.86243041145182\n",
            "612 3915\n",
            "\t Leaf Area 24.13042726683605\n",
            "613 4761\n",
            "\t Leaf Area 23.22315450764947\n",
            "614 4346\n",
            "\t Leaf Area 250.01492475018654\n",
            "615 2512\n",
            "\t Leaf Area 7.6028989110371805\n",
            "616 2511\n",
            "\t Leaf Area 56.37110102319116\n",
            "617 4099\n",
            "\t Leaf Area 24.976582888113718\n",
            "618 4085\n",
            "    Only  2  level(s) or max height of  3.3528000000000002\n",
            "\t Leaf Area 0.0\n",
            "619 5064\n",
            "\t Leaf Area 3.1970637316916104\n",
            "620 4868\n",
            "\t Leaf Area 3.242430871437444\n",
            "621 2510\n",
            "622 2812\n",
            "\t Leaf Area 59.69820394052005\n",
            "623 5045\n",
            "\t Leaf Area 52.77252656396014\n",
            "624 3693\n",
            "\t Leaf Area 2.1419895321172286\n",
            "625 3710\n",
            "\t Leaf Area 5.576449785148289\n",
            "626 3919\n",
            "\t Leaf Area 11.365091245298059\n",
            "627 2514\n",
            "\t Leaf Area 76.53677456159079\n",
            "628 4751\n",
            "629 2814\n",
            "\t Leaf Area 90.55386264755998\n",
            "630 4820\n",
            "631 4590\n",
            "632 2815\n",
            "\t Leaf Area 42.300941805861115\n",
            "633 4367\n",
            "\t Leaf Area 26.776369922724985\n",
            "634 4726\n",
            "\t Leaf Area 166.64647659433723\n",
            "635 3678\n",
            "\t Leaf Area 24.176345399250998\n",
            "636 2513\n",
            "637 4748\n",
            "\t Leaf Area 27.286842660894774\n",
            "638 4834\n",
            "\t Leaf Area 14.18194577420349\n",
            "639 3749\n",
            "\t Leaf Area 4.580278097915425\n",
            "640 2813\n",
            "641 3922\n",
            "\t Leaf Area 14.381131540814213\n",
            "642 3901\n",
            "\t Leaf Area 2.062806009346397\n",
            "643 4817\n",
            "\t Leaf Area 2.5498812962651827\n",
            "644 4756\n",
            "\t Leaf Area 21.956174076224904\n",
            "645 4391\n",
            "646 3935\n",
            "\t Leaf Area 113.4859033907352\n",
            "647 2816\n",
            "\t Leaf Area 8.725999425128355\n",
            "648 5112\n",
            "\t Leaf Area 16.497487609840654\n",
            "649 2515\n",
            "\t Leaf Area 16.46646609653291\n",
            "650 4310\n",
            "651 2516\n",
            "\t Leaf Area 1.9367068447913678\n",
            "652 3562\n",
            "\t Leaf Area 1.6429844165761427\n",
            "653 4895\n",
            "654 3666\n",
            "\t Leaf Area 478.5072666599866\n",
            "655 4823\n",
            "\t Leaf Area 22.337248245465638\n",
            "656 3788\n",
            "657 3733\n",
            "\t Leaf Area 745.0710347203762\n",
            "658 2517\n",
            "659 4837\n",
            "\t Leaf Area 0.7824793743374373\n",
            "660 4532\n",
            "\t Leaf Area 13.969422131068093\n",
            "661 4786\n",
            "\t Leaf Area 37.39122076053137\n",
            "662 4345\n",
            "\t Leaf Area 7.571024253766622\n",
            "663 2519\n",
            "\t Leaf Area 161.2675273078728\n",
            "664 5098\n",
            "    Only  2  level(s) or max height of  2.7432000000000003\n",
            "\t Leaf Area 0.0\n",
            "665 4831\n",
            "\t Leaf Area 8.898383338408708\n",
            "666 3871\n",
            "667 2820\n",
            "\t Leaf Area 250.84671985561423\n",
            "668 2817\n",
            "\t Leaf Area 0.8211487585243193\n",
            "669 4930\n",
            "\t Leaf Area 5.68963944093686\n",
            "670 4183\n",
            "671 2818\n",
            "    Only  2  level(s) or max height of  3.3528000000000002\n",
            "\t Leaf Area 0.0\n",
            "672 2518\n",
            "673 3929\n",
            "\t Leaf Area 9.311304088736584\n",
            "674 3995\n",
            "\t Leaf Area 337.10898734589557\n",
            "675 5128\n",
            "676 2819\n",
            "    Only  2  level(s) or max height of  5.1816\n",
            "\t Leaf Area 0.0\n",
            "677 4857\n",
            "    Only  2  level(s) or max height of  8.5344\n",
            "\t Leaf Area 0.0\n",
            "678 4603\n",
            "\t Leaf Area 1.357551157624034\n",
            "679 2520\n",
            "\t Leaf Area 8.878332306227225\n",
            "680 4830\n",
            "\t Leaf Area 3.4946856902532564\n",
            "681 4813\n",
            "\t Leaf Area 5.060119032484401\n",
            "682 2523\n",
            "\t Leaf Area 32.031601994876794\n",
            "683 3904\n",
            "684 5069\n",
            "\t Leaf Area 268.06554870912873\n",
            "685 2525\n",
            "\t Leaf Area 235.16558803291122\n",
            "686 5134\n",
            "\t Leaf Area 6.2690168194114175\n",
            "687 2521\n",
            "688 4161\n",
            "\t Leaf Area 50.37557145875275\n",
            "689 4567\n",
            "\t Leaf Area 6.758145947669102\n",
            "690 4308\n",
            "\t Leaf Area 11.357909700655263\n",
            "691 2522\n",
            "\t Leaf Area 0.8453886242482354\n",
            "692 5063\n",
            "\t Leaf Area 9.834187672208426\n",
            "693 3612\n",
            "\t Leaf Area 32.6083740519576\n",
            "694 3595\n",
            "\t Leaf Area 62.03806789866509\n",
            "695 3972\n",
            "    Only  1  level(s) or max height of  3.048\n",
            "\t Leaf Area 0.0\n",
            "696 4757\n",
            "\t Leaf Area 32.12749758593106\n",
            "697 4333\n",
            "698 3975\n",
            "\t Leaf Area 15.48659760448577\n",
            "699 4769\n",
            "700 5082\n",
            "\t Leaf Area 14.871968454162989\n",
            "701 2526\n",
            "\t Leaf Area 61.897371161927914\n",
            "702 4649\n",
            "\t Leaf Area 23.692389819695464\n",
            "703 3492\n",
            "\t Leaf Area 12.614281975258804\n",
            "704 2524\n",
            "705 3545\n",
            "\t Leaf Area 2.7127430390040606\n",
            "706 3774\n",
            "\t Leaf Area 4.648935715910531\n",
            "707 4491\n",
            "\t Leaf Area 21.545117170340426\n",
            "708 5132\n",
            "\t Leaf Area 27.18800501028329\n",
            "709 4939\n",
            "\t Leaf Area 80.41729368694816\n",
            "710 2529\n",
            "\t Leaf Area 168.09240219627924\n",
            "711 5097\n",
            "\t Leaf Area 2.2643743726484287\n",
            "712 4513\n",
            "\t Leaf Area 10.140607476435607\n",
            "713 2822\n",
            "\t Leaf Area 10.325515593204575\n",
            "714 3777\n",
            "\t Leaf Area 1.4152190496580201\n",
            "715 4924\n",
            "\t Leaf Area 370.4883175881163\n",
            "716 2527\n",
            "\t Leaf Area 1.02579626046202\n",
            "717 4560\n",
            "\t Leaf Area 14.35047433534153\n",
            "718 3490\n",
            "\t Leaf Area 13.138472718966804\n",
            "719 4033\n",
            "\t Leaf Area 32.72452991374503\n",
            "720 5133\n",
            "721 5113\n",
            "\t Leaf Area 24.75248460815684\n",
            "722 2528\n",
            "    Only  2  level(s) or max height of  3.048\n",
            "\t Leaf Area 0.0\n",
            "723 4378\n",
            "724 4746\n",
            "725 3468\n",
            "\t Leaf Area 68.5181833708274\n",
            "726 4802\n",
            "\t Leaf Area 9.790791923201995\n",
            "727 4632\n",
            "\t Leaf Area 2.973787450672258\n",
            "728 2824\n",
            "\t Leaf Area 72.1706908972806\n",
            "729 2826\n",
            "\t Leaf Area 9.85307602240808\n",
            "730 3685\n",
            "\t Leaf Area 111.00133763750176\n",
            "731 2828\n",
            "\t Leaf Area 5.67004796149229\n",
            "732 4337\n",
            "\t Leaf Area 25.17402632253278\n",
            "733 3472\n",
            "\t Leaf Area 48.9651786302749\n",
            "734 3489\n",
            "\t Leaf Area 15.051079577765917\n",
            "735 4702\n",
            "\t Leaf Area 13.597250422819522\n",
            "736 4874\n",
            "\t Leaf Area 75.55591414124112\n",
            "737 2825\n",
            "    Only  2  level(s) or max height of  7.315200000000001\n",
            "\t Leaf Area 0.0\n",
            "738 5111\n",
            "\t Leaf Area 48.156154471137135\n",
            "739 4770\n",
            "\t Leaf Area 5.043884398933311\n",
            "740 4013\n",
            "741 5102\n",
            "\t Leaf Area 12.363441713888756\n",
            "742 2829\n",
            "\t Leaf Area 5.093483659266713\n",
            "743 3573\n",
            "\t Leaf Area 2.4938515763619358\n",
            "744 2827\n",
            "745 3588\n",
            "\t Leaf Area 1.0634637715547988\n",
            "746 3594\n",
            "\t Leaf Area 14.58404056528404\n",
            "747 4911\n",
            "\t Leaf Area 84.93234400413733\n",
            "748 3683\n",
            "\t Leaf Area 90.78512140384777\n",
            "749 3798\n",
            "750 4622\n",
            "\t Leaf Area 54.76969977080677\n",
            "751 4798\n",
            "\t Leaf Area 30.44447677147043\n",
            "752 4368\n",
            "\t Leaf Area 121.30543570452937\n",
            "753 3459\n",
            "\t Leaf Area 8.197624512948552\n",
            "754 4129\n",
            "\t Leaf Area 7.086385710203275\n",
            "755 3414\n",
            "\t Leaf Area 3.66129551975371\n",
            "756 4211\n",
            "    Only  2  level(s) or max height of  2.7432000000000003\n",
            "\t Leaf Area 0.0\n",
            "757 2830\n",
            "\t Leaf Area 0.0737946496756859\n",
            "758 3505\n",
            "\t Leaf Area 1.17215882540771\n",
            "759 3485\n",
            "\t Leaf Area 17.580378447913223\n",
            "760 4486\n",
            "\t Leaf Area 224.89267261066732\n",
            "761 5087\n",
            "\t Leaf Area 6.702494192144379\n",
            "762 3529\n",
            "\t Leaf Area 2.157025422815247\n",
            "763 2534\n",
            "\t Leaf Area 334.5447314754047\n",
            "764 3845\n",
            "\t Leaf Area 2.50729702042548\n",
            "765 3458\n",
            "\t Leaf Area 9.941557555947664\n",
            "766 4004\n",
            "\t Leaf Area 2.3758590615913495\n",
            "767 2837\n",
            "\t Leaf Area 21.71162010133143\n",
            "768 4151\n",
            "\t Leaf Area 35.02194496944327\n",
            "769 4143\n",
            "\t Leaf Area 8.716739718470453\n",
            "770 2831\n",
            "\t Leaf Area 1.924180317120854\n",
            "771 4557\n",
            "\t Leaf Area 15.822337380524772\n",
            "772 4788\n",
            "\t Leaf Area 19.4215805279611\n",
            "773 2832\n",
            "\t Leaf Area 10.736371896691454\n",
            "774 2531\n",
            "775 3482\n",
            "\t Leaf Area 22.573037248676407\n",
            "776 2536\n",
            "\t Leaf Area 106.14080706201045\n",
            "777 2833\n",
            "\t Leaf Area 1.097726562165038\n",
            "778 4838\n",
            "\t Leaf Area 12.710662196898628\n",
            "779 2532\n",
            "780 4943\n",
            "\t Leaf Area 0.1522995548843847\n",
            "781 3686\n",
            "    Only  2  level(s) or max height of  3.048\n",
            "\t Leaf Area 0.0\n",
            "782 4884\n",
            "783 2834\n",
            "    Only  2  level(s) or max height of  6.4008\n",
            "\t Leaf Area 0.0\n",
            "784 2836\n",
            "\t Leaf Area 0.8989403109874933\n",
            "785 2835\n",
            "\t Leaf Area 3.546320467820658\n",
            "786 3452\n",
            "\t Leaf Area 2.1036080430046153\n",
            "787 3806\n",
            "\t Leaf Area 21.850288500173807\n",
            "788 3747\n",
            "\t Leaf Area 1.5595811562598767\n",
            "789 4841\n",
            "\t Leaf Area 14.40411564781381\n",
            "790 5125\n",
            "\t Leaf Area 75.72089801173273\n",
            "791 4322\n",
            "\t Leaf Area 2.0263094869600717\n",
            "792 4289\n",
            "\t Leaf Area 53.75538933878065\n",
            "793 3754\n",
            "\t Leaf Area 30.97560676213367\n",
            "794 3394\n",
            "\t Leaf Area 1.9340801767577138\n",
            "795 4818\n",
            "\t Leaf Area 56.626020245986844\n",
            "796 3481\n",
            "\t Leaf Area 29.250355385621624\n",
            "797 5122\n",
            "\t Leaf Area 197.7157400948478\n",
            "798 2533\n",
            "799 4527\n",
            "\t Leaf Area 1.8274842782586813\n",
            "800 4306\n",
            "801 4784\n",
            "\t Leaf Area 8.639538205224877\n",
            "802 2535\n",
            "803 5114\n",
            "\t Leaf Area 31.015821433255372\n",
            "804 4695\n",
            "\t Leaf Area 3.9176508702626522\n",
            "805 4881\n",
            "\t Leaf Area 8.605879337939948\n",
            "806 4826\n",
            "\t Leaf Area 1.7625136096715084\n",
            "807 3993\n",
            "\t Leaf Area 239.3634219244604\n",
            "808 4663\n",
            "\t Leaf Area 31.721196967126943\n",
            "809 3625\n",
            "\t Leaf Area 278.47064379421215\n",
            "810 4134\n",
            "\t Leaf Area 6.899126433135692\n",
            "811 2538\n",
            "\t Leaf Area 9.581746548531585\n",
            "812 4614\n",
            "813 3899\n",
            "\t Leaf Area 32.185494778622115\n",
            "814 4524\n",
            "\t Leaf Area 11.203403020047029\n",
            "815 4517\n",
            "\t Leaf Area 125.43812235428054\n",
            "816 4375\n",
            "\t Leaf Area 17.3111949734137\n",
            "817 4470\n",
            "\t Leaf Area 0.41537321683973316\n",
            "818 2537\n",
            "    Only  2  level(s) or max height of  5.486400000000001\n",
            "\t Leaf Area 0.0\n",
            "819 3656\n",
            "820 4691\n",
            "\t Leaf Area 1.333203014876895\n",
            "821 2838\n",
            "\t Leaf Area 3.415619064992102\n",
            "822 3478\n",
            "\t Leaf Area 20.704943446165007\n",
            "823 2540\n",
            "\t Leaf Area 31.6809266657659\n",
            "824 2539\n",
            "\t Leaf Area 3.9337623384539406\n",
            "825 5119\n",
            "\t Leaf Area 2.048218209301506\n",
            "826 4549\n",
            "\t Leaf Area 14.076091882656204\n",
            "827 2541\n",
            "\t Leaf Area 35.03422483319053\n",
            "828 2839\n",
            "\t Leaf Area 1.595484773817577\n",
            "829 3608\n",
            "\t Leaf Area 22.58001408011581\n",
            "830 4136\n",
            "\t Leaf Area 193.4723535924408\n",
            "831 4794\n",
            "832 4821\n",
            "833 4932\n",
            "\t Leaf Area 266.0974310135965\n",
            "834 3609\n",
            "\t Leaf Area 32.92109501709168\n",
            "835 5127\n",
            "\t Leaf Area 0.7676086184237172\n",
            "836 2840\n",
            "837 4707\n",
            "\t Leaf Area 7.576668824174475\n",
            "838 4251\n",
            "\t Leaf Area 25.895914709264403\n",
            "839 3476\n",
            "\t Leaf Area 26.397238078172844\n",
            "840 4493\n",
            "\t Leaf Area 119.54995733589654\n",
            "841 4022\n",
            "\t Leaf Area 6.654339311718482\n",
            "842 5135\n",
            "\t Leaf Area 1.8166229076628957\n",
            "843 2542\n",
            "    Only  2  level(s) or max height of  7.315200000000001\n",
            "\t Leaf Area 0.0\n",
            "844 4028\n",
            "845 3867\n",
            "\t Leaf Area 8.063652995665148\n",
            "846 4225\n",
            "\t Leaf Area 1.298748815494503\n",
            "847 2844\n",
            "\t Leaf Area 134.98536859171188\n",
            "848 4942\n",
            "849 3629\n",
            "\t Leaf Area 156.0183734060418\n",
            "850 3567\n",
            "\t Leaf Area 6.951796650238864\n",
            "851 4548\n",
            "\t Leaf Area 7.1679670885538975\n",
            "852 4893\n",
            "\t Leaf Area 36.26164429323588\n",
            "853 4120\n",
            "\t Leaf Area 20.32846177401936\n",
            "854 3543\n",
            "\t Leaf Area 4.436196421641827\n",
            "855 2842\n",
            "\t Leaf Area 4.118462868277364\n",
            "856 4876\n",
            "\t Leaf Area 276.1459990543713\n",
            "857 4545\n",
            "\t Leaf Area 9.119444373663313\n",
            "858 4518\n",
            "\t Leaf Area 9.11370740001756\n",
            "859 3431\n",
            "\t Leaf Area 205.31581019661866\n",
            "860 4744\n",
            "\t Leaf Area 0.48112860967902243\n",
            "861 4815\n",
            "862 3342\n",
            "\t Leaf Area 3.6694538383919655\n",
            "863 4158\n",
            "\t Leaf Area 32.211447266304745\n",
            "864 3636\n",
            "\t Leaf Area 258.4670973499542\n",
            "865 2543\n",
            "\t Leaf Area 60.0778253318645\n",
            "866 2544\n",
            "\t Leaf Area 49.44220260472258\n",
            "867 3549\n",
            "\t Leaf Area 33.0736955302204\n",
            "868 3521\n",
            "\t Leaf Area 1.4765201022341228\n",
            "869 4750\n",
            "\t Leaf Area 184.13095433364882\n",
            "870 4580\n",
            "\t Leaf Area 97.75095061591969\n",
            "871 3316\n",
            "\t Leaf Area 177.57771254719609\n",
            "872 2546\n",
            "\t Leaf Area 65.72486505717998\n",
            "873 4919\n",
            "874 3388\n",
            "\t Leaf Area 18.23459505513571\n",
            "875 3540\n",
            "\t Leaf Area 11.33205750143997\n",
            "876 4542\n",
            "\t Leaf Area 9.106764308737668\n",
            "877 4332\n",
            "878 4795\n",
            "\t Leaf Area 15.85580206302704\n",
            "879 3528\n",
            "\t Leaf Area 9.449328510481111\n",
            "880 4904\n",
            "\t Leaf Area 26.56714804869346\n",
            "881 2545\n",
            "882 4100\n",
            "\t Leaf Area 40.24991219369575\n",
            "883 3691\n",
            "\t Leaf Area 17.790927402691366\n",
            "884 2547\n",
            "\t Leaf Area 2.5093913704851727\n",
            "885 4540\n",
            "\t Leaf Area 4.379205651726214\n",
            "886 3633\n",
            "\t Leaf Area 502.45816957893953\n",
            "887 3734\n",
            "\t Leaf Area 4.253180428975015\n",
            "888 2548\n",
            "\t Leaf Area 0.4416521327633427\n",
            "889 4236\n",
            "    Only  2  level(s) or max height of  7.9248\n",
            "\t Leaf Area 0.0\n",
            "890 2549\n",
            "\t Leaf Area 1.5180315654671908\n",
            "891 4512\n",
            "\t Leaf Area 1.292719491744298\n",
            "892 3488\n",
            "\t Leaf Area 5.347784333183126\n",
            "893 4275\n",
            "\t Leaf Area 78.47727212535035\n",
            "894 4713\n",
            "\t Leaf Area 7.073148231214284\n",
            "895 2845\n",
            "896 4539\n",
            "\t Leaf Area 7.976059016273066\n",
            "897 2550\n",
            "\t Leaf Area 7.662092063206537\n",
            "898 4766\n",
            "    Only  2  level(s) or max height of  5.1816\n",
            "\t Leaf Area 0.0\n",
            "899 4589\n",
            "\t Leaf Area 88.39248680226699\n",
            "900 4894\n",
            "\t Leaf Area 1.2447277230609681\n",
            "901 3396\n",
            "\t Leaf Area 11.639420740290465\n",
            "902 3319\n",
            "903 4848\n",
            "\t Leaf Area 91.23064043552364\n",
            "904 2846\n",
            "    Only  2  level(s) or max height of  8.5344\n",
            "\t Leaf Area 0.0\n",
            "905 3520\n",
            "\t Leaf Area 15.681826948922081\n",
            "906 4255\n",
            "907 3307\n",
            "\t Leaf Area 9.571430568661658\n",
            "908 3576\n",
            "\t Leaf Area 695.6192711080137\n",
            "909 3665\n",
            "\t Leaf Area 3.8217745809903914\n",
            "910 3542\n",
            "\t Leaf Area 20.032266882185432\n",
            "911 4778\n",
            "\t Leaf Area 23.855771342052005\n",
            "912 3994\n",
            "\t Leaf Area 17.67293647352314\n",
            "913 4765\n",
            "914 3473\n",
            "\t Leaf Area 14.60072509828788\n",
            "915 4536\n",
            "\t Leaf Area 19.244506297394118\n",
            "916 2849\n",
            "\t Leaf Area 19.010982802474683\n",
            "917 3407\n",
            "\t Leaf Area 115.14332715062991\n",
            "918 4576\n",
            "\t Leaf Area 53.236203356718136\n",
            "919 4755\n",
            "\t Leaf Area 2.73842186967792\n",
            "920 3534\n",
            "\t Leaf Area 243.16503164901752\n",
            "921 3340\n",
            "\t Leaf Area 8.12742165797546\n",
            "922 2851\n",
            "\t Leaf Area 175.1418119460696\n",
            "923 2848\n",
            "\t Leaf Area 71.4562889401879\n",
            "924 4575\n",
            "\t Leaf Area 70.75704201796837\n",
            "925 4583\n",
            "\t Leaf Area 115.5456222199366\n",
            "926 4860\n",
            "    Only  2  level(s) or max height of  8.8392\n",
            "\t Leaf Area 0.0\n",
            "927 3722\n",
            "\t Leaf Area 2.4694910568229043\n",
            "928 4094\n",
            "929 4844\n",
            "\t Leaf Area 14.641787847707366\n",
            "930 3523\n",
            "\t Leaf Area 96.10990392200777\n",
            "931 4489\n",
            "\t Leaf Area 0.07420011478379406\n",
            "932 4347\n",
            "\t Leaf Area 2.459201816290385\n",
            "933 3682\n",
            "\t Leaf Area 33.30012936216686\n",
            "934 3517\n",
            "\t Leaf Area 30.908450342697446\n",
            "935 3979\n",
            "\t Leaf Area 42.02640584865935\n",
            "936 4467\n",
            "937 3553\n",
            "\t Leaf Area 44.40247564016415\n",
            "938 3403\n",
            "\t Leaf Area 153.5791998672449\n",
            "939 3535\n",
            "\t Leaf Area 122.72904558678329\n",
            "940 4531\n",
            "\t Leaf Area 12.31463153808365\n",
            "941 3462\n",
            "942 4450\n",
            "\t Leaf Area 37.56350641634098\n",
            "943 2551\n",
            "944 3856\n",
            "\t Leaf Area 1.3960897944637896\n",
            "945 4109\n",
            "946 4700\n",
            "\t Leaf Area 5.030948530874484\n",
            "947 4935\n",
            "\t Leaf Area 49.46993503948702\n",
            "948 4836\n",
            "\t Leaf Area 77.74912669375887\n",
            "949 3283\n",
            "\t Leaf Area 160.19391199035192\n",
            "950 3325\n",
            "\t Leaf Area 1.4281107692903843\n",
            "951 4385\n",
            "\t Leaf Area 13.979596988799884\n",
            "952 2853\n",
            "\t Leaf Area 14.247006464105056\n",
            "953 4200\n",
            "    Only  2  level(s) or max height of  9.4488\n",
            "\t Leaf Area 0.0\n",
            "954 2552\n",
            "955 3746\n",
            "\t Leaf Area 18.63337297539751\n",
            "956 3621\n",
            "\t Leaf Area 71.94104420655323\n",
            "957 3286\n",
            "\t Leaf Area 149.53548267209462\n",
            "958 4528\n",
            "\t Leaf Area 5.0160992866927\n",
            "959 4782\n",
            "960 3270\n",
            "\t Leaf Area 4.022284956258421\n",
            "961 3618\n",
            "\t Leaf Area 92.99702889383671\n",
            "962 4201\n",
            "963 3866\n",
            "\t Leaf Area 395.34142622406506\n",
            "964 3466\n",
            "\t Leaf Area 36.42156632879475\n",
            "965 3376\n",
            "\t Leaf Area 36.55457309878267\n",
            "966 4526\n",
            "\t Leaf Area 12.768752948905236\n",
            "967 4780\n",
            "968 3278\n",
            "\t Leaf Area 47.63318762096534\n",
            "969 4203\n",
            "\t Leaf Area 7.188128977330048\n",
            "970 2555\n",
            "\t Leaf Area 79.4368525084827\n",
            "971 4926\n",
            "\t Leaf Area 84.59819795111582\n",
            "972 3684\n",
            "\t Leaf Area 461.130136307861\n",
            "973 4845\n",
            "\t Leaf Area 98.38010599551907\n",
            "974 4051\n",
            "\t Leaf Area 0.9410901580674113\n",
            "975 3281\n",
            "\t Leaf Area 84.74873619401254\n",
            "976 4888\n",
            "\t Leaf Area 69.87543939527174\n",
            "977 2554\n",
            "\t Leaf Area 11.407892723233456\n",
            "978 3537\n",
            "\t Leaf Area 2.3257980619791976\n",
            "979 4529\n",
            "\t Leaf Area 2.794272591228951\n",
            "980 2553\n",
            "981 4475\n",
            "982 4623\n",
            "983 3730\n",
            "\t Leaf Area 0.711730202725251\n",
            "984 3412\n",
            "\t Leaf Area 326.8767283508138\n",
            "985 3463\n",
            "\t Leaf Area 21.50187156269676\n",
            "986 4137\n",
            "\t Leaf Area 32.0962409703502\n",
            "987 3805\n",
            "988 3250\n",
            "\t Leaf Area 0.4900550566558813\n",
            "989 3532\n",
            "\t Leaf Area 11.99640087014493\n",
            "990 3314\n",
            "\t Leaf Area 57.29454267399003\n",
            "991 3750\n",
            "992 4697\n",
            "\t Leaf Area 79.10211767583178\n",
            "993 3526\n",
            "\t Leaf Area 49.76818588308926\n",
            "994 4792\n",
            "\t Leaf Area 22.977329150464165\n",
            "995 2854\n",
            "\t Leaf Area 4.827302396407673\n",
            "996 3441\n",
            "\t Leaf Area 236.83758081956717\n",
            "997 3439\n",
            "\t Leaf Area 1.538280310070691\n",
            "998 3550\n",
            "\t Leaf Area 279.96324194327946\n",
            "999 3339\n",
            "\t Leaf Area 90.13213023523781\n",
            "1000 3419\n",
            "1001 2855\n",
            "1002 2556\n",
            "\t Leaf Area 5.4031666831205225\n",
            "1003 3447\n",
            "\t Leaf Area 4.418310144574129\n",
            "1004 3429\n",
            "\t Leaf Area 0.2675548116961389\n",
            "1005 4747\n",
            "\t Leaf Area 0.98215938606929\n",
            "1006 4216\n",
            "\t Leaf Area 2.2631396366843313\n",
            "1007 4138\n",
            "\t Leaf Area 4.110203949521759\n",
            "1008 2856\n",
            "\t Leaf Area 17.532973149472173\n",
            "1009 3584\n",
            "\t Leaf Area 0.7916744415156095\n",
            "1010 3312\n",
            "\t Leaf Area 23.68217497548363\n",
            "1011 4886\n",
            "\t Leaf Area 1.3404064367619597\n",
            "1012 4666\n",
            "\t Leaf Area 41.5832304334011\n",
            "1013 3635\n",
            "\t Leaf Area 0.8944149367534391\n",
            "1014 3694\n",
            "\t Leaf Area 57.10830437876296\n",
            "1015 4352\n",
            "\t Leaf Area 9.894707581079434\n",
            "1016 4608\n",
            "\t Leaf Area 46.14456195848849\n",
            "1017 4882\n",
            "\t Leaf Area 3.2753984341067666\n",
            "1018 4905\n",
            "\t Leaf Area 154.8318807489072\n",
            "1019 2857\n",
            "\t Leaf Area 44.51010829074125\n",
            "1020 4157\n",
            "\t Leaf Area 15.393095376404112\n",
            "1021 4856\n",
            "\t Leaf Area 189.95338335499036\n",
            "1022 4193\n",
            "\t Leaf Area 13.800134048996245\n",
            "1023 4520\n",
            "\t Leaf Area 12.008606508739826\n",
            "1024 3237\n",
            "\t Leaf Area 16.931230708603607\n",
            "1025 3370\n",
            "\t Leaf Area 11.574035484483467\n",
            "1026 4118\n",
            "\t Leaf Area 27.348537697429492\n",
            "1027 3688\n",
            "\t Leaf Area 3.2508602768261436\n",
            "1028 2557\n",
            "1029 3508\n",
            "\t Leaf Area 6.240110325812962\n",
            "1030 3343\n",
            "\t Leaf Area 60.88246542062003\n",
            "1031 4907\n",
            "\t Leaf Area 114.48469092259415\n",
            "1032 2859\n",
            "\t Leaf Area 227.14101502389286\n",
            "1033 3507\n",
            "\t Leaf Area 8.244333935340482\n",
            "1034 4745\n",
            "1035 4401\n",
            "\t Leaf Area 27.818774928183625\n",
            "1036 3456\n",
            "\t Leaf Area 7.911250458667659\n",
            "1037 4843\n",
            "\t Leaf Area 5.583147651011261\n",
            "1038 3308\n",
            "\t Leaf Area 1.2721428053511035\n",
            "1039 2858\n",
            "1040 3547\n",
            "\t Leaf Area 140.41218159091494\n",
            "1041 4514\n",
            "\t Leaf Area 11.807955449069574\n",
            "1042 4009\n",
            "1043 3264\n",
            "\t Leaf Area 13.201977998093767\n",
            "1044 3418\n",
            "\t Leaf Area 200.29222444082433\n",
            "1045 4922\n",
            "\t Leaf Area 8.999679938937133\n",
            "1046 4658\n",
            "\t Leaf Area 30.293431147475076\n",
            "1047 3942\n",
            "\t Leaf Area 0.806504910038906\n",
            "1048 2860\n",
            "\t Leaf Area 1.1661216192570878\n",
            "1049 4049\n",
            "1050 2559\n",
            "\t Leaf Area 10.644959890191656\n",
            "1051 2560\n",
            "\t Leaf Area 38.5043897550762\n",
            "1052 3744\n",
            "\t Leaf Area 103.55076097647907\n",
            "1053 4617\n",
            "\t Leaf Area 93.37154075070016\n",
            "1054 3504\n",
            "\t Leaf Area 5.95443641015581\n",
            "1055 4511\n",
            "\t Leaf Area 10.44671893740491\n",
            "1056 2861\n",
            "1057 4889\n",
            "1058 4636\n",
            "1059 2863\n",
            "    Only  2  level(s) or max height of  5.1816\n",
            "\t Leaf Area 0.0\n",
            "1060 3455\n",
            "\t Leaf Area 31.66002547552914\n",
            "1061 3225\n",
            "\t Leaf Area 95.04775765811402\n",
            "1062 4839\n",
            "\t Leaf Area 6.106224955883567\n",
            "1063 2866\n",
            "\t Leaf Area 50.31539865573523\n",
            "1064 4715\n",
            "\t Leaf Area 50.85593963912642\n",
            "1065 3373\n",
            "1066 2864\n",
            "\t Leaf Area 7.111581314470261\n",
            "1067 4509\n",
            "\t Leaf Area 9.830237028169476\n",
            "1068 3433\n",
            "\t Leaf Area 3.0138942642589073\n",
            "1069 3598\n",
            "    Only  2  level(s) or max height of  6.7056000000000004\n",
            "\t Leaf Area 0.0\n",
            "1070 3322\n",
            "\t Leaf Area 4.447130889463291\n",
            "1071 3940\n",
            "\t Leaf Area 4.34070924823479\n",
            "1072 4852\n",
            "\t Leaf Area 414.18278031079086\n",
            "1073 2865\n",
            "    Only  2  level(s) or max height of  5.486400000000001\n",
            "\t Leaf Area 0.0\n",
            "1074 4344\n",
            "1075 3467\n",
            "\t Leaf Area 7.147972041920139\n",
            "1076 4018\n",
            "\t Leaf Area 9.085811765603355\n",
            "1077 4739\n",
            "\t Leaf Area 1.189440561840866\n",
            "1078 3606\n",
            "\t Leaf Area 31.498409125215513\n",
            "1079 2867\n",
            "\t Leaf Area 154.82568446580862\n",
            "1080 4709\n",
            "\t Leaf Area 94.32106449876726\n",
            "1081 3668\n",
            "\t Leaf Area 6.423138078797301\n",
            "1082 3582\n",
            "\t Leaf Area 1.0779546114606344\n",
            "1083 3822\n",
            "1084 2561\n",
            "1085 4915\n",
            "\t Leaf Area 2.001051629253037\n",
            "1086 2563\n",
            "\t Leaf Area 44.76088833121096\n",
            "1087 2562\n",
            "\t Leaf Area 5.757191929734917\n",
            "1088 3241\n",
            "\t Leaf Area 6.044829457875937\n",
            "1089 4741\n",
            "\t Leaf Area 1.0140743251592\n",
            "1090 4861\n",
            "\t Leaf Area 22.35721961907349\n",
            "1091 3561\n",
            "1092 3601\n",
            "\t Leaf Area 79.28789875246066\n",
            "1093 4123\n",
            "    Only  2  level(s) or max height of  7.62\n",
            "\t Leaf Area 0.0\n",
            "1094 4929\n",
            "\t Leaf Area 27.06125731224372\n",
            "1095 4098\n",
            "\t Leaf Area 2.218339967433458\n",
            "1096 4503\n",
            "\t Leaf Area 7.980547485218071\n",
            "1097 3227\n",
            "\t Leaf Area 2.8139754420755048\n",
            "1098 3642\n",
            "\t Leaf Area 1.5209174655388127\n",
            "1099 4177\n",
            "1100 2565\n",
            "\t Leaf Area 1.616559660499054\n",
            "1101 2870\n",
            "\t Leaf Area 9.193214884019236\n",
            "1102 2873\n",
            "\t Leaf Area 218.51791563662258\n",
            "1103 4690\n",
            "    Only  2  level(s) or max height of  3.048\n",
            "\t Leaf Area 0.0\n",
            "1104 4928\n",
            "1105 2868\n",
            "1106 4502\n",
            "\t Leaf Area 19.42234835355594\n",
            "1107 3209\n",
            "    Only  2  level(s) or max height of  8.8392\n",
            "\t Leaf Area 0.0\n",
            "1108 4605\n",
            "\t Leaf Area 271.4345814430453\n",
            "1109 3600\n",
            "\t Leaf Area 14.166964089442125\n",
            "1110 4657\n",
            "\t Leaf Area 0.6353090876206464\n",
            "1111 3721\n",
            "\t Leaf Area 327.2384830846194\n",
            "1112 3430\n",
            "\t Leaf Area 37.63480989603357\n",
            "1113 3372\n",
            "1114 4938\n",
            "\t Leaf Area 2.7479018955136643\n",
            "1115 2872\n",
            "1116 4807\n",
            "\t Leaf Area 6.272113504819066\n",
            "1117 4687\n",
            "\t Leaf Area 7.987257896240376\n",
            "1118 3415\n",
            "\t Leaf Area 40.62646570228977\n",
            "1119 3894\n",
            "\t Leaf Area 2.5114276918952987\n",
            "1120 4359\n",
            "\t Leaf Area 12.92668605066359\n",
            "1121 4023\n",
            "1122 4463\n",
            "\t Leaf Area 1.301473695771857\n",
            "1123 3634\n",
            "\t Leaf Area 2.104652051356526\n",
            "1124 4117\n",
            "\t Leaf Area 143.91682470037568\n",
            "1125 4711\n",
            "\t Leaf Area 76.19487452849688\n",
            "1126 4921\n",
            "\t Leaf Area 186.0805302948224\n",
            "1127 4878\n",
            "1128 4055\n",
            "1129 2566\n",
            "1130 3748\n",
            "\t Leaf Area 256.85306048636636\n",
            "1131 4659\n",
            "\t Leaf Area 314.16170280783666\n",
            "1132 3872\n",
            "\t Leaf Area 319.5173549673497\n",
            "1133 4287\n",
            "\t Leaf Area 1.9875192999070648\n",
            "1134 4056\n",
            "1135 4803\n",
            "\t Leaf Area 44.774365349001926\n",
            "1136 4179\n",
            "1137 3605\n",
            "\t Leaf Area 27.950658697999472\n",
            "1138 4025\n",
            "1139 2567\n",
            "1140 3863\n",
            "\t Leaf Area 0.6349239507875459\n",
            "1141 4480\n",
            "\t Leaf Area 1.8388337201443483\n",
            "1142 4001\n",
            "\t Leaf Area 5.123401733237759\n",
            "1143 3254\n",
            "\t Leaf Area 3.2659085425292655\n",
            "1144 4546\n",
            "\t Leaf Area 12.614285233147916\n",
            "1145 2568\n",
            "1146 4923\n",
            "\t Leaf Area 136.74156193064667\n",
            "1147 2878\n",
            "\t Leaf Area 158.99661796236907\n",
            "1148 2877\n",
            "\t Leaf Area 20.01111703875954\n",
            "1149 4404\n",
            "\t Leaf Area 7.042185166235098\n",
            "1150 4910\n",
            "\t Leaf Area 5.679694477855039\n",
            "1151 2569\n",
            "\t Leaf Area 0.5182461120526198\n",
            "1152 3631\n",
            "\t Leaf Area 10.291384863796027\n",
            "1153 4673\n",
            "\t Leaf Area 0.32850755997939207\n",
            "1154 4646\n",
            "\t Leaf Area 117.5900723159797\n",
            "1155 4230\n",
            "1156 2876\n",
            "\t Leaf Area 4.289990394340694\n",
            "1157 2875\n",
            "1158 4607\n",
            "\t Leaf Area 81.01209691687976\n",
            "1159 3611\n",
            "\t Leaf Area 9.548639244157393\n",
            "1160 4779\n",
            "\t Leaf Area 3.9987044820649156\n",
            "1161 3592\n",
            "\t Leaf Area 61.128570608604676\n",
            "1162 4144\n",
            "1163 3395\n",
            "\t Leaf Area 116.27138093227104\n",
            "1164 4217\n",
            "\t Leaf Area 47.88167681457284\n",
            "1165 2879\n",
            "1166 3969\n",
            "1167 4382\n",
            "\t Leaf Area 9.754030784463339\n",
            "1168 3214\n",
            "\t Leaf Area 10.644931947403274\n",
            "1169 4443\n",
            "\t Leaf Area 194.9815304018761\n",
            "1170 4498\n",
            "\t Leaf Area 4.196864482193137\n",
            "1171 2570\n",
            "\t Leaf Area 21.567310472590293\n",
            "1172 3288\n",
            "1173 4896\n",
            "\t Leaf Area 184.64912651813194\n",
            "1174 4148\n",
            "\t Leaf Area 4.705692814632453\n",
            "1175 3653\n",
            "\t Leaf Area 32.67248501836098\n",
            "1176 3663\n",
            "\t Leaf Area 27.819361007617125\n",
            "1177 3271\n",
            "\t Leaf Area 6.6604512580005135\n",
            "1178 2574\n",
            "\t Leaf Area 49.63232506008449\n",
            "1179 3213\n",
            "\t Leaf Area 8.91758687834803\n",
            "1180 3425\n",
            "1181 4505\n",
            "\t Leaf Area 187.4944856851626\n",
            "1182 4564\n",
            "\t Leaf Area 8.303920666413086\n",
            "1183 4869\n",
            "1184 4624\n",
            "\t Leaf Area 1.6915897528270671\n",
            "1185 2575\n",
            "\t Leaf Area 88.56060081369814\n",
            "1186 2572\n",
            "\t Leaf Area 148.25587954563275\n",
            "1187 3392\n",
            "\t Leaf Area 4.070234461583423\n",
            "1188 4034\n",
            "1189 2571\n",
            "\t Leaf Area 2.91329759989345\n",
            "1190 3637\n",
            "\t Leaf Area 5.326990182882102\n",
            "1191 3674\n",
            "\t Leaf Area 72.46297641637034\n",
            "1192 4259\n",
            "\t Leaf Area 4.580733846382115\n",
            "1193 4543\n",
            "\t Leaf Area 8.02761382815013\n",
            "1194 4363\n",
            "1195 3971\n",
            "1196 4611\n",
            "\t Leaf Area 36.12249772948309\n",
            "1197 2573\n",
            "1198 3764\n",
            "\t Leaf Area 0.5109206098134838\n",
            "1199 2883\n",
            "1200 2884\n",
            "\t Leaf Area 79.67054917719304\n",
            "1201 3695\n",
            "\t Leaf Area 8.741227662785393\n",
            "1202 2882\n",
            "1203 4316\n",
            "\t Leaf Area 328.31869822077283\n",
            "1204 2881\n",
            "1205 3234\n",
            "\t Leaf Area 7.087284404651995\n",
            "1206 4338\n",
            "1207 3261\n",
            "\t Leaf Area 60.406971556428566\n",
            "1208 4865\n",
            "\t Leaf Area 6.237845622680776\n",
            "1209 2576\n",
            "\t Leaf Area 0.2555867735616814\n",
            "1210 3925\n",
            "\t Leaf Area 10.80355653802847\n",
            "1211 4445\n",
            "    Only  2  level(s) or max height of  8.8392\n",
            "\t Leaf Area 0.0\n",
            "1212 2578\n",
            "    Only  2  level(s) or max height of  6.4008\n",
            "\t Leaf Area 0.0\n",
            "1213 2577\n",
            "1214 4008\n",
            "\t Leaf Area 4.716686550106886\n",
            "1215 4846\n",
            "\t Leaf Area 1.673954935137605\n",
            "1216 4621\n",
            "\t Leaf Area 1.9241711064918874\n",
            "1217 4660\n",
            "\t Leaf Area 306.7528184677876\n",
            "1218 4655\n",
            "\t Leaf Area 2.70832456606146\n",
            "1219 4350\n",
            "1220 4799\n",
            "1221 3299\n",
            "1222 2579\n",
            "\t Leaf Area 27.182137899344482\n",
            "1223 4222\n",
            "\t Leaf Area 38.580342985746384\n",
            "1224 4927\n",
            "\t Leaf Area 90.87401962031598\n",
            "1225 4555\n",
            "\t Leaf Area 330.9399704676684\n",
            "1226 3644\n",
            "\t Leaf Area 117.6172119044575\n",
            "1227 4447\n",
            "\t Leaf Area 21.224058466014988\n",
            "1228 4389\n",
            "1229 3238\n",
            "\t Leaf Area 1.084373451463734\n",
            "1230 3560\n",
            "1231 2580\n",
            "1232 4653\n",
            "\t Leaf Area 2.351155236459334\n",
            "1233 2891\n",
            "\t Leaf Area 33.0918438518812\n",
            "1234 4688\n",
            "\t Leaf Area 7.428517516734354\n",
            "1235 3715\n",
            "1236 4360\n",
            "\t Leaf Area 108.92947006448568\n",
            "1237 2887\n",
            "\t Leaf Area 2.0675097611360207\n",
            "1238 4855\n",
            "    Only  2  level(s) or max height of  4.8768\n",
            "\t Leaf Area 0.0\n",
            "1239 2886\n",
            "    Only  2  level(s) or max height of  3.048\n",
            "\t Leaf Area 0.0\n",
            "1240 2581\n",
            "\t Leaf Area 1.0752883498639678\n",
            "1241 3282\n",
            "\t Leaf Area 1.105526741896744\n",
            "1242 2889\n",
            "1243 2582\n",
            "1244 3804\n",
            "\t Leaf Area 7.400070854902139\n",
            "1245 4689\n",
            "1246 4519\n",
            "\t Leaf Area 4.646871669683149\n",
            "1247 3758\n",
            "1248 3729\n",
            "\t Leaf Area 61.4908860268623\n",
            "1249 2890\n",
            "1250 3223\n",
            "\t Leaf Area 3.991404266510528\n",
            "1251 3889\n",
            "1252 3835\n",
            "\t Leaf Area 3.6743258348153613\n",
            "1253 2892\n",
            "1254 3646\n",
            "\t Leaf Area 2.8839426089832734\n",
            "1255 4853\n",
            "1256 4736\n",
            "\t Leaf Area 2.7852182389960265\n",
            "1257 4021\n",
            "\t Leaf Area 1.5092893912731205\n",
            "1258 4914\n",
            "\t Leaf Area 1.7830837232067112\n",
            "1259 4710\n",
            "\t Leaf Area 5.2149325137958735\n",
            "1260 2584\n",
            "\t Leaf Area 3.366902947326083\n",
            "1261 4343\n",
            "\t Leaf Area 13.521309823633539\n",
            "1262 3557\n",
            "    Only  2  level(s) or max height of  6.096\n",
            "\t Leaf Area 0.0\n",
            "1263 3597\n",
            "\t Leaf Area 1.2062219599420372\n",
            "1264 4671\n",
            "\t Leaf Area 0.16309975027359958\n",
            "1265 3716\n",
            "\t Leaf Area 27.873472995749104\n",
            "1266 2893\n",
            "1267 3206\n",
            "1268 3858\n",
            "\t Leaf Area 4.073015011894003\n",
            "1269 2586\n",
            "1270 3361\n",
            "\t Leaf Area 2.1014279884556037\n",
            "1271 3580\n",
            "1272 2587\n",
            "1273 2894\n",
            "1274 3444\n",
            "1275 4743\n",
            "\t Leaf Area 69.7706692287343\n",
            "1276 3435\n",
            "1277 2588\n",
            "\t Leaf Area 8.553576108426808\n",
            "1278 3367\n",
            "\t Leaf Area 4.0969020255568545\n",
            "1279 4131\n",
            "\t Leaf Area 32.425687083172704\n",
            "1280 3689\n",
            "\t Leaf Area 8.835076363299276\n",
            "1281 2895\n",
            "\t Leaf Area 28.005175170492723\n",
            "1282 3246\n",
            "\t Leaf Area 11.962698462669985\n",
            "1283 3522\n",
            "\t Leaf Area 2.385923856145268\n",
            "1284 4057\n",
            "\t Leaf Area 6.300289461958325\n",
            "1285 4530\n",
            "\t Leaf Area 320.216212411665\n",
            "1286 3739\n",
            "1287 4615\n",
            "\t Leaf Area 20.440502252356808\n",
            "1288 2589\n",
            "    Only  2  level(s) or max height of  15.8496\n",
            "\t Leaf Area 0.0\n",
            "1289 4599\n",
            "1290 4693\n",
            "    Only  2  level(s) or max height of  3.048\n",
            "\t Leaf Area 0.0\n",
            "1291 4110\n",
            "\t Leaf Area 9.610764992265747\n",
            "1292 3408\n",
            "\t Leaf Area 9.175388358228744\n",
            "1293 3416\n",
            "\t Leaf Area 0.5521829738983514\n",
            "1294 2896\n",
            "\t Leaf Area 15.948612552561412\n",
            "1295 4209\n",
            "\t Leaf Area 3.0715646434651633\n",
            "1296 3348\n",
            "\t Leaf Area 108.24670893911615\n",
            "1297 2897\n",
            "1298 2590\n",
            "\t Leaf Area 3.1521004429320736\n",
            "1299 2898\n",
            "\t Leaf Area 123.40765501682655\n",
            "1300 4354\n",
            "    Only  2  level(s) or max height of  6.096\n",
            "\t Leaf Area 0.0\n",
            "1301 3574\n",
            "\t Leaf Area 21.84854444414728\n",
            "1302 4125\n",
            "\t Leaf Area 1.8633254842880074\n",
            "1303 4675\n",
            "\t Leaf Area 12.336469591206294\n",
            "1304 3515\n",
            "\t Leaf Area 6.449443481899132\n",
            "1305 4396\n",
            "1306 4863\n",
            "\t Leaf Area 34.17960360096162\n",
            "1307 3776\n",
            "\t Leaf Area 12.9984017351055\n",
            "1308 2900\n",
            "\t Leaf Area 153.50087365350456\n",
            "1309 3599\n",
            "\t Leaf Area 10.111479946836356\n",
            "1310 4452\n",
            "\t Leaf Area 18.448792613899396\n",
            "1311 3306\n",
            "\t Leaf Area 4.237158170266674\n",
            "1312 3844\n",
            "\t Leaf Area 20.300197243839218\n",
            "1313 4126\n",
            "\t Leaf Area 11.099422140000307\n",
            "1314 4903\n",
            "\t Leaf Area 2.255309862755108\n",
            "1315 3309\n",
            "\t Leaf Area 29.722136845531494\n",
            "1316 4218\n",
            "    Only  2  level(s) or max height of  6.096\n",
            "\t Leaf Area 0.0\n",
            "1317 2905\n",
            "\t Leaf Area 318.85823770561143\n",
            "1318 2591\n",
            "\t Leaf Area 2.4108027808174533\n",
            "1319 4030\n",
            "1320 2899\n",
            "\t Leaf Area 0.3008258763630163\n",
            "1321 4858\n",
            "\t Leaf Area 19.568044363409136\n",
            "1322 4833\n",
            "1323 2902\n",
            "\t Leaf Area 31.063752786509674\n",
            "1324 4678\n",
            "\t Leaf Area 106.76803242211061\n",
            "1325 4902\n",
            "\t Leaf Area 15.056571769883035\n",
            "1326 2901\n",
            "\t Leaf Area 32.23723921770718\n",
            "1327 4464\n",
            "1328 4806\n",
            "\t Leaf Area 4.220432774407755\n",
            "1329 4640\n",
            "\t Leaf Area 11.244375308255812\n",
            "1330 4035\n",
            "    Only  2  level(s) or max height of  8.2296\n",
            "\t Leaf Area 0.0\n",
            "1331 4361\n",
            "1332 4641\n",
            "\t Leaf Area 3.137848364118026\n",
            "1333 2593\n",
            "\t Leaf Area 116.34977090716038\n",
            "1334 3587\n",
            "\t Leaf Area 14.40446931628501\n",
            "1335 4181\n",
            "\t Leaf Area 27.96502555465911\n",
            "1336 2903\n",
            "\t Leaf Area 3.435471284673512\n",
            "1337 4669\n",
            "\t Leaf Area 3.742784740751046\n",
            "1338 3771\n",
            "\t Leaf Area 1.8379783589417473\n",
            "1339 2904\n",
            "\t Leaf Area 68.5142395562346\n",
            "1340 4500\n",
            "1341 4054\n",
            "\t Leaf Area 15.200151830811798\n",
            "1342 4061\n",
            "\t Leaf Area 207.7822943918823\n",
            "1343 2592\n",
            "1344 3493\n",
            "\t Leaf Area 143.800970704496\n",
            "1345 4620\n",
            "\t Leaf Area 123.0330319981632\n",
            "1346 2596\n",
            "\t Leaf Area 206.3014781437769\n",
            "1347 2595\n",
            "1348 2594\n",
            "1349 4462\n",
            "\t Leaf Area 4.0521243262988795\n",
            "1350 4740\n",
            "\t Leaf Area 114.78166496177303\n",
            "1351 2906\n",
            "    Only  2  level(s) or max height of  8.8392\n",
            "\t Leaf Area 0.0\n",
            "1352 4859\n",
            "\t Leaf Area 23.874532196483187\n",
            "1353 4638\n",
            "1354 3743\n",
            "\t Leaf Area 25.750183287746193\n",
            "1355 3849\n",
            "\t Leaf Area 37.722485850787926\n",
            "1356 2597\n",
            "\t Leaf Area 48.45805817612221\n",
            "1357 3331\n",
            "1358 3671\n",
            "1359 4936\n",
            "\t Leaf Area 1.5256169444077816\n",
            "1360 2910\n",
            "\t Leaf Area 33.703859938453384\n",
            "1361 3253\n",
            "\t Leaf Area 16.13461507215186\n",
            "1362 4366\n",
            "\t Leaf Area 5.937441890776815\n",
            "1363 3512\n",
            "\t Leaf Area 0.9312351121254011\n",
            "1364 3329\n",
            "\t Leaf Area 120.03462189512241\n",
            "1365 2908\n",
            "1366 3484\n",
            "\t Leaf Area 0.6349228173929099\n",
            "1367 3216\n",
            "\t Leaf Area 83.86667989857544\n",
            "1368 4264\n",
            "\t Leaf Area 2.1690538335175567\n",
            "1369 2598\n",
            "1370 3756\n",
            "\t Leaf Area 0.7354651502252553\n",
            "1371 4706\n",
            "\t Leaf Area 53.21834950135904\n",
            "1372 2599\n",
            "\t Leaf Area 2.9031860010820387\n",
            "1373 4661\n",
            "\t Leaf Area 174.87683960729612\n",
            "1374 4166\n",
            "\t Leaf Area 88.77847875897172\n",
            "1375 3735\n",
            "\t Leaf Area 1.6511736234756487\n",
            "1376 4703\n",
            "1377 2911\n",
            "1378 2912\n",
            "1379 3831\n",
            "    Only  2  level(s) or max height of  5.7912\n",
            "\t Leaf Area 0.0\n",
            "1380 3827\n",
            "\t Leaf Area 107.1543447365431\n",
            "1381 3279\n",
            "\t Leaf Area 65.97108622378892\n",
            "1382 4775\n",
            "    Only  2  level(s) or max height of  6.4008\n",
            "\t Leaf Area 0.0\n",
            "1383 2600\n",
            "\t Leaf Area 0.24327906486489861\n",
            "1384 4272\n",
            "\t Leaf Area 0.17767930079344724\n",
            "1385 4596\n",
            "\t Leaf Area 0.8842205562585486\n",
            "1386 3589\n",
            "\t Leaf Area 136.24548036834335\n",
            "1387 4187\n",
            "\t Leaf Area 0.2254825189281574\n",
            "1388 2914\n",
            "\t Leaf Area 8.899490608687412\n",
            "1389 3662\n",
            "\t Leaf Area 14.857383182278024\n",
            "1390 4121\n",
            "\t Leaf Area 5.432775959458283\n",
            "1391 4677\n",
            "1392 4870\n",
            "1393 4785\n",
            "\t Leaf Area 15.680509374363947\n",
            "1394 3239\n",
            "\t Leaf Area 5.777604746204929\n",
            "1395 3450\n",
            "\t Leaf Area 4.945753719918728\n",
            "1396 4553\n",
            "\t Leaf Area 2.903897204866716\n",
            "1397 2913\n",
            "1398 3742\n",
            "\t Leaf Area 12.367868555509713\n",
            "1399 3404\n",
            "\t Leaf Area 133.70617840612314\n",
            "1400 3604\n",
            "\t Leaf Area 0.8626025346726324\n",
            "1401 4891\n",
            "\t Leaf Area 35.850382042444785\n",
            "1402 3924\n",
            "\t Leaf Area 8.320774487649501\n",
            "1403 4679\n",
            "\t Leaf Area 69.49589127062153\n",
            "1404 3726\n",
            "1405 4194\n",
            "\t Leaf Area 2.8660810635270995\n",
            "1406 4880\n",
            "1407 2915\n",
            "1408 2916\n",
            "1409 3578\n",
            "1410 2917\n",
            "\t Leaf Area 1.402230791582116\n",
            "1411 4684\n",
            "\t Leaf Area 4.636298351455937\n",
            "1412 2918\n",
            "\t Leaf Area 2.6532591565851313\n",
            "1413 3834\n",
            "\t Leaf Area 82.97415715592312\n",
            "1414 3242\n",
            "\t Leaf Area 1.8947748952377075\n",
            "1415 4044\n",
            "\t Leaf Area 2.8182998462209667\n",
            "1416 2602\n",
            "1417 4864\n",
            "\t Leaf Area 16.105413340923405\n",
            "1418 2601\n",
            "1419 3383\n",
            "\t Leaf Area 51.071873899136584\n",
            "1420 4698\n",
            "\t Leaf Area 116.16980528055412\n",
            "1421 4114\n",
            "\t Leaf Area 339.821741029533\n",
            "1422 3752\n",
            "\t Leaf Area 34.67754269781265\n",
            "1423 3385\n",
            "\t Leaf Area 128.37160355849397\n",
            "1424 4898\n",
            "1425 3956\n",
            "\t Leaf Area 24.239641642961256\n",
            "1426 2921\n",
            "\t Leaf Area 58.62988854558095\n",
            "1427 4760\n",
            "\t Leaf Area 26.35858139184769\n",
            "1428 3818\n",
            "\t Leaf Area 1.2906400502026183\n",
            "1429 2923\n",
            "\t Leaf Area 141.6593998727576\n",
            "1430 4609\n",
            "\t Leaf Area 19.775333614258216\n",
            "1431 4742\n",
            "\t Leaf Area 1.6225926672159066\n",
            "1432 3961\n",
            "\t Leaf Area 4.620996491728589\n",
            "1433 4630\n",
            "\t Leaf Area 2.510270236037491\n",
            "1434 4170\n",
            "\t Leaf Area 0.8983683751743704\n",
            "1435 2920\n",
            "1436 3500\n",
            "\t Leaf Area 0.6557172328097082\n",
            "1437 4394\n",
            "\t Leaf Area 29.878806040106273\n",
            "1438 3211\n",
            "\t Leaf Area 1.1305230514932707\n",
            "1439 2922\n",
            "1440 4301\n",
            "\t Leaf Area 29.45210051512401\n",
            "1441 2926\n",
            "\t Leaf Area 104.52311971186624\n",
            "1442 3530\n",
            "\t Leaf Area 21.880775179484953\n",
            "1443 4771\n",
            "\t Leaf Area 4.288569506752986\n",
            "1444 4479\n",
            "\t Leaf Area 18.053829285449154\n",
            "1445 3436\n",
            "1446 2603\n",
            "1447 4610\n",
            "1448 2604\n",
            "1449 3784\n",
            "\t Leaf Area 1.6640842460914156\n",
            "1450 2605\n",
            "\t Leaf Area 8.099730123068046\n",
            "1451 3732\n",
            "\t Leaf Area 352.8334615583285\n",
            "1452 3345\n",
            "\t Leaf Area 1.905630817534358\n",
            "1453 4326\n",
            "1454 2924\n",
            "1455 3275\n",
            "1456 3263\n",
            "1457 4455\n",
            "\t Leaf Area 30.312004070433748\n",
            "1458 3513\n",
            "\t Leaf Area 2.628923477285816\n",
            "1459 3675\n",
            "\t Leaf Area 84.14495576408895\n",
            "1460 3432\n",
            "\t Leaf Area 11.326767515852131\n",
            "1461 4454\n",
            "\t Leaf Area 23.49701856078297\n",
            "1462 2610\n",
            "\t Leaf Area 196.76705789379872\n",
            "1463 3356\n",
            "\t Leaf Area 1.6112190500230235\n",
            "1464 2927\n",
            "\t Leaf Area 2.3300691160648097\n",
            "1465 4694\n",
            "\t Leaf Area 42.75242739434267\n",
            "1466 2606\n",
            "\t Leaf Area 19.96198501113165\n",
            "1467 4071\n",
            "1468 4388\n",
            "\t Leaf Area 35.271004229118375\n",
            "1469 3982\n",
            "\t Leaf Area 2.2537549594914026\n",
            "1470 2929\n",
            "    Only  2  level(s) or max height of  6.096\n",
            "\t Leaf Area 0.0\n",
            "1471 2928\n",
            "1472 3222\n",
            "\t Leaf Area 14.374068418594055\n",
            "1473 2930\n",
            "\t Leaf Area 7.615609313002572\n",
            "1474 4812\n",
            "\t Leaf Area 2.76211290424793\n",
            "1475 4871\n",
            "\t Leaf Area 1.5266139166550525\n",
            "1476 3667\n",
            "\t Leaf Area 1.4069161117818885\n",
            "1477 3759\n",
            "\t Leaf Area 0.13143111990357131\n",
            "1478 2931\n",
            "\t Leaf Area 98.15221174168656\n",
            "1479 3231\n",
            "1480 4483\n",
            "\t Leaf Area 5.852113825058655\n",
            "1481 2932\n",
            "\t Leaf Area 71.54868180535586\n",
            "1482 3770\n",
            "\t Leaf Area 20.816469959422648\n",
            "1483 3479\n",
            "\t Leaf Area 9.36029009671972\n",
            "1484 4070\n",
            "    Only  2  level(s) or max height of  4.572\n",
            "\t Leaf Area 0.0\n",
            "1485 4568\n",
            "\t Leaf Area 10.068381706329754\n",
            "1486 3294\n",
            "\t Leaf Area 9.161797000828583\n",
            "1487 2607\n",
            "1488 3875\n",
            "\t Leaf Area 0.24398780755710073\n",
            "1489 4777\n",
            "\t Leaf Area 21.99912937182815\n",
            "1490 3229\n",
            "1491 2608\n",
            "1492 2939\n",
            "\t Leaf Area 50.81125704873407\n",
            "1493 3669\n",
            "    Only  2  level(s) or max height of  5.7912\n",
            "\t Leaf Area 0.0\n",
            "1494 3393\n",
            "1495 2933\n",
            "\t Leaf Area 0.6751253538653867\n",
            "1496 3967\n",
            "1497 4481\n",
            "\t Leaf Area 8.383405629567747\n",
            "1498 4832\n",
            "\t Leaf Area 5.550022776537278\n",
            "1499 3317\n",
            "\t Leaf Area 116.4565218118773\n",
            "1500 2935\n",
            "\t Leaf Area 2.6505948184612307\n",
            "1501 2609\n",
            "1502 4107\n",
            "\t Leaf Area 41.66634836485393\n",
            "1503 2612\n",
            "\t Leaf Area 153.82036372849774\n",
            "1504 3988\n",
            "\t Leaf Area 30.977693842009643\n",
            "1505 3218\n",
            "1506 4665\n",
            "\t Leaf Area 82.65399812068345\n",
            "1507 2611\n",
            "1508 3497\n",
            "\t Leaf Area 3.978988212438381\n",
            "1509 4370\n",
            "\t Leaf Area 39.050876043847126\n",
            "1510 2940\n",
            "1511 3903\n",
            "1512 4313\n",
            "\t Leaf Area 199.61264924109204\n",
            "1513 3852\n",
            "\t Leaf Area 198.99972485275578\n",
            "1514 2949\n",
            "\t Leaf Area 529.7026833023783\n",
            "1515 4149\n",
            "1516 3641\n",
            "\t Leaf Area 33.49469390385904\n",
            "1517 3570\n",
            "\t Leaf Area 178.6089999704776\n",
            "1518 3315\n",
            "\t Leaf Area 92.7202209944235\n",
            "1519 3974\n",
            "\t Leaf Area 2.851977498186209\n",
            "1520 3247\n",
            "\t Leaf Area 1.9800942356440812\n",
            "1521 3677\n",
            "\t Leaf Area 10.521479712189352\n",
            "1522 4421\n",
            "\t Leaf Area 1.3226278114699679\n",
            "1523 2942\n",
            "\t Leaf Area 1.542622457339211\n",
            "1524 2613\n",
            "\t Leaf Area 0.5324433984588011\n",
            "1525 4692\n",
            "\t Leaf Area 4.95988274974661\n",
            "1526 2614\n",
            "\t Leaf Area 3.4842423573681183\n",
            "1527 4829\n",
            "\t Leaf Area 101.50671367946876\n",
            "1528 2943\n",
            "\t Leaf Area 3.1269930227868823\n",
            "1529 2616\n",
            "\t Leaf Area 5.1214021703332575\n",
            "1530 4050\n",
            "\t Leaf Area 15.873132699874494\n",
            "1531 4419\n",
            "1532 3245\n",
            "\t Leaf Area 4.8051545667728455\n",
            "1533 3910\n",
            "1534 4680\n",
            "\t Leaf Area 8.349995242188017\n",
            "1535 4163\n",
            "\t Leaf Area 109.78810566848593\n",
            "1536 4233\n",
            "\t Leaf Area 13.025253098388381\n",
            "1537 4339\n",
            "\t Leaf Area 4.529541092620674\n",
            "1538 2615\n",
            "1539 2944\n",
            "1540 2946\n",
            "\t Leaf Area 27.782768287084437\n",
            "1541 4670\n",
            "\t Leaf Area 51.67425069540885\n",
            "1542 3304\n",
            "\t Leaf Area 7.039673769194551\n",
            "1543 4448\n",
            "1544 3445\n",
            "\t Leaf Area 4.502689415545689\n",
            "1545 2945\n",
            "\t Leaf Area 0.1643729767160169\n",
            "1546 2618\n",
            "\t Leaf Area 38.44494191969515\n",
            "1547 4682\n",
            "\t Leaf Area 24.567546462224204\n",
            "1548 3204\n",
            "    Only  2  level(s) or max height of  3.048\n",
            "\t Leaf Area 0.0\n",
            "1549 2947\n",
            "1550 4276\n",
            "\t Leaf Area 7.793368897911199\n",
            "1551 2617\n",
            "1552 3386\n",
            "\t Leaf Area 4.2715545746396835\n",
            "1553 3381\n",
            "\t Leaf Area 0.710374869405504\n",
            "1554 3464\n",
            "1555 4631\n",
            "\t Leaf Area 90.59593117742072\n",
            "1556 2622\n",
            "\t Leaf Area 5.224784949377179\n",
            "1557 4145\n",
            "\t Leaf Area 2.9502567908065918\n",
            "1558 3569\n",
            "\t Leaf Area 167.59587690349906\n",
            "1559 4390\n",
            "1560 2619\n",
            "1561 4416\n",
            "1562 2948\n",
            "\t Leaf Area 15.943605269653895\n",
            "1563 2620\n",
            "1564 3647\n",
            "\t Leaf Area 126.83639567500013\n",
            "1565 2950\n",
            "\t Leaf Area 138.61184814092417\n",
            "1566 4052\n",
            "    Only  2  level(s) or max height of  5.1816\n",
            "\t Leaf Area 0.0\n",
            "1567 2621\n",
            "1568 4701\n",
            "\t Leaf Area 37.51761148706839\n",
            "1569 3861\n",
            "\t Leaf Area 19.696467241724598\n",
            "1570 4040\n",
            "1571 4048\n",
            "\t Leaf Area 5.660475002447636\n",
            "1572 4814\n",
            "\t Leaf Area 8.90042569326197\n",
            "1573 4168\n",
            "\t Leaf Area 742.2900897488848\n",
            "1574 3409\n",
            "\t Leaf Area 105.95207534734223\n",
            "1575 3773\n",
            "\t Leaf Area 65.65833573611867\n",
            "1576 2623\n",
            "\t Leaf Area 2.1841068651037587\n",
            "1577 3620\n",
            "\t Leaf Area 22.768760048146138\n",
            "1578 3645\n",
            "\t Leaf Area 118.34715964545013\n",
            "1579 3390\n",
            "\t Leaf Area 40.32178159359312\n",
            "1580 2624\n",
            "\t Leaf Area 12.090685916122975\n",
            "1581 3552\n",
            "1582 4804\n",
            "\t Leaf Area 4.337691558777238\n",
            "1583 4696\n",
            "\t Leaf Area 15.132681526973611\n",
            "1584 3397\n",
            "\t Leaf Area 30.76929251066206\n",
            "1585 4042\n",
            "1586 4413\n",
            "\t Leaf Area 14.897264905322878\n",
            "1587 4737\n",
            "\t Leaf Area 11.280726930502574\n",
            "1588 2951\n",
            "1589 3558\n",
            "\t Leaf Area 114.14129493790973\n",
            "1590 4613\n",
            "\t Leaf Area 91.69638391706071\n",
            "1591 3571\n",
            "\t Leaf Area 150.0658855596827\n",
            "1592 3937\n",
            "1593 3251\n",
            "\t Leaf Area 3.8271007098665315\n",
            "1594 2625\n",
            "1595 3755\n",
            "\t Leaf Area 76.61378333418634\n",
            "1596 4705\n",
            "\t Leaf Area 111.29018879117905\n",
            "1597 4043\n",
            "1598 4466\n",
            "1599 4800\n",
            "\t Leaf Area 58.57221342495096\n",
            "1600 4573\n",
            "\t Leaf Area 5.426870499017701\n",
            "1601 2626\n",
            "\t Leaf Area 3.2692843491800545\n",
            "1602 3914\n",
            "\t Leaf Area 0.31799637192819086\n",
            "1603 2630\n",
            "\t Leaf Area 193.52352606642822\n",
            "1604 2628\n",
            "\t Leaf Area 31.482668551954585\n",
            "1605 3298\n",
            "1606 2627\n",
            "    Only  2  level(s) or max height of  6.4008\n",
            "\t Leaf Area 0.0\n",
            "1607 2952\n",
            "\t Leaf Area 0.8668375727300114\n",
            "1608 4478\n",
            "    Only  2  level(s) or max height of  8.8392\n",
            "\t Leaf Area 0.0\n",
            "1609 4274\n",
            "\t Leaf Area 87.04369529966247\n",
            "1610 3411\n",
            "\t Leaf Area 123.48052651239759\n",
            "1611 2631\n",
            "\t Leaf Area 7.581557840726448\n",
            "1612 4393\n",
            "\t Leaf Area 5.036726837236077\n",
            "1613 3428\n",
            "\t Leaf Area 3.9613748309926686\n",
            "1614 3679\n",
            "\t Leaf Area 0.5274009160164524\n",
            "1615 2956\n",
            "\t Leaf Area 50.39898273726566\n",
            "1616 2955\n",
            "\t Leaf Area 29.73574167088743\n",
            "1617 2629\n",
            "\t Leaf Area 4.39369984865835\n",
            "1618 3728\n",
            "\t Leaf Area 192.50856538431538\n",
            "1619 3913\n",
            "1620 3457\n",
            "\t Leaf Area 13.633767677142938\n",
            "1621 4059\n",
            "\t Leaf Area 2.247327525557014\n",
            "1622 3541\n",
            "\t Leaf Area 3.281195490724464\n",
            "1623 3400\n",
            "\t Leaf Area 1.9462912272221589\n",
            "1624 3648\n",
            "\t Leaf Area 11.96864538886665\n",
            "1625 4457\n",
            "\t Leaf Area 3.957382283487203\n",
            "1626 3617\n",
            "\t Leaf Area 64.23413517812628\n",
            "1627 3681\n",
            "\t Leaf Area 1.3550359496079547\n",
            "1628 3525\n",
            "\t Leaf Area 195.43660607800913\n",
            "1629 3259\n",
            "\t Leaf Area 9.556057391310382\n",
            "1630 4353\n",
            "1631 4776\n",
            "\t Leaf Area 5.797366799155493\n",
            "1632 4037\n",
            "\t Leaf Area 3.5529115912396256\n",
            "1633 2633\n",
            "\t Leaf Area 216.4420046149451\n",
            "1634 3365\n",
            "\t Leaf Area 171.18131725069694\n",
            "1635 2632\n",
            "1636 3531\n",
            "\t Leaf Area 1.0235358153477419\n",
            "1637 4645\n",
            "\t Leaf Area 96.10918189525657\n",
            "1638 4219\n",
            "\t Leaf Area 182.06279975560736\n",
            "1639 3655\n",
            "\t Leaf Area 0.8253263729555117\n",
            "1640 4355\n",
            "\t Leaf Area 0.41438959875560755\n",
            "1641 3565\n",
            "\t Leaf Area 1.0778128420337196\n",
            "1642 2958\n",
            "1643 2959\n",
            "\t Leaf Area 3.7771171086610162\n",
            "1644 4602\n",
            "\t Leaf Area 0.2661622529378958\n",
            "1645 4597\n",
            "\t Leaf Area 7.6881751377325\n",
            "1646 4591\n",
            "\t Leaf Area 24.752822655295137\n",
            "1647 2634\n",
            "    Only  2  level(s) or max height of  5.486400000000001\n",
            "\t Leaf Area 0.0\n",
            "1648 3426\n",
            "\t Leaf Area 138.88547506930465\n",
            "1649 3406\n",
            "\t Leaf Area 16.007833120682655\n",
            "1650 2961\n",
            "\t Leaf Area 1.7210712996391022\n",
            "1651 4060\n",
            "\t Leaf Area 8.820590368043973\n",
            "1652 3277\n",
            "\t Leaf Area 22.673612318613657\n",
            "1653 3638\n",
            "\t Leaf Area 92.49479346833935\n",
            "1654 3887\n",
            "\t Leaf Area 7.8278430949840665\n",
            "1655 4664\n",
            "\t Leaf Area 407.830180679846\n",
            "1656 4192\n",
            "\t Leaf Area 23.34789548781307\n",
            "1657 3289\n",
            "\t Leaf Area 52.29918782558982\n",
            "1658 4471\n",
            "1659 2962\n",
            "\t Leaf Area 2.4657284485700655\n",
            "1660 2966\n",
            "\t Leaf Area 106.88712345583146\n",
            "1661 2965\n",
            "\t Leaf Area 22.569636250192733\n",
            "1662 4735\n",
            "\t Leaf Area 67.49133075158241\n",
            "1663 2963\n",
            "1664 3873\n",
            "\t Leaf Area 59.401926023094695\n",
            "1665 3338\n",
            "\t Leaf Area 208.9469221580127\n",
            "1666 3814\n",
            "\t Leaf Area 5.161567938127935\n",
            "1667 3410\n",
            "\t Leaf Area 94.99767549554188\n",
            "1668 4685\n",
            "\t Leaf Area 4.805606174133181\n",
            "1669 4594\n",
            "\t Leaf Area 39.37163767074375\n",
            "1670 4011\n",
            "\t Leaf Area 30.272925920429888\n",
            "1671 4758\n",
            "1672 3544\n",
            "\t Leaf Area 0.9997910937188424\n",
            "1673 4504\n",
            "1674 4442\n",
            "\t Leaf Area 798.2613805567967\n",
            "1675 4449\n",
            "\t Leaf Area 0.6044243414482723\n",
            "1676 3908\n",
            "\t Leaf Area 1.9149255777842429\n",
            "1677 4667\n",
            "\t Leaf Area 48.39917837353363\n",
            "1678 3613\n",
            "    Only  2  level(s) or max height of  2.7432000000000003\n",
            "\t Leaf Area 0.0\n",
            "1679 2635\n",
            "1680 2964\n",
            "\t Leaf Area 2.7072820727483498\n",
            "1681 3477\n",
            "\t Leaf Area 2.747221840716929\n",
            "1682 3795\n",
            "\t Leaf Area 89.94307738552888\n",
            "1683 3377\n",
            "    Only  2  level(s) or max height of  4.8768\n",
            "\t Leaf Area 0.0\n",
            "1684 2636\n",
            "\t Leaf Area 199.78840076381437\n",
            "1685 3421\n",
            "\t Leaf Area 0.8237453679548654\n",
            "1686 3941\n",
            "\t Leaf Area 2.8883443013932917\n",
            "1687 4598\n",
            "\t Leaf Area 280.0104657899062\n",
            "1688 3622\n",
            "\t Leaf Area 157.13502019248457\n",
            "1689 3221\n",
            "1690 2969\n",
            "\t Leaf Area 8.12467785110302\n",
            "1691 4604\n",
            "\t Leaf Area 18.433065866591946\n",
            "1692 3310\n",
            "\t Leaf Area 185.13459415811874\n",
            "1693 3551\n",
            "\t Leaf Area 3.255323605975135\n",
            "1694 4585\n",
            "\t Leaf Area 3.933101690437707\n",
            "1695 3877\n",
            "\t Leaf Area 51.21385339136073\n",
            "1696 2639\n",
            "\t Leaf Area 137.83723633664323\n",
            "1697 2968\n",
            "1698 3970\n",
            "\t Leaf Area 18.079572395628713\n",
            "1699 2637\n",
            "\t Leaf Area 219.35580555469676\n",
            "1700 3220\n",
            "\t Leaf Area 5.179083644134577\n",
            "1701 3989\n",
            "1702 3554\n",
            "\t Leaf Area 9.056834898516016\n",
            "1703 4299\n",
            "\t Leaf Area 67.23166726552608\n",
            "1704 4465\n",
            "\t Leaf Area 2.6910609151120557\n",
            "1705 3210\n",
            "\t Leaf Area 0.9835376076616881\n",
            "1706 4551\n",
            "\t Leaf Area 12.633638925300856\n",
            "1707 3344\n",
            "\t Leaf Area 4.476344492056127\n",
            "1708 3610\n",
            "\t Leaf Area 10.11427301489263\n",
            "1709 3579\n",
            "\t Leaf Area 0.8403032937467474\n",
            "1710 4063\n",
            "\t Leaf Area 344.60280556445986\n",
            "1711 2638\n",
            "1712 4231\n",
            "    Only  2  level(s) or max height of  3.3528000000000002\n",
            "\t Leaf Area 0.0\n",
            "1713 4569\n",
            "    Only  2  level(s) or max height of  6.7056000000000004\n",
            "\t Leaf Area 0.0\n",
            "1714 3959\n",
            "\t Leaf Area 0.09676137274910962\n",
            "1715 3446\n",
            "1716 3249\n",
            "\t Leaf Area 0.8947290495756859\n",
            "1717 4642\n",
            "    Only  2  level(s) or max height of  3.048\n",
            "\t Leaf Area 0.0\n",
            "1718 2640\n",
            "\t Leaf Area 14.85740165687646\n",
            "1719 2974\n",
            "\t Leaf Area 558.7202847997536\n",
            "1720 2643\n",
            "\t Leaf Area 198.6469222865785\n",
            "1721 4537\n",
            "\t Leaf Area 3.049342204580453\n",
            "1722 4278\n",
            "\t Leaf Area 244.41309835124397\n",
            "1723 4247\n",
            "\t Leaf Area 0.9022006362392075\n",
            "1724 3680\n",
            "\t Leaf Area 112.95530644579408\n",
            "1725 3614\n",
            "\t Leaf Area 43.14552714302307\n",
            "1726 4297\n",
            "\t Leaf Area 57.931899811542955\n",
            "1727 4016\n",
            "\t Leaf Area 0.9808975742358502\n",
            "1728 2641\n",
            "    Only  2  level(s) or max height of  3.3528000000000002\n",
            "\t Leaf Area 0.0\n",
            "1729 3362\n",
            "\t Leaf Area 145.18066260248108\n",
            "1730 4627\n",
            "\t Leaf Area 0.5429852334280848\n",
            "1731 4284\n",
            "\t Leaf Area 5.8582376286149715\n",
            "1732 3977\n",
            "\t Leaf Area 99.93520542897569\n",
            "1733 3992\n",
            "1734 4444\n",
            "\t Leaf Area 331.02671232399206\n",
            "1735 4422\n",
            "\t Leaf Area 667.6678447786295\n",
            "1736 4248\n",
            "\t Leaf Area 9.714539478288886\n",
            "1737 2642\n",
            "\t Leaf Area 38.82727052211774\n",
            "1738 2971\n",
            "\t Leaf Area 0.8029363514442983\n",
            "1739 2976\n",
            "\t Leaf Area 228.74805611006948\n",
            "1740 3266\n",
            "\t Leaf Area 8.811437102939069\n",
            "1741 4507\n",
            "1742 3327\n",
            "\t Leaf Area 24.825078613067024\n",
            "1743 2973\n",
            "    Only  2  level(s) or max height of  5.486400000000001\n",
            "\t Leaf Area 0.0\n",
            "1744 3807\n",
            "1745 4175\n",
            "\t Leaf Area 25.38033214996212\n",
            "1746 3577\n",
            "1747 3208\n",
            "\t Leaf Area 1.1301353573374002\n",
            "1748 3964\n",
            "\t Leaf Area 3.321996245389728\n",
            "1749 4643\n",
            "\t Leaf Area 0.6177787206985519\n",
            "1750 3453\n",
            "\t Leaf Area 32.57485683976152\n",
            "1751 2975\n",
            "1752 2644\n",
            "\t Leaf Area 33.349094393732464\n",
            "1753 3364\n",
            "\t Leaf Area 220.54168609974994\n",
            "1754 3311\n",
            "\t Leaf Area 93.11563622727682\n",
            "1755 3268\n",
            "1756 3563\n",
            "\t Leaf Area 143.62829421805168\n",
            "1757 2650\n",
            "\t Leaf Area 214.09045108062102\n",
            "1758 2977\n",
            "\t Leaf Area 7.6689553842733496\n",
            "1759 2978\n",
            "\t Leaf Area 0.6278046916084027\n",
            "1760 3448\n",
            "\t Leaf Area 21.27321948682741\n",
            "1761 2979\n",
            "\t Leaf Area 0.3965475573779641\n",
            "1762 3097\n",
            "1763 3738\n",
            "\t Leaf Area 59.69527448385009\n",
            "1764 3302\n",
            "\t Leaf Area 3.5644773847939555\n",
            "1765 2981\n",
            "\t Leaf Area 5.482730179239395\n",
            "1766 2980\n",
            "\t Leaf Area 1.2122863818016616\n",
            "1767 3650\n",
            "1768 3514\n",
            "\t Leaf Area 4.7098826957844375\n",
            "1769 3255\n",
            "\t Leaf Area 39.62002685856404\n",
            "1770 2647\n",
            "\t Leaf Area 349.317364452625\n",
            "1771 4496\n",
            "1772 4253\n",
            "\t Leaf Area 2.370475093569723\n",
            "1773 2645\n",
            "    Only  2  level(s) or max height of  5.486400000000001\n",
            "\t Leaf Area 0.0\n",
            "1774 4409\n",
            "\t Leaf Area 0.6339345990935945\n",
            "1775 4414\n",
            "\t Leaf Area 26.76392713020703\n",
            "1776 4497\n",
            "1777 4407\n",
            "\t Leaf Area 1.5772592705407595\n",
            "1778 2983\n",
            "1779 4460\n",
            "\t Leaf Area 1.0252607235178923\n",
            "1780 2649\n",
            "\t Leaf Area 57.743408748658666\n",
            "1781 4405\n",
            "\t Leaf Area 2.624995434761237\n",
            "1782 3930\n",
            "\t Leaf Area 8.045091769659676\n",
            "1783 4592\n",
            "\t Leaf Area 0.35197414690103707\n",
            "1784 2984\n",
            "1785 2648\n",
            "\t Leaf Area 1.8515836674361539\n",
            "1786 3375\n",
            "\t Leaf Area 176.4076332403855\n",
            "1787 3649\n",
            "\t Leaf Area 259.5483689173499\n",
            "1788 2985\n",
            "1789 2653\n",
            "\t Leaf Area 289.33584750369545\n",
            "1790 3985\n",
            "1791 4024\n",
            "\t Leaf Area 17.911396582341684\n",
            "1792 3533\n",
            "\t Leaf Area 79.34399977847352\n",
            "1793 4188\n",
            "\t Leaf Area 185.18690519728355\n",
            "1794 2987\n",
            "\t Leaf Area 101.44645903240085\n",
            "1795 3320\n",
            "\t Leaf Area 16.73871910217359\n",
            "1796 3258\n",
            "\t Leaf Area 2.9528069891853668\n",
            "1797 4418\n",
            "\t Leaf Area 210.5511276230546\n",
            "1798 4438\n",
            "\t Leaf Area 337.2445830814834\n",
            "1799 2988\n",
            "\t Leaf Area 71.41135704873568\n",
            "1800 3335\n",
            "\t Leaf Area 11.126638287274904\n",
            "1801 3660\n",
            "\t Leaf Area 49.93531290602286\n",
            "1802 4456\n",
            "1803 4362\n",
            "1804 3965\n",
            "1805 4315\n",
            "\t Leaf Area 261.9768223822308\n",
            "1806 2986\n",
            "\t Leaf Area 1.0892031525588277\n",
            "1807 2989\n",
            "\t Leaf Area 6.285866906828797\n",
            "1808 4593\n",
            "    Only  2  level(s) or max height of  3.048\n",
            "\t Leaf Area 0.0\n",
            "1809 4521\n",
            "\t Leaf Area 7.047582085092694\n",
            "1810 4420\n",
            "\t Leaf Area 295.58560946483686\n",
            "1811 2990\n",
            "\t Leaf Area 43.33014488674784\n",
            "1812 3966\n",
            "1813 2652\n",
            "\t Leaf Area 2.6117092206505634\n",
            "1814 3262\n",
            "1815 3256\n",
            "\t Leaf Area 3.1737606533212306\n",
            "1816 4423\n",
            "\t Leaf Area 205.92069225100394\n",
            "1817 2995\n",
            "\t Leaf Area 107.38379815368378\n",
            "1818 4458\n",
            "\t Leaf Area 0.7055438635430994\n",
            "1819 4441\n",
            "\t Leaf Area 378.3707852260093\n",
            "1820 4439\n",
            "1821 2992\n",
            "\t Leaf Area 11.356010346483822\n",
            "1822 3328\n",
            "1823 4417\n",
            "    Only  2  level(s) or max height of  5.486400000000001\n",
            "\t Leaf Area 0.0\n",
            "1824 3546\n",
            "1825 4552\n",
            "1826 4012\n",
            "\t Leaf Area 332.5148419217016\n",
            "1827 4072\n",
            "1828 4296\n",
            "1829 3442\n",
            "1830 4461\n",
            "1831 4451\n",
            "\t Leaf Area 0.7862826706753236\n",
            "1832 2996\n",
            "\t Leaf Area 45.81555340266714\n",
            "1833 2993\n",
            "1834 3207\n",
            "\t Leaf Area 236.5789138620973\n",
            "1835 2994\n",
            "\t Leaf Area 0.8254942080058411\n",
            "1836 3297\n",
            "1837 4280\n",
            "\t Leaf Area 87.53013972463393\n",
            "1838 3590\n",
            "    Only  2  level(s) or max height of  8.2296\n",
            "\t Leaf Area 0.0\n",
            "1839 4262\n",
            "\t Leaf Area 5.14608518185177\n",
            "1840 3006\n",
            "\t Leaf Area 381.1737480625609\n",
            "1841 2654\n",
            "1842 2997\n",
            "1843 4431\n",
            "\t Leaf Area 342.3341828736602\n",
            "1844 4073\n",
            "\t Leaf Area 176.6612949910654\n",
            "1845 3001\n",
            "\t Leaf Area 15.356318651384973\n",
            "1846 2656\n",
            "\t Leaf Area 57.49454614692414\n",
            "1847 2655\n",
            "\t Leaf Area 3.3210746294812203\n",
            "1848 2999\n",
            "\t Leaf Area 0.7302837133037016\n",
            "1849 3000\n",
            "\t Leaf Area 1.8312426353797484\n",
            "1850 4436\n",
            "\t Leaf Area 169.2842172460614\n",
            "1851 3267\n",
            "1852 4237\n",
            "\t Leaf Area 4.200348873520097\n",
            "1853 3816\n",
            "\t Leaf Area 6.610351967123645\n",
            "1854 3002\n",
            "1855 4260\n",
            "\t Leaf Area 1.8489208929732295\n",
            "1856 4411\n",
            "\t Leaf Area 8.109972979214342\n",
            "1857 3205\n",
            "\t Leaf Area 12.2174285018595\n",
            "1858 2658\n",
            "\t Leaf Area 434.49102464925437\n",
            "1859 3928\n",
            "\t Leaf Area 72.29341298374658\n",
            "1860 3004\n",
            "1861 3003\n",
            "1862 3405\n",
            "\t Leaf Area 0.3270569741094606\n",
            "1863 4384\n",
            "    Only  2  level(s) or max height of  5.1816\n",
            "\t Leaf Area 0.0\n",
            "1864 4434\n",
            "\t Leaf Area 265.0988163610596\n",
            "1865 2664\n",
            "\t Leaf Area 528.015458556904\n",
            "1866 3506\n",
            "\t Leaf Area 1.1270874112517524\n",
            "1867 2657\n",
            "\t Leaf Area 3.2890596599351034\n",
            "1868 2660\n",
            "\t Leaf Area 114.2067396785913\n",
            "1869 2661\n",
            "\t Leaf Area 188.05203439445265\n",
            "1870 3005\n",
            "\t Leaf Area 3.020954099276117\n",
            "1871 3354\n",
            "1872 3885\n",
            "\t Leaf Area 1.1736024523443762\n",
            "1873 4019\n",
            "\t Leaf Area 31.28778847133661\n",
            "1874 4075\n",
            "\t Leaf Area 306.1794259441678\n",
            "1875 3437\n",
            "\t Leaf Area 79.46507128966901\n",
            "1876 3855\n",
            "\t Leaf Area 2.8235917327821967\n",
            "1877 2659\n",
            "\t Leaf Area 3.6409227463992515\n",
            "1878 3766\n",
            "\t Leaf Area 36.70549575936291\n",
            "1879 4079\n",
            "\t Leaf Area 571.912744638252\n",
            "1880 4410\n",
            "    Only  2  level(s) or max height of  6.096\n",
            "\t Leaf Area 0.0\n",
            "1881 4245\n",
            "\t Leaf Area 38.70231268919682\n",
            "1882 4369\n",
            "\t Leaf Area 33.53507098390014\n",
            "1883 2663\n",
            "1884 4254\n",
            "\t Leaf Area 1.3278465512973923\n",
            "1885 3007\n",
            "\t Leaf Area 0.14968599812783276\n",
            "1886 3330\n",
            "\t Leaf Area 0.7527578380881006\n",
            "1887 2662\n",
            "1888 3248\n",
            "\t Leaf Area 46.83599515062484\n",
            "1889 4490\n",
            "1890 3303\n",
            "\t Leaf Area 18.677085440236233\n",
            "1891 3119\n",
            "\t Leaf Area 36.94696986308019\n",
            "1892 3098\n",
            "\t Leaf Area 233.50961872179892\n",
            "1893 4069\n",
            "\t Leaf Area 31.955962696850687\n",
            "1894 4437\n",
            "\t Leaf Area 506.04580556695356\n",
            "1895 4412\n",
            "\t Leaf Area 306.8323636581972\n",
            "1896 3334\n",
            "\t Leaf Area 0.7044194739424102\n",
            "1897 4135\n",
            "    Only  2  level(s) or max height of  5.486400000000001\n",
            "\t Leaf Area 0.0\n",
            "1898 4487\n",
            "\t Leaf Area 3.420581775777398\n",
            "1899 3012\n",
            "\t Leaf Area 308.8780807675289\n",
            "1900 4309\n",
            "1901 3384\n",
            "    Only  2  level(s) or max height of  2.7432000000000003\n",
            "\t Leaf Area 0.0\n",
            "1902 2665\n",
            "\t Leaf Area 1.722270098537632\n",
            "1903 3008\n",
            "1904 3495\n",
            "\t Leaf Area 287.1067266331756\n",
            "1905 3371\n",
            "1906 3398\n",
            "\t Leaf Area 247.2823406491634\n",
            "1907 4003\n",
            "\t Leaf Area 53.783497367203566\n",
            "1908 3009\n",
            "\t Leaf Area 64.44245813636057\n",
            "1909 3323\n",
            "\t Leaf Area 2.5674569186173724\n",
            "1910 4472\n",
            "1911 3290\n",
            "\t Leaf Area 2.0181468578201827\n",
            "1912 3803\n",
            "\t Leaf Area 11.976294797238028\n",
            "1913 3796\n",
            "\t Leaf Area 113.10838943024937\n",
            "1914 3106\n",
            "\t Leaf Area 6.0109417732326875\n",
            "1915 3010\n",
            "\t Leaf Area 268.43630651780717\n",
            "1916 3862\n",
            "\t Leaf Area 25.54889730210928\n",
            "1917 3423\n",
            "\t Leaf Area 494.0005814835928\n",
            "1918 3122\n",
            "\t Leaf Area 33.27395653069958\n",
            "1919 3811\n",
            "\t Leaf Area 63.82263645487783\n",
            "1920 4064\n",
            "1921 3131\n",
            "\t Leaf Area 9.476257212856728\n",
            "1922 3366\n",
            "\t Leaf Area 2.91073247591884\n",
            "1923 2668\n",
            "\t Leaf Area 19.7440231873904\n",
            "1924 4246\n",
            "\t Leaf Area 7.619150472230292\n",
            "1925 3321\n",
            "\t Leaf Area 1.3378511011079945\n",
            "1926 3136\n",
            "1927 4453\n",
            "\t Leaf Area 22.66372072495557\n",
            "1928 4427\n",
            "1929 4285\n",
            "1930 4261\n",
            "\t Leaf Area 163.56942254664088\n",
            "1931 3336\n",
            "\t Leaf Area 2.9901281537861983\n",
            "1932 3624\n",
            "\t Leaf Area 82.75512655714383\n",
            "1933 4395\n",
            "\t Leaf Area 0.1455609079175885\n",
            "1934 4047\n",
            "\t Leaf Area 1.0984004796986926\n",
            "1935 4406\n",
            "\t Leaf Area 6.316424297475885\n",
            "1936 2667\n",
            "1937 4430\n",
            "\t Leaf Area 2.707403536044674\n",
            "1938 3226\n",
            "1939 3013\n",
            "\t Leaf Area 11.276030836227557\n",
            "1940 3857\n",
            "\t Leaf Area 12.440731720849595\n",
            "1941 3351\n",
            "\t Leaf Area 87.04239967660146\n",
            "1942 2669\n",
            "\t Leaf Area 0.16450127023600744\n",
            "1943 4429\n",
            "1944 3486\n",
            "\t Leaf Area 5.535061916371155\n",
            "1945 2671\n",
            "\t Leaf Area 24.72718139994492\n",
            "1946 4242\n",
            "\t Leaf Area 9.176875079572875\n",
            "1947 4408\n",
            "\t Leaf Area 20.590441954168348\n",
            "1948 4029\n",
            "\t Leaf Area 16.708570812137772\n",
            "1949 3874\n",
            "\t Leaf Area 107.2683993056977\n",
            "1950 2670\n",
            "\t Leaf Area 0.7066464155629275\n",
            "1951 3434\n",
            "\t Leaf Area 82.60497363231129\n",
            "1952 3581\n",
            "\t Leaf Area 125.98722994901121\n",
            "1953 3853\n",
            "\t Leaf Area 12.737869365699362\n",
            "1954 4199\n",
            "\t Leaf Area 118.99413312096685\n",
            "1955 3630\n",
            "\t Leaf Area 11.996985192835863\n",
            "1956 3118\n",
            "\t Leaf Area 7.397387330525042\n",
            "1957 3511\n",
            "\t Leaf Area 12.528660058283112\n",
            "1958 3564\n",
            "\t Leaf Area 19.69621063794462\n",
            "1959 4269\n",
            "\t Leaf Area 67.13658860258036\n",
            "1960 4265\n",
            "\t Leaf Area 54.24613722521496\n",
            "1961 2672\n",
            "\t Leaf Area 8.012781407272968\n",
            "1962 4202\n",
            "\t Leaf Area 56.12669059875633\n",
            "1963 3586\n"
          ]
        }
      ],
      "source": [
        "z_max = np.zeros(len(ttops))\n",
        "la_ttops = np.zeros(len(ttops))\n",
        "\n",
        "print(\"Number of Tree Crowns: \", len(ttops))\n",
        "\n",
        "start_time = time.time()\n",
        "\n",
        "for i, iD in enumerate(ttops[\"treeID\"][:]):\n",
        "    print(i, iD)\n",
        "\n",
        "    index = int(list(ttops[ttops.treeID == iD].index)[0])\n",
        "    # print(index)\n",
        "\n",
        "    pip_mask = gdf.within(ttops.loc[index, 'geometry'])\n",
        "#     pip_mask = gdf.within(ttops.loc[ttops.treeID == iD, 'geometry'])\n",
        "\n",
        "    tree_clip = gdf[pip_mask]  #.clip(s, ttops[ttops[\"treeID\"] == iD])\n",
        "\n",
        "    voxel_metrics.loc[voxel_metrics['Unnamed: 0'].isin(np.array(tree_clip[\"Unnamed: 0\"])), \"ID\"] = iD\n",
        "    \n",
        "    # print(\"\\t Number of Voxels: \" , len(tree_clip))\n",
        "    if len(tree_clip) <1:\n",
        "        continue\n",
        "    \n",
        "    tree_clip.ID = iD\n",
        "    \n",
        "    z_max[i] = np.max(tree_clip.Z)\n",
        "    \n",
        "    \n",
        "    LAI = leaf_area_index(tree_clip, iD, plot = False)\n",
        "    \n",
        "    crown_area = ttops[ttops.treeID == iD][\"Crown Area\"]\n",
        "#     print(float(crown_area))\n",
        "    leaf_area = float(LAI * crown_area)\n",
        "    \n",
        "#     ttops[ttops.treeID == iD][\"LA\"] = leaf_area\n",
        "    la_ttops[i] = leaf_area\n",
        "#     print(ttops[ttops.treeID == iD])\n",
        "    \n",
        "    print(\"\\t Leaf Area\", leaf_area)\n",
        "\n",
        "\n",
        "print(time.time() - start_time, \"s\")\n",
        "\n",
        "#--------------------------------------------------------------------\n",
        "#Save as CSV\n",
        "column_list = [\"X\", \t\"Y\",\t\"Z\",\t\"N\", \"LAD\", \"ID\"]\n",
        "voxel_metrics[column_list].to_csv('%s_LAD.csv'%lcz_sec)  \n",
        "\n",
        "ttops[\"LA\"] = la_ttops\n",
        "# ttops[\"Z\"] = ttops[\"Z\"]/ftm\n",
        "\n",
        "ttops.to_csv('%s_ttops_full.csv'%lcz_sec)\n",
        "\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "MkNjRS8n0llD"
      },
      "outputs": [],
      "source": [
        "\n",
        "#Save as CSV\n",
        "column_list = [\"X\", \t\"Y\",\t\"Z\",\t\"N\", \"LAD\", \"ID\"]\n",
        "voxel_metrics[column_list].to_csv('%s_LAD.csv'%lcz_sec)  \n",
        "\n",
        "ttops[\"LA\"] = la_ttops\n",
        "# ttops[\"Z\"] = ttops[\"Z\"]/ftm\n",
        "\n",
        "ttops.to_csv('%s_ttops_full.csv'%lcz_sec)\n",
        "\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
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        "def leaf_area_index(tree_clip, iD, plot = False):\n",
        "    total_LA = 0\n",
        "    error = 0\n",
        "\n",
        "    z_test = np.linspace(0., 70, 151)\n",
        "    voxel_df = tree_clip.groupby(tree_clip.Z, as_index=False).aggregate({'N': sum}).sort_values(by=['Z'], ascending=False)\n",
        "\n",
        "    #not enough data/too noisy\n",
        "    if (len(voxel_df) <=2) or (max(voxel_df.Z)*ftm > 35):   #35 m is too high for realistic tree - may be capturing buildings\n",
        "        print(\"    Only \", len(voxel_df), \" level(s) or max height of \", max(voxel_df.Z)*ftm)\n",
        "        lai = 0.\n",
        "        return lai\n",
        "\n",
        "    #get cumulative hits at each z level\n",
        "    n_sum = list(accumulate(voxel_df.N))  #sum previous number of returns on list\n",
        "    n_sum = np.asarray(n_sum)\n",
        "#     print(\"Total hits: \",max(n_sum))\n",
        "#     print(\"Total points/z levels: \",len(n_sum))\n",
        "\n",
        "    #ratio of cumulative points at each z value and total number of hits\n",
        "    P_gap_total = 1 - (n_sum / (max(n_sum)))    \n",
        "    P_gap_total[-1] = P_gap_total[-2]  #set ground point equal to closest z value\n",
        "\n",
        "    L_z_total = -np.log(P_gap_total)\n",
        "    #print(\"L_Z_total: \", L_z_total)\n",
        "\n",
        "    Z_noise = np.unique(voxel_df.Z) + (np.random.uniform(0,1,len(np.unique(voxel_df.Z))) - .5)*.5\n",
        "    #z_max.append(max(voxel_df.Z))\n",
        "\n",
        "    #set height and scale weibull parameters, since these are known based on processed LiDAR data\n",
        "    inst.H = max(voxel_df.Z)*1.0005\n",
        "    inst.scale = L_z_total[-1]\n",
        "\n",
        "    bound_down = [random.uniform(0., .1), random.uniform(1., 3.99)]\n",
        "    bound_up = [random.uniform(.9, 1.), random.uniform(4., 7.)]\n",
        "    try:\n",
        "        popt_tree_total, pcov_tree_total = curve_fit(inst.weibull, L_z_total,Z_noise[::-1],  bounds = (bound_down, bound_up),  method = 'dogbox') \n",
        "    #p0=[1.2*H_0, .5,10., L_z_total[-1]], bounds=([-1., 0.], [ 2., 10.]), method = 'trf'   bounds=([H_0, -1., 0.], [ 1.5*H_0, 2., 100.]),\n",
        "    #parameters: (max_height, alpha, beta)\n",
        "    except RuntimeError:\n",
        "        try:\n",
        "            popt_tree_total, pcov_tree_total = curve_fit(inst.weibull, L_z_total,Z_noise[::-1],  bounds = ([0., 1.], [1., 10]), p0 = [.5, 5.5] )# method = 'dogbox') \n",
        "        #[random.uniform(bound_down[0], bound_up[0]), random.uniform(bound_down[1], bound_up[1])]\n",
        "        except RuntimeError:\n",
        "            popt_tree_total = [.5, 5.] \n",
        "            error += 1\n",
        "            #keep track of number\n",
        "\n",
        "    except ValueError:\n",
        "        popt_tree_total = [.5, 5.]\n",
        "        error += 1\n",
        "\n",
        "\n",
        "#     print(\"Total Tree\\nH:  %f alpha:  %f   beta: %f   c: %f\"%(inst.H, popt_tree_total[0], popt_tree_total[1], inst.scale))\n",
        "\n",
        "    LAD_values = inst.weibull_pdf(voxel_df.Z, *popt_tree_total)\n",
        "#     print(LAD_values)\n",
        "\n",
        "\n",
        "#     print(voxel_metrics[(voxel_metrics.ID == iD)])\n",
        "    for i, z in enumerate(np.unique(voxel_df.Z)):\n",
        "        voxel_metrics.LAD[(voxel_metrics.ID == iD) & (voxel_metrics.Z == z)] = float(LAD_values[i])\n",
        "\n",
        "    if plot == True:\n",
        "        plotting(voxel_df, z_test, popt_tree_total)\n",
        "\n",
        "    #LAI\n",
        "    lai = (inst.weibull(0, *popt_tree_total) - inst.weibull(inst.H, *popt_tree_total))\n",
        "    \n",
        "    return lai\n",
        "\n",
        "\n",
        "def plotting(voxel_df, z_test, popt_tree_total):\n",
        "    fig= plt.figure( figsize = (20,10))\n",
        "\n",
        "    #f, ax = plt.subplots(figsize = (12,10))\n",
        "    #ax.plot(L_z_total, Z_noise[::-1], 'o')\n",
        "    ax1 = fig.add_subplot(1, 2, 1)\n",
        "    ax2 = fig.add_subplot(1, 2, 2)\n",
        "    \n",
        "    ax1.barh(voxel_df.Z, voxel_df.N, color = 'darkgreen')\n",
        "    ax2.plot(inst.weibull_pdf(voxel_df.Z, *popt_tree_total), voxel_df.Z, '--', label = \"PDF Weibull fit L_Z\")\n",
        "    ax2.plot(inst.weibull(z_test, *popt_tree_total), z_test, 'r-', label = \"CDF Weibull fit L_Z\")\n",
        "    ax1.set_ylabel(\"Elevation (m)\")\n",
        "    ax1.set_xlabel(\"Number of LiDAR hits\")\n",
        "    ax1.set_title(\"Histogram of LiDAR Hits\")\n",
        "    ax2.set_title(\"Weibull Fits for Cumulative LAI and LAD\")\n",
        "    #ax1.legend()\n",
        "    ax2.legend()\n",
        "\n",
        "    plt.show()\n",
        "    \n",
        "    \n",
        "\n",
        "#use wrap function to avoid global parameters\n",
        "class fitClass:\n",
        "\n",
        "    def __init__(self):\n",
        "        pass\n",
        "\n",
        "    def weibull(self, z, a, b):\n",
        "\n",
        "        fit = self.scale - (self.scale * np.exp(-((( 1-(z/self.H) ) / a))**b))\n",
        "    \n",
        "        return fit\n",
        "    \n",
        "    def weibull_rev(self, a, b):\n",
        "        fit = .1*inst.scale\n",
        "\n",
        "        z = -(np.log(1 - (fit/self.scale)))*(-a/b)*self.H + self.H\n",
        "    \n",
        "        return z\n",
        "    \n",
        "    #derivative of above for pdf\n",
        "    def weibull_pdf(self, z, a, b):\n",
        "    \n",
        "        term_1 = np.exp(-(((1-(z/self.H))/a))**b)\n",
        "        term_2 = b*(((1-(z/self.H))/a)**b)\n",
        "\n",
        "        term = self.scale*(abs((term_1 * term_2) / (z-self.H)))\n",
        "\n",
        "        return term\n",
        "\n",
        "inst = fitClass()\n"
      ]
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      "metadata": {
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